Last login: Tue Oct 21 16:00:00 on ttys000 petersmbookpro2:~ peterpetersen$ cd /Users/peterpetersen/AmplipexDataProcessing/PeterP-2013-10-10 petersmbookpro2:PeterP-2013-10-10 peterpetersen$ klusta PeterP-2013-10-10_dataset1.prm Calculating the threshold 2014-10-21 16:20:22 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 recording: 14 recording: 15 recording: 16 recording: 17 recording: 18 done Complete. Thresholds: [[ 100.2867999 93.63627699 87.99551327 76.03828931 90.55179628 86.99003337 87.40029327 81.39128232 89.5850957 90.98102368 91.88542295 87.57864781 96.09176078 92.02238324 92.87286634 87.75286604 71.90894945 71.53178026 76.06973899 75.53370712 75.9313438 77.85098606 78.21902392 76.91214925 89.29635542 70.51881402 78.35717481 77.63584014 96.73219045 78.87967136 95.62014493 85.0682605 72.42943803 67.66214776 69.73829856 67.71813109 75.36662598 65.63318086 73.44513052 66.28198691 86.70840485 67.6831529 89.84828432 87.62488867 71.53195174 85.43926968 73.8951157 87.97531241 91.91572424 88.36132434 91.63821167 95.00280393 91.80150875 89.74424532 89.66741767 84.81884317 93.00304671 90.56386905 90.44404875 82.67049775 91.13988686 86.68189835 93.5010334 83.93068976 102.24426782 67.34345252 80.81427067 68.40055245 80.77884432 79.29571724 81.03562867 76.40649847 71.37784056 64.6575878 82.10585299 73.68457683 72.66747632 72.51283077 87.46491739 76.28374237 85.34160934 79.34892581 86.69658562 71.87767781 84.66628461 80.22334132 77.66731243 75.01962519 82.33428529 75.46796905 78.61168545 81.14927731 81.17850695 78.78456057 89.00955598 91.49712921 89.12929752 70.92778851 75.61109918 74.34620783 75.84615856 76.69606364 77.4072492 78.91538077 76.86943388 72.81155966 76.63193662 77.21858178 78.08076722 75.42224244 74.18408581 75.95763903 77.57943358 78.13499641 80.0720833 75.12220505 80.13612871 79.7641906 82.30626285 74.70130472 76.55674376 76.15319504 74.61510439 74.97957014 79.89820278 74.02477081 77.73910211 71.48281644 95.21492416 97.28046112 84.99949267 76.48189229 90.23528048 87.93166709 84.90228284 79.54213567 80.78384987 79.74694234 88.23555638 79.36976504 87.26107039 77.58761831 97.25645021 83.78732972 88.63525666 80.67176633 92.3134928 81.54760132 85.88079177 83.21320981 92.80579082 84.78150048 90.97180237 75.37585151 94.6896809 81.76961361 84.64943461 79.39915091 84.10749398 92.75464593 98.59891735 81.4741305 93.14713252 82.58763754 89.22838743 80.97696647 92.59137317 86.96362831 82.11234433 81.26756934 83.85373632 79.42020324 93.96698963 81.42083971 90.69267312 80.63346164 86.23062194 79.05825383 91.5108015 71.63209677 81.46604665 80.26952273 79.44915988 77.01977091 88.20225282 88.04284424 85.2615275 77.08859837 87.96887993 82.79269193 87.02750244 82.9984794 15.74501121] [ 44.57191107 41.61612311 39.10911701 33.79479525 40.24524279 38.66223705 38.84457479 36.17390325 39.81559809 40.43601053 40.83796576 38.92384347 42.70744924 40.898837 41.27682948 39.00127379 31.95953309 31.79190234 33.80877289 33.5705365 33.74726391 34.60043825 34.76401063 34.18317744 39.68726907 31.34169512 34.82541102 34.50481784 42.99208464 35.05763172 42.49784219 37.80811578 32.19086135 30.07206567 30.99479936 30.09694715 33.49627821 29.17030261 32.64228023 29.45866085 38.53706882 30.08140129 39.93257081 38.94439496 31.79197855 37.97300875 32.84227364 39.10013885 40.851433 39.27169971 40.72809408 42.22346841 40.80067056 39.88633125 39.85218563 37.69726363 41.33468743 40.25060847 40.197355 36.74244344 40.50661638 38.52528816 41.55601484 37.30252878 45.44189681 29.93042334 35.91745363 30.40024553 35.90170859 35.242541 36.01583497 33.95844376 31.72348469 28.73670569 36.49149022 32.74870081 32.29665614 32.22792479 38.87329662 33.9038855 37.92960415 35.26618925 38.53181583 31.94563458 37.62945983 35.65481836 34.51880553 33.34205564 36.59301568 33.54131958 34.93852687 36.06634547 36.07933642 35.01536025 39.55980266 40.66539076 39.61302112 31.52346156 33.60493297 33.04275904 33.7094038 34.0871394 34.40322187 35.07350256 34.16419283 32.36069318 34.0586385 34.31936968 34.70256321 33.52099664 32.9707048 33.75895068 34.47974826 34.72666507 35.58759258 33.38764669 35.6160572 35.45075138 36.58056127 33.20057988 34.02521945 33.84586446 33.16226862 33.3242534 35.51031235 32.89989814 34.55071205 31.77014064 42.31774407 43.2357605 37.7775523 33.99195213 40.1045691 39.08074093 37.73434793 35.3520603 35.90393328 35.44308549 39.21580284 35.27545113 38.78269795 34.48338592 43.22508898 37.23881321 39.3934474 35.85411837 41.02821902 36.24337836 38.16924079 36.98364881 41.24701814 37.68066688 40.43191217 33.50037845 42.08430262 36.3420505 37.62197094 35.28851152 37.38110844 41.22428708 43.82174104 36.21072466 41.39872556 36.70561668 39.65706108 35.98976288 41.15172141 38.65050147 36.49437526 36.11891971 37.26832725 35.29786811 41.7631065 36.18703987 40.30785472 35.83709406 38.32472086 35.1370017 40.67146733 31.83648745 36.20713184 35.67534344 35.31073773 34.23100929 39.20100125 39.130153 37.89401222 34.26159927 39.09727997 36.79675197 38.67888997 36.88821307 6.99778276]] 2014-10-21 16:32:44 0% complete, 16s elapsed, 3h 27m 44s remaining. 204 spikes found. 2014-10-21 16:33:33 0% complete, 1m 5s elapsed, 4h 38m 6s remaining. 1276 spikes found. 2014-10-21 16:34:27 0% complete, 2m 0s elapsed, 5h 5m 51s remaining. 2527 spikes found. 2014-10-21 16:35:11 0% complete, 2m 43s elapsed, 4h 57m 5s remaining. 3289 spikes found. 2014-10-21 16:35:47 1% complete, 3m 19s elapsed, 4h 41m 12s remaining. 3798 spikes found. 2014-10-21 16:36:52 1% complete, 4m 24s elapsed, 5h 4m 14s remaining. 5309 spikes found. 2014-10-21 16:37:41 1% complete, 5m 13s elapsed, 5h 30m 9s remaining. 6341 spikes found. 2014-10-21 16:39:03 1% complete, 6m 35s elapsed, 6h 24m 30s remaining. 8318 spikes found. 2014-10-21 16:40:36 1% complete, 8m 9s elapsed, 7h 20m 40s remaining. 10774 spikes found. 2014-10-21 16:41:40 1% complete, 9m 13s elapsed, 7h 44m 34s remaining. 12237 spikes found. 2014-10-21 16:42:54 2% complete, 10m 26s elapsed, 8h 12m 48s remaining. 14081 spikes found. 2014-10-21 16:44:18 2% complete, 11m 50s elapsed, 8h 45m 4s remaining. 16383 spikes found. 2014-10-21 16:45:09 2% complete, 12m 42s elapsed, 8h 51m 22s remaining. 17537 spikes found. 2014-10-21 16:45:46 2% complete, 13m 19s elapsed, 8h 47m 7s remaining. 18284 spikes found. 2014-10-21 16:46:24 2% complete, 13m 56s elapsed, 8h 43m 25s remaining. 19068 spikes found. 2014-10-21 16:47:00 2% complete, 14m 32s elapsed, 8h 39m 32s remaining. 19798 spikes found. 2014-10-21 16:47:49 2% complete, 15m 21s elapsed, 8h 19m 32s remaining. 20722 spikes found. 2014-10-21 16:48:31 3% complete, 16m 3s elapsed, 7h 59m 10s remaining. 21462 spikes found. 2014-10-21 16:49:08 3% complete, 16m 40s elapsed, 7h 39m 48s remaining. 22029 spikes found. 2014-10-21 16:50:28 3% complete, 18m 0s elapsed, 7h 40m 47s remaining. 24289 spikes found. 2014-10-21 16:51:12 4% complete, 18m 44s elapsed, 7h 27m 30s remaining. 25132 spikes found. 2014-10-21 16:51:54 4% complete, 19m 27s elapsed, 7h 15m 7s remaining. 25967 spikes found. 2014-10-21 16:52:28 4% complete, 20m 1s elapsed, 7h 14m 3s remaining. 26904 spikes found. 2014-10-21 16:53:17 4% complete, 20m 50s elapsed, 7h 5m 29s remaining. 28018 spikes found. 2014-10-21 16:53:56 4% complete, 21m 28s elapsed, 6h 54m 25s remaining. 28703 spikes found. 2014-10-21 16:54:33 5% complete, 22m 5s elapsed, 6h 43m 50s remaining. 29283 spikes found. 2014-10-21 16:55:03 5% complete, 22m 35s elapsed, 6h 36m 16s remaining. 29907 spikes found. 2014-10-21 16:55:45 5% complete, 23m 17s elapsed, 6h 28m 44s remaining. 30726 spikes found. 2014-10-21 16:56:54 5% complete, 24m 26s elapsed, 6h 28m 54s remaining. 32539 spikes found. 2014-10-21 16:57:46 6% complete, 25m 18s elapsed, 6h 33m 34s remaining. 34159 spikes found. 2014-10-21 16:58:24 6% complete, 25m 57s elapsed, 6h 25m 51s remaining. 34734 spikes found. 2014-10-21 16:58:58 6% complete, 26m 30s elapsed, 6h 17m 32s remaining. 35110 spikes found. 2014-10-21 17:01:48 6% complete, 29m 20s elapsed, 6h 40m 58s remaining. 39314 spikes found. 2014-10-21 17:05:50 6% complete, 33m 22s elapsed, 7h 26m 50s remaining. 45439 spikes found. 2014-10-21 17:09:14 7% complete, 36m 46s elapsed, 8h 2m 42s remaining. 50547 spikes found. 2014-10-21 17:12:05 7% complete, 39m 37s elapsed, 8h 30m 0s remaining. 54831 spikes found. 2014-10-21 17:16:40 7% complete, 44m 12s elapsed, 9h 18m 16s remaining. 62025 spikes found. 2014-10-21 17:20:42 7% complete, 48m 15s elapsed, 9h 57m 48s remaining. 68120 spikes found. 2014-10-21 17:22:23 7% complete, 49m 55s elapsed, 10h 7m 12s remaining. 70551 spikes found. 2014-10-21 17:23:48 7% complete, 51m 20s elapsed, 10h 13m 7s remaining. 72594 spikes found. 2014-10-21 17:25:19 7% complete, 52m 51s elapsed, 10h 19m 55s remaining. 75078 spikes found. 2014-10-21 17:25:51 7% complete, 53m 23s elapsed, 10h 15m 6s remaining. 75668 spikes found. 2014-10-21 17:26:58 8% complete, 54m 30s elapsed, 10h 6m 32s remaining. 77325 spikes found. 2014-10-21 17:27:43 8% complete, 55m 16s elapsed, 9h 54m 33s remaining. 78141 spikes found. 2014-10-21 17:28:34 8% complete, 56m 6s elapsed, 9h 44m 6s remaining. 79176 spikes found. 2014-10-21 17:29:28 9% complete, 57m 0s elapsed, 9h 34m 49s remaining. 80441 spikes found. 2014-10-21 17:30:12 9% complete, 57m 44s elapsed, 9h 24m 21s remaining. 81242 spikes found. 2014-10-21 17:30:44 9% complete, 58m 17s elapsed, 9h 20m 56s remaining. 82029 spikes found. 2014-10-21 17:31:28 9% complete, 59m 1s elapsed, 9h 11m 13s remaining. 82894 spikes found. 2014-10-21 17:32:13 9% complete, 59m 45s elapsed, 9h 2m 2s remaining. 83800 spikes found. 2014-10-21 17:33:03 10% complete, 1h 0m 35s elapsed, 8h 53m 59s remaining. 84851 spikes found. 2014-10-21 17:33:46 10% complete, 1h 1m 19s elapsed, 8h 45m 29s remaining. 85665 spikes found. 2014-10-21 17:34:29 10% complete, 1h 2m 1s elapsed, 8h 32m 56s remaining. 86358 spikes found. 2014-10-21 17:35:08 11% complete, 1h 2m 41s elapsed, 8h 24m 45s remaining. 87120 spikes found. 2014-10-21 17:35:49 11% complete, 1h 3m 22s elapsed, 8h 17m 6s remaining. 87682 spikes found. 2014-10-21 17:36:32 11% complete, 1h 4m 4s elapsed, 8h 9m 57s remaining. 88188 spikes found. 2014-10-21 17:37:21 11% complete, 1h 4m 53s elapsed, 8h 3m 57s remaining. 89244 spikes found. 2014-10-21 17:37:59 11% complete, 1h 5m 31s elapsed, 8h 2m 38s remaining. 89954 spikes found. 2014-10-21 17:39:07 12% complete, 1h 6m 39s elapsed, 8h 5m 1s remaining. 91496 spikes found. 2014-10-21 17:40:26 12% complete, 1h 7m 58s elapsed, 8h 8m 34s remaining. 93374 spikes found. 2014-10-21 17:41:49 12% complete, 1h 9m 21s elapsed, 8h 12m 37s remaining. 95292 spikes found. 2014-10-21 17:42:57 12% complete, 1h 10m 30s elapsed, 8h 14m 46s remaining. 96965 spikes found. 2014-10-21 17:43:58 12% complete, 1h 11m 31s elapsed, 8h 16m 0s remaining. 98416 spikes found. 2014-10-21 17:44:54 12% complete, 1h 12m 27s elapsed, 8h 16m 37s remaining. 99722 spikes found. 2014-10-21 17:45:43 12% complete, 1h 13m 15s elapsed, 8h 16m 20s remaining. 100793 spikes found. 2014-10-21 17:46:24 12% complete, 1h 13m 56s elapsed, 8h 15m 13s remaining. 101725 spikes found. 2014-10-21 17:47:22 13% complete, 1h 14m 55s elapsed, 8h 16m 4s remaining. 103277 spikes found. 2014-10-21 17:48:00 13% complete, 1h 15m 33s elapsed, 8h 14m 39s remaining. 104272 spikes found. 2014-10-21 17:48:35 13% complete, 1h 16m 7s elapsed, 8h 12m 50s remaining. 105129 spikes found. 2014-10-21 17:49:15 13% complete, 1h 16m 48s elapsed, 8h 6m 18s remaining. 105859 spikes found. 2014-10-21 17:49:55 13% complete, 1h 17m 27s elapsed, 7h 59m 52s remaining. 106578 spikes found. 2014-10-21 17:50:25 14% complete, 1h 17m 57s elapsed, 7h 57m 47s remaining. 107339 spikes found. 2014-10-21 17:50:57 14% complete, 1h 18m 30s elapsed, 7h 55m 59s remaining. 108205 spikes found. 2014-10-21 17:51:29 14% complete, 1h 19m 1s elapsed, 7h 49m 7s remaining. 108641 spikes found. 2014-10-21 17:52:13 14% complete, 1h 19m 45s elapsed, 7h 43m 44s remaining. 109493 spikes found. 2014-10-21 17:52:48 14% complete, 1h 20m 20s elapsed, 7h 37m 36s remaining. 110003 spikes found. 2014-10-21 17:53:47 15% complete, 1h 21m 19s elapsed, 7h 33m 55s remaining. 111414 spikes found. 2014-10-21 17:54:28 15% complete, 1h 22m 0s elapsed, 7h 28m 42s remaining. 112181 spikes found. 2014-10-21 17:55:06 15% complete, 1h 22m 39s elapsed, 7h 23m 22s remaining. 112846 spikes found. 2014-10-21 17:56:00 16% complete, 1h 23m 32s elapsed, 7h 16m 57s remaining. 113948 spikes found. 2014-10-21 17:57:04 16% complete, 1h 24m 36s elapsed, 7h 14m 8s remaining. 115590 spikes found. 2014-10-21 17:57:41 16% complete, 1h 25m 13s elapsed, 7h 9m 10s remaining. 116186 spikes found. 2014-10-21 17:58:46 16% complete, 1h 26m 18s elapsed, 7h 6m 34s remaining. 117795 spikes found. 2014-10-21 17:59:27 16% complete, 1h 26m 59s elapsed, 7h 6m 0s remaining. 118945 spikes found. 2014-10-21 18:00:48 17% complete, 1h 28m 20s elapsed, 7h 4m 45s remaining. 120618 spikes found. 2014-10-21 18:05:18 17% complete, 1h 32m 51s elapsed, 7h 22m 25s remaining. 127537 spikes found. 2014-10-21 18:10:31 17% complete, 1h 38m 3s elapsed, 7h 43m 1s remaining. 135310 spikes found. 2014-10-21 18:13:45 17% complete, 1h 41m 17s elapsed, 7h 54m 2s remaining. 140126 spikes found. 2014-10-21 18:16:37 17% complete, 1h 44m 9s elapsed, 8h 3m 8s remaining. 144563 spikes found. 2014-10-21 18:20:03 17% complete, 1h 47m 35s elapsed, 8h 14m 39s remaining. 149774 spikes found. 2014-10-21 18:22:39 17% complete, 1h 50m 11s elapsed, 8h 22m 11s remaining. 153838 spikes found. 2014-10-21 18:23:59 18% complete, 1h 51m 31s elapsed, 8h 23m 50s remaining. 155923 spikes found. 2014-10-21 18:24:31 18% complete, 1h 52m 3s elapsed, 8h 21m 51s remaining. 156541 spikes found. 2014-10-21 18:25:21 18% complete, 1h 52m 53s elapsed, 8h 16m 54s remaining. 157471 spikes found. 2014-10-21 18:26:13 18% complete, 1h 53m 45s elapsed, 8h 12m 14s remaining. 158622 spikes found. 2014-10-21 18:26:57 18% complete, 1h 54m 29s elapsed, 8h 11m 14s remaining. 159910 spikes found. 2014-10-21 18:27:56 19% complete, 1h 55m 28s elapsed, 8h 11m 17s remaining. 161779 spikes found. 2014-10-21 18:28:34 19% complete, 1h 56m 6s elapsed, 8h 5m 46s remaining. 162376 spikes found. 2014-10-21 18:29:14 19% complete, 1h 56m 46s elapsed, 8h 0m 33s remaining. 163164 spikes found. 2014-10-21 18:29:52 19% complete, 1h 57m 25s elapsed, 7h 55m 20s remaining. 163860 spikes found. 2014-10-21 18:30:51 20% complete, 1h 58m 23s elapsed, 7h 51m 34s remaining. 165343 spikes found. 2014-10-21 18:31:22 20% complete, 1h 58m 55s elapsed, 7h 49m 50s remaining. 166161 spikes found. 2014-10-21 18:32:07 20% complete, 1h 59m 40s elapsed, 7h 45m 17s remaining. 167123 spikes found. 2014-10-21 18:32:41 20% complete, 2h 0m 13s elapsed, 7h 43m 45s remaining. 168071 spikes found. 2014-10-21 18:33:34 20% complete, 2h 1m 7s elapsed, 7h 43m 32s remaining. 169781 spikes found. 2014-10-21 18:34:21 20% complete, 2h 1m 53s elapsed, 7h 39m 12s remaining. 170792 spikes found. 2014-10-21 18:34:57 21% complete, 2h 2m 29s elapsed, 7h 35m 43s remaining. 171704 spikes found. 2014-10-21 18:35:29 21% complete, 2h 3m 1s elapsed, 7h 34m 11s remaining. 172533 spikes found. 2014-10-21 18:36:12 21% complete, 2h 3m 44s elapsed, 7h 33m 20s remaining. 173832 spikes found. 2014-10-21 18:36:48 21% complete, 2h 4m 21s elapsed, 7h 28m 38s remaining. 174436 spikes found. 2014-10-21 18:37:33 21% complete, 2h 5m 5s elapsed, 7h 24m 30s remaining. 175365 spikes found. 2014-10-21 18:38:15 22% complete, 2h 5m 48s elapsed, 7h 20m 20s remaining. 176202 spikes found. 2014-10-21 18:39:29 22% complete, 2h 7m 1s elapsed, 7h 18m 1s remaining. 178062 spikes found. 2014-10-21 18:40:32 22% complete, 2h 8m 5s elapsed, 7h 18m 24s remaining. 179532 spikes found. 2014-10-21 18:41:58 22% complete, 2h 9m 30s elapsed, 7h 20m 0s remaining. 181700 spikes found. 2014-10-21 18:43:27 22% complete, 2h 10m 59s elapsed, 7h 21m 48s remaining. 184024 spikes found. 2014-10-21 18:44:45 22% complete, 2h 12m 17s elapsed, 7h 22m 54s remaining. 186002 spikes found. 2014-10-21 18:45:51 23% complete, 2h 13m 23s elapsed, 7h 23m 22s remaining. 187640 spikes found. 2014-10-21 18:46:43 23% complete, 2h 14m 15s elapsed, 7h 22m 59s remaining. 188935 spikes found. 2014-10-21 18:47:27 23% complete, 2h 14m 59s elapsed, 7h 22m 11s remaining. 189920 spikes found. 2014-10-21 18:48:14 23% complete, 2h 15m 47s elapsed, 7h 21m 36s remaining. 191051 spikes found. 2014-10-21 18:49:10 23% complete, 2h 16m 42s elapsed, 7h 21m 26s remaining. 192453 spikes found. 2014-10-21 18:50:17 23% complete, 2h 17m 49s elapsed, 7h 21m 52s remaining. 194422 spikes found. 2014-10-21 18:50:51 23% complete, 2h 18m 23s elapsed, 7h 20m 32s remaining. 195279 spikes found. 2014-10-21 18:51:35 24% complete, 2h 19m 7s elapsed, 7h 16m 37s remaining. 196131 spikes found. 2014-10-21 18:52:24 24% complete, 2h 19m 57s elapsed, 7h 13m 3s remaining. 197190 spikes found. 2014-10-21 18:53:03 24% complete, 2h 20m 35s elapsed, 7h 8m 59s remaining. 197856 spikes found. 2014-10-21 18:53:43 24% complete, 2h 21m 16s elapsed, 7h 5m 6s remaining. 198554 spikes found. 2014-10-21 18:54:33 25% complete, 2h 22m 5s elapsed, 7h 1m 43s remaining. 199631 spikes found. 2014-10-21 18:55:20 25% complete, 2h 22m 52s elapsed, 6h 58m 17s remaining. 200720 spikes found. 2014-10-21 18:55:53 25% complete, 2h 23m 26s elapsed, 6h 57m 3s remaining. 201645 spikes found. 2014-10-21 18:56:24 25% complete, 2h 23m 56s elapsed, 6h 55m 42s remaining. 202483 spikes found. 2014-10-21 18:58:07 25% complete, 2h 25m 39s elapsed, 6h 55m 0s remaining. 205641 spikes found. 2014-10-21 18:58:41 26% complete, 2h 26m 13s elapsed, 6h 53m 50s remaining. 206600 spikes found. 2014-10-21 18:59:46 26% complete, 2h 27m 18s elapsed, 6h 49m 41s remaining. 208195 spikes found. 2014-10-21 19:00:33 26% complete, 2h 28m 6s elapsed, 6h 46m 27s remaining. 209271 spikes found. 2014-10-21 19:01:14 26% complete, 2h 28m 46s elapsed, 6h 42m 57s remaining. 210004 spikes found. 2014-10-21 19:01:53 27% complete, 2h 29m 26s elapsed, 6h 39m 27s remaining. 210710 spikes found. 2014-10-21 19:02:27 27% complete, 2h 29m 59s elapsed, 6h 35m 44s remaining. 211174 spikes found. 2014-10-21 19:03:19 27% complete, 2h 30m 51s elapsed, 6h 32m 54s remaining. 212228 spikes found. 2014-10-21 19:06:54 27% complete, 2h 34m 26s elapsed, 6h 39m 39s remaining. 217900 spikes found. 2014-10-21 19:11:22 28% complete, 2h 38m 55s elapsed, 6h 48m 35s remaining. 224642 spikes found. 2014-10-21 19:14:10 28% complete, 2h 41m 42s elapsed, 6h 53m 7s remaining. 228840 spikes found. 2014-10-21 19:17:57 28% complete, 2h 45m 30s elapsed, 7h 0m 6s remaining. 234831 spikes found. 2014-10-21 19:22:30 28% complete, 2h 50m 2s elapsed, 7h 8m 53s remaining. 241914 spikes found. 2014-10-21 19:25:54 28% complete, 2h 53m 26s elapsed, 7h 14m 41s remaining. 247068 spikes found. 2014-10-21 19:27:42 28% complete, 2h 55m 14s elapsed, 7h 16m 25s remaining. 249774 spikes found. 2014-10-21 19:28:20 28% complete, 2h 55m 52s elapsed, 7h 15m 13s remaining. 250677 spikes found. 2014-10-21 19:29:16 29% complete, 2h 56m 48s elapsed, 7h 12m 3s remaining. 251840 spikes found. 2014-10-21 19:29:48 29% complete, 2h 57m 20s elapsed, 7h 10m 38s remaining. 252618 spikes found. 2014-10-21 19:30:32 29% complete, 2h 58m 5s elapsed, 7h 9m 44s remaining. 253943 spikes found. 2014-10-21 19:31:14 29% complete, 2h 58m 46s elapsed, 7h 6m 3s remaining. 254698 spikes found. 2014-10-21 19:31:53 29% complete, 2h 59m 26s elapsed, 7h 2m 21s remaining. 255406 spikes found. 2014-10-21 19:32:29 30% complete, 3h 0m 2s elapsed, 6h 58m 33s remaining. 255991 spikes found. 2014-10-21 19:33:07 30% complete, 3h 0m 39s elapsed, 6h 57m 27s remaining. 257087 spikes found. 2014-10-21 19:33:51 30% complete, 3h 1m 24s elapsed, 6h 54m 2s remaining. 258009 spikes found. 2014-10-21 19:34:36 30% complete, 3h 2m 8s elapsed, 6h 50m 40s remaining. 258947 spikes found. 2014-10-21 19:35:19 30% complete, 3h 2m 52s elapsed, 6h 49m 49s remaining. 260228 spikes found. 2014-10-21 19:36:10 30% complete, 3h 3m 42s elapsed, 6h 49m 13s remaining. 261812 spikes found. 2014-10-21 19:36:53 31% complete, 3h 4m 25s elapsed, 6h 45m 52s remaining. 262679 spikes found. 2014-10-21 19:37:26 31% complete, 3h 4m 58s elapsed, 6h 42m 13s remaining. 263133 spikes found. 2014-10-21 19:38:01 31% complete, 3h 5m 33s elapsed, 6h 39m 35s remaining. 263990 spikes found. 2014-10-21 19:38:48 31% complete, 3h 6m 20s elapsed, 6h 36m 32s remaining. 265046 spikes found. 2014-10-21 19:39:18 32% complete, 3h 6m 51s elapsed, 6h 35m 15s remaining. 265829 spikes found. 2014-10-21 19:39:49 32% complete, 3h 7m 22s elapsed, 6h 33m 59s remaining. 266650 spikes found. 2014-10-21 19:40:26 32% complete, 3h 7m 59s elapsed, 6h 30m 38s remaining. 267274 spikes found. 2014-10-21 19:41:09 32% complete, 3h 8m 41s elapsed, 6h 27m 31s remaining. 268172 spikes found. 2014-10-21 19:42:07 33% complete, 3h 9m 39s elapsed, 6h 24m 57s remaining. 269397 spikes found. 2014-10-21 19:43:19 33% complete, 3h 10m 51s elapsed, 6h 25m 7s remaining. 271223 spikes found. 2014-10-21 19:44:39 33% complete, 3h 12m 11s elapsed, 6h 25m 34s remaining. 273193 spikes found. 2014-10-21 19:46:15 33% complete, 3h 13m 47s elapsed, 6h 26m 30s remaining. 275687 spikes found. 2014-10-21 19:47:20 33% complete, 3h 14m 52s elapsed, 6h 26m 24s remaining. 277197 spikes found. 2014-10-21 19:48:16 33% complete, 3h 15m 48s elapsed, 6h 26m 0s remaining. 278517 spikes found. 2014-10-21 19:49:01 33% complete, 3h 16m 34s elapsed, 6h 25m 16s remaining. 279557 spikes found. 2014-10-21 19:50:02 33% complete, 3h 17m 35s elapsed, 6h 25m 1s remaining. 281180 spikes found. 2014-10-21 19:50:44 34% complete, 3h 18m 17s elapsed, 6h 24m 10s remaining. 282140 spikes found. 2014-10-21 19:51:16 34% complete, 3h 18m 49s elapsed, 6h 22m 58s remaining. 282798 spikes found. 2014-10-21 19:51:50 34% complete, 3h 19m 22s elapsed, 6h 21m 50s remaining. 283586 spikes found. 2014-10-21 19:52:28 34% complete, 3h 20m 0s elapsed, 6h 20m 52s remaining. 284606 spikes found. 2014-10-21 19:53:04 34% complete, 3h 20m 36s elapsed, 6h 17m 39s remaining. 285130 spikes found. 2014-10-21 19:53:37 34% complete, 3h 21m 9s elapsed, 6h 14m 24s remaining. 285584 spikes found. 2014-10-21 19:54:15 35% complete, 3h 21m 48s elapsed, 6h 11m 20s remaining. 286268 spikes found. 2014-10-21 19:54:51 35% complete, 3h 22m 24s elapsed, 6h 8m 14s remaining. 286848 spikes found. 2014-10-21 19:55:30 35% complete, 3h 23m 3s elapsed, 6h 5m 16s remaining. 287556 spikes found. 2014-10-21 19:56:10 35% complete, 3h 23m 43s elapsed, 6h 2m 21s remaining. 288311 spikes found. 2014-10-21 19:56:53 36% complete, 3h 24m 26s elapsed, 5h 59m 34s remaining. 289186 spikes found. 2014-10-21 19:57:36 36% complete, 3h 25m 8s elapsed, 5h 56m 47s remaining. 290037 spikes found. 2014-10-21 19:58:30 36% complete, 3h 26m 2s elapsed, 5h 54m 23s remaining. 291379 spikes found. 2014-10-21 19:59:03 36% complete, 3h 26m 36s elapsed, 5h 52m 10s remaining. 292216 spikes found. 2014-10-21 19:59:56 37% complete, 3h 27m 29s elapsed, 5h 49m 46s remaining. 293435 spikes found. 2014-10-21 20:00:38 37% complete, 3h 28m 10s elapsed, 5h 47m 4s remaining. 294210 spikes found. 2014-10-21 20:01:25 37% complete, 3h 28m 57s elapsed, 5h 46m 27s remaining. 295704 spikes found. 2014-10-21 20:02:02 37% complete, 3h 29m 35s elapsed, 5h 43m 41s remaining. 296345 spikes found. 2014-10-21 20:02:41 38% complete, 3h 30m 13s elapsed, 5h 40m 58s remaining. 297003 spikes found. 2014-10-21 20:04:48 38% complete, 3h 32m 20s elapsed, 5h 40m 38s remaining. 300126 spikes found. 2014-10-21 20:07:44 38% complete, 3h 35m 16s elapsed, 5h 43m 28s remaining. 304643 spikes found. 2014-10-21 20:09:04 38% complete, 3h 36m 36s elapsed, 5h 43m 42s remaining. 306637 spikes found. 2014-10-21 20:12:33 38% complete, 3h 40m 5s elapsed, 5h 47m 20s remaining. 311893 spikes found. 2014-10-21 20:17:03 38% complete, 3h 44m 35s elapsed, 5h 52m 30s remaining. 318674 spikes found. 2014-10-21 20:19:20 39% complete, 3h 46m 53s elapsed, 5h 54m 10s remaining. 322086 spikes found. 2014-10-21 20:20:32 39% complete, 3h 48m 4s elapsed, 5h 54m 5s remaining. 323791 spikes found. 2014-10-21 20:21:13 39% complete, 3h 48m 45s elapsed, 5h 53m 14s remaining. 324814 spikes found. 2014-10-21 20:22:02 39% complete, 3h 49m 34s elapsed, 5h 50m 40s remaining. 325700 spikes found. 2014-10-21 20:22:43 39% complete, 3h 50m 15s elapsed, 5h 47m 55s remaining. 326375 spikes found. 2014-10-21 20:23:23 40% complete, 3h 50m 56s elapsed, 5h 45m 11s remaining. 327023 spikes found. 2014-10-21 20:24:05 40% complete, 3h 51m 37s elapsed, 5h 42m 30s remaining. 327732 spikes found. 2014-10-21 20:24:48 40% complete, 3h 52m 20s elapsed, 5h 39m 53s remaining. 328587 spikes found. 2014-10-21 20:25:35 40% complete, 3h 53m 7s elapsed, 5h 39m 13s remaining. 329999 spikes found. 2014-10-21 20:26:17 40% complete, 3h 53m 49s elapsed, 5h 36m 36s remaining. 330773 spikes found. 2014-10-21 20:27:01 41% complete, 3h 54m 33s elapsed, 5h 34m 3s remaining. 331612 spikes found. 2014-10-21 20:27:41 41% complete, 3h 55m 13s elapsed, 5h 31m 26s remaining. 332294 spikes found. 2014-10-21 20:28:22 41% complete, 3h 55m 55s elapsed, 5h 28m 53s remaining. 333085 spikes found. 2014-10-21 20:29:09 42% complete, 3h 56m 42s elapsed, 5h 26m 29s remaining. 334036 spikes found. 2014-10-21 20:29:59 42% complete, 3h 57m 31s elapsed, 5h 23m 7s remaining. 334894 spikes found. 2014-10-21 20:30:37 42% complete, 3h 58m 9s elapsed, 5h 20m 33s remaining. 335460 spikes found. 2014-10-21 20:31:14 42% complete, 3h 58m 46s elapsed, 5h 18m 0s remaining. 336015 spikes found. 2014-10-21 20:32:07 43% complete, 3h 59m 40s elapsed, 5h 15m 50s remaining. 337232 spikes found. 2014-10-21 20:33:01 43% complete, 4h 0m 33s elapsed, 5h 13m 41s remaining. 338397 spikes found. 2014-10-21 20:33:44 43% complete, 4h 1m 16s elapsed, 5h 12m 58s remaining. 339503 spikes found. 2014-10-21 20:35:55 43% complete, 4h 3m 28s elapsed, 5h 14m 8s remaining. 342879 spikes found. 2014-10-21 20:38:49 43% complete, 4h 6m 21s elapsed, 5h 16m 12s remaining. 347370 spikes found. 2014-10-21 20:41:47 43% complete, 4h 9m 20s elapsed, 5h 18m 20s remaining. 352037 spikes found. 2014-10-21 20:43:44 44% complete, 4h 11m 17s elapsed, 5h 19m 9s remaining. 354847 spikes found. 2014-10-21 20:47:02 44% complete, 4h 14m 35s elapsed, 5h 21m 39s remaining. 359869 spikes found. 2014-10-21 20:50:33 44% complete, 4h 18m 5s elapsed, 5h 24m 22s remaining. 365253 spikes found. 2014-10-21 20:51:52 44% complete, 4h 19m 25s elapsed, 5h 24m 19s remaining. 367154 spikes found. 2014-10-21 20:52:35 44% complete, 4h 20m 7s elapsed, 5h 23m 30s remaining. 368088 spikes found. 2014-10-21 20:53:24 44% complete, 4h 20m 56s elapsed, 5h 21m 8s remaining. 368928 spikes found. 2014-10-21 20:54:16 45% complete, 4h 21m 49s elapsed, 5h 18m 51s remaining. 369987 spikes found. 2014-10-21 20:55:07 45% complete, 4h 22m 39s elapsed, 5h 16m 33s remaining. 371044 spikes found. 2014-10-21 20:55:49 45% complete, 4h 23m 22s elapsed, 5h 15m 45s remaining. 372236 spikes found. 2014-10-21 20:56:31 45% complete, 4h 24m 4s elapsed, 5h 13m 18s remaining. 372970 spikes found. 2014-10-21 20:57:17 45% complete, 4h 24m 49s elapsed, 5h 10m 56s remaining. 373847 spikes found. 2014-10-21 20:58:12 46% complete, 4h 25m 45s elapsed, 5h 8m 47s remaining. 375158 spikes found. 2014-10-21 20:58:58 46% complete, 4h 26m 30s elapsed, 5h 6m 27s remaining. 376072 spikes found. 2014-10-21 20:59:56 46% complete, 4h 27m 28s elapsed, 5h 4m 22s remaining. 377400 spikes found. 2014-10-21 21:00:31 47% complete, 4h 28m 3s elapsed, 5h 1m 53s remaining. 377862 spikes found. 2014-10-21 21:01:11 47% complete, 4h 28m 43s elapsed, 4h 59m 30s remaining. 378474 spikes found. 2014-10-21 21:01:57 47% complete, 4h 29m 29s elapsed, 4h 56m 19s remaining. 379185 spikes found. 2014-10-21 21:02:29 47% complete, 4h 30m 1s elapsed, 4h 55m 22s remaining. 379966 spikes found. 2014-10-21 21:03:03 48% complete, 4h 30m 35s elapsed, 4h 52m 55s remaining. 380389 spikes found. 2014-10-21 21:03:48 48% complete, 4h 31m 20s elapsed, 4h 50m 42s remaining. 381211 spikes found. 2014-10-21 21:04:33 48% complete, 4h 32m 5s elapsed, 4h 48m 29s remaining. 382005 spikes found. 2014-10-21 21:05:29 48% complete, 4h 33m 1s elapsed, 4h 46m 29s remaining. 383099 spikes found. 2014-10-21 21:06:30 48% complete, 4h 34m 3s elapsed, 4h 46m 5s remaining. 384583 spikes found. 2014-10-21 21:07:54 49% complete, 4h 35m 26s elapsed, 4h 46m 3s remaining. 386661 spikes found. 2014-10-21 21:09:18 49% complete, 4h 36m 50s elapsed, 4h 46m 1s remaining. 388836 spikes found. 2014-10-21 21:10:24 49% complete, 4h 37m 57s elapsed, 4h 45m 40s remaining. 390507 spikes found. 2014-10-21 21:11:13 49% complete, 4h 38m 46s elapsed, 4h 45m 2s remaining. 391577 spikes found. 2014-10-21 21:12:09 49% complete, 4h 39m 41s elapsed, 4h 44m 30s remaining. 392850 spikes found. 2014-10-21 21:12:59 49% complete, 4h 40m 31s elapsed, 4h 43m 52s remaining. 393986 spikes found. 2014-10-21 21:13:54 49% complete, 4h 41m 27s elapsed, 4h 43m 20s remaining. 395336 spikes found. 2014-10-21 21:14:47 49% complete, 4h 42m 20s elapsed, 4h 42m 45s remaining. 396674 spikes found. 2014-10-21 21:15:37 50% complete, 4h 43m 9s elapsed, 4h 40m 39s remaining. 397598 spikes found. 2014-10-21 21:16:38 50% complete, 4h 44m 10s elapsed, 4h 38m 46s remaining. 399041 spikes found. 2014-10-21 21:17:16 50% complete, 4h 44m 48s elapsed, 4h 36m 30s remaining. 399579 spikes found. 2014-10-21 21:17:51 50% complete, 4h 45m 23s elapsed, 4h 34m 12s remaining. 400013 spikes found. 2014-10-21 21:18:24 51% complete, 4h 45m 56s elapsed, 4h 31m 53s remaining. 400446 spikes found. 2014-10-21 21:19:03 51% complete, 4h 46m 36s elapsed, 4h 29m 42s remaining. 401118 spikes found. 2014-10-21 21:19:53 51% complete, 4h 47m 25s elapsed, 4h 27m 42s remaining. 402134 spikes found. 2014-10-21 21:20:41 52% complete, 4h 48m 13s elapsed, 4h 25m 40s remaining. 403176 spikes found. 2014-10-21 21:21:15 52% complete, 4h 48m 47s elapsed, 4h 23m 26s remaining. 403600 spikes found. 2014-10-21 21:21:52 52% complete, 4h 49m 24s elapsed, 4h 21m 16s remaining. 404148 spikes found. 2014-10-21 21:22:24 52% complete, 4h 49m 56s elapsed, 4h 19m 34s remaining. 404841 spikes found. 2014-10-21 21:23:08 53% complete, 4h 50m 41s elapsed, 4h 17m 32s remaining. 405761 spikes found. 2014-10-21 21:23:49 53% complete, 4h 51m 21s elapsed, 4h 15m 28s remaining. 406462 spikes found. 2014-10-21 21:25:10 53% complete, 4h 52m 42s elapsed, 4h 13m 59s remaining. 408825 spikes found. 2014-10-21 21:25:43 53% complete, 4h 53m 16s elapsed, 4h 11m 50s remaining. 409245 spikes found. 2014-10-21 21:26:34 54% complete, 4h 54m 6s elapsed, 4h 9m 56s remaining. 410073 spikes found. 2014-10-21 21:29:06 54% complete, 4h 56m 38s elapsed, 4h 10m 46s remaining. 414017 spikes found. 2014-10-21 21:32:24 54% complete, 4h 59m 56s elapsed, 4h 12m 14s remaining. 419157 spikes found. 2014-10-21 21:36:22 54% complete, 5h 3m 54s elapsed, 4h 14m 15s remaining. 425428 spikes found. 2014-10-21 21:39:03 54% complete, 5h 6m 35s elapsed, 4h 15m 9s remaining. 429512 spikes found. 2014-10-21 21:42:15 54% complete, 5h 9m 47s elapsed, 4h 16m 28s remaining. 434409 spikes found. 2014-10-21 21:46:12 54% complete, 5h 13m 44s elapsed, 4h 18m 23s remaining. 440554 spikes found. 2014-10-21 21:48:33 54% complete, 5h 16m 6s elapsed, 4h 18m 58s remaining. 444101 spikes found. 2014-10-21 21:49:34 55% complete, 5h 17m 6s elapsed, 4h 18m 27s remaining. 445501 spikes found. 2014-10-21 21:50:12 55% complete, 5h 17m 44s elapsed, 4h 17m 36s remaining. 446335 spikes found. 2014-10-21 21:50:44 55% complete, 5h 18m 16s elapsed, 4h 16m 41s remaining. 446986 spikes found. 2014-10-21 21:51:34 55% complete, 5h 19m 6s elapsed, 4h 14m 40s remaining. 447917 spikes found. 2014-10-21 21:52:21 55% complete, 5h 19m 53s elapsed, 4h 12m 38s remaining. 448752 spikes found. 2014-10-21 21:53:08 56% complete, 5h 20m 40s elapsed, 4h 10m 36s remaining. 449648 spikes found. 2014-10-21 21:53:55 56% complete, 5h 21m 27s elapsed, 4h 8m 35s remaining. 450624 spikes found. 2014-10-21 21:54:41 56% complete, 5h 22m 13s elapsed, 4h 6m 33s remaining. 451476 spikes found. 2014-10-21 21:55:22 56% complete, 5h 22m 55s elapsed, 4h 4m 29s remaining. 452229 spikes found. 2014-10-21 21:56:03 57% complete, 5h 23m 36s elapsed, 4h 2m 26s remaining. 452897 spikes found. 2014-10-21 21:56:39 57% complete, 5h 24m 11s elapsed, 4h 0m 19s remaining. 453373 spikes found. 2014-10-21 21:57:24 57% complete, 5h 24m 56s elapsed, 3h 58m 19s remaining. 454192 spikes found. 2014-10-21 21:57:56 57% complete, 5h 25m 28s elapsed, 3h 56m 42s remaining. 454852 spikes found. 2014-10-21 21:58:35 58% complete, 5h 26m 7s elapsed, 3h 54m 39s remaining. 455438 spikes found. 2014-10-21 21:59:13 58% complete, 5h 26m 45s elapsed, 3h 52m 36s remaining. 455966 spikes found. 2014-10-21 21:59:55 58% complete, 5h 27m 27s elapsed, 3h 50m 38s remaining. 456673 spikes found. 2014-10-21 22:00:36 58% complete, 5h 28m 8s elapsed, 3h 48m 39s remaining. 457383 spikes found. 2014-10-21 22:01:15 59% complete, 5h 28m 47s elapsed, 3h 46m 40s remaining. 457951 spikes found. 2014-10-21 22:02:05 59% complete, 5h 29m 37s elapsed, 3h 46m 1s remaining. 459273 spikes found. 2014-10-21 22:02:57 59% complete, 5h 30m 30s elapsed, 3h 45m 24s remaining. 460443 spikes found. 2014-10-21 22:04:19 59% complete, 5h 31m 51s elapsed, 3h 45m 7s remaining. 462514 spikes found. 2014-10-21 22:05:44 59% complete, 5h 33m 16s elapsed, 3h 44m 52s remaining. 464568 spikes found. 2014-10-21 22:07:18 59% complete, 5h 34m 50s elapsed, 3h 44m 43s remaining. 467049 spikes found. 2014-10-21 22:08:22 59% complete, 5h 35m 54s elapsed, 3h 44m 12s remaining. 468551 spikes found. 2014-10-21 22:09:23 60% complete, 5h 36m 55s elapsed, 3h 43m 41s remaining. 469994 spikes found. 2014-10-21 22:10:03 60% complete, 5h 37m 36s elapsed, 3h 42m 55s remaining. 470806 spikes found. 2014-10-21 22:10:51 60% complete, 5h 38m 24s elapsed, 3h 42m 14s remaining. 471975 spikes found. 2014-10-21 22:11:41 60% complete, 5h 39m 13s elapsed, 3h 41m 35s remaining. 473320 spikes found. 2014-10-21 22:12:14 60% complete, 5h 39m 46s elapsed, 3h 40m 44s remaining. 473980 spikes found. 2014-10-21 22:12:55 60% complete, 5h 40m 28s elapsed, 3h 38m 47s remaining. 474651 spikes found. 2014-10-21 22:13:30 61% complete, 5h 41m 3s elapsed, 3h 36m 47s remaining. 475091 spikes found. 2014-10-21 22:14:19 61% complete, 5h 41m 51s elapsed, 3h 34m 57s remaining. 476131 spikes found. 2014-10-21 22:14:53 61% complete, 5h 42m 25s elapsed, 3h 32m 57s remaining. 476576 spikes found. 2014-10-21 22:15:31 61% complete, 5h 43m 3s elapsed, 3h 31m 1s remaining. 477155 spikes found. 2014-10-21 22:16:11 62% complete, 5h 43m 44s elapsed, 3h 29m 7s remaining. 477829 spikes found. 2014-10-21 22:16:46 62% complete, 5h 44m 19s elapsed, 3h 27m 11s remaining. 478288 spikes found. 2014-10-21 22:17:21 62% complete, 5h 44m 53s elapsed, 3h 25m 14s remaining. 478740 spikes found. 2014-10-21 22:18:02 62% complete, 5h 45m 34s elapsed, 3h 23m 22s remaining. 479505 spikes found. 2014-10-21 22:18:55 63% complete, 5h 46m 27s elapsed, 3h 20m 57s remaining. 480444 spikes found. 2014-10-21 22:19:43 63% complete, 5h 47m 16s elapsed, 3h 19m 11s remaining. 481354 spikes found. 2014-10-21 22:20:35 63% complete, 5h 48m 7s elapsed, 3h 17m 27s remaining. 482443 spikes found. 2014-10-21 22:21:05 63% complete, 5h 48m 37s elapsed, 3h 16m 38s remaining. 483187 spikes found. 2014-10-21 22:21:48 64% complete, 5h 49m 20s elapsed, 3h 14m 49s remaining. 483929 spikes found. 2014-10-21 22:22:28 64% complete, 5h 50m 0s elapsed, 3h 13m 0s remaining. 484627 spikes found. 2014-10-21 22:23:10 64% complete, 5h 50m 42s elapsed, 3h 12m 18s remaining. 485552 spikes found. 2014-10-21 22:25:48 64% complete, 5h 53m 21s elapsed, 3h 12m 39s remaining. 489536 spikes found. 2014-10-21 22:29:10 64% complete, 5h 56m 42s elapsed, 3h 13m 23s remaining. 494696 spikes found. 2014-10-21 22:32:55 64% complete, 6h 0m 28s elapsed, 3h 14m 19s remaining. 500462 spikes found. 2014-10-21 22:35:26 65% complete, 6h 2m 58s elapsed, 3h 14m 33s remaining. 504235 spikes found. 2014-10-21 22:37:44 65% complete, 6h 5m 17s elapsed, 3h 14m 40s remaining. 507684 spikes found. 2014-10-21 22:39:53 65% complete, 6h 7m 25s elapsed, 3h 14m 42s remaining. 510947 spikes found. 2014-10-21 22:40:43 65% complete, 6h 8m 16s elapsed, 3h 14m 2s remaining. 512031 spikes found. 2014-10-21 22:41:16 65% complete, 6h 8m 48s elapsed, 3h 13m 12s remaining. 512657 spikes found. 2014-10-21 22:41:58 65% complete, 6h 9m 31s elapsed, 3h 12m 28s remaining. 513688 spikes found. 2014-10-21 22:42:30 65% complete, 6h 10m 2s elapsed, 3h 11m 38s remaining. 514336 spikes found. 2014-10-21 22:43:10 66% complete, 6h 10m 42s elapsed, 3h 10m 52s remaining. 515382 spikes found. 2014-10-21 22:44:03 66% complete, 6h 11m 35s elapsed, 3h 9m 7s remaining. 516483 spikes found. 2014-10-21 22:44:54 66% complete, 6h 12m 26s elapsed, 3h 8m 27s remaining. 518006 spikes found. 2014-10-21 22:45:29 66% complete, 6h 13m 1s elapsed, 3h 7m 40s remaining. 518932 spikes found. 2014-10-21 22:46:07 66% complete, 6h 13m 39s elapsed, 3h 5m 48s remaining. 519435 spikes found. 2014-10-21 22:46:42 67% complete, 6h 14m 14s elapsed, 3h 3m 55s remaining. 519874 spikes found. 2014-10-21 22:47:18 67% complete, 6h 14m 50s elapsed, 3h 2m 4s remaining. 520315 spikes found. 2014-10-21 22:47:54 67% complete, 6h 15m 26s elapsed, 3h 0m 13s remaining. 520755 spikes found. 2014-10-21 22:48:30 67% complete, 6h 16m 2s elapsed, 2h 58m 23s remaining. 521214 spikes found. 2014-10-21 22:49:05 68% complete, 6h 16m 37s elapsed, 2h 56m 32s remaining. 521658 spikes found. 2014-10-21 22:49:59 68% complete, 6h 17m 32s elapsed, 2h 54m 52s remaining. 522951 spikes found. 2014-10-21 22:50:38 68% complete, 6h 18m 10s elapsed, 2h 53m 28s remaining. 523788 spikes found. 2014-10-21 22:51:29 68% complete, 6h 19m 1s elapsed, 2h 51m 47s remaining. 524814 spikes found. 2014-10-21 22:52:08 69% complete, 6h 19m 40s elapsed, 2h 50m 0s remaining. 525412 spikes found. 2014-10-21 22:52:49 69% complete, 6h 20m 21s elapsed, 2h 49m 17s remaining. 526571 spikes found. 2014-10-21 22:53:41 69% complete, 6h 21m 14s elapsed, 2h 47m 37s remaining. 527700 spikes found. 2014-10-21 22:54:31 69% complete, 6h 22m 4s elapsed, 2h 46m 57s remaining. 529217 spikes found. 2014-10-21 22:55:33 69% complete, 6h 23m 6s elapsed, 2h 45m 22s remaining. 530442 spikes found. 2014-10-21 22:56:35 69% complete, 6h 24m 7s elapsed, 2h 44m 47s remaining. 531839 spikes found. 2014-10-21 22:57:54 70% complete, 6h 25m 26s elapsed, 2h 44m 20s remaining. 533712 spikes found. 2014-10-21 22:59:15 70% complete, 6h 26m 48s elapsed, 2h 43m 54s remaining. 535621 spikes found. 2014-10-21 23:00:21 70% complete, 6h 27m 53s elapsed, 2h 43m 20s remaining. 537114 spikes found. 2014-10-21 23:01:16 70% complete, 6h 28m 48s elapsed, 2h 42m 43s remaining. 538314 spikes found. 2014-10-21 23:02:05 70% complete, 6h 29m 37s elapsed, 2h 42m 2s remaining. 539371 spikes found. 2014-10-21 23:02:48 70% complete, 6h 30m 20s elapsed, 2h 41m 19s remaining. 540248 spikes found. 2014-10-21 23:03:41 70% complete, 6h 31m 13s elapsed, 2h 40m 41s remaining. 541407 spikes found. 2014-10-21 23:04:32 71% complete, 6h 32m 4s elapsed, 2h 40m 1s remaining. 542564 spikes found. 2014-10-21 23:05:10 71% complete, 6h 32m 42s elapsed, 2h 39m 16s remaining. 543476 spikes found. 2014-10-21 23:05:50 71% complete, 6h 33m 22s elapsed, 2h 37m 32s remaining. 544141 spikes found. 2014-10-21 23:06:30 71% complete, 6h 34m 3s elapsed, 2h 35m 48s remaining. 544762 spikes found. 2014-10-21 23:07:02 71% complete, 6h 34m 34s elapsed, 2h 35m 1s remaining. 545568 spikes found. 2014-10-21 23:07:47 72% complete, 6h 35m 19s elapsed, 2h 33m 20s remaining. 546399 spikes found. 2014-10-21 23:08:26 72% complete, 6h 35m 58s elapsed, 2h 31m 37s remaining. 546977 spikes found. 2014-10-21 23:09:03 72% complete, 6h 36m 35s elapsed, 2h 29m 54s remaining. 547409 spikes found. 2014-10-21 23:09:52 72% complete, 6h 37m 24s elapsed, 2h 28m 15s remaining. 548354 spikes found. 2014-10-21 23:10:31 73% complete, 6h 38m 4s elapsed, 2h 26m 34s remaining. 549028 spikes found. 2014-10-21 23:11:01 73% complete, 6h 38m 34s elapsed, 2h 25m 47s remaining. 549732 spikes found. 2014-10-21 23:11:33 73% complete, 6h 39m 5s elapsed, 2h 25m 0s remaining. 550513 spikes found. 2014-10-21 23:12:23 73% complete, 6h 39m 55s elapsed, 2h 23m 23s remaining. 551611 spikes found. 2014-10-21 23:13:00 73% complete, 6h 40m 32s elapsed, 2h 22m 4s remaining. 552386 spikes found. 2014-10-21 23:13:39 74% complete, 6h 41m 12s elapsed, 2h 20m 24s remaining. 552992 spikes found. 2014-10-21 23:14:19 74% complete, 6h 41m 51s elapsed, 2h 18m 45s remaining. 553642 spikes found. 2014-10-21 23:14:58 74% complete, 6h 42m 30s elapsed, 2h 17m 5s remaining. 554209 spikes found. 2014-10-21 23:15:54 74% complete, 6h 43m 27s elapsed, 2h 15m 32s remaining. 555463 spikes found. 2014-10-21 23:18:03 75% complete, 6h 45m 35s elapsed, 2h 14m 23s remaining. 558538 spikes found. 2014-10-21 23:21:32 75% complete, 6h 49m 5s elapsed, 2h 14m 36s remaining. 563905 spikes found. 2014-10-21 23:25:44 75% complete, 6h 53m 16s elapsed, 2h 15m 2s remaining. 570202 spikes found. 2014-10-21 23:29:14 75% complete, 6h 56m 46s elapsed, 2h 15m 14s remaining. 575557 spikes found. 2014-10-21 23:31:49 75% complete, 6h 59m 21s elapsed, 2h 15m 7s remaining. 579437 spikes found. 2014-10-21 23:34:34 75% complete, 7h 2m 6s elapsed, 2h 15m 3s remaining. 583666 spikes found. 2014-10-21 23:37:23 75% complete, 7h 4m 55s elapsed, 2h 15m 0s remaining. 587964 spikes found. 2014-10-21 23:39:16 76% complete, 7h 6m 48s elapsed, 2h 14m 38s remaining. 590758 spikes found. 2014-10-21 23:40:39 76% complete, 7h 8m 12s elapsed, 2h 14m 7s remaining. 592812 spikes found. 2014-10-21 23:41:28 76% complete, 7h 9m 0s elapsed, 2h 13m 25s remaining. 594027 spikes found. 2014-10-21 23:42:02 76% complete, 7h 9m 34s elapsed, 2h 12m 38s remaining. 594810 spikes found. 2014-10-21 23:42:49 76% complete, 7h 10m 21s elapsed, 2h 10m 58s remaining. 595595 spikes found. 2014-10-21 23:43:41 76% complete, 7h 11m 14s elapsed, 2h 9m 20s remaining. 596672 spikes found. 2014-10-21 23:44:21 77% complete, 7h 11m 53s elapsed, 2h 7m 39s remaining. 597272 spikes found. 2014-10-21 23:45:13 77% complete, 7h 12m 45s elapsed, 2h 6m 2s remaining. 598385 spikes found. 2014-10-21 23:45:56 77% complete, 7h 13m 28s elapsed, 2h 4m 22s remaining. 599150 spikes found. 2014-10-21 23:46:30 77% complete, 7h 14m 2s elapsed, 2h 2m 41s remaining. 599561 spikes found. 2014-10-21 23:47:04 78% complete, 7h 14m 37s elapsed, 2h 1m 0s remaining. 599964 spikes found. 2014-10-21 23:47:44 78% complete, 7h 15m 16s elapsed, 1h 59m 20s remaining. 600576 spikes found. 2014-10-21 23:48:23 78% complete, 7h 15m 55s elapsed, 1h 57m 41s remaining. 601177 spikes found. 2014-10-21 23:49:00 78% complete, 7h 16m 32s elapsed, 1h 56m 24s remaining. 601954 spikes found. 2014-10-21 23:49:37 79% complete, 7h 17m 9s elapsed, 1h 55m 39s remaining. 602956 spikes found. 2014-10-21 23:50:26 79% complete, 7h 17m 58s elapsed, 1h 54m 3s remaining. 603993 spikes found. 2014-10-21 23:51:03 79% complete, 7h 18m 35s elapsed, 1h 52m 25s remaining. 604578 spikes found. 2014-10-21 23:51:43 79% complete, 7h 19m 15s elapsed, 1h 50m 48s remaining. 605187 spikes found. 2014-10-21 23:52:34 80% complete, 7h 20m 7s elapsed, 1h 49m 14s remaining. 606268 spikes found. 2014-10-21 23:53:44 80% complete, 7h 21m 17s elapsed, 1h 47m 44s remaining. 607891 spikes found. 2014-10-21 23:54:56 80% complete, 7h 22m 28s elapsed, 1h 47m 9s remaining. 609696 spikes found. 2014-10-21 23:56:34 80% complete, 7h 24m 6s elapsed, 1h 46m 39s remaining. 612427 spikes found. 2014-10-21 23:58:03 80% complete, 7h 25m 36s elapsed, 1h 46m 7s remaining. 614685 spikes found. 2014-10-21 23:59:12 80% complete, 7h 26m 45s elapsed, 1h 45m 31s remaining. 616393 spikes found. 2014-10-22 00:00:11 81% complete, 7h 27m 43s elapsed, 1h 44m 51s remaining. 617750 spikes found. 2014-10-22 00:01:01 81% complete, 7h 28m 33s elapsed, 1h 44m 10s remaining. 618976 spikes found. 2014-10-22 00:01:57 81% complete, 7h 29m 29s elapsed, 1h 43m 30s remaining. 620353 spikes found. 2014-10-22 00:02:50 81% complete, 7h 30m 22s elapsed, 1h 42m 49s remaining. 621676 spikes found. 2014-10-22 00:03:33 81% complete, 7h 31m 6s elapsed, 1h 42m 7s remaining. 622641 spikes found. 2014-10-22 00:04:05 81% complete, 7h 31m 38s elapsed, 1h 41m 21s remaining. 623286 spikes found. 2014-10-22 00:05:00 81% complete, 7h 32m 33s elapsed, 1h 39m 48s remaining. 624481 spikes found. 2014-10-22 00:05:56 82% complete, 7h 33m 28s elapsed, 1h 38m 16s remaining. 625775 spikes found. 2014-10-22 00:06:51 82% complete, 7h 34m 23s elapsed, 1h 36m 43s remaining. 627022 spikes found. 2014-10-22 00:07:38 82% complete, 7h 35m 11s elapsed, 1h 35m 10s remaining. 627990 spikes found. 2014-10-22 00:08:18 82% complete, 7h 35m 50s elapsed, 1h 33m 34s remaining. 628617 spikes found. 2014-10-22 00:08:52 83% complete, 7h 36m 24s elapsed, 1h 31m 59s remaining. 629027 spikes found. 2014-10-22 00:09:30 83% complete, 7h 37m 3s elapsed, 1h 30m 24s remaining. 629626 spikes found. 2014-10-22 00:10:12 83% complete, 7h 37m 44s elapsed, 1h 28m 51s remaining. 630348 spikes found. 2014-10-22 00:10:51 84% complete, 7h 38m 23s elapsed, 1h 27m 17s remaining. 631018 spikes found. 2014-10-22 00:11:52 84% complete, 7h 39m 24s elapsed, 1h 26m 38s remaining. 632921 spikes found. 2014-10-22 00:13:03 84% complete, 7h 40m 35s elapsed, 1h 25m 30s remaining. 635315 spikes found. 2014-10-22 00:13:36 84% complete, 7h 41m 8s elapsed, 1h 23m 56s remaining. 635650 spikes found. 2014-10-22 00:14:09 84% complete, 7h 41m 42s elapsed, 1h 22m 22s remaining. 635998 spikes found. 2014-10-22 00:14:42 85% complete, 7h 42m 15s elapsed, 1h 20m 48s remaining. 636353 spikes found. 2014-10-22 00:15:16 85% complete, 7h 42m 48s elapsed, 1h 19m 15s remaining. 636724 spikes found. 2014-10-22 00:16:45 85% complete, 7h 44m 18s elapsed, 1h 17m 51s remaining. 638577 spikes found. 2014-10-22 00:20:06 85% complete, 7h 47m 39s elapsed, 1h 17m 36s remaining. 643672 spikes found. 2014-10-22 00:23:37 85% complete, 7h 51m 9s elapsed, 1h 17m 21s remaining. 648908 spikes found. 2014-10-22 00:26:52 86% complete, 7h 54m 24s elapsed, 1h 17m 3s remaining. 653758 spikes found. 2014-10-22 00:28:50 86% complete, 7h 56m 23s elapsed, 1h 16m 32s remaining. 656562 spikes found. 2014-10-22 00:31:18 86% complete, 7h 58m 50s elapsed, 1h 16m 6s remaining. 660174 spikes found. 2014-10-22 00:34:23 86% complete, 8h 1m 55s elapsed, 1h 15m 45s remaining. 664807 spikes found. 2014-10-22 00:35:42 86% complete, 8h 3m 14s elapsed, 1h 15m 7s remaining. 666623 spikes found. 2014-10-22 00:36:38 86% complete, 8h 4m 11s elapsed, 1h 14m 26s remaining. 667833 spikes found. 2014-10-22 00:37:30 86% complete, 8h 5m 3s elapsed, 1h 12m 54s remaining. 668694 spikes found. 2014-10-22 00:38:14 87% complete, 8h 5m 47s elapsed, 1h 11m 21s remaining. 669345 spikes found. 2014-10-22 00:38:54 87% complete, 8h 6m 26s elapsed, 1h 9m 47s remaining. 669890 spikes found. 2014-10-22 00:39:28 87% complete, 8h 7m 0s elapsed, 1h 8m 13s remaining. 670299 spikes found. 2014-10-22 00:40:03 87% complete, 8h 7m 35s elapsed, 1h 6m 40s remaining. 670702 spikes found. 2014-10-22 00:40:36 88% complete, 8h 8m 8s elapsed, 1h 5m 7s remaining. 671051 spikes found. 2014-10-22 00:41:08 88% complete, 8h 8m 41s elapsed, 1h 3m 34s remaining. 671387 spikes found. 2014-10-22 00:41:41 88% complete, 8h 9m 13s elapsed, 1h 2m 1s remaining. 671734 spikes found. 2014-10-22 00:42:13 89% complete, 8h 9m 46s elapsed, 1h 0m 29s remaining. 672068 spikes found. 2014-10-22 00:42:46 89% complete, 8h 10m 18s elapsed, 58m 57s remaining. 672412 spikes found. 2014-10-22 00:43:27 89% complete, 8h 10m 59s elapsed, 56m 57s remaining. 672828 spikes found. 2014-10-22 00:44:00 89% complete, 8h 11m 32s elapsed, 55m 26s remaining. 673197 spikes found. 2014-10-22 00:44:32 90% complete, 8h 12m 4s elapsed, 53m 55s remaining. 673541 spikes found. 2014-10-22 00:45:05 90% complete, 8h 12m 37s elapsed, 52m 25s remaining. 673898 spikes found. 2014-10-22 00:45:42 90% complete, 8h 13m 14s elapsed, 50m 55s remaining. 674224 spikes found. 2014-10-22 00:46:31 90% complete, 8h 14m 4s elapsed, 49m 27s remaining. 675041 spikes found. 2014-10-22 00:47:39 91% complete, 8h 15m 11s elapsed, 48m 47s remaining. 676582 spikes found. 2014-10-22 00:48:54 91% complete, 8h 16m 27s elapsed, 48m 8s remaining. 678358 spikes found. 2014-10-22 00:50:21 91% complete, 8h 17m 53s elapsed, 47m 30s remaining. 680425 spikes found. 2014-10-22 00:51:37 91% complete, 8h 19m 9s elapsed, 46m 50s remaining. 682201 spikes found. 2014-10-22 00:52:45 91% complete, 8h 20m 17s elapsed, 46m 10s remaining. 683753 spikes found. 2014-10-22 00:53:45 91% complete, 8h 21m 17s elapsed, 45m 29s remaining. 685110 spikes found. 2014-10-22 00:54:35 91% complete, 8h 22m 7s elapsed, 44m 48s remaining. 686182 spikes found. 2014-10-22 00:55:13 91% complete, 8h 22m 46s elapsed, 44m 5s remaining. 686919 spikes found. 2014-10-22 00:56:05 92% complete, 8h 23m 37s elapsed, 42m 37s remaining. 687758 spikes found. 2014-10-22 00:56:41 92% complete, 8h 24m 14s elapsed, 41m 8s remaining. 688194 spikes found. 2014-10-22 00:57:16 92% complete, 8h 24m 48s elapsed, 39m 39s remaining. 688625 spikes found. 2014-10-22 00:57:47 92% complete, 8h 25m 19s elapsed, 38m 10s remaining. 688971 spikes found. 2014-10-22 00:58:20 93% complete, 8h 25m 53s elapsed, 36m 42s remaining. 689397 spikes found. 2014-10-22 00:59:03 93% complete, 8h 26m 35s elapsed, 34m 30s remaining. 689773 spikes found. 2014-10-22 00:59:46 94% complete, 8h 27m 18s elapsed, 32m 18s remaining. 690151 spikes found. 2014-10-22 01:00:29 94% complete, 8h 28m 1s elapsed, 30m 8s remaining. 690540 spikes found. 2014-10-22 01:01:05 94% complete, 8h 28m 37s elapsed, 28m 15s remaining. 690872 spikes found. 2014-10-22 01:01:48 95% complete, 8h 29m 21s elapsed, 26m 5s remaining. 691269 spikes found. 2014-10-22 01:02:33 95% complete, 8h 30m 5s elapsed, 23m 56s remaining. 691673 spikes found. 2014-10-22 01:03:18 95% complete, 8h 30m 50s elapsed, 21m 48s remaining. 692060 spikes found. 2014-10-22 01:03:57 96% complete, 8h 31m 29s elapsed, 20m 24s remaining. 692559 spikes found. 2014-10-22 01:05:48 96% complete, 8h 33m 20s elapsed, 19m 45s remaining. 695313 spikes found. 2014-10-22 01:09:38 96% complete, 8h 37m 10s elapsed, 19m 10s remaining. 701219 spikes found. 2014-10-22 01:11:35 96% complete, 8h 39m 7s elapsed, 18m 31s remaining. 704023 spikes found. 2014-10-22 01:14:52 96% complete, 8h 42m 24s elapsed, 17m 55s remaining. 708960 spikes found. 2014-10-22 01:18:01 96% complete, 8h 45m 34s elapsed, 17m 18s remaining. 713729 spikes found. 2014-10-22 01:19:18 96% complete, 8h 46m 51s elapsed, 16m 37s remaining. 715473 spikes found. 2014-10-22 01:19:59 97% complete, 8h 47m 31s elapsed, 15m 54s remaining. 716279 spikes found. 2014-10-22 01:20:51 97% complete, 8h 48m 23s elapsed, 14m 29s remaining. 717105 spikes found. 2014-10-22 01:21:34 97% complete, 8h 49m 7s elapsed, 13m 3s remaining. 717745 spikes found. 2014-10-22 01:22:13 97% complete, 8h 49m 45s elapsed, 11m 38s remaining. 718256 spikes found. 2014-10-22 01:22:48 98% complete, 8h 50m 20s elapsed, 10m 13s remaining. 718702 spikes found. 2014-10-22 01:23:21 98% complete, 8h 50m 54s elapsed, 8m 48s remaining. 719083 spikes found. 2014-10-22 01:23:56 98% complete, 8h 51m 28s elapsed, 7m 23s remaining. 719479 spikes found. 2014-10-22 01:24:30 98% complete, 8h 52m 2s elapsed, 5m 59s remaining. 719867 spikes found. 2014-10-22 01:25:01 99% complete, 8h 52m 34s elapsed, 4m 35s remaining. 720179 spikes found. 2014-10-22 01:25:32 99% complete, 8h 53m 4s elapsed, 3m 11s remaining. 720468 spikes found. 2014-10-22 01:26:04 99% complete, 8h 53m 36s elapsed, 1m 47s remaining. 720791 spikes found. 2014-10-22 01:26:36 99% complete, 8h 54m 8s elapsed, 24s remaining. 721098 spikes found. 2014-10-22 01:26:44 100% complete, 8h 54m 16s elapsed, 0s remaining. 721185 spikes found. 2014-10-22 01:29:21 100% complete, 8h 56m 53s elapsed, 0s remaining. FileBase PeterP-2013-10-10_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 0.04 and 0.06 GB of RAM. Memory request: 0.02 GB would take us to total of 0.02 GB. ---------------------------------------------------------- Loaded 4014 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 4014 points ------ Starting initial clusters from distinct float masks Not enough masks (59) to generate starting clusters (300), so starting with (60) clusters instead. Assigned 60 initial classes from 59 unique masks. Deleting Class 43 (1 points): Lose 36.059923 but Gain 1348.350824 Iteration 0F (0.233590 sec): 59 clusters Score: Raw -85125.550096 + Penalty 26159.139602 = -58966.410493 nChanged 239 Deleting Class 39 (1 points): Lose 1.770042 but Gain 1122.570052 Iteration 1F (0.313166 sec): 45 clusters Score: Raw -85393.195669 + Penalty 25331.725968 = -60061.469700 nChanged 69 Deleting Class 4 (1 points): Lose 11.116738 but Gain 1102.379866 Iteration 2Q (0.326249 sec): 44 clusters Score: Raw -85428.680898 + Penalty 24201.371312 = -61227.309586 nChanged 39 Deleting Class 21 (1 points): Lose 16.618372 but Gain 1041.180309 Iteration 3Q (0.338428 sec): 43 clusters Score: Raw -85440.136880 + Penalty 23238.871703 = -62201.265176 nChanged 37 Deleting Class 50 (1 points): Lose 10.209583 but Gain 1013.820385 Iteration 4Q (0.350545 sec): 42 clusters Score: Raw -85465.692284 + Penalty 22003.068985 = -63462.623299 nChanged 34 Deleting Class 53 (1 points): Lose 12.055307 but Gain 903.742555 Iteration 5Q (0.368026 sec): 40 clusters Score: Raw -85489.185348 + Penalty 21120.042549 = -64369.142799 nChanged 31 Deleting Class 15 (1 points): Lose 13.280836 but Gain 888.107551 Iteration 6Q (0.380007 sec): 39 clusters Score: Raw -85498.492954 + Penalty 20313.480410 = -65185.012544 nChanged 29 Deleting Class 35 (1 points): Lose 20.249826 but Gain 888.666619 Iteration 7Q (0.391445 sec): 38 clusters Score: Raw -85505.057244 + Penalty 19433.073430 = -66071.983814 nChanged 33 Deleting Class 59 (1 points): Lose 10.666170 but Gain 864.529221 Iteration 8Q (0.402814 sec): 37 clusters Score: Raw -85511.303651 + Penalty 18596.878001 = -66914.425650 nChanged 23 Deleting Class 49 (2 points): Lose 17.046089 but Gain 859.257252 Iteration 9Q (0.413954 sec): 36 clusters Score: Raw -85507.876488 + Penalty 17776.146187 = -67731.730301 nChanged 23 Deleting Class 17 (1 points): Lose 7.078248 but Gain 840.521442 Iteration 10F (0.477129 sec): 35 clusters Score: Raw -85519.048318 + Penalty 16946.490795 = -68572.557523 nChanged 25 Deleting Class 27 (1 points): Lose 2.669313 but Gain 793.840886 Iteration 11Q (0.488402 sec): 34 clusters Score: Raw -85529.538846 + Penalty 16155.136241 = -69374.402605 nChanged 24 Deleting Class 33 (1 points): Lose 3.168381 but Gain 757.533644 Iteration 12Q (0.499415 sec): 33 clusters Score: Raw -85536.243841 + Penalty 15400.174049 = -70136.069792 nChanged 21 Deleting Class 44 (2 points): Lose 26.085696 but Gain 753.762943 Iteration 13Q (0.510217 sec): 32 clusters Score: Raw -85516.183917 + Penalty 14653.307693 = -70862.876224 nChanged 34 Deleting Class 29 (1 points): Lose 3.837848 but Gain 647.709942 Iteration 14Q (0.521519 sec): 31 clusters Score: Raw -85545.857654 + Penalty 14009.365831 = -71536.491823 nChanged 30 Deleting Class 34 (6 points): Lose 55.007619 but Gain 682.943577 Iteration 15Q (0.532813 sec): 30 clusters Score: Raw -85498.169048 + Penalty 13466.347725 = -72031.821323 nChanged 29 Deleting Class 16 (3 points): Lose 41.295910 but Gain 716.981119 Iteration 16Q (0.545739 sec): 29 clusters Score: Raw -85481.421400 + Penalty 12792.094192 = -72689.327208 nChanged 27 Deleting Class 13 (2 points): Lose 11.174334 but Gain 636.874046 Iteration 17Q (0.556772 sec): 28 clusters Score: Raw -85504.632915 + Penalty 12174.469443 = -73330.163472 nChanged 28 Deleting Class 24 (8 points): Lose 70.545338 but Gain 683.246208 Iteration 18Q (0.567252 sec): 27 clusters Score: Raw -85448.964419 + Penalty 11524.530699 = -73924.433720 nChanged 31 Deleting Class 48 (2 points): Lose 21.324265 but Gain 627.020071 Iteration 19Q (0.578129 sec): 26 clusters Score: Raw -85459.183212 + Penalty 10936.412120 = -74522.771091 nChanged 32 Writing temp clu file Memory request: 0.02 GB would take us to total of 0.04 GB. Compute initial score before splitting: Score: Raw -85459.183212 + Penalty 10936.412120 = -74522.771091Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 1 (223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.595910 sec): 2 clusters Score: Raw -5947.687337 + Penalty 145.227021 = -5802.460316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.596549 sec): 3 clusters Score: Raw -5837.452106 + Penalty 287.445391 = -5550.006715 nChanged 75 SP:Iteration 1F (0.597179 sec): 3 clusters Score: Raw -5915.105193 + Penalty 296.158244 = -5618.946949 nChanged 12 SP:Iteration 2F (0.597810 sec): 3 clusters Score: Raw -5935.262549 + Penalty 296.945401 = -5638.317148 nChanged 7 SP:Iteration 3Q (0.598442 sec): 3 clusters Score: Raw -5949.920700 + Penalty 293.137398 = -5656.783302 nChanged 2 SP:Iteration 4Q (0.599034 sec): 3 clusters Score: Raw -5951.409959 + Penalty 293.137398 = -5658.272560 nChanged 0 SP:Iteration 5F (0.599666 sec): 3 clusters Score: Raw -5951.409959 + Penalty 293.137398 = -5658.272560 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 2 (228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.601122 sec): 2 clusters Score: Raw -6062.890593 + Penalty 146.043948 = -5916.846645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.601761 sec): 3 clusters Score: Raw -5954.584676 + Penalty 303.070720 = -5651.513955 nChanged 65 SP:Iteration 1F (0.602396 sec): 3 clusters Score: Raw -6025.847572 + Penalty 297.353795 = -5728.493776 nChanged 17 SP:Iteration 2F (0.603057 sec): 3 clusters Score: Raw -6038.745077 + Penalty 299.520974 = -5739.224103 nChanged 7 SP:Iteration 3Q (0.603677 sec): 3 clusters Score: Raw -6041.940296 + Penalty 299.726131 = -5742.214165 nChanged 4 SP:Iteration 4Q (0.604292 sec): 3 clusters Score: Raw -6043.769795 + Penalty 299.772302 = -5743.997492 nChanged 1 SP:Iteration 5Q (0.604903 sec): 3 clusters Score: Raw -6043.861623 + Penalty 300.299862 = -5743.561761 nChanged 1 SP:Iteration 6F (0.605538 sec): 3 clusters Score: Raw -6043.924677 + Penalty 300.299862 = -5743.624815 nChanged 0 Memory request: 0.01 GB would take us to total of 0.05 GB. Trying to split cluster 3 (2096 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.615721 sec): 2 clusters Score: Raw -48226.215813 + Penalty 121.407495 = -48104.808319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.619845 sec): 3 clusters Score: Raw -46914.448906 + Penalty 248.661517 = -46665.787390 nChanged 930 SP:Iteration 1F (0.623808 sec): 3 clusters Score: Raw -47754.319321 + Penalty 239.628990 = -47514.690331 nChanged 241 SP:Iteration 2F (0.627714 sec): 3 clusters Score: Raw -48119.109820 + Penalty 235.202323 = -47883.907497 nChanged 68 SP:Iteration 3Q (0.631636 sec): 3 clusters Score: Raw -48183.696091 + Penalty 235.403543 = -47948.292548 nChanged 38 SP:Iteration 4Q (0.635173 sec): 3 clusters Score: Raw -48196.027969 + Penalty 236.002879 = -47960.025091 nChanged 22 SP:Iteration 5Q (0.638723 sec): 3 clusters Score: Raw -48199.875639 + Penalty 236.128776 = -47963.746863 nChanged 16 SP:Iteration 6Q (0.642296 sec): 3 clusters Score: Raw -48203.126744 + Penalty 236.967811 = -47966.158933 nChanged 20 SP:Iteration 7Q (0.645811 sec): 3 clusters Score: Raw -48206.878568 + Penalty 236.540521 = -47970.338047 nChanged 14 SP:Iteration 8Q (0.649293 sec): 3 clusters Score: Raw -48208.671550 + Penalty 237.538280 = -47971.133270 nChanged 12 SP:Iteration 9Q (0.652801 sec): 3 clusters Score: Raw -48210.158655 + Penalty 237.437165 = -47972.721490 nChanged 6 SP:Iteration 10F (0.656811 sec): 3 clusters Score: Raw -48210.978129 + Penalty 237.046493 = -47973.931636 nChanged 3 SP:Iteration 11Q (0.660268 sec): 3 clusters Score: Raw -48211.247640 + Penalty 236.292052 = -47974.955588 nChanged 3 SP:Iteration 12Q (0.663842 sec): 3 clusters Score: Raw -48211.559729 + Penalty 235.919734 = -47975.639995 nChanged 2 SP:Iteration 13Q (0.667378 sec): 3 clusters Score: Raw -48211.802447 + Penalty 235.979375 = -47975.823071 nChanged 3 SP:Iteration 14Q (0.670824 sec): 3 clusters Score: Raw -48211.969725 + Penalty 235.646879 = -47976.322846 nChanged 4 SP:Iteration 15Q (0.674667 sec): 3 clusters Score: Raw -48212.388772 + Penalty 235.057334 = -47977.331438 nChanged 4 SP:Iteration 16Q (0.678208 sec): 3 clusters Score: Raw -48212.622697 + Penalty 235.075599 = -47977.547098 nChanged 5 SP:Iteration 17Q (0.681748 sec): 3 clusters Score: Raw -48212.865395 + Penalty 235.044072 = -47977.821323 nChanged 3 SP:Iteration 18Q (0.685270 sec): 3 clusters Score: Raw -48212.938547 + Penalty 235.044072 = -47977.894475 nChanged 0 SP:Iteration 19F (0.689128 sec): 3 clusters Score: Raw -48212.938547 + Penalty 235.044072 = -47977.894475 nChanged 0 Memory request: 0.00 GB would take us to total of 0.05 GB. Trying to split cluster 5 (411 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.691473 sec): 2 clusters Score: Raw -9942.457520 + Penalty 82.859373 = -9859.598146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.692462 sec): 3 clusters Score: Raw -9714.045829 + Penalty 160.977447 = -9553.068382 nChanged 177 SP:Iteration 1F (0.693439 sec): 3 clusters Score: Raw -9896.524860 + Penalty 153.658446 = -9742.866414 nChanged 45 SP:Iteration 2F (0.694419 sec): 3 clusters Score: Raw -9953.791201 + Penalty 141.996990 = -9811.794211 nChanged 29 SP:Iteration 3F (0.695404 sec): 3 clusters Score: Raw -9993.335802 + Penalty 135.045160 = -9858.290642 nChanged 14 SP:Iteration 4Q (0.696378 sec): 3 clusters Score: Raw -10009.872356 + Penalty 134.284687 = -9875.587669 nChanged 10 SP:Iteration 5Q (0.697324 sec): 3 clusters Score: Raw -10014.656119 + Penalty 134.196669 = -9880.459449 nChanged 2 SP:Iteration 6Q (0.698243 sec): 3 clusters Score: Raw -10016.240073 + Penalty 134.122902 = -9882.117170 nChanged 2 SP:Iteration 7Q (0.699158 sec): 3 clusters Score: Raw -10017.119521 + Penalty 133.707325 = -9883.412196 nChanged 2 SP:Iteration 8Q (0.700069 sec): 3 clusters Score: Raw -10017.671025 + Penalty 134.025345 = -9883.645681 nChanged 3 SP:Iteration 9Q (0.700977 sec): 3 clusters Score: Raw -10020.197783 + Penalty 134.915097 = -9885.282686 nChanged 3 SP:Iteration 10F (0.701958 sec): 3 clusters Score: Raw -10021.053069 + Penalty 135.145516 = -9885.907553 nChanged 2 SP:Iteration 11Q (0.702871 sec): 3 clusters Score: Raw -10021.436820 + Penalty 135.265612 = -9886.171208 nChanged 1 SP:Iteration 12Q (0.703784 sec): 3 clusters Score: Raw -10021.576145 + Penalty 135.388904 = -9886.187240 nChanged 1 SP:Iteration 13Q (0.704695 sec): 3 clusters Score: Raw -10021.859435 + Penalty 135.644907 = -9886.214528 nChanged 2 SP:Iteration 14Q (0.705605 sec): 3 clusters Score: Raw -10022.179739 + Penalty 136.349146 = -9885.830593 nChanged 1 SP:Iteration 15F (0.706613 sec): 3 clusters Score: Raw -10022.312805 + Penalty 136.475609 = -9885.837196 nChanged 1 SP:Iteration 16Q (0.707530 sec): 3 clusters Score: Raw -10022.379935 + Penalty 136.475609 = -9885.904326 nChanged 0 SP:Iteration 17F (0.708532 sec): 3 clusters Score: Raw -10022.379935 + Penalty 136.475609 = -9885.904326 nChanged 0 Score: Raw -90597.192503 + Penalty 11010.330233 = -79586.862269 Splitting cluster 5 changes total score from -74522.771091 to -79586.862269 So it's getting split into cluster 4. Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 6 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.757787 sec): 2 clusters Score: Raw -4752.151019 + Penalty 137.626526 = -4614.524493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.758364 sec): 3 clusters Score: Raw -4661.756073 + Penalty 272.756184 = -4388.999889 nChanged 62 SP:Iteration 1F (0.758920 sec): 3 clusters Score: Raw -4695.439598 + Penalty 270.574043 = -4424.865554 nChanged 14 SP:Iteration 2F (0.759430 sec): 3 clusters Score: Raw -4702.175586 + Penalty 269.540991 = -4432.634595 nChanged 8 SP:Iteration 3Q (0.759940 sec): 3 clusters Score: Raw -4708.867792 + Penalty 265.787012 = -4443.080781 nChanged 10 SP:Iteration 4F (0.760449 sec): 3 clusters Score: Raw -4735.230958 + Penalty 263.726677 = -4471.504281 nChanged 2 SP:Iteration 5Q (0.760933 sec): 3 clusters Score: Raw -4737.577216 + Penalty 259.336819 = -4478.240397 nChanged 2 SP:Iteration 6Q (0.761412 sec): 3 clusters Score: Raw -4738.524170 + Penalty 255.319526 = -4483.204645 nChanged 4 SP:Iteration 7Q (0.761888 sec): 3 clusters Score: Raw -4741.385586 + Penalty 258.195645 = -4483.189941 nChanged 5 SP:Iteration 8F (0.762396 sec): 3 clusters Score: Raw -4745.653162 + Penalty 257.325124 = -4488.328038 nChanged 3 SP:Iteration 9Q (0.762857 sec): 3 clusters Score: Raw -4748.310536 + Penalty 260.578067 = -4487.732469 nChanged 3 SP:Iteration 10F (0.763379 sec): 3 clusters Score: Raw -4749.631509 + Penalty 270.774696 = -4478.856813 nChanged 3 SP:Iteration 11F (0.763901 sec): 3 clusters Score: Raw -4751.277228 + Penalty 278.359846 = -4472.917381 nChanged 1 SP:Iteration 12F (0.764423 sec): 3 clusters Score: Raw -4751.685785 + Penalty 278.359846 = -4473.325939 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 7 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.765342 sec): 2 clusters Score: Raw -4797.892453 + Penalty 140.335607 = -4657.556846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.765897 sec): 3 clusters Score: Raw -4704.232159 + Penalty 307.596575 = -4396.635583 nChanged 68 SP:Iteration 1F (0.766457 sec): 3 clusters Score: Raw -4772.135023 + Penalty 340.070182 = -4432.064840 nChanged 21 SP:Iteration 2F (0.766996 sec): 3 clusters Score: Raw -4805.343742 + Penalty 380.059888 = -4425.283853 nChanged 8 SP:Iteration 3F (0.767532 sec): 3 clusters Score: Raw -4817.976658 + Penalty 396.791361 = -4421.185297 nChanged 2 SP:Iteration 4F (0.768069 sec): 3 clusters Score: Raw -4822.422132 + Penalty 412.115821 = -4410.306312 nChanged 2 SP:Iteration 5F (0.768619 sec): 3 clusters Score: Raw -4823.977075 + Penalty 412.115821 = -4411.861254 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 8 (255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.769735 sec): 2 clusters Score: Raw -6662.358355 + Penalty 165.730709 = -6496.627646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.770444 sec): 3 clusters Score: Raw -6515.081613 + Penalty 335.789021 = -6179.292593 nChanged 90 SP:Iteration 1F (0.771128 sec): 3 clusters Score: Raw -6582.881065 + Penalty 334.407218 = -6248.473847 nChanged 40 SP:Iteration 2F (0.771790 sec): 3 clusters Score: Raw -6631.192790 + Penalty 377.050187 = -6254.142603 nChanged 23 SP:Iteration 3F (0.772461 sec): 3 clusters Score: Raw -6663.301485 + Penalty 473.254955 = -6190.046530 nChanged 8 SP:Iteration 4F (0.773164 sec): 3 clusters Score: Raw -6678.379206 + Penalty 518.796855 = -6159.582352 nChanged 2 SP:Iteration 5F (0.773829 sec): 3 clusters Score: Raw -6680.862416 + Penalty 518.796855 = -6162.065561 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 9 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.774577 sec): 2 clusters Score: Raw -2753.359782 + Penalty 129.723721 = -2623.636061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.775002 sec): 3 clusters Score: Raw -2703.429122 + Penalty 270.964826 = -2432.464295 nChanged 44 SP:Iteration 1F (0.775428 sec): 3 clusters Score: Raw -2752.155379 + Penalty 306.000028 = -2446.155351 nChanged 18 SP:Iteration 2F (0.775852 sec): 3 clusters Score: Raw -2776.236442 + Penalty 318.569604 = -2457.666839 nChanged 5 SP:Iteration 3Q (0.776287 sec): 3 clusters Score: Raw -2782.318030 + Penalty 329.250028 = -2453.068002 nChanged 3 SP:Iteration 4F (0.776719 sec): 3 clusters Score: Raw -2785.978137 + Penalty 353.090112 = -2432.888025 nChanged 4 SP:Iteration 5F (0.777150 sec): 3 clusters Score: Raw -2792.651274 + Penalty 371.635678 = -2421.015596 nChanged 2 SP:Iteration 6F (0.777581 sec): 3 clusters Score: Raw -2794.582004 + Penalty 371.635678 = -2422.946326 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 10 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.778025 sec): 2 clusters Score: Raw -89.188966 + Penalty 80.968510 = -8.220456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.778234 sec): 3 clusters Score: Raw -84.865907 + Penalty 173.722344 = 88.856438 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 12 (247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.779310 sec): 2 clusters Score: Raw -6512.718185 + Penalty 126.698567 = -6386.019618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.780002 sec): 3 clusters Score: Raw -6369.555989 + Penalty 257.324859 = -6112.231130 nChanged 96 SP:Iteration 1F (0.780693 sec): 3 clusters Score: Raw -6449.004838 + Penalty 265.969927 = -6183.034911 nChanged 24 SP:Iteration 2F (0.781346 sec): 3 clusters Score: Raw -6490.363360 + Penalty 273.389094 = -6216.974266 nChanged 8 SP:Iteration 3Q (0.781953 sec): 3 clusters Score: Raw -6498.724503 + Penalty 275.818089 = -6222.906414 nChanged 3 SP:Iteration 4Q (0.782550 sec): 3 clusters Score: Raw -6501.136021 + Penalty 275.199439 = -6225.936582 nChanged 5 SP:Iteration 5Q (0.783142 sec): 3 clusters Score: Raw -6504.220710 + Penalty 278.047888 = -6226.172823 nChanged 2 SP:Iteration 6Q (0.783751 sec): 3 clusters Score: Raw -6505.179165 + Penalty 278.103887 = -6227.075278 nChanged 1 SP:Iteration 7Q (0.784347 sec): 3 clusters Score: Raw -6505.620239 + Penalty 278.103887 = -6227.516352 nChanged 0 SP:Iteration 8F (0.785017 sec): 3 clusters Score: Raw -6505.620239 + Penalty 278.103887 = -6227.516352 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 14 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.785522 sec): 2 clusters Score: Raw -598.210123 + Penalty 220.447046 = -377.763077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.785778 sec): 3 clusters Score: Raw -620.248274 + Penalty 436.667149 = -183.581125 nChanged 1 SP:Iteration 1Q (0.786027 sec): 3 clusters Score: Raw -624.342218 + Penalty 436.667149 = -187.675070 nChanged 0 SP:Iteration 2F (0.786274 sec): 3 clusters Score: Raw -624.342218 + Penalty 436.667149 = -187.675070 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 18 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.786719 sec): 2 clusters Score: Raw -150.851427 + Penalty 84.114753 = -66.736673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.786927 sec): 3 clusters Score: Raw -145.925299 + Penalty 141.480524 = -4.444774 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 20 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.787395 sec): 2 clusters Score: Raw -147.206218 + Penalty 73.933062 = -73.273156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.787609 sec): 3 clusters Score: Raw -143.109496 + Penalty 142.197838 = -0.911657 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 25 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.788040 sec): 2 clusters Score: Raw -60.980432 + Penalty 32.331952 = -28.648480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.788227 sec): 2 clusters Score: Raw -60.980432 + Penalty 32.331952 = -28.648480 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 28 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.788664 sec): 2 clusters Score: Raw -62.059833 + Penalty 50.041310 = -12.018523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.788856 sec): 2 clusters Score: Raw -62.059833 + Penalty 50.041310 = -12.018523 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 30 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.789285 sec): 2 clusters Score: Raw -25.805036 + Penalty 0.000000 = -25.805036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.789472 sec): 2 clusters Score: Raw -25.805036 + Penalty 0.000000 = -25.805036 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 31 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.789911 sec): 2 clusters Score: Raw -86.942986 + Penalty 63.020932 = -23.922055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.790120 sec): 3 clusters Score: Raw -83.249142 + Penalty 139.292864 = 56.043722 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 32 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.790561 sec): 2 clusters Score: Raw -116.547486 + Penalty 77.494558 = -39.052928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.790770 sec): 3 clusters Score: Raw -113.436989 + Penalty 154.989116 = 41.552127 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 36 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.791210 sec): 2 clusters Score: Raw -115.791460 + Penalty 102.768273 = -13.023187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.791423 sec): 3 clusters Score: Raw -113.781473 + Penalty 205.536546 = 91.755073 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 38 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.791866 sec): 2 clusters Score: Raw -159.160918 + Penalty 105.765775 = -53.395143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.792080 sec): 3 clusters Score: Raw -152.628737 + Penalty 211.894397 = 59.265659 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 46 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.792512 sec): 2 clusters Score: Raw -28.865227 + Penalty 0.000000 = -28.865227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.792701 sec): 2 clusters Score: Raw -28.865227 + Penalty 0.000000 = -28.865227 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 47 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.793138 sec): 2 clusters Score: Raw -57.148591 + Penalty 41.895513 = -15.253077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.793339 sec): 3 clusters Score: Raw -52.333709 + Penalty 83.791027 = 31.457318 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 52 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.793789 sec): 2 clusters Score: Raw -59.462522 + Penalty 37.924054 = -21.538468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.793993 sec): 3 clusters Score: Raw -53.253831 + Penalty 75.848109 = 22.594278 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 54 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.794424 sec): 2 clusters Score: Raw -27.271484 + Penalty 0.000000 = -27.271484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.794613 sec): 2 clusters Score: Raw -27.271484 + Penalty 0.000000 = -27.271484 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 56 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.795040 sec): 2 clusters Score: Raw -27.421168 + Penalty 0.000000 = -27.421168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.795227 sec): 2 clusters Score: Raw -27.421168 + Penalty 0.000000 = -27.421168 nChanged 0 Deleting Class 28 (2 points): Lose 9.381941 but Gain 599.035760 Iteration 20F (0.845688 sec): 26 clusters Score: Raw -85563.376911 + Penalty 10422.001767 = -75141.375145 nChanged 38 Deleting Class 10 (3 points): Lose 26.291446 but Gain 611.534878 Iteration 21Q (0.855415 sec): 25 clusters Score: Raw -85555.451276 + Penalty 9816.474595 = -75738.976682 nChanged 33 Deleting Class 36 (4 points): Lose 36.867153 but Gain 615.110502 Iteration 22Q (0.865036 sec): 24 clusters Score: Raw -85528.533651 + Penalty 9213.433531 = -76315.100120 nChanged 26 Deleting Class 46 (1 points): Lose 4.684765 but Gain 536.093294 Iteration 23Q (0.874723 sec): 23 clusters Score: Raw -85540.680106 + Penalty 8681.308732 = -76859.371374 nChanged 18 Deleting Class 38 (5 points): Lose 17.286869 but Gain 545.281131 Iteration 24Q (0.884581 sec): 22 clusters Score: Raw -85528.741905 + Penalty 8146.761357 = -77381.980548 nChanged 25 Deleting Class 54 (1 points): Lose 2.492559 but Gain 510.902639 Iteration 25Q (0.893811 sec): 21 clusters Score: Raw -85537.984926 + Penalty 7639.030410 = -77898.954516 nChanged 14 Deleting Class 47 (2 points): Lose 16.459705 but Gain 501.523856 Iteration 26Q (0.903118 sec): 20 clusters Score: Raw -85525.573981 + Penalty 7152.649497 = -78372.924484 nChanged 7 Deleting Class 31 (3 points): Lose 19.171634 but Gain 475.981317 Iteration 27Q (0.911971 sec): 19 clusters Score: Raw -85514.576374 + Penalty 6691.991065 = -78822.585309 nChanged 9 Deleting Class 52 (2 points): Lose 5.557645 but Gain 453.982214 Iteration 28Q (0.920923 sec): 18 clusters Score: Raw -85516.501878 + Penalty 6241.063924 = -79275.437953 nChanged 10 Deleting Class 32 (4 points): Lose 20.596963 but Gain 463.836892 Iteration 29Q (0.929715 sec): 17 clusters Score: Raw -85501.202527 + Penalty 5790.522974 = -79710.679553 nChanged 15 Deleting Class 14 (24 points): Lose 168.051786 but Gain 609.368909 Iteration 30F (0.961233 sec): 16 clusters Score: Raw -85342.444992 + Penalty 5471.572853 = -79870.872139 nChanged 36 Deleting Class 25 (4 points): Lose 57.587620 but Gain 629.586064 Iteration 31Q (0.970102 sec): 15 clusters Score: Raw -85391.755502 + Penalty 4872.393328 = -80519.362174 nChanged 31 Deleting Class 18 (5 points): Lose 13.293403 but Gain 433.658125 Iteration 32Q (0.979001 sec): 14 clusters Score: Raw -85413.454699 + Penalty 4457.176798 = -80956.277900 nChanged 29 Deleting Class 56 (1 points): Lose 1.678336 but Gain 400.406318 Iteration 33Q (0.987613 sec): 13 clusters Score: Raw -85428.200826 + Penalty 4072.716194 = -81355.484633 nChanged 26 Deleting Class 20 (5 points): Lose 17.264267 but Gain 381.165869 Iteration 34Q (0.995969 sec): 12 clusters Score: Raw -85425.580597 + Penalty 3717.805184 = -81707.775414 nChanged 30 Deleting Class 30 (1 points): Lose 3.527917 but Gain 299.293094 Iteration 35Q (1.004589 sec): 11 clusters Score: Raw -85437.488151 + Penalty 3434.695283 = -82002.792868 nChanged 33 Deleting Class 7 (88 points): Lose 250.942004 but Gain 338.802592 Iteration 36Q (1.012845 sec): 10 clusters Score: Raw -85202.217007 + Penalty 3144.067657 = -82058.149350 nChanged 129 Deleting Class 6 (139 points): Lose 189.650780 but Gain 238.836002 Iteration 37Q (1.021218 sec): 9 clusters Score: Raw -85208.313541 + Penalty 2921.317001 = -82286.996540 nChanged 180 Deleting Class 8 (204 points): Lose 283.917022 but Gain 285.044661 Iteration 38Q (1.029243 sec): 8 clusters Score: Raw -85144.385718 + Penalty 2677.408482 = -82466.977236 nChanged 261 Deleting Class 2 (178 points): Lose 216.165757 but Gain 226.262810 Iteration 39F (1.046371 sec): 7 clusters Score: Raw -85310.553901 + Penalty 2458.513227 = -82852.040674 nChanged 233 Deleting Class 1 (168 points): Lose 194.963135 but Gain 235.877510 Iteration 40F (1.061453 sec): 6 clusters Score: Raw -85397.230292 + Penalty 2222.465607 = -83174.764685 nChanged 208 Iteration 41F (1.074355 sec): 6 clusters Score: Raw -85652.038008 + Penalty 2212.832551 = -83439.205457 nChanged 35 Iteration 42Q (1.081494 sec): 6 clusters Score: Raw -85665.077978 + Penalty 2197.723850 = -83467.354129 nChanged 36 Iteration 43Q (1.088720 sec): 6 clusters Score: Raw -85677.108887 + Penalty 2188.022345 = -83489.086541 nChanged 37 Iteration 44Q (1.095738 sec): 6 clusters Score: Raw -85690.252141 + Penalty 2180.013738 = -83510.238403 nChanged 32 Iteration 45Q (1.102744 sec): 6 clusters Score: Raw -85704.638222 + Penalty 2174.095980 = -83530.542241 nChanged 27 Iteration 46Q (1.109637 sec): 6 clusters Score: Raw -85713.286123 + Penalty 2169.258823 = -83544.027301 nChanged 20 Iteration 47Q (1.116711 sec): 6 clusters Score: Raw -85719.066087 + Penalty 2161.547771 = -83557.518316 nChanged 22 Deleting Class 12 (164 points): Lose 192.963414 but Gain 198.248165 Iteration 48Q (1.123856 sec): 5 clusters Score: Raw -85532.513315 + Penalty 1955.589413 = -83576.923902 nChanged 184 Iteration 49Q (1.130751 sec): 5 clusters Score: Raw -85769.024639 + Penalty 1944.120565 = -83824.904074 nChanged 20 Iteration 50F (1.141811 sec): 5 clusters Score: Raw -85777.584201 + Penalty 1943.482051 = -83834.102150 nChanged 13 Iteration 51Q (1.148423 sec): 5 clusters Score: Raw -85782.505871 + Penalty 1943.806278 = -83838.699592 nChanged 9 Iteration 52Q (1.155097 sec): 5 clusters Score: Raw -85784.771831 + Penalty 1941.835839 = -83842.935992 nChanged 6 Iteration 53Q (1.161916 sec): 5 clusters Score: Raw -85786.041252 + Penalty 1941.077399 = -83844.963853 nChanged 5 Iteration 54Q (1.168779 sec): 5 clusters Score: Raw -85787.116567 + Penalty 1934.011016 = -83853.105551 nChanged 9 Iteration 55Q (1.175540 sec): 5 clusters Score: Raw -85790.903685 + Penalty 1930.441684 = -83860.462001 nChanged 11 Iteration 56Q (1.182226 sec): 5 clusters Score: Raw -85796.096275 + Penalty 1933.385797 = -83862.710478 nChanged 7 Iteration 57Q (1.189264 sec): 5 clusters Score: Raw -85798.795817 + Penalty 1930.043069 = -83868.752748 nChanged 7 Iteration 58Q (1.195873 sec): 5 clusters Score: Raw -85802.593834 + Penalty 1926.649658 = -83875.944176 nChanged 6 Iteration 59Q (1.202430 sec): 5 clusters Score: Raw -85804.555315 + Penalty 1926.358185 = -83878.197131 nChanged 4 Iteration 60F (1.213540 sec): 5 clusters Score: Raw -85805.952829 + Penalty 1926.139223 = -83879.813606 nChanged 4 Iteration 61Q (1.220299 sec): 5 clusters Score: Raw -85807.019213 + Penalty 1925.753125 = -83881.266088 nChanged 1 Deleting Class 5 (48 points): Lose 66.369575 but Gain 67.380232 Iteration 62Q (1.227094 sec): 4 clusters Score: Raw -85740.797364 + Penalty 1856.862731 = -83883.934633 nChanged 48 Iteration 63Q (1.234207 sec): 4 clusters Score: Raw -85798.565677 + Penalty 1855.441613 = -83943.124064 nChanged 2 Iteration 64Q (1.240821 sec): 4 clusters Score: Raw -85798.650577 + Penalty 1854.518674 = -83944.131903 nChanged 1 Iteration 65Q (1.247302 sec): 4 clusters Score: Raw -85798.697635 + Penalty 1852.714748 = -83945.982887 nChanged 2 Iteration 66Q (1.253828 sec): 4 clusters Score: Raw -85798.761260 + Penalty 1852.714748 = -83946.046513 nChanged 0 Iteration 67F (1.263036 sec): 4 clusters Score: Raw -85798.761260 + Penalty 1852.714748 = -83946.046513 nChanged 0 Writing temp clu file Memory request: 0.02 GB would take us to total of 0.04 GB. Compute initial score before splitting: Score: Raw -85798.761260 + Penalty 1852.714748 = -83946.046513Memory request: 0.02 GB would take us to total of 0.06 GB. Trying to split cluster 3 (3658 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.286193 sec): 2 clusters Score: Raw -83977.381975 + Penalty 161.827275 = -83815.554700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.293576 sec): 3 clusters Score: Raw -81563.355780 + Penalty 325.003304 = -81238.352477 nChanged 1658 SP:Iteration 1F (1.300432 sec): 3 clusters Score: Raw -82438.757491 + Penalty 324.228752 = -82114.528739 nChanged 436 SP:Iteration 2F (1.307386 sec): 3 clusters Score: Raw -82656.909665 + Penalty 321.906884 = -82335.002781 nChanged 322 SP:Iteration 3F (1.314294 sec): 3 clusters Score: Raw -82863.674255 + Penalty 317.787192 = -82545.887063 nChanged 255 SP:Iteration 4F (1.321042 sec): 3 clusters Score: Raw -83047.271842 + Penalty 309.935545 = -82737.336297 nChanged 299 SP:Iteration 5F (1.327757 sec): 3 clusters Score: Raw -83381.185759 + Penalty 300.718199 = -83080.467559 nChanged 342 SP:Iteration 6F (1.334529 sec): 3 clusters Score: Raw -83857.360895 + Penalty 298.686340 = -83558.674555 nChanged 246 SP:Iteration 7F (1.341293 sec): 3 clusters Score: Raw -84225.691734 + Penalty 299.021558 = -83926.670175 nChanged 211 SP:Iteration 8F (1.347997 sec): 3 clusters Score: Raw -84639.321044 + Penalty 300.439040 = -84338.882004 nChanged 135 SP:Iteration 9Q (1.354177 sec): 3 clusters Score: Raw -84822.246678 + Penalty 301.366706 = -84520.879973 nChanged 59 SP:Iteration 10F (1.360849 sec): 3 clusters Score: Raw -84849.410118 + Penalty 302.491812 = -84546.918306 nChanged 23 SP:Iteration 11Q (1.366782 sec): 3 clusters Score: Raw -84854.214176 + Penalty 302.596227 = -84551.617949 nChanged 8 SP:Iteration 12Q (1.372762 sec): 3 clusters Score: Raw -84854.642038 + Penalty 302.619505 = -84552.022533 nChanged 2 SP:Iteration 13Q (1.378573 sec): 3 clusters Score: Raw -84854.672177 + Penalty 302.619505 = -84552.052672 nChanged 0 SP:Iteration 14F (1.385573 sec): 3 clusters Score: Raw -84854.672177 + Penalty 302.619505 = -84552.052672 nChanged 0 Score: Raw -91250.611731 + Penalty 1995.100657 = -89255.511074 Splitting cluster 3 changes total score from -83946.046513 to -89255.511074 So it's getting split into cluster 1. Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 4 (100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.400174 sec): 2 clusters Score: Raw -2359.439261 + Penalty 33.356190 = -2326.083071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.400562 sec): 3 clusters Score: Raw -2307.101365 + Penalty 67.754296 = -2239.347069 nChanged 35 SP:Iteration 1F (1.400941 sec): 3 clusters Score: Raw -2332.465784 + Penalty 69.217566 = -2263.248218 nChanged 10 SP:Iteration 2F (1.401318 sec): 3 clusters Score: Raw -2341.132696 + Penalty 71.105151 = -2270.027545 nChanged 9 SP:Iteration 3F (1.401696 sec): 3 clusters Score: Raw -2349.237101 + Penalty 72.751943 = -2276.485158 nChanged 5 SP:Iteration 4Q (1.402072 sec): 3 clusters Score: Raw -2352.030210 + Penalty 73.664927 = -2278.365283 nChanged 2 SP:Iteration 5Q (1.402448 sec): 3 clusters Score: Raw -2352.581502 + Penalty 74.429618 = -2278.151885 nChanged 1 SP:Iteration 6F (1.402825 sec): 3 clusters Score: Raw -2353.203711 + Penalty 75.285644 = -2277.918067 nChanged 1 SP:Iteration 7F (1.403201 sec): 3 clusters Score: Raw -2353.625454 + Penalty 76.258070 = -2277.367384 nChanged 1 SP:Iteration 8F (1.403578 sec): 3 clusters Score: Raw -2354.491995 + Penalty 79.671022 = -2274.820973 nChanged 3 SP:Iteration 9F (1.403955 sec): 3 clusters Score: Raw -2356.331586 + Penalty 84.093237 = -2272.238348 nChanged 3 SP:Iteration 10F (1.404362 sec): 3 clusters Score: Raw -2360.627240 + Penalty 84.093237 = -2276.534002 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 9 (255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.405494 sec): 2 clusters Score: Raw -5453.943757 + Penalty 187.392937 = -5266.550820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.406192 sec): 3 clusters Score: Raw -5339.295647 + Penalty 412.226150 = -4927.069496 nChanged 83 SP:Iteration 1F (1.406882 sec): 3 clusters Score: Raw -5487.777621 + Penalty 465.230220 = -5022.547401 nChanged 38 SP:Iteration 2F (1.407580 sec): 3 clusters Score: Raw -5561.182932 + Penalty 482.101143 = -5079.081788 nChanged 11 SP:Iteration 3Q (1.408210 sec): 3 clusters Score: Raw -5592.703207 + Penalty 494.350141 = -5098.353066 nChanged 8 SP:Iteration 4Q (1.408824 sec): 3 clusters Score: Raw -5618.293665 + Penalty 497.539865 = -5120.753800 nChanged 5 SP:Iteration 5Q (1.409411 sec): 3 clusters Score: Raw -5633.225017 + Penalty 492.896020 = -5140.328997 nChanged 2 SP:Iteration 6Q (1.409983 sec): 3 clusters Score: Raw -5636.383063 + Penalty 489.501361 = -5146.881701 nChanged 2 SP:Iteration 7Q (1.410551 sec): 3 clusters Score: Raw -5638.522179 + Penalty 487.749444 = -5150.772735 nChanged 1 SP:Iteration 8Q (1.411119 sec): 3 clusters Score: Raw -5639.694426 + Penalty 487.749444 = -5151.944983 nChanged 0 SP:Iteration 9F (1.411785 sec): 3 clusters Score: Raw -5639.694426 + Penalty 487.749444 = -5151.944983 nChanged 0 Iteration 68F (1.425914 sec): 5 clusters Score: Raw -86533.086127 + Penalty 1998.626350 = -84534.459776 nChanged 46 Iteration 69Q (1.433491 sec): 5 clusters Score: Raw -86542.120429 + Penalty 2000.569852 = -84541.550577 nChanged 18 Iteration 70F (1.444571 sec): 5 clusters Score: Raw -86545.451490 + Penalty 2001.027970 = -84544.423519 nChanged 9 Iteration 71Q (1.451784 sec): 5 clusters Score: Raw -86546.878137 + Penalty 2003.676292 = -84543.201846 nChanged 4 Iteration 72F (1.462609 sec): 5 clusters Score: Raw -86547.636511 + Penalty 2006.398311 = -84541.238201 nChanged 4 Iteration 73F (1.473716 sec): 5 clusters Score: Raw -86548.367179 + Penalty 2010.523949 = -84537.843230 nChanged 6 Iteration 74F (1.484822 sec): 5 clusters Score: Raw -86549.316539 + Penalty 2012.720228 = -84536.596311 nChanged 3 Iteration 75F (1.496193 sec): 5 clusters Score: Raw -86549.683252 + Penalty 2012.998320 = -84536.684932 nChanged 3 Iteration 76Q (1.503516 sec): 5 clusters Score: Raw -86550.383325 + Penalty 2014.099879 = -84536.283446 nChanged 1 Iteration 77F (1.514540 sec): 5 clusters Score: Raw -86550.447191 + Penalty 2015.192516 = -84535.254675 nChanged 1 Iteration 78F (1.525338 sec): 5 clusters Score: Raw -86550.511345 + Penalty 2016.232982 = -84534.278364 nChanged 2 Iteration 79F (1.536349 sec): 5 clusters Score: Raw -86550.795441 + Penalty 2016.232982 = -84534.562460 nChanged 0 Writing temp clu file Memory request: 0.02 GB would take us to total of 0.04 GB. Compute initial score before splitting: Score: Raw -86550.795441 + Penalty 2016.232982 = -84534.562460Memory request: 0.01 GB would take us to total of 0.05 GB. Trying to split cluster 1 (1326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.549635 sec): 2 clusters Score: Raw -30944.264398 + Penalty 102.572610 = -30841.691788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.552472 sec): 3 clusters Score: Raw -30113.426645 + Penalty 245.613127 = -29867.813519 nChanged 588 SP:Iteration 1F (1.555224 sec): 3 clusters Score: Raw -30787.385399 + Penalty 259.299427 = -30528.085971 nChanged 99 SP:Iteration 2F (1.557913 sec): 3 clusters Score: Raw -30895.221618 + Penalty 286.347007 = -30608.874611 nChanged 35 SP:Iteration 3Q (1.560322 sec): 3 clusters Score: Raw -30935.716669 + Penalty 300.656737 = -30635.059932 nChanged 17 SP:Iteration 4Q (1.562524 sec): 3 clusters Score: Raw -30956.655706 + Penalty 299.076095 = -30657.579610 nChanged 6 SP:Iteration 5Q (1.564675 sec): 3 clusters Score: Raw -30962.377630 + Penalty 323.682682 = -30638.694948 nChanged 5 SP:Iteration 6F (1.567140 sec): 3 clusters Score: Raw -30967.301805 + Penalty 336.120973 = -30631.180832 nChanged 1 SP:Iteration 7F (1.569699 sec): 3 clusters Score: Raw -30970.104291 + Penalty 336.120973 = -30633.983318 nChanged 0 Memory request: 0.01 GB would take us to total of 0.05 GB. Trying to split cluster 3 (2383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.577652 sec): 2 clusters Score: Raw -57335.861625 + Penalty 176.365178 = -57159.496447 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.582286 sec): 3 clusters Score: Raw -55823.571473 + Penalty 360.037764 = -55463.533709 nChanged 1034 SP:Iteration 1F (1.586601 sec): 3 clusters Score: Raw -56707.870504 + Penalty 384.833031 = -56323.037473 nChanged 328 SP:Iteration 2F (1.590873 sec): 3 clusters Score: Raw -57085.225517 + Penalty 433.421164 = -56651.804353 nChanged 154 SP:Iteration 3F (1.595472 sec): 3 clusters Score: Raw -57281.603668 + Penalty 698.308333 = -56583.295336 nChanged 50 SP:Iteration 4F (1.599878 sec): 3 clusters Score: Raw -57361.991322 + Penalty 730.738273 = -56631.253049 nChanged 1 SP:Iteration 5Q (1.603575 sec): 3 clusters Score: Raw -57363.701771 + Penalty 730.738273 = -56632.963497 nChanged 0 SP:Iteration 6F (1.607953 sec): 3 clusters Score: Raw -57363.701771 + Penalty 730.738273 = -56632.963497 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 4 (86 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.610412 sec): 2 clusters Score: Raw -2030.900475 + Penalty 32.381156 = -1998.519319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.610763 sec): 3 clusters Score: Raw -1994.235349 + Penalty 59.145746 = -1935.089603 nChanged 37 SP:Iteration 1F (1.611100 sec): 3 clusters Score: Raw -2021.586806 + Penalty 58.806223 = -1962.780583 nChanged 3 SP:Iteration 2Q (1.611435 sec): 3 clusters Score: Raw -2024.821235 + Penalty 58.722646 = -1966.098589 nChanged 1 SP:Iteration 3Q (1.611771 sec): 3 clusters Score: Raw -2025.236084 + Penalty 58.656120 = -1966.579964 nChanged 1 SP:Iteration 4Q (1.612117 sec): 3 clusters Score: Raw -2025.245315 + Penalty 58.656120 = -1966.589195 nChanged 0 SP:Iteration 5F (1.612456 sec): 3 clusters Score: Raw -2025.245315 + Penalty 58.656120 = -1966.589195 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 9 (218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.613455 sec): 2 clusters Score: Raw -4635.455021 + Penalty 195.325011 = -4440.130010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.614061 sec): 3 clusters Score: Raw -4533.187424 + Penalty 434.761137 = -4098.426286 nChanged 68 SP:Iteration 1F (1.614656 sec): 3 clusters Score: Raw -4615.868067 + Penalty 458.399472 = -4157.468595 nChanged 17 SP:Iteration 2F (1.615248 sec): 3 clusters Score: Raw -4639.218428 + Penalty 469.085403 = -4170.133025 nChanged 6 SP:Iteration 3Q (1.615831 sec): 3 clusters Score: Raw -4647.088626 + Penalty 477.223482 = -4169.865143 nChanged 6 SP:Iteration 4F (1.616425 sec): 3 clusters Score: Raw -4653.520313 + Penalty 482.765646 = -4170.754667 nChanged 3 SP:Iteration 5Q (1.616984 sec): 3 clusters Score: Raw -4656.274047 + Penalty 491.215853 = -4165.058195 nChanged 4 SP:Iteration 6F (1.617584 sec): 3 clusters Score: Raw -4663.029401 + Penalty 508.014369 = -4155.015032 nChanged 4 SP:Iteration 7F (1.618159 sec): 3 clusters Score: Raw -4673.336228 + Penalty 510.759105 = -4162.577124 nChanged 1 SP:Iteration 8Q (1.618691 sec): 3 clusters Score: Raw -4676.943460 + Penalty 510.759105 = -4166.184355 nChanged 0 SP:Iteration 9F (1.619267 sec): 3 clusters Score: Raw -4676.943460 + Penalty 510.759105 = -4166.184355 nChanged 0 Time taken for this iteration:1.501888 seconds. 300->5 Clusters: Score -84534.562460, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 80 (time per iteration =20.312812 ms) Total iterations: 289 (time per iteration =5.622924 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 301299375.000000 (time per metric unit =5.393390ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 7532484375.000000 (time per metric unit=215.735595ps) That took 1.625025 seconds. FileBase PeterP-2013-10-10_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 0.04 and 0.05 GB of RAM. Memory request: 0.02 GB would take us to total of 0.02 GB. ---------------------------------------------------------- Loaded 3383 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 3383 points ------ Starting initial clusters from distinct float masks Not enough masks (60) to generate starting clusters (300), so starting with (61) clusters instead. Assigned 61 initial classes from 60 unique masks. Deleting Class 55 (1 points): Lose 37.542983 but Gain 1320.559202 Iteration 0F (0.187347 sec): 60 clusters Score: Raw -79394.805787 + Penalty 29014.117941 = -50380.687846 nChanged 235 Deleting Class 19 (1 points): Lose 9.398833 but Gain 1084.235980 Iteration 1F (0.263551 sec): 50 clusters Score: Raw -79635.678436 + Penalty 27984.440202 = -51651.238234 nChanged 28 Deleting Class 60 (1 points): Lose 18.478297 but Gain 1073.209529 Iteration 2Q (0.279247 sec): 49 clusters Score: Raw -79666.872816 + Penalty 27071.503807 = -52595.369009 nChanged 22 Deleting Class 37 (1 points): Lose 18.407721 but Gain 1063.647816 Iteration 3Q (0.293898 sec): 48 clusters Score: Raw -79700.392431 + Penalty 26086.417010 = -53613.975422 nChanged 21 Deleting Class 33 (1 points): Lose 2.794892 but Gain 1029.767224 Iteration 4Q (0.308430 sec): 47 clusters Score: Raw -79711.501759 + Penalty 25063.699991 = -54647.801767 nChanged 28 Deleting Class 58 (1 points): Lose 22.564571 but Gain 1031.540170 Iteration 5Q (0.322089 sec): 46 clusters Score: Raw -79713.241752 + Penalty 24112.263124 = -55600.978629 nChanged 59 Deleting Class 52 (1 points): Lose 16.279993 but Gain 921.357633 Iteration 6Q (0.335762 sec): 45 clusters Score: Raw -79768.735040 + Penalty 23268.957501 = -56499.777539 nChanged 89 Deleting Class 48 (2 points): Lose 32.653983 but Gain 930.336623 Iteration 7Q (0.349773 sec): 44 clusters Score: Raw -79838.296562 + Penalty 21917.729961 = -57920.566602 nChanged 124 Deleting Class 53 (2 points): Lose 30.094930 but Gain 896.272386 Iteration 8Q (0.363100 sec): 42 clusters Score: Raw -79937.689564 + Penalty 21284.258133 = -58653.431431 nChanged 188 Deleting Class 43 (1 points): Lose 19.884282 but Gain 820.019775 Iteration 9F (0.426196 sec): 41 clusters Score: Raw -80102.997427 + Penalty 20445.554710 = -59657.442717 nChanged 223 Deleting Class 59 (1 points): Lose 0.855519 but Gain 779.565069 Iteration 10F (0.487910 sec): 40 clusters Score: Raw -80301.715908 + Penalty 19509.954241 = -60791.761667 nChanged 263 Deleting Class 50 (1 points): Lose 0.070409 but Gain 740.245882 Iteration 11F (0.548770 sec): 39 clusters Score: Raw -80542.537154 + Penalty 18795.772002 = -61746.765152 nChanged 292 Deleting Class 35 (1 points): Lose 3.483570 but Gain 699.367938 Iteration 12F (0.607054 sec): 38 clusters Score: Raw -80789.987113 + Penalty 17511.504636 = -63278.482476 nChanged 286 Deleting Class 45 (6 points): Lose 58.436783 but Gain 738.077736 Iteration 13F (0.663459 sec): 36 clusters Score: Raw -80999.078304 + Penalty 16876.495234 = -64122.583070 nChanged 277 Deleting Class 32 (3 points): Lose 36.587812 but Gain 701.036734 Iteration 14F (0.718483 sec): 35 clusters Score: Raw -81243.846029 + Penalty 16125.721347 = -65118.124682 nChanged 265 Deleting Class 14 (2 points): Lose 9.203029 but Gain 661.064065 Iteration 15F (0.770680 sec): 34 clusters Score: Raw -81511.598619 + Penalty 15487.851014 = -66023.747605 nChanged 209 Deleting Class 44 (1 points): Lose 4.249141 but Gain 651.975948 Iteration 16F (0.823940 sec): 33 clusters Score: Raw -81708.106212 + Penalty 14939.200582 = -66768.905629 nChanged 131 Deleting Class 40 (1 points): Lose 3.482290 but Gain 630.548278 Iteration 17Q (0.832976 sec): 32 clusters Score: Raw -81814.142796 + Penalty 14522.332014 = -67291.810782 nChanged 98 Deleting Class 38 (4 points): Lose 31.582114 but Gain 658.433041 Iteration 18Q (0.841375 sec): 31 clusters Score: Raw -81874.143842 + Penalty 13752.154229 = -68121.989613 nChanged 67 Deleting Class 34 (2 points): Lose 24.425771 but Gain 616.302134 Iteration 19Q (0.849873 sec): 29 clusters Score: Raw -81927.649637 + Penalty 13254.076032 = -68673.573605 nChanged 37 Writing temp clu file Memory request: 0.02 GB would take us to total of 0.04 GB. Compute initial score before splitting: Score: Raw -81927.649637 + Penalty 13254.076032 = -68673.573605Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 1 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.864220 sec): 2 clusters Score: Raw -693.045105 + Penalty 106.548232 = -586.496873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.864486 sec): 3 clusters Score: Raw -691.434380 + Penalty 229.743991 = -461.690389 nChanged 4 SP:Iteration 1F (0.864741 sec): 3 clusters Score: Raw -699.594942 + Penalty 242.869289 = -456.725653 nChanged 1 SP:Iteration 2F (0.864993 sec): 3 clusters Score: Raw -701.810807 + Penalty 242.869289 = -458.941518 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 2 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.865475 sec): 2 clusters Score: Raw -543.796094 + Penalty 119.997603 = -423.798491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.865713 sec): 3 clusters Score: Raw -531.708975 + Penalty 292.376193 = -239.332782 nChanged 3 SP:Iteration 1F (0.865946 sec): 3 clusters Score: Raw -535.593181 + Penalty 292.376193 = -243.216988 nChanged 0 Memory request: 0.02 GB would take us to total of 0.05 GB. Trying to split cluster 3 (3184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.880004 sec): 2 clusters Score: Raw -82397.617108 + Penalty 205.126368 = -82192.490740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.886008 sec): 3 clusters Score: Raw -80300.778795 + Penalty 410.277475 = -79890.501320 nChanged 1421 SP:Iteration 1F (0.891838 sec): 3 clusters Score: Raw -80817.439375 + Penalty 408.090405 = -80409.348970 nChanged 427 SP:Iteration 2F (0.897690 sec): 3 clusters Score: Raw -80977.191815 + Penalty 405.065671 = -80572.126144 nChanged 290 SP:Iteration 3F (0.903668 sec): 3 clusters Score: Raw -81194.291637 + Penalty 399.152451 = -80795.139186 nChanged 354 SP:Iteration 4F (0.909435 sec): 3 clusters Score: Raw -81541.137114 + Penalty 384.378864 = -81156.758250 nChanged 372 SP:Iteration 5F (0.915153 sec): 3 clusters Score: Raw -81984.051944 + Penalty 349.986002 = -81634.065942 nChanged 257 SP:Iteration 6F (0.921175 sec): 3 clusters Score: Raw -82293.601367 + Penalty 321.659320 = -81971.942047 nChanged 84 SP:Iteration 7Q (0.926595 sec): 3 clusters Score: Raw -82393.821168 + Penalty 312.185677 = -82081.635490 nChanged 31 SP:Iteration 8Q (0.931179 sec): 3 clusters Score: Raw -82415.664480 + Penalty 311.218009 = -82104.446471 nChanged 10 SP:Iteration 9Q (0.935734 sec): 3 clusters Score: Raw -82419.473727 + Penalty 317.073299 = -82102.400428 nChanged 7 SP:Iteration 10F (0.941552 sec): 3 clusters Score: Raw -82421.512430 + Penalty 314.656325 = -82106.856104 nChanged 4 SP:Iteration 11Q (0.949097 sec): 3 clusters Score: Raw -82424.214039 + Penalty 314.684318 = -82109.529721 nChanged 2 SP:Iteration 12Q (0.955581 sec): 3 clusters Score: Raw -82424.769727 + Penalty 314.684318 = -82110.085409 nChanged 0 SP:Iteration 13F (0.963151 sec): 3 clusters Score: Raw -82424.769727 + Penalty 314.684318 = -82110.085409 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 4 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.964326 sec): 2 clusters Score: Raw -92.282282 + Penalty 63.918881 = -28.363401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.964704 sec): 2 clusters Score: Raw -92.282282 + Penalty 63.918881 = -28.363401 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 5 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.965380 sec): 2 clusters Score: Raw -310.289181 + Penalty 81.698333 = -228.590848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.965676 sec): 3 clusters Score: Raw -310.905588 + Penalty 205.587019 = -105.318569 nChanged 1 SP:Iteration 1F (0.965948 sec): 3 clusters Score: Raw -312.326520 + Penalty 205.587019 = -106.739501 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 6 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.966472 sec): 2 clusters Score: Raw -119.815223 + Penalty 72.957413 = -46.857811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.966790 sec): 3 clusters Score: Raw -116.678979 + Penalty 145.914825 = 29.235846 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 7 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.967497 sec): 2 clusters Score: Raw -955.909513 + Penalty 85.488383 = -870.421130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.967826 sec): 3 clusters Score: Raw -948.167093 + Penalty 182.647211 = -765.519882 nChanged 6 SP:Iteration 1F (0.968174 sec): 3 clusters Score: Raw -955.471915 + Penalty 182.647211 = -772.824704 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 8 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.969414 sec): 2 clusters Score: Raw -155.927458 + Penalty 109.417048 = -46.510410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.969770 sec): 3 clusters Score: Raw -156.463661 + Penalty 227.076837 = 70.613175 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 9 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.970930 sec): 2 clusters Score: Raw -281.759349 + Penalty 81.218627 = -200.540723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.971196 sec): 3 clusters Score: Raw -280.382075 + Penalty 156.982159 = -123.399917 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 10 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.972068 sec): 2 clusters Score: Raw -153.344269 + Penalty 98.876036 = -54.468232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.972314 sec): 3 clusters Score: Raw -154.012014 + Penalty 199.534997 = 45.522983 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 11 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.973225 sec): 2 clusters Score: Raw -269.796291 + Penalty 150.286232 = -119.510059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.973454 sec): 3 clusters Score: Raw -277.931109 + Penalty 302.069816 = 24.138706 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 12 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.974229 sec): 2 clusters Score: Raw -126.563630 + Penalty 82.203875 = -44.359756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.974474 sec): 3 clusters Score: Raw -120.761913 + Penalty 186.873860 = 66.111947 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 13 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.975257 sec): 2 clusters Score: Raw -60.814899 + Penalty 47.941620 = -12.873279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.975472 sec): 3 clusters Score: Raw -56.134450 + Penalty 95.883241 = 39.748790 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 15 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.976322 sec): 2 clusters Score: Raw -324.867359 + Penalty 206.978558 = -117.888801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.976562 sec): 3 clusters Score: Raw -335.302045 + Penalty 436.324712 = 101.022668 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 17 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.977406 sec): 2 clusters Score: Raw -92.296429 + Penalty 40.484539 = -51.811890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.977619 sec): 3 clusters Score: Raw -87.324558 + Penalty 77.929605 = -9.394952 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 20 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.978403 sec): 2 clusters Score: Raw -26.671054 + Penalty 0.000000 = -26.671054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.978592 sec): 2 clusters Score: Raw -26.671054 + Penalty 0.000000 = -26.671054 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 21 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.979375 sec): 2 clusters Score: Raw -94.470595 + Penalty 59.182779 = -35.287817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.979574 sec): 2 clusters Score: Raw -94.470595 + Penalty 59.182779 = -35.287817 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 22 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.980336 sec): 2 clusters Score: Raw -58.164112 + Penalty 43.565920 = -14.598192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.980533 sec): 2 clusters Score: Raw -58.164112 + Penalty 43.565920 = -14.598192 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 23 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.981298 sec): 2 clusters Score: Raw -158.633081 + Penalty 119.790194 = -38.842887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.981519 sec): 3 clusters Score: Raw -156.617180 + Penalty 239.124012 = 82.506832 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 24 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.982325 sec): 2 clusters Score: Raw -160.584891 + Penalty 100.243425 = -60.341466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.982546 sec): 3 clusters Score: Raw -154.100570 + Penalty 100.243425 = -53.857145 nChanged 1 SP:Iteration 1F (0.982746 sec): 2 clusters Score: Raw -160.584891 + Penalty 100.243425 = -60.341466 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 25 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.983591 sec): 2 clusters Score: Raw -62.071007 + Penalty 35.641193 = -26.429813 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.983802 sec): 3 clusters Score: Raw -55.507963 + Penalty 71.282387 = 15.774424 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 27 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.984687 sec): 2 clusters Score: Raw -98.438355 + Penalty 57.349564 = -41.088791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.984903 sec): 3 clusters Score: Raw -92.047992 + Penalty 57.349564 = -34.698428 nChanged 1 SP:Iteration 1F (0.985099 sec): 2 clusters Score: Raw -98.438355 + Penalty 57.349564 = -41.088791 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 28 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.986039 sec): 2 clusters Score: Raw -337.860938 + Penalty 154.084648 = -183.776290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.986285 sec): 3 clusters Score: Raw -354.705639 + Penalty 337.172096 = -17.533543 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 29 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.987228 sec): 2 clusters Score: Raw -271.509199 + Penalty 151.267992 = -120.241207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.987489 sec): 3 clusters Score: Raw -275.469724 + Penalty 304.513755 = 29.044032 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 30 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.988878 sec): 2 clusters Score: Raw -56.774756 + Penalty 22.509459 = -34.265297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.989141 sec): 3 clusters Score: Raw -52.771970 + Penalty 45.018918 = -7.753053 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 36 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.990087 sec): 2 clusters Score: Raw -29.474998 + Penalty 0.000000 = -29.474998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.990303 sec): 2 clusters Score: Raw -29.474998 + Penalty 0.000000 = -29.474998 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 39 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.991174 sec): 2 clusters Score: Raw -28.844484 + Penalty 0.000000 = -28.844484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.991368 sec): 2 clusters Score: Raw -28.844484 + Penalty 0.000000 = -28.844484 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 54 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.992170 sec): 2 clusters Score: Raw -57.430701 + Penalty 28.037094 = -29.393608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.992365 sec): 3 clusters Score: Raw -53.456230 + Penalty 56.074188 = 2.617957 nChanged 0 Deleting Class 15 (11 points): Lose 111.663057 but Gain 701.454742 Iteration 20F (1.040576 sec): 28 clusters Score: Raw -81853.536886 + Penalty 12874.002739 = -68979.534147 nChanged 22 Deleting Class 4 (1 points): Lose 3.707855 but Gain 583.053147 Iteration 21Q (1.047902 sec): 27 clusters Score: Raw -81939.932025 + Penalty 12492.615776 = -69447.316249 nChanged 8 Deleting Class 23 (5 points): Lose 26.358855 but Gain 604.855383 Iteration 22Q (1.055019 sec): 26 clusters Score: Raw -81925.995633 + Penalty 11920.939141 = -70005.056493 nChanged 6 Deleting Class 36 (1 points): Lose 2.673523 but Gain 565.464878 Iteration 23Q (1.061759 sec): 25 clusters Score: Raw -81936.357720 + Penalty 11390.039526 = -70546.318194 nChanged 2 Deleting Class 11 (11 points): Lose 106.087063 but Gain 650.909029 Iteration 24Q (1.068341 sec): 24 clusters Score: Raw -81836.857435 + Penalty 10885.679608 = -70951.177827 nChanged 12 Deleting Class 13 (2 points): Lose 17.916332 but Gain 562.071750 Iteration 25Q (1.075311 sec): 23 clusters Score: Raw -81891.975872 + Penalty 10334.413705 = -71557.562167 nChanged 2 Deleting Class 8 (6 points): Lose 41.011595 but Gain 554.642786 Iteration 26Q (1.082072 sec): 22 clusters Score: Raw -81856.543909 + Penalty 9860.434754 = -71996.109155 nChanged 6 Deleting Class 39 (1 points): Lose 4.763795 but Gain 515.735230 Iteration 27Q (1.089133 sec): 21 clusters Score: Raw -81879.614194 + Penalty 9344.795285 = -72534.818908 nChanged 1 Deleting Class 5 (9 points): Lose 50.602143 but Gain 551.117339 Iteration 28Q (1.095605 sec): 20 clusters Score: Raw -81831.061781 + Penalty 8815.389581 = -73015.672200 nChanged 9 Deleting Class 24 (5 points): Lose 9.504130 but Gain 506.158089 Iteration 29Q (1.101979 sec): 19 clusters Score: Raw -81847.758125 + Penalty 8309.692947 = -73538.065179 nChanged 5 Deleting Class 22 (2 points): Lose 14.569327 but Gain 510.770653 Iteration 30F (1.133533 sec): 18 clusters Score: Raw -81839.319963 + Penalty 7808.590037 = -74030.729925 nChanged 2 Deleting Class 12 (4 points): Lose 7.091757 but Gain 481.882708 Iteration 31Q (1.140168 sec): 17 clusters Score: Raw -81839.817685 + Penalty 7334.704053 = -74505.113632 nChanged 5 Deleting Class 10 (5 points): Lose 25.171150 but Gain 499.253746 Iteration 32Q (1.146875 sec): 16 clusters Score: Raw -81820.180515 + Penalty 6852.736430 = -74967.444084 nChanged 6 Deleting Class 2 (5 points): Lose 5.305238 but Gain 468.126414 Iteration 33Q (1.153402 sec): 15 clusters Score: Raw -81826.171612 + Penalty 6388.719042 = -75437.452570 nChanged 6 Deleting Class 29 (22 points): Lose 156.125996 but Gain 617.400520 Iteration 34Q (1.159733 sec): 14 clusters Score: Raw -81676.206883 + Penalty 5969.711331 = -75706.495552 nChanged 22 Deleting Class 25 (3 points): Lose 16.448772 but Gain 467.061939 Iteration 35Q (1.165916 sec): 13 clusters Score: Raw -81778.167391 + Penalty 5497.853619 = -76280.313773 nChanged 6 Deleting Class 21 (3 points): Lose 1.225401 but Gain 437.779490 Iteration 36Q (1.172180 sec): 12 clusters Score: Raw -81790.022318 + Penalty 5060.284113 = -76729.738205 nChanged 3 Deleting Class 6 (4 points): Lose 8.045577 but Gain 427.679543 Iteration 37Q (1.178366 sec): 11 clusters Score: Raw -81786.010721 + Penalty 4632.871527 = -77153.139194 nChanged 4 Deleting Class 27 (3 points): Lose 5.071501 but Gain 424.219061 Iteration 38Q (1.184581 sec): 10 clusters Score: Raw -81786.093448 + Penalty 4208.849065 = -77577.244384 nChanged 3 Deleting Class 28 (23 points): Lose 181.432913 but Gain 590.190613 Iteration 39Q (1.190493 sec): 9 clusters Score: Raw -81608.739786 + Penalty 3483.056741 = -78125.683045 nChanged 23 Deleting Class 54 (11 points): Lose 83.243049 but Gain 477.921158 Iteration 40F (1.206031 sec): 8 clusters Score: Raw -81664.738317 + Penalty 3316.399608 = -78348.338709 nChanged 17 Deleting Class 17 (3 points): Lose 1.892803 but Gain 299.467196 Iteration 41Q (1.211724 sec): 7 clusters Score: Raw -81715.716382 + Penalty 3054.296210 = -78661.420172 nChanged 12 Deleting Class 9 (9 points): Lose 26.635586 but Gain 285.904866 Iteration 42Q (1.217561 sec): 6 clusters Score: Raw -81701.214300 + Penalty 2778.309803 = -78922.904497 nChanged 11 Deleting Class 30 (2 points): Lose 12.336882 but Gain 263.902864 Iteration 43Q (1.223643 sec): 5 clusters Score: Raw -81701.269596 + Penalty 2514.534350 = -79186.735246 nChanged 2 Deleting Class 20 (1 points): Lose 2.334211 but Gain 211.941948 Iteration 44Q (1.229469 sec): 4 clusters Score: Raw -81704.163932 + Penalty 2302.592667 = -79401.571265 nChanged 1 Deleting Class 1 (57 points): Lose 363.622015 but Gain 509.860918 Iteration 45Q (1.234950 sec): 3 clusters Score: Raw -81342.575835 + Penalty 1956.495253 = -79386.080582 nChanged 57 Iteration 46F (1.241688 sec): 3 clusters Score: Raw -81625.306339 + Penalty 1959.433169 = -79665.873170 nChanged 23 Iteration 47Q (1.246896 sec): 3 clusters Score: Raw -81667.611371 + Penalty 1963.566689 = -79704.044682 nChanged 15 Iteration 48Q (1.252243 sec): 3 clusters Score: Raw -81676.746598 + Penalty 1960.545191 = -79716.201407 nChanged 3 Iteration 49Q (1.257171 sec): 3 clusters Score: Raw -81678.045374 + Penalty 1956.286793 = -79721.758581 nChanged 3 Iteration 50F (1.263258 sec): 3 clusters Score: Raw -81679.179298 + Penalty 1957.524293 = -79721.655005 nChanged 1 Iteration 51F (1.269362 sec): 3 clusters Score: Raw -81679.970443 + Penalty 1957.524293 = -79722.446150 nChanged 0 Writing temp clu file Memory request: 0.02 GB would take us to total of 0.04 GB. Compute initial score before splitting: Score: Raw -81679.970443 + Penalty 1957.524293 = -79722.446150Memory request: 0.02 GB would take us to total of 0.05 GB. Trying to split cluster 3 (3278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.290323 sec): 2 clusters Score: Raw -84538.413204 + Penalty 209.309417 = -84329.103786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.296465 sec): 3 clusters Score: Raw -82409.898540 + Penalty 416.664453 = -81993.234087 nChanged 1441 SP:Iteration 1F (1.302481 sec): 3 clusters Score: Raw -83104.731191 + Penalty 412.714819 = -82692.016372 nChanged 407 SP:Iteration 2F (1.308474 sec): 3 clusters Score: Raw -83395.554633 + Penalty 407.020804 = -82988.533829 nChanged 357 SP:Iteration 3F (1.315913 sec): 3 clusters Score: Raw -83744.454290 + Penalty 397.125076 = -83347.329214 nChanged 277 SP:Iteration 4F (1.323958 sec): 3 clusters Score: Raw -84023.506269 + Penalty 384.080907 = -83639.425362 nChanged 243 SP:Iteration 5F (1.329878 sec): 3 clusters Score: Raw -84275.206180 + Penalty 362.181283 = -83913.024897 nChanged 162 SP:Iteration 6Q (1.335949 sec): 3 clusters Score: Raw -84438.379422 + Penalty 351.296894 = -84087.082528 nChanged 83 SP:Iteration 7Q (1.341038 sec): 3 clusters Score: Raw -84507.536120 + Penalty 359.040586 = -84148.495533 nChanged 34 SP:Iteration 8Q (1.351329 sec): 3 clusters Score: Raw -84529.293591 + Penalty 384.775116 = -84144.518475 nChanged 17 SP:Iteration 9F (1.358124 sec): 3 clusters Score: Raw -84541.871749 + Penalty 410.338691 = -84131.533058 nChanged 13 SP:Iteration 10F (1.364129 sec): 3 clusters Score: Raw -84552.016031 + Penalty 425.158662 = -84126.857369 nChanged 4 SP:Iteration 11F (1.370434 sec): 3 clusters Score: Raw -84554.064107 + Penalty 439.671314 = -84114.392793 nChanged 3 SP:Iteration 12F (1.376369 sec): 3 clusters Score: Raw -84555.624942 + Penalty 438.243014 = -84117.381928 nChanged 2 SP:Iteration 13Q (1.381032 sec): 3 clusters Score: Raw -84556.848295 + Penalty 447.620532 = -84109.227763 nChanged 1 SP:Iteration 14F (1.386908 sec): 3 clusters Score: Raw -84557.404285 + Penalty 457.990639 = -84099.413645 nChanged 1 SP:Iteration 15F (1.392764 sec): 3 clusters Score: Raw -84557.817372 + Penalty 460.804201 = -84097.013171 nChanged 1 SP:Iteration 16F (1.398608 sec): 3 clusters Score: Raw -84557.946722 + Penalty 460.804201 = -84097.142521 nChanged 0 Memory request: 0.00 GB would take us to total of 0.04 GB. Trying to split cluster 7 (104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.401774 sec): 2 clusters Score: Raw -2299.054510 + Penalty 243.943809 = -2055.110701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.402175 sec): 3 clusters Score: Raw -2278.091724 + Penalty 490.273689 = -1787.818035 nChanged 17 SP:Iteration 1F (1.402569 sec): 3 clusters Score: Raw -2304.043974 + Penalty 490.825364 = -1813.218610 nChanged 6 SP:Iteration 2F (1.402971 sec): 3 clusters Score: Raw -2313.802045 + Penalty 489.863719 = -1823.938326 nChanged 2 SP:Iteration 3Q (1.403366 sec): 3 clusters Score: Raw -2316.669825 + Penalty 489.226459 = -1827.443365 nChanged 1 SP:Iteration 4Q (1.403760 sec): 3 clusters Score: Raw -2318.796086 + Penalty 488.417038 = -1830.379049 nChanged 2 SP:Iteration 5Q (1.404152 sec): 3 clusters Score: Raw -2322.960426 + Penalty 487.887619 = -1835.072807 nChanged 1 SP:Iteration 6Q (1.404543 sec): 3 clusters Score: Raw -2325.430666 + Penalty 488.485761 = -1836.944906 nChanged 1 SP:Iteration 7Q (1.404934 sec): 3 clusters Score: Raw -2327.138187 + Penalty 488.485761 = -1838.652426 nChanged 0 SP:Iteration 8F (1.405335 sec): 3 clusters Score: Raw -2327.138187 + Penalty 488.485761 = -1838.652426 nChanged 0 Time taken for this iteration:1.312406 seconds. 300->3 Clusters: Score -79722.446150, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 52 (time per iteration =27.146231 ms) Total iterations: 156 (time per iteration =9.048744 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 177651250.000000 (time per metric unit =7.945928ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 4441281250.000000 (time per metric unit=317.837111ps) That took 1.411604 seconds. FileBase PeterP-2013-10-10_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 0.06 and 0.10 GB of RAM. Memory request: 0.03 GB would take us to total of 0.03 GB. ---------------------------------------------------------- Loaded 6607 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 6607 points ------ Starting initial clusters from distinct float masks Not enough masks (105) to generate starting clusters (300), so starting with (106) clusters instead. Assigned 106 initial classes from 105 unique masks. Deleting Class 76 (1 points): Lose 11.526213 but Gain 1352.605951 Iteration 0F (0.500199 sec): 105 clusters Score: Raw -168782.636475 + Penalty 77843.870314 = -90938.766161 nChanged 854 Deleting Class 91 (1 points): Lose 12.772765 but Gain 1349.357580 Iteration 1F (0.781208 sec): 97 clusters Score: Raw -169626.816928 + Penalty 72201.778647 = -97425.038281 nChanged 278 Deleting Class 45 (1 points): Lose 6.624674 but Gain 1266.904557 Iteration 2Q (0.830540 sec): 90 clusters Score: Raw -169922.759994 + Penalty 70249.662784 = -99673.097210 nChanged 254 Deleting Class 66 (5 points): Lose 177.193648 but Gain 1429.331308 Iteration 3Q (0.868575 sec): 88 clusters Score: Raw -169951.126378 + Penalty 70266.937814 = -99684.188564 nChanged 286 Deleting Class 96 (2 points): Lose 20.868756 but Gain 1247.527381 Iteration 4Q (0.906721 sec): 87 clusters Score: Raw -170219.823189 + Penalty 69178.564342 = -101041.258846 nChanged 324 Deleting Class 101 (1 points): Lose 6.067976 but Gain 1222.528450 Iteration 5Q (0.944256 sec): 86 clusters Score: Raw -170489.986610 + Penalty 67216.291884 = -103273.694726 nChanged 366 Deleting Class 31 (4 points): Lose 56.967212 but Gain 1272.660420 Iteration 6F (1.189870 sec): 84 clusters Score: Raw -170735.613810 + Penalty 66007.204367 = -104728.409444 nChanged 439 Deleting Class 37 (1 points): Lose 1.614086 but Gain 1203.843755 Iteration 7F (1.434127 sec): 83 clusters Score: Raw -171150.700436 + Penalty 64178.586536 = -106972.113900 nChanged 437 Deleting Class 90 (1 points): Lose 16.188601 but Gain 1210.667200 Iteration 8F (1.670995 sec): 81 clusters Score: Raw -171543.115560 + Penalty 62040.843179 = -109502.272381 nChanged 395 Deleting Class 85 (2 points): Lose 18.764248 but Gain 1180.922825 Iteration 9F (1.901507 sec): 79 clusters Score: Raw -171869.460684 + Penalty 60909.232124 = -110960.228560 nChanged 332 Deleting Class 56 (3 points): Lose 47.445133 but Gain 1168.956605 Iteration 10F (2.154792 sec): 78 clusters Score: Raw -172084.502684 + Penalty 58750.811425 = -113333.691259 nChanged 295 Deleting Class 80 (3 points): Lose 63.144415 but Gain 1176.783952 Iteration 11Q (2.186178 sec): 76 clusters Score: Raw -172258.477359 + Penalty 57613.208214 = -114645.269145 nChanged 249 Deleting Class 70 (2 points): Lose 5.522978 but Gain 1118.512877 Iteration 12Q (2.214516 sec): 75 clusters Score: Raw -172459.924325 + Penalty 55915.127836 = -116544.796490 nChanged 197 Deleting Class 60 (1 points): Lose 7.073978 but Gain 1111.786066 Iteration 13Q (2.240533 sec): 73 clusters Score: Raw -172596.788536 + Penalty 54641.955613 = -117954.832923 nChanged 131 Deleting Class 104 (1 points): Lose 3.612043 but Gain 1100.807720 Iteration 14Q (2.264128 sec): 71 clusters Score: Raw -172685.570725 + Penalty 53811.352887 = -118874.217838 nChanged 95 Deleting Class 48 (4 points): Lose 97.756498 but Gain 1193.078455 Iteration 15Q (2.286468 sec): 70 clusters Score: Raw -172643.312884 + Penalty 52850.920611 = -119792.392273 nChanged 59 Deleting Class 87 (5 points): Lose 60.043124 but Gain 1143.441533 Iteration 16Q (2.307015 sec): 69 clusters Score: Raw -172676.952291 + Penalty 51951.795679 = -120725.156612 nChanged 53 Deleting Class 77 (1 points): Lose 2.571626 but Gain 1058.480607 Iteration 17Q (2.327210 sec): 68 clusters Score: Raw -172740.353189 + Penalty 51090.370080 = -121649.983108 nChanged 40 Deleting Class 41 (2 points): Lose 13.554686 but Gain 1054.041351 Iteration 18Q (2.348986 sec): 67 clusters Score: Raw -172751.920718 + Penalty 50158.472791 = -122593.447926 nChanged 27 Deleting Class 39 (2 points): Lose 32.207754 but Gain 1069.852337 Iteration 19Q (2.367022 sec): 66 clusters Score: Raw -172737.227227 + Penalty 48553.556457 = -124183.670770 nChanged 20 Writing temp clu file Memory request: 0.03 GB would take us to total of 0.06 GB. Compute initial score before splitting: Score: Raw -172737.227227 + Penalty 48553.556457 = -124183.670770Memory request: 0.03 GB would take us to total of 0.09 GB. Trying to split cluster 1 (5952 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.420152 sec): 2 clusters Score: Raw -165246.524239 + Penalty 245.825887 = -165000.698352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.431641 sec): 3 clusters Score: Raw -161271.480296 + Penalty 493.233134 = -160778.247162 nChanged 2730 SP:Iteration 1F (2.442579 sec): 3 clusters Score: Raw -162497.878621 + Penalty 493.635025 = -162004.243596 nChanged 1071 SP:Iteration 2F (2.453350 sec): 3 clusters Score: Raw -163601.574625 + Penalty 470.644703 = -163130.929922 nChanged 877 SP:Iteration 3F (2.464149 sec): 3 clusters Score: Raw -164696.367555 + Penalty 441.721831 = -164254.645724 nChanged 414 SP:Iteration 4F (2.475260 sec): 3 clusters Score: Raw -165168.370048 + Penalty 436.252643 = -164732.117405 nChanged 70 SP:Iteration 5Q (2.484839 sec): 3 clusters Score: Raw -165227.258371 + Penalty 439.936083 = -164787.322287 nChanged 33 SP:Iteration 6Q (2.493664 sec): 3 clusters Score: Raw -165246.862396 + Penalty 449.239141 = -164797.623255 nChanged 30 SP:Iteration 7Q (2.502333 sec): 3 clusters Score: Raw -165261.220612 + Penalty 455.309053 = -164805.911559 nChanged 15 SP:Iteration 8Q (2.511193 sec): 3 clusters Score: Raw -165266.399769 + Penalty 459.243834 = -164807.155935 nChanged 10 SP:Iteration 9Q (2.519993 sec): 3 clusters Score: Raw -165270.316803 + Penalty 480.503962 = -164789.812841 nChanged 15 SP:Iteration 10F (2.530923 sec): 3 clusters Score: Raw -165280.109940 + Penalty 491.511191 = -164788.598749 nChanged 12 SP:Iteration 11F (2.541533 sec): 3 clusters Score: Raw -165289.155919 + Penalty 501.515956 = -164787.639963 nChanged 9 SP:Iteration 12F (2.552353 sec): 3 clusters Score: Raw -165297.227407 + Penalty 500.575874 = -164796.651534 nChanged 2 SP:Iteration 13Q (2.560737 sec): 3 clusters Score: Raw -165297.858112 + Penalty 500.968944 = -164796.889168 nChanged 1 SP:Iteration 14Q (2.569282 sec): 3 clusters Score: Raw -165298.509425 + Penalty 500.968944 = -164797.540481 nChanged 0 SP:Iteration 15F (2.579917 sec): 3 clusters Score: Raw -165298.509425 + Penalty 500.968944 = -164797.540481 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 2 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.583244 sec): 2 clusters Score: Raw -407.677501 + Penalty 154.335320 = -253.342181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.583482 sec): 3 clusters Score: Raw -397.179594 + Penalty 310.087769 = -87.091825 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 3 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.583984 sec): 2 clusters Score: Raw -107.055643 + Penalty 86.154150 = -20.901493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.584193 sec): 3 clusters Score: Raw -100.305032 + Penalty 167.043075 = 66.738044 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 4 (65 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.584846 sec): 2 clusters Score: Raw -2253.202876 + Penalty 200.317851 = -2052.885025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.585173 sec): 3 clusters Score: Raw -2216.497530 + Penalty 429.484392 = -1787.013139 nChanged 15 SP:Iteration 1F (2.585494 sec): 3 clusters Score: Raw -2235.713516 + Penalty 431.114563 = -1804.598953 nChanged 4 SP:Iteration 2F (2.585813 sec): 3 clusters Score: Raw -2242.625094 + Penalty 418.062215 = -1824.562878 nChanged 5 SP:Iteration 3F (2.586133 sec): 3 clusters Score: Raw -2248.755753 + Penalty 478.015952 = -1770.739801 nChanged 2 SP:Iteration 4F (2.586465 sec): 3 clusters Score: Raw -2249.525103 + Penalty 543.043053 = -1706.482050 nChanged 1 SP:Iteration 5F (2.586797 sec): 3 clusters Score: Raw -2250.092621 + Penalty 200.317851 = -2049.774770 nChanged 1 SP:Iteration 6Q (2.587073 sec): 2 clusters Score: Raw -2253.202876 + Penalty 200.317851 = -2052.885025 nChanged 0 SP:Iteration 7F (2.587346 sec): 2 clusters Score: Raw -2253.202876 + Penalty 200.317851 = -2052.885025 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 5 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.587886 sec): 2 clusters Score: Raw -1156.621253 + Penalty 397.954002 = -758.667251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.588168 sec): 3 clusters Score: Raw -1205.084612 + Penalty 795.822231 = -409.262381 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 7 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.588662 sec): 2 clusters Score: Raw -1059.594832 + Penalty 20.772583 = -1038.822249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.588884 sec): 3 clusters Score: Raw -1050.814393 + Penalty 41.545166 = -1009.269227 nChanged 11 SP:Iteration 1F (2.589104 sec): 3 clusters Score: Raw -1066.323088 + Penalty 41.648704 = -1024.674384 nChanged 1 SP:Iteration 2Q (2.589319 sec): 3 clusters Score: Raw -1066.266556 + Penalty 41.648704 = -1024.617852 nChanged 0 SP:Iteration 3F (2.589538 sec): 3 clusters Score: Raw -1066.266556 + Penalty 41.648704 = -1024.617852 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 8 (129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.590513 sec): 2 clusters Score: Raw -3406.936279 + Penalty 209.231618 = -3197.704661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.590957 sec): 3 clusters Score: Raw -3377.621938 + Penalty 418.273428 = -2959.348510 nChanged 41 SP:Iteration 1F (2.591385 sec): 3 clusters Score: Raw -3441.722340 + Penalty 420.415203 = -3021.307136 nChanged 8 SP:Iteration 2F (2.591815 sec): 3 clusters Score: Raw -3458.522597 + Penalty 413.927399 = -3044.595198 nChanged 5 SP:Iteration 3Q (2.592234 sec): 3 clusters Score: Raw -3469.040415 + Penalty 409.323312 = -3059.717103 nChanged 2 SP:Iteration 4Q (2.592652 sec): 3 clusters Score: Raw -3472.367586 + Penalty 409.216434 = -3063.151152 nChanged 2 SP:Iteration 5Q (2.593069 sec): 3 clusters Score: Raw -3474.673115 + Penalty 409.216434 = -3065.456680 nChanged 0 SP:Iteration 6F (2.593497 sec): 3 clusters Score: Raw -3474.673115 + Penalty 409.216434 = -3065.456680 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 9 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.593987 sec): 2 clusters Score: Raw -465.348300 + Penalty 176.295148 = -289.053151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.594247 sec): 3 clusters Score: Raw -458.971504 + Penalty 364.733130 = -94.238374 nChanged 1 SP:Iteration 1F (2.594473 sec): 3 clusters Score: Raw -460.383203 + Penalty 364.733130 = -95.650073 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 10 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.594923 sec): 2 clusters Score: Raw -176.626107 + Penalty 118.146795 = -58.479312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.595137 sec): 3 clusters Score: Raw -169.953500 + Penalty 118.146795 = -51.806704 nChanged 1 SP:Iteration 1F (2.595330 sec): 2 clusters Score: Raw -176.626107 + Penalty 118.146795 = -58.479312 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 11 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.595900 sec): 2 clusters Score: Raw -1484.126678 + Penalty 175.578153 = -1308.548525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.596205 sec): 3 clusters Score: Raw -1473.131701 + Penalty 357.842137 = -1115.289564 nChanged 6 SP:Iteration 1F (2.596501 sec): 3 clusters Score: Raw -1482.213202 + Penalty 361.153684 = -1121.059518 nChanged 1 SP:Iteration 2Q (2.596797 sec): 3 clusters Score: Raw -1485.709726 + Penalty 368.918767 = -1116.790958 nChanged 2 SP:Iteration 3F (2.597092 sec): 3 clusters Score: Raw -1489.018420 + Penalty 367.628105 = -1121.390316 nChanged 1 SP:Iteration 4Q (2.597385 sec): 3 clusters Score: Raw -1490.183956 + Penalty 367.628105 = -1122.555851 nChanged 0 SP:Iteration 5F (2.597680 sec): 3 clusters Score: Raw -1490.183956 + Penalty 367.628105 = -1122.555851 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 12 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.598124 sec): 2 clusters Score: Raw -63.061644 + Penalty 36.348724 = -26.712920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.598326 sec): 3 clusters Score: Raw -58.479943 + Penalty 72.697448 = 14.217505 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 14 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.598772 sec): 2 clusters Score: Raw -141.201347 + Penalty 95.757651 = -45.443696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.598984 sec): 3 clusters Score: Raw -135.211217 + Penalty 191.515302 = 56.304084 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 15 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.599441 sec): 2 clusters Score: Raw -277.040061 + Penalty 148.116067 = -128.923994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.599661 sec): 3 clusters Score: Raw -278.494125 + Penalty 296.232134 = 17.738008 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 17 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.600193 sec): 2 clusters Score: Raw -1074.681329 + Penalty 336.944490 = -737.736839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.600469 sec): 3 clusters Score: Raw -1098.438765 + Penalty 681.114800 = -417.323965 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 18 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.600922 sec): 2 clusters Score: Raw -196.153853 + Penalty 136.008201 = -60.145652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.601137 sec): 3 clusters Score: Raw -198.575839 + Penalty 273.180722 = 74.604884 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 19 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.601613 sec): 2 clusters Score: Raw -472.029725 + Penalty 216.369623 = -255.660103 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.601864 sec): 3 clusters Score: Raw -514.414396 + Penalty 440.100903 = -74.313493 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 20 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.602301 sec): 2 clusters Score: Raw -34.072875 + Penalty 0.000000 = -34.072875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.602491 sec): 2 clusters Score: Raw -34.072875 + Penalty 0.000000 = -34.072875 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 21 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.602933 sec): 2 clusters Score: Raw -99.603717 + Penalty 90.903036 = -8.700681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.603141 sec): 3 clusters Score: Raw -95.995055 + Penalty 171.763517 = 75.768463 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 22 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.603634 sec): 2 clusters Score: Raw -662.257299 + Penalty 222.560727 = -439.696572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.603883 sec): 3 clusters Score: Raw -679.826152 + Penalty 444.315670 = -235.510482 nChanged 1 SP:Iteration 1Q (2.604124 sec): 3 clusters Score: Raw -682.643585 + Penalty 444.315670 = -238.327914 nChanged 0 SP:Iteration 2F (2.604368 sec): 3 clusters Score: Raw -682.643585 + Penalty 444.315670 = -238.327914 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 23 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.604803 sec): 2 clusters Score: Raw -31.242932 + Penalty 0.000000 = -31.242932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.604993 sec): 2 clusters Score: Raw -31.242932 + Penalty 0.000000 = -31.242932 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 25 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.605427 sec): 2 clusters Score: Raw -29.907540 + Penalty 0.000000 = -29.907540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.605616 sec): 2 clusters Score: Raw -29.907540 + Penalty 0.000000 = -29.907540 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 26 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.606053 sec): 2 clusters Score: Raw -64.696145 + Penalty 33.099165 = -31.596980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.606245 sec): 2 clusters Score: Raw -64.696145 + Penalty 33.099165 = -31.596980 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 29 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.606739 sec): 2 clusters Score: Raw -717.901680 + Penalty 261.003615 = -456.898065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.606990 sec): 3 clusters Score: Raw -736.606319 + Penalty 519.562422 = -217.043897 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 33 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.607433 sec): 2 clusters Score: Raw -99.341879 + Penalty 68.536345 = -30.805533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.607641 sec): 3 clusters Score: Raw -95.093651 + Penalty 131.328049 = 36.234398 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 34 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.608075 sec): 2 clusters Score: Raw -31.956441 + Penalty 0.000000 = -31.956441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.608260 sec): 2 clusters Score: Raw -31.956441 + Penalty 0.000000 = -31.956441 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 35 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.608747 sec): 2 clusters Score: Raw -628.185918 + Penalty 379.077880 = -249.108038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.608983 sec): 3 clusters Score: Raw -664.091540 + Penalty 757.869340 = 93.777800 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 36 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.609469 sec): 2 clusters Score: Raw -774.496592 + Penalty 466.025859 = -308.470733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.609714 sec): 3 clusters Score: Raw -920.481923 + Penalty 933.800817 = 13.318893 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 40 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.610185 sec): 2 clusters Score: Raw -512.429226 + Penalty 309.047216 = -203.382010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.610418 sec): 3 clusters Score: Raw -540.215058 + Penalty 618.094433 = 77.879375 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 42 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.610862 sec): 2 clusters Score: Raw -97.919495 + Penalty 74.041243 = -23.878252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.611070 sec): 3 clusters Score: Raw -94.870685 + Penalty 157.196168 = 62.325483 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 43 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.611510 sec): 2 clusters Score: Raw -72.932838 + Penalty 76.821727 = 3.888889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.611702 sec): 2 clusters Score: Raw -72.932838 + Penalty 76.821727 = 3.888889 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 44 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.612142 sec): 2 clusters Score: Raw -103.245301 + Penalty 66.976222 = -36.269079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.612349 sec): 3 clusters Score: Raw -96.547999 + Penalty 131.231268 = 34.683269 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 46 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.612791 sec): 2 clusters Score: Raw -103.804526 + Penalty 80.006664 = -23.797862 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.612999 sec): 3 clusters Score: Raw -98.580482 + Penalty 161.100050 = 62.519568 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 47 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.613434 sec): 2 clusters Score: Raw -32.452477 + Penalty 0.000000 = -32.452477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.613622 sec): 2 clusters Score: Raw -32.452477 + Penalty 0.000000 = -32.452477 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 49 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.614062 sec): 2 clusters Score: Raw -104.134891 + Penalty 73.614139 = -30.520753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.614269 sec): 3 clusters Score: Raw -98.880346 + Penalty 136.450420 = 37.570074 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 50 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.614719 sec): 2 clusters Score: Raw -232.970433 + Penalty 205.804995 = -27.165438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.614934 sec): 3 clusters Score: Raw -230.873858 + Penalty 409.234287 = 178.360429 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 51 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.615390 sec): 2 clusters Score: Raw -106.596401 + Penalty 88.071872 = -18.524529 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.615599 sec): 3 clusters Score: Raw -100.660087 + Penalty 175.296760 = 74.636673 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 52 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.616036 sec): 2 clusters Score: Raw -67.299769 + Penalty 49.999458 = -17.300312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.616227 sec): 2 clusters Score: Raw -67.299769 + Penalty 49.999458 = -17.300312 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 53 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.616669 sec): 2 clusters Score: Raw -105.547003 + Penalty 87.566567 = -17.980437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.616878 sec): 3 clusters Score: Raw -97.744987 + Penalty 175.829888 = 78.084901 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 54 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.617326 sec): 2 clusters Score: Raw -178.851904 + Penalty 136.041042 = -42.810862 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.617541 sec): 3 clusters Score: Raw -176.150122 + Penalty 275.706221 = 99.556099 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 57 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.617988 sec): 2 clusters Score: Raw -146.276783 + Penalty 96.473535 = -49.803248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.618200 sec): 3 clusters Score: Raw -137.507494 + Penalty 192.947070 = 55.439576 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 58 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.618652 sec): 2 clusters Score: Raw -239.039932 + Penalty 164.653803 = -74.386129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.618869 sec): 3 clusters Score: Raw -236.606983 + Penalty 368.668155 = 132.061172 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 61 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.619321 sec): 2 clusters Score: Raw -295.346838 + Penalty 247.663985 = -47.682853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.619540 sec): 3 clusters Score: Raw -289.301893 + Penalty 500.647400 = 211.345506 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 62 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.619982 sec): 2 clusters Score: Raw -109.570483 + Penalty 98.885700 = -10.684782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.620176 sec): 2 clusters Score: Raw -109.570483 + Penalty 98.885700 = -10.684782 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 63 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.620623 sec): 2 clusters Score: Raw -149.925949 + Penalty 135.221652 = -14.704297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.620834 sec): 3 clusters Score: Raw -144.352140 + Penalty 273.627517 = 129.275377 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 65 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.621288 sec): 2 clusters Score: Raw -317.925493 + Penalty 230.279323 = -87.646170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.621510 sec): 3 clusters Score: Raw -313.255960 + Penalty 444.993867 = 131.737907 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 67 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.621964 sec): 2 clusters Score: Raw -72.745843 + Penalty 62.134558 = -10.611285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.622156 sec): 2 clusters Score: Raw -72.745843 + Penalty 62.134558 = -10.611285 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 68 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.622615 sec): 2 clusters Score: Raw -378.657573 + Penalty 263.171006 = -115.486567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.622839 sec): 3 clusters Score: Raw -389.948287 + Penalty 527.303337 = 137.355050 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 69 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.623279 sec): 2 clusters Score: Raw -69.987311 + Penalty 58.072232 = -11.915079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.623485 sec): 3 clusters Score: Raw -62.838451 + Penalty 116.144464 = 53.306013 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 72 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.623927 sec): 2 clusters Score: Raw -108.615858 + Penalty 81.377603 = -27.238256 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.624135 sec): 3 clusters Score: Raw -100.415943 + Penalty 167.145378 = 66.729435 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 73 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.624577 sec): 2 clusters Score: Raw -114.376134 + Penalty 111.263088 = -3.113046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.624785 sec): 3 clusters Score: Raw -105.220623 + Penalty 212.317220 = 107.096596 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 74 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.625236 sec): 2 clusters Score: Raw -290.847577 + Penalty 246.128707 = -44.718870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.625455 sec): 3 clusters Score: Raw -289.273811 + Penalty 487.584505 = 198.310695 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 75 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.625896 sec): 2 clusters Score: Raw -109.318489 + Penalty 103.449762 = -5.868727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.626106 sec): 3 clusters Score: Raw -102.881259 + Penalty 216.257775 = 113.376516 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 78 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.626539 sec): 2 clusters Score: Raw -33.018983 + Penalty 0.000000 = -33.018983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.626727 sec): 2 clusters Score: Raw -33.018983 + Penalty 0.000000 = -33.018983 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 79 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.627169 sec): 2 clusters Score: Raw -113.024888 + Penalty 114.391370 = 1.366482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.627378 sec): 3 clusters Score: Raw -104.793107 + Penalty 225.779874 = 120.986766 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 82 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.627819 sec): 2 clusters Score: Raw -60.626672 + Penalty 29.640687 = -30.985984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.628011 sec): 2 clusters Score: Raw -60.626672 + Penalty 29.640687 = -30.985984 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 84 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.628458 sec): 2 clusters Score: Raw -31.742895 + Penalty 0.000000 = -31.742895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.628646 sec): 2 clusters Score: Raw -31.742895 + Penalty 0.000000 = -31.742895 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 86 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.629089 sec): 2 clusters Score: Raw -98.292281 + Penalty 58.841213 = -39.451068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.629283 sec): 2 clusters Score: Raw -98.292281 + Penalty 58.841213 = -39.451068 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 88 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.629717 sec): 2 clusters Score: Raw -34.661904 + Penalty 0.000000 = -34.661904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.629906 sec): 2 clusters Score: Raw -34.661904 + Penalty 0.000000 = -34.661904 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 93 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.630338 sec): 2 clusters Score: Raw -34.271958 + Penalty 0.000000 = -34.271958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.630527 sec): 2 clusters Score: Raw -34.271958 + Penalty 0.000000 = -34.271958 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 94 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.630959 sec): 2 clusters Score: Raw -31.885679 + Penalty 0.000000 = -31.885679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.631148 sec): 2 clusters Score: Raw -31.885679 + Penalty 0.000000 = -31.885679 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 95 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.631582 sec): 2 clusters Score: Raw -34.165352 + Penalty 0.000000 = -34.165352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.631770 sec): 2 clusters Score: Raw -34.165352 + Penalty 0.000000 = -34.165352 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 102 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.632204 sec): 2 clusters Score: Raw -33.665945 + Penalty 0.000000 = -33.665945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.632391 sec): 2 clusters Score: Raw -33.665945 + Penalty 0.000000 = -33.665945 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 103 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.632840 sec): 2 clusters Score: Raw -182.690676 + Penalty 107.407309 = -75.283367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.633053 sec): 3 clusters Score: Raw -180.306138 + Penalty 209.755382 = 29.449244 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 105 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.633488 sec): 2 clusters Score: Raw -34.730179 + Penalty 0.000000 = -34.730179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.633677 sec): 2 clusters Score: Raw -34.730179 + Penalty 0.000000 = -34.730179 nChanged 0 Deleting Class 20 (1 points): Lose 9.152275 but Gain 1046.726953 Iteration 20F (2.824063 sec): 64 clusters Score: Raw -172752.531058 + Penalty 47585.800740 = -125166.730319 nChanged 19 Deleting Class 102 (1 points): Lose 3.913311 but Gain 1027.955061 Iteration 21Q (2.842266 sec): 63 clusters Score: Raw -172766.735037 + Penalty 46534.048204 = -126232.686833 nChanged 13 Deleting Class 105 (1 points): Lose 2.560752 but Gain 1020.592238 Iteration 22Q (2.859908 sec): 62 clusters Score: Raw -172773.105596 + Penalty 45477.407498 = -127295.698098 nChanged 11 Deleting Class 61 (7 points): Lose 106.664046 but Gain 1119.488443 Iteration 23Q (2.877570 sec): 61 clusters Score: Raw -172672.337142 + Penalty 44414.335046 = -128258.002095 nChanged 26 Deleting Class 93 (1 points): Lose 4.994607 but Gain 1012.444932 Iteration 24Q (2.895230 sec): 60 clusters Score: Raw -172710.566083 + Penalty 43513.595066 = -129196.971017 nChanged 14 Deleting Class 74 (7 points): Lose 128.169758 but Gain 1112.548694 Iteration 25Q (2.912401 sec): 59 clusters Score: Raw -172594.530478 + Penalty 42797.504198 = -129797.026279 nChanged 17 Deleting Class 47 (2 points): Lose 30.870189 but Gain 1091.871368 Iteration 26Q (2.929582 sec): 58 clusters Score: Raw -172643.243350 + Penalty 41316.574587 = -131326.668763 nChanged 4 Deleting Class 88 (1 points): Lose 0.338960 but Gain 965.488765 Iteration 27Q (2.946281 sec): 56 clusters Score: Raw -172656.247360 + Penalty 39626.750637 = -133029.496723 nChanged 4 Deleting Class 50 (6 points): Lose 45.719654 but Gain 1010.312541 Iteration 28Q (2.962368 sec): 54 clusters Score: Raw -172616.015381 + Penalty 38637.820238 = -133978.195143 nChanged 8 Deleting Class 35 (15 points): Lose 266.988256 but Gain 1231.264259 Iteration 29Q (2.978639 sec): 53 clusters Score: Raw -172363.660571 + Penalty 37497.249836 = -134866.410735 nChanged 16 Deleting Class 36 (22 points): Lose 333.614059 but Gain 1338.671611 Iteration 30F (3.130530 sec): 52 clusters Score: Raw -172161.078013 + Penalty 36493.582996 = -135667.495017 nChanged 26 Deleting Class 95 (3 points): Lose 60.575816 but Gain 1160.114842 Iteration 31Q (3.147681 sec): 51 clusters Score: Raw -172279.191758 + Penalty 35376.490242 = -136902.701516 nChanged 7 Deleting Class 43 (2 points): Lose 44.152693 but Gain 974.850788 Iteration 32Q (3.163720 sec): 50 clusters Score: Raw -172264.708747 + Penalty 34432.742224 = -137831.966523 nChanged 4 Deleting Class 94 (1 points): Lose 12.848012 but Gain 931.742494 Iteration 33Q (3.179467 sec): 49 clusters Score: Raw -172268.579293 + Penalty 33519.387550 = -138749.191743 nChanged 4 Deleting Class 68 (10 points): Lose 86.602006 but Gain 1005.314375 Iteration 34Q (3.195036 sec): 48 clusters Score: Raw -172201.082270 + Penalty 32535.482360 = -139665.599910 nChanged 13 Deleting Class 40 (14 points): Lose 118.567923 but Gain 1030.043469 Iteration 35Q (3.210850 sec): 47 clusters Score: Raw -172111.003721 + Penalty 31731.075648 = -140379.928072 nChanged 17 Deleting Class 23 (2 points): Lose 30.500038 but Gain 995.442724 Iteration 36Q (3.226564 sec): 46 clusters Score: Raw -172139.813880 + Penalty 30800.626951 = -141339.186930 nChanged 4 Deleting Class 79 (3 points): Lose 20.955373 but Gain 915.858436 Iteration 37Q (3.242581 sec): 45 clusters Score: Raw -172134.815507 + Penalty 29938.612141 = -142196.203366 nChanged 3 Deleting Class 65 (8 points): Lose 81.816071 but Gain 974.064620 Iteration 38Q (3.257734 sec): 44 clusters Score: Raw -172062.947841 + Penalty 28980.597233 = -143082.350608 nChanged 8 Deleting Class 73 (3 points): Lose 17.064055 but Gain 890.812283 Iteration 39Q (3.273118 sec): 43 clusters Score: Raw -172064.872932 + Penalty 28095.969776 = -143968.903156 nChanged 4 Deleting Class 69 (3 points): Lose 26.103951 but Gain 864.599953 Iteration 40F (3.399080 sec): 42 clusters Score: Raw -172047.080273 + Penalty 27231.545815 = -144815.534458 nChanged 4 Deleting Class 63 (4 points): Lose 29.593015 but Gain 857.966482 Iteration 41Q (3.414381 sec): 41 clusters Score: Raw -172027.748853 + Penalty 26377.001563 = -145650.747290 nChanged 4 Deleting Class 75 (3 points): Lose 10.931899 but Gain 828.255989 Iteration 42Q (3.429451 sec): 40 clusters Score: Raw -172023.882779 + Penalty 25554.649551 = -146469.233229 nChanged 3 Deleting Class 67 (2 points): Lose 4.844443 but Gain 788.473843 Iteration 43Q (3.446013 sec): 39 clusters Score: Raw -172025.322303 + Penalty 24766.353244 = -147258.969059 nChanged 2 Deleting Class 62 (3 points): Lose 19.806758 but Gain 791.714471 Iteration 44Q (3.460847 sec): 38 clusters Score: Raw -172008.530175 + Penalty 23978.689427 = -148029.840748 nChanged 3 Deleting Class 78 (1 points): Lose 3.525327 but Gain 768.687004 Iteration 45Q (3.475468 sec): 37 clusters Score: Raw -172011.208341 + Penalty 23215.371559 = -148795.836782 nChanged 1 Deleting Class 54 (5 points): Lose 11.200446 but Gain 743.490226 Iteration 46Q (3.490153 sec): 36 clusters Score: Raw -172002.908754 + Penalty 22477.265350 = -149525.643404 nChanged 5 Deleting Class 58 (7 points): Lose 30.577951 but Gain 744.266589 Iteration 47Q (3.505951 sec): 35 clusters Score: Raw -171979.274863 + Penalty 21740.773390 = -150238.501474 nChanged 7 Deleting Class 21 (3 points): Lose 24.996125 but Gain 727.802388 Iteration 48Q (3.520390 sec): 34 clusters Score: Raw -171966.092307 + Penalty 21011.594487 = -150954.497820 nChanged 3 Deleting Class 51 (3 points): Lose 5.983069 but Gain 705.135073 Iteration 49Q (3.536233 sec): 33 clusters Score: Raw -171968.138840 + Penalty 20311.576332 = -151656.562507 nChanged 4 Deleting Class 84 (1 points): Lose 8.929948 but Gain 703.214062 Iteration 50F (3.632286 sec): 32 clusters Score: Raw -171965.042154 + Penalty 19609.518935 = -152355.523218 nChanged 2 Deleting Class 53 (3 points): Lose 11.165242 but Gain 701.089415 Iteration 51Q (3.646557 sec): 31 clusters Score: Raw -171957.448554 + Penalty 18935.922058 = -153021.526496 nChanged 4 Deleting Class 3 (3 points): Lose 6.611529 but Gain 689.781100 Iteration 52Q (3.660676 sec): 30 clusters Score: Raw -171960.116425 + Penalty 18246.357127 = -153713.759298 nChanged 3 Deleting Class 15 (6 points): Lose 22.300382 but Gain 697.424931 Iteration 53Q (3.675191 sec): 29 clusters Score: Raw -171941.857134 + Penalty 17549.371460 = -154392.485674 nChanged 6 Deleting Class 17 (70 points): Lose 325.682554 but Gain 999.009135 Iteration 54Q (3.689629 sec): 28 clusters Score: Raw -171623.351412 + Penalty 16684.085473 = -154939.265939 nChanged 70 Deleting Class 29 (53 points): Lose 210.528585 but Gain 864.784062 Iteration 55Q (3.704045 sec): 27 clusters Score: Raw -171683.217977 + Penalty 16109.980421 = -155573.237556 nChanged 57 Deleting Class 72 (4 points): Lose 40.998001 but Gain 820.394569 Iteration 56Q (3.718271 sec): 26 clusters Score: Raw -171812.065215 + Penalty 15294.478806 = -156517.586410 nChanged 9 Deleting Class 19 (17 points): Lose 116.677467 but Gain 760.659548 Iteration 57Q (3.731918 sec): 25 clusters Score: Raw -171711.152565 + Penalty 14562.310440 = -157148.842125 nChanged 19 Deleting Class 46 (3 points): Lose 3.196418 but Gain 640.562116 Iteration 58Q (3.745389 sec): 24 clusters Score: Raw -171754.879345 + Penalty 13921.939547 = -157832.939798 nChanged 3 Deleting Class 18 (6 points): Lose 31.457322 but Gain 667.674715 Iteration 59Q (3.759358 sec): 23 clusters Score: Raw -171727.445875 + Penalty 13255.768866 = -158471.677009 nChanged 6 Deleting Class 10 (5 points): Lose 11.948316 but Gain 645.694756 Iteration 60F (3.828140 sec): 22 clusters Score: Raw -171727.241563 + Penalty 12610.396300 = -159116.845263 nChanged 5 Deleting Class 52 (2 points): Lose 2.887558 but Gain 634.482098 Iteration 61Q (3.841279 sec): 21 clusters Score: Raw -171730.454415 + Penalty 11976.039235 = -159754.415180 nChanged 2 Deleting Class 57 (4 points): Lose 13.841750 but Gain 612.113949 Iteration 62Q (3.854343 sec): 20 clusters Score: Raw -171719.640998 + Penalty 11364.160373 = -160355.480625 nChanged 4 Deleting Class 14 (4 points): Lose 12.089027 but Gain 607.571744 Iteration 63Q (3.867322 sec): 19 clusters Score: Raw -171712.639321 + Penalty 10756.820419 = -160955.818903 nChanged 4 Deleting Class 22 (47 points): Lose 160.948836 but Gain 742.308432 Iteration 64Q (3.879929 sec): 18 clusters Score: Raw -171556.751081 + Penalty 10056.614691 = -161500.136390 nChanged 47 Deleting Class 49 (3 points): Lose 19.078874 but Gain 589.381260 Iteration 65Q (3.892360 sec): 17 clusters Score: Raw -171662.020305 + Penalty 9470.098354 = -162191.921952 nChanged 13 Deleting Class 42 (3 points): Lose 22.726620 but Gain 592.800814 Iteration 66Q (3.904590 sec): 16 clusters Score: Raw -171650.717921 + Penalty 8880.524997 = -162770.192924 nChanged 5 Deleting Class 103 (9 points): Lose 52.379414 but Gain 611.012024 Iteration 67Q (3.916863 sec): 15 clusters Score: Raw -171606.907351 + Penalty 8273.390087 = -163333.517264 nChanged 13 Deleting Class 2 (10 points): Lose 11.113166 but Gain 568.673444 Iteration 68Q (3.928497 sec): 14 clusters Score: Raw -171619.959338 + Penalty 7704.188132 = -163915.771206 nChanged 16 Deleting Class 34 (1 points): Lose 14.110107 but Gain 559.081199 Iteration 69Q (3.940685 sec): 13 clusters Score: Raw -171619.192046 + Penalty 7144.341983 = -164474.850063 nChanged 3 Deleting Class 33 (3 points): Lose 12.966338 but Gain 548.726622 Iteration 70F (3.988788 sec): 12 clusters Score: Raw -171613.152448 + Penalty 6593.558396 = -165019.594051 nChanged 4 Deleting Class 44 (3 points): Lose 1.010414 but Gain 536.235714 Iteration 71Q (4.000334 sec): 11 clusters Score: Raw -171617.953705 + Penalty 6057.983689 = -165559.970016 nChanged 5 Deleting Class 86 (3 points): Lose 7.951220 but Gain 471.103910 Iteration 72Q (4.011443 sec): 10 clusters Score: Raw -171614.558065 + Penalty 5591.298134 = -166023.259931 nChanged 4 Deleting Class 25 (1 points): Lose 3.035102 but Gain 462.976337 Iteration 73Q (4.022503 sec): 9 clusters Score: Raw -171619.199914 + Penalty 5135.318383 = -166483.881530 nChanged 3 Deleting Class 12 (2 points): Lose 7.860670 but Gain 461.257296 Iteration 74Q (4.034300 sec): 8 clusters Score: Raw -171615.691155 + Penalty 4673.897993 = -166941.793162 nChanged 5 Deleting Class 26 (2 points): Lose 2.729027 but Gain 420.021112 Iteration 75Q (4.045639 sec): 7 clusters Score: Raw -171618.214207 + Penalty 4248.419324 = -167369.794883 nChanged 5 Deleting Class 82 (2 points): Lose 22.330657 but Gain 376.133790 Iteration 76Q (4.056890 sec): 6 clusters Score: Raw -171600.441150 + Penalty 3876.384340 = -167724.056811 nChanged 4 Iteration 77Q (4.068133 sec): 6 clusters Score: Raw -171604.678022 + Penalty 3878.006978 = -167726.671044 nChanged 2 Iteration 78Q (4.078599 sec): 6 clusters Score: Raw -171605.921751 + Penalty 3876.987063 = -167728.934688 nChanged 1 Iteration 79Q (4.088984 sec): 6 clusters Score: Raw -171606.561758 + Penalty 3876.987063 = -167729.574695 nChanged 0 Deleting Class 5 (133 points): Lose 1085.862279 but Gain 1111.297836 Iteration 80F (4.108873 sec): 5 clusters Score: Raw -170520.699480 + Penalty 2961.593738 = -167559.105741 nChanged 133 Iteration 81F (4.125900 sec): 5 clusters Score: Raw -171416.595090 + Penalty 2994.820140 = -168421.774950 nChanged 9 Iteration 82Q (4.136115 sec): 5 clusters Score: Raw -171426.939935 + Penalty 3000.327319 = -168426.612616 nChanged 4 Iteration 83Q (4.146458 sec): 5 clusters Score: Raw -171428.481293 + Penalty 3002.198858 = -168426.282435 nChanged 1 Iteration 84F (4.163527 sec): 5 clusters Score: Raw -171428.864353 + Penalty 3002.198858 = -168426.665495 nChanged 0 Writing temp clu file Memory request: 0.03 GB would take us to total of 0.06 GB. Compute initial score before splitting: Score: Raw -171428.864353 + Penalty 3002.198858 = -168426.665495Memory request: 0.03 GB would take us to total of 0.09 GB. Trying to split cluster 1 (6097 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.213765 sec): 2 clusters Score: Raw -169356.166975 + Penalty 253.955989 = -169102.210985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.225121 sec): 3 clusters Score: Raw -165290.949121 + Penalty 511.996647 = -164778.952474 nChanged 2776 SP:Iteration 1F (4.236582 sec): 3 clusters Score: Raw -166961.070648 + Penalty 502.684782 = -166458.385865 nChanged 1216 SP:Iteration 2F (4.253224 sec): 3 clusters Score: Raw -168503.135416 + Penalty 413.126270 = -168090.009146 nChanged 592 SP:Iteration 3F (4.264527 sec): 3 clusters Score: Raw -169219.088438 + Penalty 334.577937 = -168884.510501 nChanged 134 SP:Iteration 4Q (4.275110 sec): 3 clusters Score: Raw -169375.034105 + Penalty 317.759421 = -169057.274684 nChanged 31 SP:Iteration 5Q (4.283856 sec): 3 clusters Score: Raw -169404.154307 + Penalty 324.990982 = -169079.163325 nChanged 14 SP:Iteration 6Q (4.292651 sec): 3 clusters Score: Raw -169412.222379 + Penalty 332.344060 = -169079.878319 nChanged 7 SP:Iteration 7Q (4.301345 sec): 3 clusters Score: Raw -169417.486957 + Penalty 338.819792 = -169078.667165 nChanged 5 SP:Iteration 8F (4.312405 sec): 3 clusters Score: Raw -169420.202354 + Penalty 343.443436 = -169076.758918 nChanged 2 SP:Iteration 9F (4.323525 sec): 3 clusters Score: Raw -169421.955448 + Penalty 346.440495 = -169075.514953 nChanged 1 SP:Iteration 10F (4.334618 sec): 3 clusters Score: Raw -169424.311538 + Penalty 343.443436 = -169080.868102 nChanged 1 SP:Iteration 11Q (4.343250 sec): 3 clusters Score: Raw -169424.487253 + Penalty 343.443436 = -169081.043817 nChanged 0 SP:Iteration 12F (4.354156 sec): 3 clusters Score: Raw -169424.487253 + Penalty 343.443436 = -169081.043817 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 7 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.357604 sec): 2 clusters Score: Raw -1086.525081 + Penalty 22.852852 = -1063.672229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.357845 sec): 3 clusters Score: Raw -1069.561675 + Penalty 45.021724 = -1024.539952 nChanged 16 SP:Iteration 1F (4.358082 sec): 3 clusters Score: Raw -1086.216571 + Penalty 42.050153 = -1044.166419 nChanged 4 SP:Iteration 2F (4.358309 sec): 3 clusters Score: Raw -1088.673796 + Penalty 42.050153 = -1046.623643 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 8 (172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.359206 sec): 2 clusters Score: Raw -4430.923265 + Penalty 250.936305 = -4179.986960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.359738 sec): 3 clusters Score: Raw -4380.034947 + Penalty 505.921728 = -3874.113219 nChanged 39 SP:Iteration 1F (4.360245 sec): 3 clusters Score: Raw -4403.958833 + Penalty 512.558209 = -3891.400623 nChanged 13 SP:Iteration 2F (4.360753 sec): 3 clusters Score: Raw -4415.317243 + Penalty 522.446793 = -3892.870450 nChanged 10 SP:Iteration 3F (4.361259 sec): 3 clusters Score: Raw -4424.787619 + Penalty 534.365596 = -3890.422023 nChanged 11 SP:Iteration 4F (4.361763 sec): 3 clusters Score: Raw -4443.259047 + Penalty 563.783369 = -3879.475678 nChanged 18 SP:Iteration 5F (4.362286 sec): 3 clusters Score: Raw -4478.574237 + Penalty 618.262396 = -3860.311841 nChanged 11 SP:Iteration 6F (4.362797 sec): 3 clusters Score: Raw -4500.853988 + Penalty 642.925308 = -3857.928680 nChanged 2 SP:Iteration 7F (4.363300 sec): 3 clusters Score: Raw -4506.494213 + Penalty 642.925308 = -3863.568905 nChanged 0 Memory request: 0.00 GB would take us to total of 0.07 GB. Trying to split cluster 11 (298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.364588 sec): 2 clusters Score: Raw -7657.632093 + Penalty 539.476126 = -7118.155966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.365358 sec): 3 clusters Score: Raw -7564.228190 + Penalty 1097.497669 = -6466.730521 nChanged 71 SP:Iteration 1F (4.366122 sec): 3 clusters Score: Raw -7665.849357 + Penalty 1124.692064 = -6541.157293 nChanged 32 SP:Iteration 2F (4.366885 sec): 3 clusters Score: Raw -7726.842564 + Penalty 1140.670604 = -6586.171960 nChanged 13 SP:Iteration 3Q (4.367599 sec): 3 clusters Score: Raw -7759.535385 + Penalty 1165.355697 = -6594.179688 nChanged 12 SP:Iteration 4Q (4.368302 sec): 3 clusters Score: Raw -7786.794922 + Penalty 1171.496808 = -6615.298114 nChanged 6 SP:Iteration 5Q (4.368986 sec): 3 clusters Score: Raw -7808.620977 + Penalty 1171.297955 = -6637.323021 nChanged 5 SP:Iteration 6Q (4.369682 sec): 3 clusters Score: Raw -7823.685121 + Penalty 1168.086519 = -6655.598602 nChanged 2 SP:Iteration 7Q (4.370371 sec): 3 clusters Score: Raw -7828.746289 + Penalty 1163.965198 = -6664.781091 nChanged 3 SP:Iteration 8Q (4.371072 sec): 3 clusters Score: Raw -7835.681624 + Penalty 1166.777565 = -6668.904059 nChanged 3 SP:Iteration 9Q (4.371770 sec): 3 clusters Score: Raw -7842.612470 + Penalty 1171.776330 = -6670.836140 nChanged 2 SP:Iteration 10F (4.372573 sec): 3 clusters Score: Raw -7844.254709 + Penalty 1174.892974 = -6669.361735 nChanged 1 SP:Iteration 11F (4.373348 sec): 3 clusters Score: Raw -7845.575078 + Penalty 1177.626113 = -6667.948965 nChanged 1 SP:Iteration 12F (4.374119 sec): 3 clusters Score: Raw -7846.465872 + Penalty 1180.226859 = -6666.239014 nChanged 1 SP:Iteration 13F (4.374891 sec): 3 clusters Score: Raw -7848.249715 + Penalty 1180.226859 = -6668.022856 nChanged 0 Time taken for this iteration:4.190373 seconds. 300->5 Clusters: Score -168426.665495, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 85 (time per iteration =51.621718 ms) Total iterations: 295 (time per iteration =14.874054 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 473300625.000000 (time per metric unit =9.270738ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 11832515625.000000 (time per metric unit=370.829512ps) That took 4.387846 seconds. FileBase PeterP-2013-10-10_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 0.31 and 0.46 GB of RAM. Memory request: 0.15 GB would take us to total of 0.15 GB. ---------------------------------------------------------- Loaded 33491 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 33491 points ------ Starting initial clusters from distinct float masks Not enough masks (199) to generate starting clusters (300), so starting with (200) clusters instead. Assigned 200 initial classes from 199 unique masks. Deleting Class 172 (2 points): Lose 33.821264 but Gain 1622.046895 Iteration 0F (4.106300 sec): 199 clusters Score: Raw -1302213.550809 + Penalty 198923.615386 = -1103289.935423 nChanged 5897 Deleting Class 185 (2 points): Lose 44.313976 but Gain 1596.824841 Iteration 1F (7.198140 sec): 198 clusters Score: Raw -1314259.534740 + Penalty 195028.545937 = -1119230.988803 nChanged 2527 Deleting Class 116 (3 points): Lose 54.568682 but Gain 1604.707122 Iteration 2F (10.236815 sec): 196 clusters Score: Raw -1318826.389580 + Penalty 192835.021398 = -1125991.368182 nChanged 1851 Deleting Class 162 (1 points): Lose 23.365311 but Gain 1522.028014 Iteration 3F (13.250452 sec): 195 clusters Score: Raw -1321522.490505 + Penalty 191078.335008 = -1130444.155497 nChanged 1365 Deleting Class 78 (1 points): Lose 26.600875 but Gain 1523.601469 Iteration 4Q (13.621387 sec): 194 clusters Score: Raw -1323111.837674 + Penalty 189316.314043 = -1133795.523630 nChanged 1051 Deleting Class 170 (2 points): Lose 41.844606 but Gain 1536.525146 Iteration 5Q (13.955737 sec): 193 clusters Score: Raw -1324149.741316 + Penalty 187681.793101 = -1136467.948214 nChanged 834 Deleting Class 184 (5 points): Lose 72.395646 but Gain 1555.620815 Iteration 6Q (14.254991 sec): 192 clusters Score: Raw -1324957.006028 + Penalty 186088.115359 = -1138868.890669 nChanged 692 Deleting Class 106 (7 points): Lose 122.964751 but Gain 1606.000319 Iteration 7Q (14.535297 sec): 191 clusters Score: Raw -1325621.679671 + Penalty 184639.928316 = -1140981.751355 nChanged 624 Deleting Class 119 (2 points): Lose 25.972035 but Gain 1504.550779 Iteration 8Q (14.802795 sec): 190 clusters Score: Raw -1326279.551110 + Penalty 183134.815347 = -1143144.735763 nChanged 604 Deleting Class 147 (2 points): Lose 35.459688 but Gain 1507.362677 Iteration 9Q (15.075542 sec): 189 clusters Score: Raw -1326948.664869 + Penalty 181621.059438 = -1145327.605430 nChanged 546 Deleting Class 109 (2 points): Lose 29.923567 but Gain 1488.280471 Iteration 10F (17.990508 sec): 188 clusters Score: Raw -1327886.983808 + Penalty 180033.814215 = -1147853.169593 nChanged 594 Deleting Class 187 (1 points): Lose 5.255640 but Gain 1460.195275 Iteration 11Q (18.254763 sec): 187 clusters Score: Raw -1329054.387811 + Penalty 178349.230425 = -1150705.157386 nChanged 531 Deleting Class 93 (4 points): Lose 46.895850 but Gain 1492.133721 Iteration 12Q (18.510344 sec): 186 clusters Score: Raw -1329947.262716 + Penalty 176853.909258 = -1153093.353458 nChanged 443 Deleting Class 146 (1 points): Lose 7.255077 but Gain 1449.985793 Iteration 13Q (18.754928 sec): 185 clusters Score: Raw -1330524.305270 + Penalty 175425.629944 = -1155098.675326 nChanged 310 Deleting Class 167 (1 points): Lose 1.769325 but Gain 1439.558844 Iteration 14Q (18.988010 sec): 184 clusters Score: Raw -1330762.429605 + Penalty 174018.902127 = -1156743.527477 nChanged 225 Deleting Class 165 (4 points): Lose 116.431485 but Gain 1553.956857 Iteration 15Q (19.207573 sec): 183 clusters Score: Raw -1330838.796270 + Penalty 172517.017694 = -1158321.778575 nChanged 192 Deleting Class 163 (1 points): Lose 18.568074 but Gain 1420.115170 Iteration 16Q (19.420803 sec): 182 clusters Score: Raw -1330955.301813 + Penalty 171198.205483 = -1159757.096330 nChanged 164 Deleting Class 198 (1 points): Lose 1.783243 but Gain 1371.678088 Iteration 17Q (19.632740 sec): 181 clusters Score: Raw -1331085.639206 + Penalty 169826.377725 = -1161259.261480 nChanged 141 Deleting Class 128 (5 points): Lose 77.059900 but Gain 1436.182211 Iteration 18Q (19.841315 sec): 180 clusters Score: Raw -1331086.735819 + Penalty 168430.434733 = -1162656.301086 nChanged 156 Deleting Class 83 (2 points): Lose 21.792095 but Gain 1369.976475 Iteration 19Q (20.048804 sec): 179 clusters Score: Raw -1331167.882245 + Penalty 167096.917224 = -1164070.965020 nChanged 152 Writing temp clu file Memory request: 0.15 GB would take us to total of 0.31 GB. Compute initial score before splitting: Score: Raw -1331167.882245 + Penalty 167096.917224 = -1164070.965020Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 1 (1700 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.168527 sec): 2 clusters Score: Raw -68616.414663 + Penalty 101.025872 = -68515.388791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.171741 sec): 3 clusters Score: Raw -67507.204622 + Penalty 196.591314 = -67310.613307 nChanged 777 SP:Iteration 1F (20.174933 sec): 3 clusters Score: Raw -68221.735438 + Penalty 190.630692 = -68031.104746 nChanged 229 SP:Iteration 2F (20.178257 sec): 3 clusters Score: Raw -68756.641672 + Penalty 192.917023 = -68563.724649 nChanged 143 SP:Iteration 3F (20.181652 sec): 3 clusters Score: Raw -69021.543275 + Penalty 194.029860 = -68827.513414 nChanged 103 SP:Iteration 4F (20.184800 sec): 3 clusters Score: Raw -69561.353842 + Penalty 197.730240 = -69363.623602 nChanged 88 SP:Iteration 5F (20.187945 sec): 3 clusters Score: Raw -69642.848540 + Penalty 199.881603 = -69442.966937 nChanged 42 SP:Iteration 6Q (20.190841 sec): 3 clusters Score: Raw -69667.276930 + Penalty 200.997699 = -69466.279231 nChanged 23 SP:Iteration 7Q (20.193607 sec): 3 clusters Score: Raw -69678.451683 + Penalty 202.219160 = -69476.232523 nChanged 27 SP:Iteration 8Q (20.196466 sec): 3 clusters Score: Raw -69691.872317 + Penalty 203.120394 = -69488.751923 nChanged 22 SP:Iteration 9Q (20.199311 sec): 3 clusters Score: Raw -69701.112446 + Penalty 203.810238 = -69497.302209 nChanged 20 SP:Iteration 10F (20.202452 sec): 3 clusters Score: Raw -69707.471543 + Penalty 204.112231 = -69503.359312 nChanged 13 SP:Iteration 11Q (20.205232 sec): 3 clusters Score: Raw -69710.926459 + Penalty 204.475753 = -69506.450706 nChanged 12 SP:Iteration 12Q (20.208035 sec): 3 clusters Score: Raw -69713.057434 + Penalty 204.660582 = -69508.396853 nChanged 5 SP:Iteration 13Q (20.210834 sec): 3 clusters Score: Raw -69713.483869 + Penalty 204.744916 = -69508.738954 nChanged 3 SP:Iteration 14Q (20.213657 sec): 3 clusters Score: Raw -69713.668339 + Penalty 204.784080 = -69508.884259 nChanged 1 SP:Iteration 15Q (20.216810 sec): 3 clusters Score: Raw -69713.701793 + Penalty 204.833301 = -69508.868493 nChanged 1 SP:Iteration 16F (20.220228 sec): 3 clusters Score: Raw -69713.762417 + Penalty 204.833301 = -69508.929116 nChanged 0 Score: Raw -1358566.318496 + Penalty 167242.321521 = -1191323.996975 Splitting cluster 1 changes total score from -1164070.965020 to -1191323.996975 So it's getting split into cluster 78. Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 2 (812 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.032510 sec): 2 clusters Score: Raw -35762.498891 + Penalty 568.251747 = -35194.247145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.034177 sec): 3 clusters Score: Raw -35400.944773 + Penalty 1134.676669 = -34266.268104 nChanged 294 SP:Iteration 1F (23.035798 sec): 3 clusters Score: Raw -35590.279573 + Penalty 1134.771102 = -34455.508471 nChanged 86 SP:Iteration 2F (23.037402 sec): 3 clusters Score: Raw -35676.483659 + Penalty 1135.222197 = -34541.261463 nChanged 56 SP:Iteration 3F (23.038980 sec): 3 clusters Score: Raw -35738.395168 + Penalty 1134.951253 = -34603.443915 nChanged 45 SP:Iteration 4F (23.040653 sec): 3 clusters Score: Raw -35792.419570 + Penalty 1135.011697 = -34657.407873 nChanged 33 SP:Iteration 5Q (23.042194 sec): 3 clusters Score: Raw -35824.034630 + Penalty 1135.323493 = -34688.711137 nChanged 28 SP:Iteration 6Q (23.043742 sec): 3 clusters Score: Raw -35856.150258 + Penalty 1135.773678 = -34720.376580 nChanged 26 SP:Iteration 7Q (23.045311 sec): 3 clusters Score: Raw -35887.355404 + Penalty 1136.072744 = -34751.282660 nChanged 27 SP:Iteration 8Q (23.046851 sec): 3 clusters Score: Raw -35925.237184 + Penalty 1135.934314 = -34789.302870 nChanged 29 SP:Iteration 9Q (23.048518 sec): 3 clusters Score: Raw -35973.111962 + Penalty 1136.412367 = -34836.699595 nChanged 29 SP:Iteration 10F (23.050260 sec): 3 clusters Score: Raw -36052.758153 + Penalty 1136.906339 = -34915.851814 nChanged 36 SP:Iteration 11Q (23.051723 sec): 3 clusters Score: Raw -36262.106204 + Penalty 1136.239792 = -35125.866412 nChanged 27 SP:Iteration 12Q (23.053175 sec): 3 clusters Score: Raw -36301.348543 + Penalty 1135.280487 = -35166.068057 nChanged 19 SP:Iteration 13Q (23.054610 sec): 3 clusters Score: Raw -36324.734795 + Penalty 1135.060129 = -35189.674666 nChanged 22 SP:Iteration 14Q (23.056037 sec): 3 clusters Score: Raw -36353.156737 + Penalty 1135.281212 = -35217.875525 nChanged 19 SP:Iteration 15Q (23.057489 sec): 3 clusters Score: Raw -36376.977219 + Penalty 1136.574085 = -35240.403134 nChanged 23 SP:Iteration 16Q (23.058907 sec): 3 clusters Score: Raw -36417.387267 + Penalty 1139.281106 = -35278.106161 nChanged 24 SP:Iteration 17Q (23.060319 sec): 3 clusters Score: Raw -36455.195069 + Penalty 1141.608255 = -35313.586814 nChanged 12 SP:Iteration 18Q (23.061694 sec): 3 clusters Score: Raw -36478.171048 + Penalty 1145.541031 = -35332.630017 nChanged 13 SP:Iteration 19Q (23.063115 sec): 3 clusters Score: Raw -36528.207487 + Penalty 1148.575557 = -35379.631930 nChanged 10 SP:Iteration 20F (23.064732 sec): 3 clusters Score: Raw -36548.162674 + Penalty 1150.006306 = -35398.156367 nChanged 11 SP:Iteration 21Q (23.066086 sec): 3 clusters Score: Raw -36561.055224 + Penalty 1151.713813 = -35409.341411 nChanged 10 SP:Iteration 22Q (23.067444 sec): 3 clusters Score: Raw -36576.371255 + Penalty 1153.454006 = -35422.917248 nChanged 9 SP:Iteration 23Q (23.068791 sec): 3 clusters Score: Raw -36592.802682 + Penalty 1154.863755 = -35437.938927 nChanged 13 SP:Iteration 24Q (23.070134 sec): 3 clusters Score: Raw -36632.833248 + Penalty 1155.678672 = -35477.154576 nChanged 10 SP:Iteration 25Q (23.071475 sec): 3 clusters Score: Raw -36675.410981 + Penalty 1154.500256 = -35520.910725 nChanged 6 SP:Iteration 26Q (23.072783 sec): 3 clusters Score: Raw -36710.822878 + Penalty 1153.455687 = -35557.367191 nChanged 5 SP:Iteration 27Q (23.074073 sec): 3 clusters Score: Raw -36748.039944 + Penalty 1152.815384 = -35595.224560 nChanged 7 SP:Iteration 28Q (23.075362 sec): 3 clusters Score: Raw -36822.334625 + Penalty 1151.941981 = -35670.392644 nChanged 4 SP:Iteration 29Q (23.076637 sec): 3 clusters Score: Raw -36860.173158 + Penalty 1151.941981 = -35708.231177 nChanged 0 SP:Iteration 30F (23.078235 sec): 3 clusters Score: Raw -36860.173158 + Penalty 1151.941981 = -35708.231177 nChanged 0 Score: Raw -1359663.995055 + Penalty 168150.073881 = -1191513.921174 Splitting cluster 2 changes total score from -1164070.965020 to -1191513.921174 So it's getting split into cluster 83. Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 3 (231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.846411 sec): 2 clusters Score: Raw -10671.005344 + Penalty 176.377141 = -10494.628202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.847054 sec): 3 clusters Score: Raw -10543.189933 + Penalty 351.974900 = -10191.215033 nChanged 75 SP:Iteration 1F (25.847686 sec): 3 clusters Score: Raw -10572.078053 + Penalty 351.641639 = -10220.436414 nChanged 22 SP:Iteration 2F (25.848307 sec): 3 clusters Score: Raw -10584.847265 + Penalty 351.350888 = -10233.496377 nChanged 12 SP:Iteration 3F (25.848937 sec): 3 clusters Score: Raw -10588.575908 + Penalty 351.306881 = -10237.269027 nChanged 7 SP:Iteration 4Q (25.849565 sec): 3 clusters Score: Raw -10591.655336 + Penalty 352.312666 = -10239.342669 nChanged 6 SP:Iteration 5Q (25.850174 sec): 3 clusters Score: Raw -10593.686651 + Penalty 353.402456 = -10240.284195 nChanged 6 SP:Iteration 6Q (25.850783 sec): 3 clusters Score: Raw -10595.511759 + Penalty 354.272161 = -10241.239598 nChanged 6 SP:Iteration 7Q (25.851395 sec): 3 clusters Score: Raw -10598.396477 + Penalty 354.948388 = -10243.448089 nChanged 6 SP:Iteration 8Q (25.852008 sec): 3 clusters Score: Raw -10601.145829 + Penalty 355.850915 = -10245.294915 nChanged 4 SP:Iteration 9Q (25.852643 sec): 3 clusters Score: Raw -10602.616330 + Penalty 356.715208 = -10245.901122 nChanged 3 SP:Iteration 10F (25.853274 sec): 3 clusters Score: Raw -10603.235744 + Penalty 356.990888 = -10246.244856 nChanged 1 SP:Iteration 11Q (25.853894 sec): 3 clusters Score: Raw -10603.411061 + Penalty 357.525241 = -10245.885820 nChanged 1 SP:Iteration 12F (25.854525 sec): 3 clusters Score: Raw -10603.560891 + Penalty 358.293157 = -10245.267734 nChanged 3 SP:Iteration 13F (25.855145 sec): 3 clusters Score: Raw -10605.741841 + Penalty 359.118230 = -10246.623611 nChanged 3 SP:Iteration 14Q (25.855782 sec): 3 clusters Score: Raw -10607.007467 + Penalty 361.534842 = -10245.472625 nChanged 5 SP:Iteration 15F (25.856392 sec): 3 clusters Score: Raw -10608.979202 + Penalty 363.245022 = -10245.734180 nChanged 4 SP:Iteration 16Q (25.857004 sec): 3 clusters Score: Raw -10610.553530 + Penalty 369.318813 = -10241.234716 nChanged 9 SP:Iteration 17F (25.857616 sec): 3 clusters Score: Raw -10618.277000 + Penalty 380.564169 = -10237.712831 nChanged 11 SP:Iteration 18F (25.858228 sec): 3 clusters Score: Raw -10631.269571 + Penalty 387.959226 = -10243.310345 nChanged 8 SP:Iteration 19Q (25.858839 sec): 3 clusters Score: Raw -10638.088853 + Penalty 388.702027 = -10249.386826 nChanged 5 SP:Iteration 20F (25.859454 sec): 3 clusters Score: Raw -10642.585654 + Penalty 399.368770 = -10243.216884 nChanged 8 SP:Iteration 21F (25.860065 sec): 3 clusters Score: Raw -10647.439568 + Penalty 406.147352 = -10241.292216 nChanged 3 SP:Iteration 22F (25.860715 sec): 3 clusters Score: Raw -10648.511276 + Penalty 413.309263 = -10235.202013 nChanged 4 SP:Iteration 23F (25.861349 sec): 3 clusters Score: Raw -10652.390053 + Penalty 432.611976 = -10219.778077 nChanged 7 SP:Iteration 24F (25.861983 sec): 3 clusters Score: Raw -10661.250558 + Penalty 449.080709 = -10212.169849 nChanged 5 SP:Iteration 25F (25.862612 sec): 3 clusters Score: Raw -10666.554735 + Penalty 453.387873 = -10213.166861 nChanged 2 SP:Iteration 26Q (25.863241 sec): 3 clusters Score: Raw -10667.742637 + Penalty 458.055096 = -10209.687541 nChanged 2 SP:Iteration 27F (25.863873 sec): 3 clusters Score: Raw -10668.963819 + Penalty 458.055096 = -10210.908723 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 4 (1430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.868284 sec): 2 clusters Score: Raw -61491.925163 + Penalty 476.678705 = -61015.246458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.871072 sec): 3 clusters Score: Raw -60750.302653 + Penalty 958.217922 = -59792.084730 nChanged 562 SP:Iteration 1F (25.873777 sec): 3 clusters Score: Raw -61125.438114 + Penalty 968.943649 = -60156.494465 nChanged 186 SP:Iteration 2F (25.876406 sec): 3 clusters Score: Raw -61307.308508 + Penalty 984.603683 = -60322.704825 nChanged 134 SP:Iteration 3F (25.879030 sec): 3 clusters Score: Raw -61432.409643 + Penalty 1002.135618 = -60430.274025 nChanged 77 SP:Iteration 4F (25.881664 sec): 3 clusters Score: Raw -61489.068693 + Penalty 1010.420772 = -60478.647921 nChanged 41 SP:Iteration 5Q (25.884278 sec): 3 clusters Score: Raw -61515.341890 + Penalty 1012.836835 = -60502.505055 nChanged 25 SP:Iteration 6Q (25.886888 sec): 3 clusters Score: Raw -61530.107001 + Penalty 1014.536026 = -60515.570975 nChanged 18 SP:Iteration 7Q (25.889586 sec): 3 clusters Score: Raw -61540.932343 + Penalty 1014.530334 = -60526.402009 nChanged 13 SP:Iteration 8Q (25.892264 sec): 3 clusters Score: Raw -61545.624288 + Penalty 1015.760235 = -60529.864054 nChanged 6 SP:Iteration 9Q (25.894845 sec): 3 clusters Score: Raw -61548.476518 + Penalty 1017.609800 = -60530.866719 nChanged 8 SP:Iteration 10F (25.897486 sec): 3 clusters Score: Raw -61553.579630 + Penalty 1019.401502 = -60534.178128 nChanged 3 SP:Iteration 11Q (25.900072 sec): 3 clusters Score: Raw -61554.982272 + Penalty 1021.868836 = -60533.113436 nChanged 3 SP:Iteration 12F (25.902794 sec): 3 clusters Score: Raw -61556.236299 + Penalty 1020.919273 = -60535.317026 nChanged 1 SP:Iteration 13Q (25.905367 sec): 3 clusters Score: Raw -61558.037125 + Penalty 1020.919273 = -60537.117852 nChanged 0 SP:Iteration 14F (25.907988 sec): 3 clusters Score: Raw -61558.037125 + Penalty 1020.919273 = -60537.117852 nChanged 0 Memory request: 0.06 GB would take us to total of 0.37 GB. Trying to split cluster 5 (12314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.961948 sec): 2 clusters Score: Raw -523578.568914 + Penalty 167.287327 = -523411.281587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.985347 sec): 3 clusters Score: Raw -515330.549662 + Penalty 347.867800 = -514982.681862 nChanged 5859 SP:Iteration 1F (26.008060 sec): 3 clusters Score: Raw -520211.486260 + Penalty 362.155504 = -519849.330756 nChanged 1780 SP:Iteration 2F (26.030574 sec): 3 clusters Score: Raw -522155.810321 + Penalty 348.788856 = -521807.021464 nChanged 836 SP:Iteration 3F (26.053378 sec): 3 clusters Score: Raw -523066.751802 + Penalty 324.352614 = -522742.399188 nChanged 313 SP:Iteration 4Q (26.076232 sec): 3 clusters Score: Raw -523409.325323 + Penalty 312.213354 = -523097.111969 nChanged 91 SP:Iteration 5Q (26.094970 sec): 3 clusters Score: Raw -523497.369055 + Penalty 303.469724 = -523193.899331 nChanged 45 SP:Iteration 6Q (26.112525 sec): 3 clusters Score: Raw -523520.411166 + Penalty 300.924596 = -523219.486570 nChanged 38 SP:Iteration 7Q (26.130045 sec): 3 clusters Score: Raw -523538.025315 + Penalty 293.517014 = -523244.508301 nChanged 33 SP:Iteration 8Q (26.147638 sec): 3 clusters Score: Raw -523559.588857 + Penalty 293.717894 = -523265.870962 nChanged 42 SP:Iteration 9Q (26.165261 sec): 3 clusters Score: Raw -523611.859240 + Penalty 286.665066 = -523325.194174 nChanged 28 SP:Iteration 10F (26.188063 sec): 3 clusters Score: Raw -523671.066630 + Penalty 296.704113 = -523374.362517 nChanged 8 SP:Iteration 11Q (26.205552 sec): 3 clusters Score: Raw -523685.564106 + Penalty 303.478262 = -523382.085845 nChanged 4 SP:Iteration 12Q (26.223234 sec): 3 clusters Score: Raw -523687.269215 + Penalty 303.478262 = -523383.790953 nChanged 0 SP:Iteration 13F (26.245539 sec): 3 clusters Score: Raw -523687.269215 + Penalty 303.478262 = -523383.790953 nChanged 0 Memory request: 0.02 GB would take us to total of 0.33 GB. Trying to split cluster 6 (4456 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.272632 sec): 2 clusters Score: Raw -194649.365657 + Penalty 67.619584 = -194581.746073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.280982 sec): 3 clusters Score: Raw -191685.671405 + Penalty 140.177182 = -191545.494222 nChanged 2136 SP:Iteration 1F (26.289117 sec): 3 clusters Score: Raw -193470.915801 + Penalty 145.377759 = -193325.538042 nChanged 497 SP:Iteration 2F (26.297316 sec): 3 clusters Score: Raw -193733.789477 + Penalty 149.535696 = -193584.253780 nChanged 251 SP:Iteration 3F (26.305303 sec): 3 clusters Score: Raw -193897.735480 + Penalty 153.676889 = -193744.058591 nChanged 194 SP:Iteration 4Q (26.313325 sec): 3 clusters Score: Raw -194076.050763 + Penalty 157.360785 = -193918.689978 nChanged 142 SP:Iteration 5Q (26.321243 sec): 3 clusters Score: Raw -194223.001203 + Penalty 159.604188 = -194063.397015 nChanged 119 SP:Iteration 6Q (26.328771 sec): 3 clusters Score: Raw -194307.510851 + Penalty 161.890398 = -194145.620453 nChanged 110 SP:Iteration 7Q (26.336236 sec): 3 clusters Score: Raw -194375.253036 + Penalty 165.921218 = -194209.331818 nChanged 110 SP:Iteration 8Q (26.343427 sec): 3 clusters Score: Raw -194442.597151 + Penalty 171.271088 = -194271.326063 nChanged 94 SP:Iteration 9Q (26.350485 sec): 3 clusters Score: Raw -194502.025524 + Penalty 176.389240 = -194325.636284 nChanged 78 SP:Iteration 10F (26.358573 sec): 3 clusters Score: Raw -194550.014797 + Penalty 181.944055 = -194368.070742 nChanged 68 SP:Iteration 11Q (26.365528 sec): 3 clusters Score: Raw -194588.585382 + Penalty 185.586064 = -194402.999317 nChanged 43 SP:Iteration 12Q (26.372412 sec): 3 clusters Score: Raw -194608.898763 + Penalty 190.170862 = -194418.727901 nChanged 32 SP:Iteration 13Q (26.379487 sec): 3 clusters Score: Raw -194622.079720 + Penalty 193.482147 = -194428.597572 nChanged 28 SP:Iteration 14Q (26.386576 sec): 3 clusters Score: Raw -194635.587052 + Penalty 200.167674 = -194435.419378 nChanged 20 SP:Iteration 15Q (26.393630 sec): 3 clusters Score: Raw -194644.245157 + Penalty 200.072649 = -194444.172508 nChanged 10 SP:Iteration 16Q (26.400334 sec): 3 clusters Score: Raw -194650.459286 + Penalty 203.449412 = -194447.009874 nChanged 14 SP:Iteration 17Q (26.406919 sec): 3 clusters Score: Raw -194658.857010 + Penalty 205.667127 = -194453.189883 nChanged 12 SP:Iteration 18Q (26.413455 sec): 3 clusters Score: Raw -194667.731857 + Penalty 204.546744 = -194463.185113 nChanged 7 SP:Iteration 19Q (26.419933 sec): 3 clusters Score: Raw -194673.563008 + Penalty 206.513062 = -194467.049946 nChanged 7 SP:Iteration 20F (26.428153 sec): 3 clusters Score: Raw -194676.299375 + Penalty 207.577193 = -194468.722182 nChanged 3 SP:Iteration 21Q (26.434758 sec): 3 clusters Score: Raw -194676.877137 + Penalty 207.577193 = -194469.299944 nChanged 0 SP:Iteration 22F (26.442957 sec): 3 clusters Score: Raw -194676.877137 + Penalty 207.577193 = -194469.299944 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 7 (1886 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.455184 sec): 2 clusters Score: Raw -86546.269494 + Penalty 375.811397 = -86170.458097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.458749 sec): 3 clusters Score: Raw -85406.443924 + Penalty 750.943319 = -84655.500604 nChanged 758 SP:Iteration 1F (26.462552 sec): 3 clusters Score: Raw -85810.175634 + Penalty 751.792720 = -85058.382914 nChanged 223 SP:Iteration 2F (26.466095 sec): 3 clusters Score: Raw -85935.705262 + Penalty 752.876594 = -85182.828668 nChanged 160 SP:Iteration 3F (26.469578 sec): 3 clusters Score: Raw -86035.034508 + Penalty 755.461363 = -85279.573146 nChanged 120 SP:Iteration 4F (26.473115 sec): 3 clusters Score: Raw -86105.505121 + Penalty 760.715183 = -85344.789938 nChanged 112 SP:Iteration 5F (26.477057 sec): 3 clusters Score: Raw -86174.895639 + Penalty 768.171947 = -85406.723693 nChanged 97 SP:Iteration 6F (26.480654 sec): 3 clusters Score: Raw -86234.057931 + Penalty 777.205487 = -85456.852444 nChanged 76 SP:Iteration 7Q (26.484095 sec): 3 clusters Score: Raw -86281.275136 + Penalty 787.586999 = -85493.688136 nChanged 69 SP:Iteration 8Q (26.487597 sec): 3 clusters Score: Raw -86327.252098 + Penalty 797.457586 = -85529.794512 nChanged 64 SP:Iteration 9Q (26.490975 sec): 3 clusters Score: Raw -86372.171536 + Penalty 812.051476 = -85560.120060 nChanged 75 SP:Iteration 10F (26.494531 sec): 3 clusters Score: Raw -86434.667538 + Penalty 828.174102 = -85606.493436 nChanged 50 SP:Iteration 11Q (26.498004 sec): 3 clusters Score: Raw -86469.711481 + Penalty 856.289019 = -85613.422461 nChanged 48 SP:Iteration 12Q (26.501211 sec): 3 clusters Score: Raw -86508.360746 + Penalty 888.471432 = -85619.889314 nChanged 48 SP:Iteration 13Q (26.504287 sec): 3 clusters Score: Raw -86565.074538 + Penalty 930.031471 = -85635.043067 nChanged 36 SP:Iteration 14Q (26.507288 sec): 3 clusters Score: Raw -86615.003718 + Penalty 947.860733 = -85667.142985 nChanged 19 SP:Iteration 15Q (26.510260 sec): 3 clusters Score: Raw -86637.351080 + Penalty 956.809654 = -85680.541427 nChanged 13 SP:Iteration 16Q (26.513155 sec): 3 clusters Score: Raw -86647.168980 + Penalty 962.834391 = -85684.334590 nChanged 12 SP:Iteration 17Q (26.515987 sec): 3 clusters Score: Raw -86654.734413 + Penalty 969.376808 = -85685.357606 nChanged 8 SP:Iteration 18Q (26.518804 sec): 3 clusters Score: Raw -86663.175510 + Penalty 973.350452 = -85689.825058 nChanged 5 SP:Iteration 19Q (26.521809 sec): 3 clusters Score: Raw -86666.410470 + Penalty 972.416671 = -85693.993799 nChanged 4 SP:Iteration 20F (26.525297 sec): 3 clusters Score: Raw -86669.357912 + Penalty 971.783579 = -85697.574333 nChanged 2 SP:Iteration 21Q (26.528088 sec): 3 clusters Score: Raw -86670.321857 + Penalty 972.955000 = -85697.366858 nChanged 4 SP:Iteration 22F (26.531583 sec): 3 clusters Score: Raw -86673.709856 + Penalty 974.198381 = -85699.511475 nChanged 1 SP:Iteration 23Q (26.534382 sec): 3 clusters Score: Raw -86674.506154 + Penalty 975.886631 = -85698.619523 nChanged 2 SP:Iteration 24F (26.537852 sec): 3 clusters Score: Raw -86675.278984 + Penalty 975.886631 = -85699.392353 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 8 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.543544 sec): 2 clusters Score: Raw -109.964622 + Penalty 90.074874 = -19.889749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.543775 sec): 3 clusters Score: Raw -100.635224 + Penalty 180.149747 = 79.514523 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 9 (163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.544711 sec): 2 clusters Score: Raw -6791.382218 + Penalty 123.389023 = -6667.993196 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.545225 sec): 3 clusters Score: Raw -6716.540548 + Penalty 246.810687 = -6469.729861 nChanged 56 SP:Iteration 1F (26.545723 sec): 3 clusters Score: Raw -6777.448809 + Penalty 258.415808 = -6519.033001 nChanged 22 SP:Iteration 2F (26.546228 sec): 3 clusters Score: Raw -6799.128556 + Penalty 267.464272 = -6531.664283 nChanged 9 SP:Iteration 3F (26.546725 sec): 3 clusters Score: Raw -6808.528017 + Penalty 270.355452 = -6538.172566 nChanged 6 SP:Iteration 4Q (26.547224 sec): 3 clusters Score: Raw -6821.129533 + Penalty 271.910359 = -6549.219173 nChanged 1 SP:Iteration 5Q (26.547714 sec): 3 clusters Score: Raw -6821.404321 + Penalty 273.854629 = -6547.549693 nChanged 1 SP:Iteration 6F (26.548217 sec): 3 clusters Score: Raw -6821.739226 + Penalty 274.377495 = -6547.361731 nChanged 1 SP:Iteration 7F (26.548703 sec): 3 clusters Score: Raw -6821.999299 + Penalty 274.377495 = -6547.621805 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 10 (2351 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.556655 sec): 2 clusters Score: Raw -101004.968992 + Penalty 93.586063 = -100911.382929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.561035 sec): 3 clusters Score: Raw -99481.980259 + Penalty 188.322107 = -99293.658152 nChanged 1078 SP:Iteration 1F (26.565551 sec): 3 clusters Score: Raw -100497.002554 + Penalty 192.103151 = -100304.899403 nChanged 264 SP:Iteration 2F (26.570097 sec): 3 clusters Score: Raw -100772.750849 + Penalty 194.129420 = -100578.621429 nChanged 178 SP:Iteration 3F (26.574435 sec): 3 clusters Score: Raw -100992.128997 + Penalty 194.849680 = -100797.279317 nChanged 149 SP:Iteration 4F (26.579121 sec): 3 clusters Score: Raw -101161.226810 + Penalty 195.202230 = -100966.024580 nChanged 119 SP:Iteration 5F (26.583544 sec): 3 clusters Score: Raw -101280.397480 + Penalty 193.837764 = -101086.559715 nChanged 93 SP:Iteration 6Q (26.587693 sec): 3 clusters Score: Raw -101364.156882 + Penalty 193.320533 = -101170.836349 nChanged 63 SP:Iteration 7Q (26.591839 sec): 3 clusters Score: Raw -101405.179547 + Penalty 192.972074 = -101212.207474 nChanged 40 SP:Iteration 8Q (26.595956 sec): 3 clusters Score: Raw -101430.784059 + Penalty 192.533089 = -101238.250971 nChanged 29 SP:Iteration 9Q (26.600098 sec): 3 clusters Score: Raw -101445.307971 + Penalty 192.550211 = -101252.757760 nChanged 15 SP:Iteration 10F (26.604358 sec): 3 clusters Score: Raw -101449.073516 + Penalty 192.620443 = -101256.453072 nChanged 9 SP:Iteration 11Q (26.608365 sec): 3 clusters Score: Raw -101450.565285 + Penalty 192.911893 = -101257.653391 nChanged 7 SP:Iteration 12Q (26.612330 sec): 3 clusters Score: Raw -101451.276300 + Penalty 192.975535 = -101258.300765 nChanged 3 SP:Iteration 13Q (26.616391 sec): 3 clusters Score: Raw -101451.436079 + Penalty 193.045387 = -101258.390693 nChanged 4 SP:Iteration 14Q (26.620366 sec): 3 clusters Score: Raw -101451.761426 + Penalty 193.214989 = -101258.546436 nChanged 5 SP:Iteration 15Q (26.624321 sec): 3 clusters Score: Raw -101452.121007 + Penalty 193.159419 = -101258.961588 nChanged 2 SP:Iteration 16Q (26.628239 sec): 3 clusters Score: Raw -101452.152257 + Penalty 193.159419 = -101258.992838 nChanged 0 SP:Iteration 17F (26.632604 sec): 3 clusters Score: Raw -101452.152257 + Penalty 193.159419 = -101258.992838 nChanged 0 Score: Raw -1360111.182648 + Penalty 168283.722209 = -1191827.460439 Splitting cluster 10 changes total score from -1164070.965020 to -1191827.460439 So it's getting split into cluster 93. Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 11 (484 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.441517 sec): 2 clusters Score: Raw -21161.652305 + Penalty 215.431503 = -20946.220802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.442619 sec): 3 clusters Score: Raw -20902.007139 + Penalty 419.365100 = -20482.642040 nChanged 167 SP:Iteration 1F (29.443687 sec): 3 clusters Score: Raw -21044.474651 + Penalty 410.191823 = -20634.282828 nChanged 58 SP:Iteration 2F (29.444774 sec): 3 clusters Score: Raw -21112.278305 + Penalty 405.488344 = -20706.789960 nChanged 36 SP:Iteration 3F (29.445841 sec): 3 clusters Score: Raw -21152.885216 + Penalty 410.678308 = -20742.206908 nChanged 19 SP:Iteration 4Q (29.446855 sec): 3 clusters Score: Raw -21176.819595 + Penalty 413.229349 = -20763.590246 nChanged 13 SP:Iteration 5Q (29.447859 sec): 3 clusters Score: Raw -21187.029661 + Penalty 415.198527 = -20771.831135 nChanged 12 SP:Iteration 6Q (29.448870 sec): 3 clusters Score: Raw -21192.959369 + Penalty 415.771696 = -20777.187673 nChanged 7 SP:Iteration 7Q (29.449878 sec): 3 clusters Score: Raw -21197.547204 + Penalty 419.091327 = -20778.455877 nChanged 10 SP:Iteration 8Q (29.450920 sec): 3 clusters Score: Raw -21202.979888 + Penalty 424.475895 = -20778.503993 nChanged 9 SP:Iteration 9Q (29.451959 sec): 3 clusters Score: Raw -21207.322408 + Penalty 425.664563 = -20781.657845 nChanged 2 SP:Iteration 10F (29.453076 sec): 3 clusters Score: Raw -21208.264996 + Penalty 426.631591 = -20781.633405 nChanged 1 SP:Iteration 11F (29.454172 sec): 3 clusters Score: Raw -21208.385435 + Penalty 426.631591 = -20781.753844 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 12 (463 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.455912 sec): 2 clusters Score: Raw -19629.052833 + Penalty 580.567676 = -19048.485157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.456920 sec): 3 clusters Score: Raw -19481.758829 + Penalty 1164.384690 = -18317.374139 nChanged 134 SP:Iteration 1F (29.457931 sec): 3 clusters Score: Raw -19651.182988 + Penalty 1164.998031 = -18486.184957 nChanged 41 SP:Iteration 2F (29.458923 sec): 3 clusters Score: Raw -19752.415149 + Penalty 1164.233478 = -18588.181672 nChanged 30 SP:Iteration 3F (29.459914 sec): 3 clusters Score: Raw -19814.572700 + Penalty 1162.509282 = -18652.063418 nChanged 22 SP:Iteration 4Q (29.460859 sec): 3 clusters Score: Raw -19842.043110 + Penalty 1161.356424 = -18680.686686 nChanged 24 SP:Iteration 5F (29.461851 sec): 3 clusters Score: Raw -19876.265089 + Penalty 1160.952586 = -18715.312503 nChanged 25 SP:Iteration 6F (29.462845 sec): 3 clusters Score: Raw -19915.638817 + Penalty 1161.500800 = -18754.138016 nChanged 16 SP:Iteration 7Q (29.463770 sec): 3 clusters Score: Raw -19942.709086 + Penalty 1162.056751 = -18780.652335 nChanged 13 SP:Iteration 8Q (29.464683 sec): 3 clusters Score: Raw -19970.592575 + Penalty 1162.715904 = -18807.876670 nChanged 20 SP:Iteration 9Q (29.465587 sec): 3 clusters Score: Raw -20029.717544 + Penalty 1163.812841 = -18865.904703 nChanged 21 SP:Iteration 10F (29.466578 sec): 3 clusters Score: Raw -20126.711602 + Penalty 1163.477308 = -18963.234294 nChanged 20 SP:Iteration 11Q (29.467402 sec): 3 clusters Score: Raw -20316.517279 + Penalty 1164.159313 = -19152.357965 nChanged 10 SP:Iteration 12Q (29.468207 sec): 3 clusters Score: Raw -20496.814338 + Penalty 1164.775393 = -19332.038945 nChanged 3 SP:Iteration 13Q (29.469006 sec): 3 clusters Score: Raw -20528.446982 + Penalty 1164.775393 = -19363.671588 nChanged 0 SP:Iteration 14F (29.470001 sec): 3 clusters Score: Raw -20528.446982 + Penalty 1164.775393 = -19363.671588 nChanged 0 Score: Raw -1361010.576846 + Penalty 169275.437685 = -1191735.139161 Splitting cluster 12 changes total score from -1164070.965020 to -1191735.139161 So it's getting split into cluster 106. Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 13 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.304190 sec): 2 clusters Score: Raw -9152.172093 + Penalty 560.131181 = -8592.040911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.304902 sec): 3 clusters Score: Raw -9099.081157 + Penalty 1120.503707 = -7978.577450 nChanged 68 SP:Iteration 1F (32.305599 sec): 3 clusters Score: Raw -9199.390278 + Penalty 1121.154248 = -8078.236030 nChanged 32 SP:Iteration 2F (32.306300 sec): 3 clusters Score: Raw -9281.988430 + Penalty 1120.704755 = -8161.283675 nChanged 16 SP:Iteration 3F (32.306998 sec): 3 clusters Score: Raw -9306.534288 + Penalty 1121.888479 = -8184.645809 nChanged 9 SP:Iteration 4Q (32.307659 sec): 3 clusters Score: Raw -9333.617026 + Penalty 1122.157737 = -8211.459289 nChanged 4 SP:Iteration 5Q (32.308312 sec): 3 clusters Score: Raw -9345.100445 + Penalty 1121.240860 = -8223.859585 nChanged 3 SP:Iteration 6Q (32.308962 sec): 3 clusters Score: Raw -9348.406551 + Penalty 1121.315844 = -8227.090707 nChanged 3 SP:Iteration 7Q (32.309615 sec): 3 clusters Score: Raw -9354.549191 + Penalty 1122.629736 = -8231.919455 nChanged 4 SP:Iteration 8Q (32.310265 sec): 3 clusters Score: Raw -9365.519073 + Penalty 1123.976857 = -8241.542216 nChanged 4 SP:Iteration 9Q (32.310930 sec): 3 clusters Score: Raw -9370.355383 + Penalty 1124.542482 = -8245.812901 nChanged 1 SP:Iteration 10F (32.311633 sec): 3 clusters Score: Raw -9371.982740 + Penalty 1124.491610 = -8247.491130 nChanged 1 SP:Iteration 11Q (32.312286 sec): 3 clusters Score: Raw -9372.706810 + Penalty 1124.491610 = -8248.215200 nChanged 0 SP:Iteration 12F (32.312986 sec): 3 clusters Score: Raw -9372.706810 + Penalty 1124.491610 = -8248.215200 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 14 (373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.314834 sec): 2 clusters Score: Raw -15844.509929 + Penalty 141.819351 = -15702.690578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.315735 sec): 3 clusters Score: Raw -15655.571713 + Penalty 286.113600 = -15369.458114 nChanged 149 SP:Iteration 1F (32.316627 sec): 3 clusters Score: Raw -15778.341389 + Penalty 296.390958 = -15481.950431 nChanged 44 SP:Iteration 2F (32.317507 sec): 3 clusters Score: Raw -15832.519126 + Penalty 298.185795 = -15534.333330 nChanged 23 SP:Iteration 3F (32.318382 sec): 3 clusters Score: Raw -15862.104956 + Penalty 297.953616 = -15564.151340 nChanged 11 SP:Iteration 4Q (32.319224 sec): 3 clusters Score: Raw -15878.095211 + Penalty 298.913819 = -15579.181391 nChanged 9 SP:Iteration 5Q (32.320042 sec): 3 clusters Score: Raw -15889.839088 + Penalty 297.869123 = -15591.969965 nChanged 8 SP:Iteration 6Q (32.320844 sec): 3 clusters Score: Raw -15899.899505 + Penalty 296.726943 = -15603.172562 nChanged 9 SP:Iteration 7Q (32.321638 sec): 3 clusters Score: Raw -15917.207661 + Penalty 296.696020 = -15620.511641 nChanged 11 SP:Iteration 8Q (32.322392 sec): 3 clusters Score: Raw -15930.373039 + Penalty 296.568869 = -15633.804170 nChanged 6 SP:Iteration 9Q (32.323145 sec): 3 clusters Score: Raw -15932.919844 + Penalty 296.617241 = -15636.302603 nChanged 1 SP:Iteration 10F (32.323991 sec): 3 clusters Score: Raw -15933.579666 + Penalty 296.617241 = -15636.962425 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 15 (334 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.325305 sec): 2 clusters Score: Raw -14726.424113 + Penalty 288.658522 = -14437.765591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.326097 sec): 3 clusters Score: Raw -14573.074971 + Penalty 581.722037 = -13991.352934 nChanged 109 SP:Iteration 1F (32.326877 sec): 3 clusters Score: Raw -14655.743617 + Penalty 592.332355 = -14063.411262 nChanged 39 SP:Iteration 2F (32.327659 sec): 3 clusters Score: Raw -14688.603672 + Penalty 601.007281 = -14087.596391 nChanged 21 SP:Iteration 3F (32.328437 sec): 3 clusters Score: Raw -14704.664081 + Penalty 607.467213 = -14097.196868 nChanged 11 SP:Iteration 4Q (32.329210 sec): 3 clusters Score: Raw -14714.362722 + Penalty 612.798073 = -14101.564649 nChanged 9 SP:Iteration 5Q (32.329985 sec): 3 clusters Score: Raw -14722.155463 + Penalty 614.951489 = -14107.203974 nChanged 7 SP:Iteration 6Q (32.330759 sec): 3 clusters Score: Raw -14727.698707 + Penalty 621.094127 = -14106.604580 nChanged 7 SP:Iteration 7F (32.331537 sec): 3 clusters Score: Raw -14733.401910 + Penalty 629.978684 = -14103.423226 nChanged 6 SP:Iteration 8F (32.332315 sec): 3 clusters Score: Raw -14740.429972 + Penalty 636.768313 = -14103.661658 nChanged 7 SP:Iteration 9Q (32.333102 sec): 3 clusters Score: Raw -14751.558382 + Penalty 641.070759 = -14110.487623 nChanged 4 SP:Iteration 10F (32.333880 sec): 3 clusters Score: Raw -14755.682594 + Penalty 652.267023 = -14103.415570 nChanged 4 SP:Iteration 11F (32.336079 sec): 3 clusters Score: Raw -14759.300805 + Penalty 652.267023 = -14107.033782 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 16 (1143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.342841 sec): 2 clusters Score: Raw -49713.061822 + Penalty 108.379010 = -49604.682812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.346331 sec): 3 clusters Score: Raw -48994.552471 + Penalty 215.132670 = -48779.419801 nChanged 514 SP:Iteration 1F (32.348654 sec): 3 clusters Score: Raw -49320.423756 + Penalty 213.167084 = -49107.256672 nChanged 121 SP:Iteration 2F (32.350857 sec): 3 clusters Score: Raw -49403.427319 + Penalty 212.488632 = -49190.938687 nChanged 69 SP:Iteration 3F (32.353096 sec): 3 clusters Score: Raw -49466.943024 + Penalty 212.721747 = -49254.221277 nChanged 55 SP:Iteration 4Q (32.355267 sec): 3 clusters Score: Raw -49500.541419 + Penalty 213.189038 = -49287.352382 nChanged 35 SP:Iteration 5Q (32.357416 sec): 3 clusters Score: Raw -49512.483485 + Penalty 213.360047 = -49299.123437 nChanged 24 SP:Iteration 6Q (32.359574 sec): 3 clusters Score: Raw -49516.233061 + Penalty 213.611015 = -49302.622046 nChanged 11 SP:Iteration 7Q (32.361718 sec): 3 clusters Score: Raw -49517.522788 + Penalty 213.857211 = -49303.665577 nChanged 9 SP:Iteration 8Q (32.363859 sec): 3 clusters Score: Raw -49519.260170 + Penalty 214.243865 = -49305.016304 nChanged 11 SP:Iteration 9Q (32.366006 sec): 3 clusters Score: Raw -49521.405343 + Penalty 214.767780 = -49306.637563 nChanged 13 SP:Iteration 10F (32.368210 sec): 3 clusters Score: Raw -49523.670516 + Penalty 215.226909 = -49308.443606 nChanged 11 SP:Iteration 11Q (32.370364 sec): 3 clusters Score: Raw -49526.056907 + Penalty 215.931586 = -49310.125322 nChanged 13 SP:Iteration 12Q (32.372518 sec): 3 clusters Score: Raw -49530.044722 + Penalty 216.481727 = -49313.562995 nChanged 11 SP:Iteration 13Q (32.374673 sec): 3 clusters Score: Raw -49532.510624 + Penalty 216.882263 = -49315.628362 nChanged 12 SP:Iteration 14Q (32.376848 sec): 3 clusters Score: Raw -49537.000227 + Penalty 217.390321 = -49319.609906 nChanged 15 SP:Iteration 15Q (32.379005 sec): 3 clusters Score: Raw -49540.503141 + Penalty 217.661194 = -49322.841947 nChanged 10 SP:Iteration 16Q (32.381158 sec): 3 clusters Score: Raw -49541.894208 + Penalty 217.913264 = -49323.980944 nChanged 5 SP:Iteration 17Q (32.383365 sec): 3 clusters Score: Raw -49542.268480 + Penalty 218.202415 = -49324.066066 nChanged 7 SP:Iteration 18Q (32.385704 sec): 3 clusters Score: Raw -49542.863380 + Penalty 218.346440 = -49324.516939 nChanged 3 SP:Iteration 19Q (32.388008 sec): 3 clusters Score: Raw -49542.950355 + Penalty 218.465010 = -49324.485345 nChanged 2 SP:Iteration 20F (32.390208 sec): 3 clusters Score: Raw -49543.011555 + Penalty 218.563578 = -49324.447977 nChanged 2 SP:Iteration 21F (32.392402 sec): 3 clusters Score: Raw -49543.086806 + Penalty 218.679146 = -49324.407660 nChanged 2 SP:Iteration 22F (32.394601 sec): 3 clusters Score: Raw -49543.310766 + Penalty 218.744183 = -49324.566583 nChanged 4 SP:Iteration 23Q (32.396766 sec): 3 clusters Score: Raw -49543.824472 + Penalty 218.889061 = -49324.935411 nChanged 6 SP:Iteration 24Q (32.398928 sec): 3 clusters Score: Raw -49544.507926 + Penalty 219.096590 = -49325.411336 nChanged 6 SP:Iteration 25Q (32.401107 sec): 3 clusters Score: Raw -49545.339121 + Penalty 219.372286 = -49325.966835 nChanged 6 SP:Iteration 26Q (32.403283 sec): 3 clusters Score: Raw -49546.442631 + Penalty 219.648917 = -49326.793714 nChanged 9 SP:Iteration 27Q (32.405445 sec): 3 clusters Score: Raw -49548.662101 + Penalty 220.116926 = -49328.545175 nChanged 15 SP:Iteration 28Q (32.407603 sec): 3 clusters Score: Raw -49553.426643 + Penalty 220.746777 = -49332.679866 nChanged 20 SP:Iteration 29Q (32.409762 sec): 3 clusters Score: Raw -49560.755621 + Penalty 221.398087 = -49339.357535 nChanged 20 SP:Iteration 30F (32.411962 sec): 3 clusters Score: Raw -49566.182013 + Penalty 222.001795 = -49344.180218 nChanged 13 SP:Iteration 31Q (32.414299 sec): 3 clusters Score: Raw -49569.642198 + Penalty 222.624230 = -49347.017968 nChanged 14 SP:Iteration 32Q (32.416586 sec): 3 clusters Score: Raw -49572.170090 + Penalty 222.778320 = -49349.391769 nChanged 10 SP:Iteration 33Q (32.418850 sec): 3 clusters Score: Raw -49573.733258 + Penalty 223.524936 = -49350.208322 nChanged 12 SP:Iteration 34Q (32.421031 sec): 3 clusters Score: Raw -49576.069441 + Penalty 223.854637 = -49352.214804 nChanged 14 SP:Iteration 35Q (32.423179 sec): 3 clusters Score: Raw -49579.365270 + Penalty 224.236515 = -49355.128755 nChanged 15 SP:Iteration 36Q (32.425327 sec): 3 clusters Score: Raw -49582.988111 + Penalty 224.789200 = -49358.198911 nChanged 15 SP:Iteration 37Q (32.427487 sec): 3 clusters Score: Raw -49586.656260 + Penalty 226.351122 = -49360.305138 nChanged 18 SP:Iteration 38Q (32.429618 sec): 3 clusters Score: Raw -49592.583829 + Penalty 228.227614 = -49364.356215 nChanged 16 SP:Iteration 39Q (32.431746 sec): 3 clusters Score: Raw -49595.845485 + Penalty 228.654042 = -49367.191443 nChanged 14 SP:Iteration 40F (32.433979 sec): 3 clusters Score: Raw -49599.633103 + Penalty 228.747151 = -49370.885952 nChanged 20 SP:Iteration 41Q (32.436143 sec): 3 clusters Score: Raw -49608.235975 + Penalty 229.047698 = -49379.188276 nChanged 17 SP:Iteration 42Q (32.438258 sec): 3 clusters Score: Raw -49614.196710 + Penalty 229.189741 = -49385.006969 nChanged 16 SP:Iteration 43Q (32.440360 sec): 3 clusters Score: Raw -49620.172608 + Penalty 229.271440 = -49390.901169 nChanged 22 SP:Iteration 44Q (32.442450 sec): 3 clusters Score: Raw -49629.139816 + Penalty 232.715324 = -49396.424492 nChanged 23 SP:Iteration 45Q (32.444529 sec): 3 clusters Score: Raw -49641.399004 + Penalty 231.506161 = -49409.892843 nChanged 17 SP:Iteration 46Q (32.446580 sec): 3 clusters Score: Raw -49649.355323 + Penalty 231.104263 = -49418.251060 nChanged 18 SP:Iteration 47Q (32.448618 sec): 3 clusters Score: Raw -49659.333316 + Penalty 231.052586 = -49428.280729 nChanged 16 SP:Iteration 48Q (32.450695 sec): 3 clusters Score: Raw -49665.931581 + Penalty 230.917596 = -49435.013986 nChanged 12 SP:Iteration 49Q (32.452741 sec): 3 clusters Score: Raw -49669.831594 + Penalty 231.817500 = -49438.014094 nChanged 9 SP:Iteration 50F (32.454990 sec): 3 clusters Score: Raw -49674.069183 + Penalty 224.119201 = -49449.949981 nChanged 13 SP:Iteration 51Q (32.456965 sec): 3 clusters Score: Raw -49682.257488 + Penalty 224.742926 = -49457.514562 nChanged 11 SP:Iteration 52Q (32.458923 sec): 3 clusters Score: Raw -49686.866544 + Penalty 224.737622 = -49462.128922 nChanged 9 SP:Iteration 53Q (32.460867 sec): 3 clusters Score: Raw -49690.177056 + Penalty 226.945562 = -49463.231494 nChanged 6 SP:Iteration 54Q (32.462806 sec): 3 clusters Score: Raw -49691.896735 + Penalty 228.775451 = -49463.121284 nChanged 7 SP:Iteration 55F (32.465041 sec): 3 clusters Score: Raw -49694.334036 + Penalty 226.453754 = -49467.880283 nChanged 12 SP:Iteration 56Q (32.466987 sec): 3 clusters Score: Raw -49698.680277 + Penalty 230.039422 = -49468.640855 nChanged 5 SP:Iteration 57Q (32.468924 sec): 3 clusters Score: Raw -49700.292833 + Penalty 225.126997 = -49475.165836 nChanged 6 SP:Iteration 58Q (32.470839 sec): 3 clusters Score: Raw -49702.447445 + Penalty 227.853105 = -49474.594340 nChanged 7 SP:Iteration 59F (32.473070 sec): 3 clusters Score: Raw -49706.093179 + Penalty 230.338748 = -49475.754431 nChanged 4 SP:Iteration 60F (32.475501 sec): 3 clusters Score: Raw -49706.988787 + Penalty 230.423145 = -49476.565642 nChanged 4 SP:Iteration 61Q (32.477558 sec): 3 clusters Score: Raw -49707.943188 + Penalty 232.632381 = -49475.310806 nChanged 2 SP:Iteration 62F (32.479784 sec): 3 clusters Score: Raw -49708.441426 + Penalty 233.349134 = -49475.092292 nChanged 2 SP:Iteration 63F (32.482019 sec): 3 clusters Score: Raw -49708.560598 + Penalty 234.969815 = -49473.590783 nChanged 1 SP:Iteration 64F (32.484267 sec): 3 clusters Score: Raw -49708.527837 + Penalty 234.969815 = -49473.558022 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 17 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.486089 sec): 2 clusters Score: Raw -2924.196403 + Penalty 470.414462 = -2453.781940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.486455 sec): 3 clusters Score: Raw -3031.884576 + Penalty 942.536847 = -2089.347730 nChanged 5 SP:Iteration 1F (32.486800 sec): 3 clusters Score: Raw -3058.531616 + Penalty 942.019373 = -2116.512243 nChanged 1 SP:Iteration 2Q (32.487124 sec): 3 clusters Score: Raw -3083.483299 + Penalty 942.019373 = -2141.463927 nChanged 0 SP:Iteration 3F (32.487468 sec): 3 clusters Score: Raw -3083.483299 + Penalty 942.019373 = -2141.463927 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 18 (85 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.488203 sec): 2 clusters Score: Raw -3419.027730 + Penalty 189.837262 = -3229.190468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.488568 sec): 3 clusters Score: Raw -3405.219400 + Penalty 380.644628 = -3024.574772 nChanged 8 SP:Iteration 1F (32.488926 sec): 3 clusters Score: Raw -3419.013412 + Penalty 380.892496 = -3038.120916 nChanged 6 SP:Iteration 2F (32.489282 sec): 3 clusters Score: Raw -3427.365264 + Penalty 386.138956 = -3041.226309 nChanged 6 SP:Iteration 3F (32.489638 sec): 3 clusters Score: Raw -3432.973185 + Penalty 387.430744 = -3045.542441 nChanged 1 SP:Iteration 4Q (32.489990 sec): 3 clusters Score: Raw -3433.630588 + Penalty 383.425556 = -3050.205032 nChanged 3 SP:Iteration 5Q (32.490340 sec): 3 clusters Score: Raw -3438.702048 + Penalty 383.425556 = -3055.276492 nChanged 0 SP:Iteration 6F (32.490696 sec): 3 clusters Score: Raw -3438.702048 + Penalty 383.425556 = -3055.276492 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 19 (102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.491466 sec): 2 clusters Score: Raw -4817.226589 + Penalty 226.278063 = -4590.948526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.491868 sec): 3 clusters Score: Raw -4791.048804 + Penalty 461.692162 = -4329.356642 nChanged 22 SP:Iteration 1F (32.492263 sec): 3 clusters Score: Raw -4812.036411 + Penalty 468.184005 = -4343.852407 nChanged 7 SP:Iteration 2F (32.492658 sec): 3 clusters Score: Raw -4822.739798 + Penalty 480.359745 = -4342.380052 nChanged 4 SP:Iteration 3F (32.493052 sec): 3 clusters Score: Raw -4827.368217 + Penalty 485.287397 = -4342.080819 nChanged 4 SP:Iteration 4F (32.493446 sec): 3 clusters Score: Raw -4836.796464 + Penalty 488.701359 = -4348.095105 nChanged 2 SP:Iteration 5Q (32.493834 sec): 3 clusters Score: Raw -4839.198876 + Penalty 493.240862 = -4345.958014 nChanged 1 SP:Iteration 6F (32.494233 sec): 3 clusters Score: Raw -4840.594671 + Penalty 500.909036 = -4339.685635 nChanged 2 SP:Iteration 7F (32.494628 sec): 3 clusters Score: Raw -4845.314426 + Penalty 507.077367 = -4338.237058 nChanged 1 SP:Iteration 8F (32.495022 sec): 3 clusters Score: Raw -4846.298766 + Penalty 514.899477 = -4331.399289 nChanged 1 SP:Iteration 9F (32.495418 sec): 3 clusters Score: Raw -4851.792094 + Penalty 516.211647 = -4335.580447 nChanged 1 SP:Iteration 10F (32.495812 sec): 3 clusters Score: Raw -4852.180117 + Penalty 516.211647 = -4335.968471 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 20 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.496290 sec): 2 clusters Score: Raw -272.349827 + Penalty 203.309052 = -69.040775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.496504 sec): 3 clusters Score: Raw -273.740559 + Penalty 414.363536 = 140.622977 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 21 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.496997 sec): 2 clusters Score: Raw -689.491769 + Penalty 286.736548 = -402.755222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.497227 sec): 3 clusters Score: Raw -709.066992 + Penalty 577.121998 = -131.944994 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 22 (101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.497965 sec): 2 clusters Score: Raw -4837.104343 + Penalty 345.977339 = -4491.127004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.498357 sec): 3 clusters Score: Raw -4807.837575 + Penalty 692.563857 = -4115.273718 nChanged 17 SP:Iteration 1F (32.498741 sec): 3 clusters Score: Raw -4821.479404 + Penalty 692.818703 = -4128.660702 nChanged 3 SP:Iteration 2Q (32.499144 sec): 3 clusters Score: Raw -4826.435475 + Penalty 695.360294 = -4131.075181 nChanged 3 SP:Iteration 3Q (32.499527 sec): 3 clusters Score: Raw -4834.434161 + Penalty 694.851720 = -4139.582441 nChanged 2 SP:Iteration 4Q (32.499909 sec): 3 clusters Score: Raw -4836.553485 + Penalty 694.851720 = -4141.701765 nChanged 0 SP:Iteration 5F (32.500292 sec): 3 clusters Score: Raw -4836.553485 + Penalty 694.851720 = -4141.701765 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 23 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.500753 sec): 2 clusters Score: Raw -48.943786 + Penalty 0.000000 = -48.943786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.500943 sec): 2 clusters Score: Raw -48.943786 + Penalty 0.000000 = -48.943786 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 24 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.501506 sec): 2 clusters Score: Raw -1533.338584 + Penalty 586.526054 = -946.812529 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.501789 sec): 3 clusters Score: Raw -1837.874024 + Penalty 1169.773592 = -668.100432 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 25 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.502323 sec): 2 clusters Score: Raw -1250.652199 + Penalty 458.490780 = -792.161419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.502583 sec): 3 clusters Score: Raw -1401.024875 + Penalty 914.577351 = -486.447524 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 26 (88 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.503256 sec): 2 clusters Score: Raw -3417.904318 + Penalty 75.907906 = -3341.996412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.503630 sec): 3 clusters Score: Raw -3397.098314 + Penalty 164.285142 = -3232.813172 nChanged 29 SP:Iteration 1F (32.504002 sec): 3 clusters Score: Raw -3431.604729 + Penalty 183.504203 = -3248.100526 nChanged 9 SP:Iteration 2F (32.504369 sec): 3 clusters Score: Raw -3448.935694 + Penalty 195.950953 = -3252.984741 nChanged 3 SP:Iteration 3Q (32.504735 sec): 3 clusters Score: Raw -3469.112117 + Penalty 204.945075 = -3264.167042 nChanged 2 SP:Iteration 4Q (32.505097 sec): 3 clusters Score: Raw -3479.101795 + Penalty 209.807173 = -3269.294623 nChanged 1 SP:Iteration 5Q (32.505459 sec): 3 clusters Score: Raw -3481.193354 + Penalty 215.504026 = -3265.689328 nChanged 1 SP:Iteration 6F (32.505827 sec): 3 clusters Score: Raw -3486.141313 + Penalty 215.504026 = -3270.637287 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 27 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.506330 sec): 2 clusters Score: Raw -696.188516 + Penalty 124.471104 = -571.717413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.506567 sec): 3 clusters Score: Raw -723.130139 + Penalty 233.065791 = -490.064349 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 28 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.507043 sec): 2 clusters Score: Raw -342.454635 + Penalty 128.734256 = -213.720379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.507262 sec): 3 clusters Score: Raw -353.590011 + Penalty 263.310884 = -90.279127 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 29 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.507752 sec): 2 clusters Score: Raw -670.069231 + Penalty 356.076596 = -313.992635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.507982 sec): 3 clusters Score: Raw -740.317406 + Penalty 711.438305 = -28.879102 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 30 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.508539 sec): 2 clusters Score: Raw -1375.177346 + Penalty 102.466685 = -1272.710662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.508806 sec): 3 clusters Score: Raw -1382.007793 + Penalty 265.966210 = -1116.041583 nChanged 4 SP:Iteration 1F (32.509069 sec): 3 clusters Score: Raw -1395.651456 + Penalty 265.966210 = -1129.685246 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 31 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.509693 sec): 2 clusters Score: Raw -2577.987713 + Penalty 442.834765 = -2135.152948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.510019 sec): 3 clusters Score: Raw -2645.969255 + Penalty 882.064105 = -1763.905150 nChanged 4 SP:Iteration 1F (32.510340 sec): 3 clusters Score: Raw -2668.587399 + Penalty 882.064105 = -1786.523294 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 32 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.510829 sec): 2 clusters Score: Raw -562.661803 + Penalty 247.797702 = -314.864101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.511057 sec): 3 clusters Score: Raw -602.224072 + Penalty 489.223476 = -113.000596 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 33 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.511603 sec): 2 clusters Score: Raw -1596.731263 + Penalty 134.937064 = -1461.794200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.511874 sec): 3 clusters Score: Raw -1602.589199 + Penalty 271.551454 = -1331.037745 nChanged 7 SP:Iteration 1F (32.512142 sec): 3 clusters Score: Raw -1616.851887 + Penalty 284.258453 = -1332.593435 nChanged 4 SP:Iteration 2F (32.512409 sec): 3 clusters Score: Raw -1626.379480 + Penalty 292.690618 = -1333.688862 nChanged 1 SP:Iteration 3Q (32.512665 sec): 3 clusters Score: Raw -1628.021871 + Penalty 292.690618 = -1335.331253 nChanged 0 SP:Iteration 4F (32.512933 sec): 3 clusters Score: Raw -1628.021871 + Penalty 292.690618 = -1335.331253 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 34 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.513421 sec): 2 clusters Score: Raw -533.194187 + Penalty 234.191887 = -299.002300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.513649 sec): 3 clusters Score: Raw -593.799919 + Penalty 468.383774 = -125.416145 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 35 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.514171 sec): 2 clusters Score: Raw -1070.975646 + Penalty 480.881987 = -590.093658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.514424 sec): 3 clusters Score: Raw -1282.755231 + Penalty 963.681499 = -319.073732 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 36 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.514991 sec): 2 clusters Score: Raw -1954.599214 + Penalty 264.974910 = -1689.624304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.515275 sec): 3 clusters Score: Raw -1952.980367 + Penalty 525.704554 = -1427.275813 nChanged 2 SP:Iteration 1Q (32.515552 sec): 3 clusters Score: Raw -1956.198825 + Penalty 527.030278 = -1429.168547 nChanged 2 SP:Iteration 2Q (32.515828 sec): 3 clusters Score: Raw -1961.622393 + Penalty 527.030278 = -1434.592115 nChanged 0 SP:Iteration 3F (32.516106 sec): 3 clusters Score: Raw -1961.622393 + Penalty 527.030278 = -1434.592115 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 37 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.516742 sec): 2 clusters Score: Raw -2593.412149 + Penalty 390.031243 = -2203.380906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.517055 sec): 3 clusters Score: Raw -2640.479724 + Penalty 768.586723 = -1871.893000 nChanged 2 SP:Iteration 1Q (32.517345 sec): 3 clusters Score: Raw -2644.321649 + Penalty 768.586723 = -1875.734925 nChanged 0 SP:Iteration 2F (32.517647 sec): 3 clusters Score: Raw -2644.321649 + Penalty 768.586723 = -1875.734925 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 38 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.518191 sec): 2 clusters Score: Raw -1421.885308 + Penalty 243.913965 = -1177.971343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.518458 sec): 3 clusters Score: Raw -1464.437653 + Penalty 487.220662 = -977.216991 nChanged 1 SP:Iteration 1Q (32.518714 sec): 3 clusters Score: Raw -1471.344090 + Penalty 487.220662 = -984.123428 nChanged 0 SP:Iteration 2F (32.518976 sec): 3 clusters Score: Raw -1471.344090 + Penalty 487.220662 = -984.123428 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 39 (99 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.519678 sec): 2 clusters Score: Raw -4282.331637 + Penalty 186.878447 = -4095.453190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.520065 sec): 3 clusters Score: Raw -4275.482837 + Penalty 374.284262 = -3901.198575 nChanged 26 SP:Iteration 1F (32.520447 sec): 3 clusters Score: Raw -4313.270635 + Penalty 376.164613 = -3937.106023 nChanged 4 SP:Iteration 2Q (32.520820 sec): 3 clusters Score: Raw -4317.501183 + Penalty 376.199716 = -3941.301468 nChanged 2 SP:Iteration 3Q (32.521192 sec): 3 clusters Score: Raw -4320.575492 + Penalty 376.199716 = -3944.375776 nChanged 0 SP:Iteration 4F (32.521572 sec): 3 clusters Score: Raw -4320.575492 + Penalty 376.199716 = -3944.375776 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 40 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.522123 sec): 2 clusters Score: Raw -1272.466040 + Penalty 135.321663 = -1137.144377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.522395 sec): 3 clusters Score: Raw -1303.315959 + Penalty 276.624095 = -1026.691864 nChanged 3 SP:Iteration 1F (32.522663 sec): 3 clusters Score: Raw -1310.157312 + Penalty 282.266875 = -1027.890436 nChanged 1 SP:Iteration 2Q (32.522919 sec): 3 clusters Score: Raw -1312.215425 + Penalty 282.266875 = -1029.948549 nChanged 0 SP:Iteration 3F (32.523187 sec): 3 clusters Score: Raw -1312.215425 + Penalty 282.266875 = -1029.948549 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 41 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.524086 sec): 2 clusters Score: Raw -7652.776108 + Penalty 176.132200 = -7476.643908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.524610 sec): 3 clusters Score: Raw -7575.067158 + Penalty 354.248490 = -7220.818668 nChanged 50 SP:Iteration 1F (32.525127 sec): 3 clusters Score: Raw -7602.686496 + Penalty 355.582328 = -7247.104168 nChanged 12 SP:Iteration 2F (32.525643 sec): 3 clusters Score: Raw -7612.626334 + Penalty 357.286875 = -7255.339459 nChanged 7 SP:Iteration 3Q (32.526156 sec): 3 clusters Score: Raw -7616.157572 + Penalty 359.089959 = -7257.067613 nChanged 6 SP:Iteration 4Q (32.526670 sec): 3 clusters Score: Raw -7620.677364 + Penalty 359.643198 = -7261.034166 nChanged 5 SP:Iteration 5Q (32.527182 sec): 3 clusters Score: Raw -7623.736630 + Penalty 359.636677 = -7264.099954 nChanged 3 SP:Iteration 6Q (32.527679 sec): 3 clusters Score: Raw -7625.086451 + Penalty 359.636677 = -7265.449774 nChanged 0 SP:Iteration 7F (32.528181 sec): 3 clusters Score: Raw -7625.086451 + Penalty 359.636677 = -7265.449774 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 42 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.528750 sec): 2 clusters Score: Raw -1115.911861 + Penalty 304.114968 = -811.796893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.529011 sec): 3 clusters Score: Raw -1190.536330 + Penalty 608.206637 = -582.329693 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 (32.529511 sec): 2 clusters Score: Raw -740.570040 + Penalty 273.929429 = -466.640611 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.529748 sec): 3 clusters Score: Raw -805.511345 + Penalty 553.045692 = -252.465653 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 44 (1319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.534303 sec): 2 clusters Score: Raw -56591.020141 + Penalty 129.595415 = -56461.424726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.536862 sec): 3 clusters Score: Raw -55753.894476 + Penalty 292.042191 = -55461.852285 nChanged 603 SP:Iteration 1F (32.539354 sec): 3 clusters Score: Raw -56359.333508 + Penalty 310.546052 = -56048.787456 nChanged 149 SP:Iteration 2F (32.541785 sec): 3 clusters Score: Raw -56509.365239 + Penalty 314.686207 = -56194.679032 nChanged 49 SP:Iteration 3Q (32.544155 sec): 3 clusters Score: Raw -56550.700033 + Penalty 317.368910 = -56233.331123 nChanged 32 SP:Iteration 4Q (32.546449 sec): 3 clusters Score: Raw -56574.289480 + Penalty 325.262531 = -56249.026949 nChanged 28 SP:Iteration 5Q (32.548695 sec): 3 clusters Score: Raw -56594.258690 + Penalty 328.395248 = -56265.863443 nChanged 20 SP:Iteration 6Q (32.550929 sec): 3 clusters Score: Raw -56610.325972 + Penalty 327.153309 = -56283.172663 nChanged 21 SP:Iteration 7Q (32.553197 sec): 3 clusters Score: Raw -56629.048569 + Penalty 329.511053 = -56299.537516 nChanged 10 SP:Iteration 8Q (32.555453 sec): 3 clusters Score: Raw -56632.419665 + Penalty 331.552683 = -56300.866982 nChanged 6 SP:Iteration 9Q (32.557693 sec): 3 clusters Score: Raw -56635.130763 + Penalty 332.046219 = -56303.084544 nChanged 1 SP:Iteration 10F (32.560126 sec): 3 clusters Score: Raw -56635.211892 + Penalty 332.396833 = -56302.815060 nChanged 2 SP:Iteration 11F (32.562562 sec): 3 clusters Score: Raw -56635.669692 + Penalty 333.072986 = -56302.596706 nChanged 1 SP:Iteration 12F (32.565044 sec): 3 clusters Score: Raw -56635.862783 + Penalty 334.052867 = -56301.809915 nChanged 2 SP:Iteration 13F (32.567556 sec): 3 clusters Score: Raw -56636.121922 + Penalty 334.655885 = -56301.466037 nChanged 2 SP:Iteration 14F (32.570068 sec): 3 clusters Score: Raw -56636.497696 + Penalty 335.667852 = -56300.829844 nChanged 3 SP:Iteration 15F (32.572504 sec): 3 clusters Score: Raw -56637.062215 + Penalty 334.952195 = -56302.110020 nChanged 2 SP:Iteration 16Q (32.574556 sec): 3 clusters Score: Raw -56637.435066 + Penalty 334.952195 = -56302.482870 nChanged 0 SP:Iteration 17F (32.576990 sec): 3 clusters Score: Raw -56637.435066 + Penalty 334.952195 = -56302.482870 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 45 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.578175 sec): 2 clusters Score: Raw -1904.964908 + Penalty 348.545047 = -1556.419862 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.578496 sec): 3 clusters Score: Raw -1971.247133 + Penalty 698.081958 = -1273.165175 nChanged 1 SP:Iteration 1Q (32.578776 sec): 3 clusters Score: Raw -1973.978708 + Penalty 698.081958 = -1275.896750 nChanged 0 SP:Iteration 2F (32.579067 sec): 3 clusters Score: Raw -1973.978708 + Penalty 698.081958 = -1275.896750 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 46 (65 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.580079 sec): 2 clusters Score: Raw -2729.694650 + Penalty 51.099310 = -2678.595340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.580405 sec): 3 clusters Score: Raw -2702.393939 + Penalty 109.009305 = -2593.384634 nChanged 19 SP:Iteration 1F (32.580725 sec): 3 clusters Score: Raw -2725.440185 + Penalty 122.899845 = -2602.540340 nChanged 4 SP:Iteration 2F (32.581043 sec): 3 clusters Score: Raw -2730.182621 + Penalty 120.736600 = -2609.446021 nChanged 1 SP:Iteration 3Q (32.581356 sec): 3 clusters Score: Raw -2733.559058 + Penalty 120.736600 = -2612.822458 nChanged 0 SP:Iteration 4F (32.581675 sec): 3 clusters Score: Raw -2733.559058 + Penalty 120.736600 = -2612.822458 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 47 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.582536 sec): 2 clusters Score: Raw -1350.885462 + Penalty 362.846145 = -988.039317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.582792 sec): 3 clusters Score: Raw -1404.788703 + Penalty 727.656527 = -677.132176 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 48 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.583579 sec): 2 clusters Score: Raw -675.361131 + Penalty 198.895090 = -476.466040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.583815 sec): 3 clusters Score: Raw -717.867728 + Penalty 406.614266 = -311.253462 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 49 (356 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.585590 sec): 2 clusters Score: Raw -16417.334687 + Penalty 452.284063 = -15965.050624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.586446 sec): 3 clusters Score: Raw -16244.752562 + Penalty 903.696724 = -15341.055838 nChanged 98 SP:Iteration 1F (32.587259 sec): 3 clusters Score: Raw -16301.662150 + Penalty 902.678396 = -15398.983753 nChanged 26 SP:Iteration 2F (32.588089 sec): 3 clusters Score: Raw -16322.763758 + Penalty 903.097465 = -15419.666292 nChanged 18 SP:Iteration 3F (32.588901 sec): 3 clusters Score: Raw -16336.010331 + Penalty 903.700915 = -15432.309416 nChanged 10 SP:Iteration 4Q (32.589711 sec): 3 clusters Score: Raw -16343.020204 + Penalty 904.568126 = -15438.452077 nChanged 6 SP:Iteration 5Q (32.590519 sec): 3 clusters Score: Raw -16346.251014 + Penalty 905.361592 = -15440.889422 nChanged 5 SP:Iteration 6Q (32.591326 sec): 3 clusters Score: Raw -16348.413187 + Penalty 905.756408 = -15442.656779 nChanged 5 SP:Iteration 7Q (32.592133 sec): 3 clusters Score: Raw -16352.673069 + Penalty 906.637683 = -15446.035386 nChanged 6 SP:Iteration 8Q (32.592941 sec): 3 clusters Score: Raw -16357.912785 + Penalty 907.668479 = -15450.244306 nChanged 4 SP:Iteration 9Q (32.593747 sec): 3 clusters Score: Raw -16359.514849 + Penalty 909.490124 = -15450.024725 nChanged 7 SP:Iteration 10F (32.594560 sec): 3 clusters Score: Raw -16362.850396 + Penalty 910.588710 = -15452.261687 nChanged 4 SP:Iteration 11Q (32.595367 sec): 3 clusters Score: Raw -16364.048479 + Penalty 911.179254 = -15452.869226 nChanged 2 SP:Iteration 12Q (32.596174 sec): 3 clusters Score: Raw -16365.306648 + Penalty 912.156993 = -15453.149655 nChanged 3 SP:Iteration 13Q (32.596980 sec): 3 clusters Score: Raw -16366.198097 + Penalty 912.730301 = -15453.467797 nChanged 1 SP:Iteration 14Q (32.597786 sec): 3 clusters Score: Raw -16366.777862 + Penalty 912.831307 = -15453.946555 nChanged 1 SP:Iteration 15Q (32.598594 sec): 3 clusters Score: Raw -16366.981706 + Penalty 912.831307 = -15454.150398 nChanged 0 SP:Iteration 16F (32.599404 sec): 3 clusters Score: Raw -16366.981706 + Penalty 912.831307 = -15454.150398 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 50 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.600400 sec): 2 clusters Score: Raw -1206.192475 + Penalty 365.883730 = -840.308745 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.600691 sec): 3 clusters Score: Raw -1305.467459 + Penalty 732.567782 = -572.899677 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 51 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.601533 sec): 2 clusters Score: Raw -1415.258474 + Penalty 209.391057 = -1205.867417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.601798 sec): 3 clusters Score: Raw -1418.773490 + Penalty 435.221812 = -983.551678 nChanged 2 SP:Iteration 1F (32.602058 sec): 3 clusters Score: Raw -1425.662880 + Penalty 441.187517 = -984.475363 nChanged 1 SP:Iteration 2Q (32.602315 sec): 3 clusters Score: Raw -1428.093780 + Penalty 445.506644 = -982.587135 nChanged 1 SP:Iteration 3F (32.602575 sec): 3 clusters Score: Raw -1429.537921 + Penalty 445.506644 = -984.031276 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 52 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.603333 sec): 2 clusters Score: Raw -200.012412 + Penalty 101.830877 = -98.181535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.603546 sec): 3 clusters Score: Raw -197.531766 + Penalty 203.661754 = 6.129988 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 53 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.604328 sec): 2 clusters Score: Raw -727.434941 + Penalty 241.719690 = -485.715250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.604566 sec): 3 clusters Score: Raw -758.455557 + Penalty 468.138400 = -290.317157 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 54 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.605332 sec): 2 clusters Score: Raw -525.855468 + Penalty 289.159490 = -236.695979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.605555 sec): 3 clusters Score: Raw -520.486983 + Penalty 577.671172 = 57.184190 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 55 (622 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.608975 sec): 2 clusters Score: Raw -28373.953820 + Penalty 724.183885 = -27649.769935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.610245 sec): 3 clusters Score: Raw -28161.941059 + Penalty 1447.886939 = -26714.054120 nChanged 175 SP:Iteration 1F (32.611496 sec): 3 clusters Score: Raw -28302.208820 + Penalty 1447.772333 = -26854.436487 nChanged 41 SP:Iteration 2F (32.612770 sec): 3 clusters Score: Raw -28342.534211 + Penalty 1448.011654 = -26894.522557 nChanged 27 SP:Iteration 3Q (32.614027 sec): 3 clusters Score: Raw -28373.176967 + Penalty 1448.561713 = -26924.615254 nChanged 23 SP:Iteration 4Q (32.615273 sec): 3 clusters Score: Raw -28395.855511 + Penalty 1450.144787 = -26945.710725 nChanged 23 SP:Iteration 5Q (32.616515 sec): 3 clusters Score: Raw -28426.381642 + Penalty 1453.447218 = -26972.934425 nChanged 18 SP:Iteration 6Q (32.617764 sec): 3 clusters Score: Raw -28442.356276 + Penalty 1455.697753 = -26986.658523 nChanged 10 SP:Iteration 7Q (32.619011 sec): 3 clusters Score: Raw -28450.985839 + Penalty 1458.419664 = -26992.566175 nChanged 11 SP:Iteration 8Q (32.620344 sec): 3 clusters Score: Raw -28461.211778 + Penalty 1458.927607 = -27002.284171 nChanged 8 SP:Iteration 9Q (32.621579 sec): 3 clusters Score: Raw -28468.637781 + Penalty 1459.251939 = -27009.385842 nChanged 5 SP:Iteration 10F (32.622862 sec): 3 clusters Score: Raw -28473.975233 + Penalty 1461.437794 = -27012.537439 nChanged 8 SP:Iteration 11Q (32.624107 sec): 3 clusters Score: Raw -28479.308346 + Penalty 1461.539051 = -27017.769295 nChanged 4 SP:Iteration 12Q (32.625342 sec): 3 clusters Score: Raw -28491.846748 + Penalty 1461.082941 = -27030.763808 nChanged 5 SP:Iteration 13Q (32.626584 sec): 3 clusters Score: Raw -28507.894176 + Penalty 1461.956262 = -27045.937914 nChanged 7 SP:Iteration 14Q (32.627800 sec): 3 clusters Score: Raw -28514.104434 + Penalty 1463.100613 = -27051.003822 nChanged 5 SP:Iteration 15Q (32.629049 sec): 3 clusters Score: Raw -28516.455666 + Penalty 1463.289072 = -27053.166594 nChanged 2 SP:Iteration 16Q (32.630278 sec): 3 clusters Score: Raw -28518.146345 + Penalty 1463.289072 = -27054.857272 nChanged 0 SP:Iteration 17F (32.631539 sec): 3 clusters Score: Raw -28518.146345 + Penalty 1463.289072 = -27054.857272 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 56 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.632881 sec): 2 clusters Score: Raw -495.627989 + Penalty 262.815611 = -232.812378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.633111 sec): 3 clusters Score: Raw -501.265251 + Penalty 511.433872 = 10.168621 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 57 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.633917 sec): 2 clusters Score: Raw -741.927480 + Penalty 320.302602 = -421.624878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.634152 sec): 3 clusters Score: Raw -784.220964 + Penalty 640.605204 = -143.615760 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 58 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.634948 sec): 2 clusters Score: Raw -855.030873 + Penalty 402.334409 = -452.696464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.635193 sec): 3 clusters Score: Raw -966.043294 + Penalty 805.877331 = -160.165964 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 59 (266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.636695 sec): 2 clusters Score: Raw -9850.483265 + Penalty 238.240264 = -9612.243001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.637378 sec): 3 clusters Score: Raw -9754.554669 + Penalty 473.304049 = -9281.250620 nChanged 78 SP:Iteration 1F (32.638048 sec): 3 clusters Score: Raw -9811.757203 + Penalty 470.356105 = -9341.401098 nChanged 21 SP:Iteration 2F (32.638719 sec): 3 clusters Score: Raw -9837.309555 + Penalty 468.136104 = -9369.173451 nChanged 20 SP:Iteration 3F (32.639388 sec): 3 clusters Score: Raw -9865.226351 + Penalty 465.655670 = -9399.570680 nChanged 12 SP:Iteration 4Q (32.640047 sec): 3 clusters Score: Raw -9877.099144 + Penalty 465.368454 = -9411.730690 nChanged 4 SP:Iteration 5Q (32.640703 sec): 3 clusters Score: Raw -9884.843987 + Penalty 464.494510 = -9420.349477 nChanged 5 SP:Iteration 6Q (32.641359 sec): 3 clusters Score: Raw -9895.446111 + Penalty 464.270118 = -9431.175992 nChanged 6 SP:Iteration 7Q (32.642007 sec): 3 clusters Score: Raw -9904.084665 + Penalty 464.449210 = -9439.635455 nChanged 4 SP:Iteration 8Q (32.642653 sec): 3 clusters Score: Raw -9913.843240 + Penalty 465.779236 = -9448.064004 nChanged 4 SP:Iteration 9Q (32.643292 sec): 3 clusters Score: Raw -9919.661274 + Penalty 464.419750 = -9455.241524 nChanged 3 SP:Iteration 10F (32.643963 sec): 3 clusters Score: Raw -9923.791013 + Penalty 465.903029 = -9457.887983 nChanged 4 SP:Iteration 11Q (32.644595 sec): 3 clusters Score: Raw -9929.659708 + Penalty 463.804201 = -9465.855507 nChanged 4 SP:Iteration 12Q (32.645224 sec): 3 clusters Score: Raw -9941.132395 + Penalty 462.003097 = -9479.129297 nChanged 2 SP:Iteration 13Q (32.645848 sec): 3 clusters Score: Raw -9943.780735 + Penalty 462.452174 = -9481.328561 nChanged 1 SP:Iteration 14Q (32.646471 sec): 3 clusters Score: Raw -9944.049341 + Penalty 462.452174 = -9481.597167 nChanged 0 SP:Iteration 15F (32.647138 sec): 3 clusters Score: Raw -9944.049341 + Penalty 462.452174 = -9481.597167 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 60 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.648034 sec): 2 clusters Score: Raw -356.103718 + Penalty 258.374708 = -97.729009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.648258 sec): 3 clusters Score: Raw -350.433414 + Penalty 516.749417 = 166.316003 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 61 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.649021 sec): 2 clusters Score: Raw -139.795915 + Penalty 63.917719 = -75.878196 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.649230 sec): 3 clusters Score: Raw -138.323645 + Penalty 139.941211 = 1.617566 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 62 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.649996 sec): 2 clusters Score: Raw -436.147729 + Penalty 180.506382 = -255.641347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.650220 sec): 3 clusters Score: Raw -470.774600 + Penalty 364.908740 = -105.865860 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 63 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.651028 sec): 2 clusters Score: Raw -1203.190147 + Penalty 169.024314 = -1034.165832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.651287 sec): 3 clusters Score: Raw -1215.445605 + Penalty 335.948201 = -879.497404 nChanged 3 SP:Iteration 1F (32.651542 sec): 3 clusters Score: Raw -1218.831263 + Penalty 335.948201 = -882.883061 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 64 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.652325 sec): 2 clusters Score: Raw -804.600408 + Penalty 361.449909 = -443.150498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.652559 sec): 3 clusters Score: Raw -841.153490 + Penalty 726.950598 = -114.202892 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 65 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.653309 sec): 2 clusters Score: Raw -201.115968 + Penalty 104.532769 = -96.583199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.653521 sec): 3 clusters Score: Raw -197.494874 + Penalty 209.065538 = 11.570664 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 66 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.654284 sec): 2 clusters Score: Raw -261.441144 + Penalty 176.360898 = -85.080246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.654499 sec): 3 clusters Score: Raw -260.328489 + Penalty 356.813980 = 96.485490 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 67 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.655274 sec): 2 clusters Score: Raw -754.425778 + Penalty 291.463416 = -462.962362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.655508 sec): 3 clusters Score: Raw -790.589750 + Penalty 578.628487 = -211.961263 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 68 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.656306 sec): 2 clusters Score: Raw -1124.160125 + Penalty 308.300503 = -815.859622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.656561 sec): 3 clusters Score: Raw -1175.181857 + Penalty 618.629626 = -556.552231 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 69 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.657372 sec): 2 clusters Score: Raw -992.919179 + Penalty 246.052721 = -746.866459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.657635 sec): 3 clusters Score: Raw -1039.330793 + Penalty 488.332679 = -550.998113 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 70 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.658446 sec): 2 clusters Score: Raw -973.294459 + Penalty 427.550152 = -545.744307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.658699 sec): 3 clusters Score: Raw -1149.864009 + Penalty 855.128755 = -294.735253 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 71 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.659484 sec): 2 clusters Score: Raw -924.509214 + Penalty 381.252368 = -543.256846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.659717 sec): 3 clusters Score: Raw -929.777846 + Penalty 764.060762 = -165.717084 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 72 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.660512 sec): 2 clusters Score: Raw -904.242801 + Penalty 211.077042 = -693.165759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.660759 sec): 3 clusters Score: Raw -934.521754 + Penalty 423.523285 = -510.998469 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 73 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.661643 sec): 2 clusters Score: Raw -2497.483250 + Penalty 388.224760 = -2109.258490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.661948 sec): 3 clusters Score: Raw -2515.836203 + Penalty 775.220115 = -1740.616088 nChanged 2 SP:Iteration 1Q (32.662243 sec): 3 clusters Score: Raw -2520.738811 + Penalty 773.879228 = -1746.859583 nChanged 2 SP:Iteration 2Q (32.662537 sec): 3 clusters Score: Raw -2523.233629 + Penalty 773.879228 = -1749.354400 nChanged 0 SP:Iteration 3F (32.662835 sec): 3 clusters Score: Raw -2523.233629 + Penalty 773.879228 = -1749.354400 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 74 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.663596 sec): 2 clusters Score: Raw -144.990877 + Penalty 74.497433 = -70.493443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.663806 sec): 3 clusters Score: Raw -143.086805 + Penalty 165.762312 = 22.675507 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 75 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.664622 sec): 2 clusters Score: Raw -1679.722265 + Penalty 439.456065 = -1240.266200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.664885 sec): 3 clusters Score: Raw -1733.823424 + Penalty 879.016362 = -854.807062 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 76 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.665650 sec): 2 clusters Score: Raw -345.161679 + Penalty 101.375281 = -243.786399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.665872 sec): 3 clusters Score: Raw -361.678088 + Penalty 197.995025 = -163.683064 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 77 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.666678 sec): 2 clusters Score: Raw -1068.794735 + Penalty 313.506533 = -755.288202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.666936 sec): 3 clusters Score: Raw -1163.553160 + Penalty 622.398007 = -541.155153 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 79 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.667773 sec): 2 clusters Score: Raw -1726.853597 + Penalty 396.475677 = -1330.377920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.668068 sec): 3 clusters Score: Raw -1807.460389 + Penalty 792.592953 = -1014.867436 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 80 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.668873 sec): 2 clusters Score: Raw -685.744117 + Penalty 211.185297 = -474.558820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.669110 sec): 3 clusters Score: Raw -723.670668 + Penalty 418.411982 = -305.258686 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 81 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.669881 sec): 2 clusters Score: Raw -579.915286 + Penalty 169.059602 = -410.855684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.670110 sec): 3 clusters Score: Raw -616.012373 + Penalty 347.534746 = -268.477626 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 82 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.670859 sec): 2 clusters Score: Raw -212.280011 + Penalty 145.282087 = -66.997925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.671074 sec): 3 clusters Score: Raw -207.287415 + Penalty 290.564174 = 83.276759 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 84 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.671831 sec): 2 clusters Score: Raw -387.830531 + Penalty 249.693615 = -138.136916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.672051 sec): 3 clusters Score: Raw -390.662538 + Penalty 497.181550 = 106.519012 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 85 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.672797 sec): 2 clusters Score: Raw -162.334208 + Penalty 123.746683 = -38.587525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.673007 sec): 3 clusters Score: Raw -155.119786 + Penalty 254.764091 = 99.644305 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 86 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.673758 sec): 2 clusters Score: Raw -283.884615 + Penalty 105.751691 = -178.132923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.673979 sec): 3 clusters Score: Raw -286.767868 + Penalty 230.808425 = -55.959442 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 87 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.674725 sec): 2 clusters Score: Raw -173.561053 + Penalty 141.389196 = -32.171858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.674936 sec): 3 clusters Score: Raw -161.620159 + Penalty 270.386512 = 108.766353 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 88 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.675702 sec): 2 clusters Score: Raw -531.158158 + Penalty 137.039122 = -394.119036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.675929 sec): 3 clusters Score: Raw -547.819842 + Penalty 276.729537 = -271.090305 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 89 (112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.676969 sec): 2 clusters Score: Raw -4422.846160 + Penalty 172.544176 = -4250.301984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.677392 sec): 3 clusters Score: Raw -4391.012126 + Penalty 339.594308 = -4051.417818 nChanged 30 SP:Iteration 1F (32.677806 sec): 3 clusters Score: Raw -4419.721571 + Penalty 366.440017 = -4053.281554 nChanged 13 SP:Iteration 2F (32.678220 sec): 3 clusters Score: Raw -4441.317630 + Penalty 399.682686 = -4041.634944 nChanged 7 SP:Iteration 3F (32.678652 sec): 3 clusters Score: Raw -4453.660041 + Penalty 419.240204 = -4034.419836 nChanged 3 SP:Iteration 4F (32.679067 sec): 3 clusters Score: Raw -4462.759157 + Penalty 458.042099 = -4004.717058 nChanged 4 SP:Iteration 5F (32.679481 sec): 3 clusters Score: Raw -4473.858373 + Penalty 458.673326 = -4015.185047 nChanged 1 SP:Iteration 6Q (32.679860 sec): 3 clusters Score: Raw -4476.554968 + Penalty 458.673326 = -4017.881642 nChanged 0 SP:Iteration 7F (32.680274 sec): 3 clusters Score: Raw -4476.554968 + Penalty 458.673326 = -4017.881642 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 90 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.681074 sec): 2 clusters Score: Raw -341.511528 + Penalty 152.862132 = -188.649396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.681291 sec): 3 clusters Score: Raw -355.970666 + Penalty 301.277932 = -54.692734 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 91 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.682046 sec): 2 clusters Score: Raw -304.132064 + Penalty 127.573531 = -176.558533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.682259 sec): 3 clusters Score: Raw -298.618382 + Penalty 263.632411 = -34.985971 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 92 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.683025 sec): 2 clusters Score: Raw -560.425415 + Penalty 286.859536 = -273.565880 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.683251 sec): 3 clusters Score: Raw -575.917001 + Penalty 568.161518 = -7.755483 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 94 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.683990 sec): 2 clusters Score: Raw -46.687871 + Penalty 0.000000 = -46.687871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.684178 sec): 2 clusters Score: Raw -46.687871 + Penalty 0.000000 = -46.687871 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 95 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.684929 sec): 2 clusters Score: Raw -316.814774 + Penalty 200.259454 = -116.555321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.685145 sec): 3 clusters Score: Raw -318.590932 + Penalty 410.220384 = 91.629453 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 96 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.685896 sec): 2 clusters Score: Raw -268.252892 + Penalty 169.237584 = -99.015308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.686114 sec): 3 clusters Score: Raw -262.040035 + Penalty 337.180691 = 75.140656 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 97 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.686892 sec): 2 clusters Score: Raw -101.877761 + Penalty 58.338186 = -43.539575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.687098 sec): 3 clusters Score: Raw -95.400875 + Penalty 116.676372 = 21.275496 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 98 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.687867 sec): 2 clusters Score: Raw -553.654602 + Penalty 267.486601 = -286.168001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.688093 sec): 3 clusters Score: Raw -568.654580 + Penalty 534.973201 = -33.681379 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 99 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.688868 sec): 2 clusters Score: Raw -749.833795 + Penalty 321.747547 = -428.086249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.689121 sec): 3 clusters Score: Raw -836.518955 + Penalty 641.606478 = -194.912477 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 100 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.689907 sec): 2 clusters Score: Raw -902.254629 + Penalty 327.336963 = -574.917667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.690147 sec): 3 clusters Score: Raw -953.469142 + Penalty 656.603524 = -296.865618 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 101 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.690927 sec): 2 clusters Score: Raw -584.447340 + Penalty 286.982609 = -297.464731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.691156 sec): 3 clusters Score: Raw -615.016769 + Penalty 572.563965 = -42.452804 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 102 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.691929 sec): 2 clusters Score: Raw -591.288166 + Penalty 201.512232 = -389.775933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.692159 sec): 3 clusters Score: Raw -601.498123 + Penalty 414.814876 = -186.683247 nChanged 1 SP:Iteration 1F (32.692385 sec): 3 clusters Score: Raw -606.731615 + Penalty 414.814876 = -191.916739 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 103 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.693132 sec): 2 clusters Score: Raw -158.091336 + Penalty 121.352410 = -36.738926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.693343 sec): 3 clusters Score: Raw -151.303899 + Penalty 245.101089 = 93.797189 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 104 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.694108 sec): 2 clusters Score: Raw -411.304643 + Penalty 135.286598 = -276.018045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.694330 sec): 3 clusters Score: Raw -432.548249 + Penalty 271.621833 = -160.926416 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 105 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.695093 sec): 2 clusters Score: Raw -507.394749 + Penalty 190.125400 = -317.269348 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.695322 sec): 3 clusters Score: Raw -524.356865 + Penalty 388.955975 = -135.400889 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 107 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.696089 sec): 2 clusters Score: Raw -570.720336 + Penalty 256.623158 = -314.097177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.696317 sec): 3 clusters Score: Raw -587.662305 + Penalty 517.831761 = -69.830544 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 108 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.697089 sec): 2 clusters Score: Raw -584.612952 + Penalty 267.808407 = -316.804545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.697315 sec): 3 clusters Score: Raw -596.219460 + Penalty 534.363533 = -61.855927 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 110 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.698069 sec): 2 clusters Score: Raw -347.536823 + Penalty 71.759105 = -275.777718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.698282 sec): 3 clusters Score: Raw -348.189182 + Penalty 128.939527 = -219.249655 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 111 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.699040 sec): 2 clusters Score: Raw -169.039822 + Penalty 132.157114 = -36.882707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.699251 sec): 3 clusters Score: Raw -160.303520 + Penalty 264.000477 = 103.696957 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 112 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.699997 sec): 2 clusters Score: Raw -200.627519 + Penalty 102.033043 = -98.594476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.700209 sec): 3 clusters Score: Raw -196.498444 + Penalty 202.396245 = 5.897801 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 113 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.700967 sec): 2 clusters Score: Raw -416.679771 + Penalty 145.727631 = -270.952140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.701190 sec): 3 clusters Score: Raw -440.037128 + Penalty 291.461086 = -148.576042 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 (32.701935 sec): 2 clusters Score: Raw -152.846167 + Penalty 75.063973 = -77.782193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.702129 sec): 2 clusters Score: Raw -152.846167 + Penalty 75.063973 = -77.782193 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 115 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.702872 sec): 2 clusters Score: Raw -103.289984 + Penalty 57.100599 = -46.189385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.703063 sec): 2 clusters Score: Raw -103.289984 + Penalty 57.100599 = -46.189385 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 117 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.703815 sec): 2 clusters Score: Raw -315.368359 + Penalty 154.828629 = -160.539731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.704034 sec): 3 clusters Score: Raw -311.053616 + Penalty 309.656651 = -1.396965 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 118 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.704779 sec): 2 clusters Score: Raw -149.310459 + Penalty 98.872345 = -50.438114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.704989 sec): 3 clusters Score: Raw -147.246095 + Penalty 199.500358 = 52.254263 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 120 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.705734 sec): 2 clusters Score: Raw -157.951658 + Penalty 83.251465 = -74.700193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.705940 sec): 3 clusters Score: Raw -149.618144 + Penalty 166.892669 = 17.274525 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 121 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.706716 sec): 2 clusters Score: Raw -814.036892 + Penalty 315.036081 = -499.000811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.706951 sec): 3 clusters Score: Raw -862.685968 + Penalty 630.072162 = -232.613806 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 122 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.707704 sec): 2 clusters Score: Raw -249.888990 + Penalty 161.272092 = -88.616899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.707918 sec): 3 clusters Score: Raw -247.696803 + Penalty 324.539250 = 76.842446 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 123 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.708675 sec): 2 clusters Score: Raw -160.689409 + Penalty 125.835085 = -34.854324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.708869 sec): 2 clusters Score: Raw -160.689409 + Penalty 125.835085 = -34.854324 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 124 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.709635 sec): 2 clusters Score: Raw -525.533215 + Penalty 201.623472 = -323.909742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.709861 sec): 3 clusters Score: Raw -542.205970 + Penalty 403.660571 = -138.545398 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 125 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.710630 sec): 2 clusters Score: Raw -661.875154 + Penalty 311.962638 = -349.912516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.710856 sec): 3 clusters Score: Raw -658.064134 + Penalty 621.149733 = -36.914401 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 126 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.711597 sec): 2 clusters Score: Raw -48.669352 + Penalty 0.000000 = -48.669352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.711786 sec): 2 clusters Score: Raw -48.669352 + Penalty 0.000000 = -48.669352 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 127 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.712522 sec): 2 clusters Score: Raw -48.809602 + Penalty 0.000000 = -48.809602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.712711 sec): 2 clusters Score: Raw -48.809602 + Penalty 0.000000 = -48.809602 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 129 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.713461 sec): 2 clusters Score: Raw -337.351847 + Penalty 216.783220 = -120.568627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.713678 sec): 3 clusters Score: Raw -334.978580 + Penalty 433.566441 = 98.587861 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 130 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.714478 sec): 2 clusters Score: Raw -1088.947844 + Penalty 48.016584 = -1040.931261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.714731 sec): 3 clusters Score: Raw -1076.962923 + Penalty 100.814600 = -976.148323 nChanged 7 SP:Iteration 1F (32.714980 sec): 3 clusters Score: Raw -1087.453669 + Penalty 96.385031 = -991.068637 nChanged 4 SP:Iteration 2F (32.715228 sec): 3 clusters Score: Raw -1091.364962 + Penalty 95.816843 = -995.548119 nChanged 1 SP:Iteration 3Q (32.715475 sec): 3 clusters Score: Raw -1092.091517 + Penalty 95.816843 = -996.274675 nChanged 0 SP:Iteration 4F (32.715722 sec): 3 clusters Score: Raw -1092.091517 + Penalty 95.816843 = -996.274675 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 131 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.716499 sec): 2 clusters Score: Raw -696.569626 + Penalty 256.858921 = -439.710705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.716730 sec): 3 clusters Score: Raw -703.214858 + Penalty 512.346302 = -190.868555 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 132 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.717471 sec): 2 clusters Score: Raw -110.225968 + Penalty 75.862522 = -34.363446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.717676 sec): 3 clusters Score: Raw -100.214773 + Penalty 151.725044 = 51.510271 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 133 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.718452 sec): 2 clusters Score: Raw -401.710960 + Penalty 182.590879 = -219.120081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.718672 sec): 3 clusters Score: Raw -413.594571 + Penalty 365.181758 = -48.412813 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 134 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.719421 sec): 2 clusters Score: Raw -205.946232 + Penalty 115.001940 = -90.944292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.719633 sec): 3 clusters Score: Raw -201.159557 + Penalty 230.003880 = 28.844323 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 135 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.720377 sec): 2 clusters Score: Raw -105.621585 + Penalty 68.477633 = -37.143952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.720568 sec): 2 clusters Score: Raw -105.621585 + Penalty 68.477633 = -37.143952 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 136 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.721319 sec): 2 clusters Score: Raw -169.434126 + Penalty 139.080788 = -30.353338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.721528 sec): 3 clusters Score: Raw -159.751428 + Penalty 286.871271 = 127.119843 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 137 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.722279 sec): 2 clusters Score: Raw -266.620124 + Penalty 167.549729 = -99.070395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.722495 sec): 3 clusters Score: Raw -260.659498 + Penalty 338.731620 = 78.072122 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 138 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.723252 sec): 2 clusters Score: Raw -471.050030 + Penalty 270.406960 = -200.643070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.723473 sec): 3 clusters Score: Raw -461.481603 + Penalty 550.356615 = 88.875012 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 139 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.724224 sec): 2 clusters Score: Raw -213.517611 + Penalty 137.138729 = -76.378882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.724436 sec): 3 clusters Score: Raw -207.918057 + Penalty 274.277457 = 66.359401 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 (32.725185 sec): 2 clusters Score: Raw -105.326090 + Penalty 72.618440 = -32.707649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.725377 sec): 2 clusters Score: Raw -105.326090 + Penalty 72.618440 = -32.707649 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 141 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.726125 sec): 2 clusters Score: Raw -104.497261 + Penalty 62.340394 = -42.156867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.726317 sec): 2 clusters Score: Raw -104.497261 + Penalty 62.340394 = -42.156867 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 142 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.727059 sec): 2 clusters Score: Raw -49.741762 + Penalty 0.000000 = -49.741762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.727247 sec): 2 clusters Score: Raw -49.741762 + Penalty 0.000000 = -49.741762 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 (32.728020 sec): 2 clusters Score: Raw -298.204146 + Penalty 151.154800 = -147.049346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.728236 sec): 3 clusters Score: Raw -301.492206 + Penalty 290.420005 = -11.072201 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 144 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.728968 sec): 2 clusters Score: Raw -48.108393 + Penalty 0.000000 = -48.108393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.729152 sec): 2 clusters Score: Raw -48.108393 + Penalty 0.000000 = -48.108393 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 145 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.729904 sec): 2 clusters Score: Raw -351.428900 + Penalty 166.590197 = -184.838703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.730123 sec): 3 clusters Score: Raw -358.291764 + Penalty 334.423420 = -23.868344 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 148 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.730879 sec): 2 clusters Score: Raw -408.410577 + Penalty 252.769244 = -155.641333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.731098 sec): 3 clusters Score: Raw -409.404858 + Penalty 505.870554 = 96.465697 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 149 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.731834 sec): 2 clusters Score: Raw -47.155025 + Penalty 0.000000 = -47.155025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.732024 sec): 2 clusters Score: Raw -47.155025 + Penalty 0.000000 = -47.155025 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 150 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.732761 sec): 2 clusters Score: Raw -106.549540 + Penalty 78.797509 = -27.752032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.732953 sec): 2 clusters Score: Raw -106.549540 + Penalty 78.797509 = -27.752032 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 151 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.733703 sec): 2 clusters Score: Raw -332.422181 + Penalty 226.746309 = -105.675872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.733918 sec): 3 clusters Score: Raw -323.380429 + Penalty 421.713604 = 98.333174 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 152 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.734669 sec): 2 clusters Score: Raw -226.834006 + Penalty 178.341811 = -48.492195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.734882 sec): 3 clusters Score: Raw -216.412817 + Penalty 356.683622 = 140.270806 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 153 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.735637 sec): 2 clusters Score: Raw -265.388371 + Penalty 151.627775 = -113.760596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.735852 sec): 3 clusters Score: Raw -258.946579 + Penalty 303.552806 = 44.606226 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 154 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.736609 sec): 2 clusters Score: Raw -103.182215 + Penalty 69.581838 = -33.600377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.736812 sec): 3 clusters Score: Raw -96.171899 + Penalty 139.163676 = 42.991777 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 155 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.737576 sec): 2 clusters Score: Raw -226.696490 + Penalty 182.244275 = -44.452215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.737788 sec): 3 clusters Score: Raw -220.015885 + Penalty 364.488550 = 144.472664 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 156 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.738544 sec): 2 clusters Score: Raw -375.725214 + Penalty 200.466666 = -175.258548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.738762 sec): 3 clusters Score: Raw -379.585239 + Penalty 399.348296 = 19.763057 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 (32.739504 sec): 2 clusters Score: Raw -110.881501 + Penalty 80.330632 = -30.550869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.739709 sec): 3 clusters Score: Raw -100.231667 + Penalty 160.661264 = 60.429597 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 158 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.740446 sec): 2 clusters Score: Raw -49.610926 + Penalty 0.000000 = -49.610926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.740635 sec): 2 clusters Score: Raw -49.610926 + Penalty 0.000000 = -49.610926 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 (32.741374 sec): 2 clusters Score: Raw -48.974182 + Penalty 0.000000 = -48.974182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.741563 sec): 2 clusters Score: Raw -48.974182 + Penalty 0.000000 = -48.974182 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 160 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.742298 sec): 2 clusters Score: Raw -48.688633 + Penalty 0.000000 = -48.688633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.742487 sec): 2 clusters Score: Raw -48.688633 + Penalty 0.000000 = -48.688633 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 (32.743225 sec): 2 clusters Score: Raw -99.393524 + Penalty 47.517879 = -51.875644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.743416 sec): 2 clusters Score: Raw -99.393524 + Penalty 47.517879 = -51.875644 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 164 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.744151 sec): 2 clusters Score: Raw -49.932943 + Penalty 0.000000 = -49.932943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.744340 sec): 2 clusters Score: Raw -49.932943 + Penalty 0.000000 = -49.932943 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 (32.745082 sec): 2 clusters Score: Raw -154.822241 + Penalty 110.796262 = -44.025979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.745292 sec): 3 clusters Score: Raw -148.465813 + Penalty 227.196775 = 78.730963 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 168 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.746026 sec): 2 clusters Score: Raw -48.553995 + Penalty 0.000000 = -48.553995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.746214 sec): 2 clusters Score: Raw -48.553995 + Penalty 0.000000 = -48.553995 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 169 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.746974 sec): 2 clusters Score: Raw -207.634339 + Penalty 128.583985 = -79.050354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.747188 sec): 3 clusters Score: Raw -203.356585 + Penalty 246.562489 = 43.205904 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 171 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.747932 sec): 2 clusters Score: Raw -111.754612 + Penalty 88.321820 = -23.432792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.748137 sec): 3 clusters Score: Raw -102.316911 + Penalty 176.643639 = 74.326728 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 173 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.748885 sec): 2 clusters Score: Raw -250.540342 + Penalty 122.987745 = -127.552596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.749102 sec): 3 clusters Score: Raw -247.510238 + Penalty 251.951210 = 4.440972 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 174 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.749845 sec): 2 clusters Score: Raw -148.845958 + Penalty 73.270399 = -75.575559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.750039 sec): 2 clusters Score: Raw -148.845958 + Penalty 73.270399 = -75.575559 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 175 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.750779 sec): 2 clusters Score: Raw -102.773328 + Penalty 63.224687 = -39.548642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.750985 sec): 3 clusters Score: Raw -96.042729 + Penalty 126.449374 = 30.406645 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 176 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.751725 sec): 2 clusters Score: Raw -102.545846 + Penalty 64.898101 = -37.647746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.751930 sec): 3 clusters Score: Raw -95.861401 + Penalty 129.796201 = 33.934800 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 (32.752664 sec): 2 clusters Score: Raw -50.351061 + Penalty 0.000000 = -50.351061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.752853 sec): 2 clusters Score: Raw -50.351061 + Penalty 0.000000 = -50.351061 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 (32.753589 sec): 2 clusters Score: Raw -46.314012 + Penalty 0.000000 = -46.314012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.753778 sec): 2 clusters Score: Raw -46.314012 + Penalty 0.000000 = -46.314012 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 (32.754515 sec): 2 clusters Score: Raw -50.117276 + Penalty 0.000000 = -50.117276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.754704 sec): 2 clusters Score: Raw -50.117276 + Penalty 0.000000 = -50.117276 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 181 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.755453 sec): 2 clusters Score: Raw -224.750872 + Penalty 62.130733 = -162.620139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.755651 sec): 2 clusters Score: Raw -224.750872 + Penalty 62.130733 = -162.620139 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 182 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.756422 sec): 2 clusters Score: Raw -416.457547 + Penalty 243.763634 = -172.693913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.756641 sec): 3 clusters Score: Raw -406.081796 + Penalty 489.875208 = 83.793412 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 183 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.757399 sec): 2 clusters Score: Raw -457.248692 + Penalty 239.076320 = -218.172372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.757619 sec): 3 clusters Score: Raw -451.502269 + Penalty 478.152640 = 26.650371 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 186 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.758369 sec): 2 clusters Score: Raw -111.944354 + Penalty 86.106599 = -25.837755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.758560 sec): 2 clusters Score: Raw -111.944354 + Penalty 86.106599 = -25.837755 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 (32.759310 sec): 2 clusters Score: Raw -161.399963 + Penalty 103.869295 = -57.530668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.759518 sec): 3 clusters Score: Raw -154.490381 + Penalty 217.165424 = 62.675042 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 189 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.760263 sec): 2 clusters Score: Raw -162.891963 + Penalty 122.756154 = -40.135809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.760472 sec): 3 clusters Score: Raw -155.019065 + Penalty 242.600298 = 87.581234 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 190 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.761208 sec): 2 clusters Score: Raw -49.702509 + Penalty 0.000000 = -49.702509 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.761397 sec): 2 clusters Score: Raw -49.702509 + Penalty 0.000000 = -49.702509 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 191 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.762139 sec): 2 clusters Score: Raw -110.105396 + Penalty 83.440930 = -26.664466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.762344 sec): 3 clusters Score: Raw -101.139463 + Penalty 166.881860 = 65.742397 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 192 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.763085 sec): 2 clusters Score: Raw -109.513082 + Penalty 76.821723 = -32.691358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.763277 sec): 2 clusters Score: Raw -109.513082 + Penalty 76.821723 = -32.691358 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 193 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.764021 sec): 2 clusters Score: Raw -48.798136 + Penalty 0.000000 = -48.798136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.764209 sec): 2 clusters Score: Raw -48.798136 + Penalty 0.000000 = -48.798136 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 194 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.764950 sec): 2 clusters Score: Raw -105.747120 + Penalty 69.479973 = -36.267147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.765141 sec): 2 clusters Score: Raw -105.747120 + Penalty 69.479973 = -36.267147 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 195 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.765902 sec): 2 clusters Score: Raw -219.396564 + Penalty 147.050804 = -72.345759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.766115 sec): 3 clusters Score: Raw -207.848568 + Penalty 294.101608 = 86.253041 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 196 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.766850 sec): 2 clusters Score: Raw -51.123856 + Penalty 0.000000 = -51.123856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.767037 sec): 2 clusters Score: Raw -51.123856 + Penalty 0.000000 = -51.123856 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 197 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.767773 sec): 2 clusters Score: Raw -48.158350 + Penalty 0.000000 = -48.158350 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.767962 sec): 2 clusters Score: Raw -48.158350 + Penalty 0.000000 = -48.158350 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 199 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.768696 sec): 2 clusters Score: Raw -49.815609 + Penalty 0.000000 = -49.815609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.768885 sec): 2 clusters Score: Raw -49.815609 + Penalty 0.000000 = -49.815609 nChanged 0 Deleting Class 190 (1 points): Lose 0.451570 but Gain 1341.318078 Iteration 20F (35.596254 sec): 182 clusters Score: Raw -1335222.628797 + Penalty 167925.704117 = -1167296.924680 nChanged 570 Deleting Class 60 (6 points): Lose 168.587224 but Gain 1502.441822 Iteration 21Q (35.848512 sec): 181 clusters Score: Raw -1335477.880196 + Penalty 166417.898881 = -1169059.981315 nChanged 297 Deleting Class 159 (1 points): Lose 16.723454 but Gain 1343.700832 Iteration 22Q (36.071099 sec): 180 clusters Score: Raw -1335663.746554 + Penalty 165084.824501 = -1170578.922053 nChanged 201 Deleting Class 87 (3 points): Lose 27.326856 but Gain 1340.908502 Iteration 23Q (36.297731 sec): 179 clusters Score: Raw -1335746.483173 + Penalty 163750.109408 = -1171996.373765 nChanged 163 Deleting Class 8 (2 points): Lose 46.252473 but Gain 1353.959187 Iteration 24Q (36.511942 sec): 178 clusters Score: Raw -1335792.645916 + Penalty 162618.335318 = -1173174.310599 nChanged 144 Deleting Class 171 (2 points): Lose 37.311616 but Gain 1327.608180 Iteration 25Q (36.717934 sec): 177 clusters Score: Raw -1335863.287101 + Penalty 161386.696864 = -1174476.590237 nChanged 121 Deleting Class 155 (4 points): Lose 82.360318 but Gain 1369.701118 Iteration 26Q (36.920812 sec): 176 clusters Score: Raw -1335850.922477 + Penalty 160078.239474 = -1175772.683003 nChanged 96 Deleting Class 186 (2 points): Lose 8.861727 but Gain 1294.310122 Iteration 27Q (37.118257 sec): 175 clusters Score: Raw -1335921.118681 + Penalty 158779.897307 = -1177141.221374 nChanged 66 Deleting Class 71 (15 points): Lose 188.448221 but Gain 1466.841580 Iteration 28Q (37.316115 sec): 174 clusters Score: Raw -1335764.021782 + Penalty 157478.389340 = -1178285.632442 nChanged 54 Deleting Class 152 (4 points): Lose 69.567388 but Gain 1340.371203 Iteration 29Q (37.511026 sec): 173 clusters Score: Raw -1335794.175813 + Penalty 156279.255104 = -1179514.920710 nChanged 40 Deleting Class 182 (9 points): Lose 68.876867 but Gain 1336.994598 Iteration 30F (40.189588 sec): 172 clusters Score: Raw -1335803.857319 + Penalty 155021.337892 = -1180782.519427 nChanged 71 Deleting Class 136 (3 points): Lose 51.513648 but Gain 1319.015995 Iteration 31Q (40.385080 sec): 171 clusters Score: Raw -1335827.667507 + Penalty 153717.467804 = -1182110.199703 nChanged 61 Deleting Class 151 (6 points): Lose 59.079956 but Gain 1318.523551 Iteration 32Q (40.577465 sec): 170 clusters Score: Raw -1335805.614037 + Penalty 152423.154874 = -1183382.459163 nChanged 64 Deleting Class 138 (9 points): Lose 96.718747 but Gain 1355.821104 Iteration 33Q (40.772320 sec): 169 clusters Score: Raw -1335754.977495 + Penalty 151104.387931 = -1184650.589564 nChanged 63 Deleting Class 64 (14 points): Lose 168.847927 but Gain 1427.008856 Iteration 34Q (40.963851 sec): 168 clusters Score: Raw -1335635.084969 + Penalty 149893.163988 = -1185741.920981 nChanged 66 Deleting Class 178 (1 points): Lose 20.186893 but Gain 1275.895805 Iteration 35Q (41.156694 sec): 167 clusters Score: Raw -1335740.101627 + Penalty 148674.601781 = -1187065.499846 nChanged 53 Deleting Class 125 (12 points): Lose 109.496728 but Gain 1361.021056 Iteration 36Q (41.346910 sec): 166 clusters Score: Raw -1335676.172500 + Penalty 147382.504639 = -1188293.667861 nChanged 59 Deleting Class 35 (24 points): Lose 300.957883 but Gain 1550.855433 Iteration 37Q (41.536466 sec): 165 clusters Score: Raw -1335436.658375 + Penalty 146043.572688 = -1189393.085687 nChanged 74 Deleting Class 54 (11 points): Lose 138.896160 but Gain 1385.286354 Iteration 38Q (41.726427 sec): 164 clusters Score: Raw -1335439.520798 + Penalty 144671.511168 = -1190768.009630 nChanged 60 Deleting Class 148 (7 points): Lose 111.582423 but Gain 1353.408250 Iteration 39Q (41.916568 sec): 163 clusters Score: Raw -1335420.616375 + Penalty 143359.240523 = -1192061.375852 nChanged 40 Deleting Class 191 (2 points): Lose 19.810649 but Gain 1254.241154 Iteration 40F (44.489719 sec): 162 clusters Score: Raw -1335450.009546 + Penalty 142170.000436 = -1193280.009110 nChanged 39 Deleting Class 84 (8 points): Lose 117.823506 but Gain 1349.752219 Iteration 41Q (44.682881 sec): 161 clusters Score: Raw -1335384.078333 + Penalty 140835.514462 = -1194548.563871 nChanged 39 Deleting Class 20 (5 points): Lose 89.816151 but Gain 1316.163553 Iteration 42Q (44.873796 sec): 160 clusters Score: Raw -1335354.707084 + Penalty 139524.376176 = -1195830.330908 nChanged 50 Deleting Class 196 (1 points): Lose 6.295501 but Gain 1208.723292 Iteration 43Q (45.068244 sec): 159 clusters Score: Raw -1335427.307434 + Penalty 138327.823739 = -1197099.483695 nChanged 59 Deleting Class 111 (3 points): Lose 50.968210 but Gain 1253.353182 Iteration 44Q (45.259816 sec): 158 clusters Score: Raw -1335479.654694 + Penalty 137067.489601 = -1198412.165093 nChanged 59 Deleting Class 92 (10 points): Lose 97.191028 but Gain 1298.018778 Iteration 45Q (45.453794 sec): 157 clusters Score: Raw -1335545.068214 + Penalty 135776.029239 = -1199769.038975 nChanged 62 Deleting Class 199 (1 points): Lose 3.888647 but Gain 1199.856652 Iteration 46Q (45.641486 sec): 156 clusters Score: Raw -1335714.568050 + Penalty 134587.519922 = -1201127.048127 nChanged 41 Deleting Class 70 (24 points): Lose 213.390918 but Gain 1401.693917 Iteration 47Q (45.831326 sec): 155 clusters Score: Raw -1335572.789892 + Penalty 133246.003967 = -1202326.785925 nChanged 52 Deleting Class 129 (6 points): Lose 75.249076 but Gain 1260.588462 Iteration 48Q (46.019775 sec): 154 clusters Score: Raw -1335578.741979 + Penalty 132033.945947 = -1203544.796032 nChanged 20 Deleting Class 29 (13 points): Lose 261.283673 but Gain 1446.411972 Iteration 49Q (46.206675 sec): 153 clusters Score: Raw -1335341.346250 + Penalty 130654.639210 = -1204686.707039 nChanged 23 Deleting Class 158 (1 points): Lose 25.648898 but Gain 1209.971635 Iteration 50F (48.581527 sec): 152 clusters Score: Raw -1335418.608404 + Penalty 129455.753305 = -1205962.855100 nChanged 15 Deleting Class 101 (12 points): Lose 80.276552 but Gain 1264.461011 Iteration 51Q (48.757413 sec): 151 clusters Score: Raw -1335376.568140 + Penalty 128277.746574 = -1207098.821566 nChanged 24 Deleting Class 183 (9 points): Lose 48.396374 but Gain 1229.239991 Iteration 52Q (48.933881 sec): 150 clusters Score: Raw -1335380.461471 + Penalty 127063.367716 = -1208317.093756 nChanged 20 Deleting Class 157 (2 points): Lose 32.582997 but Gain 1207.488760 Iteration 53Q (49.111598 sec): 149 clusters Score: Raw -1335371.594684 + Penalty 125898.021757 = -1209473.572927 nChanged 12 Deleting Class 123 (3 points): Lose 21.433963 but Gain 1193.396250 Iteration 54Q (49.285422 sec): 148 clusters Score: Raw -1335383.855083 + Penalty 124715.205001 = -1210668.650082 nChanged 9 Deleting Class 150 (2 points): Lose 13.441784 but Gain 1184.443636 Iteration 55Q (49.457588 sec): 147 clusters Score: Raw -1335380.397520 + Penalty 123541.314253 = -1211839.083267 nChanged 11 Deleting Class 57 (14 points): Lose 97.222370 but Gain 1264.558761 Iteration 56Q (49.629992 sec): 146 clusters Score: Raw -1335292.136124 + Penalty 122295.870629 = -1212996.265495 nChanged 22 Deleting Class 58 (19 points): Lose 255.698736 but Gain 1410.898193 Iteration 57Q (49.812584 sec): 145 clusters Score: Raw -1335062.833922 + Penalty 120969.899000 = -1214092.934922 nChanged 27 Deleting Class 142 (1 points): Lose 10.232372 but Gain 1163.505098 Iteration 58Q (49.985578 sec): 144 clusters Score: Raw -1335156.507572 + Penalty 119822.318567 = -1215334.189005 nChanged 16 Deleting Class 56 (17 points): Lose 177.644858 but Gain 1329.685830 Iteration 59Q (50.156036 sec): 143 clusters Score: Raw -1335005.827296 + Penalty 118613.884769 = -1216391.942527 nChanged 26 Deleting Class 75 (38 points): Lose 253.051578 but Gain 1412.807071 Iteration 60F (52.375792 sec): 142 clusters Score: Raw -1334818.926291 + Penalty 117326.495167 = -1217492.431124 nChanged 45 Deleting Class 98 (12 points): Lose 94.853393 but Gain 1273.990522 Iteration 61Q (52.549325 sec): 141 clusters Score: Raw -1334849.157682 + Penalty 116064.833312 = -1218784.324369 nChanged 30 Deleting Class 160 (2 points): Lose 49.741654 but Gain 1192.587836 Iteration 62Q (52.721468 sec): 140 clusters Score: Raw -1334867.044914 + Penalty 114886.745604 = -1219980.299310 nChanged 19 Deleting Class 180 (1 points): Lose 5.181711 but Gain 1147.599786 Iteration 63Q (52.891064 sec): 139 clusters Score: Raw -1334911.316934 + Penalty 113768.629331 = -1221142.687603 nChanged 10 Deleting Class 164 (1 points): Lose 21.035823 but Gain 1153.169409 Iteration 64Q (53.060573 sec): 138 clusters Score: Raw -1334915.849664 + Penalty 112631.088348 = -1222284.761316 nChanged 5 Deleting Class 189 (3 points): Lose 34.493103 but Gain 1164.196245 Iteration 65Q (53.226647 sec): 137 clusters Score: Raw -1334897.087096 + Penalty 111655.501638 = -1223241.585458 nChanged 5 Deleting Class 108 (11 points): Lose 55.859750 but Gain 1208.093066 Iteration 66Q (53.393572 sec): 136 clusters Score: Raw -1334864.435412 + Penalty 110491.979409 = -1224372.456003 nChanged 14 Deleting Class 192 (2 points): Lose 31.826754 but Gain 1154.744648 Iteration 67Q (53.562598 sec): 135 clusters Score: Raw -1334854.784144 + Penalty 109367.934150 = -1225486.849994 nChanged 5 Deleting Class 132 (2 points): Lose 18.393635 but Gain 1140.326423 Iteration 68Q (53.728858 sec): 134 clusters Score: Raw -1334867.298519 + Penalty 108242.920966 = -1226624.377554 nChanged 4 Deleting Class 23 (1 points): Lose 19.255438 but Gain 1137.687293 Iteration 69Q (53.892469 sec): 133 clusters Score: Raw -1334857.250164 + Penalty 107213.025589 = -1227644.224575 nChanged 1 Deleting Class 131 (23 points): Lose 93.650824 but Gain 1218.328301 Iteration 70F (55.950104 sec): 132 clusters Score: Raw -1334784.603652 + Penalty 106012.803681 = -1228771.799970 nChanged 23 Deleting Class 21 (14 points): Lose 73.598071 but Gain 1192.539754 Iteration 71Q (56.115720 sec): 131 clusters Score: Raw -1334748.207774 + Penalty 104846.005245 = -1229902.202529 nChanged 17 Deleting Class 67 (19 points): Lose 91.109530 but Gain 1208.799628 Iteration 72Q (56.280651 sec): 130 clusters Score: Raw -1334685.466580 + Penalty 103730.164134 = -1230955.302446 nChanged 26 Deleting Class 95 (5 points): Lose 67.490295 but Gain 1180.105068 Iteration 73Q (56.444745 sec): 129 clusters Score: Raw -1334667.294274 + Penalty 102605.345605 = -1232061.948669 nChanged 8 Deleting Class 24 (45 points): Lose 521.734048 but Gain 1625.736366 Iteration 74Q (56.606925 sec): 128 clusters Score: Raw -1334162.150709 + Penalty 101312.702763 = -1232849.447946 nChanged 47 Deleting Class 99 (16 points): Lose 106.711184 but Gain 1209.085923 Iteration 75Q (56.771590 sec): 127 clusters Score: Raw -1334248.952406 + Penalty 100064.228719 = -1234184.723687 nChanged 32 Deleting Class 103 (3 points): Lose 56.824094 but Gain 1150.883399 Iteration 76Q (56.933418 sec): 126 clusters Score: Raw -1334284.401965 + Penalty 99078.512896 = -1235205.889069 nChanged 21 Deleting Class 195 (4 points): Lose 13.967891 but Gain 1105.196040 Iteration 77Q (57.092936 sec): 125 clusters Score: Raw -1334324.420661 + Penalty 98093.924728 = -1236230.495934 nChanged 14 Deleting Class 85 (3 points): Lose 82.387620 but Gain 1173.590231 Iteration 78Q (57.253271 sec): 124 clusters Score: Raw -1334272.188196 + Penalty 96924.264503 = -1237347.923693 nChanged 12 Deleting Class 121 (18 points): Lose 130.295576 but Gain 1217.511411 Iteration 79Q (57.422330 sec): 123 clusters Score: Raw -1334157.016871 + Penalty 95736.807328 = -1238420.209543 nChanged 27 Deleting Class 100 (18 points): Lose 93.375141 but Gain 1179.963888 Iteration 80F (59.351233 sec): 122 clusters Score: Raw -1334110.717146 + Penalty 94594.121784 = -1239516.595362 nChanged 30 Deleting Class 140 (2 points): Lose 15.803008 but Gain 1091.563056 Iteration 81Q (59.509819 sec): 121 clusters Score: Raw -1334134.957858 + Penalty 93518.425766 = -1240616.532092 nChanged 14 Deleting Class 47 (24 points): Lose 105.908442 but Gain 1171.043019 Iteration 82Q (59.670778 sec): 120 clusters Score: Raw -1334052.406526 + Penalty 92385.356936 = -1241667.049589 nChanged 31 Deleting Class 66 (6 points): Lose 83.656265 but Gain 1145.341734 Iteration 83Q (59.830538 sec): 119 clusters Score: Raw -1334013.279740 + Penalty 91429.965530 = -1242583.314210 nChanged 14 Deleting Class 82 (4 points): Lose 33.387088 but Gain 1091.902815 Iteration 84Q (59.988317 sec): 118 clusters Score: Raw -1334032.113802 + Penalty 90357.968626 = -1243674.145175 nChanged 12 Deleting Class 193 (1 points): Lose 9.741150 but Gain 1066.760253 Iteration 85Q (60.143162 sec): 117 clusters Score: Raw -1334034.307618 + Penalty 89299.427103 = -1244734.880515 nChanged 6 Deleting Class 127 (1 points): Lose 8.880087 but Gain 1059.362027 Iteration 86Q (60.299888 sec): 116 clusters Score: Raw -1334032.317167 + Penalty 88234.399009 = -1245797.918159 nChanged 6 Deleting Class 107 (11 points): Lose 67.682874 but Gain 1115.046573 Iteration 87Q (60.456564 sec): 115 clusters Score: Raw -1333972.942663 + Penalty 87154.359693 = -1246818.582970 nChanged 11 Deleting Class 137 (5 points): Lose 52.175605 but Gain 1084.668120 Iteration 88Q (60.613311 sec): 114 clusters Score: Raw -1333945.107395 + Penalty 86083.214261 = -1247861.893133 nChanged 6 Deleting Class 194 (2 points): Lose 12.309241 but Gain 1044.387227 Iteration 89Q (60.765351 sec): 113 clusters Score: Raw -1333946.366546 + Penalty 85043.498014 = -1248902.868532 nChanged 3 Deleting Class 25 (33 points): Lose 374.159924 but Gain 1404.022569 Iteration 90F (62.496800 sec): 112 clusters Score: Raw -1333576.058809 + Penalty 83782.555891 = -1249793.502917 nChanged 33 Deleting Class 166 (3 points): Lose 20.914008 but Gain 1050.770879 Iteration 91Q (62.656652 sec): 111 clusters Score: Raw -1333706.549167 + Penalty 82821.517169 = -1250885.031998 nChanged 11 Deleting Class 96 (5 points): Lose 77.852928 but Gain 1095.594801 Iteration 92Q (62.808239 sec): 110 clusters Score: Raw -1333663.226629 + Penalty 81750.435274 = -1251912.791354 nChanged 12 Deleting Class 154 (2 points): Lose 32.949099 but Gain 1045.918409 Iteration 93Q (62.960493 sec): 109 clusters Score: Raw -1333666.786048 + Penalty 80718.101706 = -1252948.684342 nChanged 3 Deleting Class 135 (2 points): Lose 20.255524 but Gain 1029.320569 Iteration 94Q (63.111339 sec): 108 clusters Score: Raw -1333656.316956 + Penalty 79709.652597 = -1253946.664359 nChanged 2 Deleting Class 156 (7 points): Lose 87.703899 but Gain 1073.363338 Iteration 95Q (63.260611 sec): 107 clusters Score: Raw -1333577.248277 + Penalty 78658.248399 = -1254918.999878 nChanged 7 Deleting Class 139 (4 points): Lose 47.638057 but Gain 1030.699429 Iteration 96Q (63.409789 sec): 106 clusters Score: Raw -1333548.300104 + Penalty 77649.472795 = -1255898.827309 nChanged 5 Deleting Class 122 (5 points): Lose 64.685836 but Gain 1044.028523 Iteration 97Q (63.558369 sec): 105 clusters Score: Raw -1333497.646795 + Penalty 76638.983084 = -1256858.663711 nChanged 5 Deleting Class 153 (5 points): Lose 12.044181 but Gain 981.594026 Iteration 98Q (63.709469 sec): 104 clusters Score: Raw -1333515.709832 + Penalty 75672.059611 = -1257843.650221 nChanged 8 Deleting Class 79 (35 points): Lose 150.144866 but Gain 1116.451173 Iteration 99Q (63.857258 sec): 103 clusters Score: Raw -1333380.329178 + Penalty 74640.234887 = -1258740.094291 nChanged 36 Deleting Class 32 (11 points): Lose 97.990697 but Gain 1061.407047 Iteration 100F (65.464758 sec): 102 clusters Score: Raw -1333352.061967 + Penalty 73622.988925 = -1259729.073043 nChanged 21 Deleting Class 149 (3 points): Lose 41.845919 but Gain 1003.967272 Iteration 101Q (65.623191 sec): 101 clusters Score: Raw -1333346.624439 + Penalty 72652.009107 = -1260694.615332 nChanged 11 Deleting Class 74 (4 points): Lose 45.251807 but Gain 1004.225723 Iteration 102Q (65.774233 sec): 100 clusters Score: Raw -1333315.783217 + Penalty 71666.174760 = -1261649.608457 nChanged 7 Deleting Class 176 (2 points): Lose 29.738330 but Gain 975.514880 Iteration 103Q (65.924954 sec): 99 clusters Score: Raw -1333298.203553 + Penalty 70692.213410 = -1262605.990143 nChanged 2 Deleting Class 175 (2 points): Lose 21.285950 but Gain 950.360987 Iteration 104Q (66.077992 sec): 98 clusters Score: Raw -1333282.023659 + Penalty 69742.995982 = -1263539.027677 nChanged 2 Deleting Class 169 (4 points): Lose 46.392312 but Gain 966.404176 Iteration 105Q (66.221694 sec): 97 clusters Score: Raw -1333239.126333 + Penalty 68815.420135 = -1264423.706198 nChanged 4 Deleting Class 197 (1 points): Lose 11.679170 but Gain 930.296630 Iteration 106Q (66.365524 sec): 96 clusters Score: Raw -1333243.411377 + Penalty 67896.391672 = -1265347.019704 nChanged 1 Deleting Class 141 (2 points): Lose 23.260710 but Gain 937.068751 Iteration 107Q (66.508492 sec): 95 clusters Score: Raw -1333225.971911 + Penalty 66962.497155 = -1266263.474756 nChanged 3 Deleting Class 73 (102 points): Lose 473.817727 but Gain 1387.271130 Iteration 108Q (66.653642 sec): 94 clusters Score: Raw -1332757.983394 + Penalty 65673.157595 = -1267084.825799 nChanged 104 Deleting Class 126 (1 points): Lose 6.089753 but Gain 916.432799 Iteration 109Q (66.800009 sec): 93 clusters Score: Raw -1332970.870983 + Penalty 64768.742679 = -1268202.128304 nChanged 19 Deleting Class 50 (33 points): Lose 263.409731 but Gain 1163.911829 Iteration 110F (68.255215 sec): 92 clusters Score: Raw -1332720.952091 + Penalty 63697.411529 = -1269023.540562 nChanged 36 Deleting Class 37 (74 points): Lose 239.016239 but Gain 1138.825263 Iteration 111Q (68.397128 sec): 91 clusters Score: Raw -1332594.718258 + Penalty 62686.506611 = -1269908.211647 nChanged 82 Deleting Class 43 (14 points): Lose 102.242935 but Gain 1001.688284 Iteration 112Q (68.539637 sec): 90 clusters Score: Raw -1332644.974254 + Penalty 61752.607334 = -1270892.366919 nChanged 32 Deleting Class 188 (3 points): Lose 95.008710 but Gain 985.076834 Iteration 113Q (68.695483 sec): 89 clusters Score: Raw -1332630.167053 + Penalty 60859.765530 = -1271770.401523 nChanged 20 Deleting Class 118 (3 points): Lose 48.999811 but Gain 937.686702 Iteration 114Q (68.840727 sec): 88 clusters Score: Raw -1332656.534917 + Penalty 59931.851781 = -1272724.683136 nChanged 15 Deleting Class 117 (6 points): Lose 18.684127 but Gain 900.324217 Iteration 115Q (68.977611 sec): 87 clusters Score: Raw -1332669.705701 + Penalty 59037.763862 = -1273631.941839 nChanged 16 Deleting Class 143 (5 points): Lose 37.776124 but Gain 915.327246 Iteration 116Q (69.114198 sec): 86 clusters Score: Raw -1332656.873354 + Penalty 58130.028755 = -1274526.844600 nChanged 13 Deleting Class 97 (2 points): Lose 10.967002 but Gain 876.909616 Iteration 117Q (69.251897 sec): 85 clusters Score: Raw -1332661.277458 + Penalty 57263.897861 = -1275397.379597 nChanged 8 Deleting Class 34 (11 points): Lose 163.501986 but Gain 1020.173595 Iteration 118Q (69.387669 sec): 84 clusters Score: Raw -1332503.946439 + Penalty 56245.142527 = -1276258.803912 nChanged 15 Writing temp clu file Memory request: 0.15 GB would take us to total of 0.31 GB. Compute initial score before splitting: Score: Raw -1332503.946439 + Penalty 56245.142527 = -1276258.803912Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 1 (664 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.454318 sec): 2 clusters Score: Raw -26826.415918 + Penalty 103.007081 = -26723.408837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.455707 sec): 3 clusters Score: Raw -26418.292932 + Penalty 206.454915 = -26211.838017 nChanged 277 SP:Iteration 1F (69.457111 sec): 3 clusters Score: Raw -26795.720529 + Penalty 208.991959 = -26586.728570 nChanged 106 SP:Iteration 2F (69.458457 sec): 3 clusters Score: Raw -27163.666740 + Penalty 207.925020 = -26955.741720 nChanged 25 SP:Iteration 3Q (69.459596 sec): 3 clusters Score: Raw -27217.653597 + Penalty 207.984727 = -27009.668871 nChanged 6 SP:Iteration 4Q (69.460700 sec): 3 clusters Score: Raw -27231.830820 + Penalty 208.027017 = -27023.803803 nChanged 6 SP:Iteration 5Q (69.461799 sec): 3 clusters Score: Raw -27241.266349 + Penalty 208.250043 = -27033.016306 nChanged 3 SP:Iteration 6Q (69.462893 sec): 3 clusters Score: Raw -27247.893686 + Penalty 208.540324 = -27039.353361 nChanged 2 SP:Iteration 7Q (69.463986 sec): 3 clusters Score: Raw -27250.947790 + Penalty 208.540324 = -27042.407465 nChanged 0 SP:Iteration 8F (69.465333 sec): 3 clusters Score: Raw -27250.947790 + Penalty 208.540324 = -27042.407465 nChanged 0 Score: Raw -1358564.968963 + Penalty 56414.349437 = -1302150.619525 Splitting cluster 1 changes total score from -1276258.803912 to -1302150.619525 So it's getting split into cluster 8. Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 2 (900 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.767771 sec): 2 clusters Score: Raw -40289.013003 + Penalty 519.753667 = -39769.259337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.769565 sec): 3 clusters Score: Raw -39852.477828 + Penalty 1039.489869 = -38812.987958 nChanged 321 SP:Iteration 1F (70.771313 sec): 3 clusters Score: Raw -40078.521122 + Penalty 1039.863482 = -39038.657641 nChanged 120 SP:Iteration 2F (70.773057 sec): 3 clusters Score: Raw -40187.438507 + Penalty 1044.319105 = -39143.119402 nChanged 67 SP:Iteration 3F (70.774804 sec): 3 clusters Score: Raw -40244.578789 + Penalty 1048.329587 = -39196.249202 nChanged 50 SP:Iteration 4F (70.776545 sec): 3 clusters Score: Raw -40292.624344 + Penalty 1050.240365 = -39242.383979 nChanged 40 SP:Iteration 5Q (70.778275 sec): 3 clusters Score: Raw -40328.625437 + Penalty 1052.922611 = -39275.702827 nChanged 31 SP:Iteration 6Q (70.780050 sec): 3 clusters Score: Raw -40359.222714 + Penalty 1062.364411 = -39296.858303 nChanged 20 SP:Iteration 7Q (70.781840 sec): 3 clusters Score: Raw -40377.573994 + Penalty 1064.193800 = -39313.380194 nChanged 13 SP:Iteration 8Q (70.783637 sec): 3 clusters Score: Raw -40389.228981 + Penalty 1067.192912 = -39322.036069 nChanged 8 SP:Iteration 9Q (70.785412 sec): 3 clusters Score: Raw -40396.938922 + Penalty 1067.504830 = -39329.434092 nChanged 4 SP:Iteration 10F (70.787150 sec): 3 clusters Score: Raw -40399.272103 + Penalty 1067.586934 = -39331.685169 nChanged 2 SP:Iteration 11Q (70.788876 sec): 3 clusters Score: Raw -40401.114543 + Penalty 1068.409679 = -39332.704864 nChanged 4 SP:Iteration 12Q (70.790601 sec): 3 clusters Score: Raw -40403.463455 + Penalty 1068.585540 = -39334.877915 nChanged 3 SP:Iteration 13Q (70.792326 sec): 3 clusters Score: Raw -40404.936983 + Penalty 1068.790978 = -39336.146005 nChanged 2 SP:Iteration 14Q (70.794050 sec): 3 clusters Score: Raw -40406.087953 + Penalty 1069.609908 = -39336.478045 nChanged 5 SP:Iteration 15Q (70.795783 sec): 3 clusters Score: Raw -40408.434046 + Penalty 1072.667012 = -39335.767035 nChanged 6 SP:Iteration 16F (70.797553 sec): 3 clusters Score: Raw -40413.900762 + Penalty 1075.275570 = -39338.625192 nChanged 6 SP:Iteration 17Q (70.799331 sec): 3 clusters Score: Raw -40418.897489 + Penalty 1077.836792 = -39341.060697 nChanged 8 SP:Iteration 18Q (70.801105 sec): 3 clusters Score: Raw -40424.955543 + Penalty 1078.094674 = -39346.860869 nChanged 3 SP:Iteration 19Q (70.802860 sec): 3 clusters Score: Raw -40428.109390 + Penalty 1078.089027 = -39350.020363 nChanged 3 SP:Iteration 20F (70.804602 sec): 3 clusters Score: Raw -40429.411653 + Penalty 1079.444575 = -39349.967079 nChanged 1 SP:Iteration 21F (70.806337 sec): 3 clusters Score: Raw -40430.032277 + Penalty 1081.774194 = -39348.258083 nChanged 2 SP:Iteration 22F (70.808072 sec): 3 clusters Score: Raw -40430.639900 + Penalty 1084.417806 = -39346.222093 nChanged 2 SP:Iteration 23F (70.809805 sec): 3 clusters Score: Raw -40431.498436 + Penalty 1084.775051 = -39346.723385 nChanged 1 SP:Iteration 24Q (70.811524 sec): 3 clusters Score: Raw -40432.268960 + Penalty 1084.681694 = -39347.587267 nChanged 3 SP:Iteration 25Q (70.813333 sec): 3 clusters Score: Raw -40435.500355 + Penalty 1085.293941 = -39350.206414 nChanged 2 SP:Iteration 26Q (70.815098 sec): 3 clusters Score: Raw -40436.663760 + Penalty 1086.418412 = -39350.245349 nChanged 2 SP:Iteration 27Q (70.816858 sec): 3 clusters Score: Raw -40437.509782 + Penalty 1087.322658 = -39350.187124 nChanged 1 SP:Iteration 28F (70.818599 sec): 3 clusters Score: Raw -40437.668848 + Penalty 1088.650802 = -39349.018046 nChanged 2 SP:Iteration 29F (70.820335 sec): 3 clusters Score: Raw -40438.715106 + Penalty 1091.565444 = -39347.149662 nChanged 2 SP:Iteration 30F (70.822069 sec): 3 clusters Score: Raw -40440.456723 + Penalty 1092.038380 = -39348.418343 nChanged 1 SP:Iteration 31Q (70.823784 sec): 3 clusters Score: Raw -40441.333945 + Penalty 1093.648987 = -39347.684957 nChanged 1 SP:Iteration 32F (70.825557 sec): 3 clusters Score: Raw -40441.557405 + Penalty 1093.648987 = -39347.908418 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 3 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.826187 sec): 2 clusters Score: Raw -2261.473810 + Penalty 159.995414 = -2101.478397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.826491 sec): 3 clusters Score: Raw -2247.854481 + Penalty 316.065328 = -1931.789153 nChanged 6 SP:Iteration 1F (70.826787 sec): 3 clusters Score: Raw -2256.030650 + Penalty 319.990828 = -1936.039822 nChanged 4 SP:Iteration 2F (70.827082 sec): 3 clusters Score: Raw -2260.548715 + Penalty 325.601895 = -1934.946820 nChanged 2 SP:Iteration 3F (70.827375 sec): 3 clusters Score: Raw -2264.321570 + Penalty 333.776805 = -1930.544765 nChanged 2 SP:Iteration 4F (70.827669 sec): 3 clusters Score: Raw -2266.142643 + Penalty 333.776805 = -1932.365837 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 4 (797 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.830289 sec): 2 clusters Score: Raw -35411.796081 + Penalty 419.139460 = -34992.656621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.831880 sec): 3 clusters Score: Raw -35027.801017 + Penalty 838.536097 = -34189.264920 nChanged 282 SP:Iteration 1F (70.833498 sec): 3 clusters Score: Raw -35266.382763 + Penalty 844.304361 = -34422.078403 nChanged 92 SP:Iteration 2F (70.835118 sec): 3 clusters Score: Raw -35371.290372 + Penalty 856.777907 = -34514.512464 nChanged 73 SP:Iteration 3F (70.836709 sec): 3 clusters Score: Raw -35461.292181 + Penalty 871.150093 = -34590.142088 nChanged 46 SP:Iteration 4F (70.838294 sec): 3 clusters Score: Raw -35502.407136 + Penalty 878.216894 = -34624.190242 nChanged 26 SP:Iteration 5Q (70.839857 sec): 3 clusters Score: Raw -35531.504484 + Penalty 882.152623 = -34649.351861 nChanged 17 SP:Iteration 6Q (70.841394 sec): 3 clusters Score: Raw -35552.090347 + Penalty 880.049769 = -34672.040579 nChanged 15 SP:Iteration 7Q (70.842956 sec): 3 clusters Score: Raw -35569.028624 + Penalty 877.145675 = -34691.882949 nChanged 11 SP:Iteration 8Q (70.844504 sec): 3 clusters Score: Raw -35584.083131 + Penalty 875.708185 = -34708.374946 nChanged 12 SP:Iteration 9Q (70.846034 sec): 3 clusters Score: Raw -35593.384769 + Penalty 875.736096 = -34717.648673 nChanged 9 SP:Iteration 10F (70.847597 sec): 3 clusters Score: Raw -35598.327104 + Penalty 874.769533 = -34723.557571 nChanged 3 SP:Iteration 11Q (70.849118 sec): 3 clusters Score: Raw -35599.651481 + Penalty 874.511548 = -34725.139933 nChanged 4 SP:Iteration 12Q (70.850662 sec): 3 clusters Score: Raw -35602.562847 + Penalty 875.297716 = -34727.265131 nChanged 1 SP:Iteration 13Q (70.852181 sec): 3 clusters Score: Raw -35603.330607 + Penalty 875.616392 = -34727.714214 nChanged 1 SP:Iteration 14Q (70.853699 sec): 3 clusters Score: Raw -35604.343851 + Penalty 876.073637 = -34728.270214 nChanged 1 SP:Iteration 15Q (70.855265 sec): 3 clusters Score: Raw -35604.757994 + Penalty 876.073637 = -34728.684357 nChanged 0 SP:Iteration 16F (70.856847 sec): 3 clusters Score: Raw -35604.757994 + Penalty 876.073637 = -34728.684357 nChanged 0 Memory request: 0.06 GB would take us to total of 0.36 GB. Trying to split cluster 5 (12272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.912591 sec): 2 clusters Score: Raw -522091.610879 + Penalty 170.664135 = -521920.946743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.935749 sec): 3 clusters Score: Raw -513895.836567 + Penalty 410.680136 = -513485.156432 nChanged 5825 SP:Iteration 1F (70.958261 sec): 3 clusters Score: Raw -519533.377039 + Penalty 460.050187 = -519073.326852 nChanged 1501 SP:Iteration 2F (70.980857 sec): 3 clusters Score: Raw -521238.505401 + Penalty 479.399236 = -520759.106165 nChanged 432 SP:Iteration 3Q (71.003112 sec): 3 clusters Score: Raw -521779.760966 + Penalty 485.226612 = -521294.534354 nChanged 136 SP:Iteration 4Q (71.022098 sec): 3 clusters Score: Raw -521917.401865 + Penalty 488.705462 = -521428.696402 nChanged 80 SP:Iteration 5Q (71.040209 sec): 3 clusters Score: Raw -521981.907975 + Penalty 484.869776 = -521497.038199 nChanged 47 SP:Iteration 6Q (71.058355 sec): 3 clusters Score: Raw -522010.535963 + Penalty 484.920358 = -521525.615606 nChanged 25 SP:Iteration 7Q (71.076166 sec): 3 clusters Score: Raw -522020.709860 + Penalty 488.622158 = -521532.087702 nChanged 19 SP:Iteration 8Q (71.094124 sec): 3 clusters Score: Raw -522026.066416 + Penalty 490.250771 = -521535.815645 nChanged 14 SP:Iteration 9Q (71.111935 sec): 3 clusters Score: Raw -522030.048303 + Penalty 485.641468 = -521544.406835 nChanged 17 SP:Iteration 10F (71.134765 sec): 3 clusters Score: Raw -522035.043667 + Penalty 484.680966 = -521550.362701 nChanged 17 SP:Iteration 11Q (71.152499 sec): 3 clusters Score: Raw -522038.612423 + Penalty 487.806868 = -521550.805555 nChanged 17 SP:Iteration 12Q (71.170339 sec): 3 clusters Score: Raw -522042.886418 + Penalty 487.678676 = -521555.207743 nChanged 18 SP:Iteration 13Q (71.188527 sec): 3 clusters Score: Raw -522048.125517 + Penalty 487.439792 = -521560.685725 nChanged 13 SP:Iteration 14Q (71.206456 sec): 3 clusters Score: Raw -522054.499076 + Penalty 491.117363 = -521563.381713 nChanged 20 SP:Iteration 15Q (71.224406 sec): 3 clusters Score: Raw -522060.643260 + Penalty 493.738340 = -521566.904920 nChanged 14 SP:Iteration 16Q (71.242125 sec): 3 clusters Score: Raw -522064.035690 + Penalty 495.305374 = -521568.730316 nChanged 13 SP:Iteration 17Q (71.259891 sec): 3 clusters Score: Raw -522066.881949 + Penalty 497.889545 = -521568.992404 nChanged 5 SP:Iteration 18Q (71.277556 sec): 3 clusters Score: Raw -522067.906583 + Penalty 500.955514 = -521566.951069 nChanged 5 SP:Iteration 19F (71.300245 sec): 3 clusters Score: Raw -522069.011243 + Penalty 503.918612 = -521565.092631 nChanged 4 SP:Iteration 20F (71.323519 sec): 3 clusters Score: Raw -522071.279121 + Penalty 504.857246 = -521566.421875 nChanged 2 SP:Iteration 21Q (71.341494 sec): 3 clusters Score: Raw -522071.705502 + Penalty 506.044893 = -521565.660609 nChanged 2 SP:Iteration 22F (71.363950 sec): 3 clusters Score: Raw -522071.891574 + Penalty 505.978733 = -521565.912841 nChanged 2 SP:Iteration 23Q (71.381783 sec): 3 clusters Score: Raw -522072.381683 + Penalty 507.686454 = -521564.695229 nChanged 5 SP:Iteration 24F (71.404240 sec): 3 clusters Score: Raw -522074.670974 + Penalty 512.235126 = -521562.435848 nChanged 5 SP:Iteration 25F (71.426910 sec): 3 clusters Score: Raw -522077.290847 + Penalty 513.547442 = -521563.743405 nChanged 7 SP:Iteration 26Q (71.444626 sec): 3 clusters Score: Raw -522081.552226 + Penalty 517.365669 = -521564.186558 nChanged 7 SP:Iteration 27Q (71.462185 sec): 3 clusters Score: Raw -522086.811711 + Penalty 519.956745 = -521566.854966 nChanged 7 SP:Iteration 28Q (71.479878 sec): 3 clusters Score: Raw -522094.123500 + Penalty 523.000880 = -521571.122620 nChanged 6 SP:Iteration 29Q (71.497511 sec): 3 clusters Score: Raw -522098.474336 + Penalty 521.460476 = -521577.013860 nChanged 7 SP:Iteration 30F (71.520055 sec): 3 clusters Score: Raw -522101.043260 + Penalty 520.521367 = -521580.521892 nChanged 10 SP:Iteration 31Q (71.537827 sec): 3 clusters Score: Raw -522111.927280 + Penalty 512.073117 = -521599.854163 nChanged 15 SP:Iteration 32Q (71.555456 sec): 3 clusters Score: Raw -522123.408409 + Penalty 513.333889 = -521610.074520 nChanged 5 SP:Iteration 33Q (71.573144 sec): 3 clusters Score: Raw -522127.216547 + Penalty 509.976780 = -521617.239767 nChanged 6 SP:Iteration 34Q (71.590760 sec): 3 clusters Score: Raw -522129.808605 + Penalty 507.988489 = -521621.820116 nChanged 7 SP:Iteration 35Q (71.608637 sec): 3 clusters Score: Raw -522134.947155 + Penalty 504.453963 = -521630.493191 nChanged 6 SP:Iteration 36Q (71.626087 sec): 3 clusters Score: Raw -522137.247939 + Penalty 503.732951 = -521633.514988 nChanged 2 SP:Iteration 37Q (71.643671 sec): 3 clusters Score: Raw -522138.234637 + Penalty 501.367153 = -521636.867484 nChanged 3 SP:Iteration 38Q (71.661491 sec): 3 clusters Score: Raw -522139.363869 + Penalty 502.619036 = -521636.744833 nChanged 1 SP:Iteration 39F (71.684022 sec): 3 clusters Score: Raw -522139.548000 + Penalty 502.619036 = -521636.928965 nChanged 0 Memory request: 0.02 GB would take us to total of 0.33 GB. Trying to split cluster 6 (4427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.710082 sec): 2 clusters Score: Raw -193540.478643 + Penalty 67.079880 = -193473.398763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.718263 sec): 3 clusters Score: Raw -190614.331790 + Penalty 136.472483 = -190477.859306 nChanged 2181 SP:Iteration 1F (71.726069 sec): 3 clusters Score: Raw -192693.405050 + Penalty 141.708280 = -192551.696770 nChanged 380 SP:Iteration 2F (71.734212 sec): 3 clusters Score: Raw -193024.631639 + Penalty 147.190511 = -192877.441128 nChanged 246 SP:Iteration 3F (71.742301 sec): 3 clusters Score: Raw -193250.719147 + Penalty 152.492453 = -193098.226694 nChanged 148 SP:Iteration 4Q (71.749268 sec): 3 clusters Score: Raw -193383.759014 + Penalty 156.855561 = -193226.903453 nChanged 79 SP:Iteration 5Q (71.755868 sec): 3 clusters Score: Raw -193451.385897 + Penalty 158.549788 = -193292.836109 nChanged 52 SP:Iteration 6Q (71.762451 sec): 3 clusters Score: Raw -193496.974091 + Penalty 138.782677 = -193358.191414 nChanged 39 SP:Iteration 7Q (71.768674 sec): 3 clusters Score: Raw -193535.881956 + Penalty 127.735176 = -193408.146780 nChanged 11 SP:Iteration 8Q (71.774766 sec): 3 clusters Score: Raw -193551.982655 + Penalty 126.711672 = -193425.270983 nChanged 5 SP:Iteration 9Q (71.781389 sec): 3 clusters Score: Raw -193554.253358 + Penalty 121.895854 = -193432.357504 nChanged 1 SP:Iteration 10F (71.789202 sec): 3 clusters Score: Raw -193556.843117 + Penalty 120.916536 = -193435.926581 nChanged 1 SP:Iteration 11Q (71.795888 sec): 3 clusters Score: Raw -193557.382389 + Penalty 120.916536 = -193436.465853 nChanged 0 SP:Iteration 12F (71.803509 sec): 3 clusters Score: Raw -193557.382389 + Penalty 120.916536 = -193436.465853 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 7 (2046 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.817079 sec): 2 clusters Score: Raw -93406.942957 + Penalty 373.204535 = -93033.738422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.821029 sec): 3 clusters Score: Raw -92169.030697 + Penalty 746.538046 = -91422.492651 nChanged 839 SP:Iteration 1F (71.824794 sec): 3 clusters Score: Raw -92740.534209 + Penalty 762.365810 = -91978.168399 nChanged 279 SP:Iteration 2F (71.828561 sec): 3 clusters Score: Raw -93017.139345 + Penalty 782.039879 = -92235.099466 nChanged 190 SP:Iteration 3F (71.832318 sec): 3 clusters Score: Raw -93159.696103 + Penalty 794.914645 = -92364.781458 nChanged 99 SP:Iteration 4Q (71.836092 sec): 3 clusters Score: Raw -93206.980794 + Penalty 806.519476 = -92400.461318 nChanged 60 SP:Iteration 5Q (71.839938 sec): 3 clusters Score: Raw -93233.172832 + Penalty 818.707297 = -92414.465535 nChanged 48 SP:Iteration 6Q (71.843792 sec): 3 clusters Score: Raw -93253.371334 + Penalty 828.314430 = -92425.056904 nChanged 37 SP:Iteration 7Q (71.847963 sec): 3 clusters Score: Raw -93268.405091 + Penalty 837.642612 = -92430.762479 nChanged 36 SP:Iteration 8Q (71.852033 sec): 3 clusters Score: Raw -93285.460813 + Penalty 848.598368 = -92436.862445 nChanged 39 SP:Iteration 9Q (71.855884 sec): 3 clusters Score: Raw -93305.958481 + Penalty 860.517629 = -92445.440852 nChanged 40 SP:Iteration 10F (71.859677 sec): 3 clusters Score: Raw -93326.812829 + Penalty 870.994617 = -92455.818212 nChanged 41 SP:Iteration 11Q (71.863224 sec): 3 clusters Score: Raw -93350.624765 + Penalty 880.784376 = -92469.840388 nChanged 31 SP:Iteration 12Q (71.866730 sec): 3 clusters Score: Raw -93367.481541 + Penalty 892.051311 = -92475.430231 nChanged 32 SP:Iteration 13Q (71.870196 sec): 3 clusters Score: Raw -93386.127054 + Penalty 899.050409 = -92487.076645 nChanged 28 SP:Iteration 14Q (71.873619 sec): 3 clusters Score: Raw -93398.723230 + Penalty 906.806326 = -92491.916905 nChanged 22 SP:Iteration 15Q (71.877017 sec): 3 clusters Score: Raw -93408.120469 + Penalty 912.653979 = -92495.466490 nChanged 15 SP:Iteration 16Q (71.880411 sec): 3 clusters Score: Raw -93414.300827 + Penalty 918.854335 = -92495.446492 nChanged 14 SP:Iteration 17F (71.884217 sec): 3 clusters Score: Raw -93420.975244 + Penalty 926.699222 = -92494.276022 nChanged 18 SP:Iteration 18F (71.887984 sec): 3 clusters Score: Raw -93427.665503 + Penalty 932.705468 = -92494.960035 nChanged 11 SP:Iteration 19Q (71.891318 sec): 3 clusters Score: Raw -93430.079611 + Penalty 935.502849 = -92494.576761 nChanged 6 SP:Iteration 20F (71.895159 sec): 3 clusters Score: Raw -93430.946263 + Penalty 938.614767 = -92492.331496 nChanged 3 SP:Iteration 21F (71.898882 sec): 3 clusters Score: Raw -93432.211027 + Penalty 940.432801 = -92491.778226 nChanged 5 SP:Iteration 22F (71.902605 sec): 3 clusters Score: Raw -93434.751776 + Penalty 942.648224 = -92492.103552 nChanged 6 SP:Iteration 23Q (71.905979 sec): 3 clusters Score: Raw -93436.019619 + Penalty 943.339253 = -92492.680366 nChanged 2 SP:Iteration 24Q (71.909316 sec): 3 clusters Score: Raw -93436.363611 + Penalty 945.276209 = -92491.087402 nChanged 3 SP:Iteration 25F (71.913035 sec): 3 clusters Score: Raw -93436.908162 + Penalty 946.507099 = -92490.401062 nChanged 3 SP:Iteration 26F (71.916783 sec): 3 clusters Score: Raw -93437.314985 + Penalty 948.682239 = -92488.632746 nChanged 2 SP:Iteration 27F (71.920506 sec): 3 clusters Score: Raw -93437.768146 + Penalty 948.682239 = -92489.085907 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 9 (168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.927520 sec): 2 clusters Score: Raw -6988.043115 + Penalty 134.343953 = -6853.699161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.928084 sec): 3 clusters Score: Raw -6919.196608 + Penalty 268.710995 = -6650.485613 nChanged 54 SP:Iteration 1F (71.928586 sec): 3 clusters Score: Raw -6958.208152 + Penalty 278.349123 = -6679.859028 nChanged 22 SP:Iteration 2F (71.929086 sec): 3 clusters Score: Raw -6980.901659 + Penalty 287.784870 = -6693.116790 nChanged 10 SP:Iteration 3F (71.929586 sec): 3 clusters Score: Raw -6990.206653 + Penalty 287.520766 = -6702.685887 nChanged 5 SP:Iteration 4Q (71.930082 sec): 3 clusters Score: Raw -6995.066941 + Penalty 293.648346 = -6701.418594 nChanged 4 SP:Iteration 5F (71.930615 sec): 3 clusters Score: Raw -6997.351452 + Penalty 297.040063 = -6700.311389 nChanged 3 SP:Iteration 6F (71.931117 sec): 3 clusters Score: Raw -7000.267654 + Penalty 303.791412 = -6696.476242 nChanged 4 SP:Iteration 7F (71.931617 sec): 3 clusters Score: Raw -7003.940974 + Penalty 317.679150 = -6686.261824 nChanged 6 SP:Iteration 8F (71.932116 sec): 3 clusters Score: Raw -7011.096147 + Penalty 332.473812 = -6678.622335 nChanged 5 SP:Iteration 9F (71.932623 sec): 3 clusters Score: Raw -7014.200306 + Penalty 336.999915 = -6677.200391 nChanged 2 SP:Iteration 10F (71.933129 sec): 3 clusters Score: Raw -7015.182824 + Penalty 336.999915 = -6678.182910 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 10 (671 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.935743 sec): 2 clusters Score: Raw -28691.833835 + Penalty 91.324252 = -28600.509583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.937148 sec): 3 clusters Score: Raw -28277.364141 + Penalty 181.379958 = -28095.984183 nChanged 280 SP:Iteration 1F (71.938567 sec): 3 clusters Score: Raw -28471.970470 + Penalty 181.010958 = -28290.959512 nChanged 88 SP:Iteration 2F (71.939965 sec): 3 clusters Score: Raw -28583.039889 + Penalty 180.948570 = -28402.091319 nChanged 45 SP:Iteration 3F (71.941349 sec): 3 clusters Score: Raw -28629.162470 + Penalty 179.456865 = -28449.705605 nChanged 32 SP:Iteration 4Q (71.942699 sec): 3 clusters Score: Raw -28649.991866 + Penalty 177.723952 = -28472.267914 nChanged 25 SP:Iteration 5Q (71.944037 sec): 3 clusters Score: Raw -28663.047613 + Penalty 176.170783 = -28486.876830 nChanged 13 SP:Iteration 6Q (71.945365 sec): 3 clusters Score: Raw -28670.575925 + Penalty 173.749146 = -28496.826779 nChanged 14 SP:Iteration 7Q (71.946673 sec): 3 clusters Score: Raw -28679.069648 + Penalty 173.161070 = -28505.908578 nChanged 9 SP:Iteration 8Q (71.947980 sec): 3 clusters Score: Raw -28687.326136 + Penalty 172.709232 = -28514.616905 nChanged 8 SP:Iteration 9Q (71.949263 sec): 3 clusters Score: Raw -28691.056906 + Penalty 172.597646 = -28518.459260 nChanged 7 SP:Iteration 10F (71.950667 sec): 3 clusters Score: Raw -28695.259954 + Penalty 171.721101 = -28523.538853 nChanged 6 SP:Iteration 11Q (71.951943 sec): 3 clusters Score: Raw -28697.535058 + Penalty 171.489001 = -28526.046056 nChanged 5 SP:Iteration 12Q (71.953213 sec): 3 clusters Score: Raw -28698.782542 + Penalty 170.968455 = -28527.814087 nChanged 5 SP:Iteration 13Q (71.954475 sec): 3 clusters Score: Raw -28699.884935 + Penalty 171.072776 = -28528.812159 nChanged 5 SP:Iteration 14Q (71.955729 sec): 3 clusters Score: Raw -28701.218815 + Penalty 170.760925 = -28530.457890 nChanged 3 SP:Iteration 15Q (71.956982 sec): 3 clusters Score: Raw -28702.209666 + Penalty 171.126540 = -28531.083126 nChanged 3 SP:Iteration 16Q (71.958224 sec): 3 clusters Score: Raw -28702.827130 + Penalty 170.876862 = -28531.950268 nChanged 2 SP:Iteration 17Q (71.959469 sec): 3 clusters Score: Raw -28703.426644 + Penalty 170.910742 = -28532.515902 nChanged 1 SP:Iteration 18Q (71.960720 sec): 3 clusters Score: Raw -28704.139095 + Penalty 171.121235 = -28533.017860 nChanged 2 SP:Iteration 19Q (71.961957 sec): 3 clusters Score: Raw -28704.326903 + Penalty 171.121235 = -28533.205668 nChanged 0 SP:Iteration 20F (71.963329 sec): 3 clusters Score: Raw -28704.326903 + Penalty 171.121235 = -28533.205668 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 11 (387 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.967744 sec): 2 clusters Score: Raw -16215.824865 + Penalty 237.884875 = -15977.939990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.968646 sec): 3 clusters Score: Raw -16014.442544 + Penalty 493.638046 = -15520.804499 nChanged 134 SP:Iteration 1F (71.969522 sec): 3 clusters Score: Raw -16152.027906 + Penalty 503.684600 = -15648.343306 nChanged 44 SP:Iteration 2F (71.970398 sec): 3 clusters Score: Raw -16192.382697 + Penalty 503.785461 = -15688.597236 nChanged 21 SP:Iteration 3F (71.971272 sec): 3 clusters Score: Raw -16213.937449 + Penalty 504.099416 = -15709.838032 nChanged 16 SP:Iteration 4Q (71.972127 sec): 3 clusters Score: Raw -16226.125096 + Penalty 503.408810 = -15722.716287 nChanged 10 SP:Iteration 5Q (71.972975 sec): 3 clusters Score: Raw -16235.406413 + Penalty 503.877671 = -15731.528742 nChanged 4 SP:Iteration 6Q (71.973817 sec): 3 clusters Score: Raw -16237.083136 + Penalty 504.982791 = -15732.100346 nChanged 5 SP:Iteration 7Q (71.974658 sec): 3 clusters Score: Raw -16241.675914 + Penalty 507.039356 = -15734.636557 nChanged 8 SP:Iteration 8Q (71.975502 sec): 3 clusters Score: Raw -16249.213149 + Penalty 506.958406 = -15742.254743 nChanged 4 SP:Iteration 9Q (71.976339 sec): 3 clusters Score: Raw -16261.866536 + Penalty 506.317169 = -15755.549368 nChanged 3 SP:Iteration 10F (71.977212 sec): 3 clusters Score: Raw -16263.617414 + Penalty 505.441524 = -15758.175890 nChanged 3 SP:Iteration 11Q (71.978045 sec): 3 clusters Score: Raw -16264.385969 + Penalty 505.441524 = -15758.944444 nChanged 0 SP:Iteration 12F (71.978916 sec): 3 clusters Score: Raw -16264.385969 + Penalty 505.441524 = -15758.944444 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 12 (233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.980067 sec): 2 clusters Score: Raw -10250.713903 + Penalty 553.777353 = -9696.936550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.980727 sec): 3 clusters Score: Raw -10233.192942 + Penalty 1111.199247 = -9121.993695 nChanged 41 SP:Iteration 1F (71.981342 sec): 3 clusters Score: Raw -10289.341783 + Penalty 1114.076509 = -9175.265274 nChanged 11 SP:Iteration 2Q (71.981943 sec): 3 clusters Score: Raw -10307.903837 + Penalty 1114.153485 = -9193.750351 nChanged 9 SP:Iteration 3Q (71.982541 sec): 3 clusters Score: Raw -10327.652121 + Penalty 1116.837294 = -9210.814827 nChanged 6 SP:Iteration 4Q (71.983135 sec): 3 clusters Score: Raw -10339.591538 + Penalty 1117.037488 = -9222.554049 nChanged 3 SP:Iteration 5Q (71.983733 sec): 3 clusters Score: Raw -10345.705009 + Penalty 1116.256964 = -9229.448045 nChanged 2 SP:Iteration 6Q (71.984326 sec): 3 clusters Score: Raw -10351.426571 + Penalty 1115.579005 = -9235.847566 nChanged 3 SP:Iteration 7Q (71.984923 sec): 3 clusters Score: Raw -10355.520901 + Penalty 1115.601121 = -9239.919780 nChanged 1 SP:Iteration 8Q (71.985512 sec): 3 clusters Score: Raw -10356.310027 + Penalty 1116.714679 = -9239.595348 nChanged 1 SP:Iteration 9F (71.986122 sec): 3 clusters Score: Raw -10357.681133 + Penalty 1117.430185 = -9240.250948 nChanged 1 SP:Iteration 10F (71.986733 sec): 3 clusters Score: Raw -10360.657083 + Penalty 1117.430185 = -9243.226898 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 13 (238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.987783 sec): 2 clusters Score: Raw -7186.636369 + Penalty 602.243807 = -6584.392562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.988409 sec): 3 clusters Score: Raw -7209.324988 + Penalty 1206.418712 = -6002.906276 nChanged 43 SP:Iteration 1F (71.989025 sec): 3 clusters Score: Raw -7288.211949 + Penalty 1207.877124 = -6080.334825 nChanged 14 SP:Iteration 2F (71.989671 sec): 3 clusters Score: Raw -7327.747200 + Penalty 1208.045446 = -6119.701755 nChanged 9 SP:Iteration 3Q (71.990258 sec): 3 clusters Score: Raw -7368.359919 + Penalty 1207.784539 = -6160.575380 nChanged 7 SP:Iteration 4Q (71.990833 sec): 3 clusters Score: Raw -7383.622113 + Penalty 1208.521771 = -6175.100342 nChanged 4 SP:Iteration 5Q (71.991401 sec): 3 clusters Score: Raw -7388.829973 + Penalty 1209.974402 = -6178.855571 nChanged 2 SP:Iteration 6Q (71.991968 sec): 3 clusters Score: Raw -7409.256573 + Penalty 1211.023314 = -6198.233259 nChanged 1 SP:Iteration 7Q (71.992532 sec): 3 clusters Score: Raw -7412.627283 + Penalty 1211.291716 = -6201.335567 nChanged 2 SP:Iteration 8Q (71.993096 sec): 3 clusters Score: Raw -7414.252868 + Penalty 1211.291716 = -6202.961152 nChanged 0 SP:Iteration 9F (71.993711 sec): 3 clusters Score: Raw -7414.252868 + Penalty 1211.291716 = -6202.961152 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 14 (330 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.994977 sec): 2 clusters Score: Raw -14042.924645 + Penalty 136.034852 = -13906.889794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.995763 sec): 3 clusters Score: Raw -13870.874187 + Penalty 271.448833 = -13599.425354 nChanged 124 SP:Iteration 1F (71.996537 sec): 3 clusters Score: Raw -13960.401021 + Penalty 271.203098 = -13689.197923 nChanged 28 SP:Iteration 2F (71.997318 sec): 3 clusters Score: Raw -13978.637013 + Penalty 270.912963 = -13707.724050 nChanged 21 SP:Iteration 3F (71.998090 sec): 3 clusters Score: Raw -13990.721709 + Penalty 270.487039 = -13720.234670 nChanged 17 SP:Iteration 4F (71.998863 sec): 3 clusters Score: Raw -14002.968934 + Penalty 270.517227 = -13732.451707 nChanged 12 SP:Iteration 5Q (71.999627 sec): 3 clusters Score: Raw -14012.507755 + Penalty 269.424628 = -13743.083128 nChanged 15 SP:Iteration 6Q (72.000416 sec): 3 clusters Score: Raw -14028.563584 + Penalty 268.096320 = -13760.467265 nChanged 16 SP:Iteration 7Q (72.001182 sec): 3 clusters Score: Raw -14040.075938 + Penalty 268.537019 = -13771.538919 nChanged 15 SP:Iteration 8Q (72.001940 sec): 3 clusters Score: Raw -14050.644409 + Penalty 271.051880 = -13779.592529 nChanged 14 SP:Iteration 9Q (72.002699 sec): 3 clusters Score: Raw -14067.843466 + Penalty 273.986777 = -13793.856689 nChanged 12 SP:Iteration 10F (72.003472 sec): 3 clusters Score: Raw -14082.064609 + Penalty 273.557624 = -13808.506985 nChanged 11 SP:Iteration 11Q (72.004226 sec): 3 clusters Score: Raw -14091.501920 + Penalty 274.083593 = -13817.418327 nChanged 11 SP:Iteration 12Q (72.004979 sec): 3 clusters Score: Raw -14106.991084 + Penalty 275.305133 = -13831.685952 nChanged 12 SP:Iteration 13Q (72.005722 sec): 3 clusters Score: Raw -14135.935868 + Penalty 274.844068 = -13861.091800 nChanged 14 SP:Iteration 14Q (72.006455 sec): 3 clusters Score: Raw -14178.251597 + Penalty 275.431148 = -13902.820449 nChanged 6 SP:Iteration 15Q (72.007168 sec): 3 clusters Score: Raw -14189.590951 + Penalty 276.050816 = -13913.540134 nChanged 4 SP:Iteration 16Q (72.007901 sec): 3 clusters Score: Raw -14193.184617 + Penalty 276.583914 = -13916.600703 nChanged 4 SP:Iteration 17Q (72.008623 sec): 3 clusters Score: Raw -14197.821415 + Penalty 276.875065 = -13920.946350 nChanged 1 SP:Iteration 18Q (72.009317 sec): 3 clusters Score: Raw -14198.432305 + Penalty 276.875065 = -13921.557240 nChanged 0 SP:Iteration 19F (72.010088 sec): 3 clusters Score: Raw -14198.432305 + Penalty 276.875065 = -13921.557240 nChanged 0 Score: Raw -1358720.471651 + Penalty 56667.392245 = -1302053.079406 Splitting cluster 14 changes total score from -1276258.803912 to -1302053.079406 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 15 (358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.332344 sec): 2 clusters Score: Raw -15768.802981 + Penalty 313.125132 = -15455.677849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.333257 sec): 3 clusters Score: Raw -15603.003426 + Penalty 644.997067 = -14958.006359 nChanged 112 SP:Iteration 1F (73.334115 sec): 3 clusters Score: Raw -15690.817317 + Penalty 668.262897 = -15022.554420 nChanged 35 SP:Iteration 2F (73.334970 sec): 3 clusters Score: Raw -15721.328044 + Penalty 685.418808 = -15035.909236 nChanged 14 SP:Iteration 3Q (73.335803 sec): 3 clusters Score: Raw -15736.473525 + Penalty 703.661134 = -15032.812391 nChanged 14 SP:Iteration 4F (73.336648 sec): 3 clusters Score: Raw -15756.964956 + Penalty 724.983051 = -15031.981906 nChanged 17 SP:Iteration 5F (73.337486 sec): 3 clusters Score: Raw -15778.705174 + Penalty 739.713844 = -15038.991330 nChanged 9 SP:Iteration 6Q (73.338335 sec): 3 clusters Score: Raw -15792.657418 + Penalty 762.450456 = -15030.206962 nChanged 12 SP:Iteration 7F (73.339188 sec): 3 clusters Score: Raw -15809.172599 + Penalty 784.357878 = -15024.814722 nChanged 7 SP:Iteration 8F (73.340043 sec): 3 clusters Score: Raw -15818.051414 + Penalty 801.503551 = -15016.547863 nChanged 5 SP:Iteration 9F (73.340892 sec): 3 clusters Score: Raw -15826.244291 + Penalty 813.122674 = -15013.121617 nChanged 4 SP:Iteration 10F (73.341728 sec): 3 clusters Score: Raw -15830.644105 + Penalty 818.157744 = -15012.486361 nChanged 2 SP:Iteration 11F (73.342545 sec): 3 clusters Score: Raw -15833.661780 + Penalty 823.392527 = -15010.269252 nChanged 1 SP:Iteration 12F (73.343362 sec): 3 clusters Score: Raw -15835.137790 + Penalty 830.757988 = -15004.379802 nChanged 2 SP:Iteration 13F (73.344178 sec): 3 clusters Score: Raw -15837.421474 + Penalty 832.321997 = -15005.099477 nChanged 1 SP:Iteration 14Q (73.344927 sec): 3 clusters Score: Raw -15839.899199 + Penalty 836.103951 = -15003.795249 nChanged 1 SP:Iteration 15F (73.345743 sec): 3 clusters Score: Raw -15842.673912 + Penalty 843.158814 = -14999.515099 nChanged 3 SP:Iteration 16F (73.346559 sec): 3 clusters Score: Raw -15846.301490 + Penalty 843.158814 = -15003.142676 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 16 (1070 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.350560 sec): 2 clusters Score: Raw -46672.026954 + Penalty 102.770556 = -46569.256398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.352695 sec): 3 clusters Score: Raw -46026.547882 + Penalty 188.179748 = -45838.368133 nChanged 480 SP:Iteration 1F (73.354765 sec): 3 clusters Score: Raw -46466.413870 + Penalty 180.695180 = -46285.718690 nChanged 105 SP:Iteration 2F (73.356798 sec): 3 clusters Score: Raw -46557.245202 + Penalty 177.520645 = -46379.724557 nChanged 58 SP:Iteration 3F (73.358817 sec): 3 clusters Score: Raw -46616.232051 + Penalty 190.344566 = -46425.887485 nChanged 35 SP:Iteration 4Q (73.360789 sec): 3 clusters Score: Raw -46654.860718 + Penalty 234.314149 = -46420.546569 nChanged 19 SP:Iteration 5F (73.362879 sec): 3 clusters Score: Raw -46678.138330 + Penalty 350.766440 = -46327.371891 nChanged 9 SP:Iteration 6F (73.364897 sec): 3 clusters Score: Raw -46690.764037 + Penalty 404.154352 = -46286.609685 nChanged 1 SP:Iteration 7F (73.366955 sec): 3 clusters Score: Raw -46694.993082 + Penalty 404.154352 = -46290.838730 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 17 (109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.368609 sec): 2 clusters Score: Raw -3766.637009 + Penalty 571.365053 = -3195.271957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.369017 sec): 3 clusters Score: Raw -3870.279025 + Penalty 1147.278944 = -2723.000081 nChanged 14 SP:Iteration 1F (73.369416 sec): 3 clusters Score: Raw -3930.966321 + Penalty 1147.243293 = -2783.723028 nChanged 1 SP:Iteration 2Q (73.369789 sec): 3 clusters Score: Raw -3946.183843 + Penalty 1147.243293 = -2798.940550 nChanged 0 SP:Iteration 3F (73.370186 sec): 3 clusters Score: Raw -3946.183843 + Penalty 1147.243293 = -2798.940550 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 18 (108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.371413 sec): 2 clusters Score: Raw -4313.818880 + Penalty 248.562574 = -4065.256306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.371813 sec): 3 clusters Score: Raw -4287.837143 + Penalty 503.590611 = -3784.246532 nChanged 17 SP:Iteration 1F (73.372206 sec): 3 clusters Score: Raw -4307.925015 + Penalty 507.584039 = -3800.340976 nChanged 10 SP:Iteration 2F (73.372597 sec): 3 clusters Score: Raw -4325.619627 + Penalty 510.397888 = -3815.221738 nChanged 2 SP:Iteration 3Q (73.372991 sec): 3 clusters Score: Raw -4331.973223 + Penalty 515.926592 = -3816.046631 nChanged 5 SP:Iteration 4Q (73.373374 sec): 3 clusters Score: Raw -4346.316081 + Penalty 515.926592 = -3830.389488 nChanged 0 SP:Iteration 5F (73.373765 sec): 3 clusters Score: Raw -4346.316081 + Penalty 515.926592 = -3830.389488 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 19 (103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.374849 sec): 2 clusters Score: Raw -4857.911776 + Penalty 227.212354 = -4630.699422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.375247 sec): 3 clusters Score: Raw -4823.927767 + Penalty 477.690829 = -4346.236937 nChanged 27 SP:Iteration 1F (73.375639 sec): 3 clusters Score: Raw -4880.193079 + Penalty 495.141942 = -4385.051138 nChanged 6 SP:Iteration 2F (73.376027 sec): 3 clusters Score: Raw -4892.435148 + Penalty 513.724590 = -4378.710558 nChanged 4 SP:Iteration 3F (73.376415 sec): 3 clusters Score: Raw -4903.291257 + Penalty 521.086962 = -4382.204295 nChanged 1 SP:Iteration 4Q (73.376791 sec): 3 clusters Score: Raw -4912.553412 + Penalty 524.995971 = -4387.557442 nChanged 2 SP:Iteration 5Q (73.377162 sec): 3 clusters Score: Raw -4921.053005 + Penalty 530.893076 = -4390.159929 nChanged 2 SP:Iteration 6Q (73.377516 sec): 3 clusters Score: Raw -4929.902334 + Penalty 530.893076 = -4399.009258 nChanged 0 SP:Iteration 7F (73.377922 sec): 3 clusters Score: Raw -4929.902334 + Penalty 530.893076 = -4399.009258 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 22 (126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.379307 sec): 2 clusters Score: Raw -6045.327918 + Penalty 379.456577 = -5665.871341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.379771 sec): 3 clusters Score: Raw -5999.541203 + Penalty 758.577043 = -5240.964160 nChanged 21 SP:Iteration 1F (73.380222 sec): 3 clusters Score: Raw -6020.677835 + Penalty 759.174163 = -5261.503672 nChanged 9 SP:Iteration 2F (73.380671 sec): 3 clusters Score: Raw -6031.663868 + Penalty 758.913155 = -5272.750713 nChanged 3 SP:Iteration 3Q (73.381119 sec): 3 clusters Score: Raw -6038.036169 + Penalty 758.576826 = -5279.459343 nChanged 1 SP:Iteration 4Q (73.381564 sec): 3 clusters Score: Raw -6040.026819 + Penalty 758.616605 = -5281.410213 nChanged 2 SP:Iteration 5Q (73.382009 sec): 3 clusters Score: Raw -6041.546430 + Penalty 758.616605 = -5282.929825 nChanged 0 SP:Iteration 6F (73.382457 sec): 3 clusters Score: Raw -6041.546430 + Penalty 758.616605 = -5282.929825 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 26 (77 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.383504 sec): 2 clusters Score: Raw -2936.200465 + Penalty 91.728774 = -2844.471690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.383854 sec): 3 clusters Score: Raw -2918.180228 + Penalty 211.937057 = -2706.243172 nChanged 21 SP:Iteration 1F (73.384205 sec): 3 clusters Score: Raw -2959.179074 + Penalty 233.004014 = -2726.175061 nChanged 8 SP:Iteration 2F (73.384549 sec): 3 clusters Score: Raw -2981.657483 + Penalty 240.561562 = -2741.095922 nChanged 4 SP:Iteration 3F (73.384892 sec): 3 clusters Score: Raw -2995.640779 + Penalty 240.561562 = -2755.079217 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 27 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.385743 sec): 2 clusters Score: Raw -737.871730 + Penalty 139.217704 = -598.654026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.385983 sec): 3 clusters Score: Raw -754.931267 + Penalty 282.023464 = -472.907803 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 28 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.386739 sec): 2 clusters Score: Raw -342.454635 + Penalty 128.734256 = -213.720379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.386958 sec): 3 clusters Score: Raw -351.872652 + Penalty 252.005682 = -99.866970 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 30 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.387780 sec): 2 clusters Score: Raw -1419.060030 + Penalty 104.117441 = -1314.942589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.388053 sec): 3 clusters Score: Raw -1413.894671 + Penalty 254.645015 = -1159.249655 nChanged 7 SP:Iteration 1F (73.388318 sec): 3 clusters Score: Raw -1426.178838 + Penalty 266.406914 = -1159.771923 nChanged 1 SP:Iteration 2Q (73.388585 sec): 3 clusters Score: Raw -1427.381354 + Penalty 266.406914 = -1160.974439 nChanged 0 SP:Iteration 3F (73.388857 sec): 3 clusters Score: Raw -1427.381354 + Penalty 266.406914 = -1160.974439 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 31 (90 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.389835 sec): 2 clusters Score: Raw -3623.310894 + Penalty 494.364514 = -3128.946379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.390209 sec): 3 clusters Score: Raw -3675.002358 + Penalty 988.729995 = -2686.272363 nChanged 7 SP:Iteration 1F (73.390576 sec): 3 clusters Score: Raw -3699.366760 + Penalty 989.250018 = -2710.116742 nChanged 1 SP:Iteration 2Q (73.390925 sec): 3 clusters Score: Raw -3705.626731 + Penalty 989.250018 = -2716.376713 nChanged 0 SP:Iteration 3F (73.391290 sec): 3 clusters Score: Raw -3705.626731 + Penalty 989.250018 = -2716.376713 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 33 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.392104 sec): 2 clusters Score: Raw -848.290831 + Penalty 136.784560 = -711.506271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.392349 sec): 3 clusters Score: Raw -870.389081 + Penalty 279.561996 = -590.827085 nChanged 2 SP:Iteration 1F (73.392587 sec): 3 clusters Score: Raw -875.948737 + Penalty 287.223625 = -588.725112 nChanged 1 SP:Iteration 2F (73.392824 sec): 3 clusters Score: Raw -877.705335 + Penalty 287.223625 = -590.481709 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 36 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.393727 sec): 2 clusters Score: Raw -2888.056000 + Penalty 318.255203 = -2569.800797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.394049 sec): 3 clusters Score: Raw -2892.709988 + Penalty 639.550073 = -2253.159915 nChanged 6 SP:Iteration 1F (73.394367 sec): 3 clusters Score: Raw -2904.060978 + Penalty 639.609540 = -2264.451438 nChanged 2 SP:Iteration 2Q (73.394679 sec): 3 clusters Score: Raw -2907.961886 + Penalty 641.279471 = -2266.682415 nChanged 1 SP:Iteration 3Q (73.394989 sec): 3 clusters Score: Raw -2910.707757 + Penalty 641.279471 = -2269.428286 nChanged 0 SP:Iteration 4F (73.395306 sec): 3 clusters Score: Raw -2910.707757 + Penalty 641.279471 = -2269.428286 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 38 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.396153 sec): 2 clusters Score: Raw -1379.440021 + Penalty 241.290477 = -1138.149544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.396419 sec): 3 clusters Score: Raw -1426.835246 + Penalty 483.983272 = -942.851974 nChanged 1 SP:Iteration 1Q (73.396673 sec): 3 clusters Score: Raw -1431.512545 + Penalty 483.983272 = -947.529273 nChanged 0 SP:Iteration 2F (73.396934 sec): 3 clusters Score: Raw -1431.512545 + Penalty 483.983272 = -947.529273 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 39 (148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.398356 sec): 2 clusters Score: Raw -6414.593148 + Penalty 194.042164 = -6220.550984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.398833 sec): 3 clusters Score: Raw -6393.800415 + Penalty 407.202687 = -5986.597728 nChanged 44 SP:Iteration 1F (73.399302 sec): 3 clusters Score: Raw -6454.353768 + Penalty 414.234372 = -6040.119397 nChanged 11 SP:Iteration 2F (73.399776 sec): 3 clusters Score: Raw -6477.304353 + Penalty 420.470655 = -6056.833698 nChanged 9 SP:Iteration 3F (73.400244 sec): 3 clusters Score: Raw -6491.352228 + Penalty 421.331693 = -6070.020535 nChanged 3 SP:Iteration 4Q (73.400676 sec): 3 clusters Score: Raw -6494.129143 + Penalty 421.331693 = -6072.797449 nChanged 0 SP:Iteration 5F (73.401157 sec): 3 clusters Score: Raw -6494.129143 + Penalty 421.331693 = -6072.797449 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 40 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.402186 sec): 2 clusters Score: Raw -1932.430150 + Penalty 331.579345 = -1600.850806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.402499 sec): 3 clusters Score: Raw -1985.946953 + Penalty 682.393334 = -1303.553619 nChanged 3 SP:Iteration 1F (73.402805 sec): 3 clusters Score: Raw -2003.248270 + Penalty 696.859652 = -1306.388619 nChanged 1 SP:Iteration 2Q (73.403093 sec): 3 clusters Score: Raw -2006.261191 + Penalty 733.650817 = -1272.610375 nChanged 2 SP:Iteration 3F (73.403399 sec): 3 clusters Score: Raw -2024.412593 + Penalty 745.495155 = -1278.917439 nChanged 1 SP:Iteration 4Q (73.403682 sec): 3 clusters Score: Raw -2036.455808 + Penalty 745.495155 = -1290.960654 nChanged 0 SP:Iteration 5F (73.404002 sec): 3 clusters Score: Raw -2036.455808 + Penalty 745.495155 = -1290.960654 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 41 (190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.405603 sec): 2 clusters Score: Raw -8452.467520 + Penalty 187.480101 = -8264.987419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.406162 sec): 3 clusters Score: Raw -8360.018542 + Penalty 376.048938 = -7983.969605 nChanged 52 SP:Iteration 1F (73.406709 sec): 3 clusters Score: Raw -8405.036373 + Penalty 383.083275 = -8021.953097 nChanged 19 SP:Iteration 2F (73.407256 sec): 3 clusters Score: Raw -8416.940374 + Penalty 390.761909 = -8026.178464 nChanged 11 SP:Iteration 3F (73.407790 sec): 3 clusters Score: Raw -8425.789353 + Penalty 408.672513 = -8017.116839 nChanged 11 SP:Iteration 4F (73.408321 sec): 3 clusters Score: Raw -8436.102226 + Penalty 422.420518 = -8013.681708 nChanged 10 SP:Iteration 5F (73.408853 sec): 3 clusters Score: Raw -8447.651748 + Penalty 432.041448 = -8015.610300 nChanged 7 SP:Iteration 6Q (73.409383 sec): 3 clusters Score: Raw -8454.323914 + Penalty 430.255869 = -8024.068045 nChanged 4 SP:Iteration 7Q (73.409915 sec): 3 clusters Score: Raw -8460.744643 + Penalty 434.305652 = -8026.438991 nChanged 2 SP:Iteration 8Q (73.410444 sec): 3 clusters Score: Raw -8464.452451 + Penalty 434.305652 = -8030.146799 nChanged 0 SP:Iteration 9F (73.410974 sec): 3 clusters Score: Raw -8464.452451 + Penalty 434.305652 = -8030.146799 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 42 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.412267 sec): 2 clusters Score: Raw -1248.381411 + Penalty 326.707161 = -921.674250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.412532 sec): 3 clusters Score: Raw -1318.420352 + Penalty 655.195237 = -663.225116 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 44 (1391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.416823 sec): 2 clusters Score: Raw -59390.306364 + Penalty 132.259980 = -59258.046384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.419477 sec): 3 clusters Score: Raw -58520.086521 + Penalty 263.438039 = -58256.648481 nChanged 630 SP:Iteration 1F (73.422076 sec): 3 clusters Score: Raw -59162.281762 + Penalty 269.106967 = -58893.174795 nChanged 149 SP:Iteration 2F (73.424667 sec): 3 clusters Score: Raw -59259.879698 + Penalty 273.316580 = -58986.563119 nChanged 62 SP:Iteration 3Q (73.427229 sec): 3 clusters Score: Raw -59318.114191 + Penalty 277.430445 = -59040.683747 nChanged 46 SP:Iteration 4Q (73.429744 sec): 3 clusters Score: Raw -59348.537389 + Penalty 281.084462 = -59067.452928 nChanged 32 SP:Iteration 5Q (73.432199 sec): 3 clusters Score: Raw -59366.697915 + Penalty 280.032849 = -59086.665066 nChanged 25 SP:Iteration 6Q (73.434624 sec): 3 clusters Score: Raw -59375.614414 + Penalty 281.017609 = -59094.596805 nChanged 16 SP:Iteration 7Q (73.437027 sec): 3 clusters Score: Raw -59378.833435 + Penalty 281.457066 = -59097.376369 nChanged 9 SP:Iteration 8Q (73.439443 sec): 3 clusters Score: Raw -59380.344312 + Penalty 282.927359 = -59097.416953 nChanged 8 SP:Iteration 9Q (73.441842 sec): 3 clusters Score: Raw -59381.537549 + Penalty 284.282869 = -59097.254680 nChanged 5 SP:Iteration 10F (73.444433 sec): 3 clusters Score: Raw -59382.009583 + Penalty 284.111461 = -59097.898122 nChanged 5 SP:Iteration 11Q (73.446799 sec): 3 clusters Score: Raw -59382.519883 + Penalty 284.039666 = -59098.480218 nChanged 5 SP:Iteration 12Q (73.449161 sec): 3 clusters Score: Raw -59383.678804 + Penalty 284.957866 = -59098.720938 nChanged 6 SP:Iteration 13Q (73.451549 sec): 3 clusters Score: Raw -59384.384048 + Penalty 285.761404 = -59098.622645 nChanged 3 SP:Iteration 14F (73.454215 sec): 3 clusters Score: Raw -59384.500190 + Penalty 285.749542 = -59098.750648 nChanged 1 SP:Iteration 15Q (73.456584 sec): 3 clusters Score: Raw -59384.521217 + Penalty 285.749542 = -59098.771676 nChanged 0 SP:Iteration 16F (73.459172 sec): 3 clusters Score: Raw -59384.521217 + Penalty 285.749542 = -59098.771676 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 45 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.459828 sec): 2 clusters Score: Raw -1940.981779 + Penalty 368.957017 = -1572.024762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.460133 sec): 3 clusters Score: Raw -1998.258803 + Penalty 739.241413 = -1259.017390 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 46 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.460759 sec): 2 clusters Score: Raw -2773.820590 + Penalty 51.506574 = -2722.314016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.461090 sec): 3 clusters Score: Raw -2749.644494 + Penalty 103.545451 = -2646.099043 nChanged 29 SP:Iteration 1F (73.461416 sec): 3 clusters Score: Raw -2778.437531 + Penalty 104.919326 = -2673.518205 nChanged 4 SP:Iteration 2F (73.461741 sec): 3 clusters Score: Raw -2784.588047 + Penalty 106.263302 = -2678.324744 nChanged 2 SP:Iteration 3Q (73.462060 sec): 3 clusters Score: Raw -2785.702162 + Penalty 107.493432 = -2678.208729 nChanged 1 SP:Iteration 4F (73.462384 sec): 3 clusters Score: Raw -2785.917421 + Penalty 107.493432 = -2678.423989 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 48 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.462927 sec): 2 clusters Score: Raw -794.665596 + Penalty 232.167871 = -562.497726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.463170 sec): 3 clusters Score: Raw -849.283799 + Penalty 464.273394 = -385.010405 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 49 (613 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.466474 sec): 2 clusters Score: Raw -28076.105596 + Penalty 629.846038 = -27446.259558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.467740 sec): 3 clusters Score: Raw -27773.472458 + Penalty 1262.113130 = -26511.359328 nChanged 183 SP:Iteration 1F (73.469022 sec): 3 clusters Score: Raw -27870.453884 + Penalty 1275.237238 = -26595.216646 nChanged 66 SP:Iteration 2F (73.470288 sec): 3 clusters Score: Raw -27945.051572 + Penalty 1295.579352 = -26649.472220 nChanged 54 SP:Iteration 3F (73.471551 sec): 3 clusters Score: Raw -28024.466035 + Penalty 1332.833166 = -26691.632869 nChanged 57 SP:Iteration 4F (73.472837 sec): 3 clusters Score: Raw -28124.729738 + Penalty 1359.359739 = -26765.369999 nChanged 44 SP:Iteration 5F (73.474100 sec): 3 clusters Score: Raw -28198.153646 + Penalty 1378.212108 = -26819.941538 nChanged 23 SP:Iteration 6Q (73.475290 sec): 3 clusters Score: Raw -28227.942674 + Penalty 1382.134935 = -26845.807739 nChanged 6 SP:Iteration 7Q (73.476503 sec): 3 clusters Score: Raw -28233.691933 + Penalty 1386.315417 = -26847.376516 nChanged 5 SP:Iteration 8Q (73.477712 sec): 3 clusters Score: Raw -28244.128508 + Penalty 1391.063880 = -26853.064628 nChanged 4 SP:Iteration 9Q (73.478912 sec): 3 clusters Score: Raw -28250.362560 + Penalty 1399.543428 = -26850.819133 nChanged 7 SP:Iteration 10F (73.480214 sec): 3 clusters Score: Raw -28259.873956 + Penalty 1406.194494 = -26853.679462 nChanged 5 SP:Iteration 11Q (73.481350 sec): 3 clusters Score: Raw -28265.207727 + Penalty 1413.826898 = -26851.380829 nChanged 5 SP:Iteration 12F (73.482611 sec): 3 clusters Score: Raw -28271.862586 + Penalty 1420.229417 = -26851.633169 nChanged 4 SP:Iteration 13Q (73.483756 sec): 3 clusters Score: Raw -28276.187366 + Penalty 1421.624634 = -26854.562732 nChanged 1 SP:Iteration 14Q (73.484876 sec): 3 clusters Score: Raw -28277.272691 + Penalty 1422.136101 = -26855.136589 nChanged 1 SP:Iteration 15Q (73.485994 sec): 3 clusters Score: Raw -28279.468111 + Penalty 1422.136101 = -26857.332009 nChanged 0 SP:Iteration 16F (73.487252 sec): 3 clusters Score: Raw -28279.468111 + Penalty 1422.136101 = -26857.332009 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 51 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.488321 sec): 2 clusters Score: Raw -1319.993733 + Penalty 245.963221 = -1074.030513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.488585 sec): 3 clusters Score: Raw -1349.996219 + Penalty 491.472192 = -858.524027 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 52 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.489351 sec): 2 clusters Score: Raw -200.012412 + Penalty 101.830877 = -98.181535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.489563 sec): 3 clusters Score: Raw -198.651535 + Penalty 209.443610 = 10.792076 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 53 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.490342 sec): 2 clusters Score: Raw -727.434941 + Penalty 241.719690 = -485.715250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.490579 sec): 3 clusters Score: Raw -777.572598 + Penalty 483.184387 = -294.388211 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 55 (775 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.495034 sec): 2 clusters Score: Raw -34824.884964 + Penalty 752.073814 = -34072.811150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.496614 sec): 3 clusters Score: Raw -34524.901036 + Penalty 1505.501236 = -33019.399800 nChanged 237 SP:Iteration 1F (73.498133 sec): 3 clusters Score: Raw -34705.575272 + Penalty 1509.542591 = -33196.032680 nChanged 67 SP:Iteration 2F (73.499652 sec): 3 clusters Score: Raw -34778.858296 + Penalty 1517.909128 = -33260.949169 nChanged 47 SP:Iteration 3F (73.501338 sec): 3 clusters Score: Raw -34841.272336 + Penalty 1529.617829 = -33311.654507 nChanged 34 SP:Iteration 4Q (73.502938 sec): 3 clusters Score: Raw -34886.404255 + Penalty 1548.425611 = -33337.978644 nChanged 45 SP:Iteration 5F (73.504466 sec): 3 clusters Score: Raw -34936.375407 + Penalty 1568.507395 = -33367.868013 nChanged 30 SP:Iteration 6Q (73.505946 sec): 3 clusters Score: Raw -34969.667387 + Penalty 1595.379271 = -33374.288116 nChanged 34 SP:Iteration 7Q (73.507419 sec): 3 clusters Score: Raw -35021.942556 + Penalty 1618.907171 = -33403.035385 nChanged 29 SP:Iteration 8Q (73.508936 sec): 3 clusters Score: Raw -35063.148332 + Penalty 1637.891435 = -33425.256897 nChanged 22 SP:Iteration 9Q (73.510397 sec): 3 clusters Score: Raw -35086.999230 + Penalty 1648.667106 = -33438.332123 nChanged 10 SP:Iteration 10F (73.511936 sec): 3 clusters Score: Raw -35099.126792 + Penalty 1655.101193 = -33444.025599 nChanged 5 SP:Iteration 11Q (73.513335 sec): 3 clusters Score: Raw -35104.870896 + Penalty 1661.102810 = -33443.768086 nChanged 3 SP:Iteration 12F (73.514894 sec): 3 clusters Score: Raw -35107.298274 + Penalty 1663.537061 = -33443.761212 nChanged 1 SP:Iteration 13F (73.516439 sec): 3 clusters Score: Raw -35109.278020 + Penalty 1663.537061 = -33445.740959 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 59 (267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.519206 sec): 2 clusters Score: Raw -9278.893172 + Penalty 331.927178 = -8946.965994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.519898 sec): 3 clusters Score: Raw -9189.307253 + Penalty 662.607302 = -8526.699951 nChanged 65 SP:Iteration 1F (73.520573 sec): 3 clusters Score: Raw -9270.248794 + Penalty 661.298811 = -8608.949983 nChanged 22 SP:Iteration 2F (73.521247 sec): 3 clusters Score: Raw -9298.177762 + Penalty 661.744059 = -8636.433703 nChanged 15 SP:Iteration 3F (73.521919 sec): 3 clusters Score: Raw -9319.262308 + Penalty 661.827039 = -8657.435269 nChanged 13 SP:Iteration 4Q (73.522574 sec): 3 clusters Score: Raw -9331.693520 + Penalty 662.280334 = -8669.413185 nChanged 7 SP:Iteration 5Q (73.523226 sec): 3 clusters Score: Raw -9339.751339 + Penalty 661.278816 = -8678.472523 nChanged 5 SP:Iteration 6Q (73.523876 sec): 3 clusters Score: Raw -9345.492247 + Penalty 660.528989 = -8684.963258 nChanged 1 SP:Iteration 7Q (73.524526 sec): 3 clusters Score: Raw -9346.371891 + Penalty 660.528989 = -8685.842902 nChanged 0 SP:Iteration 8F (73.525197 sec): 3 clusters Score: Raw -9346.371891 + Penalty 660.528989 = -8685.842902 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 61 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.526152 sec): 2 clusters Score: Raw -139.795915 + Penalty 63.917719 = -75.878196 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.526367 sec): 3 clusters Score: Raw -137.993068 + Penalty 119.886267 = -18.106801 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 62 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.527145 sec): 2 clusters Score: Raw -436.147729 + Penalty 180.506382 = -255.641347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.527370 sec): 3 clusters Score: Raw -480.122223 + Penalty 376.222264 = -103.899959 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 63 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.528220 sec): 2 clusters Score: Raw -1404.895983 + Penalty 200.176460 = -1204.719523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.528489 sec): 3 clusters Score: Raw -1425.804246 + Penalty 399.046069 = -1026.758177 nChanged 1 SP:Iteration 1Q (73.528749 sec): 3 clusters Score: Raw -1427.402245 + Penalty 399.046069 = -1028.356176 nChanged 0 SP:Iteration 2F (73.529012 sec): 3 clusters Score: Raw -1427.402245 + Penalty 399.046069 = -1028.356176 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 65 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.529770 sec): 2 clusters Score: Raw -201.115968 + Penalty 104.532769 = -96.583199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.529982 sec): 3 clusters Score: Raw -195.734336 + Penalty 198.605215 = 2.870880 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 68 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.530785 sec): 2 clusters Score: Raw -1169.809433 + Penalty 320.302748 = -849.506685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.531040 sec): 3 clusters Score: Raw -1223.133426 + Penalty 646.012656 = -577.120770 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 69 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.531830 sec): 2 clusters Score: Raw -1043.417702 + Penalty 262.745134 = -780.672568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.532079 sec): 3 clusters Score: Raw -1097.689061 + Penalty 526.389263 = -571.299798 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 72 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.532872 sec): 2 clusters Score: Raw -1032.169678 + Penalty 243.243819 = -788.925860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.533123 sec): 3 clusters Score: Raw -1071.190721 + Penalty 483.878082 = -587.312639 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 76 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.533884 sec): 2 clusters Score: Raw -386.983065 + Penalty 122.487187 = -264.495878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.534107 sec): 3 clusters Score: Raw -399.203708 + Penalty 247.009285 = -152.194423 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 77 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.534958 sec): 2 clusters Score: Raw -1763.334437 + Penalty 422.138069 = -1341.196368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.535251 sec): 3 clusters Score: Raw -1847.413807 + Penalty 844.276137 = -1003.137670 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 78 (1353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.539584 sec): 2 clusters Score: Raw -57658.083740 + Penalty 100.502207 = -57557.581533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.542326 sec): 3 clusters Score: Raw -56792.973283 + Penalty 214.313751 = -56578.659532 nChanged 617 SP:Iteration 1F (73.544872 sec): 3 clusters Score: Raw -57369.909454 + Penalty 226.220184 = -57143.689270 nChanged 136 SP:Iteration 2F (73.547384 sec): 3 clusters Score: Raw -57466.733611 + Penalty 231.470354 = -57235.263256 nChanged 69 SP:Iteration 3F (73.549908 sec): 3 clusters Score: Raw -57520.546731 + Penalty 234.080949 = -57286.465781 nChanged 58 SP:Iteration 4Q (73.552304 sec): 3 clusters Score: Raw -57555.321786 + Penalty 234.123506 = -57321.198280 nChanged 33 SP:Iteration 5Q (73.554634 sec): 3 clusters Score: Raw -57581.383637 + Penalty 230.599245 = -57350.784393 nChanged 32 SP:Iteration 6Q (73.556923 sec): 3 clusters Score: Raw -57599.996915 + Penalty 229.097230 = -57370.899685 nChanged 12 SP:Iteration 7Q (73.559154 sec): 3 clusters Score: Raw -57607.415693 + Penalty 228.221343 = -57379.194350 nChanged 13 SP:Iteration 8Q (73.561372 sec): 3 clusters Score: Raw -57614.670431 + Penalty 229.697425 = -57384.973007 nChanged 15 SP:Iteration 9Q (73.563812 sec): 3 clusters Score: Raw -57624.449498 + Penalty 229.926540 = -57394.522958 nChanged 17 SP:Iteration 10F (73.566583 sec): 3 clusters Score: Raw -57634.024682 + Penalty 229.652472 = -57404.372210 nChanged 10 SP:Iteration 11Q (73.568874 sec): 3 clusters Score: Raw -57637.481777 + Penalty 229.567596 = -57407.914181 nChanged 10 SP:Iteration 12Q (73.571110 sec): 3 clusters Score: Raw -57643.318340 + Penalty 229.971755 = -57413.346585 nChanged 6 SP:Iteration 13Q (73.573277 sec): 3 clusters Score: Raw -57646.411392 + Penalty 229.875894 = -57416.535498 nChanged 6 SP:Iteration 14Q (73.575447 sec): 3 clusters Score: Raw -57647.208000 + Penalty 230.497845 = -57416.710155 nChanged 3 SP:Iteration 15Q (73.577780 sec): 3 clusters Score: Raw -57647.567960 + Penalty 230.736451 = -57416.831509 nChanged 1 SP:Iteration 16Q (73.580229 sec): 3 clusters Score: Raw -57647.609854 + Penalty 230.932288 = -57416.677566 nChanged 1 SP:Iteration 17F (73.582859 sec): 3 clusters Score: Raw -57647.687498 + Penalty 231.541911 = -57416.145587 nChanged 2 SP:Iteration 18F (73.585570 sec): 3 clusters Score: Raw -57648.147657 + Penalty 231.889231 = -57416.258425 nChanged 1 SP:Iteration 19Q (73.587866 sec): 3 clusters Score: Raw -57648.214691 + Penalty 231.889231 = -57416.325459 nChanged 0 SP:Iteration 20F (73.590367 sec): 3 clusters Score: Raw -57648.214691 + Penalty 231.889231 = -57416.325459 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 80 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.591070 sec): 2 clusters Score: Raw -705.511222 + Penalty 237.494556 = -468.016667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.591316 sec): 3 clusters Score: Raw -747.226821 + Penalty 479.778740 = -267.448081 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 81 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.591818 sec): 2 clusters Score: Raw -671.157232 + Penalty 190.238016 = -480.919216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.592053 sec): 3 clusters Score: Raw -712.176819 + Penalty 383.583487 = -328.593332 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 83 (556 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.594048 sec): 2 clusters Score: Raw -25179.729273 + Penalty 540.776435 = -24638.952838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.595287 sec): 3 clusters Score: Raw -24966.121630 + Penalty 1079.795343 = -23886.326286 nChanged 161 SP:Iteration 1F (73.596463 sec): 3 clusters Score: Raw -25131.704290 + Penalty 1080.473308 = -24051.230982 nChanged 59 SP:Iteration 2F (73.597625 sec): 3 clusters Score: Raw -25231.495798 + Penalty 1082.852518 = -24148.643279 nChanged 44 SP:Iteration 3F (73.598859 sec): 3 clusters Score: Raw -25331.997903 + Penalty 1083.735501 = -24248.262402 nChanged 34 SP:Iteration 4F (73.600024 sec): 3 clusters Score: Raw -25412.752484 + Penalty 1084.583595 = -24328.168889 nChanged 28 SP:Iteration 5F (73.601187 sec): 3 clusters Score: Raw -25502.718007 + Penalty 1085.559694 = -24417.158313 nChanged 22 SP:Iteration 6Q (73.602239 sec): 3 clusters Score: Raw -25609.527427 + Penalty 1086.629408 = -24522.898019 nChanged 9 SP:Iteration 7Q (73.603224 sec): 3 clusters Score: Raw -25666.870177 + Penalty 1087.321345 = -24579.548832 nChanged 4 SP:Iteration 8Q (73.604215 sec): 3 clusters Score: Raw -25679.437938 + Penalty 1087.267908 = -24592.170030 nChanged 4 SP:Iteration 9Q (73.605205 sec): 3 clusters Score: Raw -25702.999909 + Penalty 1087.174320 = -24615.825589 nChanged 1 SP:Iteration 10F (73.606451 sec): 3 clusters Score: Raw -25708.245186 + Penalty 1087.382365 = -24620.862822 nChanged 2 SP:Iteration 11Q (73.607435 sec): 3 clusters Score: Raw -25720.839178 + Penalty 1087.382365 = -24633.456813 nChanged 0 SP:Iteration 12F (73.608593 sec): 3 clusters Score: Raw -25720.839178 + Penalty 1087.382365 = -24633.456813 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 86 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.609099 sec): 2 clusters Score: Raw -283.884615 + Penalty 105.751691 = -178.132923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.609323 sec): 3 clusters Score: Raw -291.772679 + Penalty 219.426363 = -72.346317 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 88 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.609824 sec): 2 clusters Score: Raw -531.158158 + Penalty 137.039122 = -394.119036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.610054 sec): 3 clusters Score: Raw -545.288641 + Penalty 275.165455 = -270.123186 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 89 (111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.611080 sec): 2 clusters Score: Raw -4289.096515 + Penalty 232.847032 = -4056.249483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.611493 sec): 3 clusters Score: Raw -4287.996664 + Penalty 456.095841 = -3831.900823 nChanged 25 SP:Iteration 1F (73.611899 sec): 3 clusters Score: Raw -4326.594348 + Penalty 460.906615 = -3865.687733 nChanged 3 SP:Iteration 2Q (73.612293 sec): 3 clusters Score: Raw -4330.377930 + Penalty 465.168334 = -3865.209596 nChanged 2 SP:Iteration 3F (73.612697 sec): 3 clusters Score: Raw -4332.391730 + Penalty 466.413722 = -3865.978009 nChanged 1 SP:Iteration 4Q (73.613087 sec): 3 clusters Score: Raw -4333.490108 + Penalty 466.413722 = -3867.076386 nChanged 0 SP:Iteration 5F (73.613492 sec): 3 clusters Score: Raw -4333.490108 + Penalty 466.413722 = -3867.076386 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 (73.614482 sec): 2 clusters Score: Raw -297.266077 + Penalty 146.563318 = -150.702759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.614699 sec): 3 clusters Score: Raw -303.494833 + Penalty 291.228141 = -12.266692 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 91 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.615178 sec): 2 clusters Score: Raw -356.147710 + Penalty 159.079234 = -197.068477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.615397 sec): 3 clusters Score: Raw -362.145905 + Penalty 316.685094 = -45.460811 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 93 (1751 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.620454 sec): 2 clusters Score: Raw -77382.849679 + Penalty 87.688383 = -77295.161297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.623675 sec): 3 clusters Score: Raw -76286.677118 + Penalty 180.066936 = -76106.610182 nChanged 809 SP:Iteration 1F (73.626842 sec): 3 clusters Score: Raw -76968.262842 + Penalty 182.064369 = -76786.198473 nChanged 122 SP:Iteration 2F (73.630005 sec): 3 clusters Score: Raw -77088.725971 + Penalty 181.738983 = -76906.986988 nChanged 70 SP:Iteration 3Q (73.633073 sec): 3 clusters Score: Raw -77131.807693 + Penalty 180.655247 = -76951.152446 nChanged 46 SP:Iteration 4Q (73.636099 sec): 3 clusters Score: Raw -77156.554289 + Penalty 180.642375 = -76975.911914 nChanged 31 SP:Iteration 5Q (73.639061 sec): 3 clusters Score: Raw -77172.484715 + Penalty 179.668672 = -76992.816043 nChanged 36 SP:Iteration 6Q (73.642321 sec): 3 clusters Score: Raw -77188.676356 + Penalty 180.814821 = -77007.861535 nChanged 39 SP:Iteration 7Q (73.645334 sec): 3 clusters Score: Raw -77206.573115 + Penalty 182.298115 = -77024.275000 nChanged 39 SP:Iteration 8Q (73.648220 sec): 3 clusters Score: Raw -77223.930999 + Penalty 183.527909 = -77040.403090 nChanged 33 SP:Iteration 9Q (73.651160 sec): 3 clusters Score: Raw -77241.032308 + Penalty 185.154701 = -77055.877607 nChanged 29 SP:Iteration 10F (73.654459 sec): 3 clusters Score: Raw -77256.964632 + Penalty 185.406063 = -77071.558569 nChanged 26 SP:Iteration 11Q (73.657585 sec): 3 clusters Score: Raw -77271.381453 + Penalty 186.639956 = -77084.741497 nChanged 21 SP:Iteration 12Q (73.660293 sec): 3 clusters Score: Raw -77281.277851 + Penalty 185.027941 = -77096.249911 nChanged 21 SP:Iteration 13Q (73.662976 sec): 3 clusters Score: Raw -77291.024738 + Penalty 183.636567 = -77107.388171 nChanged 19 SP:Iteration 14Q (73.665642 sec): 3 clusters Score: Raw -77299.466482 + Penalty 186.130565 = -77113.335917 nChanged 19 SP:Iteration 15Q (73.668350 sec): 3 clusters Score: Raw -77309.989561 + Penalty 187.565509 = -77122.424051 nChanged 23 SP:Iteration 16Q (73.671008 sec): 3 clusters Score: Raw -77321.400568 + Penalty 190.707991 = -77130.692577 nChanged 18 SP:Iteration 17Q (73.673612 sec): 3 clusters Score: Raw -77332.813869 + Penalty 196.346065 = -77136.467804 nChanged 18 SP:Iteration 18Q (73.676192 sec): 3 clusters Score: Raw -77345.047699 + Penalty 202.930344 = -77142.117354 nChanged 19 SP:Iteration 19Q (73.678785 sec): 3 clusters Score: Raw -77360.140118 + Penalty 198.641083 = -77161.499035 nChanged 11 SP:Iteration 20F (73.682417 sec): 3 clusters Score: Raw -77367.511158 + Penalty 193.550018 = -77173.961141 nChanged 9 SP:Iteration 21Q (73.685165 sec): 3 clusters Score: Raw -77374.376003 + Penalty 182.153819 = -77192.222183 nChanged 6 SP:Iteration 22Q (73.687855 sec): 3 clusters Score: Raw -77378.657056 + Penalty 184.639169 = -77194.017887 nChanged 4 SP:Iteration 23Q (73.690482 sec): 3 clusters Score: Raw -77379.944008 + Penalty 188.937595 = -77191.006413 nChanged 2 SP:Iteration 24F (73.693627 sec): 3 clusters Score: Raw -77380.299202 + Penalty 192.838028 = -77187.461174 nChanged 2 SP:Iteration 25F (73.696765 sec): 3 clusters Score: Raw -77380.058663 + Penalty 175.544801 = -77204.513862 nChanged 1 SP:Iteration 26Q (73.699660 sec): 3 clusters Score: Raw -77380.098184 + Penalty 160.578558 = -77219.519626 nChanged 2 SP:Iteration 27Q (73.702231 sec): 3 clusters Score: Raw -77381.670397 + Penalty 157.081220 = -77224.589178 nChanged 1 SP:Iteration 28Q (73.704764 sec): 3 clusters Score: Raw -77383.967496 + Penalty 149.324915 = -77234.642580 nChanged 1 SP:Iteration 29Q (73.707287 sec): 3 clusters Score: Raw -77384.675363 + Penalty 149.324915 = -77235.350448 nChanged 0 SP:Iteration 30F (73.710397 sec): 3 clusters Score: Raw -77384.675363 + Penalty 149.324915 = -77235.350448 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 94 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.711039 sec): 2 clusters Score: Raw -46.687871 + Penalty 0.000000 = -46.687871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.711229 sec): 2 clusters Score: Raw -46.687871 + Penalty 0.000000 = -46.687871 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 102 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.711732 sec): 2 clusters Score: Raw -687.334721 + Penalty 226.296085 = -461.038636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.711966 sec): 3 clusters Score: Raw -704.536320 + Penalty 453.335099 = -251.201221 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 104 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.712445 sec): 2 clusters Score: Raw -364.928754 + Penalty 133.898654 = -231.030100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.712692 sec): 3 clusters Score: Raw -389.849195 + Penalty 267.797308 = -122.051886 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 105 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.713181 sec): 2 clusters Score: Raw -505.350573 + Penalty 216.269230 = -289.081343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.713410 sec): 3 clusters Score: Raw -530.297300 + Penalty 437.236367 = -93.060933 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 106 (253 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.714538 sec): 2 clusters Score: Raw -11539.295651 + Penalty 513.049632 = -11026.246019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.715185 sec): 3 clusters Score: Raw -11502.142791 + Penalty 1028.489149 = -10473.653642 nChanged 60 SP:Iteration 1F (73.715822 sec): 3 clusters Score: Raw -11580.999543 + Penalty 1026.259348 = -10554.740195 nChanged 11 SP:Iteration 2Q (73.716459 sec): 3 clusters Score: Raw -11592.344950 + Penalty 1025.237717 = -10567.107233 nChanged 9 SP:Iteration 3Q (73.717084 sec): 3 clusters Score: Raw -11604.143305 + Penalty 1025.188245 = -10578.955060 nChanged 2 SP:Iteration 4Q (73.717706 sec): 3 clusters Score: Raw -11605.798340 + Penalty 1025.541398 = -10580.256941 nChanged 1 SP:Iteration 5Q (73.718325 sec): 3 clusters Score: Raw -11606.685958 + Penalty 1025.541398 = -10581.144560 nChanged 0 SP:Iteration 6F (73.718965 sec): 3 clusters Score: Raw -11606.685958 + Penalty 1025.541398 = -10581.144560 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 110 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.719572 sec): 2 clusters Score: Raw -2053.482306 + Penalty 54.533259 = -1998.949046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.719879 sec): 3 clusters Score: Raw -2035.394175 + Penalty 106.947139 = -1928.447035 nChanged 14 SP:Iteration 1F (73.720179 sec): 3 clusters Score: Raw -2053.201778 + Penalty 102.572139 = -1950.629639 nChanged 4 SP:Iteration 2F (73.720470 sec): 3 clusters Score: Raw -2058.639491 + Penalty 102.572139 = -1956.067352 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 112 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.720956 sec): 2 clusters Score: Raw -150.437910 + Penalty 73.106347 = -77.331563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.721167 sec): 3 clusters Score: Raw -143.526150 + Penalty 145.926820 = 2.400670 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 113 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.721649 sec): 2 clusters Score: Raw -416.679771 + Penalty 145.727631 = -270.952140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.721873 sec): 3 clusters Score: Raw -438.420966 + Penalty 286.653467 = -151.767499 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 (73.722338 sec): 2 clusters Score: Raw -152.846167 + Penalty 75.063973 = -77.782193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.722533 sec): 2 clusters Score: Raw -152.846167 + Penalty 75.063973 = -77.782193 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 115 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.722995 sec): 2 clusters Score: Raw -103.289984 + Penalty 57.100599 = -46.189385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.723187 sec): 2 clusters Score: Raw -103.289984 + Penalty 57.100599 = -46.189385 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 120 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.723675 sec): 2 clusters Score: Raw -157.951658 + Penalty 83.251465 = -74.700193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.723882 sec): 3 clusters Score: Raw -149.378040 + Penalty 169.093202 = 19.715162 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 124 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.724371 sec): 2 clusters Score: Raw -571.134918 + Penalty 210.571158 = -360.563760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.724602 sec): 3 clusters Score: Raw -597.437610 + Penalty 418.909775 = -178.527835 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 130 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.725122 sec): 2 clusters Score: Raw -1088.947844 + Penalty 48.016584 = -1040.931261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.725374 sec): 3 clusters Score: Raw -1087.719142 + Penalty 96.923927 = -990.795215 nChanged 6 SP:Iteration 1F (73.725622 sec): 3 clusters Score: Raw -1094.849700 + Penalty 95.965340 = -998.884360 nChanged 2 SP:Iteration 2F (73.725870 sec): 3 clusters Score: Raw -1096.297754 + Penalty 95.965340 = -1000.332415 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 133 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.726353 sec): 2 clusters Score: Raw -448.006300 + Penalty 191.694208 = -256.312091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.726576 sec): 3 clusters Score: Raw -465.435970 + Penalty 381.626413 = -83.809557 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 134 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.727042 sec): 2 clusters Score: Raw -205.946232 + Penalty 115.001940 = -90.944292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.727255 sec): 3 clusters Score: Raw -199.545040 + Penalty 236.239872 = 36.694832 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 144 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.727708 sec): 2 clusters Score: Raw -48.108393 + Penalty 0.000000 = -48.108393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.727893 sec): 2 clusters Score: Raw -48.108393 + Penalty 0.000000 = -48.108393 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 145 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.728368 sec): 2 clusters Score: Raw -351.428900 + Penalty 166.590197 = -184.838703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.728587 sec): 3 clusters Score: Raw -356.943668 + Penalty 329.028226 = -27.915442 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 (73.729048 sec): 2 clusters Score: Raw -99.393524 + Penalty 47.517879 = -51.875644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.729239 sec): 2 clusters Score: Raw -99.393524 + Penalty 47.517879 = -51.875644 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 168 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.729696 sec): 2 clusters Score: Raw -48.553995 + Penalty 0.000000 = -48.553995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.729887 sec): 2 clusters Score: Raw -48.553995 + Penalty 0.000000 = -48.553995 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 173 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.730357 sec): 2 clusters Score: Raw -250.540342 + Penalty 122.987745 = -127.552596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.730586 sec): 3 clusters Score: Raw -247.510238 + Penalty 251.951210 = 4.440972 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 174 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.731053 sec): 2 clusters Score: Raw -203.111645 + Penalty 107.233455 = -95.878190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.731266 sec): 3 clusters Score: Raw -201.427745 + Penalty 214.466910 = 13.039164 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 (73.731723 sec): 2 clusters Score: Raw -46.314012 + Penalty 0.000000 = -46.314012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.731912 sec): 2 clusters Score: Raw -46.314012 + Penalty 0.000000 = -46.314012 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 181 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.732381 sec): 2 clusters Score: Raw -224.750872 + Penalty 62.130733 = -162.620139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.732590 sec): 3 clusters Score: Raw -224.788305 + Penalty 114.341306 = -110.446999 nChanged 0 Deleting Class 145 (7 points): Lose 40.608032 but Gain 891.977771 Iteration 119Q (73.911674 sec): 85 clusters Score: Raw -1333121.995421 + Penalty 55907.154505 = -1277214.840916 nChanged 49 Deleting Class 115 (2 points): Lose 8.404904 but Gain 858.306845 Iteration 120F (75.233131 sec): 84 clusters Score: Raw -1333198.851765 + Penalty 55064.602311 = -1278134.249454 nChanged 27 Deleting Class 105 (11 points): Lose 90.068674 but Gain 939.705773 Iteration 121Q (75.368139 sec): 83 clusters Score: Raw -1333129.511179 + Penalty 54129.148482 = -1279000.362697 nChanged 26 Deleting Class 134 (4 points): Lose 21.615954 but Gain 864.325016 Iteration 122Q (75.501719 sec): 82 clusters Score: Raw -1333136.759271 + Penalty 53272.640449 = -1279864.118822 nChanged 20 Deleting Class 124 (12 points): Lose 41.341418 but Gain 882.909478 Iteration 123Q (75.636874 sec): 81 clusters Score: Raw -1333110.123453 + Penalty 52394.088798 = -1280716.034655 nChanged 20 Deleting Class 102 (14 points): Lose 59.168719 but Gain 893.285982 Iteration 124Q (75.769456 sec): 80 clusters Score: Raw -1333069.799747 + Penalty 51523.224006 = -1281546.575741 nChanged 19 Deleting Class 168 (1 points): Lose 1.613608 but Gain 828.624799 Iteration 125Q (75.902370 sec): 79 clusters Score: Raw -1333089.391844 + Penalty 50700.201423 = -1282389.190421 nChanged 4 Deleting Class 53 (16 points): Lose 91.793563 but Gain 908.351526 Iteration 126Q (76.032906 sec): 78 clusters Score: Raw -1333000.832905 + Penalty 49807.878466 = -1283192.954439 nChanged 18 Deleting Class 120 (3 points): Lose 9.087011 but Gain 789.541217 Iteration 127Q (76.164909 sec): 77 clusters Score: Raw -1333019.690982 + Penalty 49021.128442 = -1283998.562540 nChanged 9 Deleting Class 68 (26 points): Lose 243.972590 but Gain 1024.292726 Iteration 128Q (76.295219 sec): 76 clusters Score: Raw -1332781.738415 + Penalty 48050.386883 = -1284731.351532 nChanged 30 Deleting Class 69 (21 points): Lose 119.951755 but Gain 896.670287 Iteration 129Q (76.432012 sec): 75 clusters Score: Raw -1332734.338691 + Penalty 47262.813849 = -1285471.524842 nChanged 29 Deleting Class 91 (7 points): Lose 73.152185 but Gain 851.761646 Iteration 130F (77.600023 sec): 74 clusters Score: Raw -1332724.231038 + Penalty 46455.157566 = -1286269.073472 nChanged 15 Deleting Class 80 (16 points): Lose 119.344588 but Gain 892.474012 Iteration 131Q (77.729357 sec): 73 clusters Score: Raw -1332632.410399 + Penalty 45592.783236 = -1287039.627163 nChanged 24 Deleting Class 174 (4 points): Lose 34.836310 but Gain 805.939078 Iteration 132Q (77.858173 sec): 72 clusters Score: Raw -1332648.080397 + Penalty 44805.353243 = -1287842.727155 nChanged 12 Deleting Class 90 (6 points): Lose 83.373021 but Gain 852.261664 Iteration 133Q (77.986580 sec): 71 clusters Score: Raw -1332579.086267 + Penalty 43948.792319 = -1288630.293948 nChanged 10 Deleting Class 45 (48 points): Lose 225.204091 but Gain 993.018696 Iteration 134Q (78.114251 sec): 70 clusters Score: Raw -1332382.726529 + Penalty 42990.603357 = -1289392.123172 nChanged 51 Deleting Class 62 (10 points): Lose 49.464235 but Gain 816.778402 Iteration 135Q (78.244519 sec): 69 clusters Score: Raw -1332420.599337 + Penalty 42194.121864 = -1290226.477474 nChanged 23 Deleting Class 42 (30 points): Lose 238.160333 but Gain 1002.723650 Iteration 136Q (78.370951 sec): 68 clusters Score: Raw -1332213.065076 + Penalty 41237.427187 = -1290975.637888 nChanged 43 Deleting Class 65 (4 points): Lose 23.075733 but Gain 785.641417 Iteration 137Q (78.496589 sec): 67 clusters Score: Raw -1332298.038924 + Penalty 40466.589773 = -1291831.449151 nChanged 20 Deleting Class 161 (3 points): Lose 21.974154 but Gain 783.292443 Iteration 138Q (78.620488 sec): 66 clusters Score: Raw -1332301.914884 + Penalty 39709.230872 = -1292592.684012 nChanged 21 Deleting Class 173 (5 points): Lose 50.429152 but Gain 796.186823 Iteration 139Q (78.749984 sec): 65 clusters Score: Raw -1332282.864677 + Penalty 38927.621100 = -1293355.243577 nChanged 17 Deleting Class 133 (9 points): Lose 171.947305 but Gain 908.995884 Iteration 140F (79.768208 sec): 64 clusters Score: Raw -1332130.754016 + Penalty 38245.003143 = -1293885.750873 nChanged 24 Deleting Class 144 (2 points): Lose 38.432121 but Gain 791.017512 Iteration 141Q (79.891453 sec): 63 clusters Score: Raw -1332215.832841 + Penalty 37477.316489 = -1294738.516352 nChanged 11 Deleting Class 48 (19 points): Lose 95.862931 but Gain 821.536631 Iteration 142Q (80.012679 sec): 62 clusters Score: Raw -1332145.026073 + Penalty 36681.839133 = -1295463.186940 nChanged 26 Deleting Class 52 (5 points): Lose 53.511550 but Gain 772.970584 Iteration 143Q (80.135227 sec): 61 clusters Score: Raw -1332147.376527 + Penalty 35916.694219 = -1296230.682307 nChanged 13 Deleting Class 114 (3 points): Lose 21.715124 but Gain 711.892586 Iteration 144Q (80.256961 sec): 60 clusters Score: Raw -1332141.349154 + Penalty 35208.203394 = -1296933.145760 nChanged 8 Deleting Class 112 (3 points): Lose 5.016844 but Gain 693.326823 Iteration 145Q (80.378146 sec): 59 clusters Score: Raw -1332145.441621 + Penalty 34517.979477 = -1297627.462144 nChanged 6 Deleting Class 31 (89 points): Lose 461.058555 but Gain 1145.312637 Iteration 146Q (80.499685 sec): 58 clusters Score: Raw -1331690.198213 + Penalty 33426.239717 = -1298263.958496 nChanged 93 Deleting Class 94 (1 points): Lose 16.506540 but Gain 690.961143 Iteration 147Q (80.625918 sec): 57 clusters Score: Raw -1331852.727042 + Penalty 32750.669159 = -1299102.057883 nChanged 20 Deleting Class 38 (27 points): Lose 120.745236 but Gain 792.151642 Iteration 148Q (80.745342 sec): 56 clusters Score: Raw -1331749.702029 + Penalty 32028.838462 = -1299720.863567 nChanged 33 Deleting Class 81 (15 points): Lose 62.830788 but Gain 731.927342 Iteration 149Q (80.863056 sec): 55 clusters Score: Raw -1331761.068624 + Penalty 31321.162430 = -1300439.906195 nChanged 19 Deleting Class 77 (55 points): Lose 483.554711 but Gain 1137.460934 Iteration 150F (81.730465 sec): 54 clusters Score: Raw -1331309.378374 + Penalty 30237.357483 = -1301072.020891 nChanged 57 Deleting Class 72 (26 points): Lose 174.172710 but Gain 816.972367 Iteration 151Q (81.848059 sec): 53 clusters Score: Raw -1331352.125301 + Penalty 29466.802504 = -1301885.322796 nChanged 35 Deleting Class 28 (7 points): Lose 48.678745 but Gain 689.284824 Iteration 152Q (81.963752 sec): 52 clusters Score: Raw -1331375.866327 + Penalty 28796.833904 = -1302579.032423 nChanged 14 Deleting Class 36 (60 points): Lose 175.669351 but Gain 815.465607 Iteration 153Q (82.080598 sec): 51 clusters Score: Raw -1331225.695349 + Penalty 28026.393017 = -1303199.302332 nChanged 67 Deleting Class 51 (35 points): Lose 135.378357 but Gain 775.271046 Iteration 154Q (82.196192 sec): 50 clusters Score: Raw -1331192.084087 + Penalty 27360.505832 = -1303831.578255 nChanged 43 Deleting Class 104 (9 points): Lose 47.195926 but Gain 766.927143 Iteration 155Q (82.313513 sec): 49 clusters Score: Raw -1331209.885528 + Penalty 26603.183233 = -1304606.702296 nChanged 19 Deleting Class 113 (9 points): Lose 52.107748 but Gain 691.026703 Iteration 156Q (82.428804 sec): 48 clusters Score: Raw -1331173.461655 + Penalty 25921.823569 = -1305251.638086 nChanged 14 Deleting Class 61 (3 points): Lose 24.503157 but Gain 606.183610 Iteration 157Q (82.540407 sec): 47 clusters Score: Raw -1331167.590147 + Penalty 25310.471237 = -1305857.118910 nChanged 8 Deleting Class 86 (6 points): Lose 63.307895 but Gain 614.943176 Iteration 158Q (82.651894 sec): 46 clusters Score: Raw -1331110.903035 + Penalty 24725.620586 = -1306385.282449 nChanged 9 Deleting Class 76 (11 points): Lose 155.854368 but Gain 705.918978 Iteration 159Q (82.768986 sec): 45 clusters Score: Raw -1330979.318937 + Penalty 24040.679322 = -1306938.639615 nChanged 16 Deleting Class 88 (13 points): Lose 68.448353 but Gain 586.029762 Iteration 160F (83.476751 sec): 44 clusters Score: Raw -1330969.117378 + Penalty 23471.053541 = -1307498.063837 nChanged 20 Deleting Class 179 (1 points): Lose 1.071366 but Gain 500.734085 Iteration 161Q (83.590306 sec): 43 clusters Score: Raw -1331011.585543 + Penalty 22974.994562 = -1308036.590981 nChanged 9 Deleting Class 22 (136 points): Lose 324.814096 but Gain 812.136956 Iteration 162Q (83.704287 sec): 42 clusters Score: Raw -1330693.050270 + Penalty 22143.607593 = -1308549.442677 nChanged 141 Deleting Class 33 (15 points): Lose 54.958940 but Gain 518.564966 Iteration 163Q (83.819090 sec): 41 clusters Score: Raw -1330911.570169 + Penalty 21628.750278 = -1309282.819891 nChanged 46 Deleting Class 27 (21 points): Lose 194.648743 but Gain 588.104324 Iteration 164Q (83.931303 sec): 40 clusters Score: Raw -1330761.976885 + Penalty 21027.281193 = -1309734.695691 nChanged 41 Deleting Class 181 (5 points): Lose 46.605626 but Gain 402.216259 Iteration 165Q (84.042706 sec): 39 clusters Score: Raw -1330812.542320 + Penalty 20615.961327 = -1310196.580992 nChanged 26 Deleting Class 3 (47 points): Lose 84.585270 but Gain 427.035628 Iteration 166Q (84.152924 sec): 38 clusters Score: Raw -1330753.793027 + Penalty 20172.786216 = -1310581.006811 nChanged 58 Deleting Class 63 (48 points): Lose 328.275196 but Gain 665.071279 Iteration 167Q (84.262840 sec): 37 clusters Score: Raw -1330486.845809 + Penalty 19466.059465 = -1311020.786344 nChanged 73 Deleting Class 30 (31 points): Lose 70.646768 but Gain 285.669398 Iteration 168Q (84.371393 sec): 36 clusters Score: Raw -1330518.841704 + Penalty 19154.115685 = -1311364.726019 nChanged 62 Deleting Class 19 (121 points): Lose 330.302283 but Gain 482.339526 Iteration 169Q (84.481479 sec): 35 clusters Score: Raw -1330237.634881 + Penalty 18656.369611 = -1311581.265270 nChanged 135 Deleting Class 130 (26 points): Lose 120.107966 but Gain 178.493584 Iteration 170F (85.042809 sec): 34 clusters Score: Raw -1330298.306306 + Penalty 18488.222594 = -1311810.083712 nChanged 74 Iteration 171Q (85.151824 sec): 34 clusters Score: Raw -1330423.336621 + Penalty 18486.497801 = -1311936.838820 nChanged 41 Iteration 172Q (85.261745 sec): 34 clusters Score: Raw -1330430.767033 + Penalty 18486.888010 = -1311943.879023 nChanged 29 Iteration 173Q (85.370687 sec): 34 clusters Score: Raw -1330435.657581 + Penalty 18484.782638 = -1311950.874942 nChanged 27 Iteration 174Q (85.478794 sec): 34 clusters Score: Raw -1330439.236972 + Penalty 18481.883093 = -1311957.353879 nChanged 22 Iteration 175Q (85.587096 sec): 34 clusters Score: Raw -1330441.473162 + Penalty 18478.862144 = -1311962.611018 nChanged 23 Iteration 176Q (85.695404 sec): 34 clusters Score: Raw -1330443.279182 + Penalty 18475.049344 = -1311968.229839 nChanged 18 Iteration 177Q (85.803646 sec): 34 clusters Score: Raw -1330444.979244 + Penalty 18473.885036 = -1311971.094208 nChanged 8 Iteration 178Q (85.911328 sec): 34 clusters Score: Raw -1330445.324518 + Penalty 18472.959028 = -1311972.365490 nChanged 6 Iteration 179Q (86.019116 sec): 34 clusters Score: Raw -1330445.570700 + Penalty 18472.854076 = -1311972.716624 nChanged 3 Iteration 180F (86.563917 sec): 34 clusters Score: Raw -1330447.280037 + Penalty 18474.181295 = -1311973.098742 nChanged 7 Iteration 181Q (86.673590 sec): 34 clusters Score: Raw -1330450.714305 + Penalty 18480.694393 = -1311970.019912 nChanged 4 Iteration 182F (87.237195 sec): 34 clusters Score: Raw -1330454.152823 + Penalty 18487.148467 = -1311967.004355 nChanged 3 Iteration 183F (87.785027 sec): 34 clusters Score: Raw -1330454.732752 + Penalty 18487.165495 = -1311967.567257 nChanged 1 Iteration 184Q (87.887315 sec): 34 clusters Score: Raw -1330454.771537 + Penalty 18486.931441 = -1311967.840096 nChanged 2 Iteration 185Q (87.989514 sec): 34 clusters Score: Raw -1330454.790989 + Penalty 18486.381935 = -1311968.409054 nChanged 2 Iteration 186Q (88.092688 sec): 34 clusters Score: Raw -1330454.844722 + Penalty 18487.312295 = -1311967.532426 nChanged 1 Iteration 187F (88.640265 sec): 34 clusters Score: Raw -1330455.553725 + Penalty 18488.534189 = -1311967.019536 nChanged 3 Iteration 188F (89.191060 sec): 34 clusters Score: Raw -1330456.518643 + Penalty 18489.545559 = -1311966.973084 nChanged 2 Iteration 189F (89.733202 sec): 34 clusters Score: Raw -1330457.053187 + Penalty 18490.355177 = -1311966.698010 nChanged 3 Iteration 190F (90.273790 sec): 34 clusters Score: Raw -1330458.186288 + Penalty 18490.948935 = -1311967.237353 nChanged 2 Iteration 191Q (90.376361 sec): 34 clusters Score: Raw -1330458.467405 + Penalty 18493.840131 = -1311964.627274 nChanged 5 Iteration 192F (90.927405 sec): 34 clusters Score: Raw -1330460.235412 + Penalty 18491.945796 = -1311968.289616 nChanged 4 Iteration 193Q (91.032918 sec): 34 clusters Score: Raw -1330460.931214 + Penalty 18491.945796 = -1311968.985418 nChanged 0 Iteration 194F (91.586699 sec): 34 clusters Score: Raw -1330460.931214 + Penalty 18491.945796 = -1311968.985418 nChanged 0 Writing temp clu file Memory request: 0.15 GB would take us to total of 0.31 GB. Compute initial score before splitting: Score: Raw -1330460.931214 + Penalty 18491.945796 = -1311968.985418Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 1 (380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.658781 sec): 2 clusters Score: Raw -15758.788963 + Penalty 96.315083 = -15662.473880 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.659653 sec): 3 clusters Score: Raw -15551.605158 + Penalty 220.392110 = -15331.213048 nChanged 156 SP:Iteration 1F (91.660557 sec): 3 clusters Score: Raw -15713.116153 + Penalty 235.027650 = -15478.088503 nChanged 45 SP:Iteration 2F (91.661422 sec): 3 clusters Score: Raw -15767.672703 + Penalty 254.658597 = -15513.014107 nChanged 18 SP:Iteration 3Q (91.662271 sec): 3 clusters Score: Raw -15806.281733 + Penalty 261.698030 = -15544.583703 nChanged 3 SP:Iteration 4Q (91.663063 sec): 3 clusters Score: Raw -15810.900538 + Penalty 265.078784 = -15545.821753 nChanged 1 SP:Iteration 5Q (91.663812 sec): 3 clusters Score: Raw -15811.208795 + Penalty 268.027491 = -15543.181304 nChanged 1 SP:Iteration 6F (91.664692 sec): 3 clusters Score: Raw -15811.380522 + Penalty 268.027491 = -15543.353031 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 2 (910 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.669514 sec): 2 clusters Score: Raw -40654.636573 + Penalty 523.434352 = -40131.202220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.671301 sec): 3 clusters Score: Raw -40206.058622 + Penalty 1046.945876 = -39159.112746 nChanged 327 SP:Iteration 1F (91.673116 sec): 3 clusters Score: Raw -40418.372513 + Penalty 1046.951826 = -39371.420687 nChanged 88 SP:Iteration 2F (91.674900 sec): 3 clusters Score: Raw -40468.384420 + Penalty 1047.071578 = -39421.312842 nChanged 34 SP:Iteration 3Q (91.676662 sec): 3 clusters Score: Raw -40489.434146 + Penalty 1047.969661 = -39441.464485 nChanged 36 SP:Iteration 4Q (91.678433 sec): 3 clusters Score: Raw -40511.577921 + Penalty 1048.804118 = -39462.773803 nChanged 36 SP:Iteration 5Q (91.680195 sec): 3 clusters Score: Raw -40534.937068 + Penalty 1050.142645 = -39484.794423 nChanged 25 SP:Iteration 6Q (91.681925 sec): 3 clusters Score: Raw -40550.141101 + Penalty 1051.629554 = -39498.511547 nChanged 26 SP:Iteration 7Q (91.683698 sec): 3 clusters Score: Raw -40564.406703 + Penalty 1052.539190 = -39511.867512 nChanged 13 SP:Iteration 8Q (91.685449 sec): 3 clusters Score: Raw -40574.894515 + Penalty 1054.576111 = -39520.318404 nChanged 15 SP:Iteration 9Q (91.687205 sec): 3 clusters Score: Raw -40583.843872 + Penalty 1057.014453 = -39526.829419 nChanged 22 SP:Iteration 10F (91.688965 sec): 3 clusters Score: Raw -40598.248541 + Penalty 1058.829362 = -39539.419179 nChanged 20 SP:Iteration 11Q (91.690685 sec): 3 clusters Score: Raw -40608.515440 + Penalty 1063.784837 = -39544.730603 nChanged 16 SP:Iteration 12Q (91.692515 sec): 3 clusters Score: Raw -40616.597945 + Penalty 1070.202024 = -39546.395922 nChanged 18 SP:Iteration 13Q (91.694427 sec): 3 clusters Score: Raw -40628.788318 + Penalty 1076.367738 = -39552.420580 nChanged 12 SP:Iteration 14Q (91.696294 sec): 3 clusters Score: Raw -40639.655781 + Penalty 1083.598307 = -39556.057474 nChanged 14 SP:Iteration 15Q (91.698141 sec): 3 clusters Score: Raw -40657.401761 + Penalty 1092.351273 = -39565.050488 nChanged 20 SP:Iteration 16Q (91.699846 sec): 3 clusters Score: Raw -40673.409933 + Penalty 1097.836671 = -39575.573262 nChanged 10 SP:Iteration 17Q (91.701592 sec): 3 clusters Score: Raw -40685.131821 + Penalty 1105.279990 = -39579.851832 nChanged 9 SP:Iteration 18Q (91.703340 sec): 3 clusters Score: Raw -40698.562001 + Penalty 1113.022667 = -39585.539334 nChanged 9 SP:Iteration 19Q (91.705041 sec): 3 clusters Score: Raw -40713.971216 + Penalty 1121.595756 = -39592.375460 nChanged 11 SP:Iteration 20F (91.706825 sec): 3 clusters Score: Raw -40730.060053 + Penalty 1128.256151 = -39601.803902 nChanged 11 SP:Iteration 21Q (91.708460 sec): 3 clusters Score: Raw -40741.771788 + Penalty 1133.225132 = -39608.546656 nChanged 7 SP:Iteration 22Q (91.710126 sec): 3 clusters Score: Raw -40749.815830 + Penalty 1133.942519 = -39615.873311 nChanged 5 SP:Iteration 23Q (91.711768 sec): 3 clusters Score: Raw -40751.905521 + Penalty 1133.942519 = -39617.963002 nChanged 0 SP:Iteration 24F (91.713513 sec): 3 clusters Score: Raw -40751.905521 + Penalty 1133.942519 = -39617.963002 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 4 (841 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.716438 sec): 2 clusters Score: Raw -37217.302034 + Penalty 435.546822 = -36781.755212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.718227 sec): 3 clusters Score: Raw -36788.072325 + Penalty 871.711173 = -35916.361151 nChanged 286 SP:Iteration 1F (91.719899 sec): 3 clusters Score: Raw -37001.607649 + Penalty 877.477368 = -36124.130281 nChanged 103 SP:Iteration 2F (91.721527 sec): 3 clusters Score: Raw -37145.632150 + Penalty 894.163372 = -36251.468778 nChanged 90 SP:Iteration 3F (91.723160 sec): 3 clusters Score: Raw -37280.629587 + Penalty 905.374018 = -36375.255568 nChanged 56 SP:Iteration 4F (91.724834 sec): 3 clusters Score: Raw -37360.796503 + Penalty 910.369611 = -36450.426891 nChanged 31 SP:Iteration 5Q (91.726466 sec): 3 clusters Score: Raw -37404.932803 + Penalty 912.603782 = -36492.329021 nChanged 15 SP:Iteration 6Q (91.728097 sec): 3 clusters Score: Raw -37419.026810 + Penalty 912.980232 = -36506.046578 nChanged 7 SP:Iteration 7Q (91.729755 sec): 3 clusters Score: Raw -37424.925043 + Penalty 915.823592 = -36509.101451 nChanged 7 SP:Iteration 8Q (91.731421 sec): 3 clusters Score: Raw -37437.562690 + Penalty 916.346099 = -36521.216591 nChanged 2 SP:Iteration 9Q (91.733057 sec): 3 clusters Score: Raw -37440.285349 + Penalty 917.885916 = -36522.399433 nChanged 3 SP:Iteration 10F (91.734715 sec): 3 clusters Score: Raw -37444.123976 + Penalty 916.927970 = -36527.196006 nChanged 3 SP:Iteration 11Q (91.736350 sec): 3 clusters Score: Raw -37445.402650 + Penalty 916.040290 = -36529.362360 nChanged 1 SP:Iteration 12Q (91.737962 sec): 3 clusters Score: Raw -37446.099251 + Penalty 915.179350 = -36530.919902 nChanged 1 SP:Iteration 13Q (91.739559 sec): 3 clusters Score: Raw -37446.246850 + Penalty 915.179350 = -36531.067500 nChanged 0 SP:Iteration 14F (91.741191 sec): 3 clusters Score: Raw -37446.246850 + Penalty 915.179350 = -36531.067500 nChanged 0 Memory request: 0.06 GB would take us to total of 0.36 GB. Trying to split cluster 5 (12255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.795376 sec): 2 clusters Score: Raw -520815.530678 + Penalty 170.842670 = -520644.688008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.818005 sec): 3 clusters Score: Raw -512669.740729 + Penalty 352.695472 = -512317.045257 nChanged 5825 SP:Iteration 1F (91.840067 sec): 3 clusters Score: Raw -518446.749645 + Penalty 394.358017 = -518052.391629 nChanged 1487 SP:Iteration 2F (91.861945 sec): 3 clusters Score: Raw -519982.147021 + Penalty 440.340969 = -519541.806051 nChanged 462 SP:Iteration 3Q (91.883674 sec): 3 clusters Score: Raw -520447.666763 + Penalty 476.940719 = -519970.726045 nChanged 188 SP:Iteration 4Q (91.902490 sec): 3 clusters Score: Raw -520615.805529 + Penalty 510.368131 = -520105.437398 nChanged 107 SP:Iteration 5Q (91.920357 sec): 3 clusters Score: Raw -520714.612014 + Penalty 528.783083 = -520185.828931 nChanged 58 SP:Iteration 6Q (91.937927 sec): 3 clusters Score: Raw -520765.503412 + Penalty 541.483211 = -520224.020201 nChanged 32 SP:Iteration 7Q (91.955213 sec): 3 clusters Score: Raw -520793.106356 + Penalty 540.205889 = -520252.900468 nChanged 16 SP:Iteration 8Q (91.972297 sec): 3 clusters Score: Raw -520803.947161 + Penalty 563.773103 = -520240.174058 nChanged 11 SP:Iteration 9F (91.994231 sec): 3 clusters Score: Raw -520813.610608 + Penalty 596.187249 = -520217.423359 nChanged 10 SP:Iteration 10F (92.016261 sec): 3 clusters Score: Raw -520821.953973 + Penalty 629.711017 = -520192.242956 nChanged 9 SP:Iteration 11F (92.038328 sec): 3 clusters Score: Raw -520830.132481 + Penalty 632.392732 = -520197.739749 nChanged 2 SP:Iteration 12Q (92.055374 sec): 3 clusters Score: Raw -520831.523979 + Penalty 610.760774 = -520220.763205 nChanged 1 SP:Iteration 13Q (92.072357 sec): 3 clusters Score: Raw -520832.617784 + Penalty 610.760774 = -520221.857010 nChanged 0 SP:Iteration 14F (92.094304 sec): 3 clusters Score: Raw -520832.617784 + Penalty 610.760774 = -520221.857010 nChanged 0 Memory request: 0.02 GB would take us to total of 0.33 GB. Trying to split cluster 6 (4433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.120681 sec): 2 clusters Score: Raw -193761.815654 + Penalty 67.367112 = -193694.448542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.129054 sec): 3 clusters Score: Raw -190872.731366 + Penalty 140.554079 = -190732.177287 nChanged 2126 SP:Iteration 1F (92.140190 sec): 3 clusters Score: Raw -192666.720622 + Penalty 137.535805 = -192529.184816 nChanged 370 SP:Iteration 2F (92.149087 sec): 3 clusters Score: Raw -193110.714498 + Penalty 134.516762 = -192976.197736 nChanged 276 SP:Iteration 3F (92.158017 sec): 3 clusters Score: Raw -193499.831188 + Penalty 136.789447 = -193363.041741 nChanged 115 SP:Iteration 4Q (92.165913 sec): 3 clusters Score: Raw -193603.587701 + Penalty 136.336977 = -193467.250724 nChanged 89 SP:Iteration 5Q (92.173472 sec): 3 clusters Score: Raw -193689.829594 + Penalty 124.086466 = -193565.743128 nChanged 63 SP:Iteration 6Q (92.180899 sec): 3 clusters Score: Raw -193751.866780 + Penalty 118.933890 = -193632.932890 nChanged 21 SP:Iteration 7Q (92.188107 sec): 3 clusters Score: Raw -193766.653270 + Penalty 118.399857 = -193648.253413 nChanged 13 SP:Iteration 8Q (92.195261 sec): 3 clusters Score: Raw -193775.391133 + Penalty 119.508205 = -193655.882927 nChanged 5 SP:Iteration 9Q (92.202462 sec): 3 clusters Score: Raw -193777.614945 + Penalty 119.558931 = -193658.056013 nChanged 4 SP:Iteration 10F (92.209540 sec): 3 clusters Score: Raw -193779.108087 + Penalty 119.558931 = -193659.549156 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 7 (2310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.220706 sec): 2 clusters Score: Raw -104493.763357 + Penalty 372.910306 = -104120.853052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.225010 sec): 3 clusters Score: Raw -103072.775173 + Penalty 744.028836 = -102328.746337 nChanged 995 SP:Iteration 1F (92.229201 sec): 3 clusters Score: Raw -103808.445684 + Penalty 735.551520 = -103072.894164 nChanged 394 SP:Iteration 2F (92.233551 sec): 3 clusters Score: Raw -104134.599398 + Penalty 721.980374 = -103412.619024 nChanged 163 SP:Iteration 3F (92.237791 sec): 3 clusters Score: Raw -104257.659996 + Penalty 706.299382 = -103551.360614 nChanged 96 SP:Iteration 4Q (92.242033 sec): 3 clusters Score: Raw -104361.771181 + Penalty 690.861638 = -103670.909543 nChanged 74 SP:Iteration 5Q (92.246215 sec): 3 clusters Score: Raw -104428.803312 + Penalty 678.913433 = -103749.889879 nChanged 49 SP:Iteration 6Q (92.250400 sec): 3 clusters Score: Raw -104460.441104 + Penalty 670.835718 = -103789.605386 nChanged 31 SP:Iteration 7Q (92.254388 sec): 3 clusters Score: Raw -104477.251070 + Penalty 663.612599 = -103813.638471 nChanged 21 SP:Iteration 8Q (92.258335 sec): 3 clusters Score: Raw -104485.699980 + Penalty 659.932208 = -103825.767772 nChanged 11 SP:Iteration 9Q (92.262248 sec): 3 clusters Score: Raw -104488.424984 + Penalty 659.383723 = -103829.041260 nChanged 9 SP:Iteration 10F (92.266439 sec): 3 clusters Score: Raw -104489.851775 + Penalty 658.838223 = -103831.013551 nChanged 9 SP:Iteration 11Q (92.270371 sec): 3 clusters Score: Raw -104490.993288 + Penalty 658.221424 = -103832.771865 nChanged 7 SP:Iteration 12Q (92.274264 sec): 3 clusters Score: Raw -104492.138624 + Penalty 658.316646 = -103833.821978 nChanged 10 SP:Iteration 13Q (92.278198 sec): 3 clusters Score: Raw -104493.512791 + Penalty 657.680729 = -103835.832063 nChanged 10 SP:Iteration 14Q (92.282238 sec): 3 clusters Score: Raw -104496.374885 + Penalty 655.629943 = -103840.744941 nChanged 18 SP:Iteration 15Q (92.286166 sec): 3 clusters Score: Raw -104501.601184 + Penalty 653.968585 = -103847.632599 nChanged 16 SP:Iteration 16Q (92.290062 sec): 3 clusters Score: Raw -104506.180581 + Penalty 650.104571 = -103856.076010 nChanged 21 SP:Iteration 17Q (92.293914 sec): 3 clusters Score: Raw -104512.463856 + Penalty 647.499313 = -103864.964543 nChanged 15 SP:Iteration 18Q (92.297765 sec): 3 clusters Score: Raw -104516.834333 + Penalty 645.274751 = -103871.559582 nChanged 13 SP:Iteration 19Q (92.301719 sec): 3 clusters Score: Raw -104521.116902 + Penalty 643.247082 = -103877.869820 nChanged 15 SP:Iteration 20F (92.305987 sec): 3 clusters Score: Raw -104525.898655 + Penalty 641.612749 = -103884.285906 nChanged 13 SP:Iteration 21Q (92.309859 sec): 3 clusters Score: Raw -104528.249150 + Penalty 641.225684 = -103887.023466 nChanged 8 SP:Iteration 22Q (92.313709 sec): 3 clusters Score: Raw -104531.095016 + Penalty 639.552269 = -103891.542747 nChanged 15 SP:Iteration 23Q (92.317923 sec): 3 clusters Score: Raw -104537.177567 + Penalty 639.316624 = -103897.860943 nChanged 14 SP:Iteration 24Q (92.321955 sec): 3 clusters Score: Raw -104541.018366 + Penalty 638.885054 = -103902.133312 nChanged 9 SP:Iteration 25Q (92.325752 sec): 3 clusters Score: Raw -104542.575116 + Penalty 639.050816 = -103903.524300 nChanged 6 SP:Iteration 26Q (92.329549 sec): 3 clusters Score: Raw -104546.053524 + Penalty 637.627572 = -103908.425952 nChanged 8 SP:Iteration 27Q (92.333365 sec): 3 clusters Score: Raw -104548.146535 + Penalty 637.504193 = -103910.642341 nChanged 6 SP:Iteration 28Q (92.337308 sec): 3 clusters Score: Raw -104550.178729 + Penalty 638.914958 = -103911.263771 nChanged 5 SP:Iteration 29Q (92.341133 sec): 3 clusters Score: Raw -104550.973621 + Penalty 640.700035 = -103910.273586 nChanged 7 SP:Iteration 30F (92.345358 sec): 3 clusters Score: Raw -104552.109731 + Penalty 642.248995 = -103909.860736 nChanged 8 SP:Iteration 31F (92.349718 sec): 3 clusters Score: Raw -104553.047239 + Penalty 640.233799 = -103912.813440 nChanged 7 SP:Iteration 32Q (92.353578 sec): 3 clusters Score: Raw -104554.477216 + Penalty 639.527690 = -103914.949527 nChanged 7 SP:Iteration 33Q (92.357353 sec): 3 clusters Score: Raw -104555.425488 + Penalty 638.708469 = -103916.717019 nChanged 5 SP:Iteration 34Q (92.361110 sec): 3 clusters Score: Raw -104556.979927 + Penalty 638.671537 = -103918.308389 nChanged 6 SP:Iteration 35Q (92.364873 sec): 3 clusters Score: Raw -104559.078189 + Penalty 638.948397 = -103920.129791 nChanged 3 SP:Iteration 36Q (92.368738 sec): 3 clusters Score: Raw -104559.366211 + Penalty 639.361715 = -103920.004496 nChanged 1 SP:Iteration 37F (92.372905 sec): 3 clusters Score: Raw -104559.591784 + Penalty 641.049513 = -103918.542271 nChanged 3 SP:Iteration 38F (92.377129 sec): 3 clusters Score: Raw -104560.013699 + Penalty 641.792255 = -103918.221444 nChanged 3 SP:Iteration 39F (92.381395 sec): 3 clusters Score: Raw -104560.305305 + Penalty 642.030574 = -103918.274731 nChanged 4 SP:Iteration 40F (92.385790 sec): 3 clusters Score: Raw -104560.658012 + Penalty 642.782091 = -103917.875921 nChanged 3 SP:Iteration 41F (92.390083 sec): 3 clusters Score: Raw -104561.039692 + Penalty 643.962466 = -103917.077227 nChanged 3 SP:Iteration 42F (92.394305 sec): 3 clusters Score: Raw -104561.199751 + Penalty 643.720746 = -103917.479004 nChanged 3 SP:Iteration 43Q (92.398194 sec): 3 clusters Score: Raw -104561.692592 + Penalty 644.354945 = -103917.337648 nChanged 6 SP:Iteration 44F (92.402562 sec): 3 clusters Score: Raw -104563.982561 + Penalty 643.822089 = -103920.160472 nChanged 7 SP:Iteration 45Q (92.406307 sec): 3 clusters Score: Raw -104565.895760 + Penalty 643.162762 = -103922.732997 nChanged 10 SP:Iteration 46Q (92.410172 sec): 3 clusters Score: Raw -104568.815129 + Penalty 641.407134 = -103927.407994 nChanged 9 SP:Iteration 47Q (92.413898 sec): 3 clusters Score: Raw -104575.060145 + Penalty 642.376778 = -103932.683366 nChanged 12 SP:Iteration 48Q (92.417603 sec): 3 clusters Score: Raw -104585.063982 + Penalty 638.055416 = -103947.008566 nChanged 12 SP:Iteration 49Q (92.421499 sec): 3 clusters Score: Raw -104593.462634 + Penalty 639.041860 = -103954.420774 nChanged 17 SP:Iteration 50F (92.425869 sec): 3 clusters Score: Raw -104608.826296 + Penalty 642.107440 = -103966.718856 nChanged 12 SP:Iteration 51Q (92.429501 sec): 3 clusters Score: Raw -104625.870097 + Penalty 644.349983 = -103981.520114 nChanged 7 SP:Iteration 52Q (92.432976 sec): 3 clusters Score: Raw -104636.360153 + Penalty 644.175291 = -103992.184862 nChanged 5 SP:Iteration 53Q (92.436393 sec): 3 clusters Score: Raw -104639.982203 + Penalty 646.590744 = -103993.391460 nChanged 5 SP:Iteration 54Q (92.439780 sec): 3 clusters Score: Raw -104643.281491 + Penalty 646.117415 = -103997.164076 nChanged 1 SP:Iteration 55Q (92.443140 sec): 3 clusters Score: Raw -104643.905631 + Penalty 646.528179 = -103997.377452 nChanged 2 SP:Iteration 56Q (92.446548 sec): 3 clusters Score: Raw -104644.374165 + Penalty 645.245567 = -103999.128597 nChanged 1 SP:Iteration 57Q (92.449951 sec): 3 clusters Score: Raw -104644.839590 + Penalty 645.245567 = -103999.594023 nChanged 0 SP:Iteration 58F (92.454169 sec): 3 clusters Score: Raw -104644.839590 + Penalty 645.245567 = -103999.594023 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 8 (247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.457804 sec): 2 clusters Score: Raw -10403.308593 + Penalty 98.541257 = -10304.767335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.458483 sec): 3 clusters Score: Raw -10283.034811 + Penalty 213.509330 = -10069.525480 nChanged 94 SP:Iteration 1F (92.459188 sec): 3 clusters Score: Raw -10371.656405 + Penalty 245.994581 = -10125.661824 nChanged 33 SP:Iteration 2F (92.459870 sec): 3 clusters Score: Raw -10422.862857 + Penalty 274.979604 = -10147.883253 nChanged 19 SP:Iteration 3F (92.460551 sec): 3 clusters Score: Raw -10444.690168 + Penalty 284.394817 = -10160.295351 nChanged 10 SP:Iteration 4Q (92.461228 sec): 3 clusters Score: Raw -10451.815308 + Penalty 284.394817 = -10167.420490 nChanged 0 SP:Iteration 5F (92.461909 sec): 3 clusters Score: Raw -10451.815308 + Penalty 284.394817 = -10167.420490 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 9 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.462858 sec): 2 clusters Score: Raw -7096.853949 + Penalty 138.095084 = -6958.758865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.463394 sec): 3 clusters Score: Raw -7031.284897 + Penalty 355.703903 = -6675.580994 nChanged 60 SP:Iteration 1F (92.463931 sec): 3 clusters Score: Raw -7111.808271 + Penalty 379.456947 = -6732.351324 nChanged 8 SP:Iteration 2Q (92.464467 sec): 3 clusters Score: Raw -7121.077535 + Penalty 398.013195 = -6723.064340 nChanged 4 SP:Iteration 3F (92.465004 sec): 3 clusters Score: Raw -7130.761447 + Penalty 398.013195 = -6732.748252 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 10 (705 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.468168 sec): 2 clusters Score: Raw -29974.002538 + Penalty 108.555262 = -29865.447276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.469711 sec): 3 clusters Score: Raw -29548.439506 + Penalty 229.122145 = -29319.317361 nChanged 305 SP:Iteration 1F (92.471249 sec): 3 clusters Score: Raw -29828.710152 + Penalty 248.638619 = -29580.071532 nChanged 89 SP:Iteration 2F (92.472794 sec): 3 clusters Score: Raw -29926.445726 + Penalty 288.335456 = -29638.110270 nChanged 45 SP:Iteration 3F (92.474348 sec): 3 clusters Score: Raw -29990.268077 + Penalty 344.678360 = -29645.589717 nChanged 18 SP:Iteration 4Q (92.475838 sec): 3 clusters Score: Raw -30015.724770 + Penalty 371.644872 = -29644.079898 nChanged 5 SP:Iteration 5F (92.477265 sec): 3 clusters Score: Raw -30019.540217 + Penalty 387.912864 = -29631.627352 nChanged 3 SP:Iteration 6F (92.478683 sec): 3 clusters Score: Raw -30023.465788 + Penalty 387.912864 = -29635.552924 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 11 (434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.486245 sec): 2 clusters Score: Raw -17879.280884 + Penalty 255.344380 = -17623.936505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.487322 sec): 3 clusters Score: Raw -17676.980815 + Penalty 527.819993 = -17149.160823 nChanged 145 SP:Iteration 1F (92.488364 sec): 3 clusters Score: Raw -17767.062703 + Penalty 549.483736 = -17217.578967 nChanged 40 SP:Iteration 2F (92.489354 sec): 3 clusters Score: Raw -17816.440207 + Penalty 578.015464 = -17238.424743 nChanged 27 SP:Iteration 3F (92.490341 sec): 3 clusters Score: Raw -17850.411467 + Penalty 597.504224 = -17252.907244 nChanged 13 SP:Iteration 4Q (92.491320 sec): 3 clusters Score: Raw -17869.730110 + Penalty 603.957218 = -17265.772892 nChanged 5 SP:Iteration 5Q (92.492306 sec): 3 clusters Score: Raw -17875.776326 + Penalty 614.510078 = -17261.266248 nChanged 9 SP:Iteration 6F (92.493283 sec): 3 clusters Score: Raw -17890.536408 + Penalty 633.226117 = -17257.310291 nChanged 7 SP:Iteration 7F (92.494257 sec): 3 clusters Score: Raw -17902.257357 + Penalty 638.368811 = -17263.888546 nChanged 4 SP:Iteration 8Q (92.495168 sec): 3 clusters Score: Raw -17906.072200 + Penalty 642.570885 = -17263.501315 nChanged 1 SP:Iteration 9F (92.496140 sec): 3 clusters Score: Raw -17906.706349 + Penalty 650.148774 = -17256.557575 nChanged 2 SP:Iteration 10F (92.497111 sec): 3 clusters Score: Raw -17908.489525 + Penalty 668.530869 = -17239.958657 nChanged 5 SP:Iteration 11F (92.498115 sec): 3 clusters Score: Raw -17916.934795 + Penalty 666.054896 = -17250.879899 nChanged 3 SP:Iteration 12Q (92.498998 sec): 3 clusters Score: Raw -17923.980419 + Penalty 665.045498 = -17258.934921 nChanged 2 SP:Iteration 13Q (92.499875 sec): 3 clusters Score: Raw -17937.389136 + Penalty 661.474503 = -17275.914634 nChanged 2 SP:Iteration 14Q (92.500732 sec): 3 clusters Score: Raw -17939.858648 + Penalty 661.474503 = -17278.384145 nChanged 0 SP:Iteration 15F (92.501700 sec): 3 clusters Score: Raw -17939.858648 + Penalty 661.474503 = -17278.384145 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 12 (233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.503004 sec): 2 clusters Score: Raw -10250.713903 + Penalty 553.777353 = -9696.936550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.503656 sec): 3 clusters Score: Raw -10218.311050 + Penalty 1108.217722 = -9110.093329 nChanged 49 SP:Iteration 1F (92.504294 sec): 3 clusters Score: Raw -10281.662529 + Penalty 1109.770685 = -9171.891844 nChanged 18 SP:Iteration 2F (92.504929 sec): 3 clusters Score: Raw -10304.609804 + Penalty 1109.629862 = -9194.979942 nChanged 2 SP:Iteration 3Q (92.505547 sec): 3 clusters Score: Raw -10307.603398 + Penalty 1109.518610 = -9198.084788 nChanged 1 SP:Iteration 4Q (92.506163 sec): 3 clusters Score: Raw -10308.817549 + Penalty 1109.877242 = -9198.940306 nChanged 2 SP:Iteration 5Q (92.506777 sec): 3 clusters Score: Raw -10309.746442 + Penalty 1111.689646 = -9198.056796 nChanged 3 SP:Iteration 6F (92.507409 sec): 3 clusters Score: Raw -10320.186590 + Penalty 1112.194771 = -9207.991819 nChanged 2 SP:Iteration 7Q (92.508021 sec): 3 clusters Score: Raw -10323.471379 + Penalty 1112.433329 = -9211.038050 nChanged 3 SP:Iteration 8Q (92.508633 sec): 3 clusters Score: Raw -10328.516391 + Penalty 1114.097010 = -9214.419381 nChanged 5 SP:Iteration 9Q (92.509242 sec): 3 clusters Score: Raw -10336.748725 + Penalty 1114.119740 = -9222.628985 nChanged 3 SP:Iteration 10F (92.509875 sec): 3 clusters Score: Raw -10339.658221 + Penalty 1113.581100 = -9226.077121 nChanged 1 SP:Iteration 11Q (92.510484 sec): 3 clusters Score: Raw -10340.558008 + Penalty 1113.581100 = -9226.976908 nChanged 0 SP:Iteration 12F (92.511114 sec): 3 clusters Score: Raw -10340.558008 + Penalty 1113.581100 = -9226.976908 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 13 (261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.512310 sec): 2 clusters Score: Raw -7807.720116 + Penalty 623.513785 = -7184.206331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.513009 sec): 3 clusters Score: Raw -7843.399126 + Penalty 1247.945799 = -6595.453327 nChanged 53 SP:Iteration 1F (92.513701 sec): 3 clusters Score: Raw -8000.808233 + Penalty 1252.221429 = -6748.586804 nChanged 22 SP:Iteration 2F (92.514394 sec): 3 clusters Score: Raw -8092.631329 + Penalty 1254.174168 = -6838.457161 nChanged 9 SP:Iteration 3Q (92.515039 sec): 3 clusters Score: Raw -8111.858770 + Penalty 1255.780244 = -6856.078526 nChanged 2 SP:Iteration 4Q (92.515678 sec): 3 clusters Score: Raw -8114.886879 + Penalty 1256.196636 = -6858.690243 nChanged 1 SP:Iteration 5Q (92.516315 sec): 3 clusters Score: Raw -8116.309183 + Penalty 1256.196636 = -6860.112548 nChanged 0 SP:Iteration 6F (92.517007 sec): 3 clusters Score: Raw -8116.309183 + Penalty 1256.196636 = -6860.112548 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 14 (154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.517913 sec): 2 clusters Score: Raw -6551.194318 + Penalty 169.511479 = -6381.682839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.518412 sec): 3 clusters Score: Raw -6494.998421 + Penalty 339.533632 = -6155.464789 nChanged 44 SP:Iteration 1F (92.518906 sec): 3 clusters Score: Raw -6539.614989 + Penalty 344.491359 = -6195.123630 nChanged 16 SP:Iteration 2F (92.519428 sec): 3 clusters Score: Raw -6554.029507 + Penalty 343.076649 = -6210.952858 nChanged 4 SP:Iteration 3Q (92.520086 sec): 3 clusters Score: Raw -6558.534621 + Penalty 341.125679 = -6217.408941 nChanged 2 SP:Iteration 4Q (92.520755 sec): 3 clusters Score: Raw -6562.160448 + Penalty 341.125679 = -6221.034768 nChanged 0 SP:Iteration 5F (92.521439 sec): 3 clusters Score: Raw -6562.160448 + Penalty 341.125679 = -6221.034768 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 15 (351 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.523008 sec): 2 clusters Score: Raw -15501.586208 + Penalty 314.185824 = -15187.400384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.523874 sec): 3 clusters Score: Raw -15338.522972 + Penalty 628.811601 = -14709.711371 nChanged 92 SP:Iteration 1F (92.524731 sec): 3 clusters Score: Raw -15399.249185 + Penalty 628.372146 = -14770.877039 nChanged 28 SP:Iteration 2F (92.525582 sec): 3 clusters Score: Raw -15416.291471 + Penalty 628.326729 = -14787.964742 nChanged 10 SP:Iteration 3Q (92.526424 sec): 3 clusters Score: Raw -15424.747671 + Penalty 628.573912 = -14796.173760 nChanged 6 SP:Iteration 4Q (92.527236 sec): 3 clusters Score: Raw -15426.544441 + Penalty 627.854898 = -14798.689543 nChanged 4 SP:Iteration 5Q (92.528071 sec): 3 clusters Score: Raw -15429.030189 + Penalty 627.848594 = -14801.181595 nChanged 5 SP:Iteration 6Q (92.528886 sec): 3 clusters Score: Raw -15430.793769 + Penalty 627.794125 = -14802.999644 nChanged 6 SP:Iteration 7Q (92.529702 sec): 3 clusters Score: Raw -15432.946994 + Penalty 629.439824 = -14803.507170 nChanged 5 SP:Iteration 8Q (92.530527 sec): 3 clusters Score: Raw -15434.841293 + Penalty 630.070219 = -14804.771074 nChanged 4 SP:Iteration 9Q (92.531344 sec): 3 clusters Score: Raw -15436.918327 + Penalty 629.789188 = -14807.129139 nChanged 5 SP:Iteration 10F (92.532159 sec): 3 clusters Score: Raw -15442.045203 + Penalty 632.399493 = -14809.645710 nChanged 5 SP:Iteration 11Q (92.532976 sec): 3 clusters Score: Raw -15445.673951 + Penalty 635.768779 = -14809.905172 nChanged 6 SP:Iteration 12Q (92.533797 sec): 3 clusters Score: Raw -15449.329863 + Penalty 637.546837 = -14811.783026 nChanged 9 SP:Iteration 13Q (92.534612 sec): 3 clusters Score: Raw -15459.524950 + Penalty 642.491184 = -14817.033766 nChanged 9 SP:Iteration 14Q (92.535426 sec): 3 clusters Score: Raw -15465.769153 + Penalty 650.966711 = -14814.802442 nChanged 10 SP:Iteration 15F (92.536245 sec): 3 clusters Score: Raw -15473.683213 + Penalty 660.632153 = -14813.051060 nChanged 9 SP:Iteration 16F (92.537059 sec): 3 clusters Score: Raw -15479.506075 + Penalty 663.190901 = -14816.315173 nChanged 5 SP:Iteration 17Q (92.537870 sec): 3 clusters Score: Raw -15482.427767 + Penalty 661.178885 = -14821.248882 nChanged 3 SP:Iteration 18Q (92.538681 sec): 3 clusters Score: Raw -15486.532517 + Penalty 664.397589 = -14822.134928 nChanged 1 SP:Iteration 19Q (92.539494 sec): 3 clusters Score: Raw -15487.825278 + Penalty 670.006243 = -14817.819035 nChanged 2 SP:Iteration 20F (92.540309 sec): 3 clusters Score: Raw -15489.950502 + Penalty 672.171321 = -14817.779180 nChanged 4 SP:Iteration 21F (92.541123 sec): 3 clusters Score: Raw -15492.564796 + Penalty 676.524638 = -14816.040158 nChanged 1 SP:Iteration 22F (92.541938 sec): 3 clusters Score: Raw -15492.842797 + Penalty 684.065441 = -14808.777356 nChanged 4 SP:Iteration 23F (92.542752 sec): 3 clusters Score: Raw -15495.225262 + Penalty 697.727216 = -14797.498046 nChanged 4 SP:Iteration 24F (92.543566 sec): 3 clusters Score: Raw -15501.397389 + Penalty 738.026150 = -14763.371240 nChanged 10 SP:Iteration 25F (92.544380 sec): 3 clusters Score: Raw -15516.433777 + Penalty 773.716940 = -14742.716836 nChanged 8 SP:Iteration 26F (92.545197 sec): 3 clusters Score: Raw -15534.605802 + Penalty 776.615698 = -14757.990104 nChanged 2 SP:Iteration 27Q (92.545973 sec): 3 clusters Score: Raw -15540.191568 + Penalty 780.390503 = -14759.801065 nChanged 2 SP:Iteration 28Q (92.546767 sec): 3 clusters Score: Raw -15544.444843 + Penalty 808.198067 = -14736.246776 nChanged 3 SP:Iteration 29F (92.547604 sec): 3 clusters Score: Raw -15549.639396 + Penalty 817.652864 = -14731.986532 nChanged 2 SP:Iteration 30F (92.548421 sec): 3 clusters Score: Raw -15555.199198 + Penalty 817.652864 = -14737.546334 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 16 (1056 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.553969 sec): 2 clusters Score: Raw -46059.928759 + Penalty 102.902468 = -45957.026291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.556002 sec): 3 clusters Score: Raw -45408.539409 + Penalty 204.587015 = -45203.952394 nChanged 459 SP:Iteration 1F (92.557998 sec): 3 clusters Score: Raw -45682.675528 + Penalty 203.834798 = -45478.840730 nChanged 89 SP:Iteration 2F (92.560020 sec): 3 clusters Score: Raw -45723.093360 + Penalty 202.807851 = -45520.285508 nChanged 52 SP:Iteration 3Q (92.562044 sec): 3 clusters Score: Raw -45754.898672 + Penalty 201.154780 = -45553.743892 nChanged 38 SP:Iteration 4Q (92.564205 sec): 3 clusters Score: Raw -45775.560741 + Penalty 200.699091 = -45574.861649 nChanged 41 SP:Iteration 5Q (92.566318 sec): 3 clusters Score: Raw -45795.559329 + Penalty 201.753081 = -45593.806248 nChanged 38 SP:Iteration 6Q (92.568259 sec): 3 clusters Score: Raw -45813.669627 + Penalty 201.078225 = -45612.591402 nChanged 52 SP:Iteration 7Q (92.570175 sec): 3 clusters Score: Raw -45843.111128 + Penalty 201.220869 = -45641.890259 nChanged 61 SP:Iteration 8F (92.572162 sec): 3 clusters Score: Raw -45884.949633 + Penalty 197.491585 = -45687.458047 nChanged 68 SP:Iteration 9F (92.574148 sec): 3 clusters Score: Raw -45938.845482 + Penalty 198.844129 = -45740.001353 nChanged 62 SP:Iteration 10F (92.576133 sec): 3 clusters Score: Raw -45992.724008 + Penalty 212.749649 = -45779.974359 nChanged 45 SP:Iteration 11Q (92.577857 sec): 3 clusters Score: Raw -46036.630445 + Penalty 315.955386 = -45720.675059 nChanged 21 SP:Iteration 12F (92.579884 sec): 3 clusters Score: Raw -46055.337321 + Penalty 344.102016 = -45711.235305 nChanged 2 SP:Iteration 13F (92.581901 sec): 3 clusters Score: Raw -46056.837827 + Penalty 406.322773 = -45650.515055 nChanged 2 SP:Iteration 14F (92.583933 sec): 3 clusters Score: Raw -46056.813508 + Penalty 483.440789 = -45573.372719 nChanged 1 SP:Iteration 15F (92.585964 sec): 3 clusters Score: Raw -46057.037090 + Penalty 712.872245 = -45344.164844 nChanged 1 SP:Iteration 16F (92.587984 sec): 3 clusters Score: Raw -46057.870708 + Penalty 102.902468 = -45954.968240 nChanged 1 SP:Iteration 17Q (92.589512 sec): 2 clusters Score: Raw -46059.928759 + Penalty 102.902468 = -45957.026291 nChanged 0 SP:Iteration 18F (92.591038 sec): 2 clusters Score: Raw -46059.928759 + Penalty 102.902468 = -45957.026291 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 17 (141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.593800 sec): 2 clusters Score: Raw -4863.793828 + Penalty 578.153213 = -4285.640615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.594270 sec): 3 clusters Score: Raw -4908.013389 + Penalty 1154.099082 = -3753.914307 nChanged 16 SP:Iteration 1F (92.594729 sec): 3 clusters Score: Raw -4944.974170 + Penalty 1154.447583 = -3790.526587 nChanged 7 SP:Iteration 2Q (92.595169 sec): 3 clusters Score: Raw -4972.898481 + Penalty 1156.631753 = -3816.266728 nChanged 4 SP:Iteration 3Q (92.595597 sec): 3 clusters Score: Raw -4983.846222 + Penalty 1158.255773 = -3825.590448 nChanged 2 SP:Iteration 4Q (92.596023 sec): 3 clusters Score: Raw -4992.065142 + Penalty 1158.255773 = -3833.809368 nChanged 0 SP:Iteration 5F (92.596472 sec): 3 clusters Score: Raw -4992.065142 + Penalty 1158.255773 = -3833.809368 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 18 (160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.597434 sec): 2 clusters Score: Raw -6193.419207 + Penalty 287.432523 = -5905.986683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.597928 sec): 3 clusters Score: Raw -6158.171027 + Penalty 574.706058 = -5583.464969 nChanged 32 SP:Iteration 1F (92.598414 sec): 3 clusters Score: Raw -6194.673806 + Penalty 578.547119 = -5616.126687 nChanged 15 SP:Iteration 2F (92.598898 sec): 3 clusters Score: Raw -6217.844768 + Penalty 590.785641 = -5627.059126 nChanged 13 SP:Iteration 3F (92.599382 sec): 3 clusters Score: Raw -6249.963845 + Penalty 584.401667 = -5665.562178 nChanged 7 SP:Iteration 4Q (92.599850 sec): 3 clusters Score: Raw -6268.149571 + Penalty 579.677315 = -5688.472257 nChanged 3 SP:Iteration 5Q (92.600307 sec): 3 clusters Score: Raw -6277.934747 + Penalty 579.677315 = -5698.257432 nChanged 0 SP:Iteration 6F (92.600795 sec): 3 clusters Score: Raw -6277.934747 + Penalty 579.677315 = -5698.257432 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 20 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.601757 sec): 2 clusters Score: Raw -8975.043865 + Penalty 115.323910 = -8859.719955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.602324 sec): 3 clusters Score: Raw -8871.988859 + Penalty 230.748857 = -8641.240002 nChanged 79 SP:Iteration 1F (92.602883 sec): 3 clusters Score: Raw -8929.142072 + Penalty 230.781474 = -8698.360598 nChanged 14 SP:Iteration 2F (92.603439 sec): 3 clusters Score: Raw -8937.762926 + Penalty 230.974421 = -8706.788505 nChanged 8 SP:Iteration 3Q (92.603992 sec): 3 clusters Score: Raw -8940.790520 + Penalty 231.185482 = -8709.605038 nChanged 3 SP:Iteration 4Q (92.604544 sec): 3 clusters Score: Raw -8942.109735 + Penalty 231.540525 = -8710.569210 nChanged 3 SP:Iteration 5Q (92.605096 sec): 3 clusters Score: Raw -8944.224138 + Penalty 231.587263 = -8712.636875 nChanged 2 SP:Iteration 6Q (92.605647 sec): 3 clusters Score: Raw -8945.190527 + Penalty 231.810741 = -8713.379785 nChanged 2 SP:Iteration 7Q (92.606198 sec): 3 clusters Score: Raw -8946.115089 + Penalty 232.006117 = -8714.108973 nChanged 4 SP:Iteration 8Q (92.606750 sec): 3 clusters Score: Raw -8947.776461 + Penalty 231.246910 = -8716.529552 nChanged 2 SP:Iteration 9Q (92.607301 sec): 3 clusters Score: Raw -8948.776191 + Penalty 231.099524 = -8717.676667 nChanged 4 SP:Iteration 10F (92.607857 sec): 3 clusters Score: Raw -8950.675800 + Penalty 230.999294 = -8719.676506 nChanged 3 SP:Iteration 11Q (92.608409 sec): 3 clusters Score: Raw -8951.806778 + Penalty 231.387184 = -8720.419593 nChanged 2 SP:Iteration 12Q (92.608963 sec): 3 clusters Score: Raw -8952.691222 + Penalty 231.540271 = -8721.150951 nChanged 2 SP:Iteration 13Q (92.609518 sec): 3 clusters Score: Raw -8953.794060 + Penalty 231.891653 = -8721.902407 nChanged 3 SP:Iteration 14Q (92.610070 sec): 3 clusters Score: Raw -8956.162128 + Penalty 232.725212 = -8723.436916 nChanged 3 SP:Iteration 15Q (92.610623 sec): 3 clusters Score: Raw -8957.435796 + Penalty 231.648048 = -8725.787748 nChanged 3 SP:Iteration 16Q (92.611177 sec): 3 clusters Score: Raw -8961.294194 + Penalty 232.377487 = -8728.916707 nChanged 5 SP:Iteration 17Q (92.611728 sec): 3 clusters Score: Raw -8964.238139 + Penalty 233.554318 = -8730.683821 nChanged 4 SP:Iteration 18Q (92.612277 sec): 3 clusters Score: Raw -8966.502880 + Penalty 235.342413 = -8731.160466 nChanged 3 SP:Iteration 19Q (92.612828 sec): 3 clusters Score: Raw -8967.600552 + Penalty 235.796667 = -8731.803885 nChanged 1 SP:Iteration 20F (92.613383 sec): 3 clusters Score: Raw -8967.855586 + Penalty 236.600224 = -8731.255363 nChanged 1 SP:Iteration 21F (92.613940 sec): 3 clusters Score: Raw -8968.599531 + Penalty 236.275714 = -8732.323817 nChanged 1 SP:Iteration 22Q (92.614494 sec): 3 clusters Score: Raw -8970.420067 + Penalty 236.951973 = -8733.468094 nChanged 1 SP:Iteration 23Q (92.615061 sec): 3 clusters Score: Raw -8970.585358 + Penalty 236.951973 = -8733.633385 nChanged 0 SP:Iteration 24F (92.615617 sec): 3 clusters Score: Raw -8970.585358 + Penalty 236.951973 = -8733.633385 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 26 (82 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.616478 sec): 2 clusters Score: Raw -3048.649479 + Penalty 105.846697 = -2942.802782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.616837 sec): 3 clusters Score: Raw -3052.543569 + Penalty 328.259432 = -2724.284137 nChanged 23 SP:Iteration 1F (92.617221 sec): 3 clusters Score: Raw -3104.395427 + Penalty 337.126685 = -2767.268741 nChanged 6 SP:Iteration 2F (92.617600 sec): 3 clusters Score: Raw -3128.465250 + Penalty 337.126685 = -2791.338564 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 39 (172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.618544 sec): 2 clusters Score: Raw -7394.098837 + Penalty 232.527150 = -7161.571687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.619071 sec): 3 clusters Score: Raw -7357.223023 + Penalty 475.308713 = -6881.914310 nChanged 43 SP:Iteration 1F (92.619597 sec): 3 clusters Score: Raw -7402.689256 + Penalty 488.290007 = -6914.399249 nChanged 15 SP:Iteration 2F (92.620116 sec): 3 clusters Score: Raw -7417.832328 + Penalty 509.304457 = -6908.527871 nChanged 9 SP:Iteration 3F (92.620636 sec): 3 clusters Score: Raw -7434.659361 + Penalty 516.808292 = -6917.851069 nChanged 6 SP:Iteration 4Q (92.621138 sec): 3 clusters Score: Raw -7445.513578 + Penalty 530.829600 = -6914.683978 nChanged 4 SP:Iteration 5F (92.621653 sec): 3 clusters Score: Raw -7451.880859 + Penalty 544.796377 = -6907.084482 nChanged 4 SP:Iteration 6F (92.622167 sec): 3 clusters Score: Raw -7459.007282 + Penalty 573.292384 = -6885.714898 nChanged 5 SP:Iteration 7F (92.622689 sec): 3 clusters Score: Raw -7468.568187 + Penalty 582.477585 = -6886.090602 nChanged 2 SP:Iteration 8Q (92.623171 sec): 3 clusters Score: Raw -7472.353062 + Penalty 594.527222 = -6877.825841 nChanged 1 SP:Iteration 9F (92.623692 sec): 3 clusters Score: Raw -7476.789147 + Penalty 594.527222 = -6882.261925 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 40 (119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.624486 sec): 2 clusters Score: Raw -4041.021936 + Penalty 434.087955 = -3606.933981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.624919 sec): 3 clusters Score: Raw -4108.160641 + Penalty 884.924229 = -3223.236412 nChanged 10 SP:Iteration 1F (92.625343 sec): 3 clusters Score: Raw -4135.234978 + Penalty 891.128485 = -3244.106493 nChanged 4 SP:Iteration 2Q (92.625751 sec): 3 clusters Score: Raw -4155.081804 + Penalty 892.037417 = -3263.044387 nChanged 1 SP:Iteration 3Q (92.626165 sec): 3 clusters Score: Raw -4156.185723 + Penalty 892.037417 = -3264.148306 nChanged 0 SP:Iteration 4F (92.626589 sec): 3 clusters Score: Raw -4156.185723 + Penalty 892.037417 = -3264.148306 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 41 (251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.627726 sec): 2 clusters Score: Raw -10941.041657 + Penalty 211.260768 = -10729.780888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.628409 sec): 3 clusters Score: Raw -10824.862625 + Penalty 431.442261 = -10393.420364 nChanged 75 SP:Iteration 1F (92.629080 sec): 3 clusters Score: Raw -10871.108351 + Penalty 447.436206 = -10423.672145 nChanged 31 SP:Iteration 2F (92.629745 sec): 3 clusters Score: Raw -10909.509831 + Penalty 464.364765 = -10445.145067 nChanged 19 SP:Iteration 3F (92.630412 sec): 3 clusters Score: Raw -10933.503712 + Penalty 473.708140 = -10459.795572 nChanged 9 SP:Iteration 4Q (92.631093 sec): 3 clusters Score: Raw -10940.803651 + Penalty 478.568581 = -10462.235070 nChanged 6 SP:Iteration 5Q (92.631778 sec): 3 clusters Score: Raw -10947.438258 + Penalty 481.770163 = -10465.668095 nChanged 2 SP:Iteration 6Q (92.632416 sec): 3 clusters Score: Raw -10948.471535 + Penalty 485.045520 = -10463.426015 nChanged 2 SP:Iteration 7F (92.633079 sec): 3 clusters Score: Raw -10949.871166 + Penalty 495.044030 = -10454.827136 nChanged 5 SP:Iteration 8F (92.633761 sec): 3 clusters Score: Raw -10955.107676 + Penalty 504.511227 = -10450.596449 nChanged 5 SP:Iteration 9F (92.634717 sec): 3 clusters Score: Raw -10960.649565 + Penalty 526.986965 = -10433.662600 nChanged 5 SP:Iteration 10F (92.635792 sec): 3 clusters Score: Raw -10967.410015 + Penalty 537.565182 = -10429.844832 nChanged 2 SP:Iteration 11F (92.636892 sec): 3 clusters Score: Raw -10971.544143 + Penalty 537.565182 = -10433.978961 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 44 (1396 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.644559 sec): 2 clusters Score: Raw -59572.854990 + Penalty 133.137421 = -59439.717569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.647260 sec): 3 clusters Score: Raw -58687.651534 + Penalty 277.115649 = -58410.535885 nChanged 645 SP:Iteration 1F (92.649922 sec): 3 clusters Score: Raw -59150.278878 + Penalty 280.800608 = -58869.478270 nChanged 193 SP:Iteration 2F (92.652600 sec): 3 clusters Score: Raw -59300.697945 + Penalty 298.861189 = -59001.836756 nChanged 154 SP:Iteration 3F (92.655191 sec): 3 clusters Score: Raw -59442.254931 + Penalty 320.300649 = -59121.954282 nChanged 81 SP:Iteration 4F (92.657766 sec): 3 clusters Score: Raw -59518.066474 + Penalty 336.042619 = -59182.023855 nChanged 57 SP:Iteration 5Q (92.660195 sec): 3 clusters Score: Raw -59567.776893 + Penalty 355.657072 = -59212.119821 nChanged 22 SP:Iteration 6Q (92.662538 sec): 3 clusters Score: Raw -59582.354477 + Penalty 369.645244 = -59212.709233 nChanged 15 SP:Iteration 7Q (92.664837 sec): 3 clusters Score: Raw -59590.442854 + Penalty 370.749659 = -59219.693195 nChanged 8 SP:Iteration 8Q (92.667058 sec): 3 clusters Score: Raw -59594.711280 + Penalty 388.451359 = -59206.259920 nChanged 8 SP:Iteration 9F (92.669668 sec): 3 clusters Score: Raw -59599.664210 + Penalty 390.067835 = -59209.596375 nChanged 9 SP:Iteration 10F (92.672295 sec): 3 clusters Score: Raw -59606.391015 + Penalty 393.053463 = -59213.337552 nChanged 5 SP:Iteration 11Q (92.674463 sec): 3 clusters Score: Raw -59613.231982 + Penalty 415.897981 = -59197.334001 nChanged 3 SP:Iteration 12F (92.677030 sec): 3 clusters Score: Raw -59615.917921 + Penalty 432.458179 = -59183.459742 nChanged 3 SP:Iteration 13F (92.679598 sec): 3 clusters Score: Raw -59620.514148 + Penalty 493.024007 = -59127.490141 nChanged 5 SP:Iteration 14F (92.682188 sec): 3 clusters Score: Raw -59633.165153 + Penalty 528.493918 = -59104.671235 nChanged 2 SP:Iteration 15F (92.684801 sec): 3 clusters Score: Raw -59642.513419 + Penalty 528.493918 = -59114.019501 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 46 (98 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.686854 sec): 2 clusters Score: Raw -4036.591916 + Penalty 75.587036 = -3961.004879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.687251 sec): 3 clusters Score: Raw -4000.243731 + Penalty 185.021704 = -3815.222027 nChanged 37 SP:Iteration 1F (92.687630 sec): 3 clusters Score: Raw -4070.008348 + Penalty 191.146537 = -3878.861812 nChanged 3 SP:Iteration 2Q (92.688003 sec): 3 clusters Score: Raw -4075.576963 + Penalty 190.651529 = -3884.925434 nChanged 2 SP:Iteration 3Q (92.688374 sec): 3 clusters Score: Raw -4080.611948 + Penalty 194.661622 = -3885.950327 nChanged 3 SP:Iteration 4Q (92.688744 sec): 3 clusters Score: Raw -4087.024329 + Penalty 193.085720 = -3893.938608 nChanged 1 SP:Iteration 5Q (92.689110 sec): 3 clusters Score: Raw -4087.766798 + Penalty 193.085720 = -3894.681078 nChanged 0 SP:Iteration 6F (92.689520 sec): 3 clusters Score: Raw -4087.766798 + Penalty 193.085720 = -3894.681078 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 49 (819 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.692594 sec): 2 clusters Score: Raw -36933.853161 + Penalty 630.245048 = -36303.608113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.694261 sec): 3 clusters Score: Raw -36515.121371 + Penalty 1259.730840 = -35255.390531 nChanged 272 SP:Iteration 1F (92.695865 sec): 3 clusters Score: Raw -36710.213018 + Penalty 1260.624188 = -35449.588830 nChanged 100 SP:Iteration 2F (92.697490 sec): 3 clusters Score: Raw -36813.135571 + Penalty 1271.130695 = -35542.004876 nChanged 70 SP:Iteration 3F (92.699083 sec): 3 clusters Score: Raw -36897.669315 + Penalty 1289.337154 = -35608.332161 nChanged 52 SP:Iteration 4F (92.700688 sec): 3 clusters Score: Raw -36964.549659 + Penalty 1313.546138 = -35651.003521 nChanged 47 SP:Iteration 5F (92.702321 sec): 3 clusters Score: Raw -37031.123011 + Penalty 1332.818427 = -35698.304584 nChanged 34 SP:Iteration 6Q (92.703893 sec): 3 clusters Score: Raw -37072.080882 + Penalty 1351.117310 = -35720.963572 nChanged 25 SP:Iteration 7Q (92.705464 sec): 3 clusters Score: Raw -37095.332263 + Penalty 1365.669027 = -35729.663236 nChanged 20 SP:Iteration 8Q (92.706980 sec): 3 clusters Score: Raw -37116.659979 + Penalty 1380.534000 = -35736.125979 nChanged 18 SP:Iteration 9Q (92.708482 sec): 3 clusters Score: Raw -37133.640845 + Penalty 1389.312138 = -35744.328707 nChanged 10 SP:Iteration 10F (92.710129 sec): 3 clusters Score: Raw -37142.333868 + Penalty 1394.079032 = -35748.254837 nChanged 5 SP:Iteration 11Q (92.711602 sec): 3 clusters Score: Raw -37144.777719 + Penalty 1400.111128 = -35744.666591 nChanged 6 SP:Iteration 12F (92.713203 sec): 3 clusters Score: Raw -37148.326441 + Penalty 1405.299539 = -35743.026903 nChanged 5 SP:Iteration 13F (92.714807 sec): 3 clusters Score: Raw -37151.860504 + Penalty 1411.779960 = -35740.080544 nChanged 7 SP:Iteration 14F (92.716402 sec): 3 clusters Score: Raw -37157.027800 + Penalty 1416.951309 = -35740.076491 nChanged 6 SP:Iteration 15F (92.718054 sec): 3 clusters Score: Raw -37160.473303 + Penalty 1419.578474 = -35740.894829 nChanged 3 SP:Iteration 16Q (92.719499 sec): 3 clusters Score: Raw -37164.350079 + Penalty 1421.907861 = -35742.442219 nChanged 2 SP:Iteration 17Q (92.720923 sec): 3 clusters Score: Raw -37165.864380 + Penalty 1424.798519 = -35741.065861 nChanged 3 SP:Iteration 18F (92.722518 sec): 3 clusters Score: Raw -37167.468516 + Penalty 1427.204449 = -35740.264067 nChanged 2 SP:Iteration 19F (92.724153 sec): 3 clusters Score: Raw -37168.374131 + Penalty 1429.184126 = -35739.190005 nChanged 2 SP:Iteration 20F (92.725819 sec): 3 clusters Score: Raw -37170.303193 + Penalty 1430.920560 = -35739.382633 nChanged 1 SP:Iteration 21Q (92.727262 sec): 3 clusters Score: Raw -37171.678936 + Penalty 1430.920560 = -35740.758376 nChanged 0 SP:Iteration 22F (92.728887 sec): 3 clusters Score: Raw -37171.678936 + Penalty 1430.920560 = -35740.758376 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 55 (825 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.731617 sec): 2 clusters Score: Raw -37005.039302 + Penalty 744.988340 = -36260.050962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.733275 sec): 3 clusters Score: Raw -36650.609450 + Penalty 1494.627191 = -35155.982259 nChanged 243 SP:Iteration 1F (92.734935 sec): 3 clusters Score: Raw -36820.639347 + Penalty 1500.913528 = -35319.725819 nChanged 77 SP:Iteration 2F (92.736581 sec): 3 clusters Score: Raw -36910.931626 + Penalty 1509.074760 = -35401.856866 nChanged 58 SP:Iteration 3F (92.738212 sec): 3 clusters Score: Raw -36970.347964 + Penalty 1521.974351 = -35448.373613 nChanged 49 SP:Iteration 4F (92.739803 sec): 3 clusters Score: Raw -37020.104043 + Penalty 1539.372246 = -35480.731797 nChanged 38 SP:Iteration 5Q (92.741469 sec): 3 clusters Score: Raw -37066.775691 + Penalty 1558.113246 = -35508.662444 nChanged 27 SP:Iteration 6Q (92.743074 sec): 3 clusters Score: Raw -37099.665676 + Penalty 1568.204691 = -35531.460985 nChanged 17 SP:Iteration 7Q (92.744684 sec): 3 clusters Score: Raw -37117.037935 + Penalty 1575.455203 = -35541.582732 nChanged 11 SP:Iteration 8Q (92.746286 sec): 3 clusters Score: Raw -37129.280592 + Penalty 1578.838670 = -35550.441922 nChanged 5 SP:Iteration 9Q (92.747900 sec): 3 clusters Score: Raw -37132.755382 + Penalty 1583.469021 = -35549.286361 nChanged 5 SP:Iteration 10F (92.749523 sec): 3 clusters Score: Raw -37137.689121 + Penalty 1587.660857 = -35550.028264 nChanged 4 SP:Iteration 11Q (92.751135 sec): 3 clusters Score: Raw -37141.925772 + Penalty 1590.933438 = -35550.992333 nChanged 5 SP:Iteration 12Q (92.752750 sec): 3 clusters Score: Raw -37146.053045 + Penalty 1593.272209 = -35552.780836 nChanged 5 SP:Iteration 13Q (92.754343 sec): 3 clusters Score: Raw -37150.882241 + Penalty 1595.848621 = -35555.033620 nChanged 1 SP:Iteration 14Q (92.755943 sec): 3 clusters Score: Raw -37151.627929 + Penalty 1600.088393 = -35551.539535 nChanged 2 SP:Iteration 15F (92.757565 sec): 3 clusters Score: Raw -37153.241070 + Penalty 1600.088393 = -35553.152677 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 59 (332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.759672 sec): 2 clusters Score: Raw -11218.520267 + Penalty 400.723732 = -10817.796535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.760487 sec): 3 clusters Score: Raw -11134.501485 + Penalty 816.488529 = -10318.012956 nChanged 95 SP:Iteration 1F (92.761280 sec): 3 clusters Score: Raw -11272.090039 + Penalty 820.198989 = -10451.891050 nChanged 36 SP:Iteration 2F (92.762071 sec): 3 clusters Score: Raw -11321.502077 + Penalty 818.933436 = -10502.568642 nChanged 9 SP:Iteration 3Q (92.762835 sec): 3 clusters Score: Raw -11337.206049 + Penalty 819.061003 = -10518.145046 nChanged 7 SP:Iteration 4Q (92.763595 sec): 3 clusters Score: Raw -11352.562821 + Penalty 821.237692 = -10531.325128 nChanged 9 SP:Iteration 5Q (92.764364 sec): 3 clusters Score: Raw -11362.429961 + Penalty 823.273759 = -10539.156203 nChanged 3 SP:Iteration 6Q (92.765117 sec): 3 clusters Score: Raw -11367.108341 + Penalty 827.699838 = -10539.408503 nChanged 3 SP:Iteration 7Q (92.765867 sec): 3 clusters Score: Raw -11371.565510 + Penalty 830.509665 = -10541.055845 nChanged 2 SP:Iteration 8Q (92.766615 sec): 3 clusters Score: Raw -11372.746434 + Penalty 832.121542 = -10540.624892 nChanged 1 SP:Iteration 9F (92.767415 sec): 3 clusters Score: Raw -11373.584447 + Penalty 833.685852 = -10539.898595 nChanged 1 SP:Iteration 10F (92.768203 sec): 3 clusters Score: Raw -11374.987697 + Penalty 835.160478 = -10539.827219 nChanged 1 SP:Iteration 11F (92.768992 sec): 3 clusters Score: Raw -11375.826059 + Penalty 837.866986 = -10537.959073 nChanged 2 SP:Iteration 12F (92.769780 sec): 3 clusters Score: Raw -11377.790057 + Penalty 842.212139 = -10535.577918 nChanged 3 SP:Iteration 13F (92.770567 sec): 3 clusters Score: Raw -11379.207298 + Penalty 844.523650 = -10534.683649 nChanged 1 SP:Iteration 14F (92.771355 sec): 3 clusters Score: Raw -11379.780225 + Penalty 844.523650 = -10535.256575 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 78 (1397 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.777952 sec): 2 clusters Score: Raw -59389.035014 + Penalty 104.805356 = -59284.229657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.780638 sec): 3 clusters Score: Raw -58498.501743 + Penalty 205.282650 = -58293.219093 nChanged 641 SP:Iteration 1F (92.783251 sec): 3 clusters Score: Raw -58954.733080 + Penalty 206.845598 = -58747.887482 nChanged 143 SP:Iteration 2F (92.785829 sec): 3 clusters Score: Raw -59062.349831 + Penalty 210.359909 = -58851.989923 nChanged 112 SP:Iteration 3F (92.788672 sec): 3 clusters Score: Raw -59177.002070 + Penalty 225.049984 = -58951.952086 nChanged 94 SP:Iteration 4F (92.791361 sec): 3 clusters Score: Raw -59283.389959 + Penalty 257.873176 = -59025.516783 nChanged 62 SP:Iteration 5Q (92.793919 sec): 3 clusters Score: Raw -59351.423192 + Penalty 352.010021 = -58999.413172 nChanged 34 SP:Iteration 6F (92.796482 sec): 3 clusters Score: Raw -59404.450904 + Penalty 373.281157 = -59031.169747 nChanged 5 SP:Iteration 7Q (92.798592 sec): 3 clusters Score: Raw -59408.510095 + Penalty 395.794643 = -59012.715451 nChanged 3 SP:Iteration 8F (92.801158 sec): 3 clusters Score: Raw -59411.422989 + Penalty 443.234292 = -58968.188697 nChanged 4 SP:Iteration 9F (92.803717 sec): 3 clusters Score: Raw -59415.373561 + Penalty 459.274473 = -58956.099088 nChanged 1 SP:Iteration 10F (92.806286 sec): 3 clusters Score: Raw -59416.529933 + Penalty 495.089896 = -58921.440037 nChanged 2 SP:Iteration 11F (92.808843 sec): 3 clusters Score: Raw -59419.239757 + Penalty 517.394976 = -58901.844781 nChanged 1 SP:Iteration 12F (92.811401 sec): 3 clusters Score: Raw -59421.145354 + Penalty 556.195152 = -58864.950202 nChanged 2 SP:Iteration 13F (92.813996 sec): 3 clusters Score: Raw -59425.344351 + Penalty 584.985371 = -58840.358981 nChanged 1 SP:Iteration 14F (92.819077 sec): 3 clusters Score: Raw -59427.914458 + Penalty 584.985371 = -58842.929087 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 83 (534 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.822502 sec): 2 clusters Score: Raw -24144.592512 + Penalty 541.659239 = -23602.933273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.824174 sec): 3 clusters Score: Raw -23970.645956 + Penalty 1085.963133 = -22884.682822 nChanged 153 SP:Iteration 1F (92.825361 sec): 3 clusters Score: Raw -24095.141692 + Penalty 1090.448023 = -23004.693669 nChanged 40 SP:Iteration 2F (92.826512 sec): 3 clusters Score: Raw -24131.009633 + Penalty 1093.219804 = -23037.789829 nChanged 28 SP:Iteration 3F (92.827671 sec): 3 clusters Score: Raw -24158.745973 + Penalty 1097.401603 = -23061.344370 nChanged 18 SP:Iteration 4Q (92.828819 sec): 3 clusters Score: Raw -24182.766349 + Penalty 1098.946101 = -23083.820248 nChanged 18 SP:Iteration 5Q (92.829966 sec): 3 clusters Score: Raw -24212.093209 + Penalty 1102.707932 = -23109.385277 nChanged 21 SP:Iteration 6Q (92.831126 sec): 3 clusters Score: Raw -24237.602487 + Penalty 1104.539157 = -23133.063330 nChanged 11 SP:Iteration 7Q (92.832263 sec): 3 clusters Score: Raw -24258.641254 + Penalty 1110.403629 = -23148.237625 nChanged 12 SP:Iteration 8Q (92.833400 sec): 3 clusters Score: Raw -24278.567589 + Penalty 1112.487757 = -23166.079832 nChanged 7 SP:Iteration 9Q (92.834532 sec): 3 clusters Score: Raw -24284.230930 + Penalty 1112.457720 = -23171.773211 nChanged 3 SP:Iteration 10F (92.835694 sec): 3 clusters Score: Raw -24289.446769 + Penalty 1113.258251 = -23176.188518 nChanged 3 SP:Iteration 11Q (92.836811 sec): 3 clusters Score: Raw -24294.310082 + Penalty 1114.014209 = -23180.295873 nChanged 5 SP:Iteration 12Q (92.837920 sec): 3 clusters Score: Raw -24304.824455 + Penalty 1114.515128 = -23190.309327 nChanged 4 SP:Iteration 13Q (92.839020 sec): 3 clusters Score: Raw -24308.294703 + Penalty 1114.130897 = -23194.163806 nChanged 2 SP:Iteration 14Q (92.840113 sec): 3 clusters Score: Raw -24309.555186 + Penalty 1114.139055 = -23195.416130 nChanged 1 SP:Iteration 15Q (92.841204 sec): 3 clusters Score: Raw -24310.802088 + Penalty 1114.139055 = -23196.663033 nChanged 0 SP:Iteration 16F (92.842360 sec): 3 clusters Score: Raw -24310.802088 + Penalty 1114.139055 = -23196.663033 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 89 (157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.843527 sec): 2 clusters Score: Raw -5938.217894 + Penalty 312.931026 = -5625.286868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.844056 sec): 3 clusters Score: Raw -5931.879424 + Penalty 627.571255 = -5304.308168 nChanged 28 SP:Iteration 1F (92.844544 sec): 3 clusters Score: Raw -5958.991447 + Penalty 626.782990 = -5332.208457 nChanged 9 SP:Iteration 2F (92.845029 sec): 3 clusters Score: Raw -5968.554458 + Penalty 625.887406 = -5342.667052 nChanged 4 SP:Iteration 3Q (92.845504 sec): 3 clusters Score: Raw -5975.772598 + Penalty 627.243439 = -5348.529160 nChanged 5 SP:Iteration 4Q (92.845977 sec): 3 clusters Score: Raw -5981.254487 + Penalty 634.859189 = -5346.395298 nChanged 8 SP:Iteration 5F (92.846463 sec): 3 clusters Score: Raw -5993.568667 + Penalty 651.469109 = -5342.099558 nChanged 8 SP:Iteration 6F (92.846949 sec): 3 clusters Score: Raw -6006.636279 + Penalty 660.705801 = -5345.930477 nChanged 3 SP:Iteration 7Q (92.847421 sec): 3 clusters Score: Raw -6009.867673 + Penalty 663.325956 = -5346.541716 nChanged 1 SP:Iteration 8Q (92.847909 sec): 3 clusters Score: Raw -6010.441501 + Penalty 663.325956 = -5347.115544 nChanged 0 SP:Iteration 9F (92.848395 sec): 3 clusters Score: Raw -6010.441501 + Penalty 663.325956 = -5347.115544 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 93 (1751 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.856865 sec): 2 clusters Score: Raw -77373.771507 + Penalty 88.002700 = -77285.768808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.860147 sec): 3 clusters Score: Raw -76246.445005 + Penalty 181.007505 = -76065.437501 nChanged 824 SP:Iteration 1F (92.863327 sec): 3 clusters Score: Raw -76960.150534 + Penalty 180.812403 = -76779.338131 nChanged 146 SP:Iteration 2F (92.866540 sec): 3 clusters Score: Raw -77113.244283 + Penalty 180.513310 = -76932.730973 nChanged 82 SP:Iteration 3Q (92.869709 sec): 3 clusters Score: Raw -77168.731648 + Penalty 180.244857 = -76988.486791 nChanged 47 SP:Iteration 4Q (92.872797 sec): 3 clusters Score: Raw -77194.905868 + Penalty 180.351811 = -77014.554057 nChanged 34 SP:Iteration 5Q (92.875845 sec): 3 clusters Score: Raw -77216.998464 + Penalty 179.985731 = -77037.012733 nChanged 30 SP:Iteration 6Q (92.878864 sec): 3 clusters Score: Raw -77231.517193 + Penalty 179.802642 = -77051.714551 nChanged 24 SP:Iteration 7Q (92.881892 sec): 3 clusters Score: Raw -77244.599351 + Penalty 180.133260 = -77064.466092 nChanged 24 SP:Iteration 8Q (92.884935 sec): 3 clusters Score: Raw -77258.847033 + Penalty 180.468644 = -77078.378389 nChanged 27 SP:Iteration 9Q (92.887906 sec): 3 clusters Score: Raw -77271.156022 + Penalty 180.339157 = -77090.816865 nChanged 26 SP:Iteration 10F (92.891185 sec): 3 clusters Score: Raw -77279.324628 + Penalty 180.628448 = -77098.696180 nChanged 18 SP:Iteration 11Q (92.894232 sec): 3 clusters Score: Raw -77284.548812 + Penalty 180.414886 = -77104.133927 nChanged 13 SP:Iteration 12Q (92.897210 sec): 3 clusters Score: Raw -77289.132485 + Penalty 180.331290 = -77108.801194 nChanged 11 SP:Iteration 13Q (92.900145 sec): 3 clusters Score: Raw -77291.804563 + Penalty 180.213331 = -77111.591232 nChanged 9 SP:Iteration 14Q (92.903049 sec): 3 clusters Score: Raw -77293.736854 + Penalty 179.726294 = -77114.010559 nChanged 10 SP:Iteration 15Q (92.905938 sec): 3 clusters Score: Raw -77298.156903 + Penalty 179.765908 = -77118.390995 nChanged 15 SP:Iteration 16Q (92.908815 sec): 3 clusters Score: Raw -77301.799688 + Penalty 180.174821 = -77121.624867 nChanged 8 SP:Iteration 17Q (92.911672 sec): 3 clusters Score: Raw -77302.638430 + Penalty 180.293583 = -77122.344847 nChanged 3 SP:Iteration 18Q (92.914540 sec): 3 clusters Score: Raw -77302.998594 + Penalty 179.266974 = -77123.731620 nChanged 6 SP:Iteration 19Q (92.917400 sec): 3 clusters Score: Raw -77304.683921 + Penalty 179.384315 = -77125.299606 nChanged 6 SP:Iteration 20F (92.920594 sec): 3 clusters Score: Raw -77305.925716 + Penalty 179.550917 = -77126.374800 nChanged 9 SP:Iteration 21Q (92.923443 sec): 3 clusters Score: Raw -77307.527380 + Penalty 180.219597 = -77127.307784 nChanged 7 SP:Iteration 22Q (92.926331 sec): 3 clusters Score: Raw -77308.745996 + Penalty 180.182348 = -77128.563648 nChanged 9 SP:Iteration 23Q (92.929165 sec): 3 clusters Score: Raw -77310.617180 + Penalty 180.615817 = -77130.001364 nChanged 10 SP:Iteration 24Q (92.932128 sec): 3 clusters Score: Raw -77312.927778 + Penalty 181.102727 = -77131.825051 nChanged 12 SP:Iteration 25Q (92.935008 sec): 3 clusters Score: Raw -77316.713352 + Penalty 181.821369 = -77134.891982 nChanged 10 SP:Iteration 26Q (92.937811 sec): 3 clusters Score: Raw -77319.794837 + Penalty 182.381781 = -77137.413056 nChanged 8 SP:Iteration 27Q (92.940601 sec): 3 clusters Score: Raw -77322.237861 + Penalty 182.491001 = -77139.746861 nChanged 9 SP:Iteration 28Q (92.943373 sec): 3 clusters Score: Raw -77323.999871 + Penalty 182.988929 = -77141.010942 nChanged 5 SP:Iteration 29Q (92.946165 sec): 3 clusters Score: Raw -77325.027997 + Penalty 184.282136 = -77140.745861 nChanged 10 SP:Iteration 30F (92.949333 sec): 3 clusters Score: Raw -77328.027776 + Penalty 185.271160 = -77142.756616 nChanged 10 SP:Iteration 31Q (92.952090 sec): 3 clusters Score: Raw -77330.151694 + Penalty 185.933446 = -77144.218248 nChanged 7 SP:Iteration 32Q (92.954965 sec): 3 clusters Score: Raw -77331.009588 + Penalty 185.008027 = -77146.001561 nChanged 9 SP:Iteration 33Q (92.957823 sec): 3 clusters Score: Raw -77333.896471 + Penalty 184.999075 = -77148.897396 nChanged 6 SP:Iteration 34Q (92.960578 sec): 3 clusters Score: Raw -77335.801838 + Penalty 185.945460 = -77149.856378 nChanged 8 SP:Iteration 35Q (92.963300 sec): 3 clusters Score: Raw -77337.973260 + Penalty 186.535644 = -77151.437616 nChanged 5 SP:Iteration 36Q (92.966051 sec): 3 clusters Score: Raw -77338.735171 + Penalty 186.801292 = -77151.933879 nChanged 3 SP:Iteration 37Q (92.968774 sec): 3 clusters Score: Raw -77339.229732 + Penalty 187.210234 = -77152.019499 nChanged 3 SP:Iteration 38Q (92.971472 sec): 3 clusters Score: Raw -77339.493052 + Penalty 187.210234 = -77152.282819 nChanged 0 SP:Iteration 39F (92.974629 sec): 3 clusters Score: Raw -77339.493052 + Penalty 187.210234 = -77152.282819 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 106 (253 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.976776 sec): 2 clusters Score: Raw -11539.295651 + Penalty 513.049632 = -11026.246019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.977446 sec): 3 clusters Score: Raw -11488.290477 + Penalty 1016.996104 = -10471.294373 nChanged 66 SP:Iteration 1F (92.978096 sec): 3 clusters Score: Raw -11575.607876 + Penalty 1012.868333 = -10562.739543 nChanged 18 SP:Iteration 2F (92.978744 sec): 3 clusters Score: Raw -11604.615259 + Penalty 1013.707408 = -10590.907851 nChanged 12 SP:Iteration 3Q (92.979371 sec): 3 clusters Score: Raw -11618.315257 + Penalty 1013.570111 = -10604.745146 nChanged 5 SP:Iteration 4Q (92.979994 sec): 3 clusters Score: Raw -11624.018869 + Penalty 1012.559472 = -10611.459397 nChanged 3 SP:Iteration 5Q (92.980640 sec): 3 clusters Score: Raw -11626.056104 + Penalty 1012.559472 = -10613.496632 nChanged 0 SP:Iteration 6F (92.981299 sec): 3 clusters Score: Raw -11626.056104 + Penalty 1012.559472 = -10613.496632 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 110 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.981963 sec): 2 clusters Score: Raw -2349.928509 + Penalty 71.888130 = -2278.040378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.982277 sec): 3 clusters Score: Raw -2333.821772 + Penalty 133.790568 = -2200.031205 nChanged 14 SP:Iteration 1F (92.982586 sec): 3 clusters Score: Raw -2347.049518 + Penalty 135.900820 = -2211.148699 nChanged 2 SP:Iteration 2Q (92.982897 sec): 3 clusters Score: Raw -2349.100610 + Penalty 141.708450 = -2207.392160 nChanged 2 SP:Iteration 3F (92.983203 sec): 3 clusters Score: Raw -2351.014592 + Penalty 150.694785 = -2200.319808 nChanged 2 SP:Iteration 4F (92.983540 sec): 3 clusters Score: Raw -2352.544747 + Penalty 158.247183 = -2194.297564 nChanged 1 SP:Iteration 5F (92.983847 sec): 3 clusters Score: Raw -2356.513551 + Penalty 167.821964 = -2188.691588 nChanged 1 SP:Iteration 6F (92.984161 sec): 3 clusters Score: Raw -2358.257469 + Penalty 182.688535 = -2175.568934 nChanged 1 SP:Iteration 7F (92.984466 sec): 3 clusters Score: Raw -2360.133684 + Penalty 182.688535 = -2177.445149 nChanged 0 Time taken for this iteration:92.073678 seconds. 300->34 Clusters: Score -1311968.985418, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 195 (time per iteration =477.084908 ms) Total iterations: 2106 (time per iteration =44.174528 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 5447831875.000000 (time per metric unit =17.076804ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 136195796875.000000 (time per metric unit=683.072159ps) That took 93.031557 seconds. FileBase PeterP-2013-10-10_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 0.30 and 0.45 GB of RAM. Memory request: 0.15 GB would take us to total of 0.15 GB. ---------------------------------------------------------- Loaded 32945 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 32945 points ------ Starting initial clusters from distinct float masks Not enough masks (209) to generate starting clusters (300), so starting with (210) clusters instead. Assigned 210 initial classes from 209 unique masks. Deleting Class 124 (1 points): Lose 20.984019 but Gain 1689.382501 Iteration 0F (4.167536 sec): 209 clusters Score: Raw -1412538.292142 + Penalty 216083.309883 = -1196454.982258 nChanged 6023 Deleting Class 193 (1 points): Lose 16.688016 but Gain 1677.568954 Iteration 1F (7.280789 sec): 206 clusters Score: Raw -1426623.082326 + Penalty 214842.902340 = -1211780.179986 nChanged 2294 Deleting Class 183 (1 points): Lose 2.816896 but Gain 1606.142186 Iteration 2F (10.418293 sec): 205 clusters Score: Raw -1431239.804556 + Penalty 213478.464527 = -1217761.340029 nChanged 1932 Deleting Class 127 (3 points): Lose 52.659047 but Gain 1642.988636 Iteration 3F (13.534653 sec): 204 clusters Score: Raw -1434340.151574 + Penalty 211146.634897 = -1223193.516677 nChanged 1748 Deleting Class 170 (1 points): Lose 18.353762 but Gain 1604.361269 Iteration 4F (16.616096 sec): 202 clusters Score: Raw -1436368.996632 + Penalty 209770.395980 = -1226598.600652 nChanged 1413 Deleting Class 142 (1 points): Lose 6.588217 but Gain 1588.873358 Iteration 5Q (17.003224 sec): 201 clusters Score: Raw -1437714.333920 + Penalty 208319.142768 = -1229395.191151 nChanged 1326 Deleting Class 174 (2 points): Lose 36.993418 but Gain 1578.598169 Iteration 6Q (17.375469 sec): 200 clusters Score: Raw -1438911.889372 + Penalty 206811.454667 = -1232100.434705 nChanged 1398 Deleting Class 163 (1 points): Lose 14.804587 but Gain 1513.648839 Iteration 7Q (17.752769 sec): 199 clusters Score: Raw -1440218.889989 + Penalty 205311.417500 = -1234907.472489 nChanged 1375 Deleting Class 188 (1 points): Lose 6.919950 but Gain 1490.450437 Iteration 8Q (18.126552 sec): 198 clusters Score: Raw -1441470.480596 + Penalty 203866.374436 = -1237604.106160 nChanged 1207 Deleting Class 169 (1 points): Lose 8.073933 but Gain 1481.962031 Iteration 9Q (18.475483 sec): 197 clusters Score: Raw -1442529.900789 + Penalty 202624.898806 = -1239905.001983 nChanged 992 Deleting Class 189 (3 points): Lose 40.916131 but Gain 1500.927860 Iteration 10F (21.428149 sec): 196 clusters Score: Raw -1443368.469701 + Penalty 201254.537999 = -1242113.931701 nChanged 735 Deleting Class 186 (1 points): Lose 21.874000 but Gain 1480.767079 Iteration 11Q (21.734001 sec): 195 clusters Score: Raw -1443976.054875 + Penalty 199606.458191 = -1244369.596684 nChanged 452 Deleting Class 201 (1 points): Lose 17.429606 but Gain 1467.833399 Iteration 12Q (22.000345 sec): 194 clusters Score: Raw -1444259.187615 + Penalty 198212.066008 = -1246047.121606 nChanged 291 Deleting Class 148 (1 points): Lose 6.708800 but Gain 1448.817904 Iteration 13Q (22.245962 sec): 193 clusters Score: Raw -1444408.683543 + Penalty 196244.839627 = -1248163.843916 nChanged 213 Deleting Class 85 (2 points): Lose 41.985484 but Gain 1473.155693 Iteration 14Q (22.484904 sec): 191 clusters Score: Raw -1444478.224352 + Penalty 194806.996313 = -1249671.228039 nChanged 153 Deleting Class 181 (1 points): Lose 6.263244 but Gain 1432.732892 Iteration 15Q (22.706303 sec): 190 clusters Score: Raw -1444551.338712 + Penalty 193365.395847 = -1251185.942865 nChanged 111 Deleting Class 138 (7 points): Lose 136.128906 but Gain 1553.314658 Iteration 16Q (22.916200 sec): 189 clusters Score: Raw -1444457.123831 + Penalty 191854.399639 = -1252602.724193 nChanged 97 Deleting Class 177 (1 points): Lose 3.358389 but Gain 1420.196756 Iteration 17Q (23.124037 sec): 188 clusters Score: Raw -1444516.764587 + Penalty 190403.546745 = -1254113.217841 nChanged 58 Deleting Class 156 (4 points): Lose 41.734623 but Gain 1456.619659 Iteration 18Q (23.326612 sec): 187 clusters Score: Raw -1444504.562092 + Penalty 188929.549584 = -1255575.012508 nChanged 56 Deleting Class 195 (1 points): Lose 4.794168 but Gain 1416.349309 Iteration 19Q (23.525845 sec): 186 clusters Score: Raw -1444530.727215 + Penalty 187513.375054 = -1257017.352161 nChanged 44 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 -1444530.727215 + Penalty 187513.375054 = -1257017.352161Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 1 (1666 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.649738 sec): 2 clusters Score: Raw -77193.247563 + Penalty 108.688691 = -77084.558873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.652847 sec): 3 clusters Score: Raw -76140.528346 + Penalty 237.256578 = -75903.271768 nChanged 746 SP:Iteration 1F (23.655993 sec): 3 clusters Score: Raw -76774.203588 + Penalty 246.279655 = -76527.923932 nChanged 181 SP:Iteration 2F (23.659307 sec): 3 clusters Score: Raw -76972.548002 + Penalty 247.569647 = -76724.978355 nChanged 90 SP:Iteration 3F (23.662594 sec): 3 clusters Score: Raw -77049.460922 + Penalty 248.661769 = -76800.799153 nChanged 43 SP:Iteration 4Q (23.665541 sec): 3 clusters Score: Raw -77063.480314 + Penalty 248.558583 = -76814.921731 nChanged 25 SP:Iteration 5Q (23.668442 sec): 3 clusters Score: Raw -77070.500632 + Penalty 247.913235 = -76822.587397 nChanged 19 SP:Iteration 6Q (23.671325 sec): 3 clusters Score: Raw -77077.112305 + Penalty 248.145915 = -76828.966391 nChanged 19 SP:Iteration 7Q (23.674211 sec): 3 clusters Score: Raw -77082.532892 + Penalty 248.391956 = -76834.140936 nChanged 16 SP:Iteration 8Q (23.677107 sec): 3 clusters Score: Raw -77086.040824 + Penalty 247.279463 = -76838.761361 nChanged 17 SP:Iteration 9Q (23.680016 sec): 3 clusters Score: Raw -77088.158204 + Penalty 247.078923 = -76841.079281 nChanged 6 SP:Iteration 10F (23.683085 sec): 3 clusters Score: Raw -77088.964034 + Penalty 247.466097 = -76841.497937 nChanged 5 SP:Iteration 11Q (23.685917 sec): 3 clusters Score: Raw -77089.389832 + Penalty 248.555623 = -76840.834209 nChanged 9 SP:Iteration 12F (23.689050 sec): 3 clusters Score: Raw -77090.454824 + Penalty 249.256148 = -76841.198676 nChanged 12 SP:Iteration 13Q (23.691990 sec): 3 clusters Score: Raw -77092.809002 + Penalty 248.851170 = -76843.957832 nChanged 13 SP:Iteration 14Q (23.695065 sec): 3 clusters Score: Raw -77096.048433 + Penalty 247.780067 = -76848.268366 nChanged 11 SP:Iteration 15Q (23.697902 sec): 3 clusters Score: Raw -77099.030310 + Penalty 247.846675 = -76851.183635 nChanged 14 SP:Iteration 16Q (23.700694 sec): 3 clusters Score: Raw -77103.277800 + Penalty 247.866719 = -76855.411081 nChanged 19 SP:Iteration 17Q (23.703478 sec): 3 clusters Score: Raw -77111.593213 + Penalty 247.501808 = -76864.091405 nChanged 22 SP:Iteration 18Q (23.706241 sec): 3 clusters Score: Raw -77121.464856 + Penalty 249.749104 = -76871.715752 nChanged 20 SP:Iteration 19Q (23.709102 sec): 3 clusters Score: Raw -77127.799977 + Penalty 250.390903 = -76877.409074 nChanged 15 SP:Iteration 20F (23.712203 sec): 3 clusters Score: Raw -77132.077056 + Penalty 251.025970 = -76881.051086 nChanged 14 SP:Iteration 21Q (23.714925 sec): 3 clusters Score: Raw -77135.954709 + Penalty 251.010558 = -76884.944151 nChanged 16 SP:Iteration 22Q (23.717608 sec): 3 clusters Score: Raw -77142.527558 + Penalty 249.348069 = -76893.179489 nChanged 13 SP:Iteration 23Q (23.720270 sec): 3 clusters Score: Raw -77149.769860 + Penalty 248.709611 = -76901.060249 nChanged 16 SP:Iteration 24Q (23.722916 sec): 3 clusters Score: Raw -77158.237493 + Penalty 249.906256 = -76908.331237 nChanged 14 SP:Iteration 25Q (23.725641 sec): 3 clusters Score: Raw -77162.771491 + Penalty 249.017609 = -76913.753882 nChanged 10 SP:Iteration 26Q (23.728299 sec): 3 clusters Score: Raw -77166.430968 + Penalty 245.534392 = -76920.896576 nChanged 9 SP:Iteration 27Q (23.730894 sec): 3 clusters Score: Raw -77170.323975 + Penalty 244.348126 = -76925.975849 nChanged 8 SP:Iteration 28Q (23.733481 sec): 3 clusters Score: Raw -77172.354466 + Penalty 244.996264 = -76927.358202 nChanged 9 SP:Iteration 29Q (23.736054 sec): 3 clusters Score: Raw -77175.314372 + Penalty 245.947030 = -76929.367343 nChanged 8 SP:Iteration 30F (23.739066 sec): 3 clusters Score: Raw -77177.178680 + Penalty 245.185993 = -76931.992687 nChanged 6 SP:Iteration 31Q (23.741648 sec): 3 clusters Score: Raw -77178.604654 + Penalty 245.966825 = -76932.637829 nChanged 2 SP:Iteration 32Q (23.744192 sec): 3 clusters Score: Raw -77178.787532 + Penalty 246.184277 = -76932.603255 nChanged 2 SP:Iteration 33F (23.747206 sec): 3 clusters Score: Raw -77179.101326 + Penalty 247.196959 = -76931.904367 nChanged 4 SP:Iteration 34F (23.750217 sec): 3 clusters Score: Raw -77179.389767 + Penalty 246.111652 = -76933.278115 nChanged 1 SP:Iteration 35Q (23.752802 sec): 3 clusters Score: Raw -77179.537238 + Penalty 244.366552 = -76935.170686 nChanged 2 SP:Iteration 36Q (23.755438 sec): 3 clusters Score: Raw -77180.692554 + Penalty 244.366552 = -76936.326003 nChanged 0 SP:Iteration 37F (23.758744 sec): 3 clusters Score: Raw -77180.692554 + Penalty 244.366552 = -76936.326003 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 2 (2177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.769101 sec): 2 clusters Score: Raw -105630.983502 + Penalty 287.855399 = -105343.128103 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.773130 sec): 3 clusters Score: Raw -104281.276681 + Penalty 576.223619 = -103705.053062 nChanged 934 SP:Iteration 1F (23.777099 sec): 3 clusters Score: Raw -104961.001077 + Penalty 584.662239 = -104376.338838 nChanged 319 SP:Iteration 2F (23.781033 sec): 3 clusters Score: Raw -105140.855794 + Penalty 593.583327 = -104547.272466 nChanged 152 SP:Iteration 3F (23.784980 sec): 3 clusters Score: Raw -105213.340003 + Penalty 596.856730 = -104616.483273 nChanged 87 SP:Iteration 4Q (23.788940 sec): 3 clusters Score: Raw -105248.363058 + Penalty 600.934018 = -104647.429040 nChanged 76 SP:Iteration 5Q (23.793013 sec): 3 clusters Score: Raw -105278.004932 + Penalty 603.459824 = -104674.545107 nChanged 67 SP:Iteration 6Q (23.796947 sec): 3 clusters Score: Raw -105307.124067 + Penalty 610.027798 = -104697.096269 nChanged 69 SP:Iteration 7Q (23.800854 sec): 3 clusters Score: Raw -105345.676978 + Penalty 621.999042 = -104723.677936 nChanged 83 SP:Iteration 8Q (23.804769 sec): 3 clusters Score: Raw -105392.799018 + Penalty 628.112369 = -104764.686649 nChanged 76 SP:Iteration 9Q (23.808710 sec): 3 clusters Score: Raw -105437.522038 + Penalty 625.680691 = -104811.841346 nChanged 56 SP:Iteration 10F (23.812635 sec): 3 clusters Score: Raw -105472.362094 + Penalty 621.902935 = -104850.459160 nChanged 53 SP:Iteration 11Q (23.816570 sec): 3 clusters Score: Raw -105507.287234 + Penalty 619.808805 = -104887.478429 nChanged 39 SP:Iteration 12Q (23.820545 sec): 3 clusters Score: Raw -105537.098388 + Penalty 621.172997 = -104915.925391 nChanged 37 SP:Iteration 13Q (23.824510 sec): 3 clusters Score: Raw -105564.767921 + Penalty 632.153756 = -104932.614165 nChanged 28 SP:Iteration 14Q (23.828411 sec): 3 clusters Score: Raw -105584.283502 + Penalty 628.055438 = -104956.228064 nChanged 22 SP:Iteration 15Q (23.832156 sec): 3 clusters Score: Raw -105604.281640 + Penalty 625.956544 = -104978.325096 nChanged 16 SP:Iteration 16Q (23.835771 sec): 3 clusters Score: Raw -105617.085905 + Penalty 629.973422 = -104987.112483 nChanged 6 SP:Iteration 17Q (23.839292 sec): 3 clusters Score: Raw -105619.563198 + Penalty 635.494797 = -104984.068400 nChanged 4 SP:Iteration 18F (23.843248 sec): 3 clusters Score: Raw -105622.598667 + Penalty 642.673140 = -104979.925527 nChanged 3 SP:Iteration 19F (23.847163 sec): 3 clusters Score: Raw -105628.859813 + Penalty 652.005022 = -104976.854791 nChanged 5 SP:Iteration 20F (23.851252 sec): 3 clusters Score: Raw -105638.051403 + Penalty 658.982298 = -104979.069105 nChanged 4 SP:Iteration 21Q (23.854486 sec): 3 clusters Score: Raw -105639.992776 + Penalty 663.005010 = -104976.987767 nChanged 1 SP:Iteration 22F (23.858574 sec): 3 clusters Score: Raw -105640.101532 + Penalty 667.895027 = -104972.206505 nChanged 1 SP:Iteration 23F (23.863077 sec): 3 clusters Score: Raw -105641.201568 + Penalty 686.447910 = -104954.753658 nChanged 4 SP:Iteration 24F (23.867402 sec): 3 clusters Score: Raw -105643.976522 + Penalty 690.807743 = -104953.168779 nChanged 2 SP:Iteration 25F (23.874620 sec): 3 clusters Score: Raw -105645.445494 + Penalty 705.436834 = -104940.008659 nChanged 3 SP:Iteration 26F (23.880144 sec): 3 clusters Score: Raw -105648.163574 + Penalty 717.506460 = -104930.657114 nChanged 2 SP:Iteration 27F (23.884485 sec): 3 clusters Score: Raw -105650.645319 + Penalty 723.853148 = -104926.792171 nChanged 1 SP:Iteration 28F (23.889070 sec): 3 clusters Score: Raw -105651.400334 + Penalty 731.105795 = -104920.294539 nChanged 1 SP:Iteration 29F (23.893670 sec): 3 clusters Score: Raw -105653.130538 + Penalty 743.671120 = -104909.459418 nChanged 2 SP:Iteration 30F (23.898220 sec): 3 clusters Score: Raw -105654.693417 + Penalty 744.952009 = -104909.741409 nChanged 1 SP:Iteration 31Q (23.901868 sec): 3 clusters Score: Raw -105655.122586 + Penalty 744.952009 = -104910.170577 nChanged 0 SP:Iteration 32F (23.906420 sec): 3 clusters Score: Raw -105655.122586 + Penalty 744.952009 = -104910.170577 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 3 (1294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.911450 sec): 2 clusters Score: Raw -60226.027995 + Penalty 106.465069 = -60119.562926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.913988 sec): 3 clusters Score: Raw -59430.164494 + Penalty 220.335854 = -59209.828640 nChanged 573 SP:Iteration 1F (23.916451 sec): 3 clusters Score: Raw -59958.576873 + Penalty 225.167313 = -59733.409560 nChanged 88 SP:Iteration 2F (23.918874 sec): 3 clusters Score: Raw -60032.118057 + Penalty 225.446349 = -59806.671708 nChanged 30 SP:Iteration 3Q (23.921258 sec): 3 clusters Score: Raw -60064.531159 + Penalty 224.793922 = -59839.737237 nChanged 32 SP:Iteration 4Q (23.923663 sec): 3 clusters Score: Raw -60101.722806 + Penalty 223.912903 = -59877.809903 nChanged 43 SP:Iteration 5Q (23.925968 sec): 3 clusters Score: Raw -60140.607669 + Penalty 223.429682 = -59917.177987 nChanged 28 SP:Iteration 6Q (23.928231 sec): 3 clusters Score: Raw -60153.060353 + Penalty 222.370448 = -59930.689905 nChanged 15 SP:Iteration 7Q (23.930477 sec): 3 clusters Score: Raw -60156.569142 + Penalty 221.967290 = -59934.601853 nChanged 8 SP:Iteration 8Q (23.932715 sec): 3 clusters Score: Raw -60158.009945 + Penalty 220.842909 = -59937.167035 nChanged 11 SP:Iteration 9Q (23.934957 sec): 3 clusters Score: Raw -60160.099090 + Penalty 219.942928 = -59940.156162 nChanged 11 SP:Iteration 10F (23.937406 sec): 3 clusters Score: Raw -60162.622406 + Penalty 219.850425 = -59942.771980 nChanged 8 SP:Iteration 11Q (23.939676 sec): 3 clusters Score: Raw -60164.435721 + Penalty 219.498039 = -59944.937682 nChanged 10 SP:Iteration 12Q (23.942026 sec): 3 clusters Score: Raw -60165.895812 + Penalty 219.476532 = -59946.419280 nChanged 5 SP:Iteration 13Q (23.944326 sec): 3 clusters Score: Raw -60166.289508 + Penalty 219.073888 = -59947.215620 nChanged 5 SP:Iteration 14Q (23.946598 sec): 3 clusters Score: Raw -60166.586817 + Penalty 218.943658 = -59947.643159 nChanged 2 SP:Iteration 15Q (23.948837 sec): 3 clusters Score: Raw -60166.607184 + Penalty 218.943658 = -59947.663526 nChanged 0 SP:Iteration 16F (23.951249 sec): 3 clusters Score: Raw -60166.607184 + Penalty 218.943658 = -59947.663526 nChanged 0 Memory request: 0.02 GB would take us to total of 0.32 GB. Trying to split cluster 4 (2804 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.964644 sec): 2 clusters Score: Raw -130931.410384 + Penalty 59.317993 = -130872.092391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.969746 sec): 3 clusters Score: Raw -129125.193509 + Penalty 119.608919 = -129005.584589 nChanged 1381 SP:Iteration 1F (23.974763 sec): 3 clusters Score: Raw -130207.303823 + Penalty 120.061391 = -130087.242432 nChanged 183 SP:Iteration 2F (23.979815 sec): 3 clusters Score: Raw -130335.118049 + Penalty 120.913262 = -130214.204787 nChanged 159 SP:Iteration 3F (23.984817 sec): 3 clusters Score: Raw -130483.759050 + Penalty 122.002922 = -130361.756128 nChanged 108 SP:Iteration 4Q (23.989796 sec): 3 clusters Score: Raw -130557.114806 + Penalty 123.329878 = -130433.784928 nChanged 72 SP:Iteration 5Q (23.994811 sec): 3 clusters Score: Raw -130587.448060 + Penalty 124.495672 = -130462.952388 nChanged 76 SP:Iteration 6Q (23.999730 sec): 3 clusters Score: Raw -130616.108889 + Penalty 126.154354 = -130489.954535 nChanged 81 SP:Iteration 7Q (24.004563 sec): 3 clusters Score: Raw -130648.973198 + Penalty 127.272917 = -130521.700281 nChanged 77 SP:Iteration 8Q (24.009483 sec): 3 clusters Score: Raw -130676.977365 + Penalty 128.405365 = -130548.572000 nChanged 62 SP:Iteration 9Q (24.014317 sec): 3 clusters Score: Raw -130699.353132 + Penalty 129.552713 = -130569.800419 nChanged 67 SP:Iteration 10F (24.019444 sec): 3 clusters Score: Raw -130727.727505 + Penalty 131.405250 = -130596.322255 nChanged 81 SP:Iteration 11Q (24.024220 sec): 3 clusters Score: Raw -130766.451045 + Penalty 133.698879 = -130632.752166 nChanged 70 SP:Iteration 12Q (24.029003 sec): 3 clusters Score: Raw -130796.046285 + Penalty 135.322389 = -130660.723896 nChanged 61 SP:Iteration 13Q (24.033600 sec): 3 clusters Score: Raw -130821.469168 + Penalty 137.147351 = -130684.321817 nChanged 59 SP:Iteration 14Q (24.038131 sec): 3 clusters Score: Raw -130847.732185 + Penalty 137.304376 = -130710.427809 nChanged 56 SP:Iteration 15Q (24.042633 sec): 3 clusters Score: Raw -130872.408480 + Penalty 137.429370 = -130734.979110 nChanged 50 SP:Iteration 16Q (24.047020 sec): 3 clusters Score: Raw -130897.508896 + Penalty 140.796724 = -130756.712172 nChanged 52 SP:Iteration 17Q (24.051371 sec): 3 clusters Score: Raw -130926.169678 + Penalty 141.186497 = -130784.983180 nChanged 49 SP:Iteration 18Q (24.055718 sec): 3 clusters Score: Raw -130957.365678 + Penalty 143.885369 = -130813.480309 nChanged 54 SP:Iteration 19Q (24.060153 sec): 3 clusters Score: Raw -130997.566213 + Penalty 146.364361 = -130851.201852 nChanged 55 SP:Iteration 20F (24.065178 sec): 3 clusters Score: Raw -131045.307521 + Penalty 146.301908 = -130899.005613 nChanged 46 SP:Iteration 21Q (24.069387 sec): 3 clusters Score: Raw -131096.116661 + Penalty 150.821964 = -130945.294697 nChanged 41 SP:Iteration 22Q (24.073516 sec): 3 clusters Score: Raw -131142.837432 + Penalty 147.924938 = -130994.912494 nChanged 27 SP:Iteration 23Q (24.077580 sec): 3 clusters Score: Raw -131165.419052 + Penalty 148.390700 = -131017.028352 nChanged 6 SP:Iteration 24Q (24.081620 sec): 3 clusters Score: Raw -131168.753398 + Penalty 148.976585 = -131019.776813 nChanged 2 SP:Iteration 25Q (24.085558 sec): 3 clusters Score: Raw -131169.019515 + Penalty 149.704639 = -131019.314876 nChanged 1 SP:Iteration 26F (24.090565 sec): 3 clusters Score: Raw -131169.248261 + Penalty 149.704639 = -131019.543622 nChanged 0 Score: Raw -1471761.543741 + Penalty 187631.813027 = -1284129.730714 Splitting cluster 4 changes total score from -1257017.352161 to -1284129.730714 So it's getting split into cluster 57. Memory request: 0.02 GB would take us to total of 0.32 GB. Trying to split cluster 5 (3606 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.882572 sec): 2 clusters Score: Raw -171590.802674 + Penalty 155.263045 = -171435.539629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.889242 sec): 3 clusters Score: Raw -169250.632315 + Penalty 304.058762 = -168946.573552 nChanged 1652 SP:Iteration 1F (26.895667 sec): 3 clusters Score: Raw -170255.185472 + Penalty 299.210082 = -169955.975390 nChanged 337 SP:Iteration 2F (26.902104 sec): 3 clusters Score: Raw -170424.064017 + Penalty 292.578978 = -170131.485039 nChanged 272 SP:Iteration 3F (26.908475 sec): 3 clusters Score: Raw -170656.293690 + Penalty 281.166949 = -170375.126742 nChanged 257 SP:Iteration 4F (26.914964 sec): 3 clusters Score: Raw -171059.840102 + Penalty 276.839772 = -170783.000330 nChanged 153 SP:Iteration 5Q (26.921352 sec): 3 clusters Score: Raw -171220.074608 + Penalty 272.769252 = -170947.305356 nChanged 112 SP:Iteration 6Q (26.927504 sec): 3 clusters Score: Raw -171301.651128 + Penalty 269.912802 = -171031.738325 nChanged 114 SP:Iteration 7Q (26.933339 sec): 3 clusters Score: Raw -171390.108083 + Penalty 267.315988 = -171122.792095 nChanged 96 SP:Iteration 8Q (26.939055 sec): 3 clusters Score: Raw -171462.759709 + Penalty 268.619728 = -171194.139981 nChanged 88 SP:Iteration 9Q (26.944781 sec): 3 clusters Score: Raw -171528.566031 + Penalty 270.461115 = -171258.104916 nChanged 58 SP:Iteration 10F (26.951172 sec): 3 clusters Score: Raw -171563.787814 + Penalty 278.117799 = -171285.670015 nChanged 37 SP:Iteration 11Q (26.956570 sec): 3 clusters Score: Raw -171583.309353 + Penalty 283.376639 = -171299.932714 nChanged 22 SP:Iteration 12Q (26.961935 sec): 3 clusters Score: Raw -171592.336064 + Penalty 289.409051 = -171302.927013 nChanged 16 SP:Iteration 13Q (26.967393 sec): 3 clusters Score: Raw -171597.394605 + Penalty 292.457754 = -171304.936851 nChanged 10 SP:Iteration 14Q (26.972652 sec): 3 clusters Score: Raw -171599.742181 + Penalty 291.145800 = -171308.596381 nChanged 8 SP:Iteration 15Q (26.977967 sec): 3 clusters Score: Raw -171601.120674 + Penalty 291.062113 = -171310.058561 nChanged 4 SP:Iteration 16Q (26.983216 sec): 3 clusters Score: Raw -171601.689629 + Penalty 290.735193 = -171310.954436 nChanged 4 SP:Iteration 17Q (26.988476 sec): 3 clusters Score: Raw -171602.281848 + Penalty 291.329175 = -171310.952673 nChanged 2 SP:Iteration 18F (26.994888 sec): 3 clusters Score: Raw -171602.343328 + Penalty 291.665593 = -171310.677735 nChanged 2 SP:Iteration 19F (27.001331 sec): 3 clusters Score: Raw -171602.502731 + Penalty 293.389437 = -171309.113295 nChanged 2 SP:Iteration 20F (27.007814 sec): 3 clusters Score: Raw -171602.650429 + Penalty 294.159591 = -171308.490838 nChanged 2 SP:Iteration 21F (27.014273 sec): 3 clusters Score: Raw -171602.729081 + Penalty 291.760394 = -171310.968687 nChanged 2 SP:Iteration 22Q (27.019621 sec): 3 clusters Score: Raw -171602.920380 + Penalty 291.760394 = -171311.159986 nChanged 0 SP:Iteration 23F (27.026073 sec): 3 clusters Score: Raw -171602.920380 + Penalty 291.760394 = -171311.159986 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 6 (833 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.032621 sec): 2 clusters Score: Raw -42678.627083 + Penalty 162.224497 = -42516.402587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.034300 sec): 3 clusters Score: Raw -42207.704736 + Penalty 324.155907 = -41883.548830 nChanged 326 SP:Iteration 1F (27.035921 sec): 3 clusters Score: Raw -42396.694952 + Penalty 323.846220 = -42072.848732 nChanged 55 SP:Iteration 2F (27.037585 sec): 3 clusters Score: Raw -42423.973689 + Penalty 322.558204 = -42101.415485 nChanged 43 SP:Iteration 3F (27.039236 sec): 3 clusters Score: Raw -42447.651083 + Penalty 319.714302 = -42127.936781 nChanged 37 SP:Iteration 4Q (27.040858 sec): 3 clusters Score: Raw -42474.107865 + Penalty 316.706201 = -42157.401664 nChanged 46 SP:Iteration 5F (27.042474 sec): 3 clusters Score: Raw -42509.057726 + Penalty 314.877041 = -42194.180685 nChanged 34 SP:Iteration 6Q (27.044086 sec): 3 clusters Score: Raw -42545.232078 + Penalty 310.164548 = -42235.067530 nChanged 27 SP:Iteration 7Q (27.045697 sec): 3 clusters Score: Raw -42572.943082 + Penalty 309.402105 = -42263.540976 nChanged 20 SP:Iteration 8Q (27.047258 sec): 3 clusters Score: Raw -42584.303935 + Penalty 310.092948 = -42274.210986 nChanged 16 SP:Iteration 9Q (27.048774 sec): 3 clusters Score: Raw -42596.759986 + Penalty 307.447797 = -42289.312189 nChanged 17 SP:Iteration 10F (27.050431 sec): 3 clusters Score: Raw -42610.470582 + Penalty 306.246716 = -42304.223866 nChanged 17 SP:Iteration 11Q (27.051935 sec): 3 clusters Score: Raw -42623.836148 + Penalty 305.933818 = -42317.902330 nChanged 11 SP:Iteration 12Q (27.053416 sec): 3 clusters Score: Raw -42632.174379 + Penalty 304.702865 = -42327.471514 nChanged 10 SP:Iteration 13Q (27.054844 sec): 3 clusters Score: Raw -42636.210216 + Penalty 305.318557 = -42330.891659 nChanged 11 SP:Iteration 14Q (27.056262 sec): 3 clusters Score: Raw -42641.622223 + Penalty 308.988241 = -42332.633983 nChanged 9 SP:Iteration 15Q (27.057651 sec): 3 clusters Score: Raw -42646.942465 + Penalty 315.687557 = -42331.254908 nChanged 14 SP:Iteration 16F (27.059321 sec): 3 clusters Score: Raw -42658.469631 + Penalty 326.371646 = -42332.097985 nChanged 10 SP:Iteration 17Q (27.060748 sec): 3 clusters Score: Raw -42667.404239 + Penalty 346.643486 = -42320.760753 nChanged 8 SP:Iteration 18F (27.062352 sec): 3 clusters Score: Raw -42676.607489 + Penalty 351.488295 = -42325.119194 nChanged 2 SP:Iteration 19Q (27.063750 sec): 3 clusters Score: Raw -42679.339019 + Penalty 351.488295 = -42327.850724 nChanged 0 SP:Iteration 20F (27.065427 sec): 3 clusters Score: Raw -42679.339019 + Penalty 351.488295 = -42327.850724 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 7 (609 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.069043 sec): 2 clusters Score: Raw -28735.452000 + Penalty 831.889345 = -27903.562655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.070431 sec): 3 clusters Score: Raw -28524.726541 + Penalty 1662.677036 = -26862.049506 nChanged 155 SP:Iteration 1F (27.071790 sec): 3 clusters Score: Raw -28686.176319 + Penalty 1663.876447 = -27022.299872 nChanged 56 SP:Iteration 2F (27.073106 sec): 3 clusters Score: Raw -28759.006150 + Penalty 1667.033327 = -27091.972823 nChanged 32 SP:Iteration 3F (27.074423 sec): 3 clusters Score: Raw -28792.892018 + Penalty 1667.224845 = -27125.667173 nChanged 12 SP:Iteration 4Q (27.075705 sec): 3 clusters Score: Raw -28804.871475 + Penalty 1668.634781 = -27136.236694 nChanged 12 SP:Iteration 5Q (27.076939 sec): 3 clusters Score: Raw -28816.324133 + Penalty 1669.868310 = -27146.455823 nChanged 11 SP:Iteration 6Q (27.078158 sec): 3 clusters Score: Raw -28828.172635 + Penalty 1671.391414 = -27156.781221 nChanged 9 SP:Iteration 7Q (27.079382 sec): 3 clusters Score: Raw -28841.843546 + Penalty 1671.620580 = -27170.222966 nChanged 13 SP:Iteration 8Q (27.080606 sec): 3 clusters Score: Raw -28854.417079 + Penalty 1671.494469 = -27182.922610 nChanged 3 SP:Iteration 9Q (27.081828 sec): 3 clusters Score: Raw -28858.600530 + Penalty 1671.836108 = -27186.764421 nChanged 1 SP:Iteration 10F (27.083088 sec): 3 clusters Score: Raw -28859.666020 + Penalty 1671.927820 = -27187.738200 nChanged 2 SP:Iteration 11Q (27.084335 sec): 3 clusters Score: Raw -28861.816277 + Penalty 1672.786660 = -27189.029617 nChanged 2 SP:Iteration 12Q (27.085555 sec): 3 clusters Score: Raw -28864.054840 + Penalty 1674.035772 = -27190.019068 nChanged 3 SP:Iteration 13Q (27.086818 sec): 3 clusters Score: Raw -28868.809876 + Penalty 1674.089609 = -27194.720267 nChanged 2 SP:Iteration 14Q (27.088036 sec): 3 clusters Score: Raw -28870.318242 + Penalty 1674.170028 = -27196.148214 nChanged 2 SP:Iteration 15Q (27.089251 sec): 3 clusters Score: Raw -28872.871500 + Penalty 1674.630156 = -27198.241344 nChanged 1 SP:Iteration 16Q (27.090462 sec): 3 clusters Score: Raw -28874.274932 + Penalty 1675.040229 = -27199.234703 nChanged 1 SP:Iteration 17Q (27.091671 sec): 3 clusters Score: Raw -28876.077990 + Penalty 1675.040229 = -27201.037761 nChanged 0 SP:Iteration 18F (27.092924 sec): 3 clusters Score: Raw -28876.077990 + Penalty 1675.040229 = -27201.037761 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 8 (199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.094286 sec): 2 clusters Score: Raw -9859.194822 + Penalty 330.983657 = -9528.211165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.094851 sec): 3 clusters Score: Raw -9765.054011 + Penalty 664.168819 = -9100.885192 nChanged 47 SP:Iteration 1F (27.095403 sec): 3 clusters Score: Raw -9799.413325 + Penalty 670.587795 = -9128.825530 nChanged 20 SP:Iteration 2F (27.095953 sec): 3 clusters Score: Raw -9819.902967 + Penalty 684.208309 = -9135.694658 nChanged 15 SP:Iteration 3F (27.096503 sec): 3 clusters Score: Raw -9833.722786 + Penalty 688.178710 = -9145.544076 nChanged 7 SP:Iteration 4Q (27.097065 sec): 3 clusters Score: Raw -9842.004998 + Penalty 704.708481 = -9137.296516 nChanged 7 SP:Iteration 5F (27.097618 sec): 3 clusters Score: Raw -9850.819470 + Penalty 711.971402 = -9138.848068 nChanged 2 SP:Iteration 6Q (27.098168 sec): 3 clusters Score: Raw -9853.767612 + Penalty 721.834612 = -9131.933000 nChanged 2 SP:Iteration 7F (27.098720 sec): 3 clusters Score: Raw -9857.129211 + Penalty 721.834612 = -9135.294599 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 9 (100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.099539 sec): 2 clusters Score: Raw -4818.028016 + Penalty 248.589072 = -4569.438944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.099931 sec): 3 clusters Score: Raw -4787.702826 + Penalty 497.560438 = -4290.142388 nChanged 21 SP:Iteration 1F (27.100314 sec): 3 clusters Score: Raw -4806.302234 + Penalty 497.539209 = -4308.763026 nChanged 9 SP:Iteration 2F (27.100698 sec): 3 clusters Score: Raw -4819.385698 + Penalty 502.055998 = -4317.329700 nChanged 9 SP:Iteration 3F (27.101080 sec): 3 clusters Score: Raw -4831.489105 + Penalty 508.822395 = -4322.666710 nChanged 7 SP:Iteration 4F (27.101463 sec): 3 clusters Score: Raw -4842.555760 + Penalty 512.073234 = -4330.482526 nChanged 2 SP:Iteration 5Q (27.101840 sec): 3 clusters Score: Raw -4843.681436 + Penalty 517.234497 = -4326.446939 nChanged 3 SP:Iteration 6F (27.102230 sec): 3 clusters Score: Raw -4846.226253 + Penalty 524.770284 = -4321.455970 nChanged 2 SP:Iteration 7F (27.102630 sec): 3 clusters Score: Raw -4848.229292 + Penalty 525.432492 = -4322.796800 nChanged 1 SP:Iteration 8Q (27.103014 sec): 3 clusters Score: Raw -4851.982321 + Penalty 525.432492 = -4326.549829 nChanged 0 SP:Iteration 9F (27.103407 sec): 3 clusters Score: Raw -4851.982321 + Penalty 525.432492 = -4326.549829 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 10 (478 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.105170 sec): 2 clusters Score: Raw -22213.238217 + Penalty 926.779596 = -21286.458620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.106262 sec): 3 clusters Score: Raw -22140.090818 + Penalty 1853.277256 = -20286.813562 nChanged 115 SP:Iteration 1F (27.107369 sec): 3 clusters Score: Raw -22280.254885 + Penalty 1853.207578 = -20427.047307 nChanged 29 SP:Iteration 2F (27.108402 sec): 3 clusters Score: Raw -22329.876975 + Penalty 1852.943370 = -20476.933605 nChanged 18 SP:Iteration 3Q (27.109404 sec): 3 clusters Score: Raw -22362.243468 + Penalty 1852.166436 = -20510.077032 nChanged 16 SP:Iteration 4Q (27.110405 sec): 3 clusters Score: Raw -22386.082036 + Penalty 1852.767862 = -20533.314174 nChanged 12 SP:Iteration 5Q (27.111389 sec): 3 clusters Score: Raw -22399.375299 + Penalty 1853.206457 = -20546.168842 nChanged 7 SP:Iteration 6Q (27.112371 sec): 3 clusters Score: Raw -22408.425287 + Penalty 1853.697852 = -20554.727435 nChanged 6 SP:Iteration 7Q (27.113351 sec): 3 clusters Score: Raw -22425.213414 + Penalty 1854.030330 = -20571.183084 nChanged 9 SP:Iteration 8Q (27.114346 sec): 3 clusters Score: Raw -22443.467210 + Penalty 1855.156027 = -20588.311183 nChanged 8 SP:Iteration 9Q (27.115326 sec): 3 clusters Score: Raw -22453.840775 + Penalty 1856.316572 = -20597.524203 nChanged 13 SP:Iteration 10F (27.116351 sec): 3 clusters Score: Raw -22490.250387 + Penalty 1857.818493 = -20632.431894 nChanged 9 SP:Iteration 11Q (27.117331 sec): 3 clusters Score: Raw -22505.006176 + Penalty 1859.471570 = -20645.534606 nChanged 6 SP:Iteration 12Q (27.118302 sec): 3 clusters Score: Raw -22517.722717 + Penalty 1859.322321 = -20658.400395 nChanged 5 SP:Iteration 13Q (27.119274 sec): 3 clusters Score: Raw -22528.492243 + Penalty 1859.839680 = -20668.652562 nChanged 2 SP:Iteration 14Q (27.120241 sec): 3 clusters Score: Raw -22533.411840 + Penalty 1860.959530 = -20672.452310 nChanged 3 SP:Iteration 15Q (27.121209 sec): 3 clusters Score: Raw -22538.128098 + Penalty 1862.123990 = -20676.004108 nChanged 3 SP:Iteration 16Q (27.122176 sec): 3 clusters Score: Raw -22543.558580 + Penalty 1863.288730 = -20680.269850 nChanged 2 SP:Iteration 17Q (27.123146 sec): 3 clusters Score: Raw -22546.157096 + Penalty 1863.288730 = -20682.868366 nChanged 0 SP:Iteration 18F (27.124171 sec): 3 clusters Score: Raw -22546.157096 + Penalty 1863.288730 = -20682.868366 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 11 (198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.125165 sec): 2 clusters Score: Raw -7932.849640 + Penalty 212.207743 = -7720.641897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.125723 sec): 3 clusters Score: Raw -7900.939851 + Penalty 427.512795 = -7473.427056 nChanged 45 SP:Iteration 1F (27.126274 sec): 3 clusters Score: Raw -7962.656737 + Penalty 427.081778 = -7535.574959 nChanged 10 SP:Iteration 2F (27.126842 sec): 3 clusters Score: Raw -7978.294277 + Penalty 427.274665 = -7551.019612 nChanged 3 SP:Iteration 3Q (27.127406 sec): 3 clusters Score: Raw -7983.551436 + Penalty 425.927526 = -7557.623910 nChanged 7 SP:Iteration 4Q (27.127943 sec): 3 clusters Score: Raw -7991.775619 + Penalty 423.895022 = -7567.880597 nChanged 4 SP:Iteration 5Q (27.128496 sec): 3 clusters Score: Raw -7997.408496 + Penalty 424.896051 = -7572.512445 nChanged 2 SP:Iteration 6Q (27.129040 sec): 3 clusters Score: Raw -7999.116581 + Penalty 424.891495 = -7574.225087 nChanged 2 SP:Iteration 7Q (27.129578 sec): 3 clusters Score: Raw -8001.039066 + Penalty 424.907511 = -7576.131555 nChanged 4 SP:Iteration 8Q (27.130124 sec): 3 clusters Score: Raw -8008.968753 + Penalty 426.690386 = -7582.278367 nChanged 8 SP:Iteration 9Q (27.130658 sec): 3 clusters Score: Raw -8031.387562 + Penalty 427.342067 = -7604.045495 nChanged 7 SP:Iteration 10F (27.131220 sec): 3 clusters Score: Raw -8042.481653 + Penalty 426.900798 = -7615.580855 nChanged 1 SP:Iteration 11Q (27.131746 sec): 3 clusters Score: Raw -8043.283038 + Penalty 426.387740 = -7616.895298 nChanged 1 SP:Iteration 12Q (27.132269 sec): 3 clusters Score: Raw -8044.031833 + Penalty 426.387740 = -7617.644093 nChanged 0 SP:Iteration 13F (27.132838 sec): 3 clusters Score: Raw -8044.031833 + Penalty 426.387740 = -7617.644093 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 12 (608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.134889 sec): 2 clusters Score: Raw -28166.642554 + Penalty 839.836541 = -27326.806014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.136205 sec): 3 clusters Score: Raw -28010.637625 + Penalty 1680.015056 = -26330.622569 nChanged 157 SP:Iteration 1F (27.137461 sec): 3 clusters Score: Raw -28246.197950 + Penalty 1680.648849 = -26565.549101 nChanged 77 SP:Iteration 2F (27.138712 sec): 3 clusters Score: Raw -28472.424861 + Penalty 1681.320133 = -26791.104728 nChanged 42 SP:Iteration 3F (27.139967 sec): 3 clusters Score: Raw -28637.836104 + Penalty 1681.846238 = -26955.989866 nChanged 32 SP:Iteration 4F (27.141235 sec): 3 clusters Score: Raw -28695.995074 + Penalty 1682.534816 = -27013.460258 nChanged 12 SP:Iteration 5Q (27.142432 sec): 3 clusters Score: Raw -28711.052289 + Penalty 1683.996308 = -27027.055981 nChanged 8 SP:Iteration 6Q (27.143637 sec): 3 clusters Score: Raw -28722.675373 + Penalty 1684.534339 = -27038.141034 nChanged 9 SP:Iteration 7Q (27.144839 sec): 3 clusters Score: Raw -28737.576269 + Penalty 1687.943255 = -27049.633014 nChanged 10 SP:Iteration 8Q (27.146023 sec): 3 clusters Score: Raw -28758.618435 + Penalty 1689.857927 = -27068.760509 nChanged 8 SP:Iteration 9Q (27.147209 sec): 3 clusters Score: Raw -28771.354708 + Penalty 1690.515940 = -27080.838769 nChanged 14 SP:Iteration 10F (27.148458 sec): 3 clusters Score: Raw -28835.518694 + Penalty 1690.726725 = -27144.791969 nChanged 16 SP:Iteration 11Q (27.149619 sec): 3 clusters Score: Raw -28942.698491 + Penalty 1689.292239 = -27253.406252 nChanged 10 SP:Iteration 12Q (27.150768 sec): 3 clusters Score: Raw -28977.790767 + Penalty 1688.302416 = -27289.488351 nChanged 5 SP:Iteration 13Q (27.151908 sec): 3 clusters Score: Raw -28988.172222 + Penalty 1687.808627 = -27300.363595 nChanged 3 SP:Iteration 14Q (27.153044 sec): 3 clusters Score: Raw -28992.471858 + Penalty 1687.560596 = -27304.911262 nChanged 1 SP:Iteration 15Q (27.154174 sec): 3 clusters Score: Raw -28993.326468 + Penalty 1687.560596 = -27305.765873 nChanged 0 SP:Iteration 16F (27.155422 sec): 3 clusters Score: Raw -28993.326468 + Penalty 1687.560596 = -27305.765873 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 13 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.156018 sec): 2 clusters Score: Raw -1932.820961 + Penalty 471.863788 = -1460.957173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.156310 sec): 3 clusters Score: Raw -2067.048606 + Penalty 948.108585 = -1118.940021 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 14 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.156837 sec): 2 clusters Score: Raw -961.450723 + Penalty 258.796631 = -702.654092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.157080 sec): 3 clusters Score: Raw -994.695019 + Penalty 514.482869 = -480.212150 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 15 (1307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.163621 sec): 2 clusters Score: Raw -62906.356638 + Penalty 139.870380 = -62766.486258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.166154 sec): 3 clusters Score: Raw -62077.775076 + Penalty 282.541074 = -61795.234002 nChanged 566 SP:Iteration 1F (27.168649 sec): 3 clusters Score: Raw -62553.603870 + Penalty 286.651416 = -62266.952453 nChanged 181 SP:Iteration 2F (27.171145 sec): 3 clusters Score: Raw -62680.097409 + Penalty 289.458140 = -62390.639268 nChanged 90 SP:Iteration 3F (27.173619 sec): 3 clusters Score: Raw -62743.200945 + Penalty 291.527955 = -62451.672991 nChanged 60 SP:Iteration 4Q (27.176076 sec): 3 clusters Score: Raw -62776.655064 + Penalty 290.464627 = -62486.190437 nChanged 35 SP:Iteration 5Q (27.178487 sec): 3 clusters Score: Raw -62793.868810 + Penalty 289.076037 = -62504.792773 nChanged 36 SP:Iteration 6Q (27.180898 sec): 3 clusters Score: Raw -62811.603418 + Penalty 288.645962 = -62522.957456 nChanged 30 SP:Iteration 7Q (27.183298 sec): 3 clusters Score: Raw -62824.759476 + Penalty 287.539775 = -62537.219701 nChanged 19 SP:Iteration 8Q (27.185697 sec): 3 clusters Score: Raw -62833.675816 + Penalty 286.878052 = -62546.797764 nChanged 23 SP:Iteration 9Q (27.188096 sec): 3 clusters Score: Raw -62845.453821 + Penalty 286.558227 = -62558.895594 nChanged 19 SP:Iteration 10F (27.190509 sec): 3 clusters Score: Raw -62857.421391 + Penalty 286.698111 = -62570.723280 nChanged 23 SP:Iteration 11Q (27.192944 sec): 3 clusters Score: Raw -62867.645711 + Penalty 283.904983 = -62583.740728 nChanged 20 SP:Iteration 12Q (27.195396 sec): 3 clusters Score: Raw -62875.444126 + Penalty 286.337463 = -62589.106663 nChanged 20 SP:Iteration 13Q (27.197942 sec): 3 clusters Score: Raw -62885.784237 + Penalty 288.872016 = -62596.912222 nChanged 12 SP:Iteration 14Q (27.200550 sec): 3 clusters Score: Raw -62894.923720 + Penalty 291.408333 = -62603.515386 nChanged 9 SP:Iteration 15Q (27.202922 sec): 3 clusters Score: Raw -62900.180196 + Penalty 294.733495 = -62605.446701 nChanged 11 SP:Iteration 16Q (27.205153 sec): 3 clusters Score: Raw -62907.003702 + Penalty 296.450139 = -62610.553562 nChanged 12 SP:Iteration 17Q (27.207350 sec): 3 clusters Score: Raw -62915.040834 + Penalty 298.536621 = -62616.504213 nChanged 11 SP:Iteration 18Q (27.209509 sec): 3 clusters Score: Raw -62920.024049 + Penalty 301.429393 = -62618.594657 nChanged 12 SP:Iteration 19Q (27.211648 sec): 3 clusters Score: Raw -62926.743278 + Penalty 304.973422 = -62621.769856 nChanged 7 SP:Iteration 20F (27.214096 sec): 3 clusters Score: Raw -62931.276429 + Penalty 306.798971 = -62624.477458 nChanged 9 SP:Iteration 21Q (27.216195 sec): 3 clusters Score: Raw -62934.181783 + Penalty 309.975816 = -62624.205967 nChanged 5 SP:Iteration 22F (27.218609 sec): 3 clusters Score: Raw -62935.505489 + Penalty 311.644315 = -62623.861174 nChanged 10 SP:Iteration 23F (27.221020 sec): 3 clusters Score: Raw -62938.669247 + Penalty 315.135176 = -62623.534071 nChanged 3 SP:Iteration 24F (27.223428 sec): 3 clusters Score: Raw -62939.306720 + Penalty 316.650741 = -62622.655979 nChanged 5 SP:Iteration 25F (27.225836 sec): 3 clusters Score: Raw -62940.135110 + Penalty 315.876073 = -62624.259037 nChanged 4 SP:Iteration 26Q (27.227923 sec): 3 clusters Score: Raw -62940.671177 + Penalty 317.193745 = -62623.477432 nChanged 2 SP:Iteration 27F (27.230452 sec): 3 clusters Score: Raw -62941.066973 + Penalty 317.452349 = -62623.614624 nChanged 2 SP:Iteration 28Q (27.232587 sec): 3 clusters Score: Raw -62941.356509 + Penalty 319.352070 = -62622.004439 nChanged 2 SP:Iteration 29F (27.235087 sec): 3 clusters Score: Raw -62942.155336 + Penalty 321.324715 = -62620.830621 nChanged 2 SP:Iteration 30F (27.237555 sec): 3 clusters Score: Raw -62943.009717 + Penalty 322.054761 = -62620.954956 nChanged 1 SP:Iteration 31Q (27.239589 sec): 3 clusters Score: Raw -62943.337207 + Penalty 322.054761 = -62621.282445 nChanged 0 SP:Iteration 32F (27.241999 sec): 3 clusters Score: Raw -62943.337207 + Penalty 322.054761 = -62621.282445 nChanged 0 Memory request: 0.05 GB would take us to total of 0.35 GB. Trying to split cluster 16 (10938 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.292350 sec): 2 clusters Score: Raw -502933.873012 + Penalty 167.196696 = -502766.676316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.318826 sec): 3 clusters Score: Raw -495603.949746 + Penalty 327.243529 = -495276.706217 nChanged 5247 SP:Iteration 1F (27.339138 sec): 3 clusters Score: Raw -501266.879473 + Penalty 320.351068 = -500946.528405 nChanged 1838 SP:Iteration 2F (27.359161 sec): 3 clusters Score: Raw -503831.421566 + Penalty 316.984804 = -503514.436762 nChanged 345 SP:Iteration 3Q (27.379368 sec): 3 clusters Score: Raw -504398.200196 + Penalty 315.279474 = -504082.920722 nChanged 138 SP:Iteration 4Q (27.396403 sec): 3 clusters Score: Raw -504466.330555 + Penalty 313.657068 = -504152.673487 nChanged 96 SP:Iteration 5Q (27.414531 sec): 3 clusters Score: Raw -504508.893967 + Penalty 312.547653 = -504196.346314 nChanged 77 SP:Iteration 6Q (27.437788 sec): 3 clusters Score: Raw -504532.158959 + Penalty 311.626909 = -504220.532050 nChanged 46 SP:Iteration 7Q (27.454214 sec): 3 clusters Score: Raw -504541.923936 + Penalty 311.187639 = -504230.736297 nChanged 33 SP:Iteration 8Q (27.470692 sec): 3 clusters Score: Raw -504545.873523 + Penalty 310.877834 = -504234.995689 nChanged 14 SP:Iteration 9Q (27.487205 sec): 3 clusters Score: Raw -504546.804940 + Penalty 310.672065 = -504236.132875 nChanged 10 SP:Iteration 10F (27.506804 sec): 3 clusters Score: Raw -504547.477703 + Penalty 310.287117 = -504237.190586 nChanged 10 SP:Iteration 11Q (27.523457 sec): 3 clusters Score: Raw -504548.223394 + Penalty 310.265777 = -504237.957618 nChanged 8 SP:Iteration 12Q (27.540259 sec): 3 clusters Score: Raw -504548.557932 + Penalty 310.299603 = -504238.258329 nChanged 6 SP:Iteration 13Q (27.556720 sec): 3 clusters Score: Raw -504548.754798 + Penalty 310.242012 = -504238.512786 nChanged 5 SP:Iteration 14Q (27.573266 sec): 3 clusters Score: Raw -504548.907476 + Penalty 310.182855 = -504238.724621 nChanged 6 SP:Iteration 15Q (27.589852 sec): 3 clusters Score: Raw -504549.228905 + Penalty 310.056939 = -504239.171967 nChanged 5 SP:Iteration 16Q (27.606325 sec): 3 clusters Score: Raw -504549.338906 + Penalty 310.053587 = -504239.285319 nChanged 1 SP:Iteration 17Q (27.622895 sec): 3 clusters Score: Raw -504549.339137 + Penalty 310.053587 = -504239.285550 nChanged 0 SP:Iteration 18F (27.648888 sec): 3 clusters Score: Raw -504549.339137 + Penalty 310.053587 = -504239.285550 nChanged 0 Score: Raw -1473377.015300 + Penalty 187791.606858 = -1285585.408442 Splitting cluster 16 changes total score from -1257017.352161 to -1285585.408442 So it's getting split into cluster 85. Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 17 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.485444 sec): 2 clusters Score: Raw -859.197154 + Penalty 350.216804 = -508.980350 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.485711 sec): 3 clusters Score: Raw -918.349883 + Penalty 702.157952 = -216.191931 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 18 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.486249 sec): 2 clusters Score: Raw -461.657545 + Penalty 189.369954 = -272.287591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.486473 sec): 3 clusters Score: Raw -485.085123 + Penalty 379.379635 = -105.705488 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 19 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.487007 sec): 2 clusters Score: Raw -1265.122717 + Penalty 304.639147 = -960.483569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.487263 sec): 3 clusters Score: Raw -1313.693990 + Penalty 601.586552 = -712.107437 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 20 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.487884 sec): 2 clusters Score: Raw -2728.729531 + Penalty 215.534938 = -2513.194593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.488208 sec): 3 clusters Score: Raw -2721.309145 + Penalty 451.036410 = -2270.272735 nChanged 6 SP:Iteration 1F (30.488529 sec): 3 clusters Score: Raw -2736.247838 + Penalty 450.323724 = -2285.924114 nChanged 2 SP:Iteration 2Q (30.488835 sec): 3 clusters Score: Raw -2740.442589 + Penalty 451.764727 = -2288.677862 nChanged 2 SP:Iteration 3Q (30.489170 sec): 3 clusters Score: Raw -2751.544472 + Penalty 449.772535 = -2301.771937 nChanged 1 SP:Iteration 4Q (30.489471 sec): 3 clusters Score: Raw -2752.286407 + Penalty 449.772535 = -2302.513872 nChanged 0 SP:Iteration 5F (30.489781 sec): 3 clusters Score: Raw -2752.286407 + Penalty 449.772535 = -2302.513872 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 21 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.490281 sec): 2 clusters Score: Raw -575.961347 + Penalty 106.043817 = -469.917531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.490514 sec): 3 clusters Score: Raw -591.618632 + Penalty 212.658966 = -378.959665 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 22 (259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.492269 sec): 2 clusters Score: Raw -13427.694869 + Penalty 564.029514 = -12863.665355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.492939 sec): 3 clusters Score: Raw -13349.441949 + Penalty 1123.543002 = -12225.898947 nChanged 54 SP:Iteration 1F (30.493596 sec): 3 clusters Score: Raw -13412.633227 + Penalty 1123.871891 = -12288.761335 nChanged 13 SP:Iteration 2F (30.494262 sec): 3 clusters Score: Raw -13426.767333 + Penalty 1124.324054 = -12302.443278 nChanged 4 SP:Iteration 3Q (30.494912 sec): 3 clusters Score: Raw -13432.684736 + Penalty 1124.223998 = -12308.460738 nChanged 3 SP:Iteration 4Q (30.495561 sec): 3 clusters Score: Raw -13436.604932 + Penalty 1123.796163 = -12312.808769 nChanged 2 SP:Iteration 5Q (30.496209 sec): 3 clusters Score: Raw -13438.628551 + Penalty 1125.336286 = -12313.292265 nChanged 2 SP:Iteration 6Q (30.496881 sec): 3 clusters Score: Raw -13440.570205 + Penalty 1125.336286 = -12315.233919 nChanged 0 SP:Iteration 7F (30.497557 sec): 3 clusters Score: Raw -13440.570205 + Penalty 1125.336286 = -12315.233919 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 23 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.498576 sec): 2 clusters Score: Raw -655.486115 + Penalty 207.045070 = -448.441045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.498810 sec): 3 clusters Score: Raw -678.429708 + Penalty 417.999982 = -260.429725 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 24 (117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.499897 sec): 2 clusters Score: Raw -4936.196294 + Penalty 222.573088 = -4713.623206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.500324 sec): 3 clusters Score: Raw -4940.880063 + Penalty 493.904173 = -4446.975890 nChanged 25 SP:Iteration 1F (30.500740 sec): 3 clusters Score: Raw -4989.527906 + Penalty 487.398697 = -4502.129209 nChanged 4 SP:Iteration 2Q (30.501138 sec): 3 clusters Score: Raw -5000.107816 + Penalty 483.032753 = -4517.075063 nChanged 2 SP:Iteration 3Q (30.501531 sec): 3 clusters Score: Raw -5008.986165 + Penalty 483.032753 = -4525.953412 nChanged 0 SP:Iteration 4F (30.501946 sec): 3 clusters Score: Raw -5008.986165 + Penalty 483.032753 = -4525.953412 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 25 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.502797 sec): 2 clusters Score: Raw -834.471855 + Penalty 290.779891 = -543.691964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.503046 sec): 3 clusters Score: Raw -863.212929 + Penalty 576.258204 = -286.954725 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 26 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.503842 sec): 2 clusters Score: Raw -51.508584 + Penalty 0.000000 = -51.508584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.504033 sec): 2 clusters Score: Raw -51.508584 + Penalty 0.000000 = -51.508584 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 27 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.504947 sec): 2 clusters Score: Raw -2077.278392 + Penalty 269.475373 = -1807.803019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.505236 sec): 3 clusters Score: Raw -2085.375442 + Penalty 543.991504 = -1541.383939 nChanged 4 SP:Iteration 1F (30.505520 sec): 3 clusters Score: Raw -2107.648694 + Penalty 543.991504 = -1563.657191 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 28 (244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.506943 sec): 2 clusters Score: Raw -11008.246280 + Penalty 349.345091 = -10658.901189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.507600 sec): 3 clusters Score: Raw -10917.376648 + Penalty 702.407763 = -10214.968885 nChanged 73 SP:Iteration 1F (30.508241 sec): 3 clusters Score: Raw -10988.554701 + Penalty 710.746454 = -10277.808246 nChanged 28 SP:Iteration 2F (30.508867 sec): 3 clusters Score: Raw -11027.582263 + Penalty 715.654381 = -10311.927881 nChanged 18 SP:Iteration 3F (30.509493 sec): 3 clusters Score: Raw -11056.790615 + Penalty 715.755288 = -10341.035327 nChanged 7 SP:Iteration 4Q (30.510106 sec): 3 clusters Score: Raw -11067.015589 + Penalty 716.475543 = -10350.540046 nChanged 5 SP:Iteration 5Q (30.510716 sec): 3 clusters Score: Raw -11071.908219 + Penalty 718.657396 = -10353.250823 nChanged 4 SP:Iteration 6Q (30.511326 sec): 3 clusters Score: Raw -11077.148590 + Penalty 721.654653 = -10355.493937 nChanged 3 SP:Iteration 7Q (30.511933 sec): 3 clusters Score: Raw -11078.735484 + Penalty 723.072602 = -10355.662882 nChanged 1 SP:Iteration 8Q (30.512539 sec): 3 clusters Score: Raw -11078.926354 + Penalty 723.072602 = -10355.853752 nChanged 0 SP:Iteration 9F (30.513167 sec): 3 clusters Score: Raw -11078.926354 + Penalty 723.072602 = -10355.853752 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 29 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.514040 sec): 2 clusters Score: Raw -460.674484 + Penalty 161.858753 = -298.815731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.514270 sec): 3 clusters Score: Raw -470.220473 + Penalty 293.690905 = -176.529569 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 30 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.515052 sec): 2 clusters Score: Raw -419.411103 + Penalty 99.390561 = -320.020542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.515276 sec): 3 clusters Score: Raw -428.066485 + Penalty 201.829303 = -226.237183 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 31 (237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.516621 sec): 2 clusters Score: Raw -7464.969695 + Penalty 790.253786 = -6674.715910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.517248 sec): 3 clusters Score: Raw -7578.701905 + Penalty 1580.446904 = -5998.255001 nChanged 56 SP:Iteration 1F (30.517866 sec): 3 clusters Score: Raw -7780.344065 + Penalty 1580.430534 = -6199.913530 nChanged 16 SP:Iteration 2F (30.518505 sec): 3 clusters Score: Raw -7859.139316 + Penalty 1581.692966 = -6277.446350 nChanged 6 SP:Iteration 3Q (30.519065 sec): 3 clusters Score: Raw -7872.011978 + Penalty 1581.692966 = -6290.319012 nChanged 0 SP:Iteration 4F (30.519681 sec): 3 clusters Score: Raw -7872.011978 + Penalty 1581.692966 = -6290.319012 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 32 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.520632 sec): 2 clusters Score: Raw -2356.663605 + Penalty 393.744637 = -1962.918968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.520961 sec): 3 clusters Score: Raw -2431.042822 + Penalty 788.851873 = -1642.190950 nChanged 1 SP:Iteration 1Q (30.521248 sec): 3 clusters Score: Raw -2432.196502 + Penalty 788.851873 = -1643.344630 nChanged 0 SP:Iteration 2F (30.521545 sec): 3 clusters Score: Raw -2432.196502 + Penalty 788.851873 = -1643.344630 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 33 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.522469 sec): 2 clusters Score: Raw -2249.252055 + Penalty 124.988499 = -2124.263556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.522776 sec): 3 clusters Score: Raw -2248.834505 + Penalty 263.196571 = -1985.637934 nChanged 11 SP:Iteration 1F (30.523077 sec): 3 clusters Score: Raw -2275.869805 + Penalty 271.771352 = -2004.098453 nChanged 4 SP:Iteration 2F (30.523378 sec): 3 clusters Score: Raw -2287.546586 + Penalty 278.808865 = -2008.737722 nChanged 1 SP:Iteration 3Q (30.523664 sec): 3 clusters Score: Raw -2289.622129 + Penalty 286.801001 = -2002.821128 nChanged 1 SP:Iteration 4F (30.523964 sec): 3 clusters Score: Raw -2292.098238 + Penalty 286.801001 = -2005.297237 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 34 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.524797 sec): 2 clusters Score: Raw -1443.535550 + Penalty 266.200328 = -1177.335221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.525059 sec): 3 clusters Score: Raw -1482.844944 + Penalty 535.617612 = -947.227332 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 35 (2126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.535337 sec): 2 clusters Score: Raw -105239.112423 + Penalty 470.362075 = -104768.750348 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.539287 sec): 3 clusters Score: Raw -103940.329709 + Penalty 941.664699 = -102998.665010 nChanged 870 SP:Iteration 1F (30.543153 sec): 3 clusters Score: Raw -104342.246973 + Penalty 940.614407 = -103401.632567 nChanged 242 SP:Iteration 2F (30.547032 sec): 3 clusters Score: Raw -104472.893777 + Penalty 941.177402 = -103531.716375 nChanged 180 SP:Iteration 3F (30.551302 sec): 3 clusters Score: Raw -104566.813708 + Penalty 943.972089 = -103622.841619 nChanged 151 SP:Iteration 4F (30.555182 sec): 3 clusters Score: Raw -104655.849446 + Penalty 949.309677 = -103706.539769 nChanged 143 SP:Iteration 5F (30.559032 sec): 3 clusters Score: Raw -104745.458357 + Penalty 957.573115 = -103787.885242 nChanged 135 SP:Iteration 6F (30.562906 sec): 3 clusters Score: Raw -104834.044045 + Penalty 965.752496 = -103868.291549 nChanged 105 SP:Iteration 7Q (30.566745 sec): 3 clusters Score: Raw -104908.125616 + Penalty 971.886790 = -103936.238827 nChanged 88 SP:Iteration 8Q (30.570585 sec): 3 clusters Score: Raw -104976.566663 + Penalty 981.391584 = -103995.175079 nChanged 73 SP:Iteration 9Q (30.574388 sec): 3 clusters Score: Raw -105037.917268 + Penalty 992.575668 = -104045.341600 nChanged 67 SP:Iteration 10F (30.578211 sec): 3 clusters Score: Raw -105093.107027 + Penalty 1004.137950 = -104088.969077 nChanged 62 SP:Iteration 11Q (30.581950 sec): 3 clusters Score: Raw -105139.138258 + Penalty 1013.152084 = -104125.986175 nChanged 41 SP:Iteration 12Q (30.585521 sec): 3 clusters Score: Raw -105170.608584 + Penalty 1020.429877 = -104150.178707 nChanged 38 SP:Iteration 13Q (30.589343 sec): 3 clusters Score: Raw -105199.965237 + Penalty 1023.592139 = -104176.373098 nChanged 27 SP:Iteration 14Q (30.592762 sec): 3 clusters Score: Raw -105214.766644 + Penalty 1031.786050 = -104182.980594 nChanged 17 SP:Iteration 15Q (30.596168 sec): 3 clusters Score: Raw -105226.813743 + Penalty 1035.864323 = -104190.949421 nChanged 13 SP:Iteration 16Q (30.599641 sec): 3 clusters Score: Raw -105234.323811 + Penalty 1044.037608 = -104190.286202 nChanged 8 SP:Iteration 17F (30.603728 sec): 3 clusters Score: Raw -105238.394517 + Penalty 1047.187606 = -104191.206910 nChanged 5 SP:Iteration 18Q (30.607036 sec): 3 clusters Score: Raw -105240.545802 + Penalty 1051.156172 = -104189.389629 nChanged 5 SP:Iteration 19F (30.610856 sec): 3 clusters Score: Raw -105243.604333 + Penalty 1058.643215 = -104184.961118 nChanged 7 SP:Iteration 20F (30.614687 sec): 3 clusters Score: Raw -105248.029197 + Penalty 1063.296836 = -104184.732361 nChanged 4 SP:Iteration 21F (30.618506 sec): 3 clusters Score: Raw -105251.503324 + Penalty 1065.528575 = -104185.974749 nChanged 5 SP:Iteration 22Q (30.621781 sec): 3 clusters Score: Raw -105254.836907 + Penalty 1066.352031 = -104188.484876 nChanged 9 SP:Iteration 23Q (30.625073 sec): 3 clusters Score: Raw -105269.459786 + Penalty 1068.404185 = -104201.055601 nChanged 5 SP:Iteration 24Q (30.628383 sec): 3 clusters Score: Raw -105277.355300 + Penalty 1065.965812 = -104211.389488 nChanged 10 SP:Iteration 25Q (30.631622 sec): 3 clusters Score: Raw -105285.338328 + Penalty 1067.388253 = -104217.950075 nChanged 3 SP:Iteration 26Q (30.634822 sec): 3 clusters Score: Raw -105287.174691 + Penalty 1067.265919 = -104219.908772 nChanged 3 SP:Iteration 27Q (30.638046 sec): 3 clusters Score: Raw -105288.639485 + Penalty 1065.409440 = -104223.230046 nChanged 2 SP:Iteration 28Q (30.641241 sec): 3 clusters Score: Raw -105289.529903 + Penalty 1065.145938 = -104224.383966 nChanged 1 SP:Iteration 29Q (30.644433 sec): 3 clusters Score: Raw -105290.975724 + Penalty 1066.876321 = -104224.099403 nChanged 2 SP:Iteration 30F (30.648372 sec): 3 clusters Score: Raw -105292.575869 + Penalty 1068.185340 = -104224.390529 nChanged 1 SP:Iteration 31Q (30.651670 sec): 3 clusters Score: Raw -105292.715178 + Penalty 1068.991901 = -104223.723277 nChanged 2 SP:Iteration 32F (30.655589 sec): 3 clusters Score: Raw -105293.068357 + Penalty 1068.991901 = -104224.076456 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 36 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.658374 sec): 2 clusters Score: Raw -1098.471798 + Penalty 203.916699 = -894.555099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.658648 sec): 3 clusters Score: Raw -1121.199987 + Penalty 393.050562 = -728.149425 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 37 (505 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.660838 sec): 2 clusters Score: Raw -23242.848742 + Penalty 131.490602 = -23111.358140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.661942 sec): 3 clusters Score: Raw -22945.420351 + Penalty 263.007826 = -22682.412524 nChanged 208 SP:Iteration 1F (30.663026 sec): 3 clusters Score: Raw -23097.520577 + Penalty 264.869501 = -22832.651077 nChanged 68 SP:Iteration 2F (30.664107 sec): 3 clusters Score: Raw -23129.372852 + Penalty 266.319267 = -22863.053585 nChanged 21 SP:Iteration 3Q (30.665179 sec): 3 clusters Score: Raw -23146.410780 + Penalty 269.082780 = -22877.328000 nChanged 22 SP:Iteration 4Q (30.666238 sec): 3 clusters Score: Raw -23159.603002 + Penalty 272.521817 = -22887.081184 nChanged 19 SP:Iteration 5Q (30.667298 sec): 3 clusters Score: Raw -23169.049263 + Penalty 276.405846 = -22892.643417 nChanged 19 SP:Iteration 6Q (30.668385 sec): 3 clusters Score: Raw -23180.221331 + Penalty 282.301530 = -22897.919801 nChanged 22 SP:Iteration 7Q (30.669451 sec): 3 clusters Score: Raw -23193.157174 + Penalty 291.366775 = -22901.790399 nChanged 20 SP:Iteration 8Q (30.670519 sec): 3 clusters Score: Raw -23204.775330 + Penalty 303.619439 = -22901.155891 nChanged 18 SP:Iteration 9F (30.671596 sec): 3 clusters Score: Raw -23214.739762 + Penalty 319.474108 = -22895.265654 nChanged 13 SP:Iteration 10F (30.672675 sec): 3 clusters Score: Raw -23227.771528 + Penalty 328.530556 = -22899.240972 nChanged 13 SP:Iteration 11Q (30.673752 sec): 3 clusters Score: Raw -23238.631770 + Penalty 342.267777 = -22896.363993 nChanged 15 SP:Iteration 12F (30.674860 sec): 3 clusters Score: Raw -23255.793326 + Penalty 355.757072 = -22900.036255 nChanged 15 SP:Iteration 13Q (30.675942 sec): 3 clusters Score: Raw -23276.181157 + Penalty 380.415943 = -22895.765215 nChanged 9 SP:Iteration 14F (30.677022 sec): 3 clusters Score: Raw -23289.445629 + Penalty 407.954090 = -22881.491539 nChanged 8 SP:Iteration 15F (30.678101 sec): 3 clusters Score: Raw -23303.624509 + Penalty 426.382133 = -22877.242376 nChanged 4 SP:Iteration 16F (30.679179 sec): 3 clusters Score: Raw -23309.627011 + Penalty 459.259729 = -22850.367283 nChanged 3 SP:Iteration 17F (30.680259 sec): 3 clusters Score: Raw -23312.093636 + Penalty 459.259729 = -22852.833907 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 38 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.681263 sec): 2 clusters Score: Raw -10143.955238 + Penalty 541.464389 = -9602.490848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.681834 sec): 3 clusters Score: Raw -10112.282484 + Penalty 1083.858825 = -9028.423659 nChanged 41 SP:Iteration 1F (30.682394 sec): 3 clusters Score: Raw -10173.668010 + Penalty 1083.918080 = -9089.749929 nChanged 8 SP:Iteration 2Q (30.682942 sec): 3 clusters Score: Raw -10185.707101 + Penalty 1082.893098 = -9102.814002 nChanged 4 SP:Iteration 3Q (30.683485 sec): 3 clusters Score: Raw -10193.744159 + Penalty 1081.791588 = -9111.952572 nChanged 5 SP:Iteration 4Q (30.684025 sec): 3 clusters Score: Raw -10206.383174 + Penalty 1081.791588 = -9124.591587 nChanged 0 SP:Iteration 5F (30.684584 sec): 3 clusters Score: Raw -10206.383174 + Penalty 1081.791588 = -9124.591587 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 39 (780 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.687782 sec): 2 clusters Score: Raw -42173.099999 + Penalty 893.261644 = -41279.838355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.689370 sec): 3 clusters Score: Raw -41891.779335 + Penalty 1788.698890 = -40103.080445 nChanged 235 SP:Iteration 1F (30.690932 sec): 3 clusters Score: Raw -42050.883402 + Penalty 1790.541863 = -40260.341539 nChanged 59 SP:Iteration 2F (30.692472 sec): 3 clusters Score: Raw -42099.308148 + Penalty 1793.011298 = -40306.296850 nChanged 37 SP:Iteration 3Q (30.693991 sec): 3 clusters Score: Raw -42123.655542 + Penalty 1795.413665 = -40328.241877 nChanged 20 SP:Iteration 4Q (30.695547 sec): 3 clusters Score: Raw -42146.314650 + Penalty 1798.245105 = -40348.069545 nChanged 15 SP:Iteration 5Q (30.697096 sec): 3 clusters Score: Raw -42159.085764 + Penalty 1799.373048 = -40359.712716 nChanged 8 SP:Iteration 6Q (30.698622 sec): 3 clusters Score: Raw -42164.977220 + Penalty 1801.209433 = -40363.767788 nChanged 5 SP:Iteration 7Q (30.700138 sec): 3 clusters Score: Raw -42171.913910 + Penalty 1805.132879 = -40366.781031 nChanged 13 SP:Iteration 8Q (30.701676 sec): 3 clusters Score: Raw -42185.665307 + Penalty 1807.945197 = -40377.720110 nChanged 15 SP:Iteration 9Q (30.703251 sec): 3 clusters Score: Raw -42200.465517 + Penalty 1809.760904 = -40390.704613 nChanged 15 SP:Iteration 10F (30.704812 sec): 3 clusters Score: Raw -42211.577109 + Penalty 1812.327121 = -40399.249989 nChanged 12 SP:Iteration 11Q (30.706328 sec): 3 clusters Score: Raw -42223.025599 + Penalty 1814.982309 = -40408.043291 nChanged 12 SP:Iteration 12Q (30.707831 sec): 3 clusters Score: Raw -42234.986087 + Penalty 1816.767209 = -40418.218877 nChanged 9 SP:Iteration 13Q (30.709372 sec): 3 clusters Score: Raw -42241.960490 + Penalty 1818.079684 = -40423.880806 nChanged 4 SP:Iteration 14Q (30.710889 sec): 3 clusters Score: Raw -42246.523573 + Penalty 1821.331678 = -40425.191895 nChanged 8 SP:Iteration 15Q (30.712389 sec): 3 clusters Score: Raw -42254.580920 + Penalty 1822.731117 = -40431.849803 nChanged 7 SP:Iteration 16Q (30.713893 sec): 3 clusters Score: Raw -42258.673161 + Penalty 1824.637666 = -40434.035495 nChanged 6 SP:Iteration 17Q (30.715457 sec): 3 clusters Score: Raw -42263.317276 + Penalty 1825.259120 = -40438.058155 nChanged 3 SP:Iteration 18Q (30.716989 sec): 3 clusters Score: Raw -42266.103971 + Penalty 1826.317112 = -40439.786858 nChanged 3 SP:Iteration 19Q (30.718533 sec): 3 clusters Score: Raw -42270.742557 + Penalty 1828.215184 = -40442.527373 nChanged 4 SP:Iteration 20F (30.720096 sec): 3 clusters Score: Raw -42274.867126 + Penalty 1829.582825 = -40445.284301 nChanged 2 SP:Iteration 21Q (30.721604 sec): 3 clusters Score: Raw -42278.135624 + Penalty 1831.315079 = -40446.820546 nChanged 4 SP:Iteration 22Q (30.723086 sec): 3 clusters Score: Raw -42283.972405 + Penalty 1831.506150 = -40452.466255 nChanged 6 SP:Iteration 23Q (30.724553 sec): 3 clusters Score: Raw -42288.899045 + Penalty 1831.522487 = -40457.376558 nChanged 3 SP:Iteration 24Q (30.726016 sec): 3 clusters Score: Raw -42291.663921 + Penalty 1829.623276 = -40462.040646 nChanged 3 SP:Iteration 25Q (30.727512 sec): 3 clusters Score: Raw -42296.383475 + Penalty 1829.891619 = -40466.491856 nChanged 2 SP:Iteration 26Q (30.728998 sec): 3 clusters Score: Raw -42298.939116 + Penalty 1829.916506 = -40469.022610 nChanged 1 SP:Iteration 27Q (30.730485 sec): 3 clusters Score: Raw -42299.933510 + Penalty 1830.168088 = -40469.765422 nChanged 2 SP:Iteration 28Q (30.731951 sec): 3 clusters Score: Raw -42301.169385 + Penalty 1829.871798 = -40471.297587 nChanged 2 SP:Iteration 29Q (30.733454 sec): 3 clusters Score: Raw -42304.126724 + Penalty 1829.561220 = -40474.565503 nChanged 1 SP:Iteration 30F (30.735013 sec): 3 clusters Score: Raw -42305.234277 + Penalty 1829.561220 = -40475.673056 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 40 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.739501 sec): 2 clusters Score: Raw -2305.823198 + Penalty 482.353549 = -1823.469650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.739838 sec): 3 clusters Score: Raw -2509.948957 + Penalty 965.445243 = -1544.503713 nChanged 3 SP:Iteration 1F (30.740149 sec): 3 clusters Score: Raw -2527.430684 + Penalty 965.445243 = -1561.985441 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 41 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.740694 sec): 2 clusters Score: Raw -1307.215101 + Penalty 380.134546 = -927.080555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.740953 sec): 3 clusters Score: Raw -1386.645408 + Penalty 761.304656 = -625.340752 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 42 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.741418 sec): 2 clusters Score: Raw -118.296689 + Penalty 83.753560 = -34.543129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.741612 sec): 2 clusters Score: Raw -118.296689 + Penalty 83.753560 = -34.543129 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 43 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.742211 sec): 2 clusters Score: Raw -2508.126375 + Penalty 406.095676 = -2102.030699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.742517 sec): 3 clusters Score: Raw -2579.827614 + Penalty 818.210764 = -1761.616849 nChanged 4 SP:Iteration 1F (30.742817 sec): 3 clusters Score: Raw -2601.514117 + Penalty 815.855350 = -1785.658767 nChanged 1 SP:Iteration 2Q (30.743101 sec): 3 clusters Score: Raw -2605.290673 + Penalty 815.855350 = -1789.435323 nChanged 0 SP:Iteration 3F (30.743400 sec): 3 clusters Score: Raw -2605.290673 + Penalty 815.855350 = -1789.435323 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 44 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.743882 sec): 2 clusters Score: Raw -436.670731 + Penalty 183.008633 = -253.662098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.744133 sec): 3 clusters Score: Raw -450.233629 + Penalty 366.017267 = -84.216362 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 45 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.744625 sec): 2 clusters Score: Raw -652.335008 + Penalty 209.977177 = -442.357830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.744856 sec): 3 clusters Score: Raw -670.892286 + Penalty 419.954355 = -250.937931 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 46 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.745380 sec): 2 clusters Score: Raw -1287.994035 + Penalty 502.532232 = -785.461803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.745639 sec): 3 clusters Score: Raw -1482.126527 + Penalty 1006.298064 = -475.828464 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 47 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.746115 sec): 2 clusters Score: Raw -327.400208 + Penalty 156.482202 = -170.918006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.746334 sec): 3 clusters Score: Raw -329.582971 + Penalty 312.964403 = -16.618567 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 48 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.746833 sec): 2 clusters Score: Raw -723.812679 + Penalty 235.941586 = -487.871092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.747066 sec): 3 clusters Score: Raw -751.192706 + Penalty 472.602180 = -278.590526 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 49 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.747780 sec): 2 clusters Score: Raw -4605.841142 + Penalty 524.792385 = -4081.048757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.748174 sec): 3 clusters Score: Raw -4677.403012 + Penalty 1051.203011 = -3626.200001 nChanged 7 SP:Iteration 1F (30.748564 sec): 3 clusters Score: Raw -4696.814552 + Penalty 1054.286502 = -3642.528050 nChanged 3 SP:Iteration 2Q (30.748941 sec): 3 clusters Score: Raw -4707.227845 + Penalty 1054.286502 = -3652.941343 nChanged 0 SP:Iteration 3F (30.749332 sec): 3 clusters Score: Raw -4707.227845 + Penalty 1054.286502 = -3652.941343 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 50 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.749812 sec): 2 clusters Score: Raw -391.812471 + Penalty 141.329413 = -250.483058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.750033 sec): 3 clusters Score: Raw -403.593261 + Penalty 294.516102 = -109.077159 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 51 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.750510 sec): 2 clusters Score: Raw -404.647946 + Penalty 224.004050 = -180.643895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.750725 sec): 3 clusters Score: Raw -404.862246 + Penalty 401.114369 = -3.747876 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 52 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.751233 sec): 2 clusters Score: Raw -874.382380 + Penalty 238.099006 = -636.283374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.751475 sec): 3 clusters Score: Raw -904.630463 + Penalty 478.747759 = -425.882704 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 53 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.751938 sec): 2 clusters Score: Raw -102.200964 + Penalty 48.607554 = -53.593410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.752159 sec): 3 clusters Score: Raw -98.297358 + Penalty 97.215109 = -1.082249 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 54 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.752673 sec): 2 clusters Score: Raw -986.346490 + Penalty 224.680280 = -761.666210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.752917 sec): 3 clusters Score: Raw -1006.979988 + Penalty 446.446397 = -560.533591 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 55 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.753413 sec): 2 clusters Score: Raw -638.371460 + Penalty 157.383594 = -480.987865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.753641 sec): 3 clusters Score: Raw -656.229203 + Penalty 310.430083 = -345.799120 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 56 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.754138 sec): 2 clusters Score: Raw -713.811615 + Penalty 233.702988 = -480.108628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.754373 sec): 3 clusters Score: Raw -742.203113 + Penalty 462.935987 = -279.267126 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 58 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.754877 sec): 2 clusters Score: Raw -905.290775 + Penalty 277.187308 = -628.103467 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.755116 sec): 3 clusters Score: Raw -927.432855 + Penalty 553.754399 = -373.678456 nChanged 1 SP:Iteration 1F (30.755351 sec): 3 clusters Score: Raw -933.186282 + Penalty 553.754399 = -379.431882 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 59 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.755827 sec): 2 clusters Score: Raw -310.690234 + Penalty 169.775015 = -140.915219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.756046 sec): 3 clusters Score: Raw -325.295210 + Penalty 339.550031 = 14.254821 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 60 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.756558 sec): 2 clusters Score: Raw -1208.969988 + Penalty 326.230547 = -882.739441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.756808 sec): 3 clusters Score: Raw -1238.567616 + Penalty 653.661519 = -584.906097 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 61 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.757282 sec): 2 clusters Score: Raw -317.630172 + Penalty 189.903728 = -127.726444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.757497 sec): 3 clusters Score: Raw -305.521193 + Penalty 373.355015 = 67.833822 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 62 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.757991 sec): 2 clusters Score: Raw -616.747900 + Penalty 89.669487 = -527.078414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.758222 sec): 3 clusters Score: Raw -629.656774 + Penalty 177.075478 = -452.581297 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 63 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.758710 sec): 2 clusters Score: Raw -561.719541 + Penalty 140.939240 = -420.780301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.758938 sec): 3 clusters Score: Raw -575.514970 + Penalty 270.350408 = -305.164562 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 64 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.759430 sec): 2 clusters Score: Raw -351.240206 + Penalty 142.125044 = -209.115162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.759649 sec): 3 clusters Score: Raw -362.367695 + Penalty 276.359303 = -86.008392 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 65 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.760142 sec): 2 clusters Score: Raw -625.632370 + Penalty 230.401938 = -395.230432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.760373 sec): 3 clusters Score: Raw -662.345634 + Penalty 470.993644 = -191.351990 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 66 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.760905 sec): 2 clusters Score: Raw -1618.684006 + Penalty 391.888580 = -1226.795426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.761166 sec): 3 clusters Score: Raw -1700.865596 + Penalty 783.192898 = -917.672698 nChanged 1 SP:Iteration 1Q (30.761415 sec): 3 clusters Score: Raw -1706.323597 + Penalty 783.192898 = -923.130699 nChanged 0 SP:Iteration 2F (30.761672 sec): 3 clusters Score: Raw -1706.323597 + Penalty 783.192898 = -923.130699 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 67 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.762253 sec): 2 clusters Score: Raw -2807.363692 + Penalty 581.703781 = -2225.659911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.762550 sec): 3 clusters Score: Raw -2948.765066 + Penalty 1163.872643 = -1784.892423 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 68 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.763041 sec): 2 clusters Score: Raw -511.966685 + Penalty 188.925002 = -323.041683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.763269 sec): 3 clusters Score: Raw -549.732064 + Penalty 383.241496 = -166.490568 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 69 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.763781 sec): 2 clusters Score: Raw -1126.530205 + Penalty 382.469992 = -744.060212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.764028 sec): 3 clusters Score: Raw -1213.359080 + Penalty 763.864931 = -449.494149 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 70 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.764522 sec): 2 clusters Score: Raw -718.938673 + Penalty 355.523002 = -363.415672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.764750 sec): 3 clusters Score: Raw -742.403843 + Penalty 707.237955 = -35.165888 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 71 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.765223 sec): 2 clusters Score: Raw -308.354902 + Penalty 221.074244 = -87.280658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.765438 sec): 3 clusters Score: Raw -304.515023 + Penalty 440.049727 = 135.534704 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 72 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.765925 sec): 2 clusters Score: Raw -533.880211 + Penalty 179.835727 = -354.044484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.766153 sec): 3 clusters Score: Raw -552.096082 + Penalty 360.337449 = -191.758633 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 73 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.766643 sec): 2 clusters Score: Raw -641.988780 + Penalty 226.552322 = -415.436458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.766888 sec): 3 clusters Score: Raw -643.897509 + Penalty 460.276191 = -183.621318 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 74 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.767374 sec): 2 clusters Score: Raw -593.628903 + Penalty 246.011087 = -347.617816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.767603 sec): 3 clusters Score: Raw -628.112252 + Penalty 492.065884 = -136.046369 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 75 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.768074 sec): 2 clusters Score: Raw -295.985002 + Penalty 164.749238 = -131.235763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.768287 sec): 3 clusters Score: Raw -286.757584 + Penalty 338.226038 = 51.468454 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 76 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.768784 sec): 2 clusters Score: Raw -787.162976 + Penalty 240.518345 = -546.644631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.769019 sec): 3 clusters Score: Raw -802.078022 + Penalty 480.527010 = -321.551012 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 77 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.769515 sec): 2 clusters Score: Raw -780.786854 + Penalty 247.579868 = -533.206986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.769750 sec): 3 clusters Score: Raw -808.152682 + Penalty 469.143955 = -339.008728 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 78 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.770216 sec): 2 clusters Score: Raw -169.298532 + Penalty 93.999714 = -75.298818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.770427 sec): 3 clusters Score: Raw -162.271498 + Penalty 191.961858 = 29.690360 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 79 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.770893 sec): 2 clusters Score: Raw -228.300342 + Penalty 132.338507 = -95.961835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.771106 sec): 3 clusters Score: Raw -220.803227 + Penalty 278.234198 = 57.430971 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 80 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.771571 sec): 2 clusters Score: Raw -167.073625 + Penalty 84.936889 = -82.136736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.771778 sec): 3 clusters Score: Raw -160.839727 + Penalty 169.766611 = 8.926885 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 81 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.772250 sec): 2 clusters Score: Raw -261.765951 + Penalty 127.837501 = -133.928450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.772468 sec): 3 clusters Score: Raw -265.676705 + Penalty 262.141533 = -3.535172 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 82 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.772991 sec): 2 clusters Score: Raw -1380.399647 + Penalty 339.562141 = -1040.837506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.773248 sec): 3 clusters Score: Raw -1427.254646 + Penalty 679.499422 = -747.755225 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 83 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.773703 sec): 2 clusters Score: Raw -54.373933 + Penalty 0.000000 = -54.373933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.773902 sec): 2 clusters Score: Raw -54.373933 + Penalty 0.000000 = -54.373933 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 84 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.774416 sec): 2 clusters Score: Raw -1057.569000 + Penalty 315.436681 = -742.132318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.774664 sec): 3 clusters Score: Raw -1111.666885 + Penalty 629.355583 = -482.311303 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 86 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.775174 sec): 2 clusters Score: Raw -957.966204 + Penalty 452.919469 = -505.046735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.775419 sec): 3 clusters Score: Raw -1139.913391 + Penalty 909.040288 = -230.873104 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 87 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.775894 sec): 2 clusters Score: Raw -315.735196 + Penalty 181.123924 = -134.611271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.776111 sec): 3 clusters Score: Raw -328.772640 + Penalty 362.267640 = 33.495000 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 88 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.776577 sec): 2 clusters Score: Raw -172.249515 + Penalty 110.814105 = -61.435410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.776790 sec): 3 clusters Score: Raw -164.597115 + Penalty 223.537830 = 58.940715 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 89 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.777257 sec): 2 clusters Score: Raw -163.198089 + Penalty 85.823221 = -77.374868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.777467 sec): 3 clusters Score: Raw -158.921137 + Penalty 162.417506 = 3.496369 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 91 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.777938 sec): 2 clusters Score: Raw -282.203772 + Penalty 146.289624 = -135.914147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.778153 sec): 3 clusters Score: Raw -275.862035 + Penalty 305.049416 = 29.187381 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 92 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.778629 sec): 2 clusters Score: Raw -354.197299 + Penalty 217.778034 = -136.419265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.778846 sec): 3 clusters Score: Raw -353.763108 + Penalty 450.928897 = 97.165789 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 93 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.779308 sec): 2 clusters Score: Raw -107.289223 + Penalty 50.752665 = -56.536558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.779512 sec): 3 clusters Score: Raw -102.079319 + Penalty 101.505330 = -0.573989 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 94 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.779977 sec): 2 clusters Score: Raw -179.140576 + Penalty 140.177370 = -38.963206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.780188 sec): 3 clusters Score: Raw -172.121059 + Penalty 292.929495 = 120.808436 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 95 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.780670 sec): 2 clusters Score: Raw -213.844190 + Penalty 120.644345 = -93.199845 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.780882 sec): 3 clusters Score: Raw -209.399148 + Penalty 281.365454 = 71.966306 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 96 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.781396 sec): 2 clusters Score: Raw -973.843818 + Penalty 210.473556 = -763.370262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.781645 sec): 3 clusters Score: Raw -1001.021491 + Penalty 414.021578 = -586.999913 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 97 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.782117 sec): 2 clusters Score: Raw -307.263193 + Penalty 190.190102 = -117.073091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.782334 sec): 3 clusters Score: Raw -298.830263 + Penalty 371.317686 = 72.487422 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 98 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.782808 sec): 2 clusters Score: Raw -329.228071 + Penalty 177.290405 = -151.937666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.783025 sec): 3 clusters Score: Raw -325.237749 + Penalty 395.955769 = 70.718019 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 99 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.783510 sec): 2 clusters Score: Raw -585.512290 + Penalty 254.991480 = -330.520810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.783736 sec): 3 clusters Score: Raw -590.323821 + Penalty 515.307442 = -75.016379 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 100 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.784209 sec): 2 clusters Score: Raw -352.450482 + Penalty 166.256895 = -186.193588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.784428 sec): 3 clusters Score: Raw -343.699794 + Penalty 332.513789 = -11.186005 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 101 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.784903 sec): 2 clusters Score: Raw -396.541900 + Penalty 186.646468 = -209.895432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.785122 sec): 3 clusters Score: Raw -391.828644 + Penalty 384.689765 = -7.138879 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 102 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.785626 sec): 2 clusters Score: Raw -882.792172 + Penalty 303.981901 = -578.810271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.785867 sec): 3 clusters Score: Raw -935.585758 + Penalty 605.031679 = -330.554080 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 103 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.786351 sec): 2 clusters Score: Raw -586.717967 + Penalty 295.373414 = -291.344553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.786576 sec): 3 clusters Score: Raw -606.658756 + Penalty 590.746827 = -15.911929 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 104 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.787053 sec): 2 clusters Score: Raw -341.915751 + Penalty 193.902431 = -148.013319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.787269 sec): 3 clusters Score: Raw -339.557791 + Penalty 381.970556 = 42.412765 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 105 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.787746 sec): 2 clusters Score: Raw -115.935300 + Penalty 74.589437 = -41.345864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.787939 sec): 2 clusters Score: Raw -115.935300 + Penalty 74.589437 = -41.345864 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 106 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.788407 sec): 2 clusters Score: Raw -217.310452 + Penalty 136.858236 = -80.452217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.788620 sec): 3 clusters Score: Raw -214.951108 + Penalty 301.210553 = 86.259445 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 107 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.789078 sec): 2 clusters Score: Raw -54.142148 + Penalty 0.000000 = -54.142148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.789267 sec): 2 clusters Score: Raw -54.142148 + Penalty 0.000000 = -54.142148 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 (30.789743 sec): 2 clusters Score: Raw -438.911830 + Penalty 266.980313 = -171.931517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.789963 sec): 3 clusters Score: Raw -438.764413 + Penalty 534.145362 = 95.380949 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 109 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.790419 sec): 2 clusters Score: Raw -54.924163 + Penalty 0.000000 = -54.924163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.790610 sec): 2 clusters Score: Raw -54.924163 + Penalty 0.000000 = -54.924163 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 110 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.791082 sec): 2 clusters Score: Raw -301.288922 + Penalty 181.908133 = -119.380789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.791298 sec): 3 clusters Score: Raw -294.033258 + Penalty 360.672556 = 66.639299 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 111 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.791770 sec): 2 clusters Score: Raw -289.713769 + Penalty 152.424128 = -137.289641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.791984 sec): 3 clusters Score: Raw -286.000127 + Penalty 306.407656 = 20.407529 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 112 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.792452 sec): 2 clusters Score: Raw -176.544342 + Penalty 135.935585 = -40.608757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.792647 sec): 2 clusters Score: Raw -176.544342 + Penalty 135.935585 = -40.608757 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 113 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.793108 sec): 2 clusters Score: Raw -113.511548 + Penalty 67.521645 = -45.989903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.793315 sec): 3 clusters Score: Raw -104.648012 + Penalty 135.043290 = 30.395279 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 114 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.793787 sec): 2 clusters Score: Raw -275.132189 + Penalty 121.663945 = -153.468244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.794002 sec): 3 clusters Score: Raw -271.899554 + Penalty 242.295642 = -29.603912 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 115 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.794482 sec): 2 clusters Score: Raw -230.010919 + Penalty 139.857393 = -90.153526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.794696 sec): 3 clusters Score: Raw -227.306035 + Penalty 296.035448 = 68.729413 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 116 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.795173 sec): 2 clusters Score: Raw -429.394437 + Penalty 198.221406 = -231.173031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.795396 sec): 3 clusters Score: Raw -442.251921 + Penalty 394.070786 = -48.181135 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 117 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.795856 sec): 2 clusters Score: Raw -107.586077 + Penalty 51.474814 = -56.111263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.796062 sec): 3 clusters Score: Raw -101.501586 + Penalty 102.949628 = 1.448043 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 118 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.796566 sec): 2 clusters Score: Raw -945.107126 + Penalty 357.738881 = -587.368246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.796807 sec): 3 clusters Score: Raw -976.939937 + Penalty 720.502395 = -256.437542 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 119 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.797275 sec): 2 clusters Score: Raw -234.717711 + Penalty 140.247865 = -94.469846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.797488 sec): 3 clusters Score: Raw -226.789435 + Penalty 280.495730 = 53.706295 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 120 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.797957 sec): 2 clusters Score: Raw -188.053272 + Penalty 151.837372 = -36.215900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.798152 sec): 2 clusters Score: Raw -188.053272 + Penalty 151.837372 = -36.215900 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 121 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.798651 sec): 2 clusters Score: Raw -745.528197 + Penalty 279.041532 = -466.486665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.798887 sec): 3 clusters Score: Raw -785.673187 + Penalty 554.360036 = -231.313152 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 122 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.799355 sec): 2 clusters Score: Raw -222.308670 + Penalty 140.993142 = -81.315528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.799567 sec): 3 clusters Score: Raw -220.629683 + Penalty 296.507205 = 75.877522 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 123 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.800064 sec): 2 clusters Score: Raw -880.212143 + Penalty 373.742241 = -506.469903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.800300 sec): 3 clusters Score: Raw -928.757578 + Penalty 745.467793 = -183.289786 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 125 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.800763 sec): 2 clusters Score: Raw -162.533532 + Penalty 60.668056 = -101.865476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.800957 sec): 2 clusters Score: Raw -162.533532 + Penalty 60.668056 = -101.865476 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 126 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.801449 sec): 2 clusters Score: Raw -238.292414 + Penalty 177.938226 = -60.354188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.801662 sec): 3 clusters Score: Raw -230.892795 + Penalty 355.876451 = 124.983657 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 128 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.802130 sec): 2 clusters Score: Raw -207.198489 + Penalty 89.566272 = -117.632217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.802343 sec): 3 clusters Score: Raw -208.448358 + Penalty 179.132544 = -29.315814 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 129 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.802838 sec): 2 clusters Score: Raw -803.986207 + Penalty 278.333016 = -525.653191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.803072 sec): 3 clusters Score: Raw -826.854782 + Penalty 556.666031 = -270.188750 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 130 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.803540 sec): 2 clusters Score: Raw -219.702559 + Penalty 127.776477 = -91.926082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.803753 sec): 3 clusters Score: Raw -215.696174 + Penalty 268.972240 = 53.276066 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 131 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.804268 sec): 2 clusters Score: Raw -1079.912863 + Penalty 443.930952 = -635.981910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.804516 sec): 3 clusters Score: Raw -1187.851555 + Penalty 893.375156 = -294.476400 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 132 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.805003 sec): 2 clusters Score: Raw -561.723261 + Penalty 200.438138 = -361.285122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.805230 sec): 3 clusters Score: Raw -574.017029 + Penalty 393.798455 = -180.218575 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 133 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.805693 sec): 2 clusters Score: Raw -120.325771 + Penalty 93.967192 = -26.358579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.805901 sec): 3 clusters Score: Raw -110.443403 + Penalty 187.934385 = 77.490982 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 134 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.806372 sec): 2 clusters Score: Raw -245.543251 + Penalty 83.099050 = -162.444200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.806588 sec): 3 clusters Score: Raw -249.233802 + Penalty 164.522421 = -84.711381 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 135 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.807055 sec): 2 clusters Score: Raw -167.176053 + Penalty 87.275859 = -79.900194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.807265 sec): 3 clusters Score: Raw -160.278898 + Penalty 191.897151 = 31.618253 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 136 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.807727 sec): 2 clusters Score: Raw -114.050968 + Penalty 77.494151 = -36.556817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.807920 sec): 2 clusters Score: Raw -114.050968 + Penalty 77.494151 = -36.556817 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 137 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.808420 sec): 2 clusters Score: Raw -683.942861 + Penalty 323.294461 = -360.648400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.808646 sec): 3 clusters Score: Raw -663.290448 + Penalty 644.746419 = -18.544029 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 139 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.809128 sec): 2 clusters Score: Raw -479.625812 + Penalty 175.952202 = -303.673609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.809351 sec): 3 clusters Score: Raw -482.785406 + Penalty 375.645857 = -107.139549 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 140 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.809834 sec): 2 clusters Score: Raw -535.947982 + Penalty 204.193612 = -331.754369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.810060 sec): 3 clusters Score: Raw -552.481629 + Penalty 404.282517 = -148.199112 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 141 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.810533 sec): 2 clusters Score: Raw -294.424912 + Penalty 131.908915 = -162.515997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.810751 sec): 3 clusters Score: Raw -313.013575 + Penalty 263.817830 = -49.195745 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 143 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.811226 sec): 2 clusters Score: Raw -343.650396 + Penalty 163.393822 = -180.256574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.811443 sec): 3 clusters Score: Raw -342.206596 + Penalty 320.065109 = -22.141486 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 145 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.811941 sec): 2 clusters Score: Raw -876.356594 + Penalty 237.693905 = -638.662689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.812177 sec): 3 clusters Score: Raw -891.371958 + Penalty 476.833925 = -414.538034 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 146 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.812649 sec): 2 clusters Score: Raw -262.983180 + Penalty 136.337155 = -126.646025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.812862 sec): 3 clusters Score: Raw -266.128376 + Penalty 274.182744 = 8.054368 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 147 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.813329 sec): 2 clusters Score: Raw -211.006296 + Penalty 107.097803 = -103.908493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.813541 sec): 3 clusters Score: Raw -207.523326 + Penalty 214.172775 = 6.649449 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 149 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.814006 sec): 2 clusters Score: Raw -169.258193 + Penalty 109.755754 = -59.502440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.814201 sec): 2 clusters Score: Raw -169.258193 + Penalty 109.755754 = -59.502440 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 150 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.814659 sec): 2 clusters Score: Raw -55.050690 + Penalty 0.000000 = -55.050690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.814848 sec): 2 clusters Score: Raw -55.050690 + Penalty 0.000000 = -55.050690 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 151 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.815342 sec): 2 clusters Score: Raw -483.224067 + Penalty 237.250749 = -245.973318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.815564 sec): 3 clusters Score: Raw -481.274600 + Penalty 485.550283 = 4.275683 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 152 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.816048 sec): 2 clusters Score: Raw -508.938853 + Penalty 186.101655 = -322.837198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.816274 sec): 3 clusters Score: Raw -537.847030 + Penalty 372.203310 = -165.643720 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 153 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.816744 sec): 2 clusters Score: Raw -227.976519 + Penalty 148.870356 = -79.106163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.816957 sec): 3 clusters Score: Raw -225.082599 + Penalty 297.740713 = 72.658114 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 154 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.817423 sec): 2 clusters Score: Raw -176.563383 + Penalty 124.934488 = -51.628895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.817632 sec): 3 clusters Score: Raw -168.636112 + Penalty 236.893942 = 68.257831 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 155 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.818096 sec): 2 clusters Score: Raw -109.469629 + Penalty 57.722546 = -51.747083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.818300 sec): 3 clusters Score: Raw -102.785197 + Penalty 115.445092 = 12.659895 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 157 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.818757 sec): 2 clusters Score: Raw -53.405409 + Penalty 0.000000 = -53.405409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.818947 sec): 2 clusters Score: Raw -53.405409 + Penalty 0.000000 = -53.405409 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 158 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.819402 sec): 2 clusters Score: Raw -48.390422 + Penalty 0.000000 = -48.390422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.819592 sec): 2 clusters Score: Raw -48.390422 + Penalty 0.000000 = -48.390422 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 159 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.820057 sec): 2 clusters Score: Raw -177.727289 + Penalty 124.901785 = -52.825504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.820267 sec): 3 clusters Score: Raw -170.197480 + Penalty 254.599614 = 84.402134 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 160 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.820732 sec): 2 clusters Score: Raw -172.937523 + Penalty 140.817343 = -32.120181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.820928 sec): 2 clusters Score: Raw -172.937523 + Penalty 140.817343 = -32.120181 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 (30.821393 sec): 2 clusters Score: Raw -178.054306 + Penalty 126.653789 = -51.400517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.821589 sec): 2 clusters Score: Raw -178.054306 + Penalty 126.653789 = -51.400517 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 (30.822068 sec): 2 clusters Score: Raw -175.626927 + Penalty 126.727472 = -48.899455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.822263 sec): 2 clusters Score: Raw -175.626927 + Penalty 126.727472 = -48.899455 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 164 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.822725 sec): 2 clusters Score: Raw -115.056235 + Penalty 78.349205 = -36.707030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.822919 sec): 2 clusters Score: Raw -115.056235 + Penalty 78.349205 = -36.707030 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 165 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.823379 sec): 2 clusters Score: Raw -117.029227 + Penalty 86.304767 = -30.724460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.823588 sec): 3 clusters Score: Raw -107.842044 + Penalty 172.609534 = 64.767490 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 166 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.824045 sec): 2 clusters Score: Raw -52.953242 + Penalty 0.000000 = -52.953242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.824235 sec): 2 clusters Score: Raw -52.953242 + Penalty 0.000000 = -52.953242 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 167 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.824706 sec): 2 clusters Score: Raw -306.569563 + Penalty 210.690557 = -95.879006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.824921 sec): 3 clusters Score: Raw -297.563532 + Penalty 417.397805 = 119.834273 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 168 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.825388 sec): 2 clusters Score: Raw -234.213124 + Penalty 149.782709 = -84.430414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.825601 sec): 3 clusters Score: Raw -228.154916 + Penalty 299.565418 = 71.410502 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 171 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.826062 sec): 2 clusters Score: Raw -114.752580 + Penalty 79.348914 = -35.403666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.826268 sec): 3 clusters Score: Raw -107.751720 + Penalty 158.697828 = 50.946108 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 172 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.826730 sec): 2 clusters Score: Raw -120.603805 + Penalty 95.752046 = -24.851758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.826923 sec): 2 clusters Score: Raw -120.603805 + Penalty 95.752046 = -24.851758 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 173 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.827384 sec): 2 clusters Score: Raw -114.625490 + Penalty 70.963657 = -43.661833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.827591 sec): 3 clusters Score: Raw -105.773205 + Penalty 141.927313 = 36.154108 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 175 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.828052 sec): 2 clusters Score: Raw -117.363796 + Penalty 83.868460 = -33.495337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.828258 sec): 3 clusters Score: Raw -107.678338 + Penalty 167.736919 = 60.058581 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 176 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.828734 sec): 2 clusters Score: Raw -115.753049 + Penalty 81.412907 = -34.340142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.828928 sec): 2 clusters Score: Raw -115.753049 + Penalty 81.412907 = -34.340142 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 178 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.829388 sec): 2 clusters Score: Raw -113.676237 + Penalty 66.937985 = -46.738253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.829583 sec): 2 clusters Score: Raw -113.676237 + Penalty 66.937985 = -46.738253 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 179 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.830039 sec): 2 clusters Score: Raw -55.188467 + Penalty 0.000000 = -55.188467 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.830228 sec): 2 clusters Score: Raw -55.188467 + Penalty 0.000000 = -55.188467 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 180 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.830715 sec): 2 clusters Score: Raw -620.978152 + Penalty 247.510361 = -373.467791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.830942 sec): 3 clusters Score: Raw -631.585198 + Penalty 492.211764 = -139.373434 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 182 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.831400 sec): 2 clusters Score: Raw -55.001771 + Penalty 0.000000 = -55.001771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.831589 sec): 2 clusters Score: Raw -55.001771 + Penalty 0.000000 = -55.001771 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 184 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.832056 sec): 2 clusters Score: Raw -178.290689 + Penalty 122.720724 = -55.569965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.832266 sec): 3 clusters Score: Raw -169.401069 + Penalty 249.286654 = 79.885585 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 185 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.832727 sec): 2 clusters Score: Raw -116.233504 + Penalty 89.325524 = -26.907980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.832934 sec): 3 clusters Score: Raw -107.551627 + Penalty 178.651047 = 71.099420 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 187 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.833394 sec): 2 clusters Score: Raw -118.802791 + Penalty 90.841114 = -27.961677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.833588 sec): 2 clusters Score: Raw -118.802791 + Penalty 90.841114 = -27.961677 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 190 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.834049 sec): 2 clusters Score: Raw -116.139875 + Penalty 81.177338 = -34.962537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.834255 sec): 3 clusters Score: Raw -107.450366 + Penalty 162.354676 = 54.904310 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 191 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.834714 sec): 2 clusters Score: Raw -55.269111 + Penalty 0.000000 = -55.269111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.834903 sec): 2 clusters Score: Raw -55.269111 + Penalty 0.000000 = -55.269111 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 192 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.835374 sec): 2 clusters Score: Raw -55.005390 + Penalty 0.000000 = -55.005390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.835563 sec): 2 clusters Score: Raw -55.005390 + Penalty 0.000000 = -55.005390 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 194 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.836020 sec): 2 clusters Score: Raw -52.675229 + Penalty 0.000000 = -52.675229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.836210 sec): 2 clusters Score: Raw -52.675229 + Penalty 0.000000 = -52.675229 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 196 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.836669 sec): 2 clusters Score: Raw -53.943420 + Penalty 0.000000 = -53.943420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.836858 sec): 2 clusters Score: Raw -53.943420 + Penalty 0.000000 = -53.943420 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 197 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.837323 sec): 2 clusters Score: Raw -180.512557 + Penalty 134.170849 = -46.341709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.837519 sec): 2 clusters Score: Raw -180.512557 + Penalty 134.170849 = -46.341709 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 198 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.837986 sec): 2 clusters Score: Raw -221.292369 + Penalty 97.516465 = -123.775904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.838199 sec): 3 clusters Score: Raw -215.204084 + Penalty 193.230072 = -21.974012 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 199 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.838653 sec): 2 clusters Score: Raw -53.451580 + Penalty 0.000000 = -53.451580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.838841 sec): 2 clusters Score: Raw -53.451580 + Penalty 0.000000 = -53.451580 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 200 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.839299 sec): 2 clusters Score: Raw -53.549602 + Penalty 0.000000 = -53.549602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.839488 sec): 2 clusters Score: Raw -53.549602 + Penalty 0.000000 = -53.549602 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 202 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.839944 sec): 2 clusters Score: Raw -55.797673 + Penalty 0.000000 = -55.797673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.840135 sec): 2 clusters Score: Raw -55.797673 + Penalty 0.000000 = -55.797673 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 203 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.840589 sec): 2 clusters Score: Raw -52.692582 + Penalty 0.000000 = -52.692582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.840778 sec): 2 clusters Score: Raw -52.692582 + Penalty 0.000000 = -52.692582 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 204 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.841231 sec): 2 clusters Score: Raw -55.194470 + Penalty 0.000000 = -55.194470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.841420 sec): 2 clusters Score: Raw -55.194470 + Penalty 0.000000 = -55.194470 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 205 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.841890 sec): 2 clusters Score: Raw -53.385433 + Penalty 0.000000 = -53.385433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.842080 sec): 2 clusters Score: Raw -53.385433 + Penalty 0.000000 = -53.385433 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 206 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.842536 sec): 2 clusters Score: Raw -55.463148 + Penalty 0.000000 = -55.463148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.842725 sec): 2 clusters Score: Raw -55.463148 + Penalty 0.000000 = -55.463148 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 207 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.843179 sec): 2 clusters Score: Raw -52.824605 + Penalty 0.000000 = -52.824605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.843365 sec): 2 clusters Score: Raw -52.824605 + Penalty 0.000000 = -52.824605 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 209 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.843827 sec): 2 clusters Score: Raw -118.184830 + Penalty 83.849027 = -34.335803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.844021 sec): 2 clusters Score: Raw -118.184830 + Penalty 83.849027 = -34.335803 nChanged 0 Deleting Class 202 (1 points): Lose 15.340643 but Gain 1406.280251 Iteration 20F (33.696988 sec): 187 clusters Score: Raw -1446086.268179 + Penalty 186432.540164 = -1259653.728015 nChanged 334 Deleting Class 120 (3 points): Lose 52.629607 but Gain 1437.725274 Iteration 21Q (33.934526 sec): 186 clusters Score: Raw -1446137.958336 + Penalty 185023.933851 = -1261114.024485 nChanged 208 Deleting Class 191 (1 points): Lose 25.018143 but Gain 1406.478802 Iteration 22Q (34.153329 sec): 185 clusters Score: Raw -1446177.199881 + Penalty 183631.301394 = -1262545.898487 nChanged 138 Deleting Class 150 (1 points): Lose 10.954306 but Gain 1380.937727 Iteration 23Q (34.367232 sec): 184 clusters Score: Raw -1446215.814632 + Penalty 182259.515998 = -1263956.298634 nChanged 98 Deleting Class 172 (2 points): Lose 67.543927 but Gain 1437.024869 Iteration 24Q (34.574025 sec): 183 clusters Score: Raw -1446174.335024 + Penalty 180915.235020 = -1265259.100005 nChanged 77 Deleting Class 70 (12 points): Lose 132.217767 but Gain 1488.330244 Iteration 25Q (34.779026 sec): 182 clusters Score: Raw -1446082.964958 + Penalty 179444.959871 = -1266638.005088 nChanged 72 Deleting Class 133 (2 points): Lose 61.528812 but Gain 1410.238190 Iteration 26Q (34.979494 sec): 181 clusters Score: Raw -1446077.703798 + Penalty 178155.715764 = -1267921.988034 nChanged 63 Deleting Class 137 (10 points): Lose 113.849295 but Gain 1460.576324 Iteration 27Q (35.176672 sec): 180 clusters Score: Raw -1446039.771383 + Penalty 176700.030001 = -1269339.741382 nChanged 53 Deleting Class 179 (1 points): Lose 4.788878 but Gain 1345.634812 Iteration 28Q (35.370422 sec): 179 clusters Score: Raw -1446089.469904 + Penalty 175357.294588 = -1270732.175317 nChanged 40 Deleting Class 71 (5 points): Lose 88.335268 but Gain 1428.912393 Iteration 29Q (35.564400 sec): 178 clusters Score: Raw -1446033.833083 + Penalty 174073.501190 = -1271960.331893 nChanged 30 Deleting Class 46 (26 points): Lose 263.823339 but Gain 1604.507145 Iteration 30F (38.240699 sec): 177 clusters Score: Raw -1445813.552920 + Penalty 172481.843179 = -1273331.709740 nChanged 45 Deleting Class 107 (1 points): Lose 22.176776 but Gain 1357.548750 Iteration 31Q (38.441722 sec): 176 clusters Score: Raw -1445845.922358 + Penalty 171123.107856 = -1274722.814502 nChanged 12 Deleting Class 187 (2 points): Lose 33.469428 but Gain 1363.322722 Iteration 32Q (38.640412 sec): 175 clusters Score: Raw -1445819.681475 + Penalty 169790.011176 = -1276029.670299 nChanged 6 Deleting Class 192 (2 points): Lose 29.096387 but Gain 1355.735947 Iteration 33Q (38.845905 sec): 174 clusters Score: Raw -1445800.945346 + Penalty 168434.692285 = -1277366.253061 nChanged 5 Deleting Class 185 (2 points): Lose 19.066718 but Gain 1340.577083 Iteration 34Q (39.031697 sec): 173 clusters Score: Raw -1445785.230732 + Penalty 167118.876325 = -1278666.354408 nChanged 5 Deleting Class 108 (7 points): Lose 109.928691 but Gain 1427.243704 Iteration 35Q (39.220306 sec): 172 clusters Score: Raw -1445683.082838 + Penalty 165716.736822 = -1279966.346015 nChanged 10 Deleting Class 206 (1 points): Lose 4.574681 but Gain 1318.128717 Iteration 36Q (39.407546 sec): 171 clusters Score: Raw -1445696.994788 + Penalty 164401.967362 = -1281295.027426 nChanged 5 Deleting Class 67 (48 points): Lose 252.432891 but Gain 1563.139889 Iteration 37Q (39.591666 sec): 170 clusters Score: Raw -1445456.028490 + Penalty 162886.654996 = -1282569.373494 nChanged 51 Deleting Class 160 (3 points): Lose 35.834324 but Gain 1333.378274 Iteration 38Q (39.781612 sec): 169 clusters Score: Raw -1445506.282998 + Penalty 161663.075767 = -1283843.207230 nChanged 8 Deleting Class 167 (5 points): Lose 67.639005 but Gain 1361.797475 Iteration 39Q (39.968763 sec): 168 clusters Score: Raw -1445463.964951 + Penalty 160364.756657 = -1285099.208295 nChanged 6 Deleting Class 165 (2 points): Lose 19.614825 but Gain 1295.242260 Iteration 40F (42.515411 sec): 167 clusters Score: Raw -1445478.836990 + Penalty 159097.091078 = -1286381.745912 nChanged 5 Deleting Class 94 (3 points): Lose 53.905064 but Gain 1327.318462 Iteration 41Q (42.697832 sec): 166 clusters Score: Raw -1445436.193514 + Penalty 157778.954853 = -1287657.238660 nChanged 5 Deleting Class 123 (15 points): Lose 163.783180 but Gain 1435.678365 Iteration 42Q (42.878469 sec): 165 clusters Score: Raw -1445279.655297 + Penalty 156523.919705 = -1288755.735592 nChanged 16 Deleting Class 126 (4 points): Lose 79.023770 but Gain 1335.228152 Iteration 43Q (43.060448 sec): 164 clusters Score: Raw -1445281.147342 + Penalty 155234.764056 = -1290046.383286 nChanged 7 Deleting Class 112 (3 points): Lose 35.177360 but Gain 1287.153640 Iteration 44Q (43.251511 sec): 163 clusters Score: Raw -1445281.781350 + Penalty 153982.497476 = -1291299.283874 nChanged 7 Deleting Class 157 (2 points): Lose 28.872505 but Gain 1277.298069 Iteration 45Q (43.431458 sec): 162 clusters Score: Raw -1445270.230101 + Penalty 152706.925212 = -1292563.304889 nChanged 5 Deleting Class 175 (2 points): Lose 12.853743 but Gain 1258.678711 Iteration 46Q (43.611299 sec): 161 clusters Score: Raw -1445263.752021 + Penalty 151452.415373 = -1293811.336647 nChanged 5 Deleting Class 86 (19 points): Lose 339.192869 but Gain 1574.186922 Iteration 47Q (43.788393 sec): 160 clusters Score: Raw -1444931.303912 + Penalty 149927.706532 = -1295003.597380 nChanged 21 Deleting Class 182 (1 points): Lose 17.407250 but Gain 1252.226720 Iteration 48Q (43.969216 sec): 159 clusters Score: Raw -1445012.081155 + Penalty 148796.908102 = -1296215.173053 nChanged 15 Deleting Class 197 (3 points): Lose 37.269133 but Gain 1270.443618 Iteration 49Q (44.148492 sec): 158 clusters Score: Raw -1445035.749952 + Penalty 147646.137742 = -1297389.612210 nChanged 17 Deleting Class 42 (2 points): Lose 24.683845 but Gain 1256.954329 Iteration 50F (46.534829 sec): 157 clusters Score: Raw -1445067.418429 + Penalty 146424.727627 = -1298642.690802 nChanged 8 Deleting Class 103 (10 points): Lose 121.924563 but Gain 1334.434910 Iteration 51Q (46.710771 sec): 156 clusters Score: Raw -1444971.486154 + Penalty 145158.485208 = -1299813.000946 nChanged 14 Deleting Class 109 (1 points): Lose 3.161913 but Gain 1215.240661 Iteration 52Q (46.909394 sec): 155 clusters Score: Raw -1445012.537445 + Penalty 143965.266048 = -1301047.271397 nChanged 5 Deleting Class 190 (2 points): Lose 16.538545 but Gain 1218.290973 Iteration 53Q (47.085383 sec): 154 clusters Score: Raw -1445015.491793 + Penalty 142756.274752 = -1302259.217041 nChanged 4 Deleting Class 209 (2 points): Lose 59.609259 but Gain 1258.387076 Iteration 54Q (47.262038 sec): 153 clusters Score: Raw -1444961.258575 + Penalty 141510.193618 = -1303451.064957 nChanged 2 Deleting Class 200 (1 points): Lose 6.129859 but Gain 1204.589589 Iteration 55Q (47.435027 sec): 152 clusters Score: Raw -1444970.506442 + Penalty 140379.504920 = -1304591.001521 nChanged 6 Deleting Class 204 (1 points): Lose 32.347751 but Gain 1225.196604 Iteration 56Q (47.607749 sec): 151 clusters Score: Raw -1444958.090161 + Penalty 139178.891722 = -1305779.198439 nChanged 2 Deleting Class 196 (1 points): Lose 13.435735 but Gain 1195.898398 Iteration 57Q (47.788994 sec): 150 clusters Score: Raw -1444971.421027 + Penalty 137998.040825 = -1306973.380202 nChanged 2 Deleting Class 176 (2 points): Lose 39.936038 but Gain 1221.826342 Iteration 58Q (47.963299 sec): 149 clusters Score: Raw -1444935.402656 + Penalty 136832.545547 = -1308102.857109 nChanged 2 Deleting Class 118 (17 points): Lose 138.111372 but Gain 1313.495372 Iteration 59Q (48.133886 sec): 148 clusters Score: Raw -1444808.503266 + Penalty 135610.909637 = -1309197.593629 nChanged 17 Deleting Class 13 (38 points): Lose 169.723284 but Gain 1345.033989 Iteration 60F (50.370659 sec): 147 clusters Score: Raw -1444679.853812 + Penalty 134319.702395 = -1310360.151417 nChanged 41 Deleting Class 69 (22 points): Lose 141.935087 but Gain 1316.908714 Iteration 61Q (50.545438 sec): 146 clusters Score: Raw -1444614.802962 + Penalty 133046.268688 = -1311568.534275 nChanged 26 Deleting Class 166 (1 points): Lose 8.044200 but Gain 1182.280211 Iteration 62Q (50.718240 sec): 145 clusters Score: Raw -1444653.414818 + Penalty 131847.675133 = -1312805.739686 nChanged 5 Deleting Class 161 (3 points): Lose 31.867375 but Gain 1199.265705 Iteration 63Q (50.889014 sec): 144 clusters Score: Raw -1444629.195191 + Penalty 130697.295810 = -1313931.899381 nChanged 8 Deleting Class 92 (6 points): Lose 97.847843 but Gain 1264.375425 Iteration 64Q (51.060057 sec): 143 clusters Score: Raw -1444543.617895 + Penalty 129462.548373 = -1315081.069522 nChanged 12 Deleting Class 61 (5 points): Lose 64.291295 but Gain 1227.441903 Iteration 65Q (51.232813 sec): 142 clusters Score: Raw -1444506.914263 + Penalty 128244.824376 = -1316262.089888 nChanged 13 Deleting Class 151 (9 points): Lose 76.522454 but Gain 1238.333214 Iteration 66Q (51.402131 sec): 141 clusters Score: Raw -1444444.309985 + Penalty 127012.402949 = -1317431.907036 nChanged 13 Deleting Class 162 (3 points): Lose 41.861625 but Gain 1199.963397 Iteration 67Q (51.570467 sec): 140 clusters Score: Raw -1444416.443397 + Penalty 125905.909003 = -1318510.534394 nChanged 4 Deleting Class 164 (2 points): Lose 20.189890 but Gain 1175.846995 Iteration 68Q (51.736934 sec): 139 clusters Score: Raw -1444421.168726 + Penalty 124775.159712 = -1319646.009014 nChanged 2 Deleting Class 171 (2 points): Lose 35.798399 but Gain 1190.850402 Iteration 69Q (51.904602 sec): 138 clusters Score: Raw -1444395.207919 + Penalty 123588.934782 = -1320806.273137 nChanged 2 Deleting Class 154 (3 points): Lose 27.348899 but Gain 1182.985902 Iteration 70F (53.993465 sec): 137 clusters Score: Raw -1444372.097924 + Penalty 122429.925865 = -1321942.172059 nChanged 3 Deleting Class 97 (6 points): Lose 88.225200 but Gain 1242.381856 Iteration 71Q (54.163520 sec): 136 clusters Score: Raw -1444297.918933 + Penalty 121221.772513 = -1323076.146420 nChanged 6 Deleting Class 136 (2 points): Lose 18.724049 but Gain 1163.014546 Iteration 72Q (54.326559 sec): 135 clusters Score: Raw -1444302.100607 + Penalty 120064.842907 = -1324237.257700 nChanged 3 Deleting Class 159 (3 points): Lose 40.437576 but Gain 1182.676243 Iteration 73Q (54.490990 sec): 134 clusters Score: Raw -1444265.318723 + Penalty 118886.260564 = -1325379.058159 nChanged 3 Deleting Class 184 (3 points): Lose 27.177600 but Gain 1162.024107 Iteration 74Q (54.654803 sec): 133 clusters Score: Raw -1444244.200241 + Penalty 117727.385143 = -1326516.815098 nChanged 4 Deleting Class 66 (29 points): Lose 95.207192 but Gain 1210.662295 Iteration 75Q (54.816360 sec): 132 clusters Score: Raw -1444153.594968 + Penalty 116527.199065 = -1327626.395903 nChanged 29 Deleting Class 17 (16 points): Lose 203.697288 but Gain 1313.993477 Iteration 76Q (54.984911 sec): 131 clusters Score: Raw -1443995.914595 + Penalty 115266.943369 = -1328728.971227 nChanged 22 Deleting Class 110 (5 points): Lose 72.791882 but Gain 1175.762406 Iteration 77Q (55.148359 sec): 130 clusters Score: Raw -1443980.668738 + Penalty 114100.768965 = -1329879.899773 nChanged 9 Deleting Class 105 (2 points): Lose 22.830408 but Gain 1119.421251 Iteration 78Q (55.313916 sec): 129 clusters Score: Raw -1443983.771574 + Penalty 112983.120858 = -1331000.650716 nChanged 3 Deleting Class 205 (1 points): Lose 1.760863 but Gain 1089.355075 Iteration 79Q (55.474486 sec): 128 clusters Score: Raw -1443986.739373 + Penalty 111896.308865 = -1332090.430507 nChanged 3 Deleting Class 99 (10 points): Lose 64.708819 but Gain 1151.997835 Iteration 80F (57.414466 sec): 127 clusters Score: Raw -1443925.227277 + Penalty 110747.235000 = -1333177.992277 nChanged 11 Deleting Class 122 (5 points): Lose 41.294209 but Gain 1126.042000 Iteration 81Q (57.574647 sec): 126 clusters Score: Raw -1443898.390541 + Penalty 109628.424192 = -1334269.966349 nChanged 7 Deleting Class 51 (7 points): Lose 113.331031 but Gain 1197.497925 Iteration 82Q (57.737554 sec): 125 clusters Score: Raw -1443791.926414 + Penalty 108444.249988 = -1335347.676426 nChanged 9 Deleting Class 168 (4 points): Lose 40.988244 but Gain 1123.952368 Iteration 83Q (57.899215 sec): 124 clusters Score: Raw -1443780.412992 + Penalty 107333.741125 = -1336446.671867 nChanged 7 Deleting Class 119 (5 points): Lose 49.682102 but Gain 1124.792321 Iteration 84Q (58.061002 sec): 123 clusters Score: Raw -1443739.770215 + Penalty 106210.829260 = -1337528.940955 nChanged 6 Deleting Class 131 (23 points): Lose 450.402891 but Gain 1519.843454 Iteration 85Q (58.219750 sec): 122 clusters Score: Raw -1443297.660295 + Penalty 104794.570862 = -1338503.089433 nChanged 25 Deleting Class 41 (25 points): Lose 160.744615 but Gain 1228.498972 Iteration 86Q (58.379222 sec): 121 clusters Score: Raw -1443284.742913 + Penalty 103595.994255 = -1339688.748659 nChanged 32 Deleting Class 104 (6 points): Lose 58.472553 but Gain 1125.758482 Iteration 87Q (58.536459 sec): 120 clusters Score: Raw -1443294.247417 + Penalty 102654.394321 = -1340639.853096 nChanged 11 Deleting Class 153 (4 points): Lose 52.318093 but Gain 1117.106176 Iteration 88Q (58.693207 sec): 119 clusters Score: Raw -1443283.791635 + Penalty 101574.511446 = -1341709.280189 nChanged 9 Deleting Class 149 (4 points): Lose 40.817017 but Gain 1103.982772 Iteration 89Q (58.847511 sec): 118 clusters Score: Raw -1443267.717835 + Penalty 100474.729857 = -1342792.987978 nChanged 5 Deleting Class 106 (5 points): Lose 45.560293 but Gain 1097.216598 Iteration 90F (60.621007 sec): 117 clusters Score: Raw -1443266.059759 + Penalty 99333.299557 = -1343932.760202 nChanged 14 Deleting Class 173 (2 points): Lose 14.818042 but Gain 1065.006373 Iteration 91Q (60.775266 sec): 116 clusters Score: Raw -1443385.144123 + Penalty 98278.962672 = -1345106.181451 nChanged 9 Deleting Class 25 (17 points): Lose 62.673626 but Gain 1105.845471 Iteration 92Q (60.928206 sec): 115 clusters Score: Raw -1443344.013735 + Penalty 97198.336591 = -1346145.677144 nChanged 28 Deleting Class 60 (21 points): Lose 76.282646 but Gain 1114.672089 Iteration 93Q (61.081419 sec): 114 clusters Score: Raw -1443346.117225 + Penalty 96151.886840 = -1347194.230385 nChanged 33 Deleting Class 102 (17 points): Lose 104.116984 but Gain 1136.903615 Iteration 94Q (61.240076 sec): 113 clusters Score: Raw -1443313.863710 + Penalty 95098.982238 = -1348214.881472 nChanged 27 Deleting Class 88 (3 points): Lose 21.497245 but Gain 1049.282121 Iteration 95Q (61.411087 sec): 112 clusters Score: Raw -1443338.372263 + Penalty 94078.008352 = -1349260.363911 nChanged 18 Deleting Class 75 (5 points): Lose 42.019154 but Gain 1064.855970 Iteration 96Q (61.563968 sec): 111 clusters Score: Raw -1443314.508270 + Penalty 93014.302043 = -1350300.206227 nChanged 10 Deleting Class 115 (4 points): Lose 29.791112 but Gain 1049.473928 Iteration 97Q (61.714379 sec): 110 clusters Score: Raw -1443298.361525 + Penalty 91984.775178 = -1351313.586347 nChanged 12 Deleting Class 199 (1 points): Lose 7.387426 but Gain 1024.509195 Iteration 98Q (61.863990 sec): 109 clusters Score: Raw -1443309.979595 + Penalty 90981.230400 = -1352328.749195 nChanged 9 Deleting Class 113 (2 points): Lose 3.621866 but Gain 1013.349450 Iteration 99Q (62.012724 sec): 108 clusters Score: Raw -1443315.189491 + Penalty 89968.111587 = -1353347.077904 nChanged 3 Deleting Class 74 (12 points): Lose 72.124129 but Gain 1072.447970 Iteration 100F (63.689898 sec): 107 clusters Score: Raw -1443277.039736 + Penalty 88918.467299 = -1354358.572438 nChanged 13 Deleting Class 98 (6 points): Lose 30.252330 but Gain 1029.312401 Iteration 101Q (63.838126 sec): 106 clusters Score: Raw -1443269.195233 + Penalty 87914.821729 = -1355354.373504 nChanged 9 Deleting Class 129 (14 points): Lose 98.438252 but Gain 1097.128715 Iteration 102Q (63.987114 sec): 105 clusters Score: Raw -1443180.257682 + Penalty 86875.841536 = -1356304.416145 nChanged 15 Deleting Class 101 (10 points): Lose 68.125408 but Gain 1060.381770 Iteration 103Q (64.136181 sec): 104 clusters Score: Raw -1443143.092983 + Penalty 85811.390655 = -1357331.702327 nChanged 14 Deleting Class 155 (3 points): Lose 30.762026 but Gain 1020.564502 Iteration 104Q (64.285646 sec): 103 clusters Score: Raw -1443142.317169 + Penalty 84801.656104 = -1358340.661066 nChanged 7 Deleting Class 178 (2 points): Lose 17.832660 but Gain 1004.590004 Iteration 105Q (64.432227 sec): 102 clusters Score: Raw -1443130.329121 + Penalty 83802.127110 = -1359328.202011 nChanged 4 Deleting Class 203 (1 points): Lose 14.349502 but Gain 995.249911 Iteration 106Q (64.577802 sec): 101 clusters Score: Raw -1443120.332124 + Penalty 82812.163347 = -1360308.168776 nChanged 2 Deleting Class 76 (18 points): Lose 72.129569 but Gain 1052.673677 Iteration 107Q (64.723595 sec): 100 clusters Score: Raw -1443058.631766 + Penalty 81781.217923 = -1361277.413843 nChanged 21 Deleting Class 83 (1 points): Lose 16.844530 but Gain 988.246504 Iteration 108Q (64.871277 sec): 99 clusters Score: Raw -1443068.948046 + Penalty 80793.393779 = -1362275.554267 nChanged 10 Deleting Class 82 (26 points): Lose 120.030491 but Gain 1089.588855 Iteration 109Q (65.014856 sec): 98 clusters Score: Raw -1442953.044166 + Penalty 79741.199781 = -1363211.844386 nChanged 29 Deleting Class 121 (22 points): Lose 183.531040 but Gain 1152.865488 Iteration 110F (66.513182 sec): 97 clusters Score: Raw -1442813.248214 + Penalty 78682.990376 = -1364130.257838 nChanged 27 Deleting Class 58 (17 points): Lose 53.385003 but Gain 1017.737420 Iteration 111Q (66.657446 sec): 96 clusters Score: Raw -1442813.337355 + Penalty 77687.251921 = -1365126.085434 nChanged 27 Deleting Class 111 (5 points): Lose 32.302539 but Gain 985.192671 Iteration 112Q (66.799506 sec): 95 clusters Score: Raw -1442817.773084 + Penalty 76811.587056 = -1366006.186028 nChanged 19 Deleting Class 79 (4 points): Lose 40.392487 but Gain 993.053066 Iteration 113Q (66.940715 sec): 94 clusters Score: Raw -1442806.665611 + Penalty 75823.063721 = -1366983.601890 nChanged 12 Deleting Class 116 (8 points): Lose 39.665844 but Gain 991.620551 Iteration 114Q (67.091030 sec): 93 clusters Score: Raw -1442796.411849 + Penalty 74884.780542 = -1367911.631307 nChanged 14 Deleting Class 100 (6 points): Lose 32.215524 but Gain 965.254061 Iteration 115Q (67.236852 sec): 92 clusters Score: Raw -1442788.539508 + Penalty 73930.036991 = -1368858.502517 nChanged 8 Deleting Class 180 (11 points): Lose 145.269282 but Gain 1073.754144 Iteration 116Q (67.380638 sec): 91 clusters Score: Raw -1442651.527086 + Penalty 72867.603763 = -1369783.923323 nChanged 11 Deleting Class 143 (6 points): Lose 27.621280 but Gain 948.631638 Iteration 117Q (67.524419 sec): 90 clusters Score: Raw -1442661.521118 + Penalty 71917.538958 = -1370743.982160 nChanged 7 Deleting Class 87 (6 points): Lose 131.621870 but Gain 1051.569044 Iteration 118Q (67.667689 sec): 89 clusters Score: Raw -1442537.603484 + Penalty 70864.590883 = -1371673.012601 nChanged 7 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 -1442537.603484 + Penalty 70864.590883 = -1371673.012601Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 1 (1625 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.746109 sec): 2 clusters Score: Raw -75287.573636 + Penalty 108.313357 = -75179.260280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.749184 sec): 3 clusters Score: Raw -74238.270372 + Penalty 190.518602 = -74047.751770 nChanged 760 SP:Iteration 1F (67.752131 sec): 3 clusters Score: Raw -75219.854430 + Penalty 175.666171 = -75044.188259 nChanged 130 SP:Iteration 2F (67.755083 sec): 3 clusters Score: Raw -75339.177601 + Penalty 167.831424 = -75171.346177 nChanged 47 SP:Iteration 3Q (67.757981 sec): 3 clusters Score: Raw -75390.449075 + Penalty 164.478242 = -75225.970833 nChanged 35 SP:Iteration 4Q (67.760821 sec): 3 clusters Score: Raw -75411.894653 + Penalty 168.343516 = -75243.551137 nChanged 18 SP:Iteration 5Q (67.763607 sec): 3 clusters Score: Raw -75421.043162 + Penalty 169.653619 = -75251.389543 nChanged 5 SP:Iteration 6Q (67.766349 sec): 3 clusters Score: Raw -75423.000430 + Penalty 168.808572 = -75254.191858 nChanged 3 SP:Iteration 7Q (67.769084 sec): 3 clusters Score: Raw -75423.838088 + Penalty 168.808572 = -75255.029516 nChanged 0 SP:Iteration 8F (67.772021 sec): 3 clusters Score: Raw -75423.838088 + Penalty 168.808572 = -75255.029516 nChanged 0 Score: Raw -1469462.047516 + Penalty 70949.709891 = -1398512.337625 Splitting cluster 1 changes total score from -1371673.012601 to -1398512.337625 So it's getting split into cluster 13. Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 2 (2121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.156408 sec): 2 clusters Score: Raw -102988.081626 + Penalty 290.089111 = -102697.992515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.160356 sec): 3 clusters Score: Raw -101653.031549 + Penalty 599.685249 = -101053.346300 nChanged 916 SP:Iteration 1F (69.164211 sec): 3 clusters Score: Raw -102336.157331 + Penalty 619.517389 = -101716.639942 nChanged 273 SP:Iteration 2F (69.168090 sec): 3 clusters Score: Raw -102490.054666 + Penalty 632.640498 = -101857.414168 nChanged 140 SP:Iteration 3F (69.172290 sec): 3 clusters Score: Raw -102580.563871 + Penalty 642.232553 = -101938.331318 nChanged 118 SP:Iteration 4F (69.176139 sec): 3 clusters Score: Raw -102641.352016 + Penalty 654.384729 = -101986.967287 nChanged 85 SP:Iteration 5Q (69.179982 sec): 3 clusters Score: Raw -102697.142139 + Penalty 669.646055 = -102027.496084 nChanged 94 SP:Iteration 6Q (69.183921 sec): 3 clusters Score: Raw -102762.259039 + Penalty 676.481273 = -102085.777766 nChanged 73 SP:Iteration 7Q (69.187745 sec): 3 clusters Score: Raw -102815.553659 + Penalty 677.497267 = -102138.056392 nChanged 71 SP:Iteration 8Q (69.191533 sec): 3 clusters Score: Raw -102878.817516 + Penalty 670.774045 = -102208.043471 nChanged 59 SP:Iteration 9Q (69.195218 sec): 3 clusters Score: Raw -102929.489620 + Penalty 661.138523 = -102268.351098 nChanged 36 SP:Iteration 10F (69.199026 sec): 3 clusters Score: Raw -102963.280719 + Penalty 656.465947 = -102306.814772 nChanged 31 SP:Iteration 11Q (69.202373 sec): 3 clusters Score: Raw -102992.311852 + Penalty 653.322343 = -102338.989509 nChanged 19 SP:Iteration 12Q (69.205625 sec): 3 clusters Score: Raw -103008.799686 + Penalty 642.284278 = -102366.515409 nChanged 12 SP:Iteration 13Q (69.208807 sec): 3 clusters Score: Raw -103016.376040 + Penalty 632.873424 = -102383.502617 nChanged 9 SP:Iteration 14Q (69.211981 sec): 3 clusters Score: Raw -103022.213391 + Penalty 625.697071 = -102396.516320 nChanged 4 SP:Iteration 15Q (69.215114 sec): 3 clusters Score: Raw -103024.629152 + Penalty 625.697071 = -102398.932082 nChanged 0 SP:Iteration 16F (69.218976 sec): 3 clusters Score: Raw -103024.629152 + Penalty 625.697071 = -102398.932082 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 3 (971 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.223029 sec): 2 clusters Score: Raw -45766.172142 + Penalty 97.911502 = -45668.260640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.224937 sec): 3 clusters Score: Raw -45182.354486 + Penalty 200.990535 = -44981.363952 nChanged 410 SP:Iteration 1F (69.226830 sec): 3 clusters Score: Raw -45505.987552 + Penalty 203.603551 = -45302.384001 nChanged 85 SP:Iteration 2F (69.228791 sec): 3 clusters Score: Raw -45564.370285 + Penalty 209.511304 = -45354.858981 nChanged 66 SP:Iteration 3F (69.230707 sec): 3 clusters Score: Raw -45606.861198 + Penalty 216.301331 = -45390.559867 nChanged 44 SP:Iteration 4Q (69.232551 sec): 3 clusters Score: Raw -45634.621147 + Penalty 224.116388 = -45410.504759 nChanged 42 SP:Iteration 5Q (69.234392 sec): 3 clusters Score: Raw -45660.229956 + Penalty 229.839762 = -45430.390195 nChanged 32 SP:Iteration 6Q (69.236189 sec): 3 clusters Score: Raw -45680.022537 + Penalty 234.393192 = -45445.629345 nChanged 32 SP:Iteration 7Q (69.237912 sec): 3 clusters Score: Raw -45700.213351 + Penalty 236.512249 = -45463.701102 nChanged 23 SP:Iteration 8Q (69.239605 sec): 3 clusters Score: Raw -45712.756029 + Penalty 246.549569 = -45466.206460 nChanged 21 SP:Iteration 9Q (69.241263 sec): 3 clusters Score: Raw -45727.022359 + Penalty 258.288263 = -45468.734096 nChanged 19 SP:Iteration 10F (69.243115 sec): 3 clusters Score: Raw -45741.025381 + Penalty 266.192500 = -45474.832881 nChanged 14 SP:Iteration 11Q (69.244712 sec): 3 clusters Score: Raw -45749.837372 + Penalty 275.041853 = -45474.795520 nChanged 10 SP:Iteration 12F (69.246576 sec): 3 clusters Score: Raw -45757.404584 + Penalty 282.361132 = -45475.043452 nChanged 13 SP:Iteration 13Q (69.248159 sec): 3 clusters Score: Raw -45769.824986 + Penalty 288.536926 = -45481.288059 nChanged 6 SP:Iteration 14Q (69.249705 sec): 3 clusters Score: Raw -45772.640904 + Penalty 284.074623 = -45488.566281 nChanged 4 SP:Iteration 15Q (69.251217 sec): 3 clusters Score: Raw -45774.128393 + Penalty 287.593123 = -45486.535270 nChanged 1 SP:Iteration 16F (69.253064 sec): 3 clusters Score: Raw -45774.409976 + Penalty 286.610483 = -45487.799493 nChanged 2 SP:Iteration 17Q (69.254593 sec): 3 clusters Score: Raw -45775.747846 + Penalty 289.073038 = -45486.674808 nChanged 2 SP:Iteration 18F (69.256506 sec): 3 clusters Score: Raw -45776.397402 + Penalty 289.073038 = -45487.324364 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 4 (2650 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.268701 sec): 2 clusters Score: Raw -124324.429662 + Penalty 58.113727 = -124266.315935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.273716 sec): 3 clusters Score: Raw -122617.152340 + Penalty 115.961083 = -122501.191257 nChanged 1240 SP:Iteration 1F (69.278529 sec): 3 clusters Score: Raw -123439.121728 + Penalty 116.201386 = -123322.920341 nChanged 254 SP:Iteration 2F (69.283262 sec): 3 clusters Score: Raw -123733.755899 + Penalty 116.560997 = -123617.194902 nChanged 260 SP:Iteration 3F (69.287966 sec): 3 clusters Score: Raw -123979.172193 + Penalty 116.799559 = -123862.372635 nChanged 153 SP:Iteration 4F (69.293025 sec): 3 clusters Score: Raw -124048.994400 + Penalty 116.765832 = -123932.228568 nChanged 62 SP:Iteration 5Q (69.297595 sec): 3 clusters Score: Raw -124062.977255 + Penalty 116.894545 = -123946.082710 nChanged 36 SP:Iteration 6Q (69.302117 sec): 3 clusters Score: Raw -124071.440878 + Penalty 117.021508 = -123954.419370 nChanged 26 SP:Iteration 7Q (69.306603 sec): 3 clusters Score: Raw -124076.188158 + Penalty 117.187337 = -123959.000822 nChanged 21 SP:Iteration 8Q (69.311103 sec): 3 clusters Score: Raw -124079.428571 + Penalty 117.272917 = -123962.155654 nChanged 18 SP:Iteration 9Q (69.315582 sec): 3 clusters Score: Raw -124082.417590 + Penalty 117.392974 = -123965.024616 nChanged 18 SP:Iteration 10F (69.320292 sec): 3 clusters Score: Raw -124085.540079 + Penalty 117.503371 = -123968.036708 nChanged 19 SP:Iteration 11Q (69.324756 sec): 3 clusters Score: Raw -124089.503152 + Penalty 117.591699 = -123971.911454 nChanged 15 SP:Iteration 12Q (69.329324 sec): 3 clusters Score: Raw -124091.275663 + Penalty 117.708611 = -123973.567052 nChanged 12 SP:Iteration 13Q (69.333900 sec): 3 clusters Score: Raw -124093.004551 + Penalty 117.761586 = -123975.242965 nChanged 9 SP:Iteration 14Q (69.338369 sec): 3 clusters Score: Raw -124093.766489 + Penalty 117.789712 = -123975.976776 nChanged 4 SP:Iteration 15Q (69.342798 sec): 3 clusters Score: Raw -124094.086543 + Penalty 117.813635 = -123976.272908 nChanged 5 SP:Iteration 16Q (69.347260 sec): 3 clusters Score: Raw -124094.406963 + Penalty 117.834639 = -123976.572324 nChanged 3 SP:Iteration 17Q (69.351810 sec): 3 clusters Score: Raw -124094.497087 + Penalty 117.866287 = -123976.630800 nChanged 4 SP:Iteration 18Q (69.356233 sec): 3 clusters Score: Raw -124094.676587 + Penalty 117.869151 = -123976.807436 nChanged 6 SP:Iteration 19Q (69.360748 sec): 3 clusters Score: Raw -124095.033559 + Penalty 117.894434 = -123977.139125 nChanged 2 SP:Iteration 20F (69.365520 sec): 3 clusters Score: Raw -124095.081380 + Penalty 117.917590 = -123977.163790 nChanged 2 SP:Iteration 21Q (69.370128 sec): 3 clusters Score: Raw -124095.174425 + Penalty 117.910368 = -123977.264057 nChanged 2 SP:Iteration 22Q (69.374551 sec): 3 clusters Score: Raw -124095.265606 + Penalty 117.923167 = -123977.342439 nChanged 1 SP:Iteration 23Q (69.378985 sec): 3 clusters Score: Raw -124095.300017 + Penalty 117.933946 = -123977.366071 nChanged 1 SP:Iteration 24Q (69.383417 sec): 3 clusters Score: Raw -124095.382777 + Penalty 117.952624 = -123977.430153 nChanged 3 SP:Iteration 25Q (69.387826 sec): 3 clusters Score: Raw -124095.457145 + Penalty 117.967490 = -123977.489656 nChanged 2 SP:Iteration 26Q (69.392230 sec): 3 clusters Score: Raw -124095.489694 + Penalty 117.993647 = -123977.496047 nChanged 2 SP:Iteration 27Q (69.396656 sec): 3 clusters Score: Raw -124095.522529 + Penalty 118.020026 = -123977.502503 nChanged 2 SP:Iteration 28Q (69.401103 sec): 3 clusters Score: Raw -124095.578296 + Penalty 118.043216 = -123977.535080 nChanged 3 SP:Iteration 29Q (69.405519 sec): 3 clusters Score: Raw -124095.676117 + Penalty 118.057975 = -123977.618142 nChanged 2 SP:Iteration 30F (69.410208 sec): 3 clusters Score: Raw -124095.759625 + Penalty 118.077787 = -123977.681838 nChanged 4 SP:Iteration 31Q (69.414625 sec): 3 clusters Score: Raw -124095.881411 + Penalty 117.998251 = -123977.883160 nChanged 2 SP:Iteration 32Q (69.419059 sec): 3 clusters Score: Raw -124095.974348 + Penalty 117.998251 = -123977.976097 nChanged 0 SP:Iteration 33F (69.423756 sec): 3 clusters Score: Raw -124095.974348 + Penalty 117.998251 = -123977.976097 nChanged 0 Memory request: 0.02 GB would take us to total of 0.32 GB. Trying to split cluster 5 (3631 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.441661 sec): 2 clusters Score: Raw -172576.835406 + Penalty 156.431955 = -172420.403451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.448435 sec): 3 clusters Score: Raw -170192.285622 + Penalty 313.707843 = -169878.577779 nChanged 1693 SP:Iteration 1F (69.454959 sec): 3 clusters Score: Raw -171417.844744 + Penalty 316.811652 = -171101.033092 nChanged 376 SP:Iteration 2F (69.461533 sec): 3 clusters Score: Raw -171644.243351 + Penalty 319.137337 = -171325.106014 nChanged 253 SP:Iteration 3F (69.468169 sec): 3 clusters Score: Raw -171864.801971 + Penalty 321.471343 = -171543.330628 nChanged 230 SP:Iteration 4F (69.474639 sec): 3 clusters Score: Raw -172125.101803 + Penalty 318.841941 = -171806.259862 nChanged 218 SP:Iteration 5F (69.481216 sec): 3 clusters Score: Raw -172400.610206 + Penalty 313.315649 = -172087.294557 nChanged 127 SP:Iteration 6Q (69.487746 sec): 3 clusters Score: Raw -172558.454663 + Penalty 302.471610 = -172255.983053 nChanged 42 SP:Iteration 7Q (69.493785 sec): 3 clusters Score: Raw -172607.561821 + Penalty 305.831962 = -172301.729859 nChanged 21 SP:Iteration 8Q (69.499292 sec): 3 clusters Score: Raw -172618.517982 + Penalty 304.263153 = -172314.254829 nChanged 10 SP:Iteration 9Q (69.504651 sec): 3 clusters Score: Raw -172622.223037 + Penalty 303.230329 = -172318.992708 nChanged 6 SP:Iteration 10F (69.511110 sec): 3 clusters Score: Raw -172623.711619 + Penalty 299.710742 = -172324.000877 nChanged 6 SP:Iteration 11Q (69.516552 sec): 3 clusters Score: Raw -172624.474229 + Penalty 300.906962 = -172323.567266 nChanged 2 SP:Iteration 12F (69.523132 sec): 3 clusters Score: Raw -172624.565635 + Penalty 301.737593 = -172322.828043 nChanged 2 SP:Iteration 13F (69.529612 sec): 3 clusters Score: Raw -172624.712633 + Penalty 302.280400 = -172322.432233 nChanged 1 SP:Iteration 14F (69.536168 sec): 3 clusters Score: Raw -172624.774408 + Penalty 302.020441 = -172322.753967 nChanged 2 SP:Iteration 15Q (69.541460 sec): 3 clusters Score: Raw -172625.011212 + Penalty 302.317048 = -172322.694164 nChanged 2 SP:Iteration 16F (69.547969 sec): 3 clusters Score: Raw -172625.098657 + Penalty 302.317048 = -172322.781609 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 6 (989 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.558034 sec): 2 clusters Score: Raw -50244.581023 + Penalty 164.465919 = -50080.115105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.561983 sec): 3 clusters Score: Raw -49662.837964 + Penalty 329.007531 = -49333.830433 nChanged 417 SP:Iteration 1F (69.565294 sec): 3 clusters Score: Raw -49870.210665 + Penalty 328.909538 = -49541.301127 nChanged 76 SP:Iteration 2F (69.567683 sec): 3 clusters Score: Raw -49901.119210 + Penalty 329.076411 = -49572.042798 nChanged 53 SP:Iteration 3F (69.569760 sec): 3 clusters Score: Raw -49926.533127 + Penalty 329.587422 = -49596.945706 nChanged 49 SP:Iteration 4Q (69.571863 sec): 3 clusters Score: Raw -49951.546308 + Penalty 330.540723 = -49621.005585 nChanged 50 SP:Iteration 5F (69.574004 sec): 3 clusters Score: Raw -49983.609453 + Penalty 331.880826 = -49651.728627 nChanged 48 SP:Iteration 6Q (69.576099 sec): 3 clusters Score: Raw -50023.153515 + Penalty 333.106923 = -49690.046592 nChanged 47 SP:Iteration 7Q (69.578138 sec): 3 clusters Score: Raw -50056.789657 + Penalty 334.476131 = -49722.313526 nChanged 37 SP:Iteration 8Q (69.580204 sec): 3 clusters Score: Raw -50076.306061 + Penalty 335.811942 = -49740.494119 nChanged 32 SP:Iteration 9Q (69.582223 sec): 3 clusters Score: Raw -50088.106688 + Penalty 337.491749 = -49750.614939 nChanged 26 SP:Iteration 10F (69.584269 sec): 3 clusters Score: Raw -50098.430924 + Penalty 338.635666 = -49759.795259 nChanged 13 SP:Iteration 11Q (69.586261 sec): 3 clusters Score: Raw -50101.576977 + Penalty 339.014970 = -49762.562007 nChanged 10 SP:Iteration 12Q (69.588243 sec): 3 clusters Score: Raw -50104.430157 + Penalty 340.447946 = -49763.982210 nChanged 11 SP:Iteration 13Q (69.590266 sec): 3 clusters Score: Raw -50108.408460 + Penalty 341.404554 = -49767.003906 nChanged 11 SP:Iteration 14Q (69.592300 sec): 3 clusters Score: Raw -50111.175119 + Penalty 342.070629 = -49769.104490 nChanged 12 SP:Iteration 15Q (69.594310 sec): 3 clusters Score: Raw -50114.782058 + Penalty 343.080679 = -49771.701379 nChanged 11 SP:Iteration 16Q (69.596274 sec): 3 clusters Score: Raw -50116.954065 + Penalty 343.919987 = -49773.034079 nChanged 10 SP:Iteration 17Q (69.598221 sec): 3 clusters Score: Raw -50118.714173 + Penalty 344.606174 = -49774.107999 nChanged 7 SP:Iteration 18Q (69.600167 sec): 3 clusters Score: Raw -50119.640586 + Penalty 345.183058 = -49774.457528 nChanged 4 SP:Iteration 19Q (69.602103 sec): 3 clusters Score: Raw -50119.947154 + Penalty 345.186998 = -49774.760156 nChanged 5 SP:Iteration 20F (69.604162 sec): 3 clusters Score: Raw -50120.639479 + Penalty 345.556980 = -49775.082498 nChanged 3 SP:Iteration 21Q (69.606093 sec): 3 clusters Score: Raw -50121.094195 + Penalty 345.805985 = -49775.288210 nChanged 3 SP:Iteration 22Q (69.608022 sec): 3 clusters Score: Raw -50121.625570 + Penalty 346.351351 = -49775.274219 nChanged 5 SP:Iteration 23F (69.610038 sec): 3 clusters Score: Raw -50122.042869 + Penalty 346.395329 = -49775.647540 nChanged 1 SP:Iteration 24Q (69.611989 sec): 3 clusters Score: Raw -50122.123730 + Penalty 346.535162 = -49775.588568 nChanged 1 SP:Iteration 25F (69.614008 sec): 3 clusters Score: Raw -50122.331954 + Penalty 346.732985 = -49775.598969 nChanged 1 SP:Iteration 26Q (69.615931 sec): 3 clusters Score: Raw -50122.452549 + Penalty 346.928004 = -49775.524544 nChanged 1 SP:Iteration 27F (69.617953 sec): 3 clusters Score: Raw -50122.521414 + Penalty 347.462276 = -49775.059139 nChanged 3 SP:Iteration 28F (69.619968 sec): 3 clusters Score: Raw -50122.850832 + Penalty 347.630997 = -49775.219835 nChanged 2 SP:Iteration 29Q (69.621912 sec): 3 clusters Score: Raw -50123.006664 + Penalty 348.207631 = -49774.799033 nChanged 3 SP:Iteration 30F (69.623930 sec): 3 clusters Score: Raw -50123.287588 + Penalty 348.576831 = -49774.710757 nChanged 4 SP:Iteration 31F (69.625988 sec): 3 clusters Score: Raw -50124.209088 + Penalty 349.251250 = -49774.957838 nChanged 8 SP:Iteration 32Q (69.627950 sec): 3 clusters Score: Raw -50126.715974 + Penalty 351.522003 = -49775.193972 nChanged 10 SP:Iteration 33Q (69.629904 sec): 3 clusters Score: Raw -50132.525833 + Penalty 353.008070 = -49779.517763 nChanged 11 SP:Iteration 34Q (69.631801 sec): 3 clusters Score: Raw -50138.294534 + Penalty 354.162589 = -49784.131946 nChanged 13 SP:Iteration 35Q (69.633773 sec): 3 clusters Score: Raw -50145.051162 + Penalty 355.950525 = -49789.100637 nChanged 9 SP:Iteration 36Q (69.635719 sec): 3 clusters Score: Raw -50148.810435 + Penalty 355.895007 = -49792.915428 nChanged 6 SP:Iteration 37Q (69.637587 sec): 3 clusters Score: Raw -50151.254047 + Penalty 357.017414 = -49794.236633 nChanged 9 SP:Iteration 38Q (69.639445 sec): 3 clusters Score: Raw -50157.044652 + Penalty 357.739759 = -49799.304894 nChanged 11 SP:Iteration 39Q (69.641296 sec): 3 clusters Score: Raw -50161.639224 + Penalty 358.826872 = -49802.812352 nChanged 11 SP:Iteration 40F (69.643292 sec): 3 clusters Score: Raw -50168.215737 + Penalty 360.803391 = -49807.412346 nChanged 13 SP:Iteration 41Q (69.645120 sec): 3 clusters Score: Raw -50175.725303 + Penalty 364.429635 = -49811.295668 nChanged 15 SP:Iteration 42Q (69.646930 sec): 3 clusters Score: Raw -50187.185228 + Penalty 365.985183 = -49821.200045 nChanged 10 SP:Iteration 43Q (69.648732 sec): 3 clusters Score: Raw -50191.000907 + Penalty 368.877087 = -49822.123820 nChanged 8 SP:Iteration 44Q (69.650550 sec): 3 clusters Score: Raw -50195.362903 + Penalty 368.349309 = -49827.013593 nChanged 9 SP:Iteration 45Q (69.652339 sec): 3 clusters Score: Raw -50200.639323 + Penalty 369.371630 = -49831.267693 nChanged 9 SP:Iteration 46Q (69.654114 sec): 3 clusters Score: Raw -50203.882117 + Penalty 369.147531 = -49834.734586 nChanged 5 SP:Iteration 47Q (69.655838 sec): 3 clusters Score: Raw -50205.649627 + Penalty 372.870271 = -49832.779356 nChanged 8 SP:Iteration 48F (69.657819 sec): 3 clusters Score: Raw -50208.273326 + Penalty 373.578662 = -49834.694664 nChanged 3 SP:Iteration 49Q (69.659532 sec): 3 clusters Score: Raw -50209.751566 + Penalty 372.276721 = -49837.474846 nChanged 4 SP:Iteration 50F (69.661536 sec): 3 clusters Score: Raw -50211.597063 + Penalty 374.321703 = -49837.275361 nChanged 4 SP:Iteration 51F (69.663554 sec): 3 clusters Score: Raw -50213.440220 + Penalty 375.575168 = -49837.865052 nChanged 4 SP:Iteration 52Q (69.665304 sec): 3 clusters Score: Raw -50214.849172 + Penalty 377.323744 = -49837.525428 nChanged 2 SP:Iteration 53F (69.667311 sec): 3 clusters Score: Raw -50215.192675 + Penalty 378.629699 = -49836.562975 nChanged 1 SP:Iteration 54F (69.669384 sec): 3 clusters Score: Raw -50215.282654 + Penalty 378.629699 = -49836.652954 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 7 (682 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.673065 sec): 2 clusters Score: Raw -31816.534577 + Penalty 857.701013 = -30958.833565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.674537 sec): 3 clusters Score: Raw -31582.936731 + Penalty 1715.524071 = -29867.412661 nChanged 196 SP:Iteration 1F (69.675919 sec): 3 clusters Score: Raw -31758.618333 + Penalty 1715.724368 = -30042.893966 nChanged 39 SP:Iteration 2F (69.677297 sec): 3 clusters Score: Raw -31808.943270 + Penalty 1717.264075 = -30091.679195 nChanged 31 SP:Iteration 3Q (69.678692 sec): 3 clusters Score: Raw -31851.382905 + Penalty 1717.638511 = -30133.744394 nChanged 29 SP:Iteration 4Q (69.680034 sec): 3 clusters Score: Raw -31893.227352 + Penalty 1718.093827 = -30175.133525 nChanged 24 SP:Iteration 5Q (69.681366 sec): 3 clusters Score: Raw -31924.601178 + Penalty 1717.452085 = -30207.149093 nChanged 16 SP:Iteration 6Q (69.682739 sec): 3 clusters Score: Raw -31950.822037 + Penalty 1715.261542 = -30235.560495 nChanged 17 SP:Iteration 7Q (69.684117 sec): 3 clusters Score: Raw -31975.280282 + Penalty 1713.390983 = -30261.889299 nChanged 14 SP:Iteration 8Q (69.685540 sec): 3 clusters Score: Raw -32001.166828 + Penalty 1711.885586 = -30289.281242 nChanged 12 SP:Iteration 9Q (69.686980 sec): 3 clusters Score: Raw -32015.819076 + Penalty 1711.781341 = -30304.037736 nChanged 3 SP:Iteration 10F (69.688512 sec): 3 clusters Score: Raw -32017.916474 + Penalty 1712.054521 = -30305.861953 nChanged 4 SP:Iteration 11Q (69.689943 sec): 3 clusters Score: Raw -32023.973745 + Penalty 1712.235567 = -30311.738178 nChanged 4 SP:Iteration 12Q (69.691357 sec): 3 clusters Score: Raw -32027.588408 + Penalty 1712.264903 = -30315.323505 nChanged 2 SP:Iteration 13Q (69.692765 sec): 3 clusters Score: Raw -32030.540329 + Penalty 1712.527310 = -30318.013019 nChanged 3 SP:Iteration 14Q (69.694148 sec): 3 clusters Score: Raw -32033.007960 + Penalty 1712.527310 = -30320.480650 nChanged 0 SP:Iteration 15F (69.695577 sec): 3 clusters Score: Raw -32033.007960 + Penalty 1712.527310 = -30320.480650 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 8 (189 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.696696 sec): 2 clusters Score: Raw -9343.765145 + Penalty 377.489648 = -8966.275497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.697240 sec): 3 clusters Score: Raw -9276.205345 + Penalty 781.359737 = -8494.845608 nChanged 41 SP:Iteration 1F (69.697774 sec): 3 clusters Score: Raw -9320.676006 + Penalty 796.510832 = -8524.165175 nChanged 10 SP:Iteration 2F (69.698307 sec): 3 clusters Score: Raw -9331.444341 + Penalty 811.790637 = -8519.653704 nChanged 6 SP:Iteration 3F (69.698838 sec): 3 clusters Score: Raw -9340.028918 + Penalty 830.180317 = -8509.848602 nChanged 7 SP:Iteration 4F (69.699370 sec): 3 clusters Score: Raw -9352.384193 + Penalty 828.951218 = -8523.432975 nChanged 1 SP:Iteration 5Q (69.699878 sec): 3 clusters Score: Raw -9353.224508 + Penalty 827.761516 = -8525.462992 nChanged 1 SP:Iteration 6Q (69.700396 sec): 3 clusters Score: Raw -9354.300811 + Penalty 829.798436 = -8524.502375 nChanged 1 SP:Iteration 7F (69.700931 sec): 3 clusters Score: Raw -9355.060457 + Penalty 835.405248 = -8519.655209 nChanged 1 SP:Iteration 8F (69.701463 sec): 3 clusters Score: Raw -9360.073235 + Penalty 834.667704 = -8525.405531 nChanged 1 SP:Iteration 9Q (69.701962 sec): 3 clusters Score: Raw -9361.218895 + Penalty 829.579885 = -8531.639010 nChanged 1 SP:Iteration 10F (69.702493 sec): 3 clusters Score: Raw -9361.596906 + Penalty 829.579885 = -8532.017021 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 9 (108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.703300 sec): 2 clusters Score: Raw -5181.085774 + Penalty 282.181481 = -4898.904293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.703707 sec): 3 clusters Score: Raw -5158.132546 + Penalty 567.896466 = -4590.236081 nChanged 23 SP:Iteration 1F (69.704103 sec): 3 clusters Score: Raw -5181.891196 + Penalty 572.313744 = -4609.577452 nChanged 8 SP:Iteration 2F (69.704500 sec): 3 clusters Score: Raw -5192.476602 + Penalty 573.588238 = -4618.888365 nChanged 4 SP:Iteration 3Q (69.704909 sec): 3 clusters Score: Raw -5201.154555 + Penalty 579.149825 = -4622.004730 nChanged 6 SP:Iteration 4F (69.705310 sec): 3 clusters Score: Raw -5205.436872 + Penalty 581.906355 = -4623.530517 nChanged 1 SP:Iteration 5Q (69.705702 sec): 3 clusters Score: Raw -5208.330461 + Penalty 581.906355 = -4626.424106 nChanged 0 SP:Iteration 6F (69.706102 sec): 3 clusters Score: Raw -5208.330461 + Penalty 581.906355 = -4626.424106 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 10 (457 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.708727 sec): 2 clusters Score: Raw -21340.090955 + Penalty 919.124553 = -20420.966402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.709782 sec): 3 clusters Score: Raw -21276.861739 + Penalty 1837.854176 = -19439.007563 nChanged 90 SP:Iteration 1F (69.710783 sec): 3 clusters Score: Raw -21402.343538 + Penalty 1836.678575 = -19565.664964 nChanged 27 SP:Iteration 2F (69.711776 sec): 3 clusters Score: Raw -21436.518930 + Penalty 1834.778427 = -19601.740503 nChanged 20 SP:Iteration 3Q (69.712761 sec): 3 clusters Score: Raw -21471.890841 + Penalty 1834.025310 = -19637.865531 nChanged 18 SP:Iteration 4Q (69.713720 sec): 3 clusters Score: Raw -21513.020157 + Penalty 1832.910889 = -19680.109267 nChanged 13 SP:Iteration 5Q (69.714670 sec): 3 clusters Score: Raw -21539.536780 + Penalty 1831.945420 = -19707.591360 nChanged 8 SP:Iteration 6Q (69.715614 sec): 3 clusters Score: Raw -21555.841204 + Penalty 1831.510375 = -19724.330829 nChanged 8 SP:Iteration 7Q (69.716556 sec): 3 clusters Score: Raw -21577.624647 + Penalty 1830.647225 = -19746.977421 nChanged 7 SP:Iteration 8Q (69.717492 sec): 3 clusters Score: Raw -21588.227464 + Penalty 1830.688367 = -19757.539098 nChanged 3 SP:Iteration 9Q (69.718418 sec): 3 clusters Score: Raw -21589.740131 + Penalty 1830.688367 = -19759.051764 nChanged 0 SP:Iteration 10F (69.719407 sec): 3 clusters Score: Raw -21589.740131 + Penalty 1830.688367 = -19759.051764 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 11 (247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.720636 sec): 2 clusters Score: Raw -9846.629731 + Penalty 272.282061 = -9574.347670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.721282 sec): 3 clusters Score: Raw -9821.953947 + Penalty 550.301231 = -9271.652716 nChanged 63 SP:Iteration 1F (69.721919 sec): 3 clusters Score: Raw -9934.672003 + Penalty 550.404161 = -9384.267843 nChanged 21 SP:Iteration 2F (69.722552 sec): 3 clusters Score: Raw -9966.069132 + Penalty 550.125142 = -9415.943990 nChanged 8 SP:Iteration 3Q (69.723157 sec): 3 clusters Score: Raw -9977.919949 + Penalty 549.675884 = -9428.244065 nChanged 4 SP:Iteration 4Q (69.723759 sec): 3 clusters Score: Raw -9981.958383 + Penalty 550.404286 = -9431.554097 nChanged 3 SP:Iteration 5Q (69.724351 sec): 3 clusters Score: Raw -9986.280073 + Penalty 553.583957 = -9432.696116 nChanged 2 SP:Iteration 6Q (69.724941 sec): 3 clusters Score: Raw -9993.252075 + Penalty 553.583957 = -9439.668118 nChanged 0 SP:Iteration 7F (69.725573 sec): 3 clusters Score: Raw -9993.252075 + Penalty 553.583957 = -9439.668118 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 12 (611 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.727635 sec): 2 clusters Score: Raw -28345.818283 + Penalty 841.954069 = -27503.864214 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.728983 sec): 3 clusters Score: Raw -28189.328796 + Penalty 1681.941200 = -26507.387596 nChanged 172 SP:Iteration 1F (69.730244 sec): 3 clusters Score: Raw -28374.468003 + Penalty 1679.130475 = -26695.337528 nChanged 63 SP:Iteration 2F (69.731522 sec): 3 clusters Score: Raw -28487.661672 + Penalty 1676.992541 = -26810.669131 nChanged 49 SP:Iteration 3F (69.732780 sec): 3 clusters Score: Raw -28693.466178 + Penalty 1672.812765 = -27020.653413 nChanged 44 SP:Iteration 4F (69.734067 sec): 3 clusters Score: Raw -28896.242234 + Penalty 1670.635071 = -27225.607164 nChanged 33 SP:Iteration 5F (69.735344 sec): 3 clusters Score: Raw -28952.298869 + Penalty 1670.560341 = -27281.738529 nChanged 22 SP:Iteration 6Q (69.736531 sec): 3 clusters Score: Raw -28979.411491 + Penalty 1672.150156 = -27307.261335 nChanged 16 SP:Iteration 7Q (69.737716 sec): 3 clusters Score: Raw -29002.857636 + Penalty 1673.729772 = -27329.127865 nChanged 15 SP:Iteration 8Q (69.738895 sec): 3 clusters Score: Raw -29021.430162 + Penalty 1672.738669 = -27348.691493 nChanged 7 SP:Iteration 9Q (69.740071 sec): 3 clusters Score: Raw -29030.615609 + Penalty 1671.539142 = -27359.076468 nChanged 5 SP:Iteration 10F (69.741325 sec): 3 clusters Score: Raw -29034.435873 + Penalty 1671.220659 = -27363.215214 nChanged 1 SP:Iteration 11Q (69.742499 sec): 3 clusters Score: Raw -29036.431614 + Penalty 1670.881599 = -27365.550015 nChanged 2 SP:Iteration 12Q (69.743677 sec): 3 clusters Score: Raw -29039.102371 + Penalty 1670.881599 = -27368.220772 nChanged 0 SP:Iteration 13F (69.744929 sec): 3 clusters Score: Raw -29039.102371 + Penalty 1670.881599 = -27368.220772 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 14 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.745495 sec): 2 clusters Score: Raw -1011.699221 + Penalty 266.905426 = -744.793795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.745748 sec): 3 clusters Score: Raw -1052.500914 + Penalty 532.298957 = -520.201957 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 15 (1227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.752129 sec): 2 clusters Score: Raw -59107.386311 + Penalty 137.783283 = -58969.603028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.754513 sec): 3 clusters Score: Raw -58325.133456 + Penalty 285.847589 = -58039.285867 nChanged 548 SP:Iteration 1F (69.756804 sec): 3 clusters Score: Raw -58683.375635 + Penalty 308.428859 = -58374.946775 nChanged 223 SP:Iteration 2F (69.759090 sec): 3 clusters Score: Raw -58926.334026 + Penalty 321.961669 = -58604.372357 nChanged 115 SP:Iteration 3F (69.761380 sec): 3 clusters Score: Raw -59048.932792 + Penalty 324.468681 = -58724.464111 nChanged 48 SP:Iteration 4Q (69.763632 sec): 3 clusters Score: Raw -59087.769549 + Penalty 324.498215 = -58763.271334 nChanged 25 SP:Iteration 5Q (69.765754 sec): 3 clusters Score: Raw -59100.228543 + Penalty 324.091779 = -58776.136764 nChanged 9 SP:Iteration 6Q (69.767924 sec): 3 clusters Score: Raw -59102.093198 + Penalty 327.311092 = -58774.782106 nChanged 7 SP:Iteration 7F (69.770284 sec): 3 clusters Score: Raw -59103.961491 + Penalty 331.342956 = -58772.618535 nChanged 10 SP:Iteration 8F (69.772581 sec): 3 clusters Score: Raw -59108.880674 + Penalty 341.462348 = -58767.418326 nChanged 15 SP:Iteration 9F (69.774902 sec): 3 clusters Score: Raw -59116.462625 + Penalty 345.921447 = -58770.541179 nChanged 9 SP:Iteration 10F (69.777191 sec): 3 clusters Score: Raw -59120.062525 + Penalty 358.040195 = -58762.022331 nChanged 9 SP:Iteration 11F (69.779506 sec): 3 clusters Score: Raw -59124.234836 + Penalty 367.401397 = -58756.833439 nChanged 7 SP:Iteration 12F (69.781796 sec): 3 clusters Score: Raw -59126.633723 + Penalty 373.699232 = -58752.934490 nChanged 3 SP:Iteration 13F (69.784125 sec): 3 clusters Score: Raw -59127.520823 + Penalty 378.406850 = -58749.113972 nChanged 3 SP:Iteration 14F (69.786414 sec): 3 clusters Score: Raw -59128.120438 + Penalty 380.968577 = -58747.151861 nChanged 1 SP:Iteration 15F (69.788703 sec): 3 clusters Score: Raw -59128.484487 + Penalty 381.128520 = -58747.355967 nChanged 1 SP:Iteration 16Q (69.790651 sec): 3 clusters Score: Raw -59128.616179 + Penalty 383.148528 = -58745.467651 nChanged 1 SP:Iteration 17F (69.792939 sec): 3 clusters Score: Raw -59128.700213 + Penalty 383.148528 = -58745.551684 nChanged 0 Memory request: 0.05 GB would take us to total of 0.35 GB. Trying to split cluster 16 (9500 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.837654 sec): 2 clusters Score: Raw -439448.066163 + Penalty 173.790629 = -439274.275534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.855162 sec): 3 clusters Score: Raw -433115.626570 + Penalty 383.501543 = -432732.125027 nChanged 4486 SP:Iteration 1F (69.872281 sec): 3 clusters Score: Raw -438364.746657 + Penalty 374.350262 = -437990.396395 nChanged 853 SP:Iteration 2F (69.889879 sec): 3 clusters Score: Raw -439357.019859 + Penalty 380.192732 = -438976.827127 nChanged 80 SP:Iteration 3Q (69.903650 sec): 3 clusters Score: Raw -439431.929979 + Penalty 426.274964 = -439005.655015 nChanged 25 SP:Iteration 4Q (69.916973 sec): 3 clusters Score: Raw -439456.532554 + Penalty 465.978791 = -438990.553763 nChanged 12 SP:Iteration 5F (69.933871 sec): 3 clusters Score: Raw -439467.566068 + Penalty 522.262896 = -438945.303171 nChanged 6 SP:Iteration 6F (69.950820 sec): 3 clusters Score: Raw -439474.282338 + Penalty 582.824371 = -438891.457967 nChanged 3 SP:Iteration 7F (69.967822 sec): 3 clusters Score: Raw -439477.701273 + Penalty 608.608905 = -438869.092368 nChanged 1 SP:Iteration 8F (69.984818 sec): 3 clusters Score: Raw -439479.560061 + Penalty 638.232972 = -438841.327089 nChanged 1 SP:Iteration 9F (70.001626 sec): 3 clusters Score: Raw -439480.321206 + Penalty 673.602218 = -438806.718988 nChanged 1 SP:Iteration 10F (70.024866 sec): 3 clusters Score: Raw -439483.760668 + Penalty 673.602218 = -438810.158450 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 18 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.031001 sec): 2 clusters Score: Raw -461.657545 + Penalty 189.369954 = -272.287591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.031237 sec): 3 clusters Score: Raw -475.060983 + Penalty 386.351221 = -88.709762 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 19 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.031807 sec): 2 clusters Score: Raw -1689.449528 + Penalty 352.527085 = -1336.922443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.032082 sec): 3 clusters Score: Raw -1745.895898 + Penalty 705.721410 = -1040.174488 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 20 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.032680 sec): 2 clusters Score: Raw -2407.132159 + Penalty 216.701673 = -2190.430486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.032989 sec): 3 clusters Score: Raw -2403.846246 + Penalty 434.267845 = -1969.578401 nChanged 4 SP:Iteration 1F (70.033289 sec): 3 clusters Score: Raw -2413.823799 + Penalty 433.711632 = -1980.112168 nChanged 4 SP:Iteration 2F (70.033592 sec): 3 clusters Score: Raw -2422.134153 + Penalty 434.563828 = -1987.570325 nChanged 1 SP:Iteration 3Q (70.033887 sec): 3 clusters Score: Raw -2424.346969 + Penalty 434.563828 = -1989.783141 nChanged 0 SP:Iteration 4F (70.034185 sec): 3 clusters Score: Raw -2424.346969 + Penalty 434.563828 = -1989.783141 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 21 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.034702 sec): 2 clusters Score: Raw -444.234923 + Penalty 98.905315 = -345.329608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.034928 sec): 3 clusters Score: Raw -461.213399 + Penalty 197.810631 = -263.402768 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 22 (306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.036420 sec): 2 clusters Score: Raw -15729.549966 + Penalty 604.938618 = -15124.611348 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.037205 sec): 3 clusters Score: Raw -15639.269448 + Penalty 1209.369474 = -14429.899974 nChanged 79 SP:Iteration 1F (70.037957 sec): 3 clusters Score: Raw -15714.228063 + Penalty 1209.510501 = -14504.717562 nChanged 9 SP:Iteration 2Q (70.038701 sec): 3 clusters Score: Raw -15729.641766 + Penalty 1209.661479 = -14519.980287 nChanged 6 SP:Iteration 3Q (70.039444 sec): 3 clusters Score: Raw -15738.592375 + Penalty 1209.944008 = -14528.648367 nChanged 5 SP:Iteration 4Q (70.040245 sec): 3 clusters Score: Raw -15746.522150 + Penalty 1209.563963 = -14536.958187 nChanged 4 SP:Iteration 5Q (70.041151 sec): 3 clusters Score: Raw -15748.991669 + Penalty 1209.563963 = -14539.427706 nChanged 0 SP:Iteration 6F (70.042094 sec): 3 clusters Score: Raw -15748.991669 + Penalty 1209.563963 = -14539.427706 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 23 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.043253 sec): 2 clusters Score: Raw -897.329140 + Penalty 260.284497 = -637.044644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.043517 sec): 3 clusters Score: Raw -933.678445 + Penalty 520.094753 = -413.583693 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 24 (172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.045305 sec): 2 clusters Score: Raw -6739.532380 + Penalty 433.203434 = -6306.328946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.045873 sec): 3 clusters Score: Raw -6728.484094 + Penalty 881.200002 = -5847.284092 nChanged 42 SP:Iteration 1F (70.046425 sec): 3 clusters Score: Raw -6821.301737 + Penalty 916.512971 = -5904.788767 nChanged 16 SP:Iteration 2F (70.046969 sec): 3 clusters Score: Raw -6861.808239 + Penalty 961.421316 = -5900.386923 nChanged 11 SP:Iteration 3F (70.047515 sec): 3 clusters Score: Raw -6891.054371 + Penalty 1003.586711 = -5887.467661 nChanged 10 SP:Iteration 4F (70.048057 sec): 3 clusters Score: Raw -6925.450174 + Penalty 1025.063217 = -5900.386957 nChanged 4 SP:Iteration 5Q (70.048545 sec): 3 clusters Score: Raw -6940.438160 + Penalty 1039.902090 = -5900.536071 nChanged 3 SP:Iteration 6Q (70.049026 sec): 3 clusters Score: Raw -6951.482204 + Penalty 1043.630835 = -5907.851369 nChanged 1 SP:Iteration 7Q (70.049501 sec): 3 clusters Score: Raw -6957.375556 + Penalty 1043.630835 = -5913.744720 nChanged 0 SP:Iteration 8F (70.050042 sec): 3 clusters Score: Raw -6957.375556 + Penalty 1043.630835 = -5913.744720 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 26 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.051035 sec): 2 clusters Score: Raw -51.508584 + Penalty 0.000000 = -51.508584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.051233 sec): 2 clusters Score: Raw -51.508584 + Penalty 0.000000 = -51.508584 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 27 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.052361 sec): 2 clusters Score: Raw -2090.706531 + Penalty 274.467130 = -1816.239400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.052667 sec): 3 clusters Score: Raw -2102.384908 + Penalty 546.163419 = -1556.221490 nChanged 2 SP:Iteration 1Q (70.052983 sec): 3 clusters Score: Raw -2109.734650 + Penalty 546.163419 = -1563.571231 nChanged 0 SP:Iteration 2F (70.053306 sec): 3 clusters Score: Raw -2109.734650 + Penalty 546.163419 = -1563.571231 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 28 (241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.054932 sec): 2 clusters Score: Raw -11057.028925 + Penalty 373.448384 = -10683.580541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.055682 sec): 3 clusters Score: Raw -10990.020126 + Penalty 746.422772 = -10243.597354 nChanged 52 SP:Iteration 1F (70.056389 sec): 3 clusters Score: Raw -11024.466775 + Penalty 746.611685 = -10277.855090 nChanged 20 SP:Iteration 2F (70.057105 sec): 3 clusters Score: Raw -11045.379380 + Penalty 746.789143 = -10298.590236 nChanged 11 SP:Iteration 3Q (70.057818 sec): 3 clusters Score: Raw -11059.091502 + Penalty 747.039440 = -10312.052062 nChanged 9 SP:Iteration 4Q (70.058498 sec): 3 clusters Score: Raw -11071.580817 + Penalty 746.784601 = -10324.796216 nChanged 7 SP:Iteration 5Q (70.059167 sec): 3 clusters Score: Raw -11085.229998 + Penalty 748.300480 = -10336.929517 nChanged 7 SP:Iteration 6Q (70.059831 sec): 3 clusters Score: Raw -11097.764082 + Penalty 749.443741 = -10348.320341 nChanged 6 SP:Iteration 7Q (70.060494 sec): 3 clusters Score: Raw -11101.991140 + Penalty 749.887524 = -10352.103616 nChanged 1 SP:Iteration 8Q (70.061155 sec): 3 clusters Score: Raw -11102.088207 + Penalty 749.887524 = -10352.200683 nChanged 0 SP:Iteration 9F (70.061834 sec): 3 clusters Score: Raw -11102.088207 + Penalty 749.887524 = -10352.200683 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 29 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.062826 sec): 2 clusters Score: Raw -512.256294 + Penalty 181.673910 = -330.582384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.063061 sec): 3 clusters Score: Raw -520.856319 + Penalty 363.507494 = -157.348826 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 30 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.063955 sec): 2 clusters Score: Raw -419.411103 + Penalty 99.390561 = -320.020542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.064191 sec): 3 clusters Score: Raw -435.155925 + Penalty 199.251755 = -235.904170 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 31 (274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.065990 sec): 2 clusters Score: Raw -8691.979162 + Penalty 801.381091 = -7890.598071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.066751 sec): 3 clusters Score: Raw -8770.570255 + Penalty 1594.227026 = -7176.343229 nChanged 64 SP:Iteration 1F (70.067489 sec): 3 clusters Score: Raw -8976.430424 + Penalty 1592.509661 = -7383.920764 nChanged 15 SP:Iteration 2F (70.068228 sec): 3 clusters Score: Raw -9017.305489 + Penalty 1589.935704 = -7427.369785 nChanged 7 SP:Iteration 3Q (70.068906 sec): 3 clusters Score: Raw -9033.657048 + Penalty 1587.807092 = -7445.849956 nChanged 6 SP:Iteration 4Q (70.069573 sec): 3 clusters Score: Raw -9053.650583 + Penalty 1586.496744 = -7467.153838 nChanged 5 SP:Iteration 5Q (70.070237 sec): 3 clusters Score: Raw -9067.140833 + Penalty 1586.496744 = -7480.644089 nChanged 0 SP:Iteration 6F (70.070961 sec): 3 clusters Score: Raw -9067.140833 + Penalty 1586.496744 = -7480.644089 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 32 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.072046 sec): 2 clusters Score: Raw -2535.738012 + Penalty 409.887072 = -2125.850940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.072362 sec): 3 clusters Score: Raw -2612.837107 + Penalty 818.458787 = -1794.378320 nChanged 2 SP:Iteration 1Q (70.072661 sec): 3 clusters Score: Raw -2619.369152 + Penalty 818.458787 = -1800.910365 nChanged 0 SP:Iteration 2F (70.072996 sec): 3 clusters Score: Raw -2619.369152 + Penalty 818.458787 = -1800.910365 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 33 (70 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.073997 sec): 2 clusters Score: Raw -2949.558956 + Penalty 133.771929 = -2815.787026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.074348 sec): 3 clusters Score: Raw -2955.238799 + Penalty 263.351896 = -2691.886903 nChanged 18 SP:Iteration 1F (70.074695 sec): 3 clusters Score: Raw -2984.015319 + Penalty 263.433187 = -2720.582131 nChanged 6 SP:Iteration 2F (70.075034 sec): 3 clusters Score: Raw -2990.096351 + Penalty 262.900718 = -2727.195632 nChanged 2 SP:Iteration 3Q (70.075366 sec): 3 clusters Score: Raw -2992.289945 + Penalty 261.429242 = -2730.860703 nChanged 1 SP:Iteration 4Q (70.075695 sec): 3 clusters Score: Raw -2993.613847 + Penalty 261.429242 = -2732.184605 nChanged 0 SP:Iteration 5F (70.076032 sec): 3 clusters Score: Raw -2993.613847 + Penalty 261.429242 = -2732.184605 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 34 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.077052 sec): 2 clusters Score: Raw -1785.705710 + Penalty 295.104013 = -1490.601697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.077344 sec): 3 clusters Score: Raw -1825.915599 + Penalty 595.258236 = -1230.657362 nChanged 2 SP:Iteration 1F (70.077621 sec): 3 clusters Score: Raw -1835.051329 + Penalty 595.258236 = -1239.793093 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 35 (2304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.089553 sec): 2 clusters Score: Raw -113326.373730 + Penalty 499.383857 = -112826.989874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.094379 sec): 3 clusters Score: Raw -111959.892791 + Penalty 994.322776 = -110965.570015 nChanged 959 SP:Iteration 1F (70.099193 sec): 3 clusters Score: Raw -112464.361874 + Penalty 988.464249 = -111475.897625 nChanged 268 SP:Iteration 2F (70.103592 sec): 3 clusters Score: Raw -112612.746516 + Penalty 985.126435 = -111627.620081 nChanged 198 SP:Iteration 3F (70.107881 sec): 3 clusters Score: Raw -112749.871229 + Penalty 986.046220 = -111763.825009 nChanged 162 SP:Iteration 4F (70.112302 sec): 3 clusters Score: Raw -112909.061066 + Penalty 986.551114 = -111922.509952 nChanged 140 SP:Iteration 5F (70.116584 sec): 3 clusters Score: Raw -113044.438039 + Penalty 987.050132 = -112057.387907 nChanged 94 SP:Iteration 6Q (70.120894 sec): 3 clusters Score: Raw -113135.611466 + Penalty 986.935057 = -112148.676409 nChanged 76 SP:Iteration 7Q (70.125099 sec): 3 clusters Score: Raw -113206.418297 + Penalty 991.668246 = -112214.750052 nChanged 52 SP:Iteration 8Q (70.129180 sec): 3 clusters Score: Raw -113246.083202 + Penalty 993.887753 = -112252.195448 nChanged 31 SP:Iteration 9Q (70.133134 sec): 3 clusters Score: Raw -113267.822799 + Penalty 995.458675 = -112272.364124 nChanged 16 SP:Iteration 10F (70.137574 sec): 3 clusters Score: Raw -113280.173137 + Penalty 998.533934 = -112281.639203 nChanged 17 SP:Iteration 11Q (70.141394 sec): 3 clusters Score: Raw -113287.842676 + Penalty 1007.245177 = -112280.597499 nChanged 14 SP:Iteration 12F (70.145986 sec): 3 clusters Score: Raw -113296.004261 + Penalty 1011.119056 = -112284.885205 nChanged 10 SP:Iteration 13Q (70.149769 sec): 3 clusters Score: Raw -113302.022118 + Penalty 1018.205846 = -112283.816271 nChanged 14 SP:Iteration 14F (70.154140 sec): 3 clusters Score: Raw -113309.202005 + Penalty 1019.631933 = -112289.570072 nChanged 12 SP:Iteration 15Q (70.157842 sec): 3 clusters Score: Raw -113314.207210 + Penalty 1026.048059 = -112288.159151 nChanged 11 SP:Iteration 16F (70.162157 sec): 3 clusters Score: Raw -113318.898911 + Penalty 1040.164387 = -112278.734524 nChanged 16 SP:Iteration 17F (70.166496 sec): 3 clusters Score: Raw -113328.726488 + Penalty 1047.930749 = -112280.795739 nChanged 10 SP:Iteration 18Q (70.170157 sec): 3 clusters Score: Raw -113334.950248 + Penalty 1052.872086 = -112282.078162 nChanged 7 SP:Iteration 19Q (70.173856 sec): 3 clusters Score: Raw -113338.959064 + Penalty 1056.932154 = -112282.026910 nChanged 6 SP:Iteration 20F (70.178460 sec): 3 clusters Score: Raw -113345.052307 + Penalty 1060.172537 = -112284.879770 nChanged 6 SP:Iteration 21Q (70.182197 sec): 3 clusters Score: Raw -113351.608165 + Penalty 1064.694499 = -112286.913666 nChanged 5 SP:Iteration 22Q (70.185861 sec): 3 clusters Score: Raw -113353.508245 + Penalty 1064.872564 = -112288.635681 nChanged 1 SP:Iteration 23Q (70.189439 sec): 3 clusters Score: Raw -113353.747042 + Penalty 1065.861553 = -112287.885488 nChanged 1 SP:Iteration 24F (70.193746 sec): 3 clusters Score: Raw -113354.054010 + Penalty 1066.443066 = -112287.610944 nChanged 1 SP:Iteration 25F (70.198175 sec): 3 clusters Score: Raw -113354.577139 + Penalty 1066.443066 = -112288.134073 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 36 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.201187 sec): 2 clusters Score: Raw -1143.922859 + Penalty 214.321943 = -929.600916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.201451 sec): 3 clusters Score: Raw -1162.099389 + Penalty 429.125748 = -732.973640 nChanged 2 SP:Iteration 1F (70.201704 sec): 3 clusters Score: Raw -1170.881415 + Penalty 429.125748 = -741.755667 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 37 (488 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.204601 sec): 2 clusters Score: Raw -22466.721621 + Penalty 139.381508 = -22327.340114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.205778 sec): 3 clusters Score: Raw -22176.115794 + Penalty 283.409705 = -21892.706089 nChanged 213 SP:Iteration 1F (70.206901 sec): 3 clusters Score: Raw -22349.495058 + Penalty 299.940225 = -22049.554832 nChanged 66 SP:Iteration 2F (70.208010 sec): 3 clusters Score: Raw -22395.455047 + Penalty 340.180568 = -22055.274479 nChanged 45 SP:Iteration 3F (70.209069 sec): 3 clusters Score: Raw -22443.132746 + Penalty 396.574572 = -22046.558174 nChanged 26 SP:Iteration 4F (70.210126 sec): 3 clusters Score: Raw -22474.526747 + Penalty 429.688415 = -22044.838333 nChanged 12 SP:Iteration 5F (70.211179 sec): 3 clusters Score: Raw -22487.524041 + Penalty 456.279121 = -22031.244920 nChanged 8 SP:Iteration 6F (70.212231 sec): 3 clusters Score: Raw -22496.725717 + Penalty 476.047815 = -22020.677902 nChanged 3 SP:Iteration 7F (70.213283 sec): 3 clusters Score: Raw -22500.815618 + Penalty 519.844648 = -21980.970970 nChanged 4 SP:Iteration 8F (70.214337 sec): 3 clusters Score: Raw -22506.855387 + Penalty 526.222618 = -21980.632769 nChanged 1 SP:Iteration 9F (70.215387 sec): 3 clusters Score: Raw -22507.955273 + Penalty 533.788037 = -21974.167236 nChanged 1 SP:Iteration 10F (70.216442 sec): 3 clusters Score: Raw -22509.520075 + Penalty 553.156135 = -21956.363940 nChanged 1 SP:Iteration 11F (70.217491 sec): 3 clusters Score: Raw -22513.721638 + Penalty 558.471565 = -21955.250073 nChanged 1 SP:Iteration 12F (70.218542 sec): 3 clusters Score: Raw -22514.365595 + Penalty 558.471565 = -21955.894030 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 38 (223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.223057 sec): 2 clusters Score: Raw -11045.699432 + Penalty 585.472790 = -10460.226642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.223680 sec): 3 clusters Score: Raw -10996.969205 + Penalty 1172.269840 = -9824.699365 nChanged 33 SP:Iteration 1F (70.224285 sec): 3 clusters Score: Raw -11035.326467 + Penalty 1174.559451 = -9860.767016 nChanged 15 SP:Iteration 2F (70.224922 sec): 3 clusters Score: Raw -11061.803842 + Penalty 1172.705299 = -9889.098544 nChanged 3 SP:Iteration 3Q (70.225520 sec): 3 clusters Score: Raw -11070.739343 + Penalty 1173.748373 = -9896.990971 nChanged 5 SP:Iteration 4Q (70.226113 sec): 3 clusters Score: Raw -11088.357679 + Penalty 1174.741363 = -9913.616316 nChanged 5 SP:Iteration 5Q (70.226721 sec): 3 clusters Score: Raw -11105.978865 + Penalty 1173.927858 = -9932.051007 nChanged 5 SP:Iteration 6Q (70.227315 sec): 3 clusters Score: Raw -11115.138667 + Penalty 1174.939790 = -9940.198877 nChanged 3 SP:Iteration 7Q (70.227904 sec): 3 clusters Score: Raw -11122.679042 + Penalty 1179.826986 = -9942.852056 nChanged 5 SP:Iteration 8Q (70.228483 sec): 3 clusters Score: Raw -11138.625927 + Penalty 1180.939089 = -9957.686839 nChanged 1 SP:Iteration 9Q (70.229074 sec): 3 clusters Score: Raw -11140.169953 + Penalty 1180.939089 = -9959.230864 nChanged 0 SP:Iteration 10F (70.229675 sec): 3 clusters Score: Raw -11140.169953 + Penalty 1180.939089 = -9959.230864 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 39 (850 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.234300 sec): 2 clusters Score: Raw -45868.168467 + Penalty 908.428533 = -44959.739934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.236070 sec): 3 clusters Score: Raw -45516.756527 + Penalty 1817.026097 = -43699.730431 nChanged 255 SP:Iteration 1F (70.237789 sec): 3 clusters Score: Raw -45699.221146 + Penalty 1817.356687 = -43881.864460 nChanged 56 SP:Iteration 2F (70.239475 sec): 3 clusters Score: Raw -45765.224292 + Penalty 1817.907306 = -43947.316986 nChanged 52 SP:Iteration 3F (70.241158 sec): 3 clusters Score: Raw -45812.623631 + Penalty 1818.774184 = -43993.849446 nChanged 35 SP:Iteration 4Q (70.242851 sec): 3 clusters Score: Raw -45843.671116 + Penalty 1819.532790 = -44024.138326 nChanged 20 SP:Iteration 5Q (70.244555 sec): 3 clusters Score: Raw -45856.813752 + Penalty 1819.864276 = -44036.949476 nChanged 12 SP:Iteration 6Q (70.246396 sec): 3 clusters Score: Raw -45869.324777 + Penalty 1820.442471 = -44048.882306 nChanged 11 SP:Iteration 7Q (70.248185 sec): 3 clusters Score: Raw -45878.875815 + Penalty 1820.616975 = -44058.258840 nChanged 4 SP:Iteration 8Q (70.249853 sec): 3 clusters Score: Raw -45882.094697 + Penalty 1820.506080 = -44061.588617 nChanged 2 SP:Iteration 9Q (70.251560 sec): 3 clusters Score: Raw -45884.270853 + Penalty 1820.513413 = -44063.757441 nChanged 4 SP:Iteration 10F (70.253266 sec): 3 clusters Score: Raw -45890.850422 + Penalty 1820.623041 = -44070.227381 nChanged 2 SP:Iteration 11Q (70.254960 sec): 3 clusters Score: Raw -45891.799679 + Penalty 1820.895067 = -44070.904612 nChanged 5 SP:Iteration 12Q (70.256646 sec): 3 clusters Score: Raw -45893.610906 + Penalty 1820.991698 = -44072.619208 nChanged 2 SP:Iteration 13Q (70.258311 sec): 3 clusters Score: Raw -45894.373987 + Penalty 1820.968380 = -44073.405607 nChanged 1 SP:Iteration 14Q (70.259968 sec): 3 clusters Score: Raw -45894.783064 + Penalty 1820.968380 = -44073.814684 nChanged 0 SP:Iteration 15F (70.261647 sec): 3 clusters Score: Raw -45894.783064 + Penalty 1820.968380 = -44073.814684 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 40 (61 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.262713 sec): 2 clusters Score: Raw -2729.279077 + Penalty 499.931175 = -2229.347902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.263040 sec): 3 clusters Score: Raw -2924.718614 + Penalty 998.904423 = -1925.814191 nChanged 1 SP:Iteration 1Q (70.263343 sec): 3 clusters Score: Raw -2927.041708 + Penalty 998.089079 = -1928.952629 nChanged 1 SP:Iteration 2Q (70.263649 sec): 3 clusters Score: Raw -2931.695689 + Penalty 999.462479 = -1932.233210 nChanged 3 SP:Iteration 3Q (70.263950 sec): 3 clusters Score: Raw -2949.313818 + Penalty 999.462479 = -1949.851339 nChanged 0 SP:Iteration 4F (70.264266 sec): 3 clusters Score: Raw -2949.313818 + Penalty 999.462479 = -1949.851339 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 43 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.264915 sec): 2 clusters Score: Raw -2557.157685 + Penalty 419.576132 = -2137.581554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.265229 sec): 3 clusters Score: Raw -2622.775477 + Penalty 834.058455 = -1788.717023 nChanged 1 SP:Iteration 1Q (70.265523 sec): 3 clusters Score: Raw -2628.072342 + Penalty 834.058455 = -1794.013887 nChanged 0 SP:Iteration 2F (70.265827 sec): 3 clusters Score: Raw -2628.072342 + Penalty 834.058455 = -1794.013887 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 44 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.266310 sec): 2 clusters Score: Raw -436.670731 + Penalty 183.008633 = -253.662098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.266534 sec): 3 clusters Score: Raw -446.014405 + Penalty 365.957550 = -80.056855 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 45 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.267033 sec): 2 clusters Score: Raw -764.556231 + Penalty 231.377507 = -533.178724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.267268 sec): 3 clusters Score: Raw -776.538177 + Penalty 460.742875 = -315.795303 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 47 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.267747 sec): 2 clusters Score: Raw -382.569316 + Penalty 177.857107 = -204.712208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.267969 sec): 3 clusters Score: Raw -388.090525 + Penalty 363.849581 = -24.240944 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 48 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.268469 sec): 2 clusters Score: Raw -825.255646 + Penalty 252.674980 = -572.580666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.268707 sec): 3 clusters Score: Raw -857.529005 + Penalty 508.648838 = -348.880168 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 49 (104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.269442 sec): 2 clusters Score: Raw -4985.968453 + Penalty 536.065224 = -4449.903229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.269846 sec): 3 clusters Score: Raw -5052.282731 + Penalty 1073.396944 = -3978.885787 nChanged 15 SP:Iteration 1F (70.270242 sec): 3 clusters Score: Raw -5095.368008 + Penalty 1075.202567 = -4020.165441 nChanged 5 SP:Iteration 2Q (70.270623 sec): 3 clusters Score: Raw -5107.527064 + Penalty 1077.323967 = -4030.203096 nChanged 4 SP:Iteration 3Q (70.271002 sec): 3 clusters Score: Raw -5122.989129 + Penalty 1078.345208 = -4044.643920 nChanged 1 SP:Iteration 4Q (70.271376 sec): 3 clusters Score: Raw -5124.158728 + Penalty 1077.615167 = -4046.543561 nChanged 1 SP:Iteration 5Q (70.271750 sec): 3 clusters Score: Raw -5130.921269 + Penalty 1077.615167 = -4053.306102 nChanged 0 SP:Iteration 6F (70.272144 sec): 3 clusters Score: Raw -5130.921269 + Penalty 1077.615167 = -4053.306102 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 (70.272632 sec): 2 clusters Score: Raw -442.487945 + Penalty 160.785422 = -281.702523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.272856 sec): 3 clusters Score: Raw -466.206235 + Penalty 319.546986 = -146.659250 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 52 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.273381 sec): 2 clusters Score: Raw -920.346283 + Penalty 247.405219 = -672.941064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.273630 sec): 3 clusters Score: Raw -949.549832 + Penalty 493.495510 = -456.054323 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 53 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.274093 sec): 2 clusters Score: Raw -102.200964 + Penalty 48.607554 = -53.593410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.274299 sec): 3 clusters Score: Raw -98.297358 + Penalty 97.215109 = -1.082249 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 54 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.274815 sec): 2 clusters Score: Raw -1084.189488 + Penalty 239.945015 = -844.244473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.275065 sec): 3 clusters Score: Raw -1110.391084 + Penalty 480.332947 = -630.058137 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 55 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.275559 sec): 2 clusters Score: Raw -638.371460 + Penalty 157.383594 = -480.987865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.275792 sec): 3 clusters Score: Raw -653.857949 + Penalty 311.147529 = -342.710420 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 56 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.276284 sec): 2 clusters Score: Raw -668.827790 + Penalty 229.091633 = -439.736157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.276516 sec): 3 clusters Score: Raw -686.441716 + Penalty 461.012724 = -225.428992 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 57 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.277066 sec): 2 clusters Score: Raw -1641.700601 + Penalty 38.272585 = -1603.428016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.277314 sec): 3 clusters Score: Raw -1631.075794 + Penalty 79.300919 = -1551.774875 nChanged 11 SP:Iteration 1F (70.277584 sec): 3 clusters Score: Raw -1650.047904 + Penalty 73.086122 = -1576.961782 nChanged 6 SP:Iteration 2F (70.277857 sec): 3 clusters Score: Raw -1655.797560 + Penalty 73.086122 = -1582.711438 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 59 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.278336 sec): 2 clusters Score: Raw -310.690234 + Penalty 169.775015 = -140.915219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.278553 sec): 3 clusters Score: Raw -326.587000 + Penalty 321.965007 = -4.621993 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 62 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.279046 sec): 2 clusters Score: Raw -616.747900 + Penalty 89.669487 = -527.078414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.279279 sec): 3 clusters Score: Raw -626.673916 + Penalty 195.447084 = -431.226832 nChanged 1 SP:Iteration 1F (70.279507 sec): 3 clusters Score: Raw -628.204701 + Penalty 195.447084 = -432.757617 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 63 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.279997 sec): 2 clusters Score: Raw -574.511575 + Penalty 149.631117 = -424.880458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.280226 sec): 3 clusters Score: Raw -582.810149 + Penalty 325.594172 = -257.215977 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 64 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.280706 sec): 2 clusters Score: Raw -401.915707 + Penalty 160.870933 = -241.044774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.280945 sec): 3 clusters Score: Raw -414.524566 + Penalty 321.741866 = -92.782699 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 65 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.281440 sec): 2 clusters Score: Raw -628.008755 + Penalty 225.028807 = -402.979949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.281673 sec): 3 clusters Score: Raw -664.685244 + Penalty 449.356721 = -215.328523 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 68 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.282161 sec): 2 clusters Score: Raw -518.527043 + Penalty 204.240561 = -314.286482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.282391 sec): 3 clusters Score: Raw -547.550944 + Penalty 412.409564 = -135.141380 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 72 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.282900 sec): 2 clusters Score: Raw -948.953618 + Penalty 286.351638 = -662.601980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.283144 sec): 3 clusters Score: Raw -973.714511 + Penalty 543.907693 = -429.806818 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 73 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.283635 sec): 2 clusters Score: Raw -641.988780 + Penalty 226.552322 = -415.436458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.283863 sec): 3 clusters Score: Raw -647.779761 + Penalty 453.987583 = -193.792178 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 77 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.284364 sec): 2 clusters Score: Raw -831.597790 + Penalty 253.871873 = -577.725916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.284606 sec): 3 clusters Score: Raw -865.447500 + Penalty 505.934867 = -359.512633 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 78 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.285077 sec): 2 clusters Score: Raw -169.298532 + Penalty 93.999714 = -75.298818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.285273 sec): 2 clusters Score: Raw -169.298532 + Penalty 93.999714 = -75.298818 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 80 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.285739 sec): 2 clusters Score: Raw -167.073625 + Penalty 84.936889 = -82.136736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.285935 sec): 2 clusters Score: Raw -167.073625 + Penalty 84.936889 = -82.136736 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 81 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.286411 sec): 2 clusters Score: Raw -317.143247 + Penalty 150.609479 = -166.533768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.286628 sec): 3 clusters Score: Raw -322.341677 + Penalty 282.754512 = -39.587166 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 84 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.287144 sec): 2 clusters Score: Raw -1097.045818 + Penalty 322.247443 = -774.798375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.287394 sec): 3 clusters Score: Raw -1174.598048 + Penalty 638.001620 = -536.596427 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 85 (2003 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.293804 sec): 2 clusters Score: Raw -95060.415921 + Penalty 109.826920 = -94950.589002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.297611 sec): 3 clusters Score: Raw -93815.350179 + Penalty 220.394683 = -93594.955496 nChanged 899 SP:Iteration 1F (70.301316 sec): 3 clusters Score: Raw -94485.438840 + Penalty 222.671544 = -94262.767296 nChanged 237 SP:Iteration 2F (70.304976 sec): 3 clusters Score: Raw -94696.511354 + Penalty 222.889521 = -94473.621832 nChanged 163 SP:Iteration 3F (70.308620 sec): 3 clusters Score: Raw -94900.951619 + Penalty 246.374351 = -94654.577268 nChanged 97 SP:Iteration 4Q (70.312275 sec): 3 clusters Score: Raw -95027.541514 + Penalty 355.194217 = -94672.347298 nChanged 26 SP:Iteration 5Q (70.315968 sec): 3 clusters Score: Raw -95063.558148 + Penalty 432.168284 = -94631.389864 nChanged 4 SP:Iteration 6F (70.319696 sec): 3 clusters Score: Raw -95070.156494 + Penalty 468.913592 = -94601.242901 nChanged 1 SP:Iteration 7F (70.323294 sec): 3 clusters Score: Raw -95071.650519 + Penalty 468.913592 = -94602.736927 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 89 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.325012 sec): 2 clusters Score: Raw -163.198089 + Penalty 85.823221 = -77.374868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.325224 sec): 2 clusters Score: Raw -163.198089 + Penalty 85.823221 = -77.374868 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 91 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.325753 sec): 2 clusters Score: Raw -282.203772 + Penalty 146.289624 = -135.914147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.325970 sec): 3 clusters Score: Raw -279.517126 + Penalty 290.624133 = 11.107007 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 93 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.326435 sec): 2 clusters Score: Raw -107.289223 + Penalty 50.752665 = -56.536558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.326639 sec): 3 clusters Score: Raw -102.079319 + Penalty 101.505330 = -0.573989 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 95 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.327108 sec): 2 clusters Score: Raw -213.844190 + Penalty 120.644345 = -93.199845 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.327321 sec): 3 clusters Score: Raw -210.801229 + Penalty 239.668753 = 28.867524 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 96 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.327890 sec): 2 clusters Score: Raw -1862.371315 + Penalty 457.210007 = -1405.161309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.328174 sec): 3 clusters Score: Raw -1934.877735 + Penalty 915.208783 = -1019.668952 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 114 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.328650 sec): 2 clusters Score: Raw -275.132189 + Penalty 121.663945 = -153.468244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.328866 sec): 3 clusters Score: Raw -272.661137 + Penalty 241.696519 = -30.964619 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 117 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.329330 sec): 2 clusters Score: Raw -107.586077 + Penalty 51.474814 = -56.111263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.329535 sec): 3 clusters Score: Raw -101.501586 + Penalty 102.949628 = 1.448043 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 125 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.330027 sec): 2 clusters Score: Raw -162.533532 + Penalty 60.668056 = -101.865476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.330219 sec): 2 clusters Score: Raw -162.533532 + Penalty 60.668056 = -101.865476 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 128 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.330688 sec): 2 clusters Score: Raw -207.198489 + Penalty 89.566272 = -117.632217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.330902 sec): 3 clusters Score: Raw -210.610828 + Penalty 179.132544 = -31.478284 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 130 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.331375 sec): 2 clusters Score: Raw -270.499534 + Penalty 152.286348 = -118.213186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.331591 sec): 3 clusters Score: Raw -272.358392 + Penalty 303.193901 = 30.835509 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 132 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.332076 sec): 2 clusters Score: Raw -509.130317 + Penalty 192.925709 = -316.204608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.332302 sec): 3 clusters Score: Raw -524.720596 + Penalty 372.361791 = -152.358805 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 134 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.332775 sec): 2 clusters Score: Raw -245.543251 + Penalty 83.099050 = -162.444200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.332991 sec): 3 clusters Score: Raw -249.233802 + Penalty 164.522421 = -84.711381 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 135 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.333458 sec): 2 clusters Score: Raw -167.176053 + Penalty 87.275859 = -79.900194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.333657 sec): 2 clusters Score: Raw -167.176053 + Penalty 87.275859 = -79.900194 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 139 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.334141 sec): 2 clusters Score: Raw -533.949660 + Penalty 190.273933 = -343.675727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.334369 sec): 3 clusters Score: Raw -548.944946 + Penalty 380.547865 = -168.397081 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 140 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.334852 sec): 2 clusters Score: Raw -535.947982 + Penalty 204.193612 = -331.754369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.335078 sec): 3 clusters Score: Raw -547.586892 + Penalty 400.174384 = -147.412508 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 141 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.335556 sec): 2 clusters Score: Raw -334.789872 + Penalty 135.706491 = -199.083380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.335776 sec): 3 clusters Score: Raw -359.950004 + Penalty 268.411047 = -91.538957 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 145 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.336275 sec): 2 clusters Score: Raw -876.356594 + Penalty 237.693905 = -638.662689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.336516 sec): 3 clusters Score: Raw -900.237708 + Penalty 469.419757 = -430.817950 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 146 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.336997 sec): 2 clusters Score: Raw -214.365452 + Penalty 126.408454 = -87.956998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.337211 sec): 3 clusters Score: Raw -218.054686 + Penalty 252.816908 = 34.762222 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 147 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.337678 sec): 2 clusters Score: Raw -211.006296 + Penalty 107.097803 = -103.908493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.337892 sec): 3 clusters Score: Raw -210.114969 + Penalty 203.572558 = -6.542411 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 152 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.338379 sec): 2 clusters Score: Raw -554.017625 + Penalty 188.771452 = -365.246173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.338609 sec): 3 clusters Score: Raw -577.503060 + Penalty 389.751550 = -187.751510 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 158 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.339072 sec): 2 clusters Score: Raw -101.519915 + Penalty 40.180721 = -61.339193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.339266 sec): 2 clusters Score: Raw -101.519915 + Penalty 40.180721 = -61.339193 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 194 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.339725 sec): 2 clusters Score: Raw -52.675229 + Penalty 0.000000 = -52.675229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.339915 sec): 2 clusters Score: Raw -52.675229 + Penalty 0.000000 = -52.675229 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 198 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.340386 sec): 2 clusters Score: Raw -274.302426 + Penalty 103.042537 = -171.259889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.340603 sec): 3 clusters Score: Raw -270.180944 + Penalty 217.661161 = -52.519783 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 207 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.341059 sec): 2 clusters Score: Raw -52.824605 + Penalty 0.000000 = -52.824605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.341248 sec): 2 clusters Score: Raw -52.824605 + Penalty 0.000000 = -52.824605 nChanged 0 Deleting Class 130 (5 points): Lose 66.081615 but Gain 984.302131 Iteration 119Q (70.500856 sec): 89 clusters Score: Raw -1442648.535528 + Penalty 69990.414602 = -1372658.120927 nChanged 38 Deleting Class 91 (5 points): Lose 29.953554 but Gain 945.542336 Iteration 120F (71.873308 sec): 88 clusters Score: Raw -1442679.600850 + Penalty 69064.666133 = -1373614.934718 nChanged 30 Deleting Class 73 (11 points): Lose 74.296669 but Gain 982.833585 Iteration 121Q (72.013474 sec): 87 clusters Score: Raw -1442648.035608 + Penalty 68115.536336 = -1374532.499273 nChanged 29 Deleting Class 47 (7 points): Lose 44.827958 but Gain 950.802080 Iteration 122Q (72.151553 sec): 86 clusters Score: Raw -1442622.235613 + Penalty 67175.137068 = -1375447.098545 nChanged 19 Deleting Class 146 (4 points): Lose 42.937088 but Gain 948.554624 Iteration 123Q (72.288796 sec): 85 clusters Score: Raw -1442593.435454 + Penalty 66236.537066 = -1376356.898388 nChanged 15 Deleting Class 207 (1 points): Lose 3.356103 but Gain 896.241272 Iteration 124Q (72.428221 sec): 84 clusters Score: Raw -1442602.027845 + Penalty 65342.766443 = -1377259.261402 nChanged 8 Deleting Class 140 (10 points): Lose 36.032346 but Gain 922.503761 Iteration 125Q (72.566828 sec): 83 clusters Score: Raw -1442568.918406 + Penalty 64430.645134 = -1378138.273272 nChanged 14 Deleting Class 59 (6 points): Lose 99.682852 but Gain 985.679563 Iteration 126Q (72.701750 sec): 82 clusters Score: Raw -1442483.867791 + Penalty 63262.668561 = -1379221.199230 nChanged 8 Deleting Class 194 (1 points): Lose 6.909302 but Gain 891.055149 Iteration 127Q (72.836998 sec): 81 clusters Score: Raw -1442486.987175 + Penalty 62373.798389 = -1380113.188786 nChanged 2 Deleting Class 26 (1 points): Lose 13.743981 but Gain 896.666429 Iteration 128Q (72.974849 sec): 80 clusters Score: Raw -1442476.813634 + Penalty 61476.399567 = -1381000.414066 nChanged 4 Deleting Class 72 (20 points): Lose 135.782091 but Gain 1014.812618 Iteration 129Q (73.108618 sec): 79 clusters Score: Raw -1442343.865943 + Penalty 60477.683980 = -1381866.181962 nChanged 21 Deleting Class 95 (4 points): Lose 30.871167 but Gain 905.301407 Iteration 130F (74.332826 sec): 78 clusters Score: Raw -1442344.253945 + Penalty 59569.030722 = -1382775.223224 nChanged 8 Deleting Class 84 (22 points): Lose 212.447497 but Gain 1084.491597 Iteration 131Q (74.467025 sec): 77 clusters Score: Raw -1442139.249462 + Penalty 58504.230233 = -1383635.019229 nChanged 23 Deleting Class 77 (16 points): Lose 83.609475 but Gain 952.512792 Iteration 132Q (74.598602 sec): 76 clusters Score: Raw -1442137.043288 + Penalty 57582.866093 = -1384554.177196 nChanged 24 Deleting Class 78 (3 points): Lose 22.009622 but Gain 890.069179 Iteration 133Q (74.731520 sec): 75 clusters Score: Raw -1442159.502321 + Penalty 56703.002958 = -1385456.499363 nChanged 14 Deleting Class 96 (41 points): Lose 421.074108 but Gain 1286.491341 Iteration 134Q (74.863405 sec): 74 clusters Score: Raw -1441761.766190 + Penalty 55672.535334 = -1386089.230856 nChanged 46 Deleting Class 81 (9 points): Lose 70.543561 but Gain 961.584483 Iteration 135Q (75.003844 sec): 73 clusters Score: Raw -1441850.314452 + Penalty 54772.897419 = -1387077.417033 nChanged 21 Deleting Class 32 (53 points): Lose 213.602286 but Gain 1075.814621 Iteration 136Q (75.133129 sec): 72 clusters Score: Raw -1441651.880599 + Penalty 53727.766913 = -1387924.113686 nChanged 62 Deleting Class 43 (54 points): Lose 233.065528 but Gain 1094.183488 Iteration 137Q (75.278566 sec): 71 clusters Score: Raw -1441563.983320 + Penalty 52733.807902 = -1388830.175419 nChanged 71 Deleting Class 56 (13 points): Lose 68.562827 but Gain 929.120655 Iteration 138Q (75.409095 sec): 70 clusters Score: Raw -1441615.247979 + Penalty 51858.519593 = -1389756.728386 nChanged 37 Deleting Class 80 (4 points): Lose 80.344193 but Gain 940.391238 Iteration 139Q (75.543636 sec): 69 clusters Score: Raw -1441613.002369 + Penalty 50929.711475 = -1390683.290894 nChanged 27 Deleting Class 45 (14 points): Lose 56.406940 but Gain 912.040226 Iteration 140F (76.617013 sec): 68 clusters Score: Raw -1441657.592003 + Penalty 49643.656688 = -1392013.935316 nChanged 27 Deleting Class 145 (16 points): Lose 41.715625 but Gain 891.813978 Iteration 141Q (76.746384 sec): 67 clusters Score: Raw -1441716.656815 + Penalty 48781.690335 = -1392934.966480 nChanged 25 Deleting Class 23 (22 points): Lose 113.816855 but Gain 970.457494 Iteration 142Q (76.873218 sec): 66 clusters Score: Raw -1441632.165249 + Penalty 47880.339049 = -1393751.826200 nChanged 30 Deleting Class 132 (12 points): Lose 50.397317 but Gain 970.563114 Iteration 143Q (76.999234 sec): 65 clusters Score: Raw -1441620.695969 + Penalty 46962.538164 = -1394658.157806 nChanged 18 Deleting Class 48 (16 points): Lose 101.790349 but Gain 948.022118 Iteration 144Q (77.124822 sec): 64 clusters Score: Raw -1441534.553246 + Penalty 46040.510598 = -1395494.042648 nChanged 19 Deleting Class 44 (8 points): Lose 71.318433 but Gain 915.517276 Iteration 145Q (77.250754 sec): 63 clusters Score: Raw -1441491.037195 + Penalty 45119.985023 = -1396371.052173 nChanged 10 Deleting Class 139 (11 points): Lose 80.201316 but Gain 919.074965 Iteration 146Q (77.375969 sec): 62 clusters Score: Raw -1441423.612819 + Penalty 44219.745987 = -1397203.866832 nChanged 13 Deleting Class 52 (19 points): Lose 63.268315 but Gain 895.206356 Iteration 147Q (77.499363 sec): 61 clusters Score: Raw -1441379.773892 + Penalty 43371.634976 = -1398008.138915 nChanged 25 Deleting Class 19 (38 points): Lose 231.811579 but Gain 1063.662790 Iteration 148Q (77.622120 sec): 60 clusters Score: Raw -1441180.582992 + Penalty 42391.714938 = -1398788.868054 nChanged 47 Deleting Class 14 (22 points): Lose 96.717950 but Gain 921.166111 Iteration 149Q (77.747373 sec): 59 clusters Score: Raw -1441183.416578 + Penalty 41506.760981 = -1399676.655597 nChanged 42 Deleting Class 135 (3 points): Lose 8.369450 but Gain 826.402005 Iteration 150F (78.664685 sec): 58 clusters Score: Raw -1441221.510188 + Penalty 40717.814997 = -1400503.695190 nChanged 25 Deleting Class 54 (19 points): Lose 68.574725 but Gain 857.112250 Iteration 151Q (78.786224 sec): 57 clusters Score: Raw -1441202.324322 + Penalty 39904.488384 = -1401297.835938 nChanged 42 Deleting Class 152 (12 points): Lose 54.696145 but Gain 841.206755 Iteration 152Q (78.908575 sec): 56 clusters Score: Raw -1441187.430126 + Penalty 39087.103946 = -1402100.326180 nChanged 30 Deleting Class 65 (14 points): Lose 107.439286 but Gain 892.061989 Iteration 153Q (79.027535 sec): 55 clusters Score: Raw -1441107.834788 + Penalty 38245.253759 = -1402862.581029 nChanged 27 Deleting Class 18 (10 points): Lose 101.901724 but Gain 884.799806 Iteration 154Q (79.144627 sec): 54 clusters Score: Raw -1441049.471195 + Penalty 37377.738736 = -1403671.732459 nChanged 23 Deleting Class 89 (3 points): Lose 32.613706 but Gain 812.647191 Iteration 155Q (79.264864 sec): 53 clusters Score: Raw -1441048.809968 + Penalty 36575.593033 = -1404473.216935 nChanged 16 Deleting Class 147 (4 points): Lose 23.795951 but Gain 803.649702 Iteration 156Q (79.382199 sec): 52 clusters Score: Raw -1441033.860487 + Penalty 35774.207792 = -1405259.652694 nChanged 14 Deleting Class 29 (10 points): Lose 47.113950 but Gain 820.764484 Iteration 157Q (79.501671 sec): 51 clusters Score: Raw -1441001.460599 + Penalty 34969.894415 = -1406031.566184 nChanged 21 Deleting Class 117 (2 points): Lose 11.714951 but Gain 772.522270 Iteration 158Q (79.617916 sec): 50 clusters Score: Raw -1441016.820670 + Penalty 34200.113405 = -1406816.707265 nChanged 9 Deleting Class 64 (8 points): Lose 45.319636 but Gain 804.771423 Iteration 159Q (79.732592 sec): 49 clusters Score: Raw -1440979.779852 + Penalty 33407.665269 = -1407572.114583 nChanged 18 Deleting Class 114 (5 points): Lose 37.617807 but Gain 786.374367 Iteration 160F (80.512862 sec): 48 clusters Score: Raw -1440959.121256 + Penalty 32717.685472 = -1408241.435784 nChanged 14 Deleting Class 93 (2 points): Lose 19.019403 but Gain 761.684421 Iteration 161Q (80.627814 sec): 47 clusters Score: Raw -1440966.982435 + Penalty 31955.931426 = -1409011.051009 nChanged 7 Deleting Class 68 (11 points): Lose 146.612871 but Gain 886.040279 Iteration 162Q (80.742398 sec): 46 clusters Score: Raw -1440824.302500 + Penalty 31098.758378 = -1409725.544123 nChanged 14 Deleting Class 53 (2 points): Lose 25.294448 but Gain 729.491090 Iteration 163Q (80.856500 sec): 45 clusters Score: Raw -1440826.658047 + Penalty 30395.090911 = -1410431.567136 nChanged 8 Deleting Class 141 (7 points): Lose 61.862114 but Gain 725.470103 Iteration 164Q (80.969390 sec): 44 clusters Score: Raw -1440783.932375 + Penalty 29672.944775 = -1411110.987600 nChanged 13 Deleting Class 36 (28 points): Lose 118.238962 but Gain 772.366200 Iteration 165Q (81.086693 sec): 43 clusters Score: Raw -1440716.653922 + Penalty 28907.547874 = -1411809.106048 nChanged 32 Deleting Class 158 (3 points): Lose 33.848869 but Gain 685.334213 Iteration 166Q (81.202997 sec): 42 clusters Score: Raw -1440743.390614 + Penalty 28243.132018 = -1412500.258595 nChanged 18 Deleting Class 128 (4 points): Lose 20.895771 but Gain 672.095090 Iteration 167Q (81.312696 sec): 41 clusters Score: Raw -1440735.927095 + Penalty 27576.499156 = -1413159.427940 nChanged 13 Deleting Class 27 (52 points): Lose 165.964738 but Gain 813.240498 Iteration 168Q (81.423579 sec): 40 clusters Score: Raw -1440577.724146 + Penalty 26784.028532 = -1413793.695614 nChanged 59 Deleting Class 50 (9 points): Lose 119.821694 but Gain 761.226509 Iteration 169Q (81.532462 sec): 39 clusters Score: Raw -1440530.141135 + Penalty 26012.106803 = -1414518.034332 nChanged 20 Deleting Class 40 (57 points): Lose 617.652253 but Gain 1258.420042 Iteration 170F (82.161009 sec): 38 clusters Score: Raw -1439954.124319 + Penalty 24755.545216 = -1415198.579103 nChanged 62 Deleting Class 34 (53 points): Lose 293.827609 but Gain 913.358550 Iteration 171Q (82.269980 sec): 37 clusters Score: Raw -1440137.124159 + Penalty 23799.846876 = -1416337.277283 nChanged 66 Deleting Class 198 (5 points): Lose 52.720104 but Gain 666.014979 Iteration 172Q (82.376904 sec): 36 clusters Score: Raw -1440285.747115 + Penalty 23123.031517 = -1417162.715598 nChanged 30 Deleting Class 55 (18 points): Lose 110.860711 but Gain 725.950763 Iteration 173Q (82.484367 sec): 35 clusters Score: Raw -1440227.060861 + Penalty 22392.846901 = -1417834.213960 nChanged 28 Deleting Class 63 (11 points): Lose 81.904371 but Gain 649.132551 Iteration 174Q (82.590751 sec): 34 clusters Score: Raw -1440194.040861 + Penalty 21743.276863 = -1418450.763998 nChanged 19 Deleting Class 125 (3 points): Lose 10.652565 but Gain 574.456715 Iteration 175Q (82.695801 sec): 33 clusters Score: Raw -1440208.388058 + Penalty 21166.445093 = -1419041.942965 nChanged 6 Deleting Class 20 (43 points): Lose 77.646739 but Gain 634.804381 Iteration 176Q (82.801349 sec): 32 clusters Score: Raw -1440136.093492 + Penalty 20530.786643 = -1419605.306849 nChanged 43 Deleting Class 134 (5 points): Lose 42.598375 but Gain 537.110341 Iteration 177Q (82.905088 sec): 31 clusters Score: Raw -1440145.745278 + Penalty 19982.771544 = -1420162.973734 nChanged 14 Deleting Class 38 (222 points): Lose 653.742361 but Gain 1133.076801 Iteration 178Q (83.007210 sec): 30 clusters Score: Raw -1439501.739016 + Penalty 18942.595156 = -1420559.143860 nChanged 228 Deleting Class 9 (98 points): Lose 379.284742 but Gain 864.742590 Iteration 179Q (83.111709 sec): 29 clusters Score: Raw -1439568.806144 + Penalty 18154.774556 = -1421414.031588 nChanged 147 Deleting Class 30 (10 points): Lose 44.278762 but Gain 495.248591 Iteration 180F (83.579869 sec): 28 clusters Score: Raw -1439756.238185 + Penalty 17671.290689 = -1422084.947496 nChanged 53 Deleting Class 8 (225 points): Lose 370.249997 but Gain 813.773241 Iteration 181Q (83.680588 sec): 27 clusters Score: Raw -1439424.782767 + Penalty 16888.481627 = -1422536.301140 nChanged 244 Deleting Class 22 (331 points): Lose 749.839279 but Gain 1111.727075 Iteration 182Q (83.782562 sec): 26 clusters Score: Raw -1438967.139805 + Penalty 15764.112331 = -1423203.027474 nChanged 384 Deleting Class 62 (13 points): Lose 58.541073 but Gain 363.670078 Iteration 183Q (83.884866 sec): 25 clusters Score: Raw -1439435.775649 + Penalty 15392.178284 = -1424043.597365 nChanged 114 Deleting Class 21 (14 points): Lose 127.297721 but Gain 407.900028 Iteration 184Q (83.983841 sec): 24 clusters Score: Raw -1439358.636552 + Penalty 14966.208406 = -1424392.428146 nChanged 80 Iteration 185Q (84.080985 sec): 24 clusters Score: Raw -1439412.220059 + Penalty 14956.434583 = -1424455.785476 nChanged 50 Iteration 186Q (84.177986 sec): 24 clusters Score: Raw -1439428.087066 + Penalty 14954.716381 = -1424473.370685 nChanged 33 Iteration 187Q (84.273995 sec): 24 clusters Score: Raw -1439436.118898 + Penalty 14956.066296 = -1424480.052602 nChanged 21 Iteration 188Q (84.369684 sec): 24 clusters Score: Raw -1439442.211487 + Penalty 14956.745945 = -1424485.465542 nChanged 15 Iteration 189Q (84.465605 sec): 24 clusters Score: Raw -1439445.889914 + Penalty 14954.903063 = -1424490.986851 nChanged 8 Iteration 190F (84.858207 sec): 24 clusters Score: Raw -1439447.837151 + Penalty 14954.481638 = -1424493.355513 nChanged 5 Iteration 191Q (84.955476 sec): 24 clusters Score: Raw -1439449.517996 + Penalty 14954.290205 = -1424495.227791 nChanged 7 Iteration 192Q (85.052001 sec): 24 clusters Score: Raw -1439450.949125 + Penalty 14951.045840 = -1424499.903285 nChanged 5 Iteration 193Q (85.149205 sec): 24 clusters Score: Raw -1439452.114010 + Penalty 14950.006866 = -1424502.107145 nChanged 2 Iteration 194Q (85.246281 sec): 24 clusters Score: Raw -1439453.239876 + Penalty 14946.727993 = -1424506.511883 nChanged 4 Iteration 195Q (85.342997 sec): 24 clusters Score: Raw -1439454.556639 + Penalty 14947.020162 = -1424507.536477 nChanged 4 Iteration 196Q (85.441137 sec): 24 clusters Score: Raw -1439455.641847 + Penalty 14947.020162 = -1424508.621686 nChanged 0 Iteration 197F (85.833758 sec): 24 clusters Score: Raw -1439455.641847 + Penalty 14947.020162 = -1424508.621686 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 -1439455.641847 + Penalty 14947.020162 = -1424508.621686Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 1 (1674 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.904226 sec): 2 clusters Score: Raw -77971.497211 + Penalty 125.591091 = -77845.906120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.907430 sec): 3 clusters Score: Raw -76908.519692 + Penalty 273.218046 = -76635.301646 nChanged 768 SP:Iteration 1F (85.910612 sec): 3 clusters Score: Raw -77645.280421 + Penalty 292.498974 = -77352.781447 nChanged 166 SP:Iteration 2F (85.913784 sec): 3 clusters Score: Raw -77761.862445 + Penalty 309.436520 = -77452.425926 nChanged 82 SP:Iteration 3Q (85.916861 sec): 3 clusters Score: Raw -77822.502792 + Penalty 328.769972 = -77493.732819 nChanged 67 SP:Iteration 4Q (85.919991 sec): 3 clusters Score: Raw -77866.256585 + Penalty 347.701259 = -77518.555325 nChanged 50 SP:Iteration 5Q (85.923217 sec): 3 clusters Score: Raw -77900.132573 + Penalty 369.674974 = -77530.457599 nChanged 42 SP:Iteration 6Q (85.926129 sec): 3 clusters Score: Raw -77927.130834 + Penalty 393.657575 = -77533.473259 nChanged 37 SP:Iteration 7Q (85.929037 sec): 3 clusters Score: Raw -77953.543255 + Penalty 413.847880 = -77539.695375 nChanged 29 SP:Iteration 8Q (85.931857 sec): 3 clusters Score: Raw -77972.831070 + Penalty 435.224418 = -77537.606652 nChanged 26 SP:Iteration 9F (85.934980 sec): 3 clusters Score: Raw -77991.633236 + Penalty 454.794823 = -77536.838413 nChanged 20 SP:Iteration 10F (85.938108 sec): 3 clusters Score: Raw -78006.250640 + Penalty 476.083854 = -77530.166787 nChanged 13 SP:Iteration 11F (85.941290 sec): 3 clusters Score: Raw -78017.632909 + Penalty 484.751909 = -77532.881000 nChanged 8 SP:Iteration 12Q (85.944005 sec): 3 clusters Score: Raw -78024.310879 + Penalty 497.086197 = -77527.224682 nChanged 9 SP:Iteration 13F (85.947294 sec): 3 clusters Score: Raw -78027.570078 + Penalty 510.086984 = -77517.483094 nChanged 6 SP:Iteration 14F (85.950584 sec): 3 clusters Score: Raw -78031.633923 + Penalty 522.211743 = -77509.422180 nChanged 6 SP:Iteration 15F (85.953691 sec): 3 clusters Score: Raw -78040.404573 + Penalty 525.466678 = -77514.937895 nChanged 6 SP:Iteration 16Q (85.956230 sec): 3 clusters Score: Raw -78047.141263 + Penalty 529.642931 = -77517.498333 nChanged 3 SP:Iteration 17Q (85.958750 sec): 3 clusters Score: Raw -78050.995168 + Penalty 523.684015 = -77527.311153 nChanged 3 SP:Iteration 18Q (85.961326 sec): 3 clusters Score: Raw -78052.762813 + Penalty 520.306092 = -77532.456721 nChanged 1 SP:Iteration 19Q (85.963919 sec): 3 clusters Score: Raw -78053.115024 + Penalty 520.306092 = -77532.808931 nChanged 0 SP:Iteration 20F (85.967030 sec): 3 clusters Score: Raw -78053.115024 + Penalty 520.306092 = -77532.808931 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 2 (2168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.977543 sec): 2 clusters Score: Raw -105317.974806 + Penalty 295.397332 = -105022.577474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.982072 sec): 3 clusters Score: Raw -103959.903722 + Penalty 591.348572 = -103368.555150 nChanged 939 SP:Iteration 1F (85.986546 sec): 3 clusters Score: Raw -104715.728729 + Penalty 593.151265 = -104122.577464 nChanged 250 SP:Iteration 2F (85.990686 sec): 3 clusters Score: Raw -104893.088796 + Penalty 594.017776 = -104299.071020 nChanged 96 SP:Iteration 3Q (85.994788 sec): 3 clusters Score: Raw -104934.439865 + Penalty 594.683477 = -104339.756388 nChanged 50 SP:Iteration 4Q (85.998859 sec): 3 clusters Score: Raw -104943.408607 + Penalty 595.151858 = -104348.256749 nChanged 20 SP:Iteration 5Q (86.002837 sec): 3 clusters Score: Raw -104945.482757 + Penalty 595.081715 = -104350.401042 nChanged 9 SP:Iteration 6Q (86.006782 sec): 3 clusters Score: Raw -104946.380712 + Penalty 595.082173 = -104351.298539 nChanged 3 SP:Iteration 7Q (86.010796 sec): 3 clusters Score: Raw -104946.820329 + Penalty 595.163116 = -104351.657213 nChanged 1 SP:Iteration 8Q (86.014753 sec): 3 clusters Score: Raw -104946.836669 + Penalty 595.244270 = -104351.592399 nChanged 1 SP:Iteration 9F (86.018777 sec): 3 clusters Score: Raw -104946.874694 + Penalty 595.414315 = -104351.460379 nChanged 2 SP:Iteration 10F (86.022792 sec): 3 clusters Score: Raw -104946.922669 + Penalty 595.506898 = -104351.415770 nChanged 1 SP:Iteration 11F (86.026838 sec): 3 clusters Score: Raw -104946.929605 + Penalty 595.506898 = -104351.422707 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 3 (976 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.030944 sec): 2 clusters Score: Raw -45971.828686 + Penalty 99.429664 = -45872.399022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.032915 sec): 3 clusters Score: Raw -45373.156054 + Penalty 204.799787 = -45168.356267 nChanged 425 SP:Iteration 1F (86.034846 sec): 3 clusters Score: Raw -45693.385426 + Penalty 214.023201 = -45479.362225 nChanged 116 SP:Iteration 2F (86.036775 sec): 3 clusters Score: Raw -45820.151517 + Penalty 219.766333 = -45600.385184 nChanged 71 SP:Iteration 3F (86.038704 sec): 3 clusters Score: Raw -45863.872342 + Penalty 223.682713 = -45640.189629 nChanged 37 SP:Iteration 4Q (86.040549 sec): 3 clusters Score: Raw -45879.091743 + Penalty 225.623156 = -45653.468587 nChanged 17 SP:Iteration 5Q (86.042364 sec): 3 clusters Score: Raw -45887.540862 + Penalty 226.139143 = -45661.401720 nChanged 19 SP:Iteration 6Q (86.044179 sec): 3 clusters Score: Raw -45898.719027 + Penalty 227.973012 = -45670.746016 nChanged 21 SP:Iteration 7Q (86.046020 sec): 3 clusters Score: Raw -45910.623686 + Penalty 228.851173 = -45681.772513 nChanged 14 SP:Iteration 8Q (86.047815 sec): 3 clusters Score: Raw -45916.672406 + Penalty 227.865388 = -45688.807017 nChanged 14 SP:Iteration 9Q (86.049695 sec): 3 clusters Score: Raw -45925.833756 + Penalty 228.588298 = -45697.245458 nChanged 16 SP:Iteration 10F (86.051768 sec): 3 clusters Score: Raw -45934.835497 + Penalty 229.357786 = -45705.477710 nChanged 11 SP:Iteration 11Q (86.053518 sec): 3 clusters Score: Raw -45943.146079 + Penalty 226.135060 = -45717.011019 nChanged 16 SP:Iteration 12Q (86.055247 sec): 3 clusters Score: Raw -45953.189832 + Penalty 223.768987 = -45729.420844 nChanged 9 SP:Iteration 13Q (86.056933 sec): 3 clusters Score: Raw -45956.328750 + Penalty 220.770034 = -45735.558716 nChanged 9 SP:Iteration 14Q (86.058611 sec): 3 clusters Score: Raw -45965.576561 + Penalty 217.703740 = -45747.872820 nChanged 5 SP:Iteration 15Q (86.060295 sec): 3 clusters Score: Raw -45967.817876 + Penalty 214.949979 = -45752.867897 nChanged 3 SP:Iteration 16Q (86.061994 sec): 3 clusters Score: Raw -45969.130173 + Penalty 215.159643 = -45753.970530 nChanged 3 SP:Iteration 17Q (86.063748 sec): 3 clusters Score: Raw -45971.035676 + Penalty 214.339616 = -45756.696059 nChanged 3 SP:Iteration 18Q (86.065506 sec): 3 clusters Score: Raw -45971.433344 + Penalty 213.799883 = -45757.633461 nChanged 2 SP:Iteration 19Q (86.067218 sec): 3 clusters Score: Raw -45971.739403 + Penalty 213.334627 = -45758.404776 nChanged 3 SP:Iteration 20F (86.069224 sec): 3 clusters Score: Raw -45972.176630 + Penalty 212.799839 = -45759.376792 nChanged 2 SP:Iteration 21Q (86.070972 sec): 3 clusters Score: Raw -45972.361529 + Penalty 212.035278 = -45760.326251 nChanged 3 SP:Iteration 22Q (86.072649 sec): 3 clusters Score: Raw -45972.686270 + Penalty 211.362533 = -45761.323737 nChanged 3 SP:Iteration 23Q (86.074363 sec): 3 clusters Score: Raw -45972.955753 + Penalty 211.233760 = -45761.721993 nChanged 1 SP:Iteration 24Q (86.076130 sec): 3 clusters Score: Raw -45973.000348 + Penalty 210.930896 = -45762.069452 nChanged 1 SP:Iteration 25Q (86.077873 sec): 3 clusters Score: Raw -45973.045960 + Penalty 210.800194 = -45762.245766 nChanged 1 SP:Iteration 26Q (86.079605 sec): 3 clusters Score: Raw -45973.106167 + Penalty 210.725129 = -45762.381038 nChanged 1 SP:Iteration 27Q (86.081284 sec): 3 clusters Score: Raw -45973.148514 + Penalty 210.340030 = -45762.808484 nChanged 1 SP:Iteration 28Q (86.082953 sec): 3 clusters Score: Raw -45973.175574 + Penalty 210.340030 = -45762.835544 nChanged 0 SP:Iteration 29F (86.084892 sec): 3 clusters Score: Raw -45973.175574 + Penalty 210.340030 = -45762.835544 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 4 (2658 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.096910 sec): 2 clusters Score: Raw -124647.876372 + Penalty 58.804984 = -124589.071388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.101882 sec): 3 clusters Score: Raw -122930.485331 + Penalty 117.073961 = -122813.411370 nChanged 1254 SP:Iteration 1F (86.106776 sec): 3 clusters Score: Raw -124027.907878 + Penalty 115.823543 = -123912.084335 nChanged 148 SP:Iteration 2F (86.111780 sec): 3 clusters Score: Raw -124153.902916 + Penalty 115.960198 = -124037.942718 nChanged 98 SP:Iteration 3Q (86.116674 sec): 3 clusters Score: Raw -124194.857264 + Penalty 116.074805 = -124078.782459 nChanged 71 SP:Iteration 4Q (86.121506 sec): 3 clusters Score: Raw -124218.856778 + Penalty 116.405467 = -124102.451311 nChanged 43 SP:Iteration 5Q (86.126226 sec): 3 clusters Score: Raw -124232.083730 + Penalty 116.502051 = -124115.581680 nChanged 34 SP:Iteration 6Q (86.131000 sec): 3 clusters Score: Raw -124240.105531 + Penalty 116.574154 = -124123.531377 nChanged 34 SP:Iteration 7Q (86.135997 sec): 3 clusters Score: Raw -124249.214185 + Penalty 117.047831 = -124132.166354 nChanged 38 SP:Iteration 8Q (86.140620 sec): 3 clusters Score: Raw -124263.610221 + Penalty 117.610046 = -124146.000175 nChanged 36 SP:Iteration 9Q (86.145245 sec): 3 clusters Score: Raw -124277.753334 + Penalty 117.798554 = -124159.954780 nChanged 36 SP:Iteration 10F (86.150133 sec): 3 clusters Score: Raw -124291.565583 + Penalty 118.020856 = -124173.544727 nChanged 38 SP:Iteration 11Q (86.155142 sec): 3 clusters Score: Raw -124304.347065 + Penalty 119.013502 = -124185.333563 nChanged 50 SP:Iteration 12Q (86.159819 sec): 3 clusters Score: Raw -124321.330579 + Penalty 119.539297 = -124201.791282 nChanged 40 SP:Iteration 13Q (86.164562 sec): 3 clusters Score: Raw -124332.690066 + Penalty 119.053574 = -124213.636492 nChanged 36 SP:Iteration 14Q (86.169197 sec): 3 clusters Score: Raw -124344.348765 + Penalty 119.852969 = -124224.495796 nChanged 34 SP:Iteration 15Q (86.173711 sec): 3 clusters Score: Raw -124359.300080 + Penalty 119.780630 = -124239.519450 nChanged 49 SP:Iteration 16Q (86.178199 sec): 3 clusters Score: Raw -124381.925023 + Penalty 119.928902 = -124261.996121 nChanged 49 SP:Iteration 17Q (86.182699 sec): 3 clusters Score: Raw -124403.243582 + Penalty 120.349594 = -124282.893987 nChanged 41 SP:Iteration 18Q (86.187035 sec): 3 clusters Score: Raw -124423.117769 + Penalty 121.199801 = -124301.917968 nChanged 41 SP:Iteration 19Q (86.191379 sec): 3 clusters Score: Raw -124441.809644 + Penalty 123.077664 = -124318.731980 nChanged 42 SP:Iteration 20F (86.196423 sec): 3 clusters Score: Raw -124461.481352 + Penalty 125.172829 = -124336.308523 nChanged 43 SP:Iteration 21Q (86.200628 sec): 3 clusters Score: Raw -124483.669750 + Penalty 126.385395 = -124357.284355 nChanged 38 SP:Iteration 22Q (86.204817 sec): 3 clusters Score: Raw -124507.463116 + Penalty 130.431020 = -124377.032096 nChanged 46 SP:Iteration 23Q (86.208936 sec): 3 clusters Score: Raw -124541.680343 + Penalty 139.679908 = -124402.000435 nChanged 40 SP:Iteration 24Q (86.213038 sec): 3 clusters Score: Raw -124575.809161 + Penalty 150.055674 = -124425.753487 nChanged 45 SP:Iteration 25Q (86.217052 sec): 3 clusters Score: Raw -124623.383499 + Penalty 171.348244 = -124452.035255 nChanged 23 SP:Iteration 26Q (86.221022 sec): 3 clusters Score: Raw -124647.334310 + Penalty 215.850011 = -124431.484299 nChanged 12 SP:Iteration 27F (86.226025 sec): 3 clusters Score: Raw -124660.441207 + Penalty 278.618422 = -124381.822785 nChanged 8 SP:Iteration 28F (86.231106 sec): 3 clusters Score: Raw -124669.407202 + Penalty 303.459908 = -124365.947293 nChanged 2 SP:Iteration 29F (86.235929 sec): 3 clusters Score: Raw -124671.344698 + Penalty 309.554855 = -124361.789843 nChanged 1 SP:Iteration 30F (86.240910 sec): 3 clusters Score: Raw -124673.493003 + Penalty 309.554855 = -124363.938148 nChanged 0 Memory request: 0.02 GB would take us to total of 0.32 GB. Trying to split cluster 5 (3650 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.259192 sec): 2 clusters Score: Raw -173334.653218 + Penalty 158.908480 = -173175.744738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.266275 sec): 3 clusters Score: Raw -170935.834814 + Penalty 320.131242 = -170615.703572 nChanged 1756 SP:Iteration 1F (86.273099 sec): 3 clusters Score: Raw -172470.240462 + Penalty 326.260465 = -172143.979997 nChanged 385 SP:Iteration 2F (86.279978 sec): 3 clusters Score: Raw -172764.276061 + Penalty 330.790718 = -172433.485343 nChanged 205 SP:Iteration 3F (86.286715 sec): 3 clusters Score: Raw -172943.278574 + Penalty 334.565763 = -172608.712811 nChanged 140 SP:Iteration 4Q (86.293457 sec): 3 clusters Score: Raw -173039.949374 + Penalty 338.338186 = -172701.611188 nChanged 116 SP:Iteration 5Q (86.300171 sec): 3 clusters Score: Raw -173106.765984 + Penalty 343.969601 = -172762.796382 nChanged 119 SP:Iteration 6Q (86.306629 sec): 3 clusters Score: Raw -173184.070284 + Penalty 348.918223 = -172835.152061 nChanged 114 SP:Iteration 7Q (86.313052 sec): 3 clusters Score: Raw -173253.288338 + Penalty 355.188549 = -172898.099789 nChanged 88 SP:Iteration 8Q (86.319365 sec): 3 clusters Score: Raw -173304.885935 + Penalty 367.284338 = -172937.601598 nChanged 73 SP:Iteration 9Q (86.325453 sec): 3 clusters Score: Raw -173340.056887 + Penalty 376.915035 = -172963.141852 nChanged 49 SP:Iteration 10F (86.332387 sec): 3 clusters Score: Raw -173361.929887 + Penalty 385.678612 = -172976.251275 nChanged 48 SP:Iteration 11Q (86.338310 sec): 3 clusters Score: Raw -173382.623037 + Penalty 396.013930 = -172986.609107 nChanged 29 SP:Iteration 12Q (86.344247 sec): 3 clusters Score: Raw -173396.408132 + Penalty 407.837425 = -172988.570707 nChanged 29 SP:Iteration 13Q (86.350076 sec): 3 clusters Score: Raw -173408.960580 + Penalty 416.415738 = -172992.544842 nChanged 23 SP:Iteration 14Q (86.355863 sec): 3 clusters Score: Raw -173418.688839 + Penalty 425.697290 = -172992.991549 nChanged 17 SP:Iteration 15Q (86.362336 sec): 3 clusters Score: Raw -173427.563052 + Penalty 437.102288 = -172990.460764 nChanged 11 SP:Iteration 16F (86.369287 sec): 3 clusters Score: Raw -173435.794749 + Penalty 441.876741 = -172993.918008 nChanged 6 SP:Iteration 17Q (86.375146 sec): 3 clusters Score: Raw -173438.338505 + Penalty 447.019749 = -172991.318756 nChanged 6 SP:Iteration 18F (86.382063 sec): 3 clusters Score: Raw -173439.919198 + Penalty 450.467374 = -172989.451824 nChanged 3 SP:Iteration 19F (86.388978 sec): 3 clusters Score: Raw -173440.462303 + Penalty 455.845602 = -172984.616701 nChanged 4 SP:Iteration 20F (86.395906 sec): 3 clusters Score: Raw -173441.321330 + Penalty 462.604416 = -172978.716914 nChanged 4 SP:Iteration 21F (86.402729 sec): 3 clusters Score: Raw -173442.240248 + Penalty 468.976441 = -172973.263807 nChanged 4 SP:Iteration 22F (86.409578 sec): 3 clusters Score: Raw -173442.714280 + Penalty 470.382950 = -172972.331330 nChanged 2 SP:Iteration 23F (86.416419 sec): 3 clusters Score: Raw -173443.001807 + Penalty 473.819141 = -172969.182666 nChanged 2 SP:Iteration 24F (86.423581 sec): 3 clusters Score: Raw -173443.922701 + Penalty 477.949995 = -172965.972706 nChanged 2 SP:Iteration 25F (86.430454 sec): 3 clusters Score: Raw -173444.324157 + Penalty 480.631841 = -172963.692316 nChanged 2 SP:Iteration 26F (86.437251 sec): 3 clusters Score: Raw -173444.634447 + Penalty 484.327189 = -172960.307259 nChanged 3 SP:Iteration 27F (86.444185 sec): 3 clusters Score: Raw -173444.925180 + Penalty 484.327189 = -172960.597992 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 6 (997 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.451664 sec): 2 clusters Score: Raw -50626.327433 + Penalty 164.742585 = -50461.584848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.453645 sec): 3 clusters Score: Raw -50057.861164 + Penalty 327.534522 = -49730.326642 nChanged 411 SP:Iteration 1F (86.455603 sec): 3 clusters Score: Raw -50351.272689 + Penalty 328.597405 = -50022.675283 nChanged 72 SP:Iteration 2F (86.457584 sec): 3 clusters Score: Raw -50412.258871 + Penalty 331.307344 = -50080.951526 nChanged 58 SP:Iteration 3F (86.459666 sec): 3 clusters Score: Raw -50466.700531 + Penalty 334.347215 = -50132.353316 nChanged 39 SP:Iteration 4Q (86.461635 sec): 3 clusters Score: Raw -50496.831222 + Penalty 338.583210 = -50158.248012 nChanged 33 SP:Iteration 5Q (86.463523 sec): 3 clusters Score: Raw -50524.310535 + Penalty 340.541379 = -50183.769156 nChanged 29 SP:Iteration 6Q (86.465374 sec): 3 clusters Score: Raw -50544.552965 + Penalty 343.532676 = -50201.020290 nChanged 20 SP:Iteration 7Q (86.467162 sec): 3 clusters Score: Raw -50556.217067 + Penalty 344.288894 = -50211.928173 nChanged 11 SP:Iteration 8Q (86.469028 sec): 3 clusters Score: Raw -50563.472248 + Penalty 345.747269 = -50217.724980 nChanged 13 SP:Iteration 9Q (86.470784 sec): 3 clusters Score: Raw -50572.928056 + Penalty 351.368346 = -50221.559710 nChanged 19 SP:Iteration 10F (86.472802 sec): 3 clusters Score: Raw -50586.532913 + Penalty 359.086984 = -50227.445930 nChanged 18 SP:Iteration 11Q (86.474562 sec): 3 clusters Score: Raw -50597.911467 + Penalty 365.292215 = -50232.619252 nChanged 10 SP:Iteration 12Q (86.476291 sec): 3 clusters Score: Raw -50601.916600 + Penalty 371.478926 = -50230.437675 nChanged 6 SP:Iteration 13F (86.478390 sec): 3 clusters Score: Raw -50606.777003 + Penalty 369.584131 = -50237.192872 nChanged 8 SP:Iteration 14Q (86.480113 sec): 3 clusters Score: Raw -50612.933127 + Penalty 378.337395 = -50234.595731 nChanged 8 SP:Iteration 15F (86.482089 sec): 3 clusters Score: Raw -50618.825791 + Penalty 383.571604 = -50235.254187 nChanged 3 SP:Iteration 16Q (86.483752 sec): 3 clusters Score: Raw -50620.627012 + Penalty 385.970606 = -50234.656406 nChanged 3 SP:Iteration 17F (86.485727 sec): 3 clusters Score: Raw -50621.930425 + Penalty 388.327191 = -50233.603234 nChanged 1 SP:Iteration 18F (86.487701 sec): 3 clusters Score: Raw -50622.777405 + Penalty 391.594752 = -50231.182652 nChanged 2 SP:Iteration 19F (86.489677 sec): 3 clusters Score: Raw -50623.567954 + Penalty 399.648778 = -50223.919176 nChanged 3 SP:Iteration 20F (86.491653 sec): 3 clusters Score: Raw -50626.046302 + Penalty 410.413240 = -50215.633061 nChanged 3 SP:Iteration 21F (86.493809 sec): 3 clusters Score: Raw -50631.358011 + Penalty 412.270614 = -50219.087397 nChanged 4 SP:Iteration 22Q (86.495589 sec): 3 clusters Score: Raw -50638.908694 + Penalty 412.270614 = -50226.638080 nChanged 0 SP:Iteration 23F (86.497623 sec): 3 clusters Score: Raw -50638.908694 + Penalty 412.270614 = -50226.638080 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 7 (774 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.501456 sec): 2 clusters Score: Raw -35750.947501 + Penalty 867.387245 = -34883.560256 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.503130 sec): 3 clusters Score: Raw -35470.582919 + Penalty 1734.673711 = -33735.909208 nChanged 219 SP:Iteration 1F (86.504698 sec): 3 clusters Score: Raw -35639.600755 + Penalty 1735.156476 = -33904.444279 nChanged 54 SP:Iteration 2F (86.506252 sec): 3 clusters Score: Raw -35688.620360 + Penalty 1735.343497 = -33953.276864 nChanged 33 SP:Iteration 3Q (86.507829 sec): 3 clusters Score: Raw -35723.406123 + Penalty 1735.458281 = -33987.947842 nChanged 27 SP:Iteration 4Q (86.509401 sec): 3 clusters Score: Raw -35756.109968 + Penalty 1735.486086 = -34020.623881 nChanged 24 SP:Iteration 5Q (86.510967 sec): 3 clusters Score: Raw -35781.742418 + Penalty 1735.594681 = -34046.147736 nChanged 9 SP:Iteration 6Q (86.512581 sec): 3 clusters Score: Raw -35788.809510 + Penalty 1735.650051 = -34053.159459 nChanged 11 SP:Iteration 7Q (86.514297 sec): 3 clusters Score: Raw -35798.727047 + Penalty 1736.096367 = -34062.630680 nChanged 11 SP:Iteration 8Q (86.516021 sec): 3 clusters Score: Raw -35804.625131 + Penalty 1736.787559 = -34067.837572 nChanged 8 SP:Iteration 9Q (86.517702 sec): 3 clusters Score: Raw -35809.390706 + Penalty 1737.138726 = -34072.251980 nChanged 4 SP:Iteration 10F (86.519414 sec): 3 clusters Score: Raw -35812.114051 + Penalty 1737.438441 = -34074.675610 nChanged 2 SP:Iteration 11Q (86.521004 sec): 3 clusters Score: Raw -35814.393043 + Penalty 1737.723874 = -34076.669169 nChanged 1 SP:Iteration 12Q (86.522546 sec): 3 clusters Score: Raw -35815.509852 + Penalty 1737.787491 = -34077.722361 nChanged 2 SP:Iteration 13Q (86.524069 sec): 3 clusters Score: Raw -35815.946071 + Penalty 1737.847524 = -34078.098547 nChanged 2 SP:Iteration 14Q (86.525644 sec): 3 clusters Score: Raw -35816.914942 + Penalty 1737.847524 = -34079.067419 nChanged 0 SP:Iteration 15F (86.527234 sec): 3 clusters Score: Raw -35816.914942 + Penalty 1737.847524 = -34079.067419 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 10 (455 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.529804 sec): 2 clusters Score: Raw -21275.925987 + Penalty 918.137677 = -20357.788310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.530860 sec): 3 clusters Score: Raw -21219.715241 + Penalty 1835.721414 = -19383.993827 nChanged 107 SP:Iteration 1F (86.531871 sec): 3 clusters Score: Raw -21371.549766 + Penalty 1835.600399 = -19535.949367 nChanged 29 SP:Iteration 2F (86.532883 sec): 3 clusters Score: Raw -21419.738092 + Penalty 1834.851671 = -19584.886421 nChanged 18 SP:Iteration 3Q (86.533853 sec): 3 clusters Score: Raw -21455.826057 + Penalty 1834.279949 = -19621.546108 nChanged 15 SP:Iteration 4Q (86.534818 sec): 3 clusters Score: Raw -21479.457464 + Penalty 1834.220104 = -19645.237360 nChanged 7 SP:Iteration 5Q (86.535771 sec): 3 clusters Score: Raw -21489.004081 + Penalty 1834.828470 = -19654.175611 nChanged 3 SP:Iteration 6Q (86.536722 sec): 3 clusters Score: Raw -21491.282705 + Penalty 1834.733481 = -19656.549224 nChanged 1 SP:Iteration 7Q (86.537671 sec): 3 clusters Score: Raw -21491.406725 + Penalty 1834.733481 = -19656.673244 nChanged 0 SP:Iteration 8F (86.538672 sec): 3 clusters Score: Raw -21491.406725 + Penalty 1834.733481 = -19656.673244 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 11 (468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.541339 sec): 2 clusters Score: Raw -18590.873786 + Penalty 450.224895 = -18140.648891 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.542397 sec): 3 clusters Score: Raw -18426.669060 + Penalty 902.944105 = -17523.724956 nChanged 128 SP:Iteration 1F (86.543434 sec): 3 clusters Score: Raw -18579.203865 + Penalty 908.515132 = -17670.688733 nChanged 41 SP:Iteration 2F (86.544467 sec): 3 clusters Score: Raw -18620.415895 + Penalty 912.210972 = -17708.204923 nChanged 22 SP:Iteration 3Q (86.545512 sec): 3 clusters Score: Raw -18643.747879 + Penalty 915.337954 = -17728.409925 nChanged 14 SP:Iteration 4Q (86.546520 sec): 3 clusters Score: Raw -18659.631953 + Penalty 916.567047 = -17743.064906 nChanged 8 SP:Iteration 5Q (86.547525 sec): 3 clusters Score: Raw -18668.312809 + Penalty 916.821075 = -17751.491733 nChanged 8 SP:Iteration 6Q (86.548527 sec): 3 clusters Score: Raw -18676.171188 + Penalty 917.327318 = -17758.843871 nChanged 8 SP:Iteration 7Q (86.549532 sec): 3 clusters Score: Raw -18685.335031 + Penalty 916.020459 = -17769.314572 nChanged 7 SP:Iteration 8Q (86.550530 sec): 3 clusters Score: Raw -18692.245296 + Penalty 914.822102 = -17777.423194 nChanged 3 SP:Iteration 9Q (86.551528 sec): 3 clusters Score: Raw -18694.446538 + Penalty 913.572584 = -17780.873954 nChanged 4 SP:Iteration 10F (86.552556 sec): 3 clusters Score: Raw -18699.410227 + Penalty 910.630582 = -17788.779645 nChanged 6 SP:Iteration 11Q (86.553552 sec): 3 clusters Score: Raw -18712.418490 + Penalty 908.553466 = -17803.865024 nChanged 5 SP:Iteration 12Q (86.554544 sec): 3 clusters Score: Raw -18718.775538 + Penalty 907.287614 = -17811.487924 nChanged 4 SP:Iteration 13Q (86.555537 sec): 3 clusters Score: Raw -18726.275487 + Penalty 906.307883 = -17819.967604 nChanged 3 SP:Iteration 14Q (86.556525 sec): 3 clusters Score: Raw -18728.633691 + Penalty 905.293814 = -17823.339877 nChanged 3 SP:Iteration 15Q (86.557513 sec): 3 clusters Score: Raw -18730.512515 + Penalty 904.553652 = -17825.958864 nChanged 4 SP:Iteration 16Q (86.558499 sec): 3 clusters Score: Raw -18733.878370 + Penalty 904.157005 = -17829.721365 nChanged 3 SP:Iteration 17Q (86.559486 sec): 3 clusters Score: Raw -18737.945378 + Penalty 903.606778 = -17834.338600 nChanged 5 SP:Iteration 18Q (86.560470 sec): 3 clusters Score: Raw -18743.454280 + Penalty 903.755071 = -17839.699209 nChanged 6 SP:Iteration 19Q (86.561452 sec): 3 clusters Score: Raw -18754.218804 + Penalty 903.989690 = -17850.229114 nChanged 3 SP:Iteration 20F (86.562503 sec): 3 clusters Score: Raw -18762.889315 + Penalty 903.129154 = -17859.760161 nChanged 5 SP:Iteration 21Q (86.563492 sec): 3 clusters Score: Raw -18768.118289 + Penalty 903.316709 = -17864.801580 nChanged 5 SP:Iteration 22Q (86.564511 sec): 3 clusters Score: Raw -18775.300675 + Penalty 903.073057 = -17872.227617 nChanged 1 SP:Iteration 23Q (86.565498 sec): 3 clusters Score: Raw -18776.383287 + Penalty 903.073057 = -17873.310230 nChanged 0 SP:Iteration 24F (86.566538 sec): 3 clusters Score: Raw -18776.383287 + Penalty 903.073057 = -17873.310230 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 12 (610 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.568757 sec): 2 clusters Score: Raw -28276.698313 + Penalty 840.142535 = -27436.555778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.570068 sec): 3 clusters Score: Raw -28090.764197 + Penalty 1677.897670 = -26412.866527 nChanged 179 SP:Iteration 1F (86.571351 sec): 3 clusters Score: Raw -28349.609836 + Penalty 1677.150128 = -26672.459708 nChanged 68 SP:Iteration 2F (86.572649 sec): 3 clusters Score: Raw -28620.413968 + Penalty 1681.888931 = -26938.525037 nChanged 65 SP:Iteration 3F (86.573945 sec): 3 clusters Score: Raw -28912.826585 + Penalty 1684.842722 = -27227.983863 nChanged 40 SP:Iteration 4F (86.575233 sec): 3 clusters Score: Raw -29053.279349 + Penalty 1683.692596 = -27369.586753 nChanged 23 SP:Iteration 5Q (86.576400 sec): 3 clusters Score: Raw -29103.896620 + Penalty 1686.011705 = -27417.884915 nChanged 11 SP:Iteration 6Q (86.577542 sec): 3 clusters Score: Raw -29137.741370 + Penalty 1686.457243 = -27451.284127 nChanged 7 SP:Iteration 7Q (86.578679 sec): 3 clusters Score: Raw -29159.302010 + Penalty 1687.567273 = -27471.734737 nChanged 3 SP:Iteration 8Q (86.579790 sec): 3 clusters Score: Raw -29162.126460 + Penalty 1687.567273 = -27474.559187 nChanged 0 SP:Iteration 9F (86.581126 sec): 3 clusters Score: Raw -29162.126460 + Penalty 1687.567273 = -27474.559187 nChanged 0 Score: Raw -1466225.128206 + Penalty 16321.538376 = -1449903.589830 Splitting cluster 12 changes total score from -1424508.621686 to -1449903.589830 So it's getting split into cluster 8. Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 13 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.992820 sec): 2 clusters Score: Raw -3591.757633 + Penalty 34.858652 = -3556.898981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.993712 sec): 3 clusters Score: Raw -3550.398040 + Penalty 71.134969 = -3479.263071 nChanged 26 SP:Iteration 1F (86.994413 sec): 3 clusters Score: Raw -3584.142851 + Penalty 72.006456 = -3512.136396 nChanged 6 SP:Iteration 2F (86.995077 sec): 3 clusters Score: Raw -3591.409874 + Penalty 73.423631 = -3517.986243 nChanged 3 SP:Iteration 3Q (86.995738 sec): 3 clusters Score: Raw -3596.367418 + Penalty 73.504390 = -3522.863027 nChanged 1 SP:Iteration 4Q (86.996369 sec): 3 clusters Score: Raw -3596.624569 + Penalty 73.504390 = -3523.120178 nChanged 0 SP:Iteration 5F (86.997022 sec): 3 clusters Score: Raw -3596.624569 + Penalty 73.504390 = -3523.120178 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 15 (1241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (87.005344 sec): 2 clusters Score: Raw -59744.245795 + Penalty 138.961623 = -59605.284172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (87.007754 sec): 3 clusters Score: Raw -58988.171560 + Penalty 304.348819 = -58683.822742 nChanged 561 SP:Iteration 1F (87.010126 sec): 3 clusters Score: Raw -59473.237559 + Penalty 307.359273 = -59165.878286 nChanged 121 SP:Iteration 2F (87.012520 sec): 3 clusters Score: Raw -59551.249051 + Penalty 311.338679 = -59239.910373 nChanged 66 SP:Iteration 3F (87.014879 sec): 3 clusters Score: Raw -59609.488847 + Penalty 318.458967 = -59291.029880 nChanged 55 SP:Iteration 4Q (87.017267 sec): 3 clusters Score: Raw -59661.424108 + Penalty 338.583173 = -59322.840935 nChanged 47 SP:Iteration 5Q (87.019720 sec): 3 clusters Score: Raw -59710.747705 + Penalty 383.948368 = -59326.799337 nChanged 35 SP:Iteration 6Q (87.022144 sec): 3 clusters Score: Raw -59746.268533 + Penalty 429.209843 = -59317.058689 nChanged 14 SP:Iteration 7F (87.024504 sec): 3 clusters Score: Raw -59758.262780 + Penalty 467.458213 = -59290.804567 nChanged 7 SP:Iteration 8F (87.026917 sec): 3 clusters Score: Raw -59767.045824 + Penalty 478.063394 = -59288.982430 nChanged 1 SP:Iteration 9F (87.029328 sec): 3 clusters Score: Raw -59767.938066 + Penalty 478.063394 = -59289.874672 nChanged 0 Memory request: 0.05 GB would take us to total of 0.35 GB. Trying to split cluster 16 (9477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (87.075927 sec): 2 clusters Score: Raw -438163.673781 + Penalty 176.351012 = -437987.322769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (87.093946 sec): 3 clusters Score: Raw -431776.039742 + Penalty 344.119058 = -431431.920685 nChanged 4452 SP:Iteration 1F (87.111634 sec): 3 clusters Score: Raw -434287.890336 + Penalty 326.326005 = -433961.564331 nChanged 1981 SP:Iteration 2F (87.129495 sec): 3 clusters Score: Raw -436184.412536 + Penalty 316.474569 = -435867.937967 nChanged 998 SP:Iteration 3F (87.147363 sec): 3 clusters Score: Raw -437182.613641 + Penalty 301.395844 = -436881.217797 nChanged 493 SP:Iteration 4F (87.165222 sec): 3 clusters Score: Raw -437683.501138 + Penalty 291.835073 = -437391.666065 nChanged 262 SP:Iteration 5Q (87.182856 sec): 3 clusters Score: Raw -437919.167115 + Penalty 288.563018 = -437630.604097 nChanged 136 SP:Iteration 6Q (87.198309 sec): 3 clusters Score: Raw -438020.720044 + Penalty 282.546739 = -437738.173306 nChanged 103 SP:Iteration 7Q (87.213378 sec): 3 clusters Score: Raw -438104.074248 + Penalty 287.835518 = -437816.238730 nChanged 53 SP:Iteration 8Q (87.228370 sec): 3 clusters Score: Raw -438147.175459 + Penalty 285.916245 = -437861.259213 nChanged 24 SP:Iteration 9Q (87.242989 sec): 3 clusters Score: Raw -438166.389006 + Penalty 292.840893 = -437873.548113 nChanged 14 SP:Iteration 10F (87.260979 sec): 3 clusters Score: Raw -438176.911760 + Penalty 308.657689 = -437868.254072 nChanged 7 SP:Iteration 11F (87.279161 sec): 3 clusters Score: Raw -438187.293779 + Penalty 311.347432 = -437875.946348 nChanged 1 SP:Iteration 12Q (87.293690 sec): 3 clusters Score: Raw -438191.103387 + Penalty 311.347432 = -437879.755955 nChanged 0 SP:Iteration 13F (87.311577 sec): 3 clusters Score: Raw -438191.103387 + Penalty 311.347432 = -437879.755955 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 24 (238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (87.318586 sec): 2 clusters Score: Raw -8990.336417 + Penalty 459.890743 = -8530.445674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (87.319231 sec): 3 clusters Score: Raw -8998.004440 + Penalty 914.859039 = -8083.145402 nChanged 58 SP:Iteration 1F (87.319866 sec): 3 clusters Score: Raw -9121.955609 + Penalty 922.944990 = -8199.010619 nChanged 27 SP:Iteration 2F (87.320499 sec): 3 clusters Score: Raw -9181.786685 + Penalty 926.314791 = -8255.471893 nChanged 6 SP:Iteration 3Q (87.321107 sec): 3 clusters Score: Raw -9194.431224 + Penalty 928.857557 = -8265.573668 nChanged 3 SP:Iteration 4Q (87.321707 sec): 3 clusters Score: Raw -9205.813324 + Penalty 935.252617 = -8270.560707 nChanged 2 SP:Iteration 5Q (87.322303 sec): 3 clusters Score: Raw -9228.476239 + Penalty 943.636965 = -8284.839274 nChanged 4 SP:Iteration 6Q (87.322896 sec): 3 clusters Score: Raw -9232.498509 + Penalty 946.771027 = -8285.727482 nChanged 1 SP:Iteration 7Q (87.323483 sec): 3 clusters Score: Raw -9234.000567 + Penalty 944.931090 = -8289.069477 nChanged 1 SP:Iteration 8Q (87.324068 sec): 3 clusters Score: Raw -9236.093850 + Penalty 944.931090 = -8291.162760 nChanged 0 SP:Iteration 9F (87.324704 sec): 3 clusters Score: Raw -9236.093850 + Penalty 944.931090 = -8291.162760 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 28 (264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (87.325884 sec): 2 clusters Score: Raw -12456.340022 + Penalty 426.984397 = -12029.355624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (87.326573 sec): 3 clusters Score: Raw -12368.815001 + Penalty 845.852338 = -11522.962663 nChanged 70 SP:Iteration 1F (87.327250 sec): 3 clusters Score: Raw -12447.187700 + Penalty 843.533164 = -11603.654536 nChanged 24 SP:Iteration 2F (87.327925 sec): 3 clusters Score: Raw -12490.877013 + Penalty 842.076580 = -11648.800433 nChanged 11 SP:Iteration 3Q (87.328584 sec): 3 clusters Score: Raw -12504.571452 + Penalty 842.154401 = -11662.417051 nChanged 8 SP:Iteration 4Q (87.329238 sec): 3 clusters Score: Raw -12514.746530 + Penalty 841.314895 = -11673.431635 nChanged 7 SP:Iteration 5Q (87.329890 sec): 3 clusters Score: Raw -12526.710194 + Penalty 840.605746 = -11686.104448 nChanged 2 SP:Iteration 6Q (87.330534 sec): 3 clusters Score: Raw -12530.872715 + Penalty 840.159082 = -11690.713633 nChanged 2 SP:Iteration 7Q (87.331177 sec): 3 clusters Score: Raw -12535.846029 + Penalty 840.097181 = -11695.748849 nChanged 2 SP:Iteration 8Q (87.331816 sec): 3 clusters Score: Raw -12539.666972 + Penalty 838.993538 = -11700.673434 nChanged 1 SP:Iteration 9Q (87.332471 sec): 3 clusters Score: Raw -12547.070706 + Penalty 838.974764 = -11708.095943 nChanged 3 SP:Iteration 10F (87.333143 sec): 3 clusters Score: Raw -12553.297536 + Penalty 839.580697 = -11713.716839 nChanged 4 SP:Iteration 11Q (87.333771 sec): 3 clusters Score: Raw -12557.280287 + Penalty 838.511108 = -11718.769179 nChanged 2 SP:Iteration 12Q (87.334404 sec): 3 clusters Score: Raw -12560.788032 + Penalty 837.668989 = -11723.119043 nChanged 1 SP:Iteration 13Q (87.335030 sec): 3 clusters Score: Raw -12564.125128 + Penalty 836.793694 = -11727.331434 nChanged 1 SP:Iteration 14Q (87.335684 sec): 3 clusters Score: Raw -12571.990361 + Penalty 837.017252 = -11734.973109 nChanged 2 SP:Iteration 15Q (87.336306 sec): 3 clusters Score: Raw -12575.525096 + Penalty 836.492441 = -11739.032655 nChanged 3 SP:Iteration 16Q (87.336926 sec): 3 clusters Score: Raw -12579.006642 + Penalty 836.492441 = -11742.514200 nChanged 0 SP:Iteration 17F (87.337599 sec): 3 clusters Score: Raw -12579.006642 + Penalty 836.492441 = -11742.514200 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 31 (310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (87.338886 sec): 2 clusters Score: Raw -9851.078960 + Penalty 803.093191 = -9047.985768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (87.339654 sec): 3 clusters Score: Raw -9870.305850 + Penalty 1606.558046 = -8263.747805 nChanged 58 SP:Iteration 1F (87.340412 sec): 3 clusters Score: Raw -10006.867379 + Penalty 1606.513944 = -8400.353435 nChanged 29 SP:Iteration 2F (87.341168 sec): 3 clusters Score: Raw -10099.734345 + Penalty 1606.362441 = -8493.371903 nChanged 12 SP:Iteration 3Q (87.341874 sec): 3 clusters Score: Raw -10124.269385 + Penalty 1606.314350 = -8517.955035 nChanged 2 SP:Iteration 4Q (87.342576 sec): 3 clusters Score: Raw -10129.848536 + Penalty 1606.233397 = -8523.615139 nChanged 1 SP:Iteration 5Q (87.343300 sec): 3 clusters Score: Raw -10141.264149 + Penalty 1606.033867 = -8535.230281 nChanged 4 SP:Iteration 6Q (87.344019 sec): 3 clusters Score: Raw -10162.112966 + Penalty 1606.226699 = -8555.886267 nChanged 2 SP:Iteration 7Q (87.344776 sec): 3 clusters Score: Raw -10175.026504 + Penalty 1606.294285 = -8568.732220 nChanged 2 SP:Iteration 8Q (87.345506 sec): 3 clusters Score: Raw -10177.030754 + Penalty 1606.294285 = -8570.736469 nChanged 0 SP:Iteration 9F (87.346301 sec): 3 clusters Score: Raw -10177.030754 + Penalty 1606.294285 = -8570.736469 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 33 (149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (87.347491 sec): 2 clusters Score: Raw -6095.932217 + Penalty 162.454162 = -5933.478055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (87.347997 sec): 3 clusters Score: Raw -6056.395682 + Penalty 352.167388 = -5704.228294 nChanged 32 SP:Iteration 1F (87.348495 sec): 3 clusters Score: Raw -6097.592738 + Penalty 364.956019 = -5732.636720 nChanged 10 SP:Iteration 2F (87.348988 sec): 3 clusters Score: Raw -6110.453680 + Penalty 370.435022 = -5740.018658 nChanged 5 SP:Iteration 3Q (87.349467 sec): 3 clusters Score: Raw -6133.576431 + Penalty 373.167090 = -5760.409341 nChanged 2 SP:Iteration 4Q (87.349936 sec): 3 clusters Score: Raw -6135.289658 + Penalty 372.232482 = -5763.057176 nChanged 1 SP:Iteration 5Q (87.350400 sec): 3 clusters Score: Raw -6136.522562 + Penalty 368.315103 = -5768.207459 nChanged 1 SP:Iteration 6Q (87.350865 sec): 3 clusters Score: Raw -6138.723058 + Penalty 370.137439 = -5768.585619 nChanged 1 SP:Iteration 7Q (87.351329 sec): 3 clusters Score: Raw -6143.571719 + Penalty 366.651775 = -5776.919944 nChanged 3 SP:Iteration 8Q (87.351793 sec): 3 clusters Score: Raw -6157.507997 + Penalty 363.397667 = -5794.110329 nChanged 1 SP:Iteration 9Q (87.352252 sec): 3 clusters Score: Raw -6161.452170 + Penalty 361.255361 = -5800.196809 nChanged 1 SP:Iteration 10F (87.352738 sec): 3 clusters Score: Raw -6162.196908 + Penalty 361.255361 = -5800.941547 nChanged 0 Memory request: 0.02 GB would take us to total of 0.32 GB. Trying to split cluster 35 (2944 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (87.367254 sec): 2 clusters Score: Raw -141910.637511 + Penalty 555.866640 = -141354.770871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (87.372909 sec): 3 clusters Score: Raw -140122.378686 + Penalty 1118.586940 = -139003.791746 nChanged 1232 SP:Iteration 1F (87.378493 sec): 3 clusters Score: Raw -140803.027687 + Penalty 1127.807228 = -139675.220460 nChanged 381 SP:Iteration 2F (87.384411 sec): 3 clusters Score: Raw -141108.222553 + Penalty 1138.628293 = -139969.594261 nChanged 252 SP:Iteration 3F (87.389951 sec): 3 clusters Score: Raw -141321.704760 + Penalty 1156.259041 = -140165.445718 nChanged 219 SP:Iteration 4F (87.395453 sec): 3 clusters Score: Raw -141513.300821 + Penalty 1178.404994 = -140334.895827 nChanged 170 SP:Iteration 5F (87.400967 sec): 3 clusters Score: Raw -141664.475149 + Penalty 1235.289060 = -140429.186089 nChanged 127 SP:Iteration 6Q (87.405961 sec): 3 clusters Score: Raw -141780.899124 + Penalty 1322.627566 = -140458.271558 nChanged 90 SP:Iteration 7Q (87.410859 sec): 3 clusters Score: Raw -141893.139762 + Penalty 1434.497453 = -140458.642309 nChanged 53 SP:Iteration 8Q (87.415684 sec): 3 clusters Score: Raw -141992.471304 + Penalty 1465.462510 = -140527.008794 nChanged 19 SP:Iteration 9Q (87.420177 sec): 3 clusters Score: Raw -142026.894979 + Penalty 1473.281297 = -140553.613681 nChanged 9 SP:Iteration 10F (87.425476 sec): 3 clusters Score: Raw -142042.133524 + Penalty 1476.479048 = -140565.654476 nChanged 8 SP:Iteration 11Q (87.430024 sec): 3 clusters Score: Raw -142050.713905 + Penalty 1480.429580 = -140570.284326 nChanged 3 SP:Iteration 12Q (87.434414 sec): 3 clusters Score: Raw -142056.264377 + Penalty 1481.838470 = -140574.425908 nChanged 2 SP:Iteration 13Q (87.438741 sec): 3 clusters Score: Raw -142057.559120 + Penalty 1481.838470 = -140575.720651 nChanged 0 SP:Iteration 14F (87.444035 sec): 3 clusters Score: Raw -142057.559120 + Penalty 1481.838470 = -140575.720651 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 37 (545 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (87.448677 sec): 2 clusters Score: Raw -24735.277760 + Penalty 191.629081 = -24543.648678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (87.449870 sec): 3 clusters Score: Raw -24440.591877 + Penalty 493.655239 = -23946.936638 nChanged 209 SP:Iteration 1F (87.451033 sec): 3 clusters Score: Raw -24726.334971 + Penalty 648.962937 = -24077.372034 nChanged 62 SP:Iteration 2F (87.452274 sec): 3 clusters Score: Raw -24863.531374 + Penalty 724.636115 = -24138.895259 nChanged 20 SP:Iteration 3Q (87.453350 sec): 3 clusters Score: Raw -24901.786025 + Penalty 771.344980 = -24130.441045 nChanged 8 SP:Iteration 4F (87.454498 sec): 3 clusters Score: Raw -24916.793680 + Penalty 780.669630 = -24136.124050 nChanged 2 SP:Iteration 5Q (87.455482 sec): 3 clusters Score: Raw -24920.697103 + Penalty 783.176252 = -24137.520851 nChanged 2 SP:Iteration 6Q (87.456465 sec): 3 clusters Score: Raw -24923.778013 + Penalty 783.176252 = -24140.601761 nChanged 0 SP:Iteration 7F (87.457621 sec): 3 clusters Score: Raw -24923.778013 + Penalty 783.176252 = -24140.601761 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 39 (1029 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (87.463455 sec): 2 clusters Score: Raw -54669.153993 + Penalty 912.625082 = -53756.528911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (87.465498 sec): 3 clusters Score: Raw -54234.123743 + Penalty 1827.212163 = -52406.911581 nChanged 321 SP:Iteration 1F (87.467511 sec): 3 clusters Score: Raw -54437.790372 + Penalty 1827.809974 = -52609.980398 nChanged 91 SP:Iteration 2F (87.469521 sec): 3 clusters Score: Raw -54518.133330 + Penalty 1827.322584 = -52690.810746 nChanged 53 SP:Iteration 3F (87.471533 sec): 3 clusters Score: Raw -54573.046475 + Penalty 1825.257992 = -52747.788483 nChanged 41 SP:Iteration 4Q (87.473534 sec): 3 clusters Score: Raw -54606.547388 + Penalty 1824.529027 = -52782.018361 nChanged 34 SP:Iteration 5Q (87.475538 sec): 3 clusters Score: Raw -54638.939764 + Penalty 1822.389922 = -52816.549842 nChanged 36 SP:Iteration 6Q (87.477575 sec): 3 clusters Score: Raw -54672.394708 + Penalty 1821.432017 = -52850.962691 nChanged 20 SP:Iteration 7Q (87.479656 sec): 3 clusters Score: Raw -54685.757796 + Penalty 1821.007969 = -52864.749827 nChanged 13 SP:Iteration 8Q (87.481692 sec): 3 clusters Score: Raw -54694.974871 + Penalty 1821.215356 = -52873.759515 nChanged 12 SP:Iteration 9Q (87.483842 sec): 3 clusters Score: Raw -54701.568158 + Penalty 1820.302839 = -52881.265319 nChanged 10 SP:Iteration 10F (87.485939 sec): 3 clusters Score: Raw -54707.209030 + Penalty 1820.121489 = -52887.087541 nChanged 7 SP:Iteration 11Q (87.487980 sec): 3 clusters Score: Raw -54710.316909 + Penalty 1820.046877 = -52890.270031 nChanged 3 SP:Iteration 12Q (87.489976 sec): 3 clusters Score: Raw -54712.827316 + Penalty 1819.836766 = -52892.990550 nChanged 1 SP:Iteration 13Q (87.492060 sec): 3 clusters Score: Raw -54713.160157 + Penalty 1819.836766 = -52893.323391 nChanged 0 SP:Iteration 14F (87.494162 sec): 3 clusters Score: Raw -54713.160157 + Penalty 1819.836766 = -52893.323391 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 49 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (87.499517 sec): 2 clusters Score: Raw -8303.234131 + Penalty 544.953333 = -7758.280798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (87.500048 sec): 3 clusters Score: Raw -8328.248777 + Penalty 1093.356712 = -7234.892065 nChanged 26 SP:Iteration 1F (87.500583 sec): 3 clusters Score: Raw -8370.735708 + Penalty 1092.899839 = -7277.835869 nChanged 5 SP:Iteration 2Q (87.501083 sec): 3 clusters Score: Raw -8377.402280 + Penalty 1093.232077 = -7284.170203 nChanged 3 SP:Iteration 3Q (87.501581 sec): 3 clusters Score: Raw -8385.912672 + Penalty 1093.232077 = -7292.680596 nChanged 0 SP:Iteration 4F (87.502093 sec): 3 clusters Score: Raw -8385.912672 + Penalty 1093.232077 = -7292.680596 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 57 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (87.502733 sec): 2 clusters Score: Raw -1641.700601 + Penalty 38.272585 = -1603.428016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (87.503019 sec): 3 clusters Score: Raw -1635.132815 + Penalty 76.452498 = -1558.680317 nChanged 9 SP:Iteration 1F (87.503298 sec): 3 clusters Score: Raw -1644.609373 + Penalty 76.675260 = -1567.934114 nChanged 2 SP:Iteration 2F (87.503576 sec): 3 clusters Score: Raw -1646.370666 + Penalty 77.159473 = -1569.211193 nChanged 1 SP:Iteration 3Q (87.503851 sec): 3 clusters Score: Raw -1646.753020 + Penalty 77.113710 = -1569.639310 nChanged 1 SP:Iteration 4Q (87.504124 sec): 3 clusters Score: Raw -1648.472129 + Penalty 76.815639 = -1571.656491 nChanged 1 SP:Iteration 5Q (87.504397 sec): 3 clusters Score: Raw -1651.075797 + Penalty 76.575683 = -1574.500114 nChanged 1 SP:Iteration 6Q (87.504666 sec): 3 clusters Score: Raw -1652.845985 + Penalty 76.575683 = -1576.270302 nChanged 0 SP:Iteration 7F (87.504938 sec): 3 clusters Score: Raw -1652.845985 + Penalty 76.575683 = -1576.270302 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 85 (2027 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (87.511487 sec): 2 clusters Score: Raw -96002.323440 + Penalty 113.015482 = -95889.307958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (87.515446 sec): 3 clusters Score: Raw -94698.408638 + Penalty 234.860732 = -94463.547906 nChanged 938 SP:Iteration 1F (87.519203 sec): 3 clusters Score: Raw -95567.741457 + Penalty 242.001150 = -95325.740307 nChanged 315 SP:Iteration 2F (87.522938 sec): 3 clusters Score: Raw -95964.677433 + Penalty 246.370546 = -95718.306888 nChanged 159 SP:Iteration 3F (87.526941 sec): 3 clusters Score: Raw -96145.402106 + Penalty 247.832335 = -95897.569771 nChanged 89 SP:Iteration 4Q (87.530589 sec): 3 clusters Score: Raw -96191.256158 + Penalty 248.296300 = -95942.959858 nChanged 49 SP:Iteration 5Q (87.534239 sec): 3 clusters Score: Raw -96218.026387 + Penalty 248.807355 = -95969.219032 nChanged 32 SP:Iteration 6Q (87.537893 sec): 3 clusters Score: Raw -96241.144965 + Penalty 248.609852 = -95992.535113 nChanged 29 SP:Iteration 7Q (87.541601 sec): 3 clusters Score: Raw -96274.578567 + Penalty 247.211457 = -96027.367110 nChanged 27 SP:Iteration 8Q (87.545212 sec): 3 clusters Score: Raw -96343.127508 + Penalty 242.859201 = -96100.268307 nChanged 20 SP:Iteration 9Q (87.548756 sec): 3 clusters Score: Raw -96418.094248 + Penalty 236.753368 = -96181.340880 nChanged 25 SP:Iteration 10F (87.552457 sec): 3 clusters Score: Raw -96486.973632 + Penalty 234.285253 = -96252.688379 nChanged 10 SP:Iteration 11Q (87.555547 sec): 3 clusters Score: Raw -96497.569234 + Penalty 233.488695 = -96264.080539 nChanged 7 SP:Iteration 12Q (87.558696 sec): 3 clusters Score: Raw -96503.559526 + Penalty 232.508868 = -96271.050658 nChanged 6 SP:Iteration 13Q (87.561735 sec): 3 clusters Score: Raw -96506.232716 + Penalty 232.279321 = -96273.953395 nChanged 2 SP:Iteration 14Q (87.564982 sec): 3 clusters Score: Raw -96506.635628 + Penalty 231.432264 = -96275.203364 nChanged 1 SP:Iteration 15Q (87.568381 sec): 3 clusters Score: Raw -96506.756372 + Penalty 231.432264 = -96275.324108 nChanged 0 SP:Iteration 16F (87.572534 sec): 3 clusters Score: Raw -96506.756372 + Penalty 231.432264 = -96275.324108 nChanged 0 Score: Raw -1466729.560680 + Penalty 16483.318163 = -1450246.242516 Splitting cluster 85 changes total score from -1424508.621686 to -1450246.242516 So it's getting split into cluster 9. Iteration 198F (88.417103 sec): 26 clusters Score: Raw -1440890.350456 + Penalty 16485.538186 = -1424404.812270 nChanged 84 Iteration 199F (88.842465 sec): 26 clusters Score: Raw -1440934.338256 + Penalty 16491.313262 = -1424443.024994 nChanged 26 Iteration 200F (89.259008 sec): 26 clusters Score: Raw -1440943.120024 + Penalty 16488.554639 = -1424454.565385 nChanged 14 Iteration 201Q (89.358221 sec): 26 clusters Score: Raw -1440950.416287 + Penalty 16493.477285 = -1424456.939002 nChanged 11 Iteration 202Q (89.461302 sec): 26 clusters Score: Raw -1440963.436381 + Penalty 16498.929437 = -1424464.506945 nChanged 12 Iteration 203Q (89.560874 sec): 26 clusters Score: Raw -1440976.792678 + Penalty 16498.692071 = -1424478.100607 nChanged 6 Iteration 204Q (89.665858 sec): 26 clusters Score: Raw -1440977.273357 + Penalty 16498.466744 = -1424478.806613 nChanged 9 Iteration 205Q (89.762551 sec): 26 clusters Score: Raw -1440977.611421 + Penalty 16498.338067 = -1424479.273353 nChanged 8 Iteration 206Q (89.869673 sec): 26 clusters Score: Raw -1440977.904767 + Penalty 16498.069199 = -1424479.835568 nChanged 6 Iteration 207Q (89.969233 sec): 26 clusters Score: Raw -1440978.172360 + Penalty 16499.266033 = -1424478.906327 nChanged 8 Iteration 208F (90.384447 sec): 26 clusters Score: Raw -1440978.710162 + Penalty 16498.918675 = -1424479.791488 nChanged 6 Iteration 209Q (90.483610 sec): 26 clusters Score: Raw -1440979.106963 + Penalty 16498.482827 = -1424480.624136 nChanged 10 Iteration 210F (90.897813 sec): 26 clusters Score: Raw -1440980.003075 + Penalty 16498.421607 = -1424481.581468 nChanged 9 Iteration 211Q (91.000063 sec): 26 clusters Score: Raw -1440980.407371 + Penalty 16498.606762 = -1424481.800609 nChanged 4 Iteration 212Q (91.099090 sec): 26 clusters Score: Raw -1440980.556931 + Penalty 16498.769928 = -1424481.787003 nChanged 2 Iteration 213F (91.534270 sec): 26 clusters Score: Raw -1440980.584347 + Penalty 16498.576885 = -1424482.007462 nChanged 1 Iteration 214Q (91.633427 sec): 26 clusters Score: Raw -1440980.663643 + Penalty 16498.576885 = -1424482.086757 nChanged 0 Iteration 215F (92.049377 sec): 26 clusters Score: Raw -1440980.663643 + Penalty 16498.576885 = -1424482.086757 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 -1440980.663643 + Penalty 16498.576885 = -1424482.086757Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 1 (1675 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.125935 sec): 2 clusters Score: Raw -77998.420397 + Penalty 125.619629 = -77872.800768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.129200 sec): 3 clusters Score: Raw -76948.915023 + Penalty 239.139373 = -76709.775650 nChanged 768 SP:Iteration 1F (92.132525 sec): 3 clusters Score: Raw -77580.169792 + Penalty 237.856280 = -77342.313513 nChanged 183 SP:Iteration 2F (92.135676 sec): 3 clusters Score: Raw -77754.930061 + Penalty 242.553571 = -77512.376490 nChanged 104 SP:Iteration 3F (92.138765 sec): 3 clusters Score: Raw -77832.385879 + Penalty 247.519132 = -77584.866747 nChanged 64 SP:Iteration 4Q (92.141794 sec): 3 clusters Score: Raw -77888.338277 + Penalty 253.185197 = -77635.153080 nChanged 54 SP:Iteration 5Q (92.144787 sec): 3 clusters Score: Raw -77940.896877 + Penalty 260.469722 = -77680.427155 nChanged 40 SP:Iteration 6Q (92.147605 sec): 3 clusters Score: Raw -77965.857645 + Penalty 270.870866 = -77694.986779 nChanged 29 SP:Iteration 7Q (92.150316 sec): 3 clusters Score: Raw -77979.858604 + Penalty 281.004502 = -77698.854102 nChanged 21 SP:Iteration 8Q (92.153014 sec): 3 clusters Score: Raw -77985.269583 + Penalty 284.885590 = -77700.383993 nChanged 8 SP:Iteration 9Q (92.155758 sec): 3 clusters Score: Raw -77987.810779 + Penalty 287.493707 = -77700.317072 nChanged 5 SP:Iteration 10F (92.158832 sec): 3 clusters Score: Raw -77988.675409 + Penalty 288.812064 = -77699.863345 nChanged 3 SP:Iteration 11F (92.161952 sec): 3 clusters Score: Raw -77988.924341 + Penalty 291.879723 = -77697.044618 nChanged 3 SP:Iteration 12F (92.165002 sec): 3 clusters Score: Raw -77989.371005 + Penalty 292.204606 = -77697.166398 nChanged 1 SP:Iteration 13Q (92.167637 sec): 3 clusters Score: Raw -77989.414002 + Penalty 292.486960 = -77696.927042 nChanged 1 SP:Iteration 14F (92.170681 sec): 3 clusters Score: Raw -77989.450269 + Penalty 292.486960 = -77696.963309 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 2 (2128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.180630 sec): 2 clusters Score: Raw -103462.912220 + Penalty 291.367948 = -103171.544272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.184593 sec): 3 clusters Score: Raw -102134.533639 + Penalty 588.132236 = -101546.401403 nChanged 900 SP:Iteration 1F (92.188482 sec): 3 clusters Score: Raw -102817.262109 + Penalty 601.674949 = -102215.587160 nChanged 338 SP:Iteration 2F (92.192455 sec): 3 clusters Score: Raw -103032.991909 + Penalty 611.487968 = -102421.503941 nChanged 154 SP:Iteration 3F (92.196461 sec): 3 clusters Score: Raw -103126.883370 + Penalty 620.235569 = -102506.647802 nChanged 116 SP:Iteration 4F (92.200298 sec): 3 clusters Score: Raw -103196.488943 + Penalty 633.741906 = -102562.747037 nChanged 81 SP:Iteration 5Q (92.204134 sec): 3 clusters Score: Raw -103252.307912 + Penalty 645.365095 = -102606.942817 nChanged 75 SP:Iteration 6Q (92.207975 sec): 3 clusters Score: Raw -103312.839943 + Penalty 666.076051 = -102646.763892 nChanged 60 SP:Iteration 7Q (92.211793 sec): 3 clusters Score: Raw -103360.419000 + Penalty 675.000735 = -102685.418264 nChanged 42 SP:Iteration 8Q (92.215628 sec): 3 clusters Score: Raw -103399.385911 + Penalty 687.719131 = -102711.666780 nChanged 35 SP:Iteration 9Q (92.219389 sec): 3 clusters Score: Raw -103436.045327 + Penalty 703.739295 = -102732.306031 nChanged 23 SP:Iteration 10F (92.223269 sec): 3 clusters Score: Raw -103457.838296 + Penalty 722.337143 = -102735.501152 nChanged 17 SP:Iteration 11Q (92.226717 sec): 3 clusters Score: Raw -103476.476515 + Penalty 740.895121 = -102735.581394 nChanged 13 SP:Iteration 12Q (92.230249 sec): 3 clusters Score: Raw -103486.130185 + Penalty 740.291406 = -102745.838779 nChanged 5 SP:Iteration 13Q (92.233550 sec): 3 clusters Score: Raw -103488.590565 + Penalty 745.753193 = -102742.837371 nChanged 3 SP:Iteration 14F (92.237389 sec): 3 clusters Score: Raw -103489.845193 + Penalty 753.933490 = -102735.911703 nChanged 3 SP:Iteration 15F (92.241234 sec): 3 clusters Score: Raw -103491.894599 + Penalty 761.959536 = -102729.935063 nChanged 4 SP:Iteration 16F (92.245034 sec): 3 clusters Score: Raw -103493.149487 + Penalty 766.272567 = -102726.876920 nChanged 4 SP:Iteration 17F (92.248856 sec): 3 clusters Score: Raw -103494.855675 + Penalty 777.035184 = -102717.820492 nChanged 5 SP:Iteration 18F (92.252656 sec): 3 clusters Score: Raw -103497.260456 + Penalty 780.825544 = -102716.434911 nChanged 2 SP:Iteration 19F (92.256537 sec): 3 clusters Score: Raw -103497.699960 + Penalty 780.825544 = -102716.874416 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 3 (976 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.260576 sec): 2 clusters Score: Raw -45971.828686 + Penalty 99.429664 = -45872.399022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.262480 sec): 3 clusters Score: Raw -45375.828684 + Penalty 194.925546 = -45180.903137 nChanged 450 SP:Iteration 1F (92.264347 sec): 3 clusters Score: Raw -45801.593714 + Penalty 195.407552 = -45606.186162 nChanged 89 SP:Iteration 2F (92.266199 sec): 3 clusters Score: Raw -45860.083190 + Penalty 196.248279 = -45663.834911 nChanged 51 SP:Iteration 3F (92.268051 sec): 3 clusters Score: Raw -45891.624607 + Penalty 196.757344 = -45694.867264 nChanged 30 SP:Iteration 4Q (92.269790 sec): 3 clusters Score: Raw -45912.054035 + Penalty 197.401673 = -45714.652362 nChanged 23 SP:Iteration 5Q (92.271546 sec): 3 clusters Score: Raw -45925.545070 + Penalty 198.017548 = -45727.527522 nChanged 19 SP:Iteration 6Q (92.273283 sec): 3 clusters Score: Raw -45941.967854 + Penalty 198.695129 = -45743.272724 nChanged 24 SP:Iteration 7Q (92.275016 sec): 3 clusters Score: Raw -45959.487131 + Penalty 199.362953 = -45760.124179 nChanged 22 SP:Iteration 8Q (92.276747 sec): 3 clusters Score: Raw -45972.127817 + Penalty 200.038965 = -45772.088853 nChanged 20 SP:Iteration 9Q (92.278462 sec): 3 clusters Score: Raw -45980.299849 + Penalty 200.364963 = -45779.934886 nChanged 16 SP:Iteration 10F (92.280310 sec): 3 clusters Score: Raw -45986.797501 + Penalty 200.710905 = -45786.086596 nChanged 11 SP:Iteration 11Q (92.282048 sec): 3 clusters Score: Raw -45990.201101 + Penalty 200.807596 = -45789.393505 nChanged 9 SP:Iteration 12Q (92.283757 sec): 3 clusters Score: Raw -45992.387772 + Penalty 200.957854 = -45791.429918 nChanged 7 SP:Iteration 13Q (92.285457 sec): 3 clusters Score: Raw -45994.807093 + Penalty 201.109071 = -45793.698021 nChanged 5 SP:Iteration 14Q (92.287153 sec): 3 clusters Score: Raw -45995.695377 + Penalty 201.053276 = -45794.642101 nChanged 4 SP:Iteration 15Q (92.288860 sec): 3 clusters Score: Raw -45996.146373 + Penalty 201.032805 = -45795.113568 nChanged 2 SP:Iteration 16Q (92.290543 sec): 3 clusters Score: Raw -45997.319680 + Penalty 200.396555 = -45796.923125 nChanged 6 SP:Iteration 17Q (92.292269 sec): 3 clusters Score: Raw -46000.218575 + Penalty 200.207956 = -45800.010619 nChanged 7 SP:Iteration 18Q (92.293980 sec): 3 clusters Score: Raw -46001.495225 + Penalty 200.169604 = -45801.325621 nChanged 2 SP:Iteration 19Q (92.295733 sec): 3 clusters Score: Raw -46001.596120 + Penalty 200.169604 = -45801.426516 nChanged 0 SP:Iteration 20F (92.297654 sec): 3 clusters Score: Raw -46001.596120 + Penalty 200.169604 = -45801.426516 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 4 (2658 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.309385 sec): 2 clusters Score: Raw -124647.876372 + Penalty 58.804984 = -124589.071388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.314226 sec): 3 clusters Score: Raw -122929.260908 + Penalty 117.631397 = -122811.629510 nChanged 1236 SP:Iteration 1F (92.319097 sec): 3 clusters Score: Raw -123562.394704 + Penalty 117.811792 = -123444.582912 nChanged 180 SP:Iteration 2F (92.323859 sec): 3 clusters Score: Raw -123626.998076 + Penalty 118.309298 = -123508.688778 nChanged 141 SP:Iteration 3F (92.328645 sec): 3 clusters Score: Raw -123676.543463 + Penalty 118.989473 = -123557.553990 nChanged 141 SP:Iteration 4F (92.333432 sec): 3 clusters Score: Raw -123731.558575 + Penalty 119.704123 = -123611.854452 nChanged 115 SP:Iteration 5Q (92.338281 sec): 3 clusters Score: Raw -123775.718294 + Penalty 120.729017 = -123654.989278 nChanged 131 SP:Iteration 6Q (92.343146 sec): 3 clusters Score: Raw -123828.618730 + Penalty 122.579329 = -123706.039401 nChanged 140 SP:Iteration 7F (92.347909 sec): 3 clusters Score: Raw -123901.332829 + Penalty 124.829504 = -123776.503324 nChanged 157 SP:Iteration 8F (92.352644 sec): 3 clusters Score: Raw -124004.241540 + Penalty 128.174965 = -123876.066575 nChanged 161 SP:Iteration 9F (92.357420 sec): 3 clusters Score: Raw -124131.713762 + Penalty 133.771962 = -123997.941800 nChanged 140 SP:Iteration 10F (92.362216 sec): 3 clusters Score: Raw -124279.719798 + Penalty 140.023195 = -124139.696603 nChanged 114 SP:Iteration 11Q (92.366992 sec): 3 clusters Score: Raw -124450.805930 + Penalty 144.177064 = -124306.628866 nChanged 46 SP:Iteration 12Q (92.371528 sec): 3 clusters Score: Raw -124526.080574 + Penalty 145.610885 = -124380.469689 nChanged 29 SP:Iteration 13Q (92.376069 sec): 3 clusters Score: Raw -124551.741389 + Penalty 146.037132 = -124405.704258 nChanged 31 SP:Iteration 14Q (92.380249 sec): 3 clusters Score: Raw -124568.580890 + Penalty 146.054666 = -124422.526224 nChanged 29 SP:Iteration 15Q (92.384691 sec): 3 clusters Score: Raw -124581.529948 + Penalty 147.850730 = -124433.679218 nChanged 22 SP:Iteration 16Q (92.389040 sec): 3 clusters Score: Raw -124590.988472 + Penalty 150.810319 = -124440.178154 nChanged 17 SP:Iteration 17Q (92.392966 sec): 3 clusters Score: Raw -124599.579046 + Penalty 151.110114 = -124448.468931 nChanged 12 SP:Iteration 18Q (92.397206 sec): 3 clusters Score: Raw -124603.798895 + Penalty 152.867147 = -124450.931748 nChanged 14 SP:Iteration 19Q (92.401280 sec): 3 clusters Score: Raw -124608.964244 + Penalty 152.636889 = -124456.327355 nChanged 12 SP:Iteration 20F (92.406089 sec): 3 clusters Score: Raw -124614.881010 + Penalty 150.675991 = -124464.205018 nChanged 14 SP:Iteration 21Q (92.409922 sec): 3 clusters Score: Raw -124622.322214 + Penalty 150.608822 = -124471.713392 nChanged 12 SP:Iteration 22Q (92.413706 sec): 3 clusters Score: Raw -124628.535447 + Penalty 149.319141 = -124479.216306 nChanged 10 SP:Iteration 23Q (92.417483 sec): 3 clusters Score: Raw -124632.547238 + Penalty 151.670911 = -124480.876327 nChanged 6 SP:Iteration 24Q (92.421229 sec): 3 clusters Score: Raw -124634.447369 + Penalty 152.220638 = -124482.226732 nChanged 3 SP:Iteration 25Q (92.424944 sec): 3 clusters Score: Raw -124635.301734 + Penalty 155.678390 = -124479.623343 nChanged 4 SP:Iteration 26F (92.429680 sec): 3 clusters Score: Raw -124636.205520 + Penalty 154.398869 = -124481.806651 nChanged 2 SP:Iteration 27Q (92.433405 sec): 3 clusters Score: Raw -124636.536630 + Penalty 156.946365 = -124479.590266 nChanged 5 SP:Iteration 28F (92.438139 sec): 3 clusters Score: Raw -124638.931829 + Penalty 159.946647 = -124478.985183 nChanged 3 SP:Iteration 29F (92.442852 sec): 3 clusters Score: Raw -124639.611125 + Penalty 160.135324 = -124479.475801 nChanged 1 SP:Iteration 30F (92.447618 sec): 3 clusters Score: Raw -124640.942253 + Penalty 159.916239 = -124481.026015 nChanged 2 SP:Iteration 31Q (92.451329 sec): 3 clusters Score: Raw -124642.335806 + Penalty 161.908729 = -124480.427077 nChanged 2 SP:Iteration 32F (92.456084 sec): 3 clusters Score: Raw -124643.185212 + Penalty 163.274116 = -124479.911096 nChanged 1 SP:Iteration 33F (92.460796 sec): 3 clusters Score: Raw -124643.682341 + Penalty 163.158621 = -124480.523721 nChanged 2 SP:Iteration 34Q (92.464501 sec): 3 clusters Score: Raw -124644.128756 + Penalty 164.645266 = -124479.483489 nChanged 1 SP:Iteration 35F (92.469216 sec): 3 clusters Score: Raw -124644.919916 + Penalty 165.832824 = -124479.087092 nChanged 1 SP:Iteration 36F (92.473976 sec): 3 clusters Score: Raw -124645.778198 + Penalty 165.832824 = -124479.945374 nChanged 0 Memory request: 0.02 GB would take us to total of 0.32 GB. Trying to split cluster 5 (3650 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.492396 sec): 2 clusters Score: Raw -173334.653218 + Penalty 158.908480 = -173175.744738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.499195 sec): 3 clusters Score: Raw -170989.850582 + Penalty 367.217525 = -170622.633057 nChanged 1730 SP:Iteration 1F (92.505944 sec): 3 clusters Score: Raw -173069.726092 + Penalty 390.248410 = -172679.477682 nChanged 240 SP:Iteration 2F (92.512530 sec): 3 clusters Score: Raw -173260.098174 + Penalty 410.737368 = -172849.360807 nChanged 98 SP:Iteration 3Q (92.518444 sec): 3 clusters Score: Raw -173321.812906 + Penalty 424.638784 = -172897.174122 nChanged 56 SP:Iteration 4Q (92.524216 sec): 3 clusters Score: Raw -173354.529384 + Penalty 440.364386 = -172914.164998 nChanged 47 SP:Iteration 5Q (92.529830 sec): 3 clusters Score: Raw -173380.606602 + Penalty 454.411498 = -172926.195104 nChanged 33 SP:Iteration 6Q (92.535331 sec): 3 clusters Score: Raw -173394.717304 + Penalty 464.548301 = -172930.169003 nChanged 21 SP:Iteration 7Q (92.540755 sec): 3 clusters Score: Raw -173403.751378 + Penalty 477.627581 = -172926.123797 nChanged 22 SP:Iteration 8F (92.547209 sec): 3 clusters Score: Raw -173413.408000 + Penalty 490.728317 = -172922.679683 nChanged 14 SP:Iteration 9F (92.553805 sec): 3 clusters Score: Raw -173418.193663 + Penalty 499.126798 = -172919.066865 nChanged 12 SP:Iteration 10F (92.560365 sec): 3 clusters Score: Raw -173422.361872 + Penalty 511.897244 = -172910.464629 nChanged 14 SP:Iteration 11F (92.566925 sec): 3 clusters Score: Raw -173427.304046 + Penalty 521.901318 = -172905.402728 nChanged 9 SP:Iteration 12F (92.573452 sec): 3 clusters Score: Raw -173432.967249 + Penalty 530.935349 = -172902.031900 nChanged 7 SP:Iteration 13F (92.579909 sec): 3 clusters Score: Raw -173436.518361 + Penalty 540.885613 = -172895.632748 nChanged 5 SP:Iteration 14F (92.586402 sec): 3 clusters Score: Raw -173439.005938 + Penalty 548.874395 = -172890.131543 nChanged 6 SP:Iteration 15F (92.593432 sec): 3 clusters Score: Raw -173441.734095 + Penalty 562.110541 = -172879.623554 nChanged 7 SP:Iteration 16F (92.600410 sec): 3 clusters Score: Raw -173444.665622 + Penalty 577.338278 = -172867.327344 nChanged 6 SP:Iteration 17F (92.607178 sec): 3 clusters Score: Raw -173449.210546 + Penalty 580.239007 = -172868.971539 nChanged 3 SP:Iteration 18Q (92.612368 sec): 3 clusters Score: Raw -173450.812340 + Penalty 580.637443 = -172870.174898 nChanged 1 SP:Iteration 19Q (92.617513 sec): 3 clusters Score: Raw -173451.185532 + Penalty 580.637443 = -172870.548089 nChanged 0 SP:Iteration 20F (92.623981 sec): 3 clusters Score: Raw -173451.185532 + Penalty 580.637443 = -172870.548089 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 6 (1010 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.631325 sec): 2 clusters Score: Raw -51234.318782 + Penalty 164.662766 = -51069.656016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.633318 sec): 3 clusters Score: Raw -50647.331206 + Penalty 332.172701 = -50315.158505 nChanged 425 SP:Iteration 1F (92.635229 sec): 3 clusters Score: Raw -50905.638642 + Penalty 336.278229 = -50569.360412 nChanged 93 SP:Iteration 2F (92.637170 sec): 3 clusters Score: Raw -50977.792380 + Penalty 342.410162 = -50635.382217 nChanged 70 SP:Iteration 3F (92.639106 sec): 3 clusters Score: Raw -51042.672620 + Penalty 344.402440 = -50698.270180 nChanged 57 SP:Iteration 4F (92.641020 sec): 3 clusters Score: Raw -51105.291410 + Penalty 352.834267 = -50752.457142 nChanged 44 SP:Iteration 5Q (92.642883 sec): 3 clusters Score: Raw -51157.226659 + Penalty 360.194256 = -50797.032403 nChanged 27 SP:Iteration 6Q (92.644631 sec): 3 clusters Score: Raw -51184.350169 + Penalty 357.622089 = -50826.728080 nChanged 16 SP:Iteration 7Q (92.646351 sec): 3 clusters Score: Raw -51199.735231 + Penalty 365.806903 = -50833.928327 nChanged 12 SP:Iteration 8Q (92.648011 sec): 3 clusters Score: Raw -51210.270459 + Penalty 369.927646 = -50840.342813 nChanged 12 SP:Iteration 9Q (92.649618 sec): 3 clusters Score: Raw -51221.825297 + Penalty 369.575330 = -50852.249967 nChanged 6 SP:Iteration 10F (92.651523 sec): 3 clusters Score: Raw -51225.111974 + Penalty 369.417903 = -50855.694072 nChanged 4 SP:Iteration 11Q (92.653093 sec): 3 clusters Score: Raw -51226.994176 + Penalty 369.091024 = -50857.903152 nChanged 2 SP:Iteration 12Q (92.654658 sec): 3 clusters Score: Raw -51232.229308 + Penalty 365.898518 = -50866.330790 nChanged 3 SP:Iteration 13Q (92.656230 sec): 3 clusters Score: Raw -51233.609177 + Penalty 365.898518 = -50867.710659 nChanged 0 SP:Iteration 14F (92.658184 sec): 3 clusters Score: Raw -51233.609177 + Penalty 365.898518 = -50867.710659 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 7 (772 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.661942 sec): 2 clusters Score: Raw -35663.833258 + Penalty 867.228429 = -34796.604829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.663515 sec): 3 clusters Score: Raw -35373.577944 + Penalty 1735.720366 = -33637.857578 nChanged 234 SP:Iteration 1F (92.665108 sec): 3 clusters Score: Raw -35610.177087 + Penalty 1736.465376 = -33873.711711 nChanged 74 SP:Iteration 2F (92.666733 sec): 3 clusters Score: Raw -35739.129987 + Penalty 1738.715714 = -34000.414273 nChanged 51 SP:Iteration 3F (92.668359 sec): 3 clusters Score: Raw -35811.485286 + Penalty 1741.934886 = -34069.550401 nChanged 26 SP:Iteration 4Q (92.669906 sec): 3 clusters Score: Raw -35839.170118 + Penalty 1744.345014 = -34094.825104 nChanged 22 SP:Iteration 5Q (92.671399 sec): 3 clusters Score: Raw -35863.919362 + Penalty 1746.955945 = -34116.963417 nChanged 14 SP:Iteration 6Q (92.672882 sec): 3 clusters Score: Raw -35879.467201 + Penalty 1750.024032 = -34129.443169 nChanged 9 SP:Iteration 7Q (92.674359 sec): 3 clusters Score: Raw -35889.574214 + Penalty 1750.861025 = -34138.713189 nChanged 4 SP:Iteration 8Q (92.675821 sec): 3 clusters Score: Raw -35892.782782 + Penalty 1751.580030 = -34141.202752 nChanged 2 SP:Iteration 9Q (92.677363 sec): 3 clusters Score: Raw -35895.848998 + Penalty 1752.235872 = -34143.613126 nChanged 2 SP:Iteration 10F (92.678903 sec): 3 clusters Score: Raw -35897.334808 + Penalty 1752.235872 = -34145.098936 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 8 (131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.679861 sec): 2 clusters Score: Raw -5997.626841 + Penalty 651.582050 = -5346.044791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.680304 sec): 3 clusters Score: Raw -6076.432050 + Penalty 1294.180917 = -4782.251132 nChanged 15 SP:Iteration 1F (92.680737 sec): 3 clusters Score: Raw -6133.313747 + Penalty 1291.898418 = -4841.415329 nChanged 6 SP:Iteration 2Q (92.681141 sec): 3 clusters Score: Raw -6164.662587 + Penalty 1291.439265 = -4873.223322 nChanged 3 SP:Iteration 3Q (92.681539 sec): 3 clusters Score: Raw -6189.634250 + Penalty 1290.490733 = -4899.143517 nChanged 1 SP:Iteration 4Q (92.681935 sec): 3 clusters Score: Raw -6191.381128 + Penalty 1290.490733 = -4900.890395 nChanged 0 SP:Iteration 5F (92.682368 sec): 3 clusters Score: Raw -6191.381128 + Penalty 1290.490733 = -4900.890395 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 9 (1671 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.689971 sec): 2 clusters Score: Raw -80251.232233 + Penalty 107.182152 = -80144.050081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.693080 sec): 3 clusters Score: Raw -79255.468494 + Penalty 240.497957 = -79014.970536 nChanged 768 SP:Iteration 1F (92.696195 sec): 3 clusters Score: Raw -79986.297871 + Penalty 248.468645 = -79737.829225 nChanged 105 SP:Iteration 2F (92.699328 sec): 3 clusters Score: Raw -80109.841318 + Penalty 252.057772 = -79857.783546 nChanged 55 SP:Iteration 3Q (92.702358 sec): 3 clusters Score: Raw -80158.892052 + Penalty 261.145388 = -79897.746664 nChanged 44 SP:Iteration 4Q (92.705266 sec): 3 clusters Score: Raw -80186.752483 + Penalty 270.657328 = -79916.095154 nChanged 33 SP:Iteration 5Q (92.708139 sec): 3 clusters Score: Raw -80203.196888 + Penalty 278.585824 = -79924.611064 nChanged 29 SP:Iteration 6Q (92.711152 sec): 3 clusters Score: Raw -80217.839034 + Penalty 290.687913 = -79927.151121 nChanged 31 SP:Iteration 7Q (92.713869 sec): 3 clusters Score: Raw -80234.665613 + Penalty 308.231490 = -79926.434123 nChanged 25 SP:Iteration 8F (92.716936 sec): 3 clusters Score: Raw -80250.289192 + Penalty 327.731164 = -79922.558029 nChanged 22 SP:Iteration 9F (92.719977 sec): 3 clusters Score: Raw -80265.471999 + Penalty 349.764434 = -79915.707565 nChanged 16 SP:Iteration 10F (92.723033 sec): 3 clusters Score: Raw -80275.068081 + Penalty 369.737813 = -79905.330268 nChanged 12 SP:Iteration 11F (92.726071 sec): 3 clusters Score: Raw -80285.461540 + Penalty 386.084221 = -79899.377320 nChanged 9 SP:Iteration 12F (92.729190 sec): 3 clusters Score: Raw -80290.306573 + Penalty 397.204309 = -79893.102264 nChanged 5 SP:Iteration 13F (92.732464 sec): 3 clusters Score: Raw -80292.517571 + Penalty 413.673666 = -79878.843906 nChanged 6 SP:Iteration 14F (92.735572 sec): 3 clusters Score: Raw -80294.883267 + Penalty 433.097455 = -79861.785812 nChanged 4 SP:Iteration 15F (92.738629 sec): 3 clusters Score: Raw -80296.081780 + Penalty 433.097455 = -79862.984325 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 10 (455 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.742955 sec): 2 clusters Score: Raw -21285.199507 + Penalty 918.214637 = -20366.984871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.743946 sec): 3 clusters Score: Raw -21212.381139 + Penalty 1836.138497 = -19376.242641 nChanged 99 SP:Iteration 1F (92.745003 sec): 3 clusters Score: Raw -21365.855897 + Penalty 1835.708404 = -19530.147493 nChanged 35 SP:Iteration 2F (92.746028 sec): 3 clusters Score: Raw -21417.132755 + Penalty 1835.984786 = -19581.147970 nChanged 16 SP:Iteration 3Q (92.747014 sec): 3 clusters Score: Raw -21439.589694 + Penalty 1836.262038 = -19603.327656 nChanged 10 SP:Iteration 4Q (92.747980 sec): 3 clusters Score: Raw -21453.169469 + Penalty 1836.408405 = -19616.761064 nChanged 6 SP:Iteration 5Q (92.748923 sec): 3 clusters Score: Raw -21464.615072 + Penalty 1836.357622 = -19628.257450 nChanged 4 SP:Iteration 6Q (92.749853 sec): 3 clusters Score: Raw -21469.951749 + Penalty 1836.364463 = -19633.587286 nChanged 3 SP:Iteration 7Q (92.750784 sec): 3 clusters Score: Raw -21474.213923 + Penalty 1836.364463 = -19637.849459 nChanged 2 SP:Iteration 8Q (92.751715 sec): 3 clusters Score: Raw -21477.759849 + Penalty 1836.314029 = -19641.445820 nChanged 3 SP:Iteration 9Q (92.752644 sec): 3 clusters Score: Raw -21484.917061 + Penalty 1836.438664 = -19648.478397 nChanged 3 SP:Iteration 10F (92.753623 sec): 3 clusters Score: Raw -21487.331121 + Penalty 1836.438664 = -19650.892458 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 11 (469 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.757113 sec): 2 clusters Score: Raw -18634.063147 + Penalty 449.904377 = -18184.158770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.758175 sec): 3 clusters Score: Raw -18484.944723 + Penalty 899.554313 = -17585.390410 nChanged 137 SP:Iteration 1F (92.759198 sec): 3 clusters Score: Raw -18627.796244 + Penalty 900.049292 = -17727.746952 nChanged 40 SP:Iteration 2F (92.760208 sec): 3 clusters Score: Raw -18692.649549 + Penalty 900.884618 = -17791.764931 nChanged 33 SP:Iteration 3F (92.761245 sec): 3 clusters Score: Raw -18738.652975 + Penalty 900.751039 = -17837.901936 nChanged 20 SP:Iteration 4Q (92.762217 sec): 3 clusters Score: Raw -18763.201222 + Penalty 900.255668 = -17862.945555 nChanged 13 SP:Iteration 5Q (92.763180 sec): 3 clusters Score: Raw -18778.527649 + Penalty 899.753948 = -17878.773700 nChanged 11 SP:Iteration 6Q (92.764143 sec): 3 clusters Score: Raw -18793.991751 + Penalty 899.512982 = -17894.478769 nChanged 17 SP:Iteration 7Q (92.765102 sec): 3 clusters Score: Raw -18810.705478 + Penalty 899.494767 = -17911.210711 nChanged 13 SP:Iteration 8Q (92.766057 sec): 3 clusters Score: Raw -18820.245973 + Penalty 899.199288 = -17921.046685 nChanged 6 SP:Iteration 9Q (92.767011 sec): 3 clusters Score: Raw -18828.386221 + Penalty 899.070201 = -17929.316020 nChanged 2 SP:Iteration 10F (92.768016 sec): 3 clusters Score: Raw -18831.652397 + Penalty 899.031563 = -17932.620834 nChanged 1 SP:Iteration 11Q (92.768967 sec): 3 clusters Score: Raw -18831.957244 + Penalty 899.031563 = -17932.925681 nChanged 0 SP:Iteration 12F (92.769965 sec): 3 clusters Score: Raw -18831.957244 + Penalty 899.031563 = -17932.925681 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 12 (475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.772982 sec): 2 clusters Score: Raw -23394.937588 + Penalty 805.067768 = -22589.869819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.774020 sec): 3 clusters Score: Raw -23311.098135 + Penalty 1614.093216 = -21697.004919 nChanged 129 SP:Iteration 1F (92.775035 sec): 3 clusters Score: Raw -23493.618096 + Penalty 1620.072044 = -21873.546052 nChanged 34 SP:Iteration 2F (92.776050 sec): 3 clusters Score: Raw -23554.554864 + Penalty 1625.209006 = -21929.345858 nChanged 26 SP:Iteration 3F (92.777069 sec): 3 clusters Score: Raw -23594.347856 + Penalty 1628.687785 = -21965.660071 nChanged 18 SP:Iteration 4Q (92.778063 sec): 3 clusters Score: Raw -23623.731337 + Penalty 1629.259159 = -21994.472178 nChanged 4 SP:Iteration 5Q (92.779025 sec): 3 clusters Score: Raw -23628.768733 + Penalty 1630.472033 = -21998.296699 nChanged 3 SP:Iteration 6Q (92.779986 sec): 3 clusters Score: Raw -23632.426590 + Penalty 1630.356933 = -22002.069656 nChanged 2 SP:Iteration 7Q (92.780944 sec): 3 clusters Score: Raw -23634.808501 + Penalty 1630.356933 = -22004.451568 nChanged 0 SP:Iteration 8F (92.781957 sec): 3 clusters Score: Raw -23634.808501 + Penalty 1630.356933 = -22004.451568 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 13 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.783272 sec): 2 clusters Score: Raw -3591.757633 + Penalty 34.858652 = -3556.898981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.783629 sec): 3 clusters Score: Raw -3556.145505 + Penalty 76.257839 = -3479.887666 nChanged 27 SP:Iteration 1F (92.783978 sec): 3 clusters Score: Raw -3582.062783 + Penalty 83.316364 = -3498.746419 nChanged 8 SP:Iteration 2F (92.784326 sec): 3 clusters Score: Raw -3592.481745 + Penalty 91.365451 = -3501.116293 nChanged 4 SP:Iteration 3Q (92.784662 sec): 3 clusters Score: Raw -3596.896434 + Penalty 105.044822 = -3491.851612 nChanged 4 SP:Iteration 4F (92.785011 sec): 3 clusters Score: Raw -3600.963442 + Penalty 108.177797 = -3492.785645 nChanged 1 SP:Iteration 5Q (92.785338 sec): 3 clusters Score: Raw -3601.476583 + Penalty 114.492155 = -3486.984428 nChanged 1 SP:Iteration 6F (92.785688 sec): 3 clusters Score: Raw -3601.537035 + Penalty 114.492155 = -3487.044880 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 15 (1241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.789954 sec): 2 clusters Score: Raw -59744.245795 + Penalty 138.961623 = -59605.284172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.792349 sec): 3 clusters Score: Raw -58966.521424 + Penalty 287.137533 = -58679.383891 nChanged 552 SP:Iteration 1F (92.794697 sec): 3 clusters Score: Raw -59491.029416 + Penalty 329.410714 = -59161.618702 nChanged 197 SP:Iteration 2F (92.796995 sec): 3 clusters Score: Raw -59711.016804 + Penalty 334.384909 = -59376.631895 nChanged 56 SP:Iteration 3Q (92.799343 sec): 3 clusters Score: Raw -59759.030009 + Penalty 339.937123 = -59419.092885 nChanged 15 SP:Iteration 4Q (92.801538 sec): 3 clusters Score: Raw -59770.113129 + Penalty 350.168739 = -59419.944391 nChanged 9 SP:Iteration 5Q (92.803669 sec): 3 clusters Score: Raw -59777.064671 + Penalty 346.714746 = -59430.349924 nChanged 3 SP:Iteration 6Q (92.805660 sec): 3 clusters Score: Raw -59779.075997 + Penalty 354.424264 = -59424.651733 nChanged 5 SP:Iteration 7F (92.808016 sec): 3 clusters Score: Raw -59782.246898 + Penalty 362.100524 = -59420.146375 nChanged 4 SP:Iteration 8F (92.810351 sec): 3 clusters Score: Raw -59783.166688 + Penalty 363.616897 = -59419.549791 nChanged 1 SP:Iteration 9F (92.812694 sec): 3 clusters Score: Raw -59783.265892 + Penalty 363.616897 = -59419.648995 nChanged 0 Memory request: 0.05 GB would take us to total of 0.35 GB. Trying to split cluster 16 (9466 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.852876 sec): 2 clusters Score: Raw -437660.805999 + Penalty 176.881855 = -437483.924144 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.870158 sec): 3 clusters Score: Raw -431461.873363 + Penalty 359.777298 = -431102.096065 nChanged 4445 SP:Iteration 1F (92.887017 sec): 3 clusters Score: Raw -436011.889798 + Penalty 348.298689 = -435663.591108 nChanged 1235 SP:Iteration 2F (92.904090 sec): 3 clusters Score: Raw -437510.873508 + Penalty 340.204696 = -437170.668812 nChanged 326 SP:Iteration 3Q (92.921050 sec): 3 clusters Score: Raw -438119.960743 + Penalty 334.613064 = -437785.347679 nChanged 161 SP:Iteration 4Q (92.936546 sec): 3 clusters Score: Raw -438230.541283 + Penalty 331.779573 = -437898.761710 nChanged 100 SP:Iteration 5Q (92.951876 sec): 3 clusters Score: Raw -438270.251461 + Penalty 329.390283 = -437940.861178 nChanged 74 SP:Iteration 6Q (92.967324 sec): 3 clusters Score: Raw -438288.210034 + Penalty 327.396163 = -437960.813872 nChanged 57 SP:Iteration 7Q (92.983470 sec): 3 clusters Score: Raw -438299.629431 + Penalty 326.552953 = -437973.076478 nChanged 42 SP:Iteration 8Q (92.998074 sec): 3 clusters Score: Raw -438305.239523 + Penalty 325.471627 = -437979.767896 nChanged 29 SP:Iteration 9Q (93.013043 sec): 3 clusters Score: Raw -438308.454388 + Penalty 325.301358 = -437983.153030 nChanged 27 SP:Iteration 10F (93.029911 sec): 3 clusters Score: Raw -438310.907934 + Penalty 325.074025 = -437985.833910 nChanged 19 SP:Iteration 11Q (93.045218 sec): 3 clusters Score: Raw -438312.372260 + Penalty 324.927482 = -437987.444778 nChanged 16 SP:Iteration 12Q (93.060395 sec): 3 clusters Score: Raw -438313.489928 + Penalty 324.841145 = -437988.648783 nChanged 10 SP:Iteration 13Q (93.075932 sec): 3 clusters Score: Raw -438313.969916 + Penalty 324.803310 = -437989.166606 nChanged 8 SP:Iteration 14Q (93.090720 sec): 3 clusters Score: Raw -438314.410131 + Penalty 324.783181 = -437989.626950 nChanged 8 SP:Iteration 15Q (93.107153 sec): 3 clusters Score: Raw -438315.327515 + Penalty 324.814027 = -437990.513488 nChanged 11 SP:Iteration 16Q (93.123952 sec): 3 clusters Score: Raw -438316.116986 + Penalty 324.845656 = -437991.271330 nChanged 11 SP:Iteration 17Q (93.138692 sec): 3 clusters Score: Raw -438317.018153 + Penalty 325.074897 = -437991.943256 nChanged 10 SP:Iteration 18Q (93.153400 sec): 3 clusters Score: Raw -438317.732707 + Penalty 325.112648 = -437992.620059 nChanged 12 SP:Iteration 19Q (93.168040 sec): 3 clusters Score: Raw -438318.576196 + Penalty 325.188253 = -437993.387943 nChanged 18 SP:Iteration 20F (93.184943 sec): 3 clusters Score: Raw -438320.305871 + Penalty 324.976082 = -437995.329790 nChanged 12 SP:Iteration 21Q (93.199637 sec): 3 clusters Score: Raw -438322.063523 + Penalty 325.059257 = -437997.004266 nChanged 8 SP:Iteration 22Q (93.214329 sec): 3 clusters Score: Raw -438323.348768 + Penalty 324.882699 = -437998.466069 nChanged 15 SP:Iteration 23Q (93.229365 sec): 3 clusters Score: Raw -438325.338368 + Penalty 324.785857 = -438000.552511 nChanged 19 SP:Iteration 24Q (93.244048 sec): 3 clusters Score: Raw -438328.101079 + Penalty 324.848948 = -438003.252131 nChanged 16 SP:Iteration 25Q (93.258693 sec): 3 clusters Score: Raw -438329.910576 + Penalty 324.868327 = -438005.042249 nChanged 15 SP:Iteration 26Q (93.273797 sec): 3 clusters Score: Raw -438333.171714 + Penalty 324.850535 = -438008.321179 nChanged 24 SP:Iteration 27Q (93.288466 sec): 3 clusters Score: Raw -438342.663716 + Penalty 324.704859 = -438017.958857 nChanged 39 SP:Iteration 28Q (93.303122 sec): 3 clusters Score: Raw -438352.667831 + Penalty 324.773539 = -438027.894292 nChanged 31 SP:Iteration 29Q (93.317911 sec): 3 clusters Score: Raw -438357.258815 + Penalty 324.733270 = -438032.525545 nChanged 36 SP:Iteration 30F (93.335097 sec): 3 clusters Score: Raw -438361.718571 + Penalty 324.498000 = -438037.220571 nChanged 36 SP:Iteration 31Q (93.349726 sec): 3 clusters Score: Raw -438365.976383 + Penalty 324.515609 = -438041.460773 nChanged 34 SP:Iteration 32Q (93.364430 sec): 3 clusters Score: Raw -438369.305075 + Penalty 324.735783 = -438044.569292 nChanged 28 SP:Iteration 33Q (93.379539 sec): 3 clusters Score: Raw -438372.313408 + Penalty 325.144788 = -438047.168620 nChanged 39 SP:Iteration 34Q (93.395182 sec): 3 clusters Score: Raw -438377.019377 + Penalty 325.575330 = -438051.444047 nChanged 34 SP:Iteration 35Q (93.410039 sec): 3 clusters Score: Raw -438381.106556 + Penalty 325.781430 = -438055.325126 nChanged 29 SP:Iteration 36Q (93.425017 sec): 3 clusters Score: Raw -438385.202683 + Penalty 326.004726 = -438059.197957 nChanged 31 SP:Iteration 37Q (93.439817 sec): 3 clusters Score: Raw -438389.924026 + Penalty 326.101055 = -438063.822971 nChanged 35 SP:Iteration 38Q (93.454552 sec): 3 clusters Score: Raw -438395.153989 + Penalty 326.409988 = -438068.744001 nChanged 44 SP:Iteration 39Q (93.469331 sec): 3 clusters Score: Raw -438402.942436 + Penalty 326.901997 = -438076.040439 nChanged 56 SP:Iteration 40F (93.486226 sec): 3 clusters Score: Raw -438415.745557 + Penalty 327.589238 = -438088.156319 nChanged 65 SP:Iteration 41Q (93.501090 sec): 3 clusters Score: Raw -438429.846723 + Penalty 328.170871 = -438101.675852 nChanged 71 SP:Iteration 42Q (93.516135 sec): 3 clusters Score: Raw -438445.736694 + Penalty 329.103753 = -438116.632941 nChanged 72 SP:Iteration 43Q (93.531001 sec): 3 clusters Score: Raw -438460.691467 + Penalty 329.458905 = -438131.232562 nChanged 66 SP:Iteration 44Q (93.545838 sec): 3 clusters Score: Raw -438475.653083 + Penalty 330.085387 = -438145.567697 nChanged 73 SP:Iteration 45Q (93.560536 sec): 3 clusters Score: Raw -438491.994574 + Penalty 331.031577 = -438160.962997 nChanged 77 SP:Iteration 46Q (93.575305 sec): 3 clusters Score: Raw -438509.021463 + Penalty 331.604390 = -438177.417074 nChanged 81 SP:Iteration 47Q (93.589941 sec): 3 clusters Score: Raw -438527.352806 + Penalty 332.194904 = -438195.157902 nChanged 70 SP:Iteration 48Q (93.604647 sec): 3 clusters Score: Raw -438540.673260 + Penalty 332.691593 = -438207.981667 nChanged 56 SP:Iteration 49Q (93.619419 sec): 3 clusters Score: Raw -438549.424187 + Penalty 333.023766 = -438216.400421 nChanged 46 SP:Iteration 50F (93.637466 sec): 3 clusters Score: Raw -438554.579578 + Penalty 333.503011 = -438221.076566 nChanged 31 SP:Iteration 51Q (93.652255 sec): 3 clusters Score: Raw -438557.443308 + Penalty 334.171750 = -438223.271558 nChanged 28 SP:Iteration 52Q (93.667042 sec): 3 clusters Score: Raw -438559.494594 + Penalty 334.482725 = -438225.011869 nChanged 21 SP:Iteration 53Q (93.682003 sec): 3 clusters Score: Raw -438560.671538 + Penalty 334.768301 = -438225.903237 nChanged 17 SP:Iteration 54Q (93.696823 sec): 3 clusters Score: Raw -438561.791334 + Penalty 335.007144 = -438226.784190 nChanged 21 SP:Iteration 55Q (93.711589 sec): 3 clusters Score: Raw -438563.248404 + Penalty 335.277292 = -438227.971112 nChanged 19 SP:Iteration 56Q (93.726524 sec): 3 clusters Score: Raw -438564.362972 + Penalty 335.410080 = -438228.952892 nChanged 16 SP:Iteration 57Q (93.741538 sec): 3 clusters Score: Raw -438565.300038 + Penalty 335.536512 = -438229.763526 nChanged 17 SP:Iteration 58Q (93.756251 sec): 3 clusters Score: Raw -438565.931567 + Penalty 335.747199 = -438230.184367 nChanged 10 SP:Iteration 59Q (93.771273 sec): 3 clusters Score: Raw -438566.356302 + Penalty 336.049242 = -438230.307060 nChanged 16 SP:Iteration 60F (93.788266 sec): 3 clusters Score: Raw -438567.011799 + Penalty 336.205204 = -438230.806596 nChanged 8 SP:Iteration 61Q (93.803468 sec): 3 clusters Score: Raw -438567.168235 + Penalty 336.231706 = -438230.936529 nChanged 3 SP:Iteration 62Q (93.818660 sec): 3 clusters Score: Raw -438567.207471 + Penalty 336.281028 = -438230.926443 nChanged 3 SP:Iteration 63F (93.835915 sec): 3 clusters Score: Raw -438567.277322 + Penalty 336.286564 = -438230.990758 nChanged 4 SP:Iteration 64Q (93.851023 sec): 3 clusters Score: Raw -438567.337580 + Penalty 336.307534 = -438231.030046 nChanged 2 SP:Iteration 65Q (93.872304 sec): 3 clusters Score: Raw -438567.357690 + Penalty 336.307534 = -438231.050156 nChanged 0 SP:Iteration 66F (93.889885 sec): 3 clusters Score: Raw -438567.357690 + Penalty 336.307534 = -438231.050156 nChanged 0 Score: Raw -1467748.656477 + Penalty 16679.719113 = -1451068.937364 Splitting cluster 16 changes total score from -1424482.086757 to -1451068.937364 So it's getting split into cluster 14. Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 24 (238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.325523 sec): 2 clusters Score: Raw -8990.336417 + Penalty 459.890743 = -8530.445674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.326171 sec): 3 clusters Score: Raw -8960.883700 + Penalty 930.371557 = -8030.512143 nChanged 59 SP:Iteration 1F (94.326787 sec): 3 clusters Score: Raw -9102.297963 + Penalty 924.030947 = -8178.267016 nChanged 25 SP:Iteration 2F (94.327403 sec): 3 clusters Score: Raw -9166.870100 + Penalty 920.614590 = -8246.255510 nChanged 13 SP:Iteration 3F (94.328018 sec): 3 clusters Score: Raw -9210.857730 + Penalty 920.637745 = -8290.219984 nChanged 2 SP:Iteration 4Q (94.328570 sec): 3 clusters Score: Raw -9215.034151 + Penalty 919.781486 = -8295.252665 nChanged 1 SP:Iteration 5Q (94.329118 sec): 3 clusters Score: Raw -9215.383306 + Penalty 919.781486 = -8295.601820 nChanged 0 SP:Iteration 6F (94.329731 sec): 3 clusters Score: Raw -9215.383306 + Penalty 919.781486 = -8295.601820 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 28 (267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.331388 sec): 2 clusters Score: Raw -12584.284679 + Penalty 432.187477 = -12152.097203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.333237 sec): 3 clusters Score: Raw -12518.535651 + Penalty 861.801151 = -11656.734500 nChanged 64 SP:Iteration 1F (94.334874 sec): 3 clusters Score: Raw -12575.364953 + Penalty 862.144742 = -11713.220211 nChanged 16 SP:Iteration 2F (94.336254 sec): 3 clusters Score: Raw -12587.503584 + Penalty 863.440097 = -11724.063487 nChanged 6 SP:Iteration 3Q (94.337610 sec): 3 clusters Score: Raw -12599.499163 + Penalty 864.954522 = -11734.544641 nChanged 4 SP:Iteration 4Q (94.338787 sec): 3 clusters Score: Raw -12604.819807 + Penalty 865.622251 = -11739.197555 nChanged 4 SP:Iteration 5Q (94.339850 sec): 3 clusters Score: Raw -12609.986917 + Penalty 865.680179 = -11744.306738 nChanged 2 SP:Iteration 6Q (94.340910 sec): 3 clusters Score: Raw -12611.224968 + Penalty 866.057928 = -11745.167040 nChanged 1 SP:Iteration 7Q (94.341974 sec): 3 clusters Score: Raw -12612.585279 + Penalty 867.296325 = -11745.288953 nChanged 3 SP:Iteration 8Q (94.342913 sec): 3 clusters Score: Raw -12616.031708 + Penalty 867.296325 = -11748.735383 nChanged 0 SP:Iteration 9F (94.343891 sec): 3 clusters Score: Raw -12616.031708 + Penalty 867.296325 = -11748.735383 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 31 (311 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.345753 sec): 2 clusters Score: Raw -9871.525072 + Penalty 801.385412 = -9070.139660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.346548 sec): 3 clusters Score: Raw -9921.330777 + Penalty 1602.389904 = -8318.940873 nChanged 61 SP:Iteration 1F (94.347318 sec): 3 clusters Score: Raw -10071.135769 + Penalty 1602.931338 = -8468.204431 nChanged 12 SP:Iteration 2Q (94.348038 sec): 3 clusters Score: Raw -10114.930191 + Penalty 1604.549407 = -8510.380784 nChanged 8 SP:Iteration 3Q (94.348748 sec): 3 clusters Score: Raw -10131.367804 + Penalty 1606.910243 = -8524.457561 nChanged 4 SP:Iteration 4Q (94.349455 sec): 3 clusters Score: Raw -10139.950111 + Penalty 1608.453336 = -8531.496775 nChanged 2 SP:Iteration 5Q (94.350159 sec): 3 clusters Score: Raw -10142.448048 + Penalty 1608.453336 = -8533.994712 nChanged 0 SP:Iteration 6F (94.350921 sec): 3 clusters Score: Raw -10142.448048 + Penalty 1608.453336 = -8533.994712 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 33 (149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.352433 sec): 2 clusters Score: Raw -6095.932217 + Penalty 162.454162 = -5933.478055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.352906 sec): 3 clusters Score: Raw -6051.220574 + Penalty 338.555333 = -5712.665241 nChanged 49 SP:Iteration 1F (94.353390 sec): 3 clusters Score: Raw -6107.004693 + Penalty 359.652264 = -5747.352429 nChanged 17 SP:Iteration 2F (94.353855 sec): 3 clusters Score: Raw -6134.189820 + Penalty 369.003666 = -5765.186154 nChanged 5 SP:Iteration 3Q (94.354328 sec): 3 clusters Score: Raw -6166.750759 + Penalty 381.671103 = -5785.079656 nChanged 4 SP:Iteration 4Q (94.354779 sec): 3 clusters Score: Raw -6181.519847 + Penalty 386.072945 = -5795.446902 nChanged 1 SP:Iteration 5Q (94.355212 sec): 3 clusters Score: Raw -6182.393895 + Penalty 384.967119 = -5797.426776 nChanged 1 SP:Iteration 6Q (94.355643 sec): 3 clusters Score: Raw -6182.821467 + Penalty 384.967119 = -5797.854348 nChanged 0 SP:Iteration 7F (94.356113 sec): 3 clusters Score: Raw -6182.821467 + Penalty 384.967119 = -5797.854348 nChanged 0 Memory request: 0.02 GB would take us to total of 0.32 GB. Trying to split cluster 35 (2960 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.370110 sec): 2 clusters Score: Raw -142599.140080 + Penalty 557.876068 = -142041.264011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.375678 sec): 3 clusters Score: Raw -140828.415998 + Penalty 1130.718190 = -139697.697808 nChanged 1261 SP:Iteration 1F (94.381125 sec): 3 clusters Score: Raw -142049.523557 + Penalty 1160.994163 = -140888.529394 nChanged 471 SP:Iteration 2F (94.386455 sec): 3 clusters Score: Raw -142463.659370 + Penalty 1172.787334 = -141290.872036 nChanged 185 SP:Iteration 3F (94.391831 sec): 3 clusters Score: Raw -142581.537982 + Penalty 1181.030264 = -141400.507718 nChanged 93 SP:Iteration 4Q (94.397100 sec): 3 clusters Score: Raw -142629.469384 + Penalty 1189.518007 = -141439.951377 nChanged 69 SP:Iteration 5Q (94.402464 sec): 3 clusters Score: Raw -142667.358003 + Penalty 1197.637125 = -141469.720878 nChanged 58 SP:Iteration 6Q (94.407657 sec): 3 clusters Score: Raw -142697.296573 + Penalty 1204.783396 = -141492.513177 nChanged 46 SP:Iteration 7Q (94.412790 sec): 3 clusters Score: Raw -142714.529805 + Penalty 1210.024660 = -141504.505145 nChanged 34 SP:Iteration 8Q (94.417864 sec): 3 clusters Score: Raw -142723.049443 + Penalty 1213.921098 = -141509.128344 nChanged 24 SP:Iteration 9Q (94.422893 sec): 3 clusters Score: Raw -142727.758308 + Penalty 1215.843365 = -141511.914944 nChanged 15 SP:Iteration 10F (94.428243 sec): 3 clusters Score: Raw -142730.497564 + Penalty 1217.300559 = -141513.197005 nChanged 6 SP:Iteration 11Q (94.433428 sec): 3 clusters Score: Raw -142731.223930 + Penalty 1217.895479 = -141513.328452 nChanged 2 SP:Iteration 12Q (94.438519 sec): 3 clusters Score: Raw -142731.401821 + Penalty 1218.516719 = -141512.885102 nChanged 3 SP:Iteration 13F (94.443873 sec): 3 clusters Score: Raw -142731.776477 + Penalty 1218.516719 = -141513.259757 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 37 (545 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.448172 sec): 2 clusters Score: Raw -24715.251080 + Penalty 193.561229 = -24521.689851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.449337 sec): 3 clusters Score: Raw -24444.083031 + Penalty 458.632721 = -23985.450310 nChanged 209 SP:Iteration 1F (94.450485 sec): 3 clusters Score: Raw -24706.339292 + Penalty 536.397088 = -24169.942203 nChanged 50 SP:Iteration 2F (94.451632 sec): 3 clusters Score: Raw -24787.437609 + Penalty 604.201522 = -24183.236087 nChanged 22 SP:Iteration 3Q (94.452764 sec): 3 clusters Score: Raw -24840.743762 + Penalty 663.918932 = -24176.824830 nChanged 16 SP:Iteration 4F (94.453908 sec): 3 clusters Score: Raw -24879.378629 + Penalty 715.733562 = -24163.645066 nChanged 14 SP:Iteration 5F (94.455051 sec): 3 clusters Score: Raw -24902.073487 + Penalty 737.304957 = -24164.768529 nChanged 5 SP:Iteration 6Q (94.456026 sec): 3 clusters Score: Raw -24906.628326 + Penalty 741.786529 = -24164.841797 nChanged 1 SP:Iteration 7Q (94.456992 sec): 3 clusters Score: Raw -24907.785686 + Penalty 741.786529 = -24165.999158 nChanged 0 SP:Iteration 8F (94.458199 sec): 3 clusters Score: Raw -24907.785686 + Penalty 741.786529 = -24165.999158 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 39 (1029 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.465555 sec): 2 clusters Score: Raw -54669.153993 + Penalty 912.625082 = -53756.528911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.467822 sec): 3 clusters Score: Raw -54223.540392 + Penalty 1827.359728 = -52396.180664 nChanged 323 SP:Iteration 1F (94.471088 sec): 3 clusters Score: Raw -54448.187559 + Penalty 1830.162423 = -52618.025136 nChanged 85 SP:Iteration 2F (94.474416 sec): 3 clusters Score: Raw -54527.501450 + Penalty 1832.904946 = -52694.596503 nChanged 55 SP:Iteration 3F (94.477158 sec): 3 clusters Score: Raw -54571.595986 + Penalty 1836.039930 = -52735.556056 nChanged 35 SP:Iteration 4Q (94.479422 sec): 3 clusters Score: Raw -54596.175708 + Penalty 1839.681973 = -52756.493735 nChanged 31 SP:Iteration 5Q (94.481666 sec): 3 clusters Score: Raw -54622.782091 + Penalty 1844.815856 = -52777.966235 nChanged 33 SP:Iteration 6Q (94.483921 sec): 3 clusters Score: Raw -54653.694184 + Penalty 1847.750506 = -52805.943678 nChanged 19 SP:Iteration 7Q (94.486321 sec): 3 clusters Score: Raw -54679.322130 + Penalty 1851.567773 = -52827.754357 nChanged 19 SP:Iteration 8Q (94.488551 sec): 3 clusters Score: Raw -54702.134955 + Penalty 1853.198352 = -52848.936603 nChanged 16 SP:Iteration 9Q (94.490766 sec): 3 clusters Score: Raw -54722.457492 + Penalty 1856.619639 = -52865.837854 nChanged 18 SP:Iteration 10F (94.492994 sec): 3 clusters Score: Raw -54741.663606 + Penalty 1858.480216 = -52883.183390 nChanged 15 SP:Iteration 11Q (94.495089 sec): 3 clusters Score: Raw -54752.519249 + Penalty 1859.612252 = -52892.906997 nChanged 10 SP:Iteration 12Q (94.497110 sec): 3 clusters Score: Raw -54766.754813 + Penalty 1860.923225 = -52905.831588 nChanged 14 SP:Iteration 13Q (94.498999 sec): 3 clusters Score: Raw -54781.921302 + Penalty 1862.812692 = -52919.108610 nChanged 14 SP:Iteration 14Q (94.500832 sec): 3 clusters Score: Raw -54803.079355 + Penalty 1864.035855 = -52939.043500 nChanged 12 SP:Iteration 15Q (94.502652 sec): 3 clusters Score: Raw -54811.627645 + Penalty 1865.149882 = -52946.477763 nChanged 5 SP:Iteration 16Q (94.504492 sec): 3 clusters Score: Raw -54823.173203 + Penalty 1865.782073 = -52957.391130 nChanged 5 SP:Iteration 17Q (94.506295 sec): 3 clusters Score: Raw -54829.209291 + Penalty 1866.329947 = -52962.879344 nChanged 5 SP:Iteration 18Q (94.508113 sec): 3 clusters Score: Raw -54832.432470 + Penalty 1866.744913 = -52965.687557 nChanged 2 SP:Iteration 19Q (94.509913 sec): 3 clusters Score: Raw -54835.114043 + Penalty 1867.381231 = -52967.732812 nChanged 3 SP:Iteration 20F (94.511857 sec): 3 clusters Score: Raw -54838.409256 + Penalty 1868.207141 = -52970.202114 nChanged 3 SP:Iteration 21Q (94.513722 sec): 3 clusters Score: Raw -54845.176104 + Penalty 1868.546878 = -52976.629226 nChanged 6 SP:Iteration 22Q (94.515565 sec): 3 clusters Score: Raw -54851.375375 + Penalty 1868.616410 = -52982.758964 nChanged 2 SP:Iteration 23Q (94.517439 sec): 3 clusters Score: Raw -54852.971231 + Penalty 1868.616410 = -52984.354821 nChanged 0 SP:Iteration 24F (94.519404 sec): 3 clusters Score: Raw -54852.971231 + Penalty 1868.616410 = -52984.354821 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 49 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.524687 sec): 2 clusters Score: Raw -8303.234131 + Penalty 544.953333 = -7758.280798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.525208 sec): 3 clusters Score: Raw -8300.097975 + Penalty 1090.357455 = -7209.740519 nChanged 30 SP:Iteration 1F (94.525716 sec): 3 clusters Score: Raw -8341.596764 + Penalty 1090.396846 = -7251.199917 nChanged 10 SP:Iteration 2F (94.526234 sec): 3 clusters Score: Raw -8367.076261 + Penalty 1092.346140 = -7274.730122 nChanged 7 SP:Iteration 3Q (94.526724 sec): 3 clusters Score: Raw -8378.169747 + Penalty 1093.657503 = -7284.512244 nChanged 3 SP:Iteration 4Q (94.527213 sec): 3 clusters Score: Raw -8382.020547 + Penalty 1093.657503 = -7288.363044 nChanged 0 SP:Iteration 5F (94.527713 sec): 3 clusters Score: Raw -8382.020547 + Penalty 1093.657503 = -7288.363044 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 57 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.528356 sec): 2 clusters Score: Raw -1641.700601 + Penalty 38.272585 = -1603.428016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.528606 sec): 3 clusters Score: Raw -1631.296165 + Penalty 112.152893 = -1519.143272 nChanged 17 SP:Iteration 1F (94.528868 sec): 3 clusters Score: Raw -1657.044903 + Penalty 120.884394 = -1536.160509 nChanged 1 SP:Iteration 2Q (94.529127 sec): 3 clusters Score: Raw -1662.031226 + Penalty 120.884394 = -1541.146832 nChanged 0 SP:Iteration 3F (94.529391 sec): 3 clusters Score: Raw -1662.031226 + Penalty 120.884394 = -1541.146832 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 85 (378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.531490 sec): 2 clusters Score: Raw -18397.626399 + Penalty 93.920515 = -18303.705883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.532378 sec): 3 clusters Score: Raw -18170.596085 + Penalty 188.596929 = -17981.999156 nChanged 162 SP:Iteration 1F (94.533280 sec): 3 clusters Score: Raw -18266.809013 + Penalty 191.685549 = -18075.123465 nChanged 48 SP:Iteration 2F (94.534188 sec): 3 clusters Score: Raw -18301.257776 + Penalty 195.155692 = -18106.102084 nChanged 37 SP:Iteration 3F (94.535073 sec): 3 clusters Score: Raw -18330.140644 + Penalty 198.328397 = -18131.812246 nChanged 25 SP:Iteration 4F (94.535955 sec): 3 clusters Score: Raw -18354.623034 + Penalty 200.091382 = -18154.531652 nChanged 20 SP:Iteration 5F (94.536836 sec): 3 clusters Score: Raw -18365.276792 + Penalty 200.270723 = -18165.006069 nChanged 13 SP:Iteration 6Q (94.537691 sec): 3 clusters Score: Raw -18369.872907 + Penalty 201.270403 = -18168.602504 nChanged 8 SP:Iteration 7Q (94.538516 sec): 3 clusters Score: Raw -18373.116821 + Penalty 202.624148 = -18170.492672 nChanged 6 SP:Iteration 8Q (94.539364 sec): 3 clusters Score: Raw -18375.754523 + Penalty 203.870133 = -18171.884390 nChanged 4 SP:Iteration 9Q (94.540176 sec): 3 clusters Score: Raw -18376.803394 + Penalty 205.456394 = -18171.347000 nChanged 6 SP:Iteration 10F (94.541022 sec): 3 clusters Score: Raw -18379.060698 + Penalty 209.026422 = -18170.034276 nChanged 9 SP:Iteration 11F (94.541876 sec): 3 clusters Score: Raw -18383.418039 + Penalty 215.072453 = -18168.345586 nChanged 12 SP:Iteration 12F (94.542722 sec): 3 clusters Score: Raw -18391.442300 + Penalty 223.309708 = -18168.132592 nChanged 14 SP:Iteration 13F (94.543568 sec): 3 clusters Score: Raw -18400.444419 + Penalty 226.261245 = -18174.183174 nChanged 12 SP:Iteration 14Q (94.544361 sec): 3 clusters Score: Raw -18408.447581 + Penalty 233.204180 = -18175.243401 nChanged 11 SP:Iteration 15Q (94.545147 sec): 3 clusters Score: Raw -18415.858966 + Penalty 241.619085 = -18174.239881 nChanged 8 SP:Iteration 16F (94.545992 sec): 3 clusters Score: Raw -18423.728697 + Penalty 253.445095 = -18170.283602 nChanged 7 SP:Iteration 17F (94.546838 sec): 3 clusters Score: Raw -18431.685676 + Penalty 271.601416 = -18160.084260 nChanged 10 SP:Iteration 18F (94.547704 sec): 3 clusters Score: Raw -18444.829647 + Penalty 286.821193 = -18158.008455 nChanged 7 SP:Iteration 19F (94.548555 sec): 3 clusters Score: Raw -18452.056458 + Penalty 303.994333 = -18148.062125 nChanged 3 SP:Iteration 20F (94.549405 sec): 3 clusters Score: Raw -18456.191798 + Penalty 317.922266 = -18138.269531 nChanged 2 SP:Iteration 21F (94.550248 sec): 3 clusters Score: Raw -18457.275061 + Penalty 320.780490 = -18136.494571 nChanged 1 SP:Iteration 22F (94.551091 sec): 3 clusters Score: Raw -18457.942310 + Penalty 320.780490 = -18137.161820 nChanged 0 Iteration 216F (95.007755 sec): 27 clusters Score: Raw -1441896.445087 + Penalty 16694.870268 = -1425201.574819 nChanged 347 Iteration 217Q (95.116057 sec): 27 clusters Score: Raw -1441954.123789 + Penalty 16700.591850 = -1425253.531939 nChanged 176 Iteration 218Q (95.218441 sec): 27 clusters Score: Raw -1441976.156932 + Penalty 16701.644360 = -1425274.512572 nChanged 129 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 -1441976.156932 + Penalty 16701.644360 = -1425274.512572Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 1 (1668 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.286212 sec): 2 clusters Score: Raw -77665.767275 + Penalty 125.862007 = -77539.905268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.289342 sec): 3 clusters Score: Raw -76598.557819 + Penalty 253.523113 = -76345.034706 nChanged 740 SP:Iteration 1F (95.292399 sec): 3 clusters Score: Raw -77065.505324 + Penalty 262.563871 = -76802.941454 nChanged 208 SP:Iteration 2F (95.295434 sec): 3 clusters Score: Raw -77214.773861 + Penalty 279.230908 = -76935.542953 nChanged 160 SP:Iteration 3F (95.298469 sec): 3 clusters Score: Raw -77333.103038 + Penalty 302.729773 = -77030.373265 nChanged 113 SP:Iteration 4F (95.301521 sec): 3 clusters Score: Raw -77425.972918 + Penalty 329.886961 = -77096.085957 nChanged 83 SP:Iteration 5Q (95.304573 sec): 3 clusters Score: Raw -77502.049925 + Penalty 368.597236 = -77133.452690 nChanged 72 SP:Iteration 6Q (95.307623 sec): 3 clusters Score: Raw -77586.975841 + Penalty 431.662478 = -77155.313363 nChanged 53 SP:Iteration 7Q (95.310689 sec): 3 clusters Score: Raw -77658.823309 + Penalty 497.124801 = -77161.698508 nChanged 27 SP:Iteration 8Q (95.313593 sec): 3 clusters Score: Raw -77709.473012 + Penalty 518.393215 = -77191.079797 nChanged 11 SP:Iteration 9Q (95.316205 sec): 3 clusters Score: Raw -77726.341033 + Penalty 525.292776 = -77201.048257 nChanged 3 SP:Iteration 10F (95.319263 sec): 3 clusters Score: Raw -77729.002443 + Penalty 538.472731 = -77190.529712 nChanged 4 SP:Iteration 11F (95.322304 sec): 3 clusters Score: Raw -77731.544999 + Penalty 545.522024 = -77186.022975 nChanged 2 SP:Iteration 12F (95.325373 sec): 3 clusters Score: Raw -77736.122847 + Penalty 545.522024 = -77190.600823 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 2 (2051 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.335361 sec): 2 clusters Score: Raw -99844.601287 + Penalty 291.433835 = -99553.167452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.339224 sec): 3 clusters Score: Raw -98546.048105 + Penalty 638.601614 = -97907.446491 nChanged 890 SP:Iteration 1F (95.342981 sec): 3 clusters Score: Raw -99396.472629 + Penalty 674.996242 = -98721.476387 nChanged 261 SP:Iteration 2F (95.346705 sec): 3 clusters Score: Raw -99647.823503 + Penalty 681.446211 = -98966.377292 nChanged 95 SP:Iteration 3Q (95.350565 sec): 3 clusters Score: Raw -99742.692902 + Penalty 702.655506 = -99040.037396 nChanged 51 SP:Iteration 4Q (95.354165 sec): 3 clusters Score: Raw -99791.609943 + Penalty 734.168287 = -99057.441656 nChanged 31 SP:Iteration 5Q (95.357493 sec): 3 clusters Score: Raw -99812.710929 + Penalty 756.859853 = -99055.851076 nChanged 21 SP:Iteration 6F (95.361222 sec): 3 clusters Score: Raw -99832.357402 + Penalty 778.774855 = -99053.582547 nChanged 23 SP:Iteration 7F (95.364936 sec): 3 clusters Score: Raw -99857.146251 + Penalty 799.918059 = -99057.228192 nChanged 8 SP:Iteration 8Q (95.368143 sec): 3 clusters Score: Raw -99866.601029 + Penalty 796.174928 = -99070.426100 nChanged 1 SP:Iteration 9Q (95.371267 sec): 3 clusters Score: Raw -99867.916974 + Penalty 796.724153 = -99071.192821 nChanged 2 SP:Iteration 10F (95.375095 sec): 3 clusters Score: Raw -99868.204316 + Penalty 807.509250 = -99060.695065 nChanged 3 SP:Iteration 11F (95.378822 sec): 3 clusters Score: Raw -99868.991117 + Penalty 814.186343 = -99054.804774 nChanged 2 SP:Iteration 12F (95.382533 sec): 3 clusters Score: Raw -99870.176131 + Penalty 822.189046 = -99047.987086 nChanged 1 SP:Iteration 13F (95.386302 sec): 3 clusters Score: Raw -99870.673893 + Penalty 824.856031 = -99045.817863 nChanged 1 SP:Iteration 14F (95.390023 sec): 3 clusters Score: Raw -99873.014084 + Penalty 824.856031 = -99048.158054 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 3 (975 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.394127 sec): 2 clusters Score: Raw -45924.499611 + Penalty 99.281486 = -45825.218125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.396050 sec): 3 clusters Score: Raw -45344.120167 + Penalty 196.996517 = -45147.123650 nChanged 437 SP:Iteration 1F (95.397925 sec): 3 clusters Score: Raw -45723.075000 + Penalty 196.603007 = -45526.471993 nChanged 101 SP:Iteration 2F (95.399840 sec): 3 clusters Score: Raw -45813.338767 + Penalty 196.831917 = -45616.506850 nChanged 51 SP:Iteration 3F (95.401763 sec): 3 clusters Score: Raw -45844.419812 + Penalty 197.265562 = -45647.154250 nChanged 34 SP:Iteration 4Q (95.406326 sec): 3 clusters Score: Raw -45870.724248 + Penalty 197.557001 = -45673.167246 nChanged 30 SP:Iteration 5Q (95.409954 sec): 3 clusters Score: Raw -45887.100502 + Penalty 198.178800 = -45688.921703 nChanged 23 SP:Iteration 6Q (95.413048 sec): 3 clusters Score: Raw -45903.187047 + Penalty 198.867150 = -45704.319896 nChanged 21 SP:Iteration 7Q (95.415554 sec): 3 clusters Score: Raw -45917.907155 + Penalty 199.406857 = -45718.500297 nChanged 16 SP:Iteration 8Q (95.417420 sec): 3 clusters Score: Raw -45929.895437 + Penalty 199.902133 = -45729.993304 nChanged 19 SP:Iteration 9Q (95.419266 sec): 3 clusters Score: Raw -45939.892559 + Penalty 200.205288 = -45739.687271 nChanged 10 SP:Iteration 10F (95.421236 sec): 3 clusters Score: Raw -45942.402296 + Penalty 200.426445 = -45741.975851 nChanged 7 SP:Iteration 11Q (95.423107 sec): 3 clusters Score: Raw -45943.996011 + Penalty 200.513671 = -45743.482340 nChanged 8 SP:Iteration 12Q (95.424953 sec): 3 clusters Score: Raw -45945.791311 + Penalty 200.742252 = -45745.049060 nChanged 9 SP:Iteration 13Q (95.426842 sec): 3 clusters Score: Raw -45949.182114 + Penalty 200.839582 = -45748.342532 nChanged 5 SP:Iteration 14Q (95.428666 sec): 3 clusters Score: Raw -45951.116471 + Penalty 200.832991 = -45750.283481 nChanged 4 SP:Iteration 15Q (95.430488 sec): 3 clusters Score: Raw -45951.729699 + Penalty 200.787983 = -45750.941716 nChanged 2 SP:Iteration 16Q (95.432310 sec): 3 clusters Score: Raw -45951.903718 + Penalty 200.701231 = -45751.202487 nChanged 1 SP:Iteration 17Q (95.434142 sec): 3 clusters Score: Raw -45952.715629 + Penalty 200.513721 = -45752.201908 nChanged 3 SP:Iteration 18Q (95.435960 sec): 3 clusters Score: Raw -45954.108684 + Penalty 200.111420 = -45753.997264 nChanged 5 SP:Iteration 19Q (95.437773 sec): 3 clusters Score: Raw -45955.989787 + Penalty 199.952157 = -45756.037630 nChanged 6 SP:Iteration 20F (95.439802 sec): 3 clusters Score: Raw -45957.195195 + Penalty 199.914811 = -45757.280384 nChanged 2 SP:Iteration 21Q (95.441656 sec): 3 clusters Score: Raw -45957.296135 + Penalty 199.914811 = -45757.381324 nChanged 0 SP:Iteration 22F (95.443658 sec): 3 clusters Score: Raw -45957.296135 + Penalty 199.914811 = -45757.381324 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 4 (2609 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.455792 sec): 2 clusters Score: Raw -122396.309869 + Penalty 58.589770 = -122337.720098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.460610 sec): 3 clusters Score: Raw -120700.708563 + Penalty 117.232998 = -120583.475565 nChanged 1207 SP:Iteration 1F (95.465320 sec): 3 clusters Score: Raw -121573.270760 + Penalty 117.561044 = -121455.709716 nChanged 249 SP:Iteration 2F (95.470161 sec): 3 clusters Score: Raw -121766.332576 + Penalty 118.154289 = -121648.178287 nChanged 222 SP:Iteration 3F (95.474900 sec): 3 clusters Score: Raw -121938.831379 + Penalty 118.546215 = -121820.285163 nChanged 153 SP:Iteration 4F (95.479580 sec): 3 clusters Score: Raw -122059.573319 + Penalty 118.842939 = -121940.730380 nChanged 92 SP:Iteration 5Q (95.484192 sec): 3 clusters Score: Raw -122106.871733 + Penalty 118.967455 = -121987.904278 nChanged 44 SP:Iteration 6Q (95.488761 sec): 3 clusters Score: Raw -122124.806134 + Penalty 118.984197 = -122005.821937 nChanged 32 SP:Iteration 7Q (95.493233 sec): 3 clusters Score: Raw -122137.987069 + Penalty 119.149744 = -122018.837325 nChanged 27 SP:Iteration 8Q (95.497713 sec): 3 clusters Score: Raw -122147.846523 + Penalty 119.365169 = -122028.481354 nChanged 25 SP:Iteration 9Q (95.502245 sec): 3 clusters Score: Raw -122154.580042 + Penalty 119.381197 = -122035.198846 nChanged 25 SP:Iteration 10F (95.506904 sec): 3 clusters Score: Raw -122161.926961 + Penalty 119.554092 = -122042.372869 nChanged 17 SP:Iteration 11Q (95.511322 sec): 3 clusters Score: Raw -122164.866395 + Penalty 119.655733 = -122045.210662 nChanged 14 SP:Iteration 12Q (95.515694 sec): 3 clusters Score: Raw -122166.341865 + Penalty 119.647400 = -122046.694464 nChanged 6 SP:Iteration 13Q (95.520078 sec): 3 clusters Score: Raw -122166.953991 + Penalty 119.678935 = -122047.275056 nChanged 3 SP:Iteration 14Q (95.524433 sec): 3 clusters Score: Raw -122167.135931 + Penalty 119.723943 = -122047.411989 nChanged 3 SP:Iteration 15Q (95.528797 sec): 3 clusters Score: Raw -122167.242842 + Penalty 119.755513 = -122047.487329 nChanged 2 SP:Iteration 16Q (95.533193 sec): 3 clusters Score: Raw -122167.358919 + Penalty 119.782890 = -122047.576029 nChanged 3 SP:Iteration 17Q (95.537686 sec): 3 clusters Score: Raw -122167.601167 + Penalty 119.863754 = -122047.737414 nChanged 5 SP:Iteration 18Q (95.542037 sec): 3 clusters Score: Raw -122168.080346 + Penalty 119.871486 = -122048.208861 nChanged 6 SP:Iteration 19Q (95.546525 sec): 3 clusters Score: Raw -122168.614512 + Penalty 119.948556 = -122048.665955 nChanged 9 SP:Iteration 20F (95.553815 sec): 3 clusters Score: Raw -122169.103471 + Penalty 120.048628 = -122049.054843 nChanged 11 SP:Iteration 21Q (95.558835 sec): 3 clusters Score: Raw -122169.897423 + Penalty 120.124566 = -122049.772857 nChanged 9 SP:Iteration 22Q (95.568258 sec): 3 clusters Score: Raw -122170.743426 + Penalty 120.203611 = -122050.539815 nChanged 11 SP:Iteration 23Q (95.575019 sec): 3 clusters Score: Raw -122172.257064 + Penalty 120.281627 = -122051.975438 nChanged 8 SP:Iteration 24Q (95.579883 sec): 3 clusters Score: Raw -122173.509515 + Penalty 120.534266 = -122052.975249 nChanged 17 SP:Iteration 25Q (95.584617 sec): 3 clusters Score: Raw -122178.767013 + Penalty 120.715497 = -122058.051516 nChanged 16 SP:Iteration 26Q (95.589304 sec): 3 clusters Score: Raw -122182.950015 + Penalty 120.784469 = -122062.165546 nChanged 19 SP:Iteration 27Q (95.593995 sec): 3 clusters Score: Raw -122189.546649 + Penalty 120.880273 = -122068.666375 nChanged 21 SP:Iteration 28Q (95.598695 sec): 3 clusters Score: Raw -122194.736139 + Penalty 120.890346 = -122073.845793 nChanged 25 SP:Iteration 29Q (95.603369 sec): 3 clusters Score: Raw -122200.550540 + Penalty 121.212292 = -122079.338249 nChanged 36 SP:Iteration 30F (95.608485 sec): 3 clusters Score: Raw -122209.701661 + Penalty 121.657147 = -122088.044513 nChanged 25 SP:Iteration 31Q (95.613167 sec): 3 clusters Score: Raw -122216.010754 + Penalty 122.059099 = -122093.951655 nChanged 33 SP:Iteration 32Q (95.617846 sec): 3 clusters Score: Raw -122224.840852 + Penalty 122.389404 = -122102.451447 nChanged 28 SP:Iteration 33Q (95.622591 sec): 3 clusters Score: Raw -122233.296045 + Penalty 123.066955 = -122110.229090 nChanged 34 SP:Iteration 34Q (95.627213 sec): 3 clusters Score: Raw -122246.417512 + Penalty 123.717922 = -122122.699590 nChanged 30 SP:Iteration 35Q (95.631792 sec): 3 clusters Score: Raw -122256.362756 + Penalty 124.439620 = -122131.923136 nChanged 28 SP:Iteration 36Q (95.636377 sec): 3 clusters Score: Raw -122264.725282 + Penalty 124.185549 = -122140.539732 nChanged 24 SP:Iteration 37Q (95.640912 sec): 3 clusters Score: Raw -122272.040635 + Penalty 124.121752 = -122147.918883 nChanged 22 SP:Iteration 38Q (95.645490 sec): 3 clusters Score: Raw -122278.798047 + Penalty 124.544083 = -122154.253964 nChanged 17 SP:Iteration 39Q (95.650009 sec): 3 clusters Score: Raw -122283.799339 + Penalty 125.357413 = -122158.441926 nChanged 22 SP:Iteration 40F (95.655201 sec): 3 clusters Score: Raw -122289.803188 + Penalty 125.216454 = -122164.586734 nChanged 16 SP:Iteration 41Q (95.659742 sec): 3 clusters Score: Raw -122294.913476 + Penalty 124.669130 = -122170.244346 nChanged 18 SP:Iteration 42Q (95.664225 sec): 3 clusters Score: Raw -122300.852123 + Penalty 124.120543 = -122176.731580 nChanged 20 SP:Iteration 43Q (95.668760 sec): 3 clusters Score: Raw -122306.650623 + Penalty 124.515764 = -122182.134859 nChanged 14 SP:Iteration 44Q (95.673330 sec): 3 clusters Score: Raw -122310.147068 + Penalty 124.551440 = -122185.595629 nChanged 16 SP:Iteration 45Q (95.677890 sec): 3 clusters Score: Raw -122315.296116 + Penalty 124.604345 = -122190.691771 nChanged 20 SP:Iteration 46Q (95.682395 sec): 3 clusters Score: Raw -122322.688860 + Penalty 125.154000 = -122197.534860 nChanged 22 SP:Iteration 47Q (95.686849 sec): 3 clusters Score: Raw -122331.160285 + Penalty 125.878051 = -122205.282234 nChanged 15 SP:Iteration 48Q (95.691252 sec): 3 clusters Score: Raw -122335.241657 + Penalty 126.017825 = -122209.223832 nChanged 12 SP:Iteration 49Q (95.695648 sec): 3 clusters Score: Raw -122339.007703 + Penalty 126.175879 = -122212.831825 nChanged 10 SP:Iteration 50F (95.700836 sec): 3 clusters Score: Raw -122342.446040 + Penalty 125.273065 = -122217.172974 nChanged 11 SP:Iteration 51Q (95.705207 sec): 3 clusters Score: Raw -122345.690489 + Penalty 125.186351 = -122220.504138 nChanged 11 SP:Iteration 52Q (95.709578 sec): 3 clusters Score: Raw -122348.906682 + Penalty 125.733057 = -122223.173626 nChanged 7 SP:Iteration 53Q (95.713946 sec): 3 clusters Score: Raw -122351.002794 + Penalty 126.503104 = -122224.499690 nChanged 11 SP:Iteration 54Q (95.718432 sec): 3 clusters Score: Raw -122354.701623 + Penalty 127.039788 = -122227.661835 nChanged 10 SP:Iteration 55Q (95.722906 sec): 3 clusters Score: Raw -122357.454962 + Penalty 126.954342 = -122230.500621 nChanged 9 SP:Iteration 56Q (95.727277 sec): 3 clusters Score: Raw -122360.091178 + Penalty 127.491300 = -122232.599878 nChanged 8 SP:Iteration 57Q (95.731660 sec): 3 clusters Score: Raw -122362.694016 + Penalty 127.026999 = -122235.667017 nChanged 8 SP:Iteration 58Q (95.736044 sec): 3 clusters Score: Raw -122365.341294 + Penalty 127.117029 = -122238.224265 nChanged 2 SP:Iteration 59Q (95.740385 sec): 3 clusters Score: Raw -122365.605206 + Penalty 127.148600 = -122238.456606 nChanged 1 SP:Iteration 60F (95.745560 sec): 3 clusters Score: Raw -122365.694998 + Penalty 127.401039 = -122238.293959 nChanged 3 SP:Iteration 61F (95.750745 sec): 3 clusters Score: Raw -122366.107210 + Penalty 127.610896 = -122238.496314 nChanged 2 SP:Iteration 62Q (95.755121 sec): 3 clusters Score: Raw -122366.421459 + Penalty 127.890194 = -122238.531265 nChanged 3 SP:Iteration 63Q (95.759627 sec): 3 clusters Score: Raw -122366.762664 + Penalty 128.263237 = -122238.499427 nChanged 4 SP:Iteration 64F (95.764839 sec): 3 clusters Score: Raw -122367.657963 + Penalty 128.359894 = -122239.298069 nChanged 6 SP:Iteration 65Q (95.769270 sec): 3 clusters Score: Raw -122369.225783 + Penalty 127.708617 = -122241.517165 nChanged 7 SP:Iteration 66Q (95.773798 sec): 3 clusters Score: Raw -122371.110964 + Penalty 127.613232 = -122243.497732 nChanged 1 SP:Iteration 67Q (95.778265 sec): 3 clusters Score: Raw -122371.248715 + Penalty 127.686802 = -122243.561913 nChanged 1 SP:Iteration 68Q (95.785986 sec): 3 clusters Score: Raw -122371.395589 + Penalty 127.919713 = -122243.475876 nChanged 2 SP:Iteration 69F (95.792082 sec): 3 clusters Score: Raw -122371.595425 + Penalty 127.866860 = -122243.728564 nChanged 1 SP:Iteration 70F (95.796743 sec): 3 clusters Score: Raw -122371.649133 + Penalty 127.985061 = -122243.664072 nChanged 1 SP:Iteration 71F (95.801451 sec): 3 clusters Score: Raw -122371.820756 + Penalty 127.985061 = -122243.835695 nChanged 0 Memory request: 0.02 GB would take us to total of 0.32 GB. Trying to split cluster 5 (3650 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.820143 sec): 2 clusters Score: Raw -173334.653218 + Penalty 158.908480 = -173175.744738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.827009 sec): 3 clusters Score: Raw -170961.468597 + Penalty 325.135976 = -170636.332620 nChanged 1738 SP:Iteration 1F (95.833739 sec): 3 clusters Score: Raw -172054.213585 + Penalty 335.410413 = -171718.803172 nChanged 428 SP:Iteration 2F (95.840333 sec): 3 clusters Score: Raw -172338.292704 + Penalty 349.253655 = -171989.039049 nChanged 362 SP:Iteration 3F (95.846916 sec): 3 clusters Score: Raw -172627.423855 + Penalty 365.796745 = -172261.627110 nChanged 280 SP:Iteration 4F (95.853499 sec): 3 clusters Score: Raw -172907.806231 + Penalty 381.560087 = -172526.246144 nChanged 173 SP:Iteration 5Q (95.860143 sec): 3 clusters Score: Raw -173106.114117 + Penalty 392.431685 = -172713.682432 nChanged 112 SP:Iteration 6Q (95.866726 sec): 3 clusters Score: Raw -173207.352472 + Penalty 402.290973 = -172805.061499 nChanged 71 SP:Iteration 7Q (95.872907 sec): 3 clusters Score: Raw -173247.965068 + Penalty 410.866223 = -172837.098845 nChanged 64 SP:Iteration 8Q (95.879429 sec): 3 clusters Score: Raw -173287.449986 + Penalty 422.409329 = -172865.040657 nChanged 69 SP:Iteration 9Q (95.885556 sec): 3 clusters Score: Raw -173328.844931 + Penalty 434.756922 = -172894.088009 nChanged 47 SP:Iteration 10F (95.892150 sec): 3 clusters Score: Raw -173354.652382 + Penalty 446.219662 = -172908.432720 nChanged 44 SP:Iteration 11Q (95.898019 sec): 3 clusters Score: Raw -173378.972900 + Penalty 454.898758 = -172924.074142 nChanged 32 SP:Iteration 12Q (95.903649 sec): 3 clusters Score: Raw -173394.551090 + Penalty 463.838109 = -172930.712981 nChanged 20 SP:Iteration 13Q (95.909279 sec): 3 clusters Score: Raw -173403.740084 + Penalty 479.912761 = -172923.827323 nChanged 21 SP:Iteration 14F (95.915968 sec): 3 clusters Score: Raw -173413.458151 + Penalty 494.058403 = -172919.399748 nChanged 15 SP:Iteration 15F (95.922554 sec): 3 clusters Score: Raw -173418.215842 + Penalty 500.740424 = -172917.475418 nChanged 10 SP:Iteration 16F (95.929126 sec): 3 clusters Score: Raw -173422.037336 + Penalty 506.042035 = -172915.995302 nChanged 10 SP:Iteration 17F (95.936102 sec): 3 clusters Score: Raw -173425.851463 + Penalty 518.777873 = -172907.073591 nChanged 10 SP:Iteration 18F (95.942857 sec): 3 clusters Score: Raw -173431.102181 + Penalty 528.365207 = -172902.736975 nChanged 8 SP:Iteration 19F (95.949434 sec): 3 clusters Score: Raw -173434.304455 + Penalty 534.040690 = -172900.263765 nChanged 5 SP:Iteration 20F (95.956009 sec): 3 clusters Score: Raw -173436.721054 + Penalty 542.876113 = -172893.844941 nChanged 7 SP:Iteration 21F (95.962625 sec): 3 clusters Score: Raw -173440.512542 + Penalty 555.395381 = -172885.117161 nChanged 6 SP:Iteration 22F (95.969253 sec): 3 clusters Score: Raw -173442.952948 + Penalty 569.002650 = -172873.950298 nChanged 7 SP:Iteration 23F (95.975857 sec): 3 clusters Score: Raw -173446.989347 + Penalty 583.679844 = -172863.309503 nChanged 5 SP:Iteration 24F (95.982628 sec): 3 clusters Score: Raw -173450.548730 + Penalty 580.637443 = -172869.911287 nChanged 2 SP:Iteration 25Q (95.987947 sec): 3 clusters Score: Raw -173451.185532 + Penalty 580.637443 = -172870.548089 nChanged 0 SP:Iteration 26F (95.994529 sec): 3 clusters Score: Raw -173451.185532 + Penalty 580.637443 = -172870.548089 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 6 (1056 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.002145 sec): 2 clusters Score: Raw -53442.882134 + Penalty 164.922738 = -53277.959396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.004200 sec): 3 clusters Score: Raw -52790.455047 + Penalty 329.327992 = -52461.127055 nChanged 475 SP:Iteration 1F (96.006212 sec): 3 clusters Score: Raw -53050.497855 + Penalty 329.163423 = -52721.334432 nChanged 99 SP:Iteration 2F (96.008223 sec): 3 clusters Score: Raw -53110.088742 + Penalty 329.463266 = -52780.625477 nChanged 70 SP:Iteration 3F (96.010243 sec): 3 clusters Score: Raw -53166.718588 + Penalty 328.250538 = -52838.468049 nChanged 81 SP:Iteration 4F (96.012259 sec): 3 clusters Score: Raw -53234.151794 + Penalty 327.454794 = -52906.696999 nChanged 53 SP:Iteration 5F (96.014286 sec): 3 clusters Score: Raw -53261.375979 + Penalty 327.265785 = -52934.110193 nChanged 25 SP:Iteration 6Q (96.016266 sec): 3 clusters Score: Raw -53275.721907 + Penalty 326.483361 = -52949.238546 nChanged 18 SP:Iteration 7Q (96.018287 sec): 3 clusters Score: Raw -53282.782085 + Penalty 326.418443 = -52956.363643 nChanged 13 SP:Iteration 8Q (96.020280 sec): 3 clusters Score: Raw -53286.715708 + Penalty 326.322227 = -52960.393482 nChanged 14 SP:Iteration 9Q (96.022241 sec): 3 clusters Score: Raw -53291.372409 + Penalty 325.657653 = -52965.714756 nChanged 15 SP:Iteration 10F (96.024243 sec): 3 clusters Score: Raw -53295.975611 + Penalty 324.084252 = -52971.891359 nChanged 16 SP:Iteration 11Q (96.026232 sec): 3 clusters Score: Raw -53300.341603 + Penalty 324.049898 = -52976.291706 nChanged 9 SP:Iteration 12Q (96.028255 sec): 3 clusters Score: Raw -53302.667074 + Penalty 323.811877 = -52978.855197 nChanged 6 SP:Iteration 13Q (96.030263 sec): 3 clusters Score: Raw -53303.574784 + Penalty 323.778977 = -52979.795806 nChanged 8 SP:Iteration 14Q (96.032253 sec): 3 clusters Score: Raw -53306.388018 + Penalty 323.267066 = -52983.120952 nChanged 15 SP:Iteration 15Q (96.034273 sec): 3 clusters Score: Raw -53313.130024 + Penalty 323.426030 = -52989.703994 nChanged 11 SP:Iteration 16Q (96.036264 sec): 3 clusters Score: Raw -53317.901081 + Penalty 323.416034 = -52994.485047 nChanged 12 SP:Iteration 17Q (96.038248 sec): 3 clusters Score: Raw -53322.722640 + Penalty 324.146875 = -52998.575764 nChanged 10 SP:Iteration 18Q (96.040367 sec): 3 clusters Score: Raw -53326.622471 + Penalty 324.870811 = -53001.751660 nChanged 11 SP:Iteration 19Q (96.042432 sec): 3 clusters Score: Raw -53331.925994 + Penalty 325.727405 = -53006.198588 nChanged 12 SP:Iteration 20F (96.044623 sec): 3 clusters Score: Raw -53337.898094 + Penalty 326.201149 = -53011.696945 nChanged 12 SP:Iteration 21Q (96.046594 sec): 3 clusters Score: Raw -53342.370224 + Penalty 326.838988 = -53015.531235 nChanged 15 SP:Iteration 22Q (96.048483 sec): 3 clusters Score: Raw -53352.836506 + Penalty 325.859131 = -53026.977375 nChanged 18 SP:Iteration 23Q (96.050270 sec): 3 clusters Score: Raw -53363.511485 + Penalty 327.397923 = -53036.113562 nChanged 8 SP:Iteration 24Q (96.052048 sec): 3 clusters Score: Raw -53367.537648 + Penalty 327.953529 = -53039.584118 nChanged 6 SP:Iteration 25Q (96.053965 sec): 3 clusters Score: Raw -53370.721201 + Penalty 330.811082 = -53039.910120 nChanged 9 SP:Iteration 26Q (96.055900 sec): 3 clusters Score: Raw -53374.598760 + Penalty 331.898265 = -53042.700495 nChanged 7 SP:Iteration 27Q (96.057745 sec): 3 clusters Score: Raw -53376.381344 + Penalty 333.859108 = -53042.522236 nChanged 7 SP:Iteration 28F (96.059798 sec): 3 clusters Score: Raw -53378.448519 + Penalty 333.427394 = -53045.021125 nChanged 6 SP:Iteration 29Q (96.061550 sec): 3 clusters Score: Raw -53379.956473 + Penalty 333.126921 = -53046.829552 nChanged 6 SP:Iteration 30F (96.063619 sec): 3 clusters Score: Raw -53381.893801 + Penalty 334.518736 = -53047.375064 nChanged 4 SP:Iteration 31Q (96.065380 sec): 3 clusters Score: Raw -53385.319907 + Penalty 336.710211 = -53048.609696 nChanged 5 SP:Iteration 32Q (96.067078 sec): 3 clusters Score: Raw -53388.285810 + Penalty 334.236985 = -53054.048826 nChanged 4 SP:Iteration 33Q (96.068777 sec): 3 clusters Score: Raw -53389.861304 + Penalty 333.792442 = -53056.068863 nChanged 4 SP:Iteration 34Q (96.070528 sec): 3 clusters Score: Raw -53392.315791 + Penalty 334.071755 = -53058.244036 nChanged 4 SP:Iteration 35Q (96.072283 sec): 3 clusters Score: Raw -53393.957849 + Penalty 335.602197 = -53058.355652 nChanged 4 SP:Iteration 36Q (96.074159 sec): 3 clusters Score: Raw -53395.686240 + Penalty 334.433418 = -53061.252822 nChanged 6 SP:Iteration 37Q (96.076037 sec): 3 clusters Score: Raw -53399.176573 + Penalty 338.081488 = -53061.095085 nChanged 8 SP:Iteration 38F (96.078246 sec): 3 clusters Score: Raw -53403.175117 + Penalty 340.573911 = -53062.601206 nChanged 7 SP:Iteration 39Q (96.080036 sec): 3 clusters Score: Raw -53406.743081 + Penalty 343.235688 = -53063.507393 nChanged 5 SP:Iteration 40F (96.082067 sec): 3 clusters Score: Raw -53409.858466 + Penalty 341.839343 = -53068.019123 nChanged 9 SP:Iteration 41Q (96.083773 sec): 3 clusters Score: Raw -53414.772211 + Penalty 341.713141 = -53073.059070 nChanged 5 SP:Iteration 42Q (96.085453 sec): 3 clusters Score: Raw -53418.527551 + Penalty 343.794123 = -53074.733428 nChanged 4 SP:Iteration 43Q (96.087121 sec): 3 clusters Score: Raw -53420.833311 + Penalty 342.913589 = -53077.919722 nChanged 7 SP:Iteration 44Q (96.088753 sec): 3 clusters Score: Raw -53424.528443 + Penalty 347.972116 = -53076.556328 nChanged 4 SP:Iteration 45F (96.090773 sec): 3 clusters Score: Raw -53426.610644 + Penalty 358.759126 = -53067.851518 nChanged 8 SP:Iteration 46F (96.092772 sec): 3 clusters Score: Raw -53430.401758 + Penalty 348.612641 = -53081.789117 nChanged 2 SP:Iteration 47Q (96.094416 sec): 3 clusters Score: Raw -53431.313693 + Penalty 349.286445 = -53082.027249 nChanged 2 SP:Iteration 48Q (96.096039 sec): 3 clusters Score: Raw -53433.815594 + Penalty 345.603958 = -53088.211636 nChanged 3 SP:Iteration 49Q (96.097653 sec): 3 clusters Score: Raw -53435.087543 + Penalty 345.397127 = -53089.690416 nChanged 2 SP:Iteration 50F (96.099789 sec): 3 clusters Score: Raw -53435.738406 + Penalty 359.703473 = -53076.034934 nChanged 3 SP:Iteration 51F (96.101888 sec): 3 clusters Score: Raw -53437.224562 + Penalty 340.555129 = -53096.669432 nChanged 4 SP:Iteration 52Q (96.103505 sec): 3 clusters Score: Raw -53438.435584 + Penalty 355.376051 = -53083.059533 nChanged 3 SP:Iteration 53F (96.105425 sec): 3 clusters Score: Raw -53440.218025 + Penalty 355.376051 = -53084.841973 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 7 (769 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.109129 sec): 2 clusters Score: Raw -35534.702288 + Penalty 866.964077 = -34667.738211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.110694 sec): 3 clusters Score: Raw -35291.643380 + Penalty 1732.858942 = -33558.784438 nChanged 227 SP:Iteration 1F (96.112220 sec): 3 clusters Score: Raw -35519.792621 + Penalty 1731.527867 = -33788.264754 nChanged 70 SP:Iteration 2F (96.113730 sec): 3 clusters Score: Raw -35615.804342 + Penalty 1730.344702 = -33885.459639 nChanged 52 SP:Iteration 3F (96.115271 sec): 3 clusters Score: Raw -35696.302779 + Penalty 1731.028584 = -33965.274195 nChanged 27 SP:Iteration 4Q (96.116760 sec): 3 clusters Score: Raw -35729.699227 + Penalty 1730.618347 = -33999.080879 nChanged 15 SP:Iteration 5Q (96.118223 sec): 3 clusters Score: Raw -35749.989294 + Penalty 1729.651194 = -34020.338100 nChanged 15 SP:Iteration 6Q (96.119679 sec): 3 clusters Score: Raw -35773.613269 + Penalty 1729.963653 = -34043.649616 nChanged 11 SP:Iteration 7Q (96.121173 sec): 3 clusters Score: Raw -35783.511740 + Penalty 1730.139155 = -34053.372586 nChanged 9 SP:Iteration 8Q (96.122640 sec): 3 clusters Score: Raw -35792.165236 + Penalty 1730.210984 = -34061.954252 nChanged 5 SP:Iteration 9Q (96.124089 sec): 3 clusters Score: Raw -35795.872712 + Penalty 1730.018002 = -34065.854711 nChanged 4 SP:Iteration 10F (96.125599 sec): 3 clusters Score: Raw -35799.378791 + Penalty 1729.927531 = -34069.451260 nChanged 4 SP:Iteration 11Q (96.127089 sec): 3 clusters Score: Raw -35802.413660 + Penalty 1729.763890 = -34072.649770 nChanged 1 SP:Iteration 12Q (96.128559 sec): 3 clusters Score: Raw -35802.923852 + Penalty 1729.613603 = -34073.310248 nChanged 1 SP:Iteration 13Q (96.130012 sec): 3 clusters Score: Raw -35803.639271 + Penalty 1729.613603 = -34074.025668 nChanged 0 SP:Iteration 14F (96.131520 sec): 3 clusters Score: Raw -35803.639271 + Penalty 1729.613603 = -34074.025668 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 8 (131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.132442 sec): 2 clusters Score: Raw -5997.626841 + Penalty 651.582050 = -5346.044791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.132887 sec): 3 clusters Score: Raw -6079.974202 + Penalty 1304.364139 = -4775.610063 nChanged 13 SP:Iteration 1F (96.133323 sec): 3 clusters Score: Raw -6123.429228 + Penalty 1304.794096 = -4818.635132 nChanged 4 SP:Iteration 2Q (96.133734 sec): 3 clusters Score: Raw -6132.772312 + Penalty 1304.795374 = -4827.976938 nChanged 1 SP:Iteration 3Q (96.134161 sec): 3 clusters Score: Raw -6134.561095 + Penalty 1304.795374 = -4829.765721 nChanged 0 SP:Iteration 4F (96.134611 sec): 3 clusters Score: Raw -6134.561095 + Penalty 1304.795374 = -4829.765721 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 9 (1693 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.142405 sec): 2 clusters Score: Raw -81274.386182 + Penalty 107.186893 = -81167.199289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.145580 sec): 3 clusters Score: Raw -80209.588482 + Penalty 217.489199 = -79992.099284 nChanged 774 SP:Iteration 1F (96.148690 sec): 3 clusters Score: Raw -81072.402406 + Penalty 224.073429 = -80848.328977 nChanged 126 SP:Iteration 2F (96.151808 sec): 3 clusters Score: Raw -81177.244248 + Penalty 230.085230 = -80947.159019 nChanged 50 SP:Iteration 3Q (96.154705 sec): 3 clusters Score: Raw -81207.798851 + Penalty 238.956122 = -80968.842728 nChanged 45 SP:Iteration 4Q (96.157571 sec): 3 clusters Score: Raw -81235.363570 + Penalty 249.487739 = -80985.875831 nChanged 32 SP:Iteration 5Q (96.160342 sec): 3 clusters Score: Raw -81255.473919 + Penalty 257.079837 = -80998.394082 nChanged 25 SP:Iteration 6Q (96.163129 sec): 3 clusters Score: Raw -81270.923226 + Penalty 265.422891 = -81005.500335 nChanged 28 SP:Iteration 7Q (96.165907 sec): 3 clusters Score: Raw -81288.487358 + Penalty 278.182997 = -81010.304361 nChanged 15 SP:Iteration 8Q (96.168567 sec): 3 clusters Score: Raw -81295.816255 + Penalty 287.840562 = -81007.975693 nChanged 11 SP:Iteration 9F (96.171672 sec): 3 clusters Score: Raw -81300.205483 + Penalty 293.581299 = -81006.624185 nChanged 9 SP:Iteration 10F (96.174774 sec): 3 clusters Score: Raw -81304.518553 + Penalty 309.174540 = -80995.344013 nChanged 10 SP:Iteration 11F (96.177964 sec): 3 clusters Score: Raw -81309.921144 + Penalty 317.884988 = -80992.036156 nChanged 8 SP:Iteration 12F (96.181100 sec): 3 clusters Score: Raw -81314.137255 + Penalty 326.239487 = -80987.897768 nChanged 4 SP:Iteration 13F (96.184216 sec): 3 clusters Score: Raw -81315.147218 + Penalty 331.193798 = -80983.953421 nChanged 2 SP:Iteration 14F (96.187383 sec): 3 clusters Score: Raw -81316.109674 + Penalty 342.627935 = -80973.481738 nChanged 4 SP:Iteration 15F (96.190546 sec): 3 clusters Score: Raw -81317.664177 + Penalty 357.826328 = -80959.837849 nChanged 4 SP:Iteration 16F (96.193681 sec): 3 clusters Score: Raw -81319.698778 + Penalty 369.699442 = -80949.999336 nChanged 4 SP:Iteration 17F (96.196799 sec): 3 clusters Score: Raw -81321.521664 + Penalty 371.503458 = -80950.018206 nChanged 3 SP:Iteration 18Q (96.199351 sec): 3 clusters Score: Raw -81322.175232 + Penalty 376.779927 = -80945.395305 nChanged 1 SP:Iteration 19F (96.202517 sec): 3 clusters Score: Raw -81322.560104 + Penalty 379.344019 = -80943.216086 nChanged 1 SP:Iteration 20F (96.205632 sec): 3 clusters Score: Raw -81322.963052 + Penalty 385.065760 = -80937.897292 nChanged 1 SP:Iteration 21F (96.208731 sec): 3 clusters Score: Raw -81323.536458 + Penalty 385.065760 = -80938.470698 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 10 (455 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.213340 sec): 2 clusters Score: Raw -21285.199507 + Penalty 918.214637 = -20366.984871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.214362 sec): 3 clusters Score: Raw -21214.553094 + Penalty 1837.719919 = -19376.833175 nChanged 99 SP:Iteration 1F (96.215353 sec): 3 clusters Score: Raw -21346.558540 + Penalty 1837.728838 = -19508.829701 nChanged 25 SP:Iteration 2F (96.216342 sec): 3 clusters Score: Raw -21378.201972 + Penalty 1838.222195 = -19539.979777 nChanged 8 SP:Iteration 3Q (96.217307 sec): 3 clusters Score: Raw -21394.640795 + Penalty 1839.140018 = -19555.500777 nChanged 11 SP:Iteration 4Q (96.218263 sec): 3 clusters Score: Raw -21421.767738 + Penalty 1839.856652 = -19581.911086 nChanged 8 SP:Iteration 5Q (96.219214 sec): 3 clusters Score: Raw -21437.205359 + Penalty 1840.105160 = -19597.100200 nChanged 3 SP:Iteration 6Q (96.220156 sec): 3 clusters Score: Raw -21441.827994 + Penalty 1840.779983 = -19601.048011 nChanged 3 SP:Iteration 7Q (96.221099 sec): 3 clusters Score: Raw -21444.966171 + Penalty 1841.068297 = -19603.897874 nChanged 1 SP:Iteration 8Q (96.222040 sec): 3 clusters Score: Raw -21445.888622 + Penalty 1841.690515 = -19604.198106 nChanged 2 SP:Iteration 9Q (96.222982 sec): 3 clusters Score: Raw -21447.184243 + Penalty 1841.836662 = -19605.347581 nChanged 1 SP:Iteration 10F (96.223970 sec): 3 clusters Score: Raw -21447.524229 + Penalty 1842.157102 = -19605.367127 nChanged 1 SP:Iteration 11Q (96.224913 sec): 3 clusters Score: Raw -21448.816481 + Penalty 1842.068595 = -19606.747885 nChanged 1 SP:Iteration 12Q (96.225879 sec): 3 clusters Score: Raw -21451.451687 + Penalty 1842.155553 = -19609.296133 nChanged 2 SP:Iteration 13Q (96.226832 sec): 3 clusters Score: Raw -21455.640074 + Penalty 1842.058617 = -19613.581457 nChanged 1 SP:Iteration 14Q (96.227809 sec): 3 clusters Score: Raw -21456.825636 + Penalty 1841.892132 = -19614.933504 nChanged 1 SP:Iteration 15Q (96.228758 sec): 3 clusters Score: Raw -21458.123464 + Penalty 1841.786350 = -19616.337115 nChanged 1 SP:Iteration 16Q (96.229699 sec): 3 clusters Score: Raw -21458.951194 + Penalty 1841.786350 = -19617.164844 nChanged 0 SP:Iteration 17F (96.230686 sec): 3 clusters Score: Raw -21458.951194 + Penalty 1841.786350 = -19617.164844 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 11 (462 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.233287 sec): 2 clusters Score: Raw -18342.280887 + Penalty 450.442899 = -17891.837988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.234342 sec): 3 clusters Score: Raw -18184.237893 + Penalty 901.975198 = -17282.262695 nChanged 142 SP:Iteration 1F (96.235353 sec): 3 clusters Score: Raw -18385.644911 + Penalty 903.529600 = -17482.115311 nChanged 48 SP:Iteration 2F (96.236359 sec): 3 clusters Score: Raw -18472.199866 + Penalty 905.513461 = -17566.686406 nChanged 23 SP:Iteration 3Q (96.237322 sec): 3 clusters Score: Raw -18518.522755 + Penalty 905.757532 = -17612.765223 nChanged 17 SP:Iteration 4Q (96.238265 sec): 3 clusters Score: Raw -18551.778431 + Penalty 905.372096 = -17646.406335 nChanged 7 SP:Iteration 5Q (96.239200 sec): 3 clusters Score: Raw -18564.420535 + Penalty 905.396616 = -17659.023919 nChanged 5 SP:Iteration 6Q (96.240124 sec): 3 clusters Score: Raw -18573.846511 + Penalty 904.614041 = -17669.232469 nChanged 10 SP:Iteration 7Q (96.241044 sec): 3 clusters Score: Raw -18587.736847 + Penalty 902.273651 = -17685.463196 nChanged 12 SP:Iteration 8Q (96.241957 sec): 3 clusters Score: Raw -18601.549179 + Penalty 901.602632 = -17699.946548 nChanged 7 SP:Iteration 9Q (96.242862 sec): 3 clusters Score: Raw -18614.746642 + Penalty 900.678756 = -17714.067886 nChanged 3 SP:Iteration 10F (96.243863 sec): 3 clusters Score: Raw -18617.758265 + Penalty 900.269100 = -17717.489165 nChanged 2 SP:Iteration 11Q (96.244764 sec): 3 clusters Score: Raw -18619.230592 + Penalty 899.431422 = -17719.799169 nChanged 4 SP:Iteration 12Q (96.245664 sec): 3 clusters Score: Raw -18621.651989 + Penalty 899.531743 = -17722.120247 nChanged 2 SP:Iteration 13Q (96.246564 sec): 3 clusters Score: Raw -18623.262385 + Penalty 899.539185 = -17723.723199 nChanged 2 SP:Iteration 14Q (96.247463 sec): 3 clusters Score: Raw -18624.782992 + Penalty 899.539185 = -17725.243807 nChanged 0 SP:Iteration 15F (96.248463 sec): 3 clusters Score: Raw -18624.782992 + Penalty 899.539185 = -17725.243807 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 12 (475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.250989 sec): 2 clusters Score: Raw -23394.937588 + Penalty 805.067768 = -22589.869819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.252036 sec): 3 clusters Score: Raw -23294.830037 + Penalty 1610.067423 = -21684.762613 nChanged 115 SP:Iteration 1F (96.253063 sec): 3 clusters Score: Raw -23424.485785 + Penalty 1609.324075 = -21815.161711 nChanged 32 SP:Iteration 2F (96.254088 sec): 3 clusters Score: Raw -23472.925860 + Penalty 1608.577447 = -21864.348413 nChanged 16 SP:Iteration 3Q (96.255088 sec): 3 clusters Score: Raw -23501.869025 + Penalty 1607.310800 = -21894.558225 nChanged 14 SP:Iteration 4Q (96.256084 sec): 3 clusters Score: Raw -23525.309476 + Penalty 1606.948993 = -21918.360482 nChanged 5 SP:Iteration 5Q (96.257078 sec): 3 clusters Score: Raw -23532.516697 + Penalty 1606.947992 = -21925.568705 nChanged 6 SP:Iteration 6Q (96.258070 sec): 3 clusters Score: Raw -23541.125058 + Penalty 1606.552945 = -21934.572113 nChanged 7 SP:Iteration 7Q (96.259062 sec): 3 clusters Score: Raw -23551.664633 + Penalty 1606.117317 = -21945.547316 nChanged 6 SP:Iteration 8Q (96.260051 sec): 3 clusters Score: Raw -23557.323294 + Penalty 1605.637460 = -21951.685834 nChanged 4 SP:Iteration 9Q (96.261076 sec): 3 clusters Score: Raw -23561.618182 + Penalty 1605.311467 = -21956.306715 nChanged 5 SP:Iteration 10F (96.262100 sec): 3 clusters Score: Raw -23565.915722 + Penalty 1605.360568 = -21960.555154 nChanged 1 SP:Iteration 11Q (96.263088 sec): 3 clusters Score: Raw -23566.283546 + Penalty 1605.360568 = -21960.922979 nChanged 0 SP:Iteration 12F (96.264133 sec): 3 clusters Score: Raw -23566.283546 + Penalty 1605.360568 = -21960.922979 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 13 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.264862 sec): 2 clusters Score: Raw -3591.757633 + Penalty 34.858652 = -3556.898981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.265209 sec): 3 clusters Score: Raw -3559.900706 + Penalty 76.135557 = -3483.765149 nChanged 27 SP:Iteration 1F (96.265564 sec): 3 clusters Score: Raw -3580.539514 + Penalty 82.516184 = -3498.023329 nChanged 7 SP:Iteration 2F (96.265915 sec): 3 clusters Score: Raw -3593.303264 + Penalty 85.977343 = -3507.325922 nChanged 2 SP:Iteration 3Q (96.266251 sec): 3 clusters Score: Raw -3594.254559 + Penalty 85.977343 = -3508.277216 nChanged 0 SP:Iteration 4F (96.266600 sec): 3 clusters Score: Raw -3594.254559 + Penalty 85.977343 = -3508.277216 nChanged 0 Memory request: 0.03 GB would take us to total of 0.33 GB. Trying to split cluster 14 (6624 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.295219 sec): 2 clusters Score: Raw -309922.075757 + Penalty 193.600893 = -309728.474864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.307388 sec): 3 clusters Score: Raw -305513.532428 + Penalty 388.061123 = -305125.471305 nChanged 3055 SP:Iteration 1F (96.319225 sec): 3 clusters Score: Raw -307451.245034 + Penalty 386.703830 = -307064.541203 nChanged 1093 SP:Iteration 2F (96.331061 sec): 3 clusters Score: Raw -308635.744530 + Penalty 359.315233 = -308276.429297 nChanged 616 SP:Iteration 3F (96.342813 sec): 3 clusters Score: Raw -309394.601402 + Penalty 321.948518 = -309072.652885 nChanged 251 SP:Iteration 4Q (96.354553 sec): 3 clusters Score: Raw -309864.569941 + Penalty 316.916691 = -309547.653250 nChanged 50 SP:Iteration 5Q (96.363998 sec): 3 clusters Score: Raw -309889.939748 + Penalty 313.997883 = -309575.941864 nChanged 31 SP:Iteration 6Q (96.373594 sec): 3 clusters Score: Raw -309899.943297 + Penalty 315.274923 = -309584.668374 nChanged 22 SP:Iteration 7Q (96.383244 sec): 3 clusters Score: Raw -309906.191765 + Penalty 315.552914 = -309590.638852 nChanged 19 SP:Iteration 8Q (96.392750 sec): 3 clusters Score: Raw -309910.817144 + Penalty 312.148823 = -309598.668322 nChanged 15 SP:Iteration 9Q (96.402267 sec): 3 clusters Score: Raw -309913.713677 + Penalty 312.713163 = -309601.000514 nChanged 5 SP:Iteration 10F (96.414455 sec): 3 clusters Score: Raw -309914.211152 + Penalty 311.721874 = -309602.489278 nChanged 5 SP:Iteration 11Q (96.423814 sec): 3 clusters Score: Raw -309914.798991 + Penalty 311.041710 = -309603.757280 nChanged 3 SP:Iteration 12Q (96.433342 sec): 3 clusters Score: Raw -309915.100224 + Penalty 311.124941 = -309603.975283 nChanged 2 SP:Iteration 13Q (96.442686 sec): 3 clusters Score: Raw -309915.189838 + Penalty 311.124941 = -309604.064898 nChanged 0 SP:Iteration 14F (96.454508 sec): 3 clusters Score: Raw -309915.189838 + Penalty 311.124941 = -309604.064898 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 15 (1116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.462042 sec): 2 clusters Score: Raw -53741.509971 + Penalty 136.530947 = -53604.979024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.464399 sec): 3 clusters Score: Raw -53050.224042 + Penalty 273.050358 = -52777.173684 nChanged 510 SP:Iteration 1F (96.466569 sec): 3 clusters Score: Raw -53353.750415 + Penalty 273.300457 = -53080.449959 nChanged 153 SP:Iteration 2F (96.468808 sec): 3 clusters Score: Raw -53488.492058 + Penalty 273.028841 = -53215.463216 nChanged 103 SP:Iteration 3F (96.470990 sec): 3 clusters Score: Raw -53553.330558 + Penalty 273.050795 = -53280.279763 nChanged 69 SP:Iteration 4F (96.473095 sec): 3 clusters Score: Raw -53591.975226 + Penalty 272.810921 = -53319.164305 nChanged 43 SP:Iteration 5Q (96.475157 sec): 3 clusters Score: Raw -53610.067932 + Penalty 272.606377 = -53337.461555 nChanged 32 SP:Iteration 6Q (96.477217 sec): 3 clusters Score: Raw -53625.038861 + Penalty 272.559845 = -53352.479016 nChanged 32 SP:Iteration 7Q (96.479370 sec): 3 clusters Score: Raw -53641.982535 + Penalty 272.650981 = -53369.331554 nChanged 30 SP:Iteration 8Q (96.481495 sec): 3 clusters Score: Raw -53655.476250 + Penalty 272.597055 = -53382.879195 nChanged 27 SP:Iteration 9Q (96.483614 sec): 3 clusters Score: Raw -53666.880034 + Penalty 272.324741 = -53394.555293 nChanged 30 SP:Iteration 10F (96.485754 sec): 3 clusters Score: Raw -53679.570281 + Penalty 272.492406 = -53407.077875 nChanged 22 SP:Iteration 11Q (96.487819 sec): 3 clusters Score: Raw -53685.047609 + Penalty 272.377275 = -53412.670333 nChanged 16 SP:Iteration 12Q (96.489881 sec): 3 clusters Score: Raw -53690.810589 + Penalty 272.589475 = -53418.221115 nChanged 23 SP:Iteration 13Q (96.491996 sec): 3 clusters Score: Raw -53699.106542 + Penalty 271.988796 = -53427.117745 nChanged 22 SP:Iteration 14Q (96.494128 sec): 3 clusters Score: Raw -53708.181043 + Penalty 270.364629 = -53437.816414 nChanged 17 SP:Iteration 15Q (96.496246 sec): 3 clusters Score: Raw -53721.429490 + Penalty 270.473638 = -53450.955852 nChanged 14 SP:Iteration 16Q (96.498335 sec): 3 clusters Score: Raw -53726.151705 + Penalty 270.919664 = -53455.232041 nChanged 14 SP:Iteration 17Q (96.500410 sec): 3 clusters Score: Raw -53729.485876 + Penalty 269.900395 = -53459.585481 nChanged 12 SP:Iteration 18Q (96.502444 sec): 3 clusters Score: Raw -53732.140388 + Penalty 269.783880 = -53462.356508 nChanged 12 SP:Iteration 19Q (96.504495 sec): 3 clusters Score: Raw -53735.823794 + Penalty 268.909888 = -53466.913906 nChanged 14 SP:Iteration 20F (96.506633 sec): 3 clusters Score: Raw -53739.507927 + Penalty 269.377006 = -53470.130921 nChanged 12 SP:Iteration 21Q (96.508666 sec): 3 clusters Score: Raw -53742.396274 + Penalty 270.511004 = -53471.885270 nChanged 10 SP:Iteration 22Q (96.510664 sec): 3 clusters Score: Raw -53744.384808 + Penalty 270.832176 = -53473.552632 nChanged 7 SP:Iteration 23Q (96.512668 sec): 3 clusters Score: Raw -53746.436622 + Penalty 270.812301 = -53475.624321 nChanged 9 SP:Iteration 24Q (96.514646 sec): 3 clusters Score: Raw -53749.539889 + Penalty 270.564037 = -53478.975852 nChanged 7 SP:Iteration 25Q (96.516634 sec): 3 clusters Score: Raw -53751.280795 + Penalty 271.311650 = -53479.969145 nChanged 7 SP:Iteration 26Q (96.518604 sec): 3 clusters Score: Raw -53752.511077 + Penalty 271.494883 = -53481.016194 nChanged 7 SP:Iteration 27Q (96.520548 sec): 3 clusters Score: Raw -53753.348131 + Penalty 271.629600 = -53481.718531 nChanged 4 SP:Iteration 28Q (96.522488 sec): 3 clusters Score: Raw -53753.745421 + Penalty 272.085052 = -53481.660369 nChanged 3 SP:Iteration 29F (96.524579 sec): 3 clusters Score: Raw -53754.005115 + Penalty 270.884651 = -53483.120465 nChanged 2 SP:Iteration 30F (96.526668 sec): 3 clusters Score: Raw -53754.528767 + Penalty 268.201244 = -53486.327523 nChanged 4 SP:Iteration 31Q (96.528680 sec): 3 clusters Score: Raw -53755.225185 + Penalty 268.210752 = -53487.014433 nChanged 6 SP:Iteration 32Q (96.530658 sec): 3 clusters Score: Raw -53756.781253 + Penalty 269.072614 = -53487.708639 nChanged 10 SP:Iteration 33Q (96.532678 sec): 3 clusters Score: Raw -53759.067274 + Penalty 268.441024 = -53490.626250 nChanged 10 SP:Iteration 34Q (96.534628 sec): 3 clusters Score: Raw -53761.377570 + Penalty 267.892918 = -53493.484652 nChanged 10 SP:Iteration 35Q (96.536546 sec): 3 clusters Score: Raw -53766.145973 + Penalty 267.519297 = -53498.626675 nChanged 7 SP:Iteration 36Q (96.538474 sec): 3 clusters Score: Raw -53767.638249 + Penalty 265.920469 = -53501.717779 nChanged 10 SP:Iteration 37Q (96.543121 sec): 3 clusters Score: Raw -53770.153899 + Penalty 266.937583 = -53503.216316 nChanged 3 SP:Iteration 38Q (96.546794 sec): 3 clusters Score: Raw -53770.346759 + Penalty 267.243761 = -53503.102998 nChanged 2 SP:Iteration 39F (96.550229 sec): 3 clusters Score: Raw -53770.495687 + Penalty 267.847725 = -53502.647962 nChanged 2 SP:Iteration 40F (96.552749 sec): 3 clusters Score: Raw -53770.719041 + Penalty 268.696087 = -53502.022954 nChanged 2 SP:Iteration 41F (96.554870 sec): 3 clusters Score: Raw -53770.960313 + Penalty 270.608367 = -53500.351945 nChanged 5 SP:Iteration 42F (96.556988 sec): 3 clusters Score: Raw -53771.656629 + Penalty 271.803485 = -53499.853144 nChanged 3 SP:Iteration 43F (96.559109 sec): 3 clusters Score: Raw -53772.328526 + Penalty 273.087673 = -53499.240853 nChanged 3 SP:Iteration 44F (96.561262 sec): 3 clusters Score: Raw -53772.922753 + Penalty 273.672220 = -53499.250533 nChanged 2 SP:Iteration 45Q (96.563155 sec): 3 clusters Score: Raw -53773.109978 + Penalty 274.393772 = -53498.716206 nChanged 1 SP:Iteration 46F (96.565313 sec): 3 clusters Score: Raw -53773.150742 + Penalty 275.107504 = -53498.043238 nChanged 1 SP:Iteration 47F (96.567488 sec): 3 clusters Score: Raw -53773.172196 + Penalty 275.107504 = -53498.064692 nChanged 0 Memory request: 0.02 GB would take us to total of 0.32 GB. Trying to split cluster 16 (3171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.582766 sec): 2 clusters Score: Raw -149879.088100 + Penalty 121.005404 = -149758.082696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.588622 sec): 3 clusters Score: Raw -147784.751641 + Penalty 245.431977 = -147539.319664 nChanged 1493 SP:Iteration 1F (96.594527 sec): 3 clusters Score: Raw -149030.435671 + Penalty 257.804564 = -148772.631107 nChanged 550 SP:Iteration 2F (96.604502 sec): 3 clusters Score: Raw -149432.303902 + Penalty 265.029397 = -149167.274505 nChanged 254 SP:Iteration 3F (96.610551 sec): 3 clusters Score: Raw -149611.877805 + Penalty 272.903695 = -149338.974110 nChanged 164 SP:Iteration 4F (96.616309 sec): 3 clusters Score: Raw -149741.965033 + Penalty 281.500186 = -149460.464847 nChanged 132 SP:Iteration 5Q (96.621990 sec): 3 clusters Score: Raw -149847.465221 + Penalty 287.251146 = -149560.214075 nChanged 94 SP:Iteration 6Q (96.627651 sec): 3 clusters Score: Raw -149912.823102 + Penalty 288.115864 = -149624.707238 nChanged 55 SP:Iteration 7Q (96.633334 sec): 3 clusters Score: Raw -149944.164508 + Penalty 291.553797 = -149652.610711 nChanged 30 SP:Iteration 8Q (96.639016 sec): 3 clusters Score: Raw -149956.424845 + Penalty 288.745482 = -149667.679362 nChanged 13 SP:Iteration 9Q (96.644720 sec): 3 clusters Score: Raw -149960.165868 + Penalty 284.557898 = -149675.607970 nChanged 10 SP:Iteration 10F (96.650545 sec): 3 clusters Score: Raw -149963.094816 + Penalty 287.867370 = -149675.227446 nChanged 6 SP:Iteration 11F (96.656209 sec): 3 clusters Score: Raw -149964.043833 + Penalty 288.015750 = -149676.028084 nChanged 4 SP:Iteration 12Q (96.661862 sec): 3 clusters Score: Raw -149964.814541 + Penalty 288.530684 = -149676.283857 nChanged 3 SP:Iteration 13Q (96.667477 sec): 3 clusters Score: Raw -149965.872496 + Penalty 289.002426 = -149676.870071 nChanged 3 SP:Iteration 14Q (96.673170 sec): 3 clusters Score: Raw -149966.684656 + Penalty 290.036907 = -149676.647749 nChanged 2 SP:Iteration 15F (96.678866 sec): 3 clusters Score: Raw -149966.786933 + Penalty 289.195169 = -149677.591763 nChanged 1 SP:Iteration 16Q (96.684644 sec): 3 clusters Score: Raw -149967.184057 + Penalty 289.195169 = -149677.988888 nChanged 0 SP:Iteration 17F (96.690335 sec): 3 clusters Score: Raw -149967.184057 + Penalty 289.195169 = -149677.988888 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 24 (240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.696361 sec): 2 clusters Score: Raw -9069.782874 + Penalty 459.258587 = -8610.524287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.696999 sec): 3 clusters Score: Raw -9074.670853 + Penalty 917.514912 = -8157.155942 nChanged 67 SP:Iteration 1F (96.697624 sec): 3 clusters Score: Raw -9178.775708 + Penalty 916.607160 = -8262.168548 nChanged 14 SP:Iteration 2F (96.698305 sec): 3 clusters Score: Raw -9206.485363 + Penalty 919.425082 = -8287.060281 nChanged 10 SP:Iteration 3Q (96.698931 sec): 3 clusters Score: Raw -9218.809702 + Penalty 920.022343 = -8298.787359 nChanged 9 SP:Iteration 4Q (96.699552 sec): 3 clusters Score: Raw -9233.939494 + Penalty 911.646042 = -8322.293452 nChanged 9 SP:Iteration 5Q (96.700169 sec): 3 clusters Score: Raw -9248.715566 + Penalty 913.868406 = -8334.847160 nChanged 6 SP:Iteration 6Q (96.700777 sec): 3 clusters Score: Raw -9258.383501 + Penalty 914.835737 = -8343.547765 nChanged 3 SP:Iteration 7Q (96.701389 sec): 3 clusters Score: Raw -9264.874578 + Penalty 920.963160 = -8343.911418 nChanged 3 SP:Iteration 8Q (96.701964 sec): 3 clusters Score: Raw -9271.659256 + Penalty 917.814515 = -8353.844741 nChanged 1 SP:Iteration 9Q (96.702534 sec): 3 clusters Score: Raw -9274.585076 + Penalty 917.814515 = -8356.770561 nChanged 0 SP:Iteration 10F (96.703152 sec): 3 clusters Score: Raw -9274.585076 + Penalty 917.814515 = -8356.770561 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 28 (266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.704318 sec): 2 clusters Score: Raw -12537.763480 + Penalty 431.557891 = -12106.205589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.704996 sec): 3 clusters Score: Raw -12459.990530 + Penalty 863.115781 = -11596.874749 nChanged 63 SP:Iteration 1F (96.705667 sec): 3 clusters Score: Raw -12521.311733 + Penalty 867.273092 = -11654.038641 nChanged 23 SP:Iteration 2F (96.706333 sec): 3 clusters Score: Raw -12553.453814 + Penalty 878.613045 = -11674.840769 nChanged 12 SP:Iteration 3Q (96.706986 sec): 3 clusters Score: Raw -12573.173984 + Penalty 891.919576 = -11681.254407 nChanged 11 SP:Iteration 4Q (96.707636 sec): 3 clusters Score: Raw -12588.540480 + Penalty 890.504180 = -11698.036300 nChanged 4 SP:Iteration 5Q (96.708280 sec): 3 clusters Score: Raw -12594.797679 + Penalty 887.117299 = -11707.680380 nChanged 3 SP:Iteration 6Q (96.708921 sec): 3 clusters Score: Raw -12599.079811 + Penalty 883.811247 = -11715.268564 nChanged 3 SP:Iteration 7Q (96.709559 sec): 3 clusters Score: Raw -12605.917069 + Penalty 883.811247 = -11722.105822 nChanged 0 SP:Iteration 8F (96.710227 sec): 3 clusters Score: Raw -12605.917069 + Penalty 883.811247 = -11722.105822 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 31 (311 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.711476 sec): 2 clusters Score: Raw -9871.525072 + Penalty 801.385412 = -9070.139660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.712229 sec): 3 clusters Score: Raw -9916.897568 + Penalty 1605.545257 = -8311.352311 nChanged 64 SP:Iteration 1F (96.712972 sec): 3 clusters Score: Raw -10080.231827 + Penalty 1606.528295 = -8473.703532 nChanged 18 SP:Iteration 2F (96.713713 sec): 3 clusters Score: Raw -10125.040129 + Penalty 1607.133456 = -8517.906673 nChanged 5 SP:Iteration 3Q (96.714403 sec): 3 clusters Score: Raw -10159.613431 + Penalty 1608.478254 = -8551.135177 nChanged 4 SP:Iteration 4Q (96.715086 sec): 3 clusters Score: Raw -10184.600800 + Penalty 1608.121636 = -8576.479164 nChanged 5 SP:Iteration 5Q (96.715769 sec): 3 clusters Score: Raw -10226.065291 + Penalty 1607.108097 = -8618.957194 nChanged 7 SP:Iteration 6Q (96.716445 sec): 3 clusters Score: Raw -10243.865914 + Penalty 1606.512045 = -8637.353868 nChanged 5 SP:Iteration 7Q (96.717114 sec): 3 clusters Score: Raw -10250.155605 + Penalty 1606.512045 = -8643.643560 nChanged 0 SP:Iteration 8F (96.717888 sec): 3 clusters Score: Raw -10250.155605 + Penalty 1606.512045 = -8643.643560 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 33 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.718733 sec): 2 clusters Score: Raw -5883.897748 + Penalty 162.654411 = -5721.243338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.719199 sec): 3 clusters Score: Raw -5852.740615 + Penalty 333.706864 = -5519.033752 nChanged 33 SP:Iteration 1F (96.719660 sec): 3 clusters Score: Raw -5889.045149 + Penalty 342.504256 = -5546.540892 nChanged 13 SP:Iteration 2F (96.720120 sec): 3 clusters Score: Raw -5908.947609 + Penalty 344.057585 = -5564.890024 nChanged 5 SP:Iteration 3Q (96.720574 sec): 3 clusters Score: Raw -5913.464282 + Penalty 345.597656 = -5567.866626 nChanged 2 SP:Iteration 4Q (96.721025 sec): 3 clusters Score: Raw -5915.138383 + Penalty 346.798925 = -5568.339459 nChanged 1 SP:Iteration 5Q (96.721474 sec): 3 clusters Score: Raw -5915.669085 + Penalty 346.798925 = -5568.870161 nChanged 0 SP:Iteration 6F (96.721946 sec): 3 clusters Score: Raw -5915.669085 + Penalty 346.798925 = -5568.870161 nChanged 0 Memory request: 0.02 GB would take us to total of 0.32 GB. Trying to split cluster 35 (2854 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.731610 sec): 2 clusters Score: Raw -137606.301124 + Penalty 560.507267 = -137045.793857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.736927 sec): 3 clusters Score: Raw -135850.387081 + Penalty 1125.145111 = -134725.241970 nChanged 1202 SP:Iteration 1F (96.742128 sec): 3 clusters Score: Raw -136506.069674 + Penalty 1151.470519 = -135354.599155 nChanged 487 SP:Iteration 2F (96.747304 sec): 3 clusters Score: Raw -136952.983569 + Penalty 1194.651522 = -135758.332047 nChanged 343 SP:Iteration 3F (96.752467 sec): 3 clusters Score: Raw -137274.022744 + Penalty 1233.188709 = -136040.834035 nChanged 216 SP:Iteration 4F (96.757661 sec): 3 clusters Score: Raw -137464.387835 + Penalty 1256.018965 = -136208.368870 nChanged 113 SP:Iteration 5Q (96.762840 sec): 3 clusters Score: Raw -137557.761591 + Penalty 1271.855673 = -136285.905918 nChanged 77 SP:Iteration 6Q (96.767861 sec): 3 clusters Score: Raw -137606.649998 + Penalty 1281.287230 = -136325.362768 nChanged 42 SP:Iteration 7Q (96.772843 sec): 3 clusters Score: Raw -137626.706065 + Penalty 1290.542347 = -136336.163718 nChanged 37 SP:Iteration 8Q (96.777763 sec): 3 clusters Score: Raw -137652.435489 + Penalty 1295.110198 = -136357.325291 nChanged 26 SP:Iteration 9Q (96.782609 sec): 3 clusters Score: Raw -137664.733396 + Penalty 1299.402273 = -136365.331123 nChanged 20 SP:Iteration 10F (96.787899 sec): 3 clusters Score: Raw -137673.330672 + Penalty 1305.483180 = -136367.847492 nChanged 18 SP:Iteration 11Q (96.792657 sec): 3 clusters Score: Raw -137678.749379 + Penalty 1307.520626 = -136371.228753 nChanged 5 SP:Iteration 12Q (96.797580 sec): 3 clusters Score: Raw -137679.945917 + Penalty 1309.531203 = -136370.414714 nChanged 5 SP:Iteration 13F (96.802898 sec): 3 clusters Score: Raw -137681.003840 + Penalty 1309.474076 = -136371.529764 nChanged 2 SP:Iteration 14Q (96.807716 sec): 3 clusters Score: Raw -137681.814171 + Penalty 1310.504981 = -136371.309190 nChanged 5 SP:Iteration 15F (96.812873 sec): 3 clusters Score: Raw -137683.585479 + Penalty 1311.022353 = -136372.563126 nChanged 2 SP:Iteration 16Q (96.817569 sec): 3 clusters Score: Raw -137683.891663 + Penalty 1311.143561 = -136372.748102 nChanged 1 SP:Iteration 17Q (96.822268 sec): 3 clusters Score: Raw -137684.016667 + Penalty 1311.143561 = -136372.873106 nChanged 0 SP:Iteration 18F (96.827413 sec): 3 clusters Score: Raw -137684.016667 + Penalty 1311.143561 = -136372.873106 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 37 (524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.831964 sec): 2 clusters Score: Raw -23728.224677 + Penalty 198.432902 = -23529.791775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.833153 sec): 3 clusters Score: Raw -23454.812119 + Penalty 461.996039 = -22992.816079 nChanged 195 SP:Iteration 1F (96.834295 sec): 3 clusters Score: Raw -23723.012212 + Penalty 576.533826 = -23146.478387 nChanged 67 SP:Iteration 2F (96.835441 sec): 3 clusters Score: Raw -23858.320549 + Penalty 645.070992 = -23213.249557 nChanged 26 SP:Iteration 3Q (96.836559 sec): 3 clusters Score: Raw -23898.553270 + Penalty 694.272562 = -23204.280709 nChanged 11 SP:Iteration 4F (96.837688 sec): 3 clusters Score: Raw -23915.476166 + Penalty 711.304067 = -23204.172099 nChanged 3 SP:Iteration 5F (96.838814 sec): 3 clusters Score: Raw -23918.296117 + Penalty 719.791088 = -23198.505029 nChanged 3 SP:Iteration 6F (96.839940 sec): 3 clusters Score: Raw -23921.414085 + Penalty 733.176615 = -23188.237471 nChanged 2 SP:Iteration 7F (96.841066 sec): 3 clusters Score: Raw -23924.015523 + Penalty 742.601931 = -23181.413592 nChanged 2 SP:Iteration 8F (96.842217 sec): 3 clusters Score: Raw -23925.462737 + Penalty 743.025010 = -23182.437726 nChanged 1 SP:Iteration 9Q (96.843195 sec): 3 clusters Score: Raw -23926.850079 + Penalty 743.025010 = -23183.825069 nChanged 0 SP:Iteration 10F (96.844326 sec): 3 clusters Score: Raw -23926.850079 + Penalty 743.025010 = -23183.825069 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 39 (1032 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.848531 sec): 2 clusters Score: Raw -54809.144434 + Penalty 912.511750 = -53896.632684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.850538 sec): 3 clusters Score: Raw -54375.953184 + Penalty 1828.030612 = -52547.922572 nChanged 346 SP:Iteration 1F (96.852507 sec): 3 clusters Score: Raw -54612.495256 + Penalty 1831.730144 = -52780.765112 nChanged 77 SP:Iteration 2F (96.854463 sec): 3 clusters Score: Raw -54701.102153 + Penalty 1835.629233 = -52865.472919 nChanged 66 SP:Iteration 3F (96.856420 sec): 3 clusters Score: Raw -54783.946269 + Penalty 1842.093731 = -52941.852537 nChanged 60 SP:Iteration 4F (96.858373 sec): 3 clusters Score: Raw -54857.476210 + Penalty 1845.470460 = -53012.005750 nChanged 45 SP:Iteration 5Q (96.860273 sec): 3 clusters Score: Raw -54911.925058 + Penalty 1846.607413 = -53065.317644 nChanged 33 SP:Iteration 6Q (96.862165 sec): 3 clusters Score: Raw -54935.606818 + Penalty 1848.792061 = -53086.814757 nChanged 19 SP:Iteration 7Q (96.864018 sec): 3 clusters Score: Raw -54949.490407 + Penalty 1850.373775 = -53099.116633 nChanged 11 SP:Iteration 8Q (96.865874 sec): 3 clusters Score: Raw -54956.617868 + Penalty 1851.411413 = -53105.206455 nChanged 10 SP:Iteration 9Q (96.867712 sec): 3 clusters Score: Raw -54962.796131 + Penalty 1851.411413 = -53111.384718 nChanged 0 SP:Iteration 10F (96.869712 sec): 3 clusters Score: Raw -54962.796131 + Penalty 1851.411413 = -53111.384718 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 49 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.871298 sec): 2 clusters Score: Raw -8303.234131 + Penalty 544.953333 = -7758.280798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.871817 sec): 3 clusters Score: Raw -8314.525748 + Penalty 1089.827614 = -7224.698134 nChanged 24 SP:Iteration 1F (96.872329 sec): 3 clusters Score: Raw -8361.859014 + Penalty 1089.366645 = -7272.492369 nChanged 6 SP:Iteration 2Q (96.872816 sec): 3 clusters Score: Raw -8375.160166 + Penalty 1088.944824 = -7286.215341 nChanged 4 SP:Iteration 3Q (96.873298 sec): 3 clusters Score: Raw -8385.022738 + Penalty 1088.944824 = -7296.077914 nChanged 0 SP:Iteration 4F (96.873801 sec): 3 clusters Score: Raw -8385.022738 + Penalty 1088.944824 = -7296.077914 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 57 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.874488 sec): 2 clusters Score: Raw -1641.700601 + Penalty 38.272585 = -1603.428016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.874770 sec): 3 clusters Score: Raw -1643.456100 + Penalty 79.365051 = -1564.091049 nChanged 12 SP:Iteration 1F (96.875051 sec): 3 clusters Score: Raw -1662.085882 + Penalty 80.814970 = -1581.270912 nChanged 1 SP:Iteration 2Q (96.875322 sec): 3 clusters Score: Raw -1662.564965 + Penalty 80.814970 = -1581.749995 nChanged 0 SP:Iteration 3F (96.875596 sec): 3 clusters Score: Raw -1662.564965 + Penalty 80.814970 = -1581.749995 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 85 (378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.877043 sec): 2 clusters Score: Raw -18397.626399 + Penalty 93.920515 = -18303.705883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.877948 sec): 3 clusters Score: Raw -18175.364861 + Penalty 199.845929 = -17975.518932 nChanged 167 SP:Iteration 1F (96.878848 sec): 3 clusters Score: Raw -18304.402783 + Penalty 214.407583 = -18089.995200 nChanged 60 SP:Iteration 2F (96.879721 sec): 3 clusters Score: Raw -18360.585671 + Penalty 228.228976 = -18132.356695 nChanged 29 SP:Iteration 3F (96.880573 sec): 3 clusters Score: Raw -18398.216731 + Penalty 255.678242 = -18142.538489 nChanged 24 SP:Iteration 4F (96.881427 sec): 3 clusters Score: Raw -18429.224490 + Penalty 278.435614 = -18150.788876 nChanged 14 SP:Iteration 5Q (96.882224 sec): 3 clusters Score: Raw -18444.069880 + Penalty 308.420114 = -18135.649766 nChanged 7 SP:Iteration 6F (96.883098 sec): 3 clusters Score: Raw -18450.847171 + Penalty 307.413633 = -18143.433538 nChanged 3 SP:Iteration 7Q (96.883869 sec): 3 clusters Score: Raw -18452.378862 + Penalty 311.766455 = -18140.612407 nChanged 1 SP:Iteration 8F (96.884777 sec): 3 clusters Score: Raw -18453.919020 + Penalty 320.780490 = -18133.138530 nChanged 1 SP:Iteration 9F (96.885656 sec): 3 clusters Score: Raw -18457.942310 + Penalty 320.780490 = -18137.161820 nChanged 0 Iteration 219Q (97.009439 sec): 27 clusters Score: Raw -1441989.513158 + Penalty 16703.355360 = -1425286.157798 nChanged 97 Iteration 220F (97.448645 sec): 27 clusters Score: Raw -1441998.245747 + Penalty 16703.905354 = -1425294.340393 nChanged 76 Iteration 221Q (97.552611 sec): 27 clusters Score: Raw -1442003.529981 + Penalty 16705.409536 = -1425298.120445 nChanged 53 Iteration 222Q (97.659615 sec): 27 clusters Score: Raw -1442007.010854 + Penalty 16705.917768 = -1425301.093085 nChanged 41 Iteration 223Q (97.766556 sec): 27 clusters Score: Raw -1442009.867572 + Penalty 16706.082318 = -1425303.785254 nChanged 48 Iteration 224Q (97.867964 sec): 27 clusters Score: Raw -1442012.593364 + Penalty 16707.112680 = -1425305.480685 nChanged 32 Iteration 225Q (97.968975 sec): 27 clusters Score: Raw -1442014.784967 + Penalty 16709.660133 = -1425305.124833 nChanged 39 Iteration 226F (98.400674 sec): 27 clusters Score: Raw -1442018.140388 + Penalty 16710.675766 = -1425307.464622 nChanged 34 Iteration 227Q (98.501387 sec): 27 clusters Score: Raw -1442021.801522 + Penalty 16711.080345 = -1425310.721177 nChanged 36 Iteration 228Q (98.602734 sec): 27 clusters Score: Raw -1442024.882298 + Penalty 16711.609315 = -1425313.272983 nChanged 30 Iteration 229Q (98.703481 sec): 27 clusters Score: Raw -1442027.231485 + Penalty 16713.450212 = -1425313.781273 nChanged 29 Iteration 230F (99.134146 sec): 27 clusters Score: Raw -1442029.822028 + Penalty 16716.063234 = -1425313.758794 nChanged 31 Iteration 231F (99.565207 sec): 27 clusters Score: Raw -1442032.555827 + Penalty 16717.381062 = -1425315.174765 nChanged 33 Iteration 232Q (99.665211 sec): 27 clusters Score: Raw -1442036.277019 + Penalty 16719.646909 = -1425316.630110 nChanged 32 Iteration 233Q (99.766222 sec): 27 clusters Score: Raw -1442039.751242 + Penalty 16720.374701 = -1425319.376541 nChanged 25 Iteration 234Q (99.868529 sec): 27 clusters Score: Raw -1442041.810941 + Penalty 16722.456923 = -1425319.354018 nChanged 26 Iteration 235F (100.299690 sec): 27 clusters Score: Raw -1442043.243862 + Penalty 16723.687768 = -1425319.556094 nChanged 23 Iteration 236Q (100.399591 sec): 27 clusters Score: Raw -1442044.326095 + Penalty 16723.845529 = -1425320.480566 nChanged 18 Iteration 237Q (100.499814 sec): 27 clusters Score: Raw -1442045.471845 + Penalty 16724.601665 = -1425320.870180 nChanged 20 Iteration 238Q (100.599883 sec): 27 clusters Score: Raw -1442046.396806 + Penalty 16727.014065 = -1425319.382740 nChanged 20 Iteration 239F (101.030413 sec): 27 clusters Score: Raw -1442047.332755 + Penalty 16729.667582 = -1425317.665173 nChanged 23 Iteration 240F (101.460433 sec): 27 clusters Score: Raw -1442048.932922 + Penalty 16730.981676 = -1425317.951246 nChanged 23 Iteration 241Q (101.560465 sec): 27 clusters Score: Raw -1442050.208521 + Penalty 16730.148847 = -1425320.059673 nChanged 20 Iteration 242Q (101.661471 sec): 27 clusters Score: Raw -1442051.449239 + Penalty 16729.700930 = -1425321.748308 nChanged 11 Iteration 243Q (101.762286 sec): 27 clusters Score: Raw -1442052.286103 + Penalty 16729.640153 = -1425322.645950 nChanged 12 Iteration 244Q (101.862000 sec): 27 clusters Score: Raw -1442053.276776 + Penalty 16727.750153 = -1425325.526624 nChanged 13 Iteration 245Q (101.963801 sec): 27 clusters Score: Raw -1442055.588099 + Penalty 16725.332002 = -1425330.256096 nChanged 9 Iteration 246Q (102.063869 sec): 27 clusters Score: Raw -1442057.072016 + Penalty 16725.026417 = -1425332.045599 nChanged 7 Iteration 247Q (102.165583 sec): 27 clusters Score: Raw -1442057.738003 + Penalty 16724.958681 = -1425332.779323 nChanged 2 Iteration 248Q (102.266532 sec): 27 clusters Score: Raw -1442058.034541 + Penalty 16725.273592 = -1425332.760949 nChanged 5 Iteration 249F (102.698075 sec): 27 clusters Score: Raw -1442058.636143 + Penalty 16725.856476 = -1425332.779667 nChanged 9 Iteration 250F (103.127885 sec): 27 clusters Score: Raw -1442059.360138 + Penalty 16726.223829 = -1425333.136309 nChanged 9 Iteration 251Q (103.229199 sec): 27 clusters Score: Raw -1442059.852892 + Penalty 16726.960797 = -1425332.892095 nChanged 9 Iteration 252F (103.664865 sec): 27 clusters Score: Raw -1442060.167273 + Penalty 16727.169872 = -1425332.997401 nChanged 5 Iteration 253Q (103.764054 sec): 27 clusters Score: Raw -1442060.314116 + Penalty 16727.327309 = -1425332.986807 nChanged 3 Iteration 254F (104.190789 sec): 27 clusters Score: Raw -1442060.493913 + Penalty 16727.580296 = -1425332.913616 nChanged 4 Iteration 255F (104.634525 sec): 27 clusters Score: Raw -1442060.861445 + Penalty 16729.177640 = -1425331.683805 nChanged 6 Iteration 256F (105.063086 sec): 27 clusters Score: Raw -1442061.305478 + Penalty 16730.795147 = -1425330.510332 nChanged 6 Iteration 257F (105.497745 sec): 27 clusters Score: Raw -1442061.739227 + Penalty 16731.457056 = -1425330.282171 nChanged 7 Iteration 258F (105.924827 sec): 27 clusters Score: Raw -1442062.226515 + Penalty 16731.850586 = -1425330.375929 nChanged 8 Iteration 259Q (106.024766 sec): 27 clusters Score: Raw -1442062.731004 + Penalty 16730.819049 = -1425331.911955 nChanged 9 Iteration 260F (106.462471 sec): 27 clusters Score: Raw -1442063.416355 + Penalty 16731.293663 = -1425332.122691 nChanged 10 Iteration 261Q (106.562230 sec): 27 clusters Score: Raw -1442064.154719 + Penalty 16731.253653 = -1425332.901066 nChanged 12 Iteration 262Q (106.664224 sec): 27 clusters Score: Raw -1442064.904982 + Penalty 16731.134562 = -1425333.770420 nChanged 9 Iteration 263Q (106.764928 sec): 27 clusters Score: Raw -1442065.269626 + Penalty 16731.634574 = -1425333.635052 nChanged 4 Iteration 264F (107.207605 sec): 27 clusters Score: Raw -1442065.655380 + Penalty 16732.793875 = -1425332.861505 nChanged 3 Iteration 265F (107.650107 sec): 27 clusters Score: Raw -1442065.790503 + Penalty 16733.270011 = -1425332.520492 nChanged 4 Iteration 266F (108.094518 sec): 27 clusters Score: Raw -1442065.950840 + Penalty 16732.074295 = -1425333.876545 nChanged 3 Iteration 267Q (108.195077 sec): 27 clusters Score: Raw -1442066.305525 + Penalty 16731.784908 = -1425334.520617 nChanged 4 Iteration 268Q (108.295862 sec): 27 clusters Score: Raw -1442066.528990 + Penalty 16732.049599 = -1425334.479390 nChanged 9 Iteration 269F (108.739370 sec): 27 clusters Score: Raw -1442066.987535 + Penalty 16732.765402 = -1425334.222133 nChanged 6 Iteration 270F (109.181789 sec): 27 clusters Score: Raw -1442067.378171 + Penalty 16732.479710 = -1425334.898461 nChanged 9 Iteration 271Q (109.282554 sec): 27 clusters Score: Raw -1442067.898261 + Penalty 16732.259341 = -1425335.638920 nChanged 5 Iteration 272Q (109.383808 sec): 27 clusters Score: Raw -1442068.179803 + Penalty 16732.738073 = -1425335.441730 nChanged 8 Iteration 273F (109.826943 sec): 27 clusters Score: Raw -1442068.841233 + Penalty 16733.202212 = -1425335.639021 nChanged 4 Iteration 274Q (109.931050 sec): 27 clusters Score: Raw -1442068.939735 + Penalty 16733.393083 = -1425335.546651 nChanged 1 Iteration 275F (110.372777 sec): 27 clusters Score: Raw -1442068.956572 + Penalty 16733.393083 = -1425335.563488 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 -1442068.956572 + Penalty 16733.393083 = -1425335.563488Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 1 (1666 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.442421 sec): 2 clusters Score: Raw -77576.018419 + Penalty 125.666669 = -77450.351750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.445595 sec): 3 clusters Score: Raw -76531.761272 + Penalty 247.864814 = -76283.896458 nChanged 751 SP:Iteration 1F (110.448756 sec): 3 clusters Score: Raw -77017.303906 + Penalty 247.610238 = -76769.693669 nChanged 171 SP:Iteration 2F (110.451866 sec): 3 clusters Score: Raw -77069.946768 + Penalty 248.249164 = -76821.697604 nChanged 95 SP:Iteration 3F (110.455035 sec): 3 clusters Score: Raw -77120.861340 + Penalty 250.264046 = -76870.597293 nChanged 99 SP:Iteration 4F (110.458138 sec): 3 clusters Score: Raw -77196.497750 + Penalty 255.631867 = -76940.865883 nChanged 115 SP:Iteration 5F (110.461345 sec): 3 clusters Score: Raw -77298.335776 + Penalty 262.881258 = -77035.454518 nChanged 105 SP:Iteration 6F (110.464543 sec): 3 clusters Score: Raw -77398.919881 + Penalty 271.276250 = -77127.643631 nChanged 98 SP:Iteration 7F (110.467736 sec): 3 clusters Score: Raw -77477.446478 + Penalty 275.343729 = -77202.102749 nChanged 55 SP:Iteration 8Q (110.470827 sec): 3 clusters Score: Raw -77506.199636 + Penalty 278.888700 = -77227.310936 nChanged 45 SP:Iteration 9Q (110.473863 sec): 3 clusters Score: Raw -77524.234550 + Penalty 280.464719 = -77243.769831 nChanged 33 SP:Iteration 10F (110.476942 sec): 3 clusters Score: Raw -77536.600559 + Penalty 282.786638 = -77253.813921 nChanged 30 SP:Iteration 11Q (110.479944 sec): 3 clusters Score: Raw -77547.754579 + Penalty 284.576890 = -77263.177689 nChanged 25 SP:Iteration 12Q (110.482963 sec): 3 clusters Score: Raw -77554.969996 + Penalty 286.350727 = -77268.619268 nChanged 17 SP:Iteration 13Q (110.485913 sec): 3 clusters Score: Raw -77558.803085 + Penalty 287.881645 = -77270.921440 nChanged 12 SP:Iteration 14Q (110.488836 sec): 3 clusters Score: Raw -77561.329347 + Penalty 289.817992 = -77271.511355 nChanged 15 SP:Iteration 15Q (110.491777 sec): 3 clusters Score: Raw -77564.562935 + Penalty 292.571014 = -77271.991921 nChanged 18 SP:Iteration 16Q (110.494688 sec): 3 clusters Score: Raw -77568.736999 + Penalty 294.126774 = -77274.610225 nChanged 15 SP:Iteration 17Q (110.497607 sec): 3 clusters Score: Raw -77573.209368 + Penalty 295.202454 = -77278.006914 nChanged 16 SP:Iteration 18Q (110.500716 sec): 3 clusters Score: Raw -77578.368112 + Penalty 296.928961 = -77281.439151 nChanged 20 SP:Iteration 19Q (110.503585 sec): 3 clusters Score: Raw -77583.974030 + Penalty 300.247707 = -77283.726322 nChanged 20 SP:Iteration 20F (110.506698 sec): 3 clusters Score: Raw -77588.015399 + Penalty 301.610357 = -77286.405042 nChanged 9 SP:Iteration 21Q (110.509689 sec): 3 clusters Score: Raw -77589.252867 + Penalty 302.117253 = -77287.135615 nChanged 10 SP:Iteration 22Q (110.512580 sec): 3 clusters Score: Raw -77592.039120 + Penalty 302.426830 = -77289.612290 nChanged 12 SP:Iteration 23Q (110.515431 sec): 3 clusters Score: Raw -77595.224665 + Penalty 303.354215 = -77291.870450 nChanged 11 SP:Iteration 24Q (110.518279 sec): 3 clusters Score: Raw -77598.777769 + Penalty 305.289984 = -77293.487785 nChanged 8 SP:Iteration 25Q (110.521099 sec): 3 clusters Score: Raw -77600.237721 + Penalty 306.187345 = -77294.050376 nChanged 5 SP:Iteration 26Q (110.524206 sec): 3 clusters Score: Raw -77600.745309 + Penalty 307.892570 = -77292.852740 nChanged 9 SP:Iteration 27F (110.527342 sec): 3 clusters Score: Raw -77601.588631 + Penalty 309.158066 = -77292.430565 nChanged 3 SP:Iteration 28F (110.530454 sec): 3 clusters Score: Raw -77601.727010 + Penalty 309.592610 = -77292.134400 nChanged 1 SP:Iteration 29F (110.533529 sec): 3 clusters Score: Raw -77601.869802 + Penalty 309.751833 = -77292.117969 nChanged 1 SP:Iteration 30F (110.536601 sec): 3 clusters Score: Raw -77601.918242 + Penalty 309.751833 = -77292.166408 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 2 (2215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.547636 sec): 2 clusters Score: Raw -108155.124337 + Penalty 302.821445 = -107852.302892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.551776 sec): 3 clusters Score: Raw -106777.369107 + Penalty 624.308242 = -106153.060866 nChanged 965 SP:Iteration 1F (110.555806 sec): 3 clusters Score: Raw -107421.581485 + Penalty 662.520393 = -106759.061092 nChanged 370 SP:Iteration 2F (110.559888 sec): 3 clusters Score: Raw -107791.067701 + Penalty 705.186222 = -107085.881479 nChanged 232 SP:Iteration 3F (110.563881 sec): 3 clusters Score: Raw -108028.327791 + Penalty 736.401162 = -107291.926629 nChanged 94 SP:Iteration 4Q (110.567831 sec): 3 clusters Score: Raw -108107.394887 + Penalty 757.715826 = -107349.679061 nChanged 52 SP:Iteration 5Q (110.571618 sec): 3 clusters Score: Raw -108146.036572 + Penalty 765.784138 = -107380.252433 nChanged 35 SP:Iteration 6Q (110.575146 sec): 3 clusters Score: Raw -108174.890819 + Penalty 772.124758 = -107402.766061 nChanged 26 SP:Iteration 7Q (110.578531 sec): 3 clusters Score: Raw -108192.124422 + Penalty 770.547933 = -107421.576489 nChanged 16 SP:Iteration 8Q (110.582203 sec): 3 clusters Score: Raw -108200.846595 + Penalty 768.270841 = -107432.575754 nChanged 9 SP:Iteration 9Q (110.585729 sec): 3 clusters Score: Raw -108205.952079 + Penalty 773.037290 = -107432.914788 nChanged 9 SP:Iteration 10F (110.589713 sec): 3 clusters Score: Raw -108210.523174 + Penalty 773.651071 = -107436.872104 nChanged 7 SP:Iteration 11Q (110.593064 sec): 3 clusters Score: Raw -108212.946600 + Penalty 773.135611 = -107439.810989 nChanged 1 SP:Iteration 12Q (110.596319 sec): 3 clusters Score: Raw -108213.151796 + Penalty 769.915613 = -107443.236182 nChanged 1 SP:Iteration 13Q (110.599552 sec): 3 clusters Score: Raw -108214.218643 + Penalty 767.547309 = -107446.671334 nChanged 1 SP:Iteration 14Q (110.602802 sec): 3 clusters Score: Raw -108214.713210 + Penalty 767.547309 = -107447.165900 nChanged 0 SP:Iteration 15F (110.606768 sec): 3 clusters Score: Raw -108214.713210 + Penalty 767.547309 = -107447.165900 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 3 (975 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.610829 sec): 2 clusters Score: Raw -45924.499611 + Penalty 99.281486 = -45825.218125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.612775 sec): 3 clusters Score: Raw -45309.856632 + Penalty 189.226762 = -45120.629870 nChanged 442 SP:Iteration 1F (110.614672 sec): 3 clusters Score: Raw -45695.047209 + Penalty 186.656620 = -45508.390589 nChanged 77 SP:Iteration 2F (110.616527 sec): 3 clusters Score: Raw -45760.046109 + Penalty 185.931054 = -45574.115055 nChanged 55 SP:Iteration 3F (110.618440 sec): 3 clusters Score: Raw -45809.726455 + Penalty 189.616571 = -45620.109883 nChanged 36 SP:Iteration 4Q (110.620166 sec): 3 clusters Score: Raw -45849.922050 + Penalty 193.392697 = -45656.529353 nChanged 40 SP:Iteration 5Q (110.621830 sec): 3 clusters Score: Raw -45881.698984 + Penalty 195.381624 = -45686.317361 nChanged 25 SP:Iteration 6Q (110.623465 sec): 3 clusters Score: Raw -45897.998078 + Penalty 197.166573 = -45700.831506 nChanged 13 SP:Iteration 7Q (110.625196 sec): 3 clusters Score: Raw -45908.721022 + Penalty 199.581291 = -45709.139731 nChanged 12 SP:Iteration 8Q (110.626926 sec): 3 clusters Score: Raw -45916.957344 + Penalty 199.922265 = -45717.035079 nChanged 6 SP:Iteration 9Q (110.628581 sec): 3 clusters Score: Raw -45918.396272 + Penalty 200.056607 = -45718.339665 nChanged 3 SP:Iteration 10F (110.630582 sec): 3 clusters Score: Raw -45923.697143 + Penalty 201.241215 = -45722.455928 nChanged 2 SP:Iteration 11Q (110.632333 sec): 3 clusters Score: Raw -45925.227790 + Penalty 201.241215 = -45723.986575 nChanged 0 SP:Iteration 12F (110.634192 sec): 3 clusters Score: Raw -45925.227790 + Penalty 201.241215 = -45723.986575 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 4 (2581 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.646253 sec): 2 clusters Score: Raw -121113.124035 + Penalty 58.456187 = -121054.667848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.650985 sec): 3 clusters Score: Raw -119440.103340 + Penalty 113.557566 = -119326.545774 nChanged 1223 SP:Iteration 1F (110.655610 sec): 3 clusters Score: Raw -120416.024410 + Penalty 110.922726 = -120305.101684 nChanged 198 SP:Iteration 2F (110.660245 sec): 3 clusters Score: Raw -120656.177570 + Penalty 108.682907 = -120547.494663 nChanged 183 SP:Iteration 3F (110.664859 sec): 3 clusters Score: Raw -120899.056728 + Penalty 107.223539 = -120791.833189 nChanged 87 SP:Iteration 4Q (110.669035 sec): 3 clusters Score: Raw -120976.872880 + Penalty 104.384619 = -120872.488261 nChanged 68 SP:Iteration 5Q (110.673064 sec): 3 clusters Score: Raw -121036.381426 + Penalty 102.627493 = -120933.753934 nChanged 44 SP:Iteration 6Q (110.676821 sec): 3 clusters Score: Raw -121075.644759 + Penalty 104.555912 = -120971.088848 nChanged 30 SP:Iteration 7Q (110.680496 sec): 3 clusters Score: Raw -121101.402287 + Penalty 108.405691 = -120992.996595 nChanged 15 SP:Iteration 8Q (110.684111 sec): 3 clusters Score: Raw -121115.412758 + Penalty 113.429228 = -121001.983531 nChanged 7 SP:Iteration 9Q (110.687690 sec): 3 clusters Score: Raw -121122.468079 + Penalty 118.632519 = -121003.835560 nChanged 3 SP:Iteration 10F (110.692544 sec): 3 clusters Score: Raw -121123.993272 + Penalty 121.237907 = -121002.755365 nChanged 1 SP:Iteration 11F (110.697149 sec): 3 clusters Score: Raw -121124.073614 + Penalty 121.237907 = -121002.835707 nChanged 0 Memory request: 0.02 GB would take us to total of 0.32 GB. Trying to split cluster 5 (3650 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.715417 sec): 2 clusters Score: Raw -173334.653218 + Penalty 158.908480 = -173175.744738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.722229 sec): 3 clusters Score: Raw -170945.912412 + Penalty 327.113347 = -170618.799066 nChanged 1769 SP:Iteration 1F (110.729037 sec): 3 clusters Score: Raw -172556.728358 + Penalty 341.045495 = -172215.682863 nChanged 433 SP:Iteration 2F (110.735838 sec): 3 clusters Score: Raw -172939.283238 + Penalty 356.743965 = -172582.539273 nChanged 255 SP:Iteration 3F (110.742440 sec): 3 clusters Score: Raw -173150.471492 + Penalty 364.643123 = -172785.828368 nChanged 163 SP:Iteration 4Q (110.748864 sec): 3 clusters Score: Raw -173270.769343 + Penalty 377.167125 = -172893.602218 nChanged 101 SP:Iteration 5Q (110.754957 sec): 3 clusters Score: Raw -173341.680619 + Penalty 387.003869 = -172954.676751 nChanged 62 SP:Iteration 6Q (110.760885 sec): 3 clusters Score: Raw -173376.038174 + Penalty 396.580757 = -172979.457417 nChanged 45 SP:Iteration 7Q (110.766699 sec): 3 clusters Score: Raw -173398.127331 + Penalty 410.001460 = -172988.125871 nChanged 29 SP:Iteration 8Q (110.772444 sec): 3 clusters Score: Raw -173413.611076 + Penalty 419.762668 = -172993.848408 nChanged 26 SP:Iteration 9Q (110.778183 sec): 3 clusters Score: Raw -173426.795979 + Penalty 432.507701 = -172994.288278 nChanged 16 SP:Iteration 10F (110.784944 sec): 3 clusters Score: Raw -173433.706034 + Penalty 440.813101 = -172992.892933 nChanged 8 SP:Iteration 11F (110.791533 sec): 3 clusters Score: Raw -173436.303089 + Penalty 442.594608 = -172993.708481 nChanged 6 SP:Iteration 12Q (110.797031 sec): 3 clusters Score: Raw -173438.472393 + Penalty 448.745770 = -172989.726623 nChanged 6 SP:Iteration 13F (110.803661 sec): 3 clusters Score: Raw -173440.161828 + Penalty 453.221292 = -172986.940536 nChanged 3 SP:Iteration 14F (110.810491 sec): 3 clusters Score: Raw -173440.855132 + Penalty 460.500233 = -172980.354899 nChanged 5 SP:Iteration 15F (110.817222 sec): 3 clusters Score: Raw -173441.691539 + Penalty 468.871428 = -172972.820111 nChanged 5 SP:Iteration 16F (110.823821 sec): 3 clusters Score: Raw -173442.525862 + Penalty 472.591519 = -172969.934343 nChanged 2 SP:Iteration 17F (110.830948 sec): 3 clusters Score: Raw -173442.738193 + Penalty 473.333879 = -172969.404313 nChanged 2 SP:Iteration 18F (110.837665 sec): 3 clusters Score: Raw -173443.055368 + Penalty 479.230818 = -172963.824551 nChanged 3 SP:Iteration 19F (110.844509 sec): 3 clusters Score: Raw -173444.151873 + Penalty 481.913445 = -172962.238428 nChanged 2 SP:Iteration 20F (110.851138 sec): 3 clusters Score: Raw -173444.449462 + Penalty 485.613384 = -172958.836078 nChanged 3 SP:Iteration 21F (110.857759 sec): 3 clusters Score: Raw -173444.744455 + Penalty 485.613384 = -172959.131071 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 6 (1073 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.865603 sec): 2 clusters Score: Raw -54258.940894 + Penalty 164.960097 = -54093.980797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.867707 sec): 3 clusters Score: Raw -53632.163208 + Penalty 328.976510 = -53303.186697 nChanged 447 SP:Iteration 1F (110.869803 sec): 3 clusters Score: Raw -53940.143074 + Penalty 327.216097 = -53612.926977 nChanged 104 SP:Iteration 2F (110.871922 sec): 3 clusters Score: Raw -54013.252187 + Penalty 325.769306 = -53687.482880 nChanged 62 SP:Iteration 3F (110.873969 sec): 3 clusters Score: Raw -54056.236569 + Penalty 324.111806 = -53732.124763 nChanged 42 SP:Iteration 4Q (110.876030 sec): 3 clusters Score: Raw -54079.230858 + Penalty 323.072372 = -53756.158486 nChanged 27 SP:Iteration 5Q (110.878171 sec): 3 clusters Score: Raw -54091.458091 + Penalty 322.831165 = -53768.626926 nChanged 21 SP:Iteration 6Q (110.880328 sec): 3 clusters Score: Raw -54101.750074 + Penalty 322.748767 = -53779.001307 nChanged 20 SP:Iteration 7Q (110.882476 sec): 3 clusters Score: Raw -54110.442051 + Penalty 322.426899 = -53788.015152 nChanged 19 SP:Iteration 8Q (110.884470 sec): 3 clusters Score: Raw -54115.973578 + Penalty 322.519460 = -53793.454118 nChanged 14 SP:Iteration 9Q (110.886421 sec): 3 clusters Score: Raw -54119.522102 + Penalty 321.100451 = -53798.421650 nChanged 21 SP:Iteration 10F (110.888475 sec): 3 clusters Score: Raw -54128.795350 + Penalty 317.512416 = -53811.282934 nChanged 31 SP:Iteration 11Q (110.890402 sec): 3 clusters Score: Raw -54152.734480 + Penalty 311.914738 = -53840.819743 nChanged 43 SP:Iteration 12Q (110.892311 sec): 3 clusters Score: Raw -54185.892617 + Penalty 311.945183 = -53873.947434 nChanged 25 SP:Iteration 13Q (110.894174 sec): 3 clusters Score: Raw -54206.574056 + Penalty 313.821077 = -53892.752980 nChanged 22 SP:Iteration 14Q (110.896002 sec): 3 clusters Score: Raw -54218.335595 + Penalty 314.775195 = -53903.560400 nChanged 14 SP:Iteration 15Q (110.897835 sec): 3 clusters Score: Raw -54223.836235 + Penalty 315.854925 = -53907.981310 nChanged 5 SP:Iteration 16Q (110.899619 sec): 3 clusters Score: Raw -54225.483437 + Penalty 316.882036 = -53908.601402 nChanged 2 SP:Iteration 17Q (110.901417 sec): 3 clusters Score: Raw -54225.924191 + Penalty 317.477100 = -53908.447091 nChanged 2 SP:Iteration 18F (110.903465 sec): 3 clusters Score: Raw -54228.177315 + Penalty 316.519631 = -53911.657685 nChanged 2 SP:Iteration 19Q (110.905241 sec): 3 clusters Score: Raw -54229.325874 + Penalty 318.750724 = -53910.575150 nChanged 7 SP:Iteration 20F (110.907284 sec): 3 clusters Score: Raw -54233.634773 + Penalty 321.771509 = -53911.863264 nChanged 10 SP:Iteration 21Q (110.909061 sec): 3 clusters Score: Raw -54241.976522 + Penalty 328.071030 = -53913.905491 nChanged 6 SP:Iteration 22Q (110.911004 sec): 3 clusters Score: Raw -54246.665056 + Penalty 327.228136 = -53919.436920 nChanged 7 SP:Iteration 23Q (110.912857 sec): 3 clusters Score: Raw -54250.599134 + Penalty 334.315209 = -53916.283925 nChanged 4 SP:Iteration 24F (110.915272 sec): 3 clusters Score: Raw -54254.305559 + Penalty 344.440398 = -53909.865161 nChanged 3 SP:Iteration 25F (110.917569 sec): 3 clusters Score: Raw -54256.333852 + Penalty 345.827615 = -53910.506237 nChanged 2 SP:Iteration 26Q (110.919474 sec): 3 clusters Score: Raw -54260.447650 + Penalty 345.827615 = -53914.620036 nChanged 0 SP:Iteration 27F (110.921601 sec): 3 clusters Score: Raw -54260.447650 + Penalty 345.827615 = -53914.620036 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 7 (758 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.925308 sec): 2 clusters Score: Raw -35024.647397 + Penalty 867.105946 = -34157.541451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.926855 sec): 3 clusters Score: Raw -34757.933508 + Penalty 1733.943458 = -33023.990049 nChanged 214 SP:Iteration 1F (110.928397 sec): 3 clusters Score: Raw -34955.630549 + Penalty 1734.215874 = -33221.414674 nChanged 72 SP:Iteration 2F (110.929920 sec): 3 clusters Score: Raw -35072.397664 + Penalty 1734.320006 = -33338.077658 nChanged 40 SP:Iteration 3F (110.931462 sec): 3 clusters Score: Raw -35138.337107 + Penalty 1734.279695 = -33404.057412 nChanged 22 SP:Iteration 4Q (110.932965 sec): 3 clusters Score: Raw -35176.812272 + Penalty 1734.256797 = -33442.555475 nChanged 18 SP:Iteration 5Q (110.934440 sec): 3 clusters Score: Raw -35210.106546 + Penalty 1734.329937 = -33475.776609 nChanged 21 SP:Iteration 6Q (110.935897 sec): 3 clusters Score: Raw -35227.997131 + Penalty 1734.720875 = -33493.276256 nChanged 15 SP:Iteration 7Q (110.937343 sec): 3 clusters Score: Raw -35240.309767 + Penalty 1734.906384 = -33505.403383 nChanged 8 SP:Iteration 8Q (110.938805 sec): 3 clusters Score: Raw -35247.890485 + Penalty 1734.963891 = -33512.926594 nChanged 4 SP:Iteration 9Q (110.940271 sec): 3 clusters Score: Raw -35250.354823 + Penalty 1735.287023 = -33515.067800 nChanged 3 SP:Iteration 10F (110.941794 sec): 3 clusters Score: Raw -35252.794933 + Penalty 1735.200644 = -33517.594290 nChanged 6 SP:Iteration 11Q (110.943225 sec): 3 clusters Score: Raw -35258.842990 + Penalty 1735.568818 = -33523.274172 nChanged 7 SP:Iteration 12Q (110.944644 sec): 3 clusters Score: Raw -35262.632905 + Penalty 1735.591088 = -33527.041818 nChanged 3 SP:Iteration 13Q (110.946104 sec): 3 clusters Score: Raw -35263.515268 + Penalty 1735.591088 = -33527.924180 nChanged 0 SP:Iteration 14F (110.947625 sec): 3 clusters Score: Raw -35263.515268 + Penalty 1735.591088 = -33527.924180 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 8 (131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.948532 sec): 2 clusters Score: Raw -5997.626841 + Penalty 651.582050 = -5346.044791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.948984 sec): 3 clusters Score: Raw -6053.514323 + Penalty 1302.289581 = -4751.224742 nChanged 9 SP:Iteration 1F (110.949458 sec): 3 clusters Score: Raw -6073.224163 + Penalty 1301.269409 = -4771.954753 nChanged 3 SP:Iteration 2Q (110.949880 sec): 3 clusters Score: Raw -6084.456987 + Penalty 1301.708672 = -4782.748316 nChanged 1 SP:Iteration 3Q (110.950296 sec): 3 clusters Score: Raw -6086.817816 + Penalty 1301.708672 = -4785.109144 nChanged 0 SP:Iteration 4F (110.950732 sec): 3 clusters Score: Raw -6086.817816 + Penalty 1301.708672 = -4785.109144 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 9 (1713 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.959059 sec): 2 clusters Score: Raw -82187.324668 + Penalty 107.777929 = -82079.546739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.962273 sec): 3 clusters Score: Raw -81132.346728 + Penalty 229.612663 = -80902.734065 nChanged 761 SP:Iteration 1F (110.965423 sec): 3 clusters Score: Raw -81864.315177 + Penalty 230.977348 = -81633.337829 nChanged 102 SP:Iteration 2F (110.968672 sec): 3 clusters Score: Raw -81952.700175 + Penalty 231.422559 = -81721.277616 nChanged 46 SP:Iteration 3Q (110.971990 sec): 3 clusters Score: Raw -81981.395880 + Penalty 231.020436 = -81750.375445 nChanged 29 SP:Iteration 4Q (110.974993 sec): 3 clusters Score: Raw -81997.201199 + Penalty 232.384963 = -81764.816236 nChanged 30 SP:Iteration 5Q (110.977921 sec): 3 clusters Score: Raw -82007.994074 + Penalty 236.219194 = -81771.774880 nChanged 33 SP:Iteration 6Q (110.980844 sec): 3 clusters Score: Raw -82020.251627 + Penalty 239.909909 = -81780.341718 nChanged 31 SP:Iteration 7Q (110.983724 sec): 3 clusters Score: Raw -82033.222599 + Penalty 244.341864 = -81788.880734 nChanged 36 SP:Iteration 8Q (110.986682 sec): 3 clusters Score: Raw -82053.599803 + Penalty 253.050168 = -81800.549635 nChanged 46 SP:Iteration 9Q (110.989561 sec): 3 clusters Score: Raw -82085.036302 + Penalty 265.534478 = -81819.501823 nChanged 46 SP:Iteration 10F (110.992672 sec): 3 clusters Score: Raw -82119.143413 + Penalty 283.980153 = -81835.163260 nChanged 35 SP:Iteration 11Q (110.995403 sec): 3 clusters Score: Raw -82144.558600 + Penalty 303.430311 = -81841.128289 nChanged 32 SP:Iteration 12Q (110.998084 sec): 3 clusters Score: Raw -82168.192290 + Penalty 321.243625 = -81846.948665 nChanged 19 SP:Iteration 13Q (111.000694 sec): 3 clusters Score: Raw -82181.107535 + Penalty 341.382412 = -81839.725123 nChanged 18 SP:Iteration 14F (111.003815 sec): 3 clusters Score: Raw -82199.985792 + Penalty 408.117455 = -81791.868337 nChanged 16 SP:Iteration 15F (111.006916 sec): 3 clusters Score: Raw -82220.158511 + Penalty 458.786041 = -81761.372469 nChanged 7 SP:Iteration 16F (111.010061 sec): 3 clusters Score: Raw -82231.049229 + Penalty 480.008331 = -81751.040898 nChanged 2 SP:Iteration 17F (111.013239 sec): 3 clusters Score: Raw -82232.838713 + Penalty 480.008331 = -81752.830382 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 10 (455 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.017990 sec): 2 clusters Score: Raw -21285.199507 + Penalty 918.214637 = -20366.984871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.018996 sec): 3 clusters Score: Raw -21192.777505 + Penalty 1836.361214 = -19356.416291 nChanged 103 SP:Iteration 1F (111.020001 sec): 3 clusters Score: Raw -21332.781986 + Penalty 1836.328432 = -19496.453554 nChanged 31 SP:Iteration 2F (111.020994 sec): 3 clusters Score: Raw -21386.734418 + Penalty 1836.358889 = -19550.375529 nChanged 8 SP:Iteration 3Q (111.021984 sec): 3 clusters Score: Raw -21396.808555 + Penalty 1836.616431 = -19560.192124 nChanged 11 SP:Iteration 4Q (111.022951 sec): 3 clusters Score: Raw -21412.655707 + Penalty 1837.129707 = -19575.525999 nChanged 8 SP:Iteration 5Q (111.023916 sec): 3 clusters Score: Raw -21422.870836 + Penalty 1837.404535 = -19585.466301 nChanged 13 SP:Iteration 6Q (111.024877 sec): 3 clusters Score: Raw -21437.396939 + Penalty 1838.108260 = -19599.288678 nChanged 11 SP:Iteration 7Q (111.025871 sec): 3 clusters Score: Raw -21452.153156 + Penalty 1838.706244 = -19613.446912 nChanged 7 SP:Iteration 8Q (111.026830 sec): 3 clusters Score: Raw -21457.513375 + Penalty 1838.999042 = -19618.514333 nChanged 5 SP:Iteration 9Q (111.027787 sec): 3 clusters Score: Raw -21464.551412 + Penalty 1839.316710 = -19625.234702 nChanged 4 SP:Iteration 10F (111.028783 sec): 3 clusters Score: Raw -21470.350582 + Penalty 1839.373858 = -19630.976724 nChanged 3 SP:Iteration 11Q (111.029741 sec): 3 clusters Score: Raw -21477.495642 + Penalty 1839.836586 = -19637.659056 nChanged 3 SP:Iteration 12Q (111.030699 sec): 3 clusters Score: Raw -21480.459216 + Penalty 1840.336668 = -19640.122548 nChanged 1 SP:Iteration 13Q (111.031655 sec): 3 clusters Score: Raw -21480.985412 + Penalty 1840.336668 = -19640.648744 nChanged 0 SP:Iteration 14F (111.032649 sec): 3 clusters Score: Raw -21480.985412 + Penalty 1840.336668 = -19640.648744 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 11 (447 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.034441 sec): 2 clusters Score: Raw -17724.255013 + Penalty 448.471747 = -17275.783265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.035497 sec): 3 clusters Score: Raw -17560.676653 + Penalty 898.165643 = -16662.511010 nChanged 123 SP:Iteration 1F (111.036511 sec): 3 clusters Score: Raw -17664.565160 + Penalty 901.357513 = -16763.207648 nChanged 41 SP:Iteration 2F (111.037496 sec): 3 clusters Score: Raw -17721.463165 + Penalty 907.239077 = -16814.224088 nChanged 33 SP:Iteration 3F (111.038490 sec): 3 clusters Score: Raw -17770.719768 + Penalty 909.263126 = -16861.456643 nChanged 20 SP:Iteration 4Q (111.039501 sec): 3 clusters Score: Raw -17802.932738 + Penalty 906.805499 = -16896.127239 nChanged 12 SP:Iteration 5Q (111.040500 sec): 3 clusters Score: Raw -17827.711386 + Penalty 905.192364 = -16922.519023 nChanged 10 SP:Iteration 6Q (111.041493 sec): 3 clusters Score: Raw -17842.889638 + Penalty 903.561485 = -16939.328153 nChanged 8 SP:Iteration 7Q (111.042474 sec): 3 clusters Score: Raw -17851.723674 + Penalty 903.762092 = -16947.961582 nChanged 12 SP:Iteration 8Q (111.043407 sec): 3 clusters Score: Raw -17869.479121 + Penalty 904.045896 = -16965.433225 nChanged 6 SP:Iteration 9Q (111.044340 sec): 3 clusters Score: Raw -17875.317102 + Penalty 902.759740 = -16972.557363 nChanged 3 SP:Iteration 10F (111.045320 sec): 3 clusters Score: Raw -17877.970349 + Penalty 902.759740 = -16975.210610 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 12 (475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.047814 sec): 2 clusters Score: Raw -23394.937588 + Penalty 805.067768 = -22589.869819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.048859 sec): 3 clusters Score: Raw -23273.687990 + Penalty 1609.440799 = -21664.247192 nChanged 117 SP:Iteration 1F (111.049897 sec): 3 clusters Score: Raw -23411.831386 + Penalty 1608.929727 = -21802.901659 nChanged 35 SP:Iteration 2F (111.050924 sec): 3 clusters Score: Raw -23456.299592 + Penalty 1608.690069 = -21847.609524 nChanged 15 SP:Iteration 3Q (111.051930 sec): 3 clusters Score: Raw -23475.922347 + Penalty 1608.239885 = -21867.682462 nChanged 9 SP:Iteration 4Q (111.052924 sec): 3 clusters Score: Raw -23486.332944 + Penalty 1608.770968 = -21877.561976 nChanged 10 SP:Iteration 5Q (111.053928 sec): 3 clusters Score: Raw -23501.364353 + Penalty 1609.223807 = -21892.140546 nChanged 6 SP:Iteration 6Q (111.054922 sec): 3 clusters Score: Raw -23506.333806 + Penalty 1609.530253 = -21896.803553 nChanged 1 SP:Iteration 7Q (111.055915 sec): 3 clusters Score: Raw -23507.535073 + Penalty 1609.855470 = -21897.679603 nChanged 1 SP:Iteration 8Q (111.056925 sec): 3 clusters Score: Raw -23507.833594 + Penalty 1609.886537 = -21897.947057 nChanged 1 SP:Iteration 9Q (111.057924 sec): 3 clusters Score: Raw -23508.626449 + Penalty 1609.737221 = -21898.889228 nChanged 1 SP:Iteration 10F (111.058981 sec): 3 clusters Score: Raw -23509.140099 + Penalty 1609.854813 = -21899.285286 nChanged 1 SP:Iteration 11Q (111.059974 sec): 3 clusters Score: Raw -23509.849682 + Penalty 1609.831430 = -21900.018252 nChanged 3 SP:Iteration 12Q (111.060968 sec): 3 clusters Score: Raw -23512.058793 + Penalty 1609.956843 = -21902.101951 nChanged 3 SP:Iteration 13Q (111.061964 sec): 3 clusters Score: Raw -23513.553975 + Penalty 1609.956843 = -21903.597132 nChanged 0 SP:Iteration 14F (111.062988 sec): 3 clusters Score: Raw -23513.553975 + Penalty 1609.956843 = -21903.597132 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 13 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.063710 sec): 2 clusters Score: Raw -3591.757633 + Penalty 34.858652 = -3556.898981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.064055 sec): 3 clusters Score: Raw -3556.982144 + Penalty 68.777140 = -3488.205004 nChanged 30 SP:Iteration 1F (111.064406 sec): 3 clusters Score: Raw -3580.628384 + Penalty 68.447989 = -3512.180395 nChanged 9 SP:Iteration 2F (111.064756 sec): 3 clusters Score: Raw -3586.008268 + Penalty 68.411787 = -3517.596480 nChanged 2 SP:Iteration 3Q (111.065117 sec): 3 clusters Score: Raw -3587.283329 + Penalty 68.411787 = -3518.871542 nChanged 0 SP:Iteration 4F (111.065468 sec): 3 clusters Score: Raw -3587.283329 + Penalty 68.411787 = -3518.871542 nChanged 0 Memory request: 0.04 GB would take us to total of 0.34 GB. Trying to split cluster 14 (7347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.098119 sec): 2 clusters Score: Raw -342914.722654 + Penalty 197.965767 = -342716.756887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.111615 sec): 3 clusters Score: Raw -338029.199314 + Penalty 382.053573 = -337647.145741 nChanged 3450 SP:Iteration 1F (111.124830 sec): 3 clusters Score: Raw -340663.775404 + Penalty 345.980443 = -340317.794961 nChanged 1055 SP:Iteration 2F (111.138481 sec): 3 clusters Score: Raw -341786.465931 + Penalty 320.665076 = -341465.800855 nChanged 529 SP:Iteration 3F (111.151763 sec): 3 clusters Score: Raw -342409.765695 + Penalty 305.320241 = -342104.445454 nChanged 257 SP:Iteration 4Q (111.164072 sec): 3 clusters Score: Raw -342778.143007 + Penalty 306.767048 = -342471.375959 nChanged 56 SP:Iteration 5Q (111.174653 sec): 3 clusters Score: Raw -342822.519356 + Penalty 309.477091 = -342513.042265 nChanged 41 SP:Iteration 6Q (111.185288 sec): 3 clusters Score: Raw -342851.045792 + Penalty 306.203094 = -342544.842697 nChanged 26 SP:Iteration 7Q (111.195567 sec): 3 clusters Score: Raw -342874.474635 + Penalty 304.046205 = -342570.428430 nChanged 18 SP:Iteration 8Q (111.205902 sec): 3 clusters Score: Raw -342886.964001 + Penalty 305.566161 = -342581.397840 nChanged 10 SP:Iteration 9Q (111.216396 sec): 3 clusters Score: Raw -342892.612024 + Penalty 309.516391 = -342583.095634 nChanged 11 SP:Iteration 10F (111.229962 sec): 3 clusters Score: Raw -342897.071406 + Penalty 310.876799 = -342586.194607 nChanged 7 SP:Iteration 11Q (111.240481 sec): 3 clusters Score: Raw -342899.334204 + Penalty 309.372385 = -342589.961818 nChanged 9 SP:Iteration 12Q (111.251067 sec): 3 clusters Score: Raw -342904.702118 + Penalty 308.400539 = -342596.301579 nChanged 7 SP:Iteration 13Q (111.261417 sec): 3 clusters Score: Raw -342910.709398 + Penalty 309.657568 = -342601.051830 nChanged 4 SP:Iteration 14Q (111.277914 sec): 3 clusters Score: Raw -342914.775810 + Penalty 311.450925 = -342603.324884 nChanged 2 SP:Iteration 15Q (111.288179 sec): 3 clusters Score: Raw -342916.356902 + Penalty 311.551454 = -342604.805448 nChanged 1 SP:Iteration 16Q (111.298437 sec): 3 clusters Score: Raw -342917.080758 + Penalty 311.726572 = -342605.354186 nChanged 1 SP:Iteration 17Q (111.308612 sec): 3 clusters Score: Raw -342917.639736 + Penalty 311.766647 = -342605.873089 nChanged 1 SP:Iteration 18Q (111.318870 sec): 3 clusters Score: Raw -342917.664296 + Penalty 311.164025 = -342606.500271 nChanged 1 SP:Iteration 19Q (111.329144 sec): 3 clusters Score: Raw -342917.588579 + Penalty 311.164025 = -342606.424554 nChanged 0 SP:Iteration 20F (111.342352 sec): 3 clusters Score: Raw -342917.588579 + Penalty 311.164025 = -342606.424554 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 15 (583 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.348053 sec): 2 clusters Score: Raw -28192.194719 + Penalty 125.161524 = -28067.033195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.349289 sec): 3 clusters Score: Raw -27851.376298 + Penalty 232.242923 = -27619.133376 nChanged 254 SP:Iteration 1F (111.350516 sec): 3 clusters Score: Raw -28119.345611 + Penalty 229.846783 = -27889.498827 nChanged 48 SP:Iteration 2F (111.351762 sec): 3 clusters Score: Raw -28210.985772 + Penalty 227.528509 = -27983.457263 nChanged 27 SP:Iteration 3Q (111.352926 sec): 3 clusters Score: Raw -28235.517469 + Penalty 228.017289 = -28007.500181 nChanged 13 SP:Iteration 4Q (111.354039 sec): 3 clusters Score: Raw -28240.453745 + Penalty 226.973950 = -28013.479795 nChanged 8 SP:Iteration 5Q (111.355134 sec): 3 clusters Score: Raw -28242.636732 + Penalty 227.939468 = -28014.697264 nChanged 5 SP:Iteration 6Q (111.356226 sec): 3 clusters Score: Raw -28244.410006 + Penalty 227.611423 = -28016.798583 nChanged 5 SP:Iteration 7Q (111.357354 sec): 3 clusters Score: Raw -28245.703210 + Penalty 228.246106 = -28017.457104 nChanged 3 SP:Iteration 8Q (111.358448 sec): 3 clusters Score: Raw -28246.632045 + Penalty 227.816676 = -28018.815369 nChanged 5 SP:Iteration 9Q (111.359546 sec): 3 clusters Score: Raw -28248.847889 + Penalty 229.207692 = -28019.640197 nChanged 5 SP:Iteration 10F (111.360760 sec): 3 clusters Score: Raw -28250.719961 + Penalty 229.778640 = -28020.941320 nChanged 2 SP:Iteration 11Q (111.361843 sec): 3 clusters Score: Raw -28250.890375 + Penalty 230.118345 = -28020.772030 nChanged 1 SP:Iteration 12F (111.363063 sec): 3 clusters Score: Raw -28251.010919 + Penalty 227.683775 = -28023.327144 nChanged 3 SP:Iteration 13Q (111.364140 sec): 3 clusters Score: Raw -28251.660259 + Penalty 228.287888 = -28023.372371 nChanged 2 SP:Iteration 14Q (111.365217 sec): 3 clusters Score: Raw -28251.897360 + Penalty 227.922400 = -28023.974959 nChanged 1 SP:Iteration 15Q (111.366294 sec): 3 clusters Score: Raw -28252.062522 + Penalty 227.577961 = -28024.484561 nChanged 2 SP:Iteration 16Q (111.367369 sec): 3 clusters Score: Raw -28252.162449 + Penalty 227.577961 = -28024.584488 nChanged 0 SP:Iteration 17F (111.368617 sec): 3 clusters Score: Raw -28252.162449 + Penalty 227.577961 = -28024.584488 nChanged 0 Memory request: 0.02 GB would take us to total of 0.32 GB. Trying to split cluster 16 (3106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.383219 sec): 2 clusters Score: Raw -146873.385229 + Penalty 119.458465 = -146753.926764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.389054 sec): 3 clusters Score: Raw -144852.350225 + Penalty 241.739614 = -144610.610611 nChanged 1464 SP:Iteration 1F (111.394640 sec): 3 clusters Score: Raw -146093.998809 + Penalty 246.956181 = -145847.042628 nChanged 458 SP:Iteration 2F (111.400211 sec): 3 clusters Score: Raw -146600.622357 + Penalty 250.860874 = -146349.761483 nChanged 220 SP:Iteration 3F (111.405774 sec): 3 clusters Score: Raw -146857.336398 + Penalty 250.522332 = -146606.814066 nChanged 119 SP:Iteration 4Q (111.411011 sec): 3 clusters Score: Raw -146978.664566 + Penalty 248.681346 = -146729.983220 nChanged 46 SP:Iteration 5Q (111.416326 sec): 3 clusters Score: Raw -147012.949562 + Penalty 247.735333 = -146765.214230 nChanged 26 SP:Iteration 6Q (111.421961 sec): 3 clusters Score: Raw -147026.035027 + Penalty 245.710012 = -146780.325016 nChanged 25 SP:Iteration 7Q (111.429170 sec): 3 clusters Score: Raw -147038.951341 + Penalty 243.344558 = -146795.606783 nChanged 10 SP:Iteration 8Q (111.434701 sec): 3 clusters Score: Raw -147045.022624 + Penalty 241.872590 = -146803.150035 nChanged 7 SP:Iteration 9Q (111.440135 sec): 3 clusters Score: Raw -147046.849319 + Penalty 241.111577 = -146805.737743 nChanged 1 SP:Iteration 10F (111.446395 sec): 3 clusters Score: Raw -147047.099404 + Penalty 241.055475 = -146806.043929 nChanged 2 SP:Iteration 11Q (111.451921 sec): 3 clusters Score: Raw -147048.763528 + Penalty 240.881740 = -146807.881787 nChanged 1 SP:Iteration 12Q (111.457322 sec): 3 clusters Score: Raw -147048.848669 + Penalty 240.881740 = -146807.966929 nChanged 0 SP:Iteration 13F (111.463672 sec): 3 clusters Score: Raw -147048.848669 + Penalty 240.881740 = -146807.966929 nChanged 0 Score: Raw -1468105.630042 + Penalty 16890.475889 = -1451215.154153 Splitting cluster 16 changes total score from -1425335.563488 to -1451215.154153 So it's getting split into cluster 17. Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 24 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.909874 sec): 2 clusters Score: Raw -9029.535719 + Penalty 458.540224 = -8570.995495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.910509 sec): 3 clusters Score: Raw -9000.019073 + Penalty 913.726126 = -8086.292947 nChanged 55 SP:Iteration 1F (111.911130 sec): 3 clusters Score: Raw -9109.814323 + Penalty 906.617420 = -8203.196902 nChanged 26 SP:Iteration 2F (111.911749 sec): 3 clusters Score: Raw -9181.153437 + Penalty 913.334663 = -8267.818774 nChanged 15 SP:Iteration 3F (111.912368 sec): 3 clusters Score: Raw -9209.643949 + Penalty 927.430667 = -8282.213282 nChanged 7 SP:Iteration 4Q (111.912954 sec): 3 clusters Score: Raw -9222.610054 + Penalty 943.106044 = -8279.504010 nChanged 7 SP:Iteration 5F (111.913584 sec): 3 clusters Score: Raw -9262.091210 + Penalty 976.010200 = -8286.081011 nChanged 6 SP:Iteration 6Q (111.914155 sec): 3 clusters Score: Raw -9282.217319 + Penalty 1016.555677 = -8265.661643 nChanged 7 SP:Iteration 7F (111.914783 sec): 3 clusters Score: Raw -9310.983508 + Penalty 1034.831343 = -8276.152165 nChanged 4 SP:Iteration 8Q (111.915334 sec): 3 clusters Score: Raw -9333.001777 + Penalty 1050.365229 = -8282.636548 nChanged 4 SP:Iteration 9Q (111.915883 sec): 3 clusters Score: Raw -9357.837044 + Penalty 1049.510461 = -8308.326583 nChanged 1 SP:Iteration 10F (111.916509 sec): 3 clusters Score: Raw -9361.130424 + Penalty 1057.230386 = -8303.900038 nChanged 3 SP:Iteration 11F (111.917136 sec): 3 clusters Score: Raw -9371.040710 + Penalty 1057.230386 = -8313.810324 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 28 (265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.918693 sec): 2 clusters Score: Raw -12505.773920 + Penalty 429.693415 = -12076.080505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.919369 sec): 3 clusters Score: Raw -12421.376505 + Penalty 862.672531 = -11558.703974 nChanged 62 SP:Iteration 1F (111.920032 sec): 3 clusters Score: Raw -12481.679260 + Penalty 864.760016 = -11616.919244 nChanged 16 SP:Iteration 2F (111.920691 sec): 3 clusters Score: Raw -12493.905760 + Penalty 867.858054 = -11626.047705 nChanged 8 SP:Iteration 3Q (111.921338 sec): 3 clusters Score: Raw -12502.090730 + Penalty 870.464103 = -11631.626627 nChanged 7 SP:Iteration 4Q (111.921983 sec): 3 clusters Score: Raw -12510.111304 + Penalty 877.677801 = -11632.433503 nChanged 10 SP:Iteration 5Q (111.922630 sec): 3 clusters Score: Raw -12521.501394 + Penalty 878.672232 = -11642.829162 nChanged 7 SP:Iteration 6Q (111.923274 sec): 3 clusters Score: Raw -12528.803216 + Penalty 882.534746 = -11646.268471 nChanged 6 SP:Iteration 7Q (111.923913 sec): 3 clusters Score: Raw -12537.688509 + Penalty 885.536842 = -11652.151668 nChanged 5 SP:Iteration 8Q (111.924552 sec): 3 clusters Score: Raw -12544.881152 + Penalty 893.056236 = -11651.824915 nChanged 7 SP:Iteration 9F (111.925242 sec): 3 clusters Score: Raw -12554.667793 + Penalty 897.029536 = -11657.638256 nChanged 4 SP:Iteration 10F (111.925902 sec): 3 clusters Score: Raw -12559.376780 + Penalty 899.640741 = -11659.736039 nChanged 2 SP:Iteration 11Q (111.926534 sec): 3 clusters Score: Raw -12563.186901 + Penalty 901.631691 = -11661.555210 nChanged 2 SP:Iteration 12Q (111.927164 sec): 3 clusters Score: Raw -12565.791317 + Penalty 907.841251 = -11657.950066 nChanged 3 SP:Iteration 13F (111.927822 sec): 3 clusters Score: Raw -12567.626702 + Penalty 911.787766 = -11655.838937 nChanged 2 SP:Iteration 14F (111.928480 sec): 3 clusters Score: Raw -12568.405212 + Penalty 914.092995 = -11654.312217 nChanged 1 SP:Iteration 15F (111.929142 sec): 3 clusters Score: Raw -12569.468210 + Penalty 916.339178 = -11653.129032 nChanged 1 SP:Iteration 16F (111.929800 sec): 3 clusters Score: Raw -12570.473887 + Penalty 917.527190 = -11652.946696 nChanged 1 SP:Iteration 17F (111.930459 sec): 3 clusters Score: Raw -12571.786006 + Penalty 919.712790 = -11652.073216 nChanged 1 SP:Iteration 18F (111.931117 sec): 3 clusters Score: Raw -12572.705617 + Penalty 919.712790 = -11652.992827 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 31 (311 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.932729 sec): 2 clusters Score: Raw -9871.525072 + Penalty 801.385412 = -9070.139660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.933481 sec): 3 clusters Score: Raw -9919.991345 + Penalty 1604.781817 = -8315.209528 nChanged 58 SP:Iteration 1F (111.934221 sec): 3 clusters Score: Raw -10043.793361 + Penalty 1607.082199 = -8436.711162 nChanged 20 SP:Iteration 2F (111.934959 sec): 3 clusters Score: Raw -10133.919037 + Penalty 1606.414824 = -8527.504213 nChanged 8 SP:Iteration 3Q (111.935647 sec): 3 clusters Score: Raw -10164.502285 + Penalty 1605.758916 = -8558.743369 nChanged 8 SP:Iteration 4Q (111.936327 sec): 3 clusters Score: Raw -10181.961270 + Penalty 1604.718178 = -8577.243093 nChanged 4 SP:Iteration 5Q (111.937005 sec): 3 clusters Score: Raw -10204.901587 + Penalty 1604.647858 = -8600.253728 nChanged 4 SP:Iteration 6Q (111.937681 sec): 3 clusters Score: Raw -10218.527517 + Penalty 1605.156404 = -8613.371113 nChanged 4 SP:Iteration 7Q (111.938354 sec): 3 clusters Score: Raw -10234.220914 + Penalty 1605.894282 = -8628.326632 nChanged 4 SP:Iteration 8Q (111.939029 sec): 3 clusters Score: Raw -10242.559700 + Penalty 1606.268489 = -8636.291212 nChanged 2 SP:Iteration 9Q (111.939697 sec): 3 clusters Score: Raw -10249.449462 + Penalty 1606.268489 = -8643.180973 nChanged 0 SP:Iteration 10F (111.940434 sec): 3 clusters Score: Raw -10249.449462 + Penalty 1606.268489 = -8643.180973 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 33 (145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.941712 sec): 2 clusters Score: Raw -5926.376664 + Penalty 159.621814 = -5766.754850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.942188 sec): 3 clusters Score: Raw -5881.068345 + Penalty 314.620779 = -5566.447566 nChanged 38 SP:Iteration 1F (111.942657 sec): 3 clusters Score: Raw -5921.531192 + Penalty 318.628072 = -5602.903120 nChanged 8 SP:Iteration 2F (111.943123 sec): 3 clusters Score: Raw -5935.575252 + Penalty 320.591791 = -5614.983461 nChanged 8 SP:Iteration 3F (111.943588 sec): 3 clusters Score: Raw -5952.410591 + Penalty 318.506184 = -5633.904407 nChanged 4 SP:Iteration 4Q (111.944039 sec): 3 clusters Score: Raw -5954.436100 + Penalty 320.256184 = -5634.179916 nChanged 4 SP:Iteration 5Q (111.944495 sec): 3 clusters Score: Raw -5960.140636 + Penalty 318.783987 = -5641.356649 nChanged 9 SP:Iteration 6F (111.944956 sec): 3 clusters Score: Raw -5973.769772 + Penalty 319.142725 = -5654.627047 nChanged 4 SP:Iteration 7Q (111.945400 sec): 3 clusters Score: Raw -5977.748392 + Penalty 319.932174 = -5657.816218 nChanged 3 SP:Iteration 8Q (111.945869 sec): 3 clusters Score: Raw -5979.741668 + Penalty 321.182489 = -5658.559178 nChanged 3 SP:Iteration 9Q (111.946313 sec): 3 clusters Score: Raw -5982.671108 + Penalty 322.121312 = -5660.549796 nChanged 4 SP:Iteration 10F (111.946769 sec): 3 clusters Score: Raw -5985.443679 + Penalty 321.743809 = -5663.699870 nChanged 4 SP:Iteration 11Q (111.947215 sec): 3 clusters Score: Raw -5987.326556 + Penalty 321.743809 = -5665.582747 nChanged 0 SP:Iteration 12F (111.947671 sec): 3 clusters Score: Raw -5987.326556 + Penalty 321.743809 = -5665.582747 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 35 (2583 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.956559 sec): 2 clusters Score: Raw -124314.124542 + Penalty 572.918345 = -123741.206197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.961873 sec): 3 clusters Score: Raw -122780.277611 + Penalty 1150.983479 = -121629.294132 nChanged 1059 SP:Iteration 1F (111.966774 sec): 3 clusters Score: Raw -123349.416286 + Penalty 1165.735216 = -122183.681069 nChanged 348 SP:Iteration 2F (111.971538 sec): 3 clusters Score: Raw -123619.100355 + Penalty 1182.767303 = -122436.333052 nChanged 266 SP:Iteration 3F (111.976296 sec): 3 clusters Score: Raw -123842.920530 + Penalty 1200.143518 = -122642.777012 nChanged 206 SP:Iteration 4F (111.980974 sec): 3 clusters Score: Raw -124006.315283 + Penalty 1217.613225 = -122788.702059 nChanged 149 SP:Iteration 5F (111.985606 sec): 3 clusters Score: Raw -124118.953745 + Penalty 1231.546760 = -122887.406985 nChanged 107 SP:Iteration 6Q (111.990230 sec): 3 clusters Score: Raw -124217.951481 + Penalty 1241.859962 = -122976.091519 nChanged 83 SP:Iteration 7Q (111.994865 sec): 3 clusters Score: Raw -124303.638186 + Penalty 1250.330827 = -123053.307359 nChanged 75 SP:Iteration 8Q (111.999423 sec): 3 clusters Score: Raw -124374.000413 + Penalty 1251.629489 = -123122.370925 nChanged 52 SP:Iteration 9Q (112.003875 sec): 3 clusters Score: Raw -124402.432590 + Penalty 1247.911710 = -123154.520880 nChanged 38 SP:Iteration 10F (112.008505 sec): 3 clusters Score: Raw -124415.316967 + Penalty 1245.587120 = -123169.729846 nChanged 20 SP:Iteration 11Q (112.012949 sec): 3 clusters Score: Raw -124420.857338 + Penalty 1244.150674 = -123176.706665 nChanged 12 SP:Iteration 12Q (112.017364 sec): 3 clusters Score: Raw -124423.145369 + Penalty 1243.629269 = -123179.516100 nChanged 4 SP:Iteration 13Q (112.021773 sec): 3 clusters Score: Raw -124423.805878 + Penalty 1242.930131 = -123180.875747 nChanged 2 SP:Iteration 14Q (112.026159 sec): 3 clusters Score: Raw -124424.094610 + Penalty 1242.644980 = -123181.449630 nChanged 1 SP:Iteration 15Q (112.030569 sec): 3 clusters Score: Raw -124424.346686 + Penalty 1242.644980 = -123181.701705 nChanged 0 SP:Iteration 16F (112.035194 sec): 3 clusters Score: Raw -124424.346686 + Penalty 1242.644980 = -123181.701705 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 37 (522 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.039737 sec): 2 clusters Score: Raw -23638.764138 + Penalty 198.028059 = -23440.736079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.040855 sec): 3 clusters Score: Raw -23341.035447 + Penalty 446.394247 = -22894.641201 nChanged 212 SP:Iteration 1F (112.041947 sec): 3 clusters Score: Raw -23555.416147 + Penalty 592.299931 = -22963.116216 nChanged 90 SP:Iteration 2F (112.043035 sec): 3 clusters Score: Raw -23741.860825 + Penalty 699.819450 = -23042.041375 nChanged 36 SP:Iteration 3F (112.044144 sec): 3 clusters Score: Raw -23810.072009 + Penalty 749.216177 = -23060.855832 nChanged 10 SP:Iteration 4Q (112.045123 sec): 3 clusters Score: Raw -23820.725175 + Penalty 757.680252 = -23063.044923 nChanged 3 SP:Iteration 5Q (112.046072 sec): 3 clusters Score: Raw -23832.136749 + Penalty 788.550131 = -23043.586618 nChanged 4 SP:Iteration 6F (112.047205 sec): 3 clusters Score: Raw -23838.858551 + Penalty 788.550131 = -23050.308420 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 39 (1035 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.051631 sec): 2 clusters Score: Raw -54949.456340 + Penalty 912.334306 = -54037.122034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.053652 sec): 3 clusters Score: Raw -54504.336564 + Penalty 1824.641841 = -52679.694723 nChanged 309 SP:Iteration 1F (112.055608 sec): 3 clusters Score: Raw -54709.277767 + Penalty 1824.417882 = -52884.859885 nChanged 91 SP:Iteration 2F (112.057582 sec): 3 clusters Score: Raw -54774.880426 + Penalty 1824.323114 = -52950.557312 nChanged 48 SP:Iteration 3Q (112.059622 sec): 3 clusters Score: Raw -54809.416904 + Penalty 1824.283683 = -52985.133220 nChanged 34 SP:Iteration 4Q (112.061610 sec): 3 clusters Score: Raw -54842.292261 + Penalty 1824.185033 = -53018.107228 nChanged 25 SP:Iteration 5Q (112.063606 sec): 3 clusters Score: Raw -54861.224928 + Penalty 1824.155096 = -53037.069833 nChanged 17 SP:Iteration 6Q (112.065587 sec): 3 clusters Score: Raw -54873.107589 + Penalty 1824.456995 = -53048.650594 nChanged 20 SP:Iteration 7Q (112.067534 sec): 3 clusters Score: Raw -54885.636934 + Penalty 1824.620508 = -53061.016427 nChanged 13 SP:Iteration 8Q (112.069467 sec): 3 clusters Score: Raw -54899.820676 + Penalty 1824.671915 = -53075.148762 nChanged 14 SP:Iteration 9Q (112.071427 sec): 3 clusters Score: Raw -54906.921481 + Penalty 1824.706120 = -53082.215362 nChanged 8 SP:Iteration 10F (112.073419 sec): 3 clusters Score: Raw -54909.991948 + Penalty 1824.762268 = -53085.229680 nChanged 11 SP:Iteration 11Q (112.075373 sec): 3 clusters Score: Raw -54914.825319 + Penalty 1824.811161 = -53090.014158 nChanged 9 SP:Iteration 12Q (112.077302 sec): 3 clusters Score: Raw -54918.544138 + Penalty 1824.761183 = -53093.782956 nChanged 6 SP:Iteration 13Q (112.079346 sec): 3 clusters Score: Raw -54921.947431 + Penalty 1824.716268 = -53097.231163 nChanged 8 SP:Iteration 14Q (112.081432 sec): 3 clusters Score: Raw -54925.921880 + Penalty 1824.628485 = -53101.293396 nChanged 6 SP:Iteration 15Q (112.083423 sec): 3 clusters Score: Raw -54927.774912 + Penalty 1824.524854 = -53103.250059 nChanged 4 SP:Iteration 16Q (112.085354 sec): 3 clusters Score: Raw -54930.644873 + Penalty 1824.544088 = -53106.100785 nChanged 2 SP:Iteration 17Q (112.087299 sec): 3 clusters Score: Raw -54931.615651 + Penalty 1824.544845 = -53107.070806 nChanged 1 SP:Iteration 18Q (112.089227 sec): 3 clusters Score: Raw -54931.718890 + Penalty 1824.544845 = -53107.174044 nChanged 0 SP:Iteration 19F (112.091183 sec): 3 clusters Score: Raw -54931.718890 + Penalty 1824.544845 = -53107.174044 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 49 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.095606 sec): 2 clusters Score: Raw -8303.234131 + Penalty 544.953333 = -7758.280798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.096129 sec): 3 clusters Score: Raw -8314.450202 + Penalty 1089.684870 = -7224.765331 nChanged 19 SP:Iteration 1F (112.096641 sec): 3 clusters Score: Raw -8347.110957 + Penalty 1089.820331 = -7257.290626 nChanged 3 SP:Iteration 2Q (112.097154 sec): 3 clusters Score: Raw -8357.084280 + Penalty 1090.191916 = -7266.892364 nChanged 4 SP:Iteration 3Q (112.097645 sec): 3 clusters Score: Raw -8363.486602 + Penalty 1090.399025 = -7273.087577 nChanged 1 SP:Iteration 4Q (112.098135 sec): 3 clusters Score: Raw -8364.711437 + Penalty 1090.725687 = -7273.985750 nChanged 1 SP:Iteration 5Q (112.098625 sec): 3 clusters Score: Raw -8365.886268 + Penalty 1090.725687 = -7275.160581 nChanged 0 SP:Iteration 6F (112.099134 sec): 3 clusters Score: Raw -8365.886268 + Penalty 1090.725687 = -7275.160581 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 57 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.099889 sec): 2 clusters Score: Raw -1641.700601 + Penalty 38.272585 = -1603.428016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.100170 sec): 3 clusters Score: Raw -1644.232883 + Penalty 79.365051 = -1564.867833 nChanged 11 SP:Iteration 1F (112.100446 sec): 3 clusters Score: Raw -1662.085882 + Penalty 80.814970 = -1581.270912 nChanged 1 SP:Iteration 2Q (112.100719 sec): 3 clusters Score: Raw -1662.564965 + Penalty 80.814970 = -1581.749995 nChanged 0 SP:Iteration 3F (112.101009 sec): 3 clusters Score: Raw -1662.564965 + Penalty 80.814970 = -1581.749995 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 85 (379 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.102470 sec): 2 clusters Score: Raw -18443.341709 + Penalty 93.818114 = -18349.523596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.103377 sec): 3 clusters Score: Raw -18227.758325 + Penalty 189.007970 = -18038.750355 nChanged 157 SP:Iteration 1F (112.104266 sec): 3 clusters Score: Raw -18310.731220 + Penalty 190.748734 = -18119.982487 nChanged 29 SP:Iteration 2F (112.105122 sec): 3 clusters Score: Raw -18341.714847 + Penalty 194.548010 = -18147.166836 nChanged 31 SP:Iteration 3F (112.105975 sec): 3 clusters Score: Raw -18378.441405 + Penalty 195.494766 = -18182.946639 nChanged 24 SP:Iteration 4F (112.106826 sec): 3 clusters Score: Raw -18411.925980 + Penalty 199.638451 = -18212.287529 nChanged 20 SP:Iteration 5F (112.107676 sec): 3 clusters Score: Raw -18428.058233 + Penalty 202.004217 = -18226.054016 nChanged 11 SP:Iteration 6Q (112.108493 sec): 3 clusters Score: Raw -18434.153527 + Penalty 205.514780 = -18228.638747 nChanged 6 SP:Iteration 7Q (112.109319 sec): 3 clusters Score: Raw -18436.232741 + Penalty 207.386773 = -18228.845968 nChanged 5 SP:Iteration 8Q (112.110140 sec): 3 clusters Score: Raw -18439.507695 + Penalty 213.654586 = -18225.853109 nChanged 11 SP:Iteration 9F (112.111004 sec): 3 clusters Score: Raw -18451.576095 + Penalty 237.988334 = -18213.587760 nChanged 15 SP:Iteration 10F (112.111890 sec): 3 clusters Score: Raw -18474.063888 + Penalty 278.449808 = -18195.614081 nChanged 12 SP:Iteration 11F (112.112778 sec): 3 clusters Score: Raw -18490.774049 + Penalty 300.630141 = -18190.143907 nChanged 4 SP:Iteration 12F (112.113628 sec): 3 clusters Score: Raw -18495.757020 + Penalty 307.412004 = -18188.345015 nChanged 2 SP:Iteration 13F (112.114477 sec): 3 clusters Score: Raw -18497.886772 + Penalty 307.412004 = -18190.474768 nChanged 0 Iteration 276F (112.573313 sec): 28 clusters Score: Raw -1442270.815214 + Penalty 16885.786749 = -1425385.028465 nChanged 47 Iteration 277Q (112.672972 sec): 28 clusters Score: Raw -1442278.444246 + Penalty 16884.277230 = -1425394.167016 nChanged 26 Iteration 278Q (112.772856 sec): 28 clusters Score: Raw -1442281.375557 + Penalty 16884.315966 = -1425397.059591 nChanged 14 Iteration 279Q (112.875154 sec): 28 clusters Score: Raw -1442281.947180 + Penalty 16884.643239 = -1425397.303941 nChanged 9 Iteration 280F (113.327287 sec): 28 clusters Score: Raw -1442282.313268 + Penalty 16884.664048 = -1425397.649220 nChanged 4 Iteration 281Q (113.430034 sec): 28 clusters Score: Raw -1442282.466154 + Penalty 16884.739238 = -1425397.726916 nChanged 5 Iteration 282Q (113.531436 sec): 28 clusters Score: Raw -1442282.596707 + Penalty 16884.771107 = -1425397.825600 nChanged 3 Iteration 283Q (113.632796 sec): 28 clusters Score: Raw -1442282.631724 + Penalty 16884.785163 = -1425397.846561 nChanged 1 Iteration 284Q (113.733811 sec): 28 clusters Score: Raw -1442282.644812 + Penalty 16884.785163 = -1425397.859649 nChanged 0 Iteration 285F (114.186014 sec): 28 clusters Score: Raw -1442282.644812 + Penalty 16884.785163 = -1425397.859649 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 -1442282.644812 + Penalty 16884.785163 = -1425397.859649Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 1 (1666 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.253767 sec): 2 clusters Score: Raw -77576.018419 + Penalty 125.666669 = -77450.351750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.256990 sec): 3 clusters Score: Raw -76564.059410 + Penalty 308.924468 = -76255.134942 nChanged 737 SP:Iteration 1F (114.260151 sec): 3 clusters Score: Raw -77396.932225 + Penalty 344.138202 = -77052.794023 nChanged 145 SP:Iteration 2F (114.263316 sec): 3 clusters Score: Raw -77515.975021 + Penalty 366.213960 = -77149.761061 nChanged 71 SP:Iteration 3Q (114.266443 sec): 3 clusters Score: Raw -77567.601719 + Penalty 375.643370 = -77191.958349 nChanged 40 SP:Iteration 4Q (114.269427 sec): 3 clusters Score: Raw -77591.053027 + Penalty 383.960795 = -77207.092232 nChanged 25 SP:Iteration 5Q (114.272316 sec): 3 clusters Score: Raw -77605.112462 + Penalty 390.389093 = -77214.723369 nChanged 15 SP:Iteration 6Q (114.275156 sec): 3 clusters Score: Raw -77615.192844 + Penalty 404.056045 = -77211.136799 nChanged 19 SP:Iteration 7F (114.278324 sec): 3 clusters Score: Raw -77628.241085 + Penalty 417.950903 = -77210.290182 nChanged 17 SP:Iteration 8F (114.281485 sec): 3 clusters Score: Raw -77638.924524 + Penalty 423.103559 = -77215.820964 nChanged 8 SP:Iteration 9Q (114.284407 sec): 3 clusters Score: Raw -77641.743405 + Penalty 426.266166 = -77215.477239 nChanged 4 SP:Iteration 10F (114.287635 sec): 3 clusters Score: Raw -77642.242531 + Penalty 426.163781 = -77216.078750 nChanged 2 SP:Iteration 11Q (114.290462 sec): 3 clusters Score: Raw -77642.781400 + Penalty 423.857187 = -77218.924213 nChanged 3 SP:Iteration 12Q (114.293248 sec): 3 clusters Score: Raw -77643.986344 + Penalty 426.059457 = -77217.926887 nChanged 2 SP:Iteration 13F (114.296437 sec): 3 clusters Score: Raw -77644.253072 + Penalty 428.272621 = -77215.980451 nChanged 2 SP:Iteration 14F (114.299617 sec): 3 clusters Score: Raw -77644.366499 + Penalty 428.272621 = -77216.093878 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 2 (2215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.310094 sec): 2 clusters Score: Raw -108155.124337 + Penalty 302.821445 = -107852.302892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.314644 sec): 3 clusters Score: Raw -106765.644497 + Penalty 641.077680 = -106124.566816 nChanged 988 SP:Iteration 1F (114.319106 sec): 3 clusters Score: Raw -107492.378347 + Penalty 686.878273 = -106805.500074 nChanged 319 SP:Iteration 2F (114.323233 sec): 3 clusters Score: Raw -107770.804848 + Penalty 729.007970 = -107041.796879 nChanged 176 SP:Iteration 3F (114.327321 sec): 3 clusters Score: Raw -107949.721747 + Penalty 768.616185 = -107181.105561 nChanged 97 SP:Iteration 4Q (114.331410 sec): 3 clusters Score: Raw -108034.013297 + Penalty 791.072944 = -107242.940353 nChanged 50 SP:Iteration 5Q (114.335432 sec): 3 clusters Score: Raw -108080.888289 + Penalty 816.121399 = -107264.766891 nChanged 36 SP:Iteration 6Q (114.339460 sec): 3 clusters Score: Raw -108120.018064 + Penalty 845.755746 = -107274.262318 nChanged 16 SP:Iteration 7Q (114.343302 sec): 3 clusters Score: Raw -108137.334381 + Penalty 856.996700 = -107280.337681 nChanged 8 SP:Iteration 8Q (114.346885 sec): 3 clusters Score: Raw -108145.571233 + Penalty 873.499901 = -107272.071333 nChanged 8 SP:Iteration 9F (114.351092 sec): 3 clusters Score: Raw -108156.208249 + Penalty 889.269551 = -107266.938698 nChanged 8 SP:Iteration 10F (114.355156 sec): 3 clusters Score: Raw -108164.046951 + Penalty 903.477101 = -107260.569850 nChanged 4 SP:Iteration 11F (114.359346 sec): 3 clusters Score: Raw -108171.801002 + Penalty 905.993910 = -107265.807092 nChanged 2 SP:Iteration 12Q (114.362736 sec): 3 clusters Score: Raw -108173.396046 + Penalty 909.172068 = -107264.223978 nChanged 1 SP:Iteration 13F (114.366822 sec): 3 clusters Score: Raw -108173.963158 + Penalty 909.791047 = -107264.172111 nChanged 1 SP:Iteration 14F (114.370922 sec): 3 clusters Score: Raw -108174.646064 + Penalty 912.612383 = -107262.033681 nChanged 2 SP:Iteration 15F (114.375002 sec): 3 clusters Score: Raw -108175.454291 + Penalty 913.859462 = -107261.594829 nChanged 1 SP:Iteration 16F (114.379063 sec): 3 clusters Score: Raw -108175.489182 + Penalty 913.859462 = -107261.629720 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 3 (975 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.383246 sec): 2 clusters Score: Raw -45924.499611 + Penalty 99.281486 = -45825.218125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.385241 sec): 3 clusters Score: Raw -45317.406435 + Penalty 203.285415 = -45114.121020 nChanged 433 SP:Iteration 1F (114.387198 sec): 3 clusters Score: Raw -45620.564322 + Penalty 206.913968 = -45413.650353 nChanged 98 SP:Iteration 2F (114.389131 sec): 3 clusters Score: Raw -45687.965021 + Penalty 211.303565 = -45476.661456 nChanged 84 SP:Iteration 3F (114.391085 sec): 3 clusters Score: Raw -45761.745843 + Penalty 223.925849 = -45537.819994 nChanged 61 SP:Iteration 4F (114.393022 sec): 3 clusters Score: Raw -45817.103695 + Penalty 243.250671 = -45573.853024 nChanged 47 SP:Iteration 5Q (114.394996 sec): 3 clusters Score: Raw -45863.265965 + Penalty 256.691831 = -45606.574134 nChanged 34 SP:Iteration 6Q (114.396941 sec): 3 clusters Score: Raw -45895.998228 + Penalty 281.497126 = -45614.501102 nChanged 16 SP:Iteration 7Q (114.398880 sec): 3 clusters Score: Raw -45910.185932 + Penalty 315.437147 = -45594.748786 nChanged 10 SP:Iteration 8F (114.400843 sec): 3 clusters Score: Raw -45921.680670 + Penalty 364.942931 = -45556.737739 nChanged 7 SP:Iteration 9F (114.402693 sec): 3 clusters Score: Raw -45931.454815 + Penalty 387.691329 = -45543.763486 nChanged 2 SP:Iteration 10F (114.404545 sec): 3 clusters Score: Raw -45938.192379 + Penalty 375.076853 = -45563.115526 nChanged 1 SP:Iteration 11Q (114.406044 sec): 3 clusters Score: Raw -45945.335593 + Penalty 378.652727 = -45566.682866 nChanged 1 SP:Iteration 12Q (114.407530 sec): 3 clusters Score: Raw -45946.635970 + Penalty 378.652727 = -45567.983243 nChanged 0 SP:Iteration 13F (114.409327 sec): 3 clusters Score: Raw -45946.635970 + Penalty 378.652727 = -45567.983243 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 4 (2578 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.422111 sec): 2 clusters Score: Raw -120979.645621 + Penalty 58.339472 = -120921.306149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.426948 sec): 3 clusters Score: Raw -119294.976865 + Penalty 117.919734 = -119177.057131 nChanged 1230 SP:Iteration 1F (114.431746 sec): 3 clusters Score: Raw -120356.788020 + Penalty 119.211027 = -120237.576993 nChanged 233 SP:Iteration 2F (114.436537 sec): 3 clusters Score: Raw -120614.706581 + Penalty 128.861650 = -120485.844931 nChanged 188 SP:Iteration 3F (114.441394 sec): 3 clusters Score: Raw -120861.251270 + Penalty 156.609014 = -120704.642256 nChanged 81 SP:Iteration 4Q (114.446319 sec): 3 clusters Score: Raw -120966.213958 + Penalty 197.535455 = -120768.678503 nChanged 22 SP:Iteration 5Q (114.451126 sec): 3 clusters Score: Raw -120994.622451 + Penalty 202.795438 = -120791.827013 nChanged 5 SP:Iteration 6Q (114.454807 sec): 3 clusters Score: Raw -121003.751998 + Penalty 209.359404 = -120794.392594 nChanged 1 SP:Iteration 7Q (114.458376 sec): 3 clusters Score: Raw -121007.107543 + Penalty 218.703675 = -120788.403867 nChanged 1 SP:Iteration 8F (114.462911 sec): 3 clusters Score: Raw -121009.309826 + Penalty 218.703675 = -120790.606151 nChanged 0 Memory request: 0.02 GB would take us to total of 0.32 GB. Trying to split cluster 5 (3650 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.486851 sec): 2 clusters Score: Raw -173334.653218 + Penalty 158.908480 = -173175.744738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.494733 sec): 3 clusters Score: Raw -170933.396519 + Penalty 317.625557 = -170615.770962 nChanged 1720 SP:Iteration 1F (114.501729 sec): 3 clusters Score: Raw -172084.604533 + Penalty 317.453563 = -171767.150970 nChanged 307 SP:Iteration 2F (114.508699 sec): 3 clusters Score: Raw -172238.210470 + Penalty 316.931412 = -171921.279058 nChanged 182 SP:Iteration 3Q (114.515732 sec): 3 clusters Score: Raw -172338.454723 + Penalty 316.799987 = -172021.654736 nChanged 188 SP:Iteration 4F (114.522852 sec): 3 clusters Score: Raw -172468.886408 + Penalty 317.344100 = -172151.542308 nChanged 187 SP:Iteration 5F (114.529796 sec): 3 clusters Score: Raw -172577.792602 + Penalty 318.122332 = -172259.670270 nChanged 146 SP:Iteration 6Q (114.536651 sec): 3 clusters Score: Raw -172668.496679 + Penalty 319.261328 = -172349.235352 nChanged 121 SP:Iteration 7Q (114.543655 sec): 3 clusters Score: Raw -172751.201665 + Penalty 320.001770 = -172431.199895 nChanged 89 SP:Iteration 8Q (114.550529 sec): 3 clusters Score: Raw -172791.119250 + Penalty 320.735359 = -172470.383891 nChanged 61 SP:Iteration 9Q (114.557447 sec): 3 clusters Score: Raw -172807.806667 + Penalty 321.241735 = -172486.564932 nChanged 57 SP:Iteration 10F (114.564309 sec): 3 clusters Score: Raw -172824.517543 + Penalty 321.899636 = -172502.617907 nChanged 53 SP:Iteration 11Q (114.571061 sec): 3 clusters Score: Raw -172837.484280 + Penalty 322.785661 = -172514.698619 nChanged 66 SP:Iteration 12Q (114.577785 sec): 3 clusters Score: Raw -172852.987567 + Penalty 323.781054 = -172529.206513 nChanged 57 SP:Iteration 13Q (114.584509 sec): 3 clusters Score: Raw -172865.687366 + Penalty 325.108521 = -172540.578844 nChanged 69 SP:Iteration 14Q (114.591204 sec): 3 clusters Score: Raw -172881.451416 + Penalty 326.473321 = -172554.978095 nChanged 64 SP:Iteration 15Q (114.597843 sec): 3 clusters Score: Raw -172900.026407 + Penalty 328.398930 = -172571.627477 nChanged 72 SP:Iteration 16Q (114.604426 sec): 3 clusters Score: Raw -172924.685930 + Penalty 330.726837 = -172593.959093 nChanged 75 SP:Iteration 17Q (114.611093 sec): 3 clusters Score: Raw -172951.299775 + Penalty 333.247363 = -172618.052413 nChanged 84 SP:Iteration 18Q (114.617626 sec): 3 clusters Score: Raw -172981.624124 + Penalty 337.247118 = -172644.377007 nChanged 87 SP:Iteration 19Q (114.624242 sec): 3 clusters Score: Raw -173014.795832 + Penalty 340.715222 = -172674.080610 nChanged 102 SP:Iteration 20F (114.630890 sec): 3 clusters Score: Raw -173060.694385 + Penalty 346.185361 = -172714.509024 nChanged 107 SP:Iteration 21Q (114.637422 sec): 3 clusters Score: Raw -173113.349050 + Penalty 350.503592 = -172762.845459 nChanged 101 SP:Iteration 22Q (114.643711 sec): 3 clusters Score: Raw -173167.506547 + Penalty 357.626074 = -172809.880474 nChanged 97 SP:Iteration 23Q (114.650090 sec): 3 clusters Score: Raw -173222.718666 + Penalty 362.668341 = -172860.050325 nChanged 85 SP:Iteration 24Q (114.656162 sec): 3 clusters Score: Raw -173271.367296 + Penalty 367.471741 = -172903.895556 nChanged 77 SP:Iteration 25Q (114.662080 sec): 3 clusters Score: Raw -173319.068023 + Penalty 373.576573 = -172945.491450 nChanged 58 SP:Iteration 26Q (114.667881 sec): 3 clusters Score: Raw -173352.351939 + Penalty 382.193451 = -172970.158488 nChanged 43 SP:Iteration 27Q (114.673567 sec): 3 clusters Score: Raw -173370.518556 + Penalty 390.746843 = -172979.771714 nChanged 35 SP:Iteration 28Q (114.679297 sec): 3 clusters Score: Raw -173386.511356 + Penalty 400.345738 = -172986.165617 nChanged 29 SP:Iteration 29Q (114.684870 sec): 3 clusters Score: Raw -173397.461200 + Penalty 408.659966 = -172988.801234 nChanged 23 SP:Iteration 30F (114.691462 sec): 3 clusters Score: Raw -173409.252966 + Penalty 412.181799 = -172997.071168 nChanged 20 SP:Iteration 31Q (114.696987 sec): 3 clusters Score: Raw -173416.843632 + Penalty 418.796635 = -172998.046997 nChanged 17 SP:Iteration 32Q (114.702390 sec): 3 clusters Score: Raw -173424.201952 + Penalty 427.704079 = -172996.497873 nChanged 11 SP:Iteration 33F (114.708942 sec): 3 clusters Score: Raw -173430.186878 + Penalty 435.098775 = -172995.088103 nChanged 8 SP:Iteration 34F (114.715417 sec): 3 clusters Score: Raw -173433.129933 + Penalty 436.311809 = -172996.818124 nChanged 1 SP:Iteration 35Q (114.720812 sec): 3 clusters Score: Raw -173433.134956 + Penalty 436.311809 = -172996.823147 nChanged 0 SP:Iteration 36F (114.727771 sec): 3 clusters Score: Raw -173433.134956 + Penalty 436.311809 = -172996.823147 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 6 (1037 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.735850 sec): 2 clusters Score: Raw -52497.654932 + Penalty 164.744897 = -52332.910035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.737907 sec): 3 clusters Score: Raw -51872.645443 + Penalty 329.885283 = -51542.760159 nChanged 455 SP:Iteration 1F (114.739938 sec): 3 clusters Score: Raw -52104.561047 + Penalty 330.692749 = -51773.868298 nChanged 85 SP:Iteration 2F (114.741961 sec): 3 clusters Score: Raw -52162.428110 + Penalty 331.918014 = -51830.510096 nChanged 77 SP:Iteration 3F (114.743939 sec): 3 clusters Score: Raw -52218.355653 + Penalty 331.986938 = -51886.368714 nChanged 61 SP:Iteration 4F (114.745942 sec): 3 clusters Score: Raw -52256.364318 + Penalty 332.181437 = -51924.182880 nChanged 42 SP:Iteration 5Q (114.749675 sec): 3 clusters Score: Raw -52289.285875 + Penalty 331.138488 = -51958.147387 nChanged 47 SP:Iteration 6Q (114.752999 sec): 3 clusters Score: Raw -52319.717190 + Penalty 330.833706 = -51988.883485 nChanged 29 SP:Iteration 7Q (114.755239 sec): 3 clusters Score: Raw -52333.868134 + Penalty 330.379811 = -52003.488323 nChanged 24 SP:Iteration 8Q (114.757321 sec): 3 clusters Score: Raw -52345.345236 + Penalty 329.867864 = -52015.477372 nChanged 22 SP:Iteration 9Q (114.759392 sec): 3 clusters Score: Raw -52354.804643 + Penalty 329.624448 = -52025.180195 nChanged 11 SP:Iteration 10F (114.761519 sec): 3 clusters Score: Raw -52360.553045 + Penalty 328.846346 = -52031.706699 nChanged 13 SP:Iteration 11Q (114.763567 sec): 3 clusters Score: Raw -52366.569522 + Penalty 328.468861 = -52038.100661 nChanged 10 SP:Iteration 12Q (114.765604 sec): 3 clusters Score: Raw -52369.579920 + Penalty 327.009774 = -52042.570147 nChanged 15 SP:Iteration 13Q (114.767649 sec): 3 clusters Score: Raw -52376.623710 + Penalty 324.998844 = -52051.624866 nChanged 13 SP:Iteration 14Q (114.769677 sec): 3 clusters Score: Raw -52381.431823 + Penalty 324.491903 = -52056.939920 nChanged 4 SP:Iteration 15Q (114.771695 sec): 3 clusters Score: Raw -52382.303344 + Penalty 324.310095 = -52057.993248 nChanged 5 SP:Iteration 16Q (114.773710 sec): 3 clusters Score: Raw -52383.147374 + Penalty 324.261750 = -52058.885624 nChanged 2 SP:Iteration 17Q (114.775732 sec): 3 clusters Score: Raw -52383.349317 + Penalty 324.155911 = -52059.193406 nChanged 1 SP:Iteration 18Q (114.777749 sec): 3 clusters Score: Raw -52383.444260 + Penalty 324.155911 = -52059.288349 nChanged 0 SP:Iteration 19F (114.779883 sec): 3 clusters Score: Raw -52383.444260 + Penalty 324.155911 = -52059.288349 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 7 (758 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.783710 sec): 2 clusters Score: Raw -35024.647397 + Penalty 867.105946 = -34157.541451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.785268 sec): 3 clusters Score: Raw -34756.478165 + Penalty 1734.583396 = -33021.894769 nChanged 223 SP:Iteration 1F (114.786796 sec): 3 clusters Score: Raw -34922.605485 + Penalty 1734.607658 = -33187.997827 nChanged 44 SP:Iteration 2F (114.788330 sec): 3 clusters Score: Raw -34969.827434 + Penalty 1734.475035 = -33235.352399 nChanged 24 SP:Iteration 3Q (114.789842 sec): 3 clusters Score: Raw -34995.250177 + Penalty 1734.511685 = -33260.738493 nChanged 20 SP:Iteration 4Q (114.791396 sec): 3 clusters Score: Raw -35009.271719 + Penalty 1734.518662 = -33274.753057 nChanged 8 SP:Iteration 5Q (114.792938 sec): 3 clusters Score: Raw -35017.027557 + Penalty 1734.389081 = -33282.638476 nChanged 8 SP:Iteration 6Q (114.794453 sec): 3 clusters Score: Raw -35023.066540 + Penalty 1734.326317 = -33288.740223 nChanged 5 SP:Iteration 7Q (114.795972 sec): 3 clusters Score: Raw -35029.162486 + Penalty 1734.211893 = -33294.950594 nChanged 6 SP:Iteration 8Q (114.797477 sec): 3 clusters Score: Raw -35033.589706 + Penalty 1734.211893 = -33299.377813 nChanged 2 SP:Iteration 9Q (114.798968 sec): 3 clusters Score: Raw -35035.267263 + Penalty 1734.211893 = -33301.055371 nChanged 0 SP:Iteration 10F (114.800472 sec): 3 clusters Score: Raw -35035.267263 + Penalty 1734.211893 = -33301.055371 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 8 (131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.801386 sec): 2 clusters Score: Raw -5997.626841 + Penalty 651.582050 = -5346.044791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.801830 sec): 3 clusters Score: Raw -6065.308535 + Penalty 1303.695738 = -4761.612796 nChanged 10 SP:Iteration 1F (114.802267 sec): 3 clusters Score: Raw -6123.932418 + Penalty 1303.771033 = -4820.161384 nChanged 1 SP:Iteration 2Q (114.802679 sec): 3 clusters Score: Raw -6124.730779 + Penalty 1303.771033 = -4820.959746 nChanged 0 SP:Iteration 3F (114.803115 sec): 3 clusters Score: Raw -6124.730779 + Penalty 1303.771033 = -4820.959746 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 9 (1709 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.811183 sec): 2 clusters Score: Raw -81999.678294 + Penalty 107.659865 = -81892.018429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.814362 sec): 3 clusters Score: Raw -80928.609749 + Penalty 220.940386 = -80707.669363 nChanged 778 SP:Iteration 1F (114.817560 sec): 3 clusters Score: Raw -81676.679171 + Penalty 212.847360 = -81463.831811 nChanged 119 SP:Iteration 2F (114.820688 sec): 3 clusters Score: Raw -81867.223401 + Penalty 210.871677 = -81656.351725 nChanged 49 SP:Iteration 3Q (114.823543 sec): 3 clusters Score: Raw -81910.093420 + Penalty 212.222942 = -81697.870478 nChanged 28 SP:Iteration 4Q (114.826248 sec): 3 clusters Score: Raw -81928.083946 + Penalty 215.061405 = -81713.022541 nChanged 12 SP:Iteration 5Q (114.828913 sec): 3 clusters Score: Raw -81932.659118 + Penalty 217.375173 = -81715.283945 nChanged 10 SP:Iteration 6Q (114.831518 sec): 3 clusters Score: Raw -81938.712273 + Penalty 219.609762 = -81719.102511 nChanged 9 SP:Iteration 7Q (114.834091 sec): 3 clusters Score: Raw -81943.723610 + Penalty 217.569224 = -81726.154386 nChanged 5 SP:Iteration 8Q (114.836648 sec): 3 clusters Score: Raw -81945.225583 + Penalty 216.944719 = -81728.280864 nChanged 3 SP:Iteration 9Q (114.839198 sec): 3 clusters Score: Raw -81946.507634 + Penalty 214.886222 = -81731.621412 nChanged 2 SP:Iteration 10F (114.842397 sec): 3 clusters Score: Raw -81947.416669 + Penalty 214.249218 = -81733.167450 nChanged 2 SP:Iteration 11Q (114.845017 sec): 3 clusters Score: Raw -81948.058614 + Penalty 211.456188 = -81736.602425 nChanged 4 SP:Iteration 12Q (114.847592 sec): 3 clusters Score: Raw -81948.947914 + Penalty 212.330688 = -81736.617226 nChanged 4 SP:Iteration 13Q (114.850208 sec): 3 clusters Score: Raw -81949.916098 + Penalty 212.233608 = -81737.682490 nChanged 3 SP:Iteration 14Q (114.852840 sec): 3 clusters Score: Raw -81951.001426 + Penalty 213.691202 = -81737.310224 nChanged 5 SP:Iteration 15F (114.856074 sec): 3 clusters Score: Raw -81953.074457 + Penalty 212.318788 = -81740.755668 nChanged 3 SP:Iteration 16Q (114.858681 sec): 3 clusters Score: Raw -81954.964731 + Penalty 212.637639 = -81742.327092 nChanged 3 SP:Iteration 17Q (114.861214 sec): 3 clusters Score: Raw -81955.507744 + Penalty 210.156968 = -81745.350776 nChanged 4 SP:Iteration 18Q (114.863742 sec): 3 clusters Score: Raw -81958.124521 + Penalty 210.027554 = -81748.096967 nChanged 2 SP:Iteration 19Q (114.866305 sec): 3 clusters Score: Raw -81958.791132 + Penalty 211.637744 = -81747.153388 nChanged 3 SP:Iteration 20F (114.869420 sec): 3 clusters Score: Raw -81959.548417 + Penalty 213.453172 = -81746.095245 nChanged 4 SP:Iteration 21F (114.872536 sec): 3 clusters Score: Raw -81960.807065 + Penalty 214.626688 = -81746.180377 nChanged 2 SP:Iteration 22Q (114.875054 sec): 3 clusters Score: Raw -81961.315347 + Penalty 215.488637 = -81745.826709 nChanged 1 SP:Iteration 23F (114.878172 sec): 3 clusters Score: Raw -81961.357501 + Penalty 216.683057 = -81744.674444 nChanged 3 SP:Iteration 24F (114.881285 sec): 3 clusters Score: Raw -81962.144807 + Penalty 218.033116 = -81744.111691 nChanged 7 SP:Iteration 25F (114.884506 sec): 3 clusters Score: Raw -81965.835089 + Penalty 225.676922 = -81740.158167 nChanged 12 SP:Iteration 26F (114.887671 sec): 3 clusters Score: Raw -81975.123134 + Penalty 230.961382 = -81744.161752 nChanged 6 SP:Iteration 27Q (114.890165 sec): 3 clusters Score: Raw -81979.105617 + Penalty 240.330363 = -81738.775255 nChanged 7 SP:Iteration 28F (114.893352 sec): 3 clusters Score: Raw -81984.536681 + Penalty 254.029190 = -81730.507492 nChanged 7 SP:Iteration 29F (114.896557 sec): 3 clusters Score: Raw -81989.244887 + Penalty 281.945835 = -81707.299052 nChanged 6 SP:Iteration 30F (114.899704 sec): 3 clusters Score: Raw -81994.441164 + Penalty 429.525208 = -81564.915956 nChanged 10 SP:Iteration 31F (114.902801 sec): 3 clusters Score: Raw -82003.843584 + Penalty 484.094664 = -81519.748920 nChanged 1 SP:Iteration 32F (114.905889 sec): 3 clusters Score: Raw -82005.182036 + Penalty 484.094664 = -81521.087372 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 10 (455 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.910752 sec): 2 clusters Score: Raw -21285.199507 + Penalty 918.214637 = -20366.984871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.911768 sec): 3 clusters Score: Raw -21229.911797 + Penalty 1837.592300 = -19392.319498 nChanged 98 SP:Iteration 1F (114.912762 sec): 3 clusters Score: Raw -21385.020462 + Penalty 1837.577150 = -19547.443312 nChanged 33 SP:Iteration 2F (114.913751 sec): 3 clusters Score: Raw -21442.543425 + Penalty 1838.126209 = -19604.417215 nChanged 16 SP:Iteration 3Q (114.914703 sec): 3 clusters Score: Raw -21464.009549 + Penalty 1838.672981 = -19625.336567 nChanged 14 SP:Iteration 4Q (114.915653 sec): 3 clusters Score: Raw -21478.163144 + Penalty 1839.657722 = -19638.505423 nChanged 8 SP:Iteration 5Q (114.916614 sec): 3 clusters Score: Raw -21487.899269 + Penalty 1839.646578 = -19648.252691 nChanged 6 SP:Iteration 6Q (114.917562 sec): 3 clusters Score: Raw -21496.836217 + Penalty 1839.335732 = -19657.500485 nChanged 2 SP:Iteration 7Q (114.918506 sec): 3 clusters Score: Raw -21498.618863 + Penalty 1839.263717 = -19659.355146 nChanged 1 SP:Iteration 8Q (114.919448 sec): 3 clusters Score: Raw -21499.118045 + Penalty 1839.548124 = -19659.569920 nChanged 1 SP:Iteration 9Q (114.920391 sec): 3 clusters Score: Raw -21499.743725 + Penalty 1839.474175 = -19660.269551 nChanged 1 SP:Iteration 10F (114.921378 sec): 3 clusters Score: Raw -21502.021688 + Penalty 1839.545554 = -19662.476133 nChanged 1 SP:Iteration 11Q (114.922321 sec): 3 clusters Score: Raw -21503.238383 + Penalty 1839.722492 = -19663.515891 nChanged 1 SP:Iteration 12Q (114.923265 sec): 3 clusters Score: Raw -21504.986056 + Penalty 1839.933570 = -19665.052486 nChanged 1 SP:Iteration 13Q (114.924207 sec): 3 clusters Score: Raw -21507.192095 + Penalty 1840.645270 = -19666.546825 nChanged 1 SP:Iteration 14Q (114.925163 sec): 3 clusters Score: Raw -21510.572922 + Penalty 1840.645270 = -19669.927652 nChanged 0 SP:Iteration 15F (114.926181 sec): 3 clusters Score: Raw -21510.572922 + Penalty 1840.645270 = -19669.927652 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 11 (447 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.928020 sec): 2 clusters Score: Raw -17724.255013 + Penalty 448.471747 = -17275.783265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.929051 sec): 3 clusters Score: Raw -17561.158839 + Penalty 917.300805 = -16643.858034 nChanged 122 SP:Iteration 1F (114.930083 sec): 3 clusters Score: Raw -17711.751724 + Penalty 931.879073 = -16779.872651 nChanged 50 SP:Iteration 2F (114.931109 sec): 3 clusters Score: Raw -17788.842084 + Penalty 938.835653 = -16850.006431 nChanged 21 SP:Iteration 3Q (114.932108 sec): 3 clusters Score: Raw -17816.212975 + Penalty 937.831906 = -16878.381069 nChanged 9 SP:Iteration 4Q (114.933108 sec): 3 clusters Score: Raw -17829.774751 + Penalty 936.427321 = -16893.347430 nChanged 2 SP:Iteration 5Q (114.934091 sec): 3 clusters Score: Raw -17831.738846 + Penalty 935.274085 = -16896.464761 nChanged 1 SP:Iteration 6Q (114.935034 sec): 3 clusters Score: Raw -17832.298428 + Penalty 935.571234 = -16896.727194 nChanged 1 SP:Iteration 7Q (114.935971 sec): 3 clusters Score: Raw -17833.492690 + Penalty 934.460283 = -16899.032407 nChanged 3 SP:Iteration 8Q (114.938263 sec): 3 clusters Score: Raw -17835.535499 + Penalty 932.891112 = -16902.644387 nChanged 1 SP:Iteration 9Q (114.940231 sec): 3 clusters Score: Raw -17836.785992 + Penalty 932.779109 = -16904.006884 nChanged 1 SP:Iteration 10F (114.942014 sec): 3 clusters Score: Raw -17837.534849 + Penalty 932.654425 = -16904.880424 nChanged 1 SP:Iteration 11Q (114.943591 sec): 3 clusters Score: Raw -17837.966131 + Penalty 932.654425 = -16905.311705 nChanged 0 SP:Iteration 12F (114.945204 sec): 3 clusters Score: Raw -17837.966131 + Penalty 932.654425 = -16905.311705 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 12 (475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.948280 sec): 2 clusters Score: Raw -23394.937588 + Penalty 805.067768 = -22589.869819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.949347 sec): 3 clusters Score: Raw -23281.267252 + Penalty 1612.301243 = -21668.966009 nChanged 123 SP:Iteration 1F (114.950387 sec): 3 clusters Score: Raw -23460.609326 + Penalty 1614.402128 = -21846.207198 nChanged 35 SP:Iteration 2F (114.951423 sec): 3 clusters Score: Raw -23517.679543 + Penalty 1616.370872 = -21901.308671 nChanged 13 SP:Iteration 3Q (114.952416 sec): 3 clusters Score: Raw -23545.073267 + Penalty 1619.046643 = -21926.026624 nChanged 15 SP:Iteration 4Q (114.953398 sec): 3 clusters Score: Raw -23560.997971 + Penalty 1620.338088 = -21940.659883 nChanged 9 SP:Iteration 5Q (114.954377 sec): 3 clusters Score: Raw -23572.319446 + Penalty 1621.184370 = -21951.135076 nChanged 6 SP:Iteration 6Q (114.955352 sec): 3 clusters Score: Raw -23582.550759 + Penalty 1621.916187 = -21960.634572 nChanged 5 SP:Iteration 7Q (114.956328 sec): 3 clusters Score: Raw -23588.176539 + Penalty 1621.791851 = -21966.384688 nChanged 1 SP:Iteration 8Q (114.957299 sec): 3 clusters Score: Raw -23589.578451 + Penalty 1621.101633 = -21968.476818 nChanged 2 SP:Iteration 9Q (114.958270 sec): 3 clusters Score: Raw -23592.231284 + Penalty 1621.263028 = -21970.968256 nChanged 1 SP:Iteration 10F (114.959289 sec): 3 clusters Score: Raw -23592.978238 + Penalty 1621.263028 = -21971.715210 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 13 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.960022 sec): 2 clusters Score: Raw -3591.757633 + Penalty 34.858652 = -3556.898981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.960369 sec): 3 clusters Score: Raw -3555.296127 + Penalty 69.814230 = -3485.481897 nChanged 30 SP:Iteration 1F (114.960728 sec): 3 clusters Score: Raw -3589.722880 + Penalty 71.312386 = -3518.410494 nChanged 9 SP:Iteration 2F (114.961084 sec): 3 clusters Score: Raw -3603.033280 + Penalty 71.686328 = -3531.346951 nChanged 1 SP:Iteration 3Q (114.961449 sec): 3 clusters Score: Raw -3605.035453 + Penalty 71.975629 = -3533.059824 nChanged 1 SP:Iteration 4Q (114.961800 sec): 3 clusters Score: Raw -3608.901860 + Penalty 71.975629 = -3536.926231 nChanged 0 SP:Iteration 5F (114.962156 sec): 3 clusters Score: Raw -3608.901860 + Penalty 71.975629 = -3536.926231 nChanged 0 Memory request: 0.04 GB would take us to total of 0.34 GB. Trying to split cluster 14 (7374 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.994354 sec): 2 clusters Score: Raw -344123.513103 + Penalty 198.116393 = -343925.396710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.007891 sec): 3 clusters Score: Raw -339242.485589 + Penalty 413.253972 = -338829.231618 nChanged 3452 SP:Iteration 1F (115.021030 sec): 3 clusters Score: Raw -341253.144608 + Penalty 480.839703 = -340772.304905 nChanged 1391 SP:Iteration 2F (115.034343 sec): 3 clusters Score: Raw -342818.732842 + Penalty 598.734403 = -342219.998439 nChanged 814 SP:Iteration 3F (115.047459 sec): 3 clusters Score: Raw -343765.579015 + Penalty 650.195837 = -343115.383178 nChanged 280 SP:Iteration 4Q (115.060367 sec): 3 clusters Score: Raw -344048.050906 + Penalty 663.865049 = -343384.185857 nChanged 101 SP:Iteration 5Q (115.071473 sec): 3 clusters Score: Raw -344141.655514 + Penalty 650.536529 = -343491.118985 nChanged 32 SP:Iteration 6Q (115.082068 sec): 3 clusters Score: Raw -344170.669316 + Penalty 630.238961 = -343540.430355 nChanged 12 SP:Iteration 7Q (115.092695 sec): 3 clusters Score: Raw -344181.941097 + Penalty 620.332130 = -343561.608967 nChanged 3 SP:Iteration 8Q (115.103179 sec): 3 clusters Score: Raw -344185.973547 + Penalty 598.537877 = -343587.435670 nChanged 3 SP:Iteration 9Q (115.113517 sec): 3 clusters Score: Raw -344193.791419 + Penalty 598.537877 = -343595.253542 nChanged 0 SP:Iteration 10F (115.126703 sec): 3 clusters Score: Raw -344193.791419 + Penalty 598.537877 = -343595.253542 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 15 (583 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.132458 sec): 2 clusters Score: Raw -28192.194719 + Penalty 125.161524 = -28067.033195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.133746 sec): 3 clusters Score: Raw -27858.519361 + Penalty 249.694865 = -27608.824497 nChanged 234 SP:Iteration 1F (115.134969 sec): 3 clusters Score: Raw -28118.890383 + Penalty 247.427242 = -27871.463141 nChanged 75 SP:Iteration 2F (115.136189 sec): 3 clusters Score: Raw -28197.093755 + Penalty 247.206380 = -27949.887375 nChanged 33 SP:Iteration 3F (115.137404 sec): 3 clusters Score: Raw -28218.909631 + Penalty 244.627253 = -27974.282378 nChanged 9 SP:Iteration 4Q (115.138606 sec): 3 clusters Score: Raw -28224.222212 + Penalty 243.307038 = -27980.915174 nChanged 9 SP:Iteration 5Q (115.139887 sec): 3 clusters Score: Raw -28230.542307 + Penalty 243.390637 = -27987.151670 nChanged 6 SP:Iteration 6Q (115.141086 sec): 3 clusters Score: Raw -28232.426998 + Penalty 243.414807 = -27989.012191 nChanged 5 SP:Iteration 7Q (115.142278 sec): 3 clusters Score: Raw -28233.863373 + Penalty 243.271326 = -27990.592047 nChanged 4 SP:Iteration 8Q (115.143466 sec): 3 clusters Score: Raw -28234.778041 + Penalty 243.983655 = -27990.794386 nChanged 4 SP:Iteration 9Q (115.144645 sec): 3 clusters Score: Raw -28236.176942 + Penalty 243.617085 = -27992.559857 nChanged 2 SP:Iteration 10F (115.145936 sec): 3 clusters Score: Raw -28236.221856 + Penalty 244.017143 = -27992.204713 nChanged 1 SP:Iteration 11F (115.147154 sec): 3 clusters Score: Raw -28236.385724 + Penalty 244.374413 = -27992.011311 nChanged 1 SP:Iteration 12F (115.148367 sec): 3 clusters Score: Raw -28236.495228 + Penalty 244.374413 = -27992.120815 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 16 (468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.150012 sec): 2 clusters Score: Raw -22296.429539 + Penalty 92.777284 = -22203.652255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.151084 sec): 3 clusters Score: Raw -22039.619619 + Penalty 190.982300 = -21848.637319 nChanged 204 SP:Iteration 1F (115.152105 sec): 3 clusters Score: Raw -22149.941956 + Penalty 200.016358 = -21949.925598 nChanged 45 SP:Iteration 2F (115.153147 sec): 3 clusters Score: Raw -22183.246898 + Penalty 213.898316 = -21969.348582 nChanged 35 SP:Iteration 3F (115.154183 sec): 3 clusters Score: Raw -22215.099819 + Penalty 228.127443 = -21986.972376 nChanged 26 SP:Iteration 4F (115.155198 sec): 3 clusters Score: Raw -22237.933796 + Penalty 246.495364 = -21991.438433 nChanged 25 SP:Iteration 5F (115.156216 sec): 3 clusters Score: Raw -22263.405967 + Penalty 270.584561 = -21992.821406 nChanged 21 SP:Iteration 6Q (115.157211 sec): 3 clusters Score: Raw -22284.424977 + Penalty 309.675025 = -21974.749952 nChanged 20 SP:Iteration 7F (115.158224 sec): 3 clusters Score: Raw -22308.024996 + Penalty 323.833681 = -21984.191315 nChanged 11 SP:Iteration 8Q (115.159206 sec): 3 clusters Score: Raw -22321.658231 + Penalty 332.823828 = -21988.834403 nChanged 12 SP:Iteration 9Q (115.160192 sec): 3 clusters Score: Raw -22336.221463 + Penalty 325.869084 = -22010.352379 nChanged 5 SP:Iteration 10F (115.161205 sec): 3 clusters Score: Raw -22341.149927 + Penalty 328.275883 = -22012.874044 nChanged 3 SP:Iteration 11Q (115.162175 sec): 3 clusters Score: Raw -22345.120258 + Penalty 328.275883 = -22016.844374 nChanged 0 SP:Iteration 12F (115.163192 sec): 3 clusters Score: Raw -22345.120258 + Penalty 328.275883 = -22016.844374 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 17 (2651 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.175820 sec): 2 clusters Score: Raw -126786.343773 + Penalty 116.557821 = -126669.785952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.180723 sec): 3 clusters Score: Raw -125082.435577 + Penalty 233.992121 = -124848.443455 nChanged 1204 SP:Iteration 1F (115.185578 sec): 3 clusters Score: Raw -126131.834653 + Penalty 233.315550 = -125898.519103 nChanged 332 SP:Iteration 2F (115.190385 sec): 3 clusters Score: Raw -126521.445556 + Penalty 232.555065 = -126288.890491 nChanged 169 SP:Iteration 3F (115.195263 sec): 3 clusters Score: Raw -126672.566851 + Penalty 232.323627 = -126440.243224 nChanged 86 SP:Iteration 4Q (115.199828 sec): 3 clusters Score: Raw -126718.244458 + Penalty 232.097129 = -126486.147328 nChanged 52 SP:Iteration 5Q (115.204324 sec): 3 clusters Score: Raw -126740.038900 + Penalty 231.868572 = -126508.170328 nChanged 31 SP:Iteration 6Q (115.208859 sec): 3 clusters Score: Raw -126748.912483 + Penalty 231.829330 = -126517.083153 nChanged 17 SP:Iteration 7Q (115.213389 sec): 3 clusters Score: Raw -126751.300989 + Penalty 231.748709 = -126519.552279 nChanged 11 SP:Iteration 8Q (115.218007 sec): 3 clusters Score: Raw -126752.240537 + Penalty 231.733167 = -126520.507370 nChanged 7 SP:Iteration 9Q (115.222562 sec): 3 clusters Score: Raw -126752.719156 + Penalty 231.699903 = -126521.019253 nChanged 4 SP:Iteration 10F (115.227416 sec): 3 clusters Score: Raw -126752.980738 + Penalty 231.677193 = -126521.303545 nChanged 2 SP:Iteration 11Q (115.231906 sec): 3 clusters Score: Raw -126753.112486 + Penalty 231.601600 = -126521.510886 nChanged 5 SP:Iteration 12Q (115.236501 sec): 3 clusters Score: Raw -126753.537892 + Penalty 231.599168 = -126521.938724 nChanged 2 SP:Iteration 13Q (115.241055 sec): 3 clusters Score: Raw -126753.578730 + Penalty 231.557763 = -126522.020967 nChanged 1 SP:Iteration 14Q (115.245628 sec): 3 clusters Score: Raw -126753.644787 + Penalty 231.544641 = -126522.100147 nChanged 1 SP:Iteration 15Q (115.250504 sec): 3 clusters Score: Raw -126753.680568 + Penalty 231.544641 = -126522.135927 nChanged 0 SP:Iteration 16F (115.255797 sec): 3 clusters Score: Raw -126753.680568 + Penalty 231.544641 = -126522.135927 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 24 (242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.259202 sec): 2 clusters Score: Raw -9152.178859 + Penalty 456.650242 = -8695.528616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.259841 sec): 3 clusters Score: Raw -9186.380514 + Penalty 953.558405 = -8232.822109 nChanged 66 SP:Iteration 1F (115.260468 sec): 3 clusters Score: Raw -9363.946356 + Penalty 1006.012905 = -8357.933450 nChanged 23 SP:Iteration 2F (115.261094 sec): 3 clusters Score: Raw -9433.711961 + Penalty 1025.794014 = -8407.917947 nChanged 6 SP:Iteration 3Q (115.261663 sec): 3 clusters Score: Raw -9453.889920 + Penalty 1041.517175 = -8412.372745 nChanged 3 SP:Iteration 4Q (115.262219 sec): 3 clusters Score: Raw -9464.763457 + Penalty 1052.415435 = -8412.348022 nChanged 2 SP:Iteration 5F (115.262843 sec): 3 clusters Score: Raw -9473.105876 + Penalty 1068.449175 = -8404.656701 nChanged 3 SP:Iteration 6F (115.263466 sec): 3 clusters Score: Raw -9486.157119 + Penalty 1073.906880 = -8412.250239 nChanged 1 SP:Iteration 7Q (115.264012 sec): 3 clusters Score: Raw -9489.676143 + Penalty 1080.430062 = -8409.246082 nChanged 1 SP:Iteration 8F (115.264634 sec): 3 clusters Score: Raw -9493.870011 + Penalty 1080.430062 = -8413.439950 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 28 (265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.265783 sec): 2 clusters Score: Raw -12505.773920 + Penalty 429.693415 = -12076.080505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.266463 sec): 3 clusters Score: Raw -12426.059901 + Penalty 868.612960 = -11557.446941 nChanged 60 SP:Iteration 1F (115.267128 sec): 3 clusters Score: Raw -12500.864816 + Penalty 886.204821 = -11614.659994 nChanged 20 SP:Iteration 2F (115.267793 sec): 3 clusters Score: Raw -12541.078272 + Penalty 903.585005 = -11637.493267 nChanged 14 SP:Iteration 3F (115.268457 sec): 3 clusters Score: Raw -12562.367582 + Penalty 916.557864 = -11645.809718 nChanged 8 SP:Iteration 4Q (115.269099 sec): 3 clusters Score: Raw -12574.931471 + Penalty 925.306619 = -11649.624852 nChanged 5 SP:Iteration 5Q (115.269730 sec): 3 clusters Score: Raw -12580.835286 + Penalty 929.468180 = -11651.367105 nChanged 2 SP:Iteration 6Q (115.270355 sec): 3 clusters Score: Raw -12584.162438 + Penalty 933.692011 = -11650.470427 nChanged 2 SP:Iteration 7F (115.271017 sec): 3 clusters Score: Raw -12588.281910 + Penalty 933.692011 = -11654.589899 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 31 (311 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.272261 sec): 2 clusters Score: Raw -9871.525072 + Penalty 801.385412 = -9070.139660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.273015 sec): 3 clusters Score: Raw -9932.168161 + Penalty 1594.209843 = -8337.958318 nChanged 62 SP:Iteration 1F (115.273759 sec): 3 clusters Score: Raw -10128.839372 + Penalty 1598.491938 = -8530.347433 nChanged 20 SP:Iteration 2F (115.274502 sec): 3 clusters Score: Raw -10198.279849 + Penalty 1603.631086 = -8594.648763 nChanged 9 SP:Iteration 3Q (115.275188 sec): 3 clusters Score: Raw -10230.098854 + Penalty 1607.278708 = -8622.820146 nChanged 9 SP:Iteration 4Q (115.275868 sec): 3 clusters Score: Raw -10257.591886 + Penalty 1608.921463 = -8648.670423 nChanged 5 SP:Iteration 5Q (115.276540 sec): 3 clusters Score: Raw -10272.435144 + Penalty 1608.921463 = -8663.513681 nChanged 0 SP:Iteration 6F (115.277280 sec): 3 clusters Score: Raw -10272.435144 + Penalty 1608.921463 = -8663.513681 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 33 (145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.278189 sec): 2 clusters Score: Raw -5926.376664 + Penalty 159.621814 = -5766.754850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.278684 sec): 3 clusters Score: Raw -5893.210067 + Penalty 323.976251 = -5569.233816 nChanged 42 SP:Iteration 1F (115.279147 sec): 3 clusters Score: Raw -5936.633833 + Penalty 331.026405 = -5605.607428 nChanged 14 SP:Iteration 2F (115.279608 sec): 3 clusters Score: Raw -5950.122693 + Penalty 334.406108 = -5615.716585 nChanged 2 SP:Iteration 3Q (115.280056 sec): 3 clusters Score: Raw -5950.620421 + Penalty 334.406108 = -5616.214313 nChanged 0 SP:Iteration 4F (115.280516 sec): 3 clusters Score: Raw -5950.620421 + Penalty 334.406108 = -5616.214313 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 35 (2583 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.288942 sec): 2 clusters Score: Raw -124314.124542 + Penalty 572.918345 = -123741.206197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.293752 sec): 3 clusters Score: Raw -122802.959564 + Penalty 1159.454475 = -121643.505089 nChanged 1073 SP:Iteration 1F (115.298463 sec): 3 clusters Score: Raw -123685.395664 + Penalty 1184.355143 = -122501.040520 nChanged 356 SP:Iteration 2F (115.303165 sec): 3 clusters Score: Raw -123940.058569 + Penalty 1211.252100 = -122728.806469 nChanged 155 SP:Iteration 3F (115.307850 sec): 3 clusters Score: Raw -124047.035545 + Penalty 1240.496441 = -122806.539104 nChanged 108 SP:Iteration 4Q (115.312648 sec): 3 clusters Score: Raw -124150.643366 + Penalty 1272.489095 = -122878.154271 nChanged 91 SP:Iteration 5Q (115.317311 sec): 3 clusters Score: Raw -124248.842140 + Penalty 1293.437550 = -122955.404590 nChanged 61 SP:Iteration 6Q (115.321941 sec): 3 clusters Score: Raw -124305.117105 + Penalty 1315.221692 = -122989.895413 nChanged 56 SP:Iteration 7Q (115.326435 sec): 3 clusters Score: Raw -124352.482867 + Penalty 1329.801196 = -123022.681672 nChanged 40 SP:Iteration 8Q (115.330794 sec): 3 clusters Score: Raw -124379.256198 + Penalty 1342.188671 = -123037.067528 nChanged 29 SP:Iteration 9Q (115.335113 sec): 3 clusters Score: Raw -124395.590969 + Penalty 1349.138887 = -123046.452082 nChanged 15 SP:Iteration 10F (115.339939 sec): 3 clusters Score: Raw -124402.356679 + Penalty 1355.531258 = -123046.825421 nChanged 14 SP:Iteration 11Q (115.344214 sec): 3 clusters Score: Raw -124408.298604 + Penalty 1360.387164 = -123047.911441 nChanged 8 SP:Iteration 12Q (115.348546 sec): 3 clusters Score: Raw -124410.886178 + Penalty 1363.753426 = -123047.132752 nChanged 8 SP:Iteration 13F (115.353311 sec): 3 clusters Score: Raw -124412.846268 + Penalty 1368.521306 = -123044.324962 nChanged 8 SP:Iteration 14F (115.358114 sec): 3 clusters Score: Raw -124416.017706 + Penalty 1373.036191 = -123042.981515 nChanged 8 SP:Iteration 15F (115.362967 sec): 3 clusters Score: Raw -124419.578450 + Penalty 1377.027843 = -123042.550607 nChanged 7 SP:Iteration 16F (115.367692 sec): 3 clusters Score: Raw -124422.961719 + Penalty 1378.407912 = -123044.553807 nChanged 5 SP:Iteration 17Q (115.371812 sec): 3 clusters Score: Raw -124425.113065 + Penalty 1378.876615 = -123046.236451 nChanged 2 SP:Iteration 18Q (115.375928 sec): 3 clusters Score: Raw -124425.741885 + Penalty 1378.876615 = -123046.865270 nChanged 0 SP:Iteration 19F (115.380607 sec): 3 clusters Score: Raw -124425.741885 + Penalty 1378.876615 = -123046.865270 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 37 (522 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.383919 sec): 2 clusters Score: Raw -23638.764138 + Penalty 198.028059 = -23440.736079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.385071 sec): 3 clusters Score: Raw -23380.394374 + Penalty 420.302631 = -22960.091743 nChanged 205 SP:Iteration 1F (115.386202 sec): 3 clusters Score: Raw -23574.405644 + Penalty 495.310064 = -23079.095579 nChanged 78 SP:Iteration 2F (115.387327 sec): 3 clusters Score: Raw -23695.551223 + Penalty 599.664886 = -23095.886337 nChanged 52 SP:Iteration 3F (115.388453 sec): 3 clusters Score: Raw -23783.996763 + Penalty 666.562739 = -23117.434025 nChanged 19 SP:Iteration 4Q (115.389544 sec): 3 clusters Score: Raw -23814.213392 + Penalty 717.200885 = -23097.012507 nChanged 10 SP:Iteration 5F (115.390671 sec): 3 clusters Score: Raw -23827.940443 + Penalty 739.399011 = -23088.541432 nChanged 4 SP:Iteration 6F (115.391799 sec): 3 clusters Score: Raw -23831.162355 + Penalty 758.996073 = -23072.166283 nChanged 3 SP:Iteration 7F (115.392939 sec): 3 clusters Score: Raw -23835.044048 + Penalty 770.581669 = -23064.462379 nChanged 2 SP:Iteration 8F (115.394143 sec): 3 clusters Score: Raw -23837.323958 + Penalty 770.581669 = -23066.742288 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 39 (1035 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.397905 sec): 2 clusters Score: Raw -54949.456340 + Penalty 912.334306 = -54037.122034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.399921 sec): 3 clusters Score: Raw -54523.165461 + Penalty 1824.639666 = -52698.525795 nChanged 328 SP:Iteration 1F (115.401883 sec): 3 clusters Score: Raw -54727.196903 + Penalty 1824.503242 = -52902.693661 nChanged 80 SP:Iteration 2F (115.403843 sec): 3 clusters Score: Raw -54783.749959 + Penalty 1824.404628 = -52959.345331 nChanged 39 SP:Iteration 3Q (115.405799 sec): 3 clusters Score: Raw -54808.112928 + Penalty 1824.083655 = -52984.029273 nChanged 28 SP:Iteration 4Q (115.407755 sec): 3 clusters Score: Raw -54829.090572 + Penalty 1823.257005 = -53005.833567 nChanged 23 SP:Iteration 5Q (115.409725 sec): 3 clusters Score: Raw -54848.420533 + Penalty 1822.880789 = -53025.539744 nChanged 15 SP:Iteration 6Q (115.411671 sec): 3 clusters Score: Raw -54863.657893 + Penalty 1822.501766 = -53041.156128 nChanged 15 SP:Iteration 7Q (115.413617 sec): 3 clusters Score: Raw -54871.105008 + Penalty 1821.992023 = -53049.112985 nChanged 10 SP:Iteration 8Q (115.415559 sec): 3 clusters Score: Raw -54875.159199 + Penalty 1821.987998 = -53053.171201 nChanged 6 SP:Iteration 9Q (115.417520 sec): 3 clusters Score: Raw -54877.905823 + Penalty 1822.066023 = -53055.839800 nChanged 4 SP:Iteration 10F (115.419474 sec): 3 clusters Score: Raw -54880.651529 + Penalty 1822.226824 = -53058.424706 nChanged 5 SP:Iteration 11Q (115.421478 sec): 3 clusters Score: Raw -54882.488915 + Penalty 1822.254931 = -53060.233984 nChanged 3 SP:Iteration 12Q (115.423479 sec): 3 clusters Score: Raw -54885.368835 + Penalty 1822.237983 = -53063.130852 nChanged 3 SP:Iteration 13Q (115.425458 sec): 3 clusters Score: Raw -54887.385548 + Penalty 1821.827811 = -53065.557737 nChanged 6 SP:Iteration 14Q (115.427458 sec): 3 clusters Score: Raw -54890.363283 + Penalty 1821.663588 = -53068.699694 nChanged 5 SP:Iteration 15Q (115.429442 sec): 3 clusters Score: Raw -54894.485022 + Penalty 1821.118018 = -53073.367004 nChanged 8 SP:Iteration 16Q (115.431398 sec): 3 clusters Score: Raw -54897.246240 + Penalty 1821.023382 = -53076.222858 nChanged 6 SP:Iteration 17Q (115.433350 sec): 3 clusters Score: Raw -54899.996528 + Penalty 1820.606113 = -53079.390415 nChanged 8 SP:Iteration 18Q (115.435307 sec): 3 clusters Score: Raw -54905.125017 + Penalty 1820.458777 = -53084.666241 nChanged 10 SP:Iteration 19Q (115.437283 sec): 3 clusters Score: Raw -54910.160219 + Penalty 1820.624654 = -53089.535565 nChanged 10 SP:Iteration 20F (115.439280 sec): 3 clusters Score: Raw -54915.178696 + Penalty 1819.715467 = -53095.463229 nChanged 7 SP:Iteration 21Q (115.441258 sec): 3 clusters Score: Raw -54919.967720 + Penalty 1818.421143 = -53101.546577 nChanged 10 SP:Iteration 22Q (115.443222 sec): 3 clusters Score: Raw -54925.875625 + Penalty 1817.655549 = -53108.220076 nChanged 13 SP:Iteration 23Q (115.445153 sec): 3 clusters Score: Raw -54933.004031 + Penalty 1817.010816 = -53115.993215 nChanged 7 SP:Iteration 24Q (115.447082 sec): 3 clusters Score: Raw -54937.602145 + Penalty 1817.238813 = -53120.363332 nChanged 7 SP:Iteration 25Q (115.449012 sec): 3 clusters Score: Raw -54941.882766 + Penalty 1817.752626 = -53124.130140 nChanged 7 SP:Iteration 26Q (115.450983 sec): 3 clusters Score: Raw -54949.733967 + Penalty 1818.179931 = -53131.554036 nChanged 7 SP:Iteration 27Q (115.452906 sec): 3 clusters Score: Raw -54954.434723 + Penalty 1818.114397 = -53136.320325 nChanged 5 SP:Iteration 28Q (115.454829 sec): 3 clusters Score: Raw -54956.352428 + Penalty 1818.053089 = -53138.299339 nChanged 3 SP:Iteration 29Q (115.456797 sec): 3 clusters Score: Raw -54957.396506 + Penalty 1818.152578 = -53139.243928 nChanged 5 SP:Iteration 30F (115.458821 sec): 3 clusters Score: Raw -54961.016828 + Penalty 1817.460042 = -53143.556786 nChanged 5 SP:Iteration 31Q (115.460774 sec): 3 clusters Score: Raw -54962.314261 + Penalty 1816.556361 = -53145.757901 nChanged 5 SP:Iteration 32Q (115.462721 sec): 3 clusters Score: Raw -54964.025129 + Penalty 1815.981912 = -53148.043217 nChanged 2 SP:Iteration 33Q (115.464647 sec): 3 clusters Score: Raw -54965.342452 + Penalty 1815.079895 = -53150.262557 nChanged 3 SP:Iteration 34Q (115.466590 sec): 3 clusters Score: Raw -54967.559606 + Penalty 1815.552868 = -53152.006738 nChanged 4 SP:Iteration 35Q (115.468510 sec): 3 clusters Score: Raw -54969.855795 + Penalty 1816.462440 = -53153.393355 nChanged 5 SP:Iteration 36Q (115.470427 sec): 3 clusters Score: Raw -54971.893516 + Penalty 1817.206169 = -53154.687347 nChanged 3 SP:Iteration 37Q (115.472343 sec): 3 clusters Score: Raw -54973.806714 + Penalty 1817.364559 = -53156.442156 nChanged 4 SP:Iteration 38Q (115.474261 sec): 3 clusters Score: Raw -54975.854785 + Penalty 1818.657152 = -53157.197633 nChanged 3 SP:Iteration 39Q (115.476234 sec): 3 clusters Score: Raw -54976.520541 + Penalty 1819.094641 = -53157.425900 nChanged 2 SP:Iteration 40F (115.478296 sec): 3 clusters Score: Raw -54977.879339 + Penalty 1820.869589 = -53157.009750 nChanged 5 SP:Iteration 41F (115.480317 sec): 3 clusters Score: Raw -54982.305324 + Penalty 1822.086616 = -53160.218708 nChanged 9 SP:Iteration 42Q (115.482272 sec): 3 clusters Score: Raw -54989.549327 + Penalty 1823.358410 = -53166.190917 nChanged 6 SP:Iteration 43Q (115.484231 sec): 3 clusters Score: Raw -54992.616509 + Penalty 1824.236583 = -53168.379926 nChanged 6 SP:Iteration 44Q (115.486197 sec): 3 clusters Score: Raw -54997.468059 + Penalty 1825.402568 = -53172.065492 nChanged 3 SP:Iteration 45Q (115.488160 sec): 3 clusters Score: Raw -55001.311084 + Penalty 1827.907029 = -53173.404055 nChanged 5 SP:Iteration 46Q (115.490068 sec): 3 clusters Score: Raw -55006.285820 + Penalty 1828.906701 = -53177.379119 nChanged 5 SP:Iteration 47Q (115.491986 sec): 3 clusters Score: Raw -55010.435855 + Penalty 1830.439844 = -53179.996011 nChanged 4 SP:Iteration 48Q (115.493935 sec): 3 clusters Score: Raw -55013.501168 + Penalty 1831.628226 = -53181.872943 nChanged 4 SP:Iteration 49Q (115.495885 sec): 3 clusters Score: Raw -55016.969625 + Penalty 1831.875114 = -53185.094511 nChanged 1 SP:Iteration 50F (115.497839 sec): 3 clusters Score: Raw -55017.472235 + Penalty 1831.875114 = -53185.597121 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 49 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.501650 sec): 2 clusters Score: Raw -8303.234131 + Penalty 544.953333 = -7758.280798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.502172 sec): 3 clusters Score: Raw -8302.461902 + Penalty 1090.820861 = -7211.641041 nChanged 34 SP:Iteration 1F (115.502682 sec): 3 clusters Score: Raw -8376.170077 + Penalty 1092.541120 = -7283.628956 nChanged 8 SP:Iteration 2Q (115.503190 sec): 3 clusters Score: Raw -8397.188727 + Penalty 1096.727755 = -7300.460972 nChanged 8 SP:Iteration 3Q (115.503669 sec): 3 clusters Score: Raw -8415.021530 + Penalty 1100.447569 = -7314.573962 nChanged 6 SP:Iteration 4Q (115.504144 sec): 3 clusters Score: Raw -8435.394020 + Penalty 1102.379726 = -7333.014294 nChanged 5 SP:Iteration 5Q (115.504614 sec): 3 clusters Score: Raw -8448.782034 + Penalty 1106.256439 = -7342.525596 nChanged 3 SP:Iteration 6Q (115.505110 sec): 3 clusters Score: Raw -8458.661510 + Penalty 1108.091180 = -7350.570330 nChanged 2 SP:Iteration 7Q (115.505575 sec): 3 clusters Score: Raw -8464.760339 + Penalty 1110.197598 = -7354.562741 nChanged 2 SP:Iteration 8Q (115.506038 sec): 3 clusters Score: Raw -8469.135750 + Penalty 1110.197598 = -7358.938152 nChanged 0 SP:Iteration 9F (115.506545 sec): 3 clusters Score: Raw -8469.135750 + Penalty 1110.197598 = -7358.938152 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 57 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.507122 sec): 2 clusters Score: Raw -1641.700601 + Penalty 38.272585 = -1603.428016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.507386 sec): 3 clusters Score: Raw -1633.971918 + Penalty 64.899626 = -1569.072293 nChanged 11 SP:Iteration 1F (115.507645 sec): 3 clusters Score: Raw -1651.626605 + Penalty 64.668677 = -1586.957928 nChanged 1 SP:Iteration 2Q (115.507897 sec): 3 clusters Score: Raw -1652.170449 + Penalty 64.668677 = -1587.501772 nChanged 0 SP:Iteration 3F (115.508148 sec): 3 clusters Score: Raw -1652.170449 + Penalty 64.668677 = -1587.501772 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 85 (379 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.510243 sec): 2 clusters Score: Raw -18443.341709 + Penalty 93.818114 = -18349.523596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.511116 sec): 3 clusters Score: Raw -18228.148088 + Penalty 204.474194 = -18023.673894 nChanged 157 SP:Iteration 1F (115.511971 sec): 3 clusters Score: Raw -18372.894058 + Penalty 213.762872 = -18159.131187 nChanged 43 SP:Iteration 2F (115.512826 sec): 3 clusters Score: Raw -18436.948929 + Penalty 231.296248 = -18205.652681 nChanged 21 SP:Iteration 3F (115.513679 sec): 3 clusters Score: Raw -18471.968378 + Penalty 262.158089 = -18209.810289 nChanged 9 SP:Iteration 4Q (115.514415 sec): 3 clusters Score: Raw -18484.278616 + Penalty 276.811896 = -18207.466720 nChanged 4 SP:Iteration 5F (115.515268 sec): 3 clusters Score: Raw -18494.876738 + Penalty 303.486265 = -18191.390473 nChanged 2 SP:Iteration 6F (115.516176 sec): 3 clusters Score: Raw -18498.115359 + Penalty 303.486265 = -18194.629094 nChanged 0 Time taken for this iteration:114.617902 seconds. 300->28 Clusters: Score -1425397.859649, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 286 (time per iteration =404.040584 ms) Total iterations: 3728 (time per iteration =30.996676 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 9107954375.000000 (time per metric unit =12.687328ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 227698859375.000000 (time per metric unit=507.493131ps) That took 115.555607 seconds. FileBase PeterP-2013-10-10_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 0.30 and 0.45 GB of RAM. Memory request: 0.15 GB would take us to total of 0.15 GB. ---------------------------------------------------------- Loaded 32369 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 32369 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 154 (3 points): Lose 52.481261 but Gain 1656.149231 Iteration 0F (4.152884 sec): 215 clusters Score: Raw -1309872.301927 + Penalty 229550.671464 = -1080321.630462 nChanged 6115 Deleting Class 208 (1 points): Lose 14.735211 but Gain 1592.428515 Iteration 1F (7.278030 sec): 208 clusters Score: Raw -1324103.626233 + Penalty 225569.748755 = -1098533.877478 nChanged 2373 Deleting Class 206 (1 points): Lose 5.708226 but Gain 1577.519140 Iteration 2F (10.354202 sec): 204 clusters Score: Raw -1328757.986876 + Penalty 222787.295367 = -1105970.691510 nChanged 1487 Deleting Class 197 (2 points): Lose 26.652034 but Gain 1596.534892 Iteration 3Q (10.743354 sec): 202 clusters Score: Raw -1331258.419152 + Penalty 218984.169233 = -1112274.249919 nChanged 1083 Deleting Class 192 (5 points): Lose 62.521046 but Gain 1558.673768 Iteration 4Q (11.076820 sec): 199 clusters Score: Raw -1333110.493621 + Penalty 217635.556468 = -1115474.937152 nChanged 844 Deleting Class 182 (4 points): Lose 45.044933 but Gain 1537.537907 Iteration 5Q (11.375103 sec): 198 clusters Score: Raw -1334538.908802 + Penalty 216310.337893 = -1118228.570909 nChanged 663 Deleting Class 59 (8 points): Lose 143.733444 but Gain 1619.410999 Iteration 6Q (11.650852 sec): 197 clusters Score: Raw -1336082.591694 + Penalty 215090.681648 = -1120991.910046 nChanged 574 Deleting Class 172 (2 points): Lose 16.318345 but Gain 1489.094831 Iteration 7Q (11.921212 sec): 196 clusters Score: Raw -1337535.601184 + Penalty 213662.968909 = -1123872.632275 nChanged 387 Deleting Class 105 (1 points): Lose 23.442389 but Gain 1493.696175 Iteration 8Q (12.163444 sec): 195 clusters Score: Raw -1338128.096141 + Penalty 212288.285686 = -1125839.810455 nChanged 244 Deleting Class 130 (8 points): Lose 120.164926 but Gain 1589.175499 Iteration 9Q (12.383759 sec): 194 clusters Score: Raw -1338164.068451 + Penalty 210831.746130 = -1127332.322321 nChanged 191 Deleting Class 129 (7 points): Lose 140.196375 but Gain 1609.882709 Iteration 10F (15.259611 sec): 193 clusters Score: Raw -1338224.529276 + Penalty 209285.116376 = -1128939.412900 nChanged 158 Deleting Class 180 (3 points): Lose 39.203553 but Gain 1504.577135 Iteration 11Q (15.469286 sec): 192 clusters Score: Raw -1338339.891845 + Penalty 206443.576136 = -1131896.315709 nChanged 127 Deleting Class 169 (1 points): Lose 13.797041 but Gain 1476.928239 Iteration 12Q (15.674233 sec): 190 clusters Score: Raw -1338448.945597 + Penalty 205056.708290 = -1133392.237307 nChanged 113 Deleting Class 176 (8 points): Lose 163.826414 but Gain 1619.881427 Iteration 13Q (15.880115 sec): 189 clusters Score: Raw -1338381.535782 + Penalty 203614.874130 = -1134766.661652 nChanged 107 Deleting Class 183 (4 points): Lose 64.099085 but Gain 1519.081236 Iteration 14Q (16.081489 sec): 188 clusters Score: Raw -1338453.624797 + Penalty 202193.139763 = -1136260.485034 nChanged 92 Deleting Class 213 (1 points): Lose 19.693550 but Gain 1467.293417 Iteration 15Q (16.281136 sec): 187 clusters Score: Raw -1338534.343093 + Penalty 200749.416087 = -1137784.927006 nChanged 91 Deleting Class 181 (2 points): Lose 15.609646 but Gain 1459.298334 Iteration 16Q (16.483271 sec): 186 clusters Score: Raw -1338576.925200 + Penalty 199350.019431 = -1139226.905769 nChanged 74 Deleting Class 163 (2 points): Lose 45.736994 but Gain 1474.986053 Iteration 17Q (16.689388 sec): 185 clusters Score: Raw -1338572.151365 + Penalty 197874.466887 = -1140697.684478 nChanged 63 Deleting Class 152 (9 points): Lose 127.652227 but Gain 1552.440626 Iteration 18Q (16.881498 sec): 184 clusters Score: Raw -1338475.456092 + Penalty 196370.869817 = -1142104.586275 nChanged 78 Deleting Class 90 (10 points): Lose 94.451452 but Gain 1505.546623 Iteration 19Q (17.077527 sec): 183 clusters Score: Raw -1338447.824199 + Penalty 194952.128786 = -1143495.695413 nChanged 72 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 -1338447.824199 + Penalty 194952.128786 = -1143495.695413Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 1 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.190701 sec): 2 clusters Score: Raw -690.321274 + Penalty 313.155088 = -377.166186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.190966 sec): 3 clusters Score: Raw -714.007094 + Penalty 626.269671 = -87.737424 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 2 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.191604 sec): 2 clusters Score: Raw -2644.313087 + Penalty 289.037287 = -2355.275800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.191932 sec): 3 clusters Score: Raw -2645.450229 + Penalty 578.074574 = -2067.375656 nChanged 3 SP:Iteration 1Q (17.192247 sec): 3 clusters Score: Raw -2649.748891 + Penalty 581.056611 = -2068.692280 nChanged 2 SP:Iteration 2Q (17.192561 sec): 3 clusters Score: Raw -2652.660580 + Penalty 582.403154 = -2070.257426 nChanged 1 SP:Iteration 3Q (17.192874 sec): 3 clusters Score: Raw -2653.190007 + Penalty 582.403154 = -2070.786852 nChanged 0 SP:Iteration 4F (17.193190 sec): 3 clusters Score: Raw -2653.190007 + Penalty 582.403154 = -2070.786852 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 3 (1123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.199218 sec): 2 clusters Score: Raw -51563.644151 + Penalty 476.691870 = -51086.952281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.201385 sec): 3 clusters Score: Raw -50897.115996 + Penalty 953.608001 = -49943.507996 nChanged 408 SP:Iteration 1F (17.203502 sec): 3 clusters Score: Raw -51120.811452 + Penalty 953.566468 = -50167.244984 nChanged 145 SP:Iteration 2F (17.205618 sec): 3 clusters Score: Raw -51222.374923 + Penalty 953.587690 = -50268.787232 nChanged 91 SP:Iteration 3F (17.207723 sec): 3 clusters Score: Raw -51290.583533 + Penalty 952.274195 = -50338.309338 nChanged 71 SP:Iteration 4F (17.209817 sec): 3 clusters Score: Raw -51337.533203 + Penalty 950.001306 = -50387.531897 nChanged 53 SP:Iteration 5Q (17.211915 sec): 3 clusters Score: Raw -51367.691976 + Penalty 947.546253 = -50420.145723 nChanged 46 SP:Iteration 6Q (17.214023 sec): 3 clusters Score: Raw -51389.289423 + Penalty 945.929070 = -50443.360353 nChanged 39 SP:Iteration 7Q (17.216108 sec): 3 clusters Score: Raw -51406.214941 + Penalty 946.377988 = -50459.836953 nChanged 35 SP:Iteration 8Q (17.218223 sec): 3 clusters Score: Raw -51424.345124 + Penalty 948.752093 = -50475.593031 nChanged 31 SP:Iteration 9Q (17.220314 sec): 3 clusters Score: Raw -51439.144486 + Penalty 951.860794 = -50487.283693 nChanged 30 SP:Iteration 10F (17.222425 sec): 3 clusters Score: Raw -51454.285150 + Penalty 958.959747 = -50495.325402 nChanged 27 SP:Iteration 11Q (17.224490 sec): 3 clusters Score: Raw -51466.058155 + Penalty 964.524183 = -50501.533972 nChanged 22 SP:Iteration 12Q (17.226570 sec): 3 clusters Score: Raw -51477.166038 + Penalty 971.635677 = -50505.530361 nChanged 21 SP:Iteration 13Q (17.228620 sec): 3 clusters Score: Raw -51486.359654 + Penalty 981.205818 = -50505.153836 nChanged 23 SP:Iteration 14F (17.230797 sec): 3 clusters Score: Raw -51499.105638 + Penalty 987.876293 = -50511.229345 nChanged 25 SP:Iteration 15Q (17.232864 sec): 3 clusters Score: Raw -51513.915749 + Penalty 995.297593 = -50518.618156 nChanged 23 SP:Iteration 16Q (17.234902 sec): 3 clusters Score: Raw -51526.522940 + Penalty 1002.922168 = -50523.600772 nChanged 20 SP:Iteration 17Q (17.236900 sec): 3 clusters Score: Raw -51539.795493 + Penalty 1011.545779 = -50528.249715 nChanged 17 SP:Iteration 18Q (17.238857 sec): 3 clusters Score: Raw -51550.484890 + Penalty 1014.459559 = -50536.025332 nChanged 17 SP:Iteration 19Q (17.240774 sec): 3 clusters Score: Raw -51562.787332 + Penalty 1010.237583 = -50552.549749 nChanged 11 SP:Iteration 20F (17.242865 sec): 3 clusters Score: Raw -51570.783751 + Penalty 1008.985882 = -50561.797869 nChanged 9 SP:Iteration 21Q (17.244736 sec): 3 clusters Score: Raw -51578.255621 + Penalty 1016.160527 = -50562.095094 nChanged 7 SP:Iteration 22Q (17.246603 sec): 3 clusters Score: Raw -51583.974778 + Penalty 1020.401368 = -50563.573410 nChanged 4 SP:Iteration 23Q (17.248434 sec): 3 clusters Score: Raw -51587.908593 + Penalty 1020.676383 = -50567.232211 nChanged 1 SP:Iteration 24Q (17.250247 sec): 3 clusters Score: Raw -51588.252423 + Penalty 1020.549259 = -50567.703165 nChanged 1 SP:Iteration 25Q (17.252056 sec): 3 clusters Score: Raw -51588.715750 + Penalty 1021.300661 = -50567.415089 nChanged 1 SP:Iteration 26F (17.254145 sec): 3 clusters Score: Raw -51592.069271 + Penalty 1021.020412 = -50571.048859 nChanged 3 SP:Iteration 27Q (17.255955 sec): 3 clusters Score: Raw -51599.031005 + Penalty 1021.797713 = -50577.233292 nChanged 1 SP:Iteration 28Q (17.257718 sec): 3 clusters Score: Raw -51600.479185 + Penalty 1021.797713 = -50578.681472 nChanged 0 SP:Iteration 29F (17.259803 sec): 3 clusters Score: Raw -51600.479185 + Penalty 1021.797713 = -50578.681472 nChanged 0 Memory request: 0.04 GB would take us to total of 0.33 GB. Trying to split cluster 4 (7888 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.293885 sec): 2 clusters Score: Raw -336824.542205 + Penalty 177.393946 = -336647.148259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.308406 sec): 3 clusters Score: Raw -331541.459060 + Penalty 394.022855 = -331147.436205 nChanged 3706 SP:Iteration 1F (17.322489 sec): 3 clusters Score: Raw -334872.760644 + Penalty 395.264974 = -334477.495670 nChanged 1094 SP:Iteration 2F (17.336595 sec): 3 clusters Score: Raw -336194.427332 + Penalty 375.492508 = -335818.934824 nChanged 666 SP:Iteration 3F (17.350728 sec): 3 clusters Score: Raw -336967.222436 + Penalty 365.806854 = -336601.415582 nChanged 291 SP:Iteration 4Q (17.363977 sec): 3 clusters Score: Raw -337239.984516 + Penalty 359.486035 = -336880.498481 nChanged 160 SP:Iteration 5Q (17.377094 sec): 3 clusters Score: Raw -337327.401684 + Penalty 354.870167 = -336972.531518 nChanged 113 SP:Iteration 6Q (17.390285 sec): 3 clusters Score: Raw -337370.847738 + Penalty 351.631573 = -337019.216165 nChanged 79 SP:Iteration 7Q (17.403611 sec): 3 clusters Score: Raw -337393.799760 + Penalty 348.798694 = -337045.001066 nChanged 70 SP:Iteration 8Q (17.416465 sec): 3 clusters Score: Raw -337410.132547 + Penalty 346.262504 = -337063.870043 nChanged 63 SP:Iteration 9Q (17.429140 sec): 3 clusters Score: Raw -337426.041791 + Penalty 344.034966 = -337082.006826 nChanged 56 SP:Iteration 10F (17.443556 sec): 3 clusters Score: Raw -337437.983788 + Penalty 342.379240 = -337095.604549 nChanged 44 SP:Iteration 11Q (17.456039 sec): 3 clusters Score: Raw -337446.598404 + Penalty 340.837428 = -337105.760976 nChanged 41 SP:Iteration 12Q (17.468338 sec): 3 clusters Score: Raw -337453.688565 + Penalty 339.491956 = -337114.196610 nChanged 36 SP:Iteration 13Q (17.480666 sec): 3 clusters Score: Raw -337459.819601 + Penalty 337.839229 = -337121.980371 nChanged 43 SP:Iteration 14Q (17.492992 sec): 3 clusters Score: Raw -337466.397299 + Penalty 336.621685 = -337129.775613 nChanged 33 SP:Iteration 15Q (17.505359 sec): 3 clusters Score: Raw -337470.475015 + Penalty 335.663475 = -337134.811540 nChanged 28 SP:Iteration 16Q (17.517760 sec): 3 clusters Score: Raw -337473.347025 + Penalty 334.699143 = -337138.647882 nChanged 26 SP:Iteration 17Q (17.529985 sec): 3 clusters Score: Raw -337475.469661 + Penalty 334.003038 = -337141.466622 nChanged 19 SP:Iteration 18Q (17.542383 sec): 3 clusters Score: Raw -337476.667563 + Penalty 333.365021 = -337143.302542 nChanged 18 SP:Iteration 19Q (17.554592 sec): 3 clusters Score: Raw -337478.176423 + Penalty 332.558718 = -337145.617705 nChanged 23 SP:Iteration 20F (17.568775 sec): 3 clusters Score: Raw -337480.505008 + Penalty 331.679877 = -337148.825130 nChanged 26 SP:Iteration 21Q (17.581275 sec): 3 clusters Score: Raw -337483.020763 + Penalty 331.057961 = -337151.962802 nChanged 18 SP:Iteration 22Q (17.593699 sec): 3 clusters Score: Raw -337484.496420 + Penalty 330.339640 = -337154.156779 nChanged 20 SP:Iteration 23Q (17.606200 sec): 3 clusters Score: Raw -337486.385071 + Penalty 329.795179 = -337156.589892 nChanged 15 SP:Iteration 24Q (17.619811 sec): 3 clusters Score: Raw -337487.728181 + Penalty 329.099688 = -337158.628493 nChanged 18 SP:Iteration 25Q (17.635949 sec): 3 clusters Score: Raw -337489.564444 + Penalty 328.341994 = -337161.222450 nChanged 23 SP:Iteration 26Q (17.650306 sec): 3 clusters Score: Raw -337491.633206 + Penalty 327.727456 = -337163.905750 nChanged 18 SP:Iteration 27Q (17.664278 sec): 3 clusters Score: Raw -337493.112767 + Penalty 326.854312 = -337166.258456 nChanged 26 SP:Iteration 28Q (17.677898 sec): 3 clusters Score: Raw -337495.995401 + Penalty 326.110840 = -337169.884560 nChanged 23 SP:Iteration 29Q (17.691793 sec): 3 clusters Score: Raw -337498.481851 + Penalty 325.375369 = -337173.106482 nChanged 24 SP:Iteration 30F (17.707385 sec): 3 clusters Score: Raw -337500.981464 + Penalty 324.747982 = -337176.233482 nChanged 20 SP:Iteration 31Q (17.721199 sec): 3 clusters Score: Raw -337502.439763 + Penalty 324.217944 = -337178.221820 nChanged 15 SP:Iteration 32Q (17.734957 sec): 3 clusters Score: Raw -337503.347068 + Penalty 323.742499 = -337179.604569 nChanged 15 SP:Iteration 33Q (17.748948 sec): 3 clusters Score: Raw -337504.262804 + Penalty 323.453071 = -337180.809733 nChanged 10 SP:Iteration 34Q (17.762602 sec): 3 clusters Score: Raw -337504.623793 + Penalty 323.184456 = -337181.439337 nChanged 9 SP:Iteration 35Q (17.776162 sec): 3 clusters Score: Raw -337504.993319 + Penalty 322.945637 = -337182.047682 nChanged 7 SP:Iteration 36Q (17.789846 sec): 3 clusters Score: Raw -337505.401328 + Penalty 322.768616 = -337182.632712 nChanged 6 SP:Iteration 37Q (17.803477 sec): 3 clusters Score: Raw -337505.680123 + Penalty 322.565078 = -337183.115044 nChanged 7 SP:Iteration 38Q (17.817373 sec): 3 clusters Score: Raw -337505.960904 + Penalty 322.396433 = -337183.564472 nChanged 5 SP:Iteration 39Q (17.831095 sec): 3 clusters Score: Raw -337506.064376 + Penalty 322.283675 = -337183.780700 nChanged 3 SP:Iteration 40F (17.846661 sec): 3 clusters Score: Raw -337506.084474 + Penalty 322.230082 = -337183.854392 nChanged 1 SP:Iteration 41Q (17.860583 sec): 3 clusters Score: Raw -337506.114713 + Penalty 322.123866 = -337183.990847 nChanged 3 SP:Iteration 42Q (17.874377 sec): 3 clusters Score: Raw -337506.180885 + Penalty 322.074176 = -337184.106709 nChanged 2 SP:Iteration 43Q (17.888310 sec): 3 clusters Score: Raw -337506.440025 + Penalty 321.928169 = -337184.511855 nChanged 5 SP:Iteration 44Q (17.902093 sec): 3 clusters Score: Raw -337506.617213 + Penalty 321.858977 = -337184.758237 nChanged 2 SP:Iteration 45Q (17.916050 sec): 3 clusters Score: Raw -337506.644694 + Penalty 321.807754 = -337184.836941 nChanged 2 SP:Iteration 46Q (17.929909 sec): 3 clusters Score: Raw -337506.653421 + Penalty 321.807754 = -337184.845667 nChanged 0 SP:Iteration 47F (17.945266 sec): 3 clusters Score: Raw -337506.653421 + Penalty 321.807754 = -337184.845667 nChanged 0 Score: Raw -1362866.913319 + Penalty 195119.265167 = -1167747.648152 Splitting cluster 4 changes total score from -1143495.695413 to -1167747.648152 So it's getting split into cluster 59. Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 5 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.668238 sec): 2 clusters Score: Raw -783.709678 + Penalty 266.542781 = -517.166897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.668499 sec): 3 clusters Score: Raw -804.349653 + Penalty 532.565371 = -271.784282 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 6 (785 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.671159 sec): 2 clusters Score: Raw -33707.168121 + Penalty 122.712041 = -33584.456080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.672811 sec): 3 clusters Score: Raw -33228.267148 + Penalty 252.521770 = -32975.745378 nChanged 348 SP:Iteration 1F (20.674349 sec): 3 clusters Score: Raw -33428.686919 + Penalty 268.988296 = -33159.698623 nChanged 113 SP:Iteration 2F (20.675907 sec): 3 clusters Score: Raw -33527.496254 + Penalty 287.244258 = -33240.251996 nChanged 79 SP:Iteration 3F (20.677445 sec): 3 clusters Score: Raw -33611.899919 + Penalty 300.132206 = -33311.767713 nChanged 52 SP:Iteration 4F (20.678981 sec): 3 clusters Score: Raw -33691.265534 + Penalty 302.047882 = -33389.217652 nChanged 28 SP:Iteration 5Q (20.680518 sec): 3 clusters Score: Raw -33739.159522 + Penalty 299.515048 = -33439.644474 nChanged 25 SP:Iteration 6Q (20.682077 sec): 3 clusters Score: Raw -33765.263832 + Penalty 284.695297 = -33480.568534 nChanged 22 SP:Iteration 7Q (20.683607 sec): 3 clusters Score: Raw -33812.891223 + Penalty 269.579964 = -33543.311259 nChanged 27 SP:Iteration 8Q (20.685138 sec): 3 clusters Score: Raw -33850.599050 + Penalty 252.793045 = -33597.806005 nChanged 13 SP:Iteration 9Q (20.686623 sec): 3 clusters Score: Raw -33861.611398 + Penalty 239.703410 = -33621.907988 nChanged 6 SP:Iteration 10F (20.688269 sec): 3 clusters Score: Raw -33871.278230 + Penalty 235.079475 = -33636.198755 nChanged 2 SP:Iteration 11Q (20.689672 sec): 3 clusters Score: Raw -33873.723350 + Penalty 235.079475 = -33638.643875 nChanged 0 SP:Iteration 12F (20.691335 sec): 3 clusters Score: Raw -33873.723350 + Penalty 235.079475 = -33638.643875 nChanged 0 Score: Raw -1363033.471043 + Penalty 195294.330615 = -1167739.140427 Splitting cluster 6 changes total score from -1143495.695413 to -1167739.140427 So it's getting split into cluster 90. Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 7 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.436151 sec): 2 clusters Score: Raw -2479.210795 + Penalty 286.121569 = -2193.089226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.436464 sec): 3 clusters Score: Raw -2484.983795 + Penalty 572.145236 = -1912.838559 nChanged 5 SP:Iteration 1F (23.436763 sec): 3 clusters Score: Raw -2493.582942 + Penalty 571.659859 = -1921.923082 nChanged 1 SP:Iteration 2Q (23.437058 sec): 3 clusters Score: Raw -2495.322707 + Penalty 572.885064 = -1922.437644 nChanged 1 SP:Iteration 3Q (23.437353 sec): 3 clusters Score: Raw -2495.931805 + Penalty 573.933074 = -1921.998731 nChanged 1 SP:Iteration 4F (23.437681 sec): 3 clusters Score: Raw -2495.896312 + Penalty 573.933074 = -1921.963238 nChanged 0 Memory request: 0.04 GB would take us to total of 0.34 GB. Trying to split cluster 8 (8182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.472133 sec): 2 clusters Score: Raw -342238.008283 + Penalty 87.709686 = -342150.298597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.487753 sec): 3 clusters Score: Raw -336814.392106 + Penalty 198.872067 = -336615.520038 nChanged 4017 SP:Iteration 1F (23.502358 sec): 3 clusters Score: Raw -343323.658518 + Penalty 211.016152 = -343112.642366 nChanged 649 SP:Iteration 2F (23.517021 sec): 3 clusters Score: Raw -343979.205762 + Penalty 213.651277 = -343765.554485 nChanged 151 SP:Iteration 3Q (23.531067 sec): 3 clusters Score: Raw -344095.553274 + Penalty 215.498392 = -343880.054881 nChanged 91 SP:Iteration 4Q (23.544028 sec): 3 clusters Score: Raw -344157.008869 + Penalty 216.480581 = -343940.528288 nChanged 84 SP:Iteration 5Q (23.556697 sec): 3 clusters Score: Raw -344196.861786 + Penalty 216.663271 = -343980.198516 nChanged 50 SP:Iteration 6Q (23.569219 sec): 3 clusters Score: Raw -344217.894984 + Penalty 217.221896 = -344000.673088 nChanged 33 SP:Iteration 7Q (23.581609 sec): 3 clusters Score: Raw -344228.945906 + Penalty 216.491065 = -344012.454840 nChanged 36 SP:Iteration 8Q (23.594098 sec): 3 clusters Score: Raw -344239.787244 + Penalty 216.388097 = -344023.399148 nChanged 27 SP:Iteration 9Q (23.606335 sec): 3 clusters Score: Raw -344245.734170 + Penalty 216.399167 = -344029.335003 nChanged 14 SP:Iteration 10F (23.621099 sec): 3 clusters Score: Raw -344248.293575 + Penalty 216.070260 = -344032.223315 nChanged 12 SP:Iteration 11Q (23.633344 sec): 3 clusters Score: Raw -344249.882485 + Penalty 215.955957 = -344033.926528 nChanged 10 SP:Iteration 12Q (23.645323 sec): 3 clusters Score: Raw -344251.009775 + Penalty 215.926131 = -344035.083644 nChanged 10 SP:Iteration 13Q (23.657289 sec): 3 clusters Score: Raw -344252.199841 + Penalty 216.121554 = -344036.078287 nChanged 5 SP:Iteration 14Q (23.669441 sec): 3 clusters Score: Raw -344252.540334 + Penalty 216.263895 = -344036.276439 nChanged 4 SP:Iteration 15Q (23.682038 sec): 3 clusters Score: Raw -344252.750608 + Penalty 215.857555 = -344036.893053 nChanged 4 SP:Iteration 16Q (23.694353 sec): 3 clusters Score: Raw -344252.956677 + Penalty 215.911356 = -344037.045321 nChanged 1 SP:Iteration 17Q (23.706521 sec): 3 clusters Score: Raw -344252.966942 + Penalty 215.911356 = -344037.055586 nChanged 0 SP:Iteration 18F (23.721189 sec): 3 clusters Score: Raw -344252.966942 + Penalty 215.911356 = -344037.055586 nChanged 0 Score: Raw -1365048.435090 + Penalty 195442.101347 = -1169606.333744 Splitting cluster 8 changes total score from -1143495.695413 to -1169606.333744 So it's getting split into cluster 105. 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 (26.511270 sec): 2 clusters Score: Raw -1652.319422 + Penalty 336.201666 = -1316.117756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.511582 sec): 3 clusters Score: Raw -1718.479435 + Penalty 672.403333 = -1046.076103 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 10 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.512129 sec): 2 clusters Score: Raw -1023.850296 + Penalty 277.283832 = -746.566465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.512384 sec): 3 clusters Score: Raw -1047.926692 + Penalty 551.408385 = -496.518307 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 11 (2013 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.522391 sec): 2 clusters Score: Raw -100676.321123 + Penalty 1095.720721 = -99580.600402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.526250 sec): 3 clusters Score: Raw -99711.470715 + Penalty 2192.171318 = -97519.299397 nChanged 725 SP:Iteration 1F (26.530030 sec): 3 clusters Score: Raw -100147.392200 + Penalty 2193.183555 = -97954.208645 nChanged 209 SP:Iteration 2F (26.533789 sec): 3 clusters Score: Raw -100343.093531 + Penalty 2194.439276 = -98148.654255 nChanged 157 SP:Iteration 3F (26.537531 sec): 3 clusters Score: Raw -100519.589073 + Penalty 2195.325660 = -98324.263413 nChanged 116 SP:Iteration 4F (26.541280 sec): 3 clusters Score: Raw -100688.888996 + Penalty 2195.883574 = -98493.005422 nChanged 105 SP:Iteration 5F (26.545089 sec): 3 clusters Score: Raw -100834.990804 + Penalty 2196.012562 = -98638.978242 nChanged 108 SP:Iteration 6F (26.548891 sec): 3 clusters Score: Raw -100929.239143 + Penalty 2194.974104 = -98734.265039 nChanged 74 SP:Iteration 7Q (26.552597 sec): 3 clusters Score: Raw -100996.263228 + Penalty 2193.767332 = -98802.495897 nChanged 85 SP:Iteration 8Q (26.556259 sec): 3 clusters Score: Raw -101110.994520 + Penalty 2192.478031 = -98918.516490 nChanged 79 SP:Iteration 9Q (26.559792 sec): 3 clusters Score: Raw -101212.454613 + Penalty 2190.436393 = -99022.018220 nChanged 76 SP:Iteration 10F (26.563580 sec): 3 clusters Score: Raw -101288.049957 + Penalty 2188.434702 = -99099.615255 nChanged 63 SP:Iteration 11Q (26.567161 sec): 3 clusters Score: Raw -101340.596103 + Penalty 2186.383797 = -99154.212306 nChanged 56 SP:Iteration 12Q (26.570670 sec): 3 clusters Score: Raw -101378.186602 + Penalty 2184.785663 = -99193.400939 nChanged 43 SP:Iteration 13Q (26.574148 sec): 3 clusters Score: Raw -101400.643534 + Penalty 2183.312611 = -99217.330923 nChanged 26 SP:Iteration 14Q (26.577650 sec): 3 clusters Score: Raw -101411.832208 + Penalty 2182.542636 = -99229.289572 nChanged 16 SP:Iteration 15Q (26.581133 sec): 3 clusters Score: Raw -101416.137307 + Penalty 2182.009825 = -99234.127483 nChanged 9 SP:Iteration 16Q (26.584588 sec): 3 clusters Score: Raw -101419.215781 + Penalty 2181.708116 = -99237.507664 nChanged 6 SP:Iteration 17Q (26.588027 sec): 3 clusters Score: Raw -101421.419406 + Penalty 2181.417356 = -99240.002050 nChanged 5 SP:Iteration 18Q (26.591468 sec): 3 clusters Score: Raw -101422.551627 + Penalty 2181.162169 = -99241.389458 nChanged 3 SP:Iteration 19Q (26.594900 sec): 3 clusters Score: Raw -101423.076852 + Penalty 2181.140004 = -99241.936848 nChanged 2 SP:Iteration 20F (26.598712 sec): 3 clusters Score: Raw -101423.409306 + Penalty 2181.140004 = -99242.269303 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 12 (2112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.613017 sec): 2 clusters Score: Raw -95311.175078 + Penalty 184.887973 = -95126.287105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.617265 sec): 3 clusters Score: Raw -93953.963793 + Penalty 398.505131 = -93555.458662 nChanged 979 SP:Iteration 1F (26.621299 sec): 3 clusters Score: Raw -94973.878976 + Penalty 419.687439 = -94554.191537 nChanged 195 SP:Iteration 2F (26.625299 sec): 3 clusters Score: Raw -95173.716388 + Penalty 437.307096 = -94736.409292 nChanged 101 SP:Iteration 3Q (26.629012 sec): 3 clusters Score: Raw -95311.738786 + Penalty 440.796955 = -94870.941831 nChanged 59 SP:Iteration 4Q (26.632592 sec): 3 clusters Score: Raw -95389.109693 + Penalty 439.742075 = -94949.367618 nChanged 52 SP:Iteration 5Q (26.636131 sec): 3 clusters Score: Raw -95427.128647 + Penalty 435.860927 = -94991.267720 nChanged 39 SP:Iteration 6Q (26.639613 sec): 3 clusters Score: Raw -95446.608752 + Penalty 433.925001 = -95012.683752 nChanged 19 SP:Iteration 7Q (26.643076 sec): 3 clusters Score: Raw -95456.621755 + Penalty 433.619196 = -95023.002558 nChanged 23 SP:Iteration 8Q (26.646582 sec): 3 clusters Score: Raw -95471.663700 + Penalty 430.882952 = -95040.780748 nChanged 31 SP:Iteration 9Q (26.650183 sec): 3 clusters Score: Raw -95501.398386 + Penalty 424.987480 = -95076.410906 nChanged 39 SP:Iteration 10F (26.654283 sec): 3 clusters Score: Raw -95539.375499 + Penalty 421.659712 = -95117.715786 nChanged 41 SP:Iteration 11Q (26.657787 sec): 3 clusters Score: Raw -95584.553171 + Penalty 418.038340 = -95166.514831 nChanged 36 SP:Iteration 12Q (26.661258 sec): 3 clusters Score: Raw -95612.575692 + Penalty 416.458066 = -95196.117626 nChanged 31 SP:Iteration 13Q (26.668752 sec): 3 clusters Score: Raw -95635.936766 + Penalty 414.741130 = -95221.195636 nChanged 23 SP:Iteration 14Q (26.674049 sec): 3 clusters Score: Raw -95648.871162 + Penalty 412.472602 = -95236.398560 nChanged 27 SP:Iteration 15Q (26.677436 sec): 3 clusters Score: Raw -95660.351237 + Penalty 411.408356 = -95248.942880 nChanged 13 SP:Iteration 16Q (26.680735 sec): 3 clusters Score: Raw -95664.528479 + Penalty 409.570537 = -95254.957942 nChanged 16 SP:Iteration 17Q (26.683993 sec): 3 clusters Score: Raw -95670.991798 + Penalty 408.873632 = -95262.118166 nChanged 20 SP:Iteration 18Q (26.687264 sec): 3 clusters Score: Raw -95677.895271 + Penalty 407.865809 = -95270.029461 nChanged 13 SP:Iteration 19Q (26.690498 sec): 3 clusters Score: Raw -95680.827428 + Penalty 406.997710 = -95273.829719 nChanged 7 SP:Iteration 20F (26.694324 sec): 3 clusters Score: Raw -95681.493693 + Penalty 406.782734 = -95274.710959 nChanged 2 SP:Iteration 21Q (26.697707 sec): 3 clusters Score: Raw -95681.608562 + Penalty 406.273728 = -95275.334834 nChanged 4 SP:Iteration 22Q (26.701034 sec): 3 clusters Score: Raw -95681.912899 + Penalty 406.031028 = -95275.881871 nChanged 3 SP:Iteration 23Q (26.704419 sec): 3 clusters Score: Raw -95682.042627 + Penalty 406.031028 = -95276.011599 nChanged 0 SP:Iteration 24F (26.708410 sec): 3 clusters Score: Raw -95682.042627 + Penalty 406.031028 = -95276.011599 nChanged 0 Score: Raw -1365419.307186 + Penalty 195742.094006 = -1169677.213180 Splitting cluster 12 changes total score from -1143495.695413 to -1169677.213180 So it's getting split into cluster 124. Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 13 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.491428 sec): 2 clusters Score: Raw -5609.537686 + Penalty 159.765934 = -5449.771752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.491895 sec): 3 clusters Score: Raw -5569.984594 + Penalty 319.575596 = -5250.408997 nChanged 37 SP:Iteration 1F (29.492351 sec): 3 clusters Score: Raw -5625.113511 + Penalty 327.012572 = -5298.100939 nChanged 22 SP:Iteration 2F (29.492809 sec): 3 clusters Score: Raw -5652.836641 + Penalty 334.033578 = -5318.803062 nChanged 7 SP:Iteration 3F (29.493261 sec): 3 clusters Score: Raw -5662.402900 + Penalty 335.653733 = -5326.749167 nChanged 3 SP:Iteration 4Q (29.493695 sec): 3 clusters Score: Raw -5667.440852 + Penalty 337.664741 = -5329.776112 nChanged 1 SP:Iteration 5Q (29.494123 sec): 3 clusters Score: Raw -5669.181491 + Penalty 338.417946 = -5330.763545 nChanged 2 SP:Iteration 6Q (29.494550 sec): 3 clusters Score: Raw -5673.127691 + Penalty 339.543996 = -5333.583696 nChanged 2 SP:Iteration 7Q (29.494973 sec): 3 clusters Score: Raw -5675.474943 + Penalty 340.574925 = -5334.900018 nChanged 1 SP:Iteration 8Q (29.495394 sec): 3 clusters Score: Raw -5676.867493 + Penalty 339.708348 = -5337.159144 nChanged 1 SP:Iteration 9Q (29.495815 sec): 3 clusters Score: Raw -5679.779172 + Penalty 339.708348 = -5340.070824 nChanged 0 SP:Iteration 10F (29.496258 sec): 3 clusters Score: Raw -5679.779172 + Penalty 339.708348 = -5340.070824 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 14 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.497737 sec): 2 clusters Score: Raw -9791.919825 + Penalty 387.210907 = -9404.708918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.498321 sec): 3 clusters Score: Raw -9698.173101 + Penalty 773.691214 = -8924.481887 nChanged 42 SP:Iteration 1F (29.498893 sec): 3 clusters Score: Raw -9734.432531 + Penalty 776.592186 = -8957.840346 nChanged 19 SP:Iteration 2F (29.499501 sec): 3 clusters Score: Raw -9759.340506 + Penalty 780.542811 = -8978.797695 nChanged 8 SP:Iteration 3Q (29.500073 sec): 3 clusters Score: Raw -9767.884564 + Penalty 781.427241 = -8986.457323 nChanged 5 SP:Iteration 4Q (29.500627 sec): 3 clusters Score: Raw -9772.977815 + Penalty 781.336435 = -8991.641380 nChanged 3 SP:Iteration 5Q (29.501180 sec): 3 clusters Score: Raw -9776.005685 + Penalty 780.979427 = -8995.026258 nChanged 3 SP:Iteration 6Q (29.501734 sec): 3 clusters Score: Raw -9778.195292 + Penalty 780.550467 = -8997.644824 nChanged 3 SP:Iteration 7Q (29.502286 sec): 3 clusters Score: Raw -9781.135132 + Penalty 780.550467 = -9000.584665 nChanged 0 SP:Iteration 8F (29.502843 sec): 3 clusters Score: Raw -9781.135132 + Penalty 780.550467 = -9000.584665 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 15 (1320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.507779 sec): 2 clusters Score: Raw -64118.221847 + Penalty 457.757609 = -63660.464238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.510307 sec): 3 clusters Score: Raw -63381.722201 + Penalty 917.341794 = -62464.380407 nChanged 529 SP:Iteration 1F (29.512779 sec): 3 clusters Score: Raw -63705.024297 + Penalty 915.253322 = -62789.770974 nChanged 124 SP:Iteration 2F (29.515240 sec): 3 clusters Score: Raw -63786.408032 + Penalty 912.676924 = -62873.731108 nChanged 99 SP:Iteration 3F (29.517731 sec): 3 clusters Score: Raw -63843.982938 + Penalty 909.815495 = -62934.167443 nChanged 86 SP:Iteration 4F (29.520419 sec): 3 clusters Score: Raw -63902.074715 + Penalty 904.788018 = -62997.286697 nChanged 84 SP:Iteration 5F (29.523129 sec): 3 clusters Score: Raw -63970.014378 + Penalty 895.651683 = -63074.362695 nChanged 82 SP:Iteration 6F (29.525659 sec): 3 clusters Score: Raw -64045.189572 + Penalty 888.355337 = -63156.834236 nChanged 53 SP:Iteration 7Q (29.528081 sec): 3 clusters Score: Raw -64095.873349 + Penalty 883.199708 = -63212.673641 nChanged 33 SP:Iteration 8Q (29.530459 sec): 3 clusters Score: Raw -64131.362139 + Penalty 877.022050 = -63254.340088 nChanged 23 SP:Iteration 9Q (29.532851 sec): 3 clusters Score: Raw -64149.952607 + Penalty 878.689024 = -63271.263583 nChanged 13 SP:Iteration 10F (29.535409 sec): 3 clusters Score: Raw -64159.179018 + Penalty 873.404249 = -63285.774769 nChanged 8 SP:Iteration 11Q (29.537657 sec): 3 clusters Score: Raw -64163.780150 + Penalty 873.645552 = -63290.134598 nChanged 6 SP:Iteration 12Q (29.539837 sec): 3 clusters Score: Raw -64166.721260 + Penalty 873.937175 = -63292.784085 nChanged 4 SP:Iteration 13Q (29.541988 sec): 3 clusters Score: Raw -64169.784889 + Penalty 876.266468 = -63293.518422 nChanged 3 SP:Iteration 14Q (29.544126 sec): 3 clusters Score: Raw -64172.350073 + Penalty 878.389174 = -63293.960898 nChanged 2 SP:Iteration 15Q (29.546258 sec): 3 clusters Score: Raw -64173.575973 + Penalty 879.189643 = -63294.386330 nChanged 3 SP:Iteration 16Q (29.548386 sec): 3 clusters Score: Raw -64173.886675 + Penalty 879.032690 = -63294.853985 nChanged 1 SP:Iteration 17Q (29.550546 sec): 3 clusters Score: Raw -64174.297109 + Penalty 879.032690 = -63295.264419 nChanged 0 SP:Iteration 18F (29.553139 sec): 3 clusters Score: Raw -64174.297109 + Penalty 879.032690 = -63295.264419 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 16 (205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.554617 sec): 2 clusters Score: Raw -9103.361270 + Penalty 369.141527 = -8734.219742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.555200 sec): 3 clusters Score: Raw -9051.130008 + Penalty 728.846983 = -8322.283025 nChanged 54 SP:Iteration 1F (29.555763 sec): 3 clusters Score: Raw -9104.005994 + Penalty 731.979107 = -8372.026887 nChanged 7 SP:Iteration 2Q (29.556317 sec): 3 clusters Score: Raw -9116.726412 + Penalty 733.477975 = -8383.248437 nChanged 8 SP:Iteration 3Q (29.556898 sec): 3 clusters Score: Raw -9126.499215 + Penalty 732.852109 = -8393.647105 nChanged 1 SP:Iteration 4Q (29.557449 sec): 3 clusters Score: Raw -9133.553882 + Penalty 731.735919 = -8401.817963 nChanged 6 SP:Iteration 5Q (29.557998 sec): 3 clusters Score: Raw -9143.966696 + Penalty 732.713994 = -8411.252702 nChanged 3 SP:Iteration 6Q (29.558542 sec): 3 clusters Score: Raw -9146.037417 + Penalty 733.092372 = -8412.945045 nChanged 2 SP:Iteration 7Q (29.559088 sec): 3 clusters Score: Raw -9147.018563 + Penalty 733.503910 = -8413.514653 nChanged 2 SP:Iteration 8Q (29.559634 sec): 3 clusters Score: Raw -9147.670738 + Penalty 733.932482 = -8413.738256 nChanged 1 SP:Iteration 9Q (29.560179 sec): 3 clusters Score: Raw -9147.842096 + Penalty 733.932482 = -8413.909614 nChanged 0 SP:Iteration 10F (29.560739 sec): 3 clusters Score: Raw -9147.842096 + Penalty 733.932482 = -8413.909614 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 17 (1056 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.564643 sec): 2 clusters Score: Raw -49821.000417 + Penalty 946.160442 = -48874.839974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.566762 sec): 3 clusters Score: Raw -49413.372417 + Penalty 1893.722953 = -47519.649463 nChanged 334 SP:Iteration 1F (29.568840 sec): 3 clusters Score: Raw -49718.645104 + Penalty 1896.205127 = -47822.439977 nChanged 99 SP:Iteration 2F (29.570868 sec): 3 clusters Score: Raw -49941.961463 + Penalty 1903.405473 = -48038.555991 nChanged 93 SP:Iteration 3F (29.572868 sec): 3 clusters Score: Raw -50189.485848 + Penalty 1913.864180 = -48275.621668 nChanged 85 SP:Iteration 4F (29.574862 sec): 3 clusters Score: Raw -50338.062720 + Penalty 1922.182101 = -48415.880619 nChanged 58 SP:Iteration 5F (29.576853 sec): 3 clusters Score: Raw -50425.457572 + Penalty 1926.112715 = -48499.344857 nChanged 24 SP:Iteration 6Q (29.578738 sec): 3 clusters Score: Raw -50460.308137 + Penalty 1927.039427 = -48533.268709 nChanged 13 SP:Iteration 7Q (29.580598 sec): 3 clusters Score: Raw -50478.146831 + Penalty 1927.821355 = -48550.325476 nChanged 9 SP:Iteration 8Q (29.582482 sec): 3 clusters Score: Raw -50486.714162 + Penalty 1927.358637 = -48559.355525 nChanged 4 SP:Iteration 9Q (29.584361 sec): 3 clusters Score: Raw -50492.365154 + Penalty 1927.281237 = -48565.083917 nChanged 3 SP:Iteration 10F (29.586531 sec): 3 clusters Score: Raw -50495.642126 + Penalty 1927.476601 = -48568.165525 nChanged 3 SP:Iteration 11Q (29.588382 sec): 3 clusters Score: Raw -50501.526288 + Penalty 1927.453270 = -48574.073018 nChanged 2 SP:Iteration 12Q (29.590243 sec): 3 clusters Score: Raw -50503.094138 + Penalty 1927.418186 = -48575.675952 nChanged 1 SP:Iteration 13Q (29.592080 sec): 3 clusters Score: Raw -50503.444092 + Penalty 1927.418186 = -48576.025905 nChanged 0 SP:Iteration 14F (29.594074 sec): 3 clusters Score: Raw -50503.444092 + Penalty 1927.418186 = -48576.025905 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 18 (199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.595287 sec): 2 clusters Score: Raw -9031.727237 + Penalty 560.917411 = -8470.809827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.595853 sec): 3 clusters Score: Raw -9026.010295 + Penalty 1126.097632 = -7899.912663 nChanged 35 SP:Iteration 1F (29.596407 sec): 3 clusters Score: Raw -9072.779298 + Penalty 1125.791691 = -7946.987608 nChanged 8 SP:Iteration 2Q (29.596949 sec): 3 clusters Score: Raw -9086.981046 + Penalty 1126.468124 = -7960.512922 nChanged 5 SP:Iteration 3Q (29.597486 sec): 3 clusters Score: Raw -9095.194260 + Penalty 1127.083297 = -7968.110963 nChanged 1 SP:Iteration 4Q (29.598021 sec): 3 clusters Score: Raw -9095.639111 + Penalty 1127.083297 = -7968.555814 nChanged 0 SP:Iteration 5F (29.598572 sec): 3 clusters Score: Raw -9095.639111 + Penalty 1127.083297 = -7968.555814 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 19 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.599134 sec): 2 clusters Score: Raw -1036.100770 + Penalty 345.152587 = -690.948182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.599390 sec): 3 clusters Score: Raw -1101.180107 + Penalty 699.134452 = -402.045655 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 20 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.599910 sec): 2 clusters Score: Raw -1058.817015 + Penalty 374.125244 = -684.691771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.600159 sec): 3 clusters Score: Raw -1098.961430 + Penalty 747.504654 = -351.456775 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 21 (513 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.603163 sec): 2 clusters Score: Raw -18265.874298 + Penalty 905.485672 = -17360.388626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.604335 sec): 3 clusters Score: Raw -18176.182752 + Penalty 1810.621035 = -16365.561717 nChanged 113 SP:Iteration 1F (29.605447 sec): 3 clusters Score: Raw -18320.069987 + Penalty 1810.065906 = -16510.004080 nChanged 29 SP:Iteration 2F (29.606541 sec): 3 clusters Score: Raw -18366.850154 + Penalty 1809.498721 = -16557.351433 nChanged 17 SP:Iteration 3Q (29.607605 sec): 3 clusters Score: Raw -18392.630783 + Penalty 1809.679918 = -16582.950865 nChanged 13 SP:Iteration 4Q (29.608668 sec): 3 clusters Score: Raw -18405.174645 + Penalty 1809.714154 = -16595.460492 nChanged 6 SP:Iteration 5Q (29.609723 sec): 3 clusters Score: Raw -18414.465455 + Penalty 1809.510898 = -16604.954557 nChanged 2 SP:Iteration 6Q (29.610768 sec): 3 clusters Score: Raw -18416.820255 + Penalty 1809.507419 = -16607.312835 nChanged 1 SP:Iteration 7Q (29.611810 sec): 3 clusters Score: Raw -18418.659411 + Penalty 1809.488976 = -16609.170435 nChanged 1 SP:Iteration 8Q (29.612864 sec): 3 clusters Score: Raw -18419.376456 + Penalty 1809.488976 = -16609.887479 nChanged 0 SP:Iteration 9F (29.613954 sec): 3 clusters Score: Raw -18419.376456 + Penalty 1809.488976 = -16609.887479 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 22 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.615701 sec): 2 clusters Score: Raw -1469.817593 + Penalty 389.025502 = -1080.792091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.615977 sec): 3 clusters Score: Raw -1478.504145 + Penalty 779.458561 = -699.045584 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 23 (1591 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.621524 sec): 2 clusters Score: Raw -83023.802130 + Penalty 892.930332 = -82130.871798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.624633 sec): 3 clusters Score: Raw -82252.330974 + Penalty 1787.579052 = -80464.751922 nChanged 566 SP:Iteration 1F (29.627637 sec): 3 clusters Score: Raw -82598.083116 + Penalty 1789.976845 = -80808.106271 nChanged 143 SP:Iteration 2F (29.630551 sec): 3 clusters Score: Raw -82693.526143 + Penalty 1792.954657 = -80900.571486 nChanged 96 SP:Iteration 3F (29.633503 sec): 3 clusters Score: Raw -82760.800453 + Penalty 1796.731018 = -80964.069435 nChanged 71 SP:Iteration 4Q (29.636395 sec): 3 clusters Score: Raw -82812.356308 + Penalty 1803.227983 = -81009.128324 nChanged 71 SP:Iteration 5Q (29.639281 sec): 3 clusters Score: Raw -82878.027045 + Penalty 1808.433350 = -81069.593695 nChanged 66 SP:Iteration 6Q (29.642155 sec): 3 clusters Score: Raw -82931.194782 + Penalty 1815.954970 = -81115.239812 nChanged 58 SP:Iteration 7Q (29.645026 sec): 3 clusters Score: Raw -82986.743140 + Penalty 1824.623006 = -81162.120134 nChanged 50 SP:Iteration 8Q (29.647880 sec): 3 clusters Score: Raw -83034.697005 + Penalty 1833.521562 = -81201.175443 nChanged 32 SP:Iteration 9Q (29.650813 sec): 3 clusters Score: Raw -83063.029177 + Penalty 1843.811837 = -81219.217340 nChanged 27 SP:Iteration 10F (29.653716 sec): 3 clusters Score: Raw -83090.171906 + Penalty 1847.551376 = -81242.620530 nChanged 16 SP:Iteration 11Q (29.656512 sec): 3 clusters Score: Raw -83105.479091 + Penalty 1851.597799 = -81253.881292 nChanged 13 SP:Iteration 12Q (29.659278 sec): 3 clusters Score: Raw -83116.260560 + Penalty 1854.007907 = -81262.252653 nChanged 8 SP:Iteration 13Q (29.662044 sec): 3 clusters Score: Raw -83122.013363 + Penalty 1856.169440 = -81265.843923 nChanged 6 SP:Iteration 14Q (29.664798 sec): 3 clusters Score: Raw -83125.498741 + Penalty 1859.522422 = -81265.976319 nChanged 4 SP:Iteration 15Q (29.667628 sec): 3 clusters Score: Raw -83127.184338 + Penalty 1859.522422 = -81267.661916 nChanged 0 SP:Iteration 16F (29.670619 sec): 3 clusters Score: Raw -83127.184338 + Penalty 1859.522422 = -81267.661916 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 24 (697 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.674890 sec): 2 clusters Score: Raw -31907.908787 + Penalty 370.569278 = -31537.339509 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.676310 sec): 3 clusters Score: Raw -31513.599924 + Penalty 745.700470 = -30767.899454 nChanged 279 SP:Iteration 1F (29.677744 sec): 3 clusters Score: Raw -31710.336665 + Penalty 750.525255 = -30959.811410 nChanged 96 SP:Iteration 2F (29.679157 sec): 3 clusters Score: Raw -31831.402721 + Penalty 752.491727 = -31078.910993 nChanged 62 SP:Iteration 3F (29.680566 sec): 3 clusters Score: Raw -31914.884250 + Penalty 752.333776 = -31162.550474 nChanged 28 SP:Iteration 4Q (29.681930 sec): 3 clusters Score: Raw -31938.311940 + Penalty 752.475414 = -31185.836526 nChanged 19 SP:Iteration 5Q (29.683276 sec): 3 clusters Score: Raw -31947.160373 + Penalty 751.038446 = -31196.121928 nChanged 11 SP:Iteration 6Q (29.684612 sec): 3 clusters Score: Raw -31957.090644 + Penalty 747.806364 = -31209.284281 nChanged 14 SP:Iteration 7Q (29.685926 sec): 3 clusters Score: Raw -31969.701390 + Penalty 744.425711 = -31225.275679 nChanged 11 SP:Iteration 8Q (29.687237 sec): 3 clusters Score: Raw -31977.303266 + Penalty 741.716023 = -31235.587242 nChanged 9 SP:Iteration 9Q (29.688546 sec): 3 clusters Score: Raw -31984.404736 + Penalty 739.785305 = -31244.619431 nChanged 9 SP:Iteration 10F (29.689972 sec): 3 clusters Score: Raw -31987.598797 + Penalty 736.745792 = -31250.853005 nChanged 10 SP:Iteration 11Q (29.691304 sec): 3 clusters Score: Raw -31991.142667 + Penalty 736.453086 = -31254.689581 nChanged 7 SP:Iteration 12Q (29.692635 sec): 3 clusters Score: Raw -31996.072845 + Penalty 734.967559 = -31261.105286 nChanged 6 SP:Iteration 13Q (29.693945 sec): 3 clusters Score: Raw -31998.757070 + Penalty 733.792111 = -31264.964960 nChanged 7 SP:Iteration 14Q (29.695254 sec): 3 clusters Score: Raw -32000.468730 + Penalty 734.129310 = -31266.339420 nChanged 3 SP:Iteration 15Q (29.696559 sec): 3 clusters Score: Raw -32001.409017 + Penalty 735.663366 = -31265.745651 nChanged 4 SP:Iteration 16F (29.697997 sec): 3 clusters Score: Raw -32002.839804 + Penalty 736.758915 = -31266.080889 nChanged 3 SP:Iteration 17Q (29.699331 sec): 3 clusters Score: Raw -32004.357181 + Penalty 737.139569 = -31267.217611 nChanged 1 SP:Iteration 18Q (29.700659 sec): 3 clusters Score: Raw -32004.809193 + Penalty 737.139569 = -31267.669624 nChanged 0 SP:Iteration 19F (29.702068 sec): 3 clusters Score: Raw -32004.809193 + Penalty 737.139569 = -31267.669624 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 25 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.703742 sec): 2 clusters Score: Raw -2521.341067 + Penalty 622.555707 = -1898.785360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.704051 sec): 3 clusters Score: Raw -2721.956792 + Penalty 1244.920044 = -1477.036748 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 26 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.704600 sec): 2 clusters Score: Raw -801.283752 + Penalty 236.712881 = -564.570871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.704853 sec): 3 clusters Score: Raw -816.250003 + Penalty 473.388069 = -342.861933 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 27 (622 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.707253 sec): 2 clusters Score: Raw -28844.755799 + Penalty 156.441614 = -28688.314185 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.708612 sec): 3 clusters Score: Raw -28492.436922 + Penalty 313.288161 = -28179.148761 nChanged 253 SP:Iteration 1F (29.709895 sec): 3 clusters Score: Raw -28649.631464 + Penalty 313.444097 = -28336.187367 nChanged 41 SP:Iteration 2F (29.711174 sec): 3 clusters Score: Raw -28668.700254 + Penalty 313.650219 = -28355.050035 nChanged 30 SP:Iteration 3Q (29.712458 sec): 3 clusters Score: Raw -28680.230910 + Penalty 313.787252 = -28366.443658 nChanged 29 SP:Iteration 4Q (29.713760 sec): 3 clusters Score: Raw -28695.709473 + Penalty 313.467909 = -28382.241564 nChanged 30 SP:Iteration 5Q (29.715036 sec): 3 clusters Score: Raw -28705.089755 + Penalty 313.531591 = -28391.558164 nChanged 17 SP:Iteration 6Q (29.716322 sec): 3 clusters Score: Raw -28711.361841 + Penalty 313.349463 = -28398.012378 nChanged 18 SP:Iteration 7Q (29.717616 sec): 3 clusters Score: Raw -28718.491865 + Penalty 314.145185 = -28404.346681 nChanged 15 SP:Iteration 8Q (29.718892 sec): 3 clusters Score: Raw -28725.325679 + Penalty 312.089607 = -28413.236072 nChanged 20 SP:Iteration 9Q (29.720166 sec): 3 clusters Score: Raw -28735.596192 + Penalty 309.133295 = -28426.462896 nChanged 16 SP:Iteration 10F (29.721447 sec): 3 clusters Score: Raw -28744.072922 + Penalty 307.718917 = -28436.354005 nChanged 16 SP:Iteration 11Q (29.722731 sec): 3 clusters Score: Raw -28754.914074 + Penalty 303.023153 = -28451.890921 nChanged 17 SP:Iteration 12Q (29.724082 sec): 3 clusters Score: Raw -28768.706489 + Penalty 294.315827 = -28474.390662 nChanged 18 SP:Iteration 13Q (29.725461 sec): 3 clusters Score: Raw -28783.358108 + Penalty 291.653866 = -28491.704242 nChanged 16 SP:Iteration 14Q (29.726807 sec): 3 clusters Score: Raw -28798.718434 + Penalty 290.979640 = -28507.738794 nChanged 8 SP:Iteration 15Q (29.728127 sec): 3 clusters Score: Raw -28805.351545 + Penalty 291.551507 = -28513.800038 nChanged 5 SP:Iteration 16Q (29.729398 sec): 3 clusters Score: Raw -28808.010377 + Penalty 292.541863 = -28515.468514 nChanged 5 SP:Iteration 17Q (29.730672 sec): 3 clusters Score: Raw -28809.518690 + Penalty 291.826674 = -28517.692016 nChanged 3 SP:Iteration 18Q (29.731939 sec): 3 clusters Score: Raw -28810.473207 + Penalty 292.485176 = -28517.988031 nChanged 5 SP:Iteration 19Q (29.733158 sec): 3 clusters Score: Raw -28812.648110 + Penalty 290.855903 = -28521.792207 nChanged 7 SP:Iteration 20F (29.734439 sec): 3 clusters Score: Raw -28816.468704 + Penalty 290.942634 = -28525.526069 nChanged 10 SP:Iteration 21Q (29.735630 sec): 3 clusters Score: Raw -28823.722689 + Penalty 291.897627 = -28531.825062 nChanged 5 SP:Iteration 22Q (29.736806 sec): 3 clusters Score: Raw -28825.586619 + Penalty 294.845830 = -28530.740789 nChanged 3 SP:Iteration 23F (29.738084 sec): 3 clusters Score: Raw -28826.667022 + Penalty 294.898903 = -28531.768119 nChanged 3 SP:Iteration 24Q (29.739257 sec): 3 clusters Score: Raw -28827.349425 + Penalty 292.493350 = -28534.856075 nChanged 4 SP:Iteration 25Q (29.740429 sec): 3 clusters Score: Raw -28830.056169 + Penalty 287.666060 = -28542.390110 nChanged 8 SP:Iteration 26Q (29.741598 sec): 3 clusters Score: Raw -28837.043098 + Penalty 291.044501 = -28545.998597 nChanged 4 SP:Iteration 27Q (29.742760 sec): 3 clusters Score: Raw -28839.897320 + Penalty 274.473673 = -28565.423647 nChanged 4 SP:Iteration 28Q (29.743950 sec): 3 clusters Score: Raw -28843.099542 + Penalty 274.331042 = -28568.768500 nChanged 2 SP:Iteration 29Q (29.745106 sec): 3 clusters Score: Raw -28844.274175 + Penalty 275.145642 = -28569.128534 nChanged 2 SP:Iteration 30F (29.746423 sec): 3 clusters Score: Raw -28845.700495 + Penalty 274.810536 = -28570.889959 nChanged 1 SP:Iteration 31Q (29.747579 sec): 3 clusters Score: Raw -28847.468827 + Penalty 274.810536 = -28572.658292 nChanged 0 SP:Iteration 32F (29.748897 sec): 3 clusters Score: Raw -28847.468827 + Penalty 274.810536 = -28572.658292 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 28 (348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.750788 sec): 2 clusters Score: Raw -16269.943640 + Penalty 613.499808 = -15656.443832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.751646 sec): 3 clusters Score: Raw -16165.657559 + Penalty 1227.520013 = -14938.137546 nChanged 89 SP:Iteration 1F (29.752486 sec): 3 clusters Score: Raw -16271.574946 + Penalty 1226.747357 = -15044.827589 nChanged 30 SP:Iteration 2F (29.753327 sec): 3 clusters Score: Raw -16323.604808 + Penalty 1230.462108 = -15093.142700 nChanged 24 SP:Iteration 3F (29.754166 sec): 3 clusters Score: Raw -16361.320076 + Penalty 1236.027471 = -15125.292605 nChanged 14 SP:Iteration 4Q (29.754960 sec): 3 clusters Score: Raw -16380.644832 + Penalty 1240.039548 = -15140.605284 nChanged 10 SP:Iteration 5Q (29.755742 sec): 3 clusters Score: Raw -16392.944555 + Penalty 1244.348111 = -15148.596444 nChanged 6 SP:Iteration 6Q (29.756515 sec): 3 clusters Score: Raw -16399.405036 + Penalty 1249.300549 = -15150.104486 nChanged 5 SP:Iteration 7Q (29.757288 sec): 3 clusters Score: Raw -16404.920653 + Penalty 1252.133572 = -15152.787081 nChanged 4 SP:Iteration 8Q (29.758058 sec): 3 clusters Score: Raw -16409.194453 + Penalty 1253.926338 = -15155.268115 nChanged 3 SP:Iteration 9Q (29.758824 sec): 3 clusters Score: Raw -16413.320059 + Penalty 1255.039774 = -15158.280285 nChanged 2 SP:Iteration 10F (29.759630 sec): 3 clusters Score: Raw -16415.956145 + Penalty 1256.022419 = -15159.933726 nChanged 2 SP:Iteration 11Q (29.760396 sec): 3 clusters Score: Raw -16418.237609 + Penalty 1255.693265 = -15162.544344 nChanged 2 SP:Iteration 12Q (29.761162 sec): 3 clusters Score: Raw -16421.212897 + Penalty 1257.029288 = -15164.183609 nChanged 2 SP:Iteration 13Q (29.761928 sec): 3 clusters Score: Raw -16426.488853 + Penalty 1261.016458 = -15165.472396 nChanged 5 SP:Iteration 14Q (29.762694 sec): 3 clusters Score: Raw -16434.544907 + Penalty 1263.382780 = -15171.162127 nChanged 3 SP:Iteration 15Q (29.763456 sec): 3 clusters Score: Raw -16441.311359 + Penalty 1264.540497 = -15176.770863 nChanged 1 SP:Iteration 16Q (29.764213 sec): 3 clusters Score: Raw -16443.043312 + Penalty 1264.540497 = -15178.502815 nChanged 0 SP:Iteration 17F (29.765018 sec): 3 clusters Score: Raw -16443.043312 + Penalty 1264.540497 = -15178.502815 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 29 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.765935 sec): 2 clusters Score: Raw -602.972208 + Penalty 195.023578 = -407.948630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.766191 sec): 3 clusters Score: Raw -620.009058 + Penalty 405.221240 = -214.787818 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 30 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.767941 sec): 2 clusters Score: Raw -8095.063993 + Penalty 194.615616 = -7900.448377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.768525 sec): 3 clusters Score: Raw -7999.710671 + Penalty 390.789754 = -7608.920917 nChanged 56 SP:Iteration 1F (29.769097 sec): 3 clusters Score: Raw -8077.565529 + Penalty 385.938786 = -7691.626744 nChanged 22 SP:Iteration 2F (29.769669 sec): 3 clusters Score: Raw -8109.106282 + Penalty 376.742824 = -7732.363457 nChanged 3 SP:Iteration 3Q (29.770268 sec): 3 clusters Score: Raw -8114.048129 + Penalty 369.912897 = -7744.135232 nChanged 2 SP:Iteration 4Q (29.770824 sec): 3 clusters Score: Raw -8117.798480 + Penalty 376.222681 = -7741.575798 nChanged 1 SP:Iteration 5F (29.771378 sec): 3 clusters Score: Raw -8119.961766 + Penalty 376.222681 = -7743.739085 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 31 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.772391 sec): 2 clusters Score: Raw -780.750278 + Penalty 241.731065 = -539.019213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.772638 sec): 3 clusters Score: Raw -787.673162 + Penalty 465.804781 = -321.868381 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 32 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.773414 sec): 2 clusters Score: Raw -370.912344 + Penalty 162.484358 = -208.427985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.773635 sec): 3 clusters Score: Raw -365.323295 + Penalty 329.526824 = -35.796472 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 33 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.774428 sec): 2 clusters Score: Raw -927.749712 + Penalty 263.026306 = -664.723406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.774672 sec): 3 clusters Score: Raw -960.238594 + Penalty 529.033585 = -431.205009 nChanged 1 SP:Iteration 1F (29.774915 sec): 3 clusters Score: Raw -963.631445 + Penalty 529.033585 = -434.597860 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 34 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.775687 sec): 2 clusters Score: Raw -564.717369 + Penalty 245.350059 = -319.367310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.775918 sec): 3 clusters Score: Raw -587.953344 + Penalty 489.122395 = -98.830949 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 35 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.776670 sec): 2 clusters Score: Raw -245.326843 + Penalty 136.045624 = -109.281219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.776882 sec): 3 clusters Score: Raw -246.783292 + Penalty 259.977754 = 13.194463 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 36 (83 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.777837 sec): 2 clusters Score: Raw -3730.753329 + Penalty 559.895271 = -3170.858058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.778200 sec): 3 clusters Score: Raw -3807.431032 + Penalty 1120.035270 = -2687.395762 nChanged 1 SP:Iteration 1Q (29.778540 sec): 3 clusters Score: Raw -3816.153168 + Penalty 1119.515301 = -2696.637867 nChanged 1 SP:Iteration 2Q (29.778878 sec): 3 clusters Score: Raw -3818.525693 + Penalty 1119.515301 = -2699.010392 nChanged 0 SP:Iteration 3F (29.779234 sec): 3 clusters Score: Raw -3818.525693 + Penalty 1119.515301 = -2699.010392 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 37 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.780025 sec): 2 clusters Score: Raw -593.858694 + Penalty 249.612424 = -344.246270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.780257 sec): 3 clusters Score: Raw -611.560146 + Penalty 506.394775 = -105.165372 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 38 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.781123 sec): 2 clusters Score: Raw -1748.787528 + Penalty 165.334154 = -1583.453374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.781433 sec): 3 clusters Score: Raw -1760.006458 + Penalty 328.627226 = -1431.379231 nChanged 4 SP:Iteration 1F (29.781720 sec): 3 clusters Score: Raw -1765.634977 + Penalty 329.067365 = -1436.567611 nChanged 2 SP:Iteration 2Q (29.782000 sec): 3 clusters Score: Raw -1770.999812 + Penalty 326.247371 = -1444.752441 nChanged 1 SP:Iteration 3Q (29.782277 sec): 3 clusters Score: Raw -1772.129742 + Penalty 326.247371 = -1445.882371 nChanged 0 SP:Iteration 4F (29.782563 sec): 3 clusters Score: Raw -1772.129742 + Penalty 326.247371 = -1445.882371 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 39 (311 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.784127 sec): 2 clusters Score: Raw -13038.779604 + Penalty 859.050081 = -12179.729523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.784903 sec): 3 clusters Score: Raw -13053.289358 + Penalty 1716.334593 = -11336.954765 nChanged 53 SP:Iteration 1F (29.785647 sec): 3 clusters Score: Raw -13148.050869 + Penalty 1716.072233 = -11431.978636 nChanged 6 SP:Iteration 2Q (29.786366 sec): 3 clusters Score: Raw -13167.072498 + Penalty 1715.910883 = -11451.161614 nChanged 5 SP:Iteration 3Q (29.787079 sec): 3 clusters Score: Raw -13174.341556 + Penalty 1715.981601 = -11458.359955 nChanged 3 SP:Iteration 4Q (29.787789 sec): 3 clusters Score: Raw -13178.912261 + Penalty 1715.981601 = -11462.930660 nChanged 0 SP:Iteration 5F (29.788530 sec): 3 clusters Score: Raw -13178.912261 + Penalty 1715.981601 = -11462.930660 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 40 (117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.789745 sec): 2 clusters Score: Raw -5472.670586 + Penalty 183.738591 = -5288.931995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.790166 sec): 3 clusters Score: Raw -5429.583794 + Penalty 368.556546 = -5061.027248 nChanged 35 SP:Iteration 1F (29.790578 sec): 3 clusters Score: Raw -5462.317990 + Penalty 369.709796 = -5092.608194 nChanged 12 SP:Iteration 2F (29.790989 sec): 3 clusters Score: Raw -5472.594074 + Penalty 369.710840 = -5102.883233 nChanged 2 SP:Iteration 3Q (29.791395 sec): 3 clusters Score: Raw -5474.624917 + Penalty 371.213133 = -5103.411783 nChanged 3 SP:Iteration 4Q (29.791801 sec): 3 clusters Score: Raw -5479.929520 + Penalty 372.259095 = -5107.670425 nChanged 2 SP:Iteration 5Q (29.792204 sec): 3 clusters Score: Raw -5483.652564 + Penalty 371.505931 = -5112.146634 nChanged 1 SP:Iteration 6Q (29.792611 sec): 3 clusters Score: Raw -5484.372313 + Penalty 370.956019 = -5113.416294 nChanged 1 SP:Iteration 7Q (29.793015 sec): 3 clusters Score: Raw -5484.740293 + Penalty 369.699439 = -5115.040854 nChanged 2 SP:Iteration 8Q (29.793419 sec): 3 clusters Score: Raw -5486.046263 + Penalty 369.257651 = -5116.788613 nChanged 1 SP:Iteration 9Q (29.793822 sec): 3 clusters Score: Raw -5487.834228 + Penalty 369.844154 = -5117.990074 nChanged 1 SP:Iteration 10F (29.794232 sec): 3 clusters Score: Raw -5492.663947 + Penalty 369.349107 = -5123.314840 nChanged 3 SP:Iteration 11Q (29.794633 sec): 3 clusters Score: Raw -5499.691163 + Penalty 369.629607 = -5130.061556 nChanged 1 SP:Iteration 12Q (29.795032 sec): 3 clusters Score: Raw -5500.316358 + Penalty 370.580090 = -5129.736268 nChanged 2 SP:Iteration 13F (29.795443 sec): 3 clusters Score: Raw -5501.503785 + Penalty 371.214806 = -5130.288979 nChanged 1 SP:Iteration 14Q (29.795842 sec): 3 clusters Score: Raw -5501.865630 + Penalty 371.214806 = -5130.650823 nChanged 0 SP:Iteration 15F (29.796252 sec): 3 clusters Score: Raw -5501.865630 + Penalty 371.214806 = -5130.650823 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 41 (205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.798017 sec): 2 clusters Score: Raw -9888.633249 + Penalty 709.735675 = -9178.897574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.798618 sec): 3 clusters Score: Raw -9888.216516 + Penalty 1420.767646 = -8467.448870 nChanged 35 SP:Iteration 1F (29.799199 sec): 3 clusters Score: Raw -9954.530480 + Penalty 1421.783316 = -8532.747164 nChanged 8 SP:Iteration 2Q (29.799745 sec): 3 clusters Score: Raw -9972.789929 + Penalty 1423.213512 = -8549.576417 nChanged 3 SP:Iteration 3Q (29.800286 sec): 3 clusters Score: Raw -9977.970393 + Penalty 1423.735288 = -8554.235105 nChanged 1 SP:Iteration 4Q (29.800827 sec): 3 clusters Score: Raw -9981.524610 + Penalty 1423.505609 = -8558.019001 nChanged 1 SP:Iteration 5Q (29.801385 sec): 3 clusters Score: Raw -9985.688631 + Penalty 1423.505609 = -8562.183022 nChanged 0 SP:Iteration 6F (29.801947 sec): 3 clusters Score: Raw -9985.688631 + Penalty 1423.505609 = -8562.183022 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 42 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.803021 sec): 2 clusters Score: Raw -1900.426419 + Penalty 484.549690 = -1415.876729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.803307 sec): 3 clusters Score: Raw -1996.262987 + Penalty 969.495106 = -1026.767881 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 (29.804089 sec): 2 clusters Score: Raw -205.186432 + Penalty 118.541982 = -86.644450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.804305 sec): 3 clusters Score: Raw -199.271195 + Penalty 237.453861 = 38.182665 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 44 (207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.805914 sec): 2 clusters Score: Raw -10758.235507 + Penalty 802.304341 = -9955.931166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.806489 sec): 3 clusters Score: Raw -10791.361422 + Penalty 1604.688610 = -9186.672812 nChanged 21 SP:Iteration 1F (29.807056 sec): 3 clusters Score: Raw -10839.990092 + Penalty 1604.579646 = -9235.410447 nChanged 5 SP:Iteration 2Q (29.807604 sec): 3 clusters Score: Raw -10857.342035 + Penalty 1604.635803 = -9252.706232 nChanged 4 SP:Iteration 3Q (29.808146 sec): 3 clusters Score: Raw -10865.214406 + Penalty 1604.721309 = -9260.493097 nChanged 1 SP:Iteration 4Q (29.808685 sec): 3 clusters Score: Raw -10865.898642 + Penalty 1604.721309 = -9261.177333 nChanged 0 SP:Iteration 5F (29.809251 sec): 3 clusters Score: Raw -10865.898642 + Penalty 1604.721309 = -9261.177333 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 45 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.810215 sec): 2 clusters Score: Raw -2057.206951 + Penalty 478.575615 = -1578.631336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.810499 sec): 3 clusters Score: Raw -2147.613459 + Penalty 958.681526 = -1188.931933 nChanged 1 SP:Iteration 1Q (29.810770 sec): 3 clusters Score: Raw -2155.331032 + Penalty 958.681526 = -1196.649506 nChanged 0 SP:Iteration 2F (29.811048 sec): 3 clusters Score: Raw -2155.331032 + Penalty 958.681526 = -1196.649506 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 46 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.811838 sec): 2 clusters Score: Raw -620.709380 + Penalty 258.940223 = -361.769157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.812070 sec): 3 clusters Score: Raw -638.784557 + Penalty 512.376955 = -126.407602 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 47 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.812830 sec): 2 clusters Score: Raw -254.341354 + Penalty 155.194615 = -99.146738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.813046 sec): 3 clusters Score: Raw -256.201763 + Penalty 313.332651 = 57.130888 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 48 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.813975 sec): 2 clusters Score: Raw -2643.404705 + Penalty 122.739898 = -2520.664807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.814296 sec): 3 clusters Score: Raw -2619.655208 + Penalty 245.618856 = -2374.036352 nChanged 8 SP:Iteration 1F (29.814619 sec): 3 clusters Score: Raw -2632.260270 + Penalty 247.391952 = -2384.868318 nChanged 3 SP:Iteration 2Q (29.814934 sec): 3 clusters Score: Raw -2635.531056 + Penalty 248.282651 = -2387.248405 nChanged 1 SP:Iteration 3Q (29.815246 sec): 3 clusters Score: Raw -2635.883189 + Penalty 246.960303 = -2388.922886 nChanged 1 SP:Iteration 4Q (29.815557 sec): 3 clusters Score: Raw -2637.901588 + Penalty 246.559754 = -2391.341834 nChanged 1 SP:Iteration 5Q (29.815867 sec): 3 clusters Score: Raw -2639.118994 + Penalty 246.559754 = -2392.559240 nChanged 0 SP:Iteration 6F (29.816180 sec): 3 clusters Score: Raw -2639.118994 + Penalty 246.559754 = -2392.559240 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 49 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.816998 sec): 2 clusters Score: Raw -856.905355 + Penalty 276.932926 = -579.972429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.817243 sec): 3 clusters Score: Raw -901.004983 + Penalty 553.865852 = -347.139131 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 50 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.818113 sec): 2 clusters Score: Raw -1711.709448 + Penalty 206.622873 = -1505.086575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.818405 sec): 3 clusters Score: Raw -1737.157603 + Penalty 419.667317 = -1317.490286 nChanged 2 SP:Iteration 1Q (29.818684 sec): 3 clusters Score: Raw -1742.655614 + Penalty 416.989993 = -1325.665621 nChanged 1 SP:Iteration 2Q (29.818962 sec): 3 clusters Score: Raw -1745.780702 + Penalty 416.989993 = -1328.790709 nChanged 0 SP:Iteration 3F (29.819246 sec): 3 clusters Score: Raw -1745.780702 + Penalty 416.989993 = -1328.790709 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 51 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.820072 sec): 2 clusters Score: Raw -1264.007828 + Penalty 297.640904 = -966.366925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.820335 sec): 3 clusters Score: Raw -1308.368573 + Penalty 596.000581 = -712.367992 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 52 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.821101 sec): 2 clusters Score: Raw -540.386791 + Penalty 321.345801 = -219.040990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.821322 sec): 3 clusters Score: Raw -530.778768 + Penalty 661.256312 = 130.477544 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 53 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.822161 sec): 2 clusters Score: Raw -1908.460639 + Penalty 518.826556 = -1389.634083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.822438 sec): 3 clusters Score: Raw -2017.120635 + Penalty 1032.479705 = -984.640930 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 54 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.823736 sec): 2 clusters Score: Raw -8822.263351 + Penalty 493.849914 = -8328.413437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.824266 sec): 3 clusters Score: Raw -8756.736407 + Penalty 988.493478 = -7768.242929 nChanged 36 SP:Iteration 1F (29.824796 sec): 3 clusters Score: Raw -8796.025479 + Penalty 989.780833 = -7806.244645 nChanged 12 SP:Iteration 2F (29.825336 sec): 3 clusters Score: Raw -8812.337355 + Penalty 990.862943 = -7821.474412 nChanged 4 SP:Iteration 3Q (29.825854 sec): 3 clusters Score: Raw -8815.617834 + Penalty 990.889895 = -7824.727939 nChanged 2 SP:Iteration 4Q (29.826373 sec): 3 clusters Score: Raw -8817.354526 + Penalty 990.360136 = -7826.994390 nChanged 1 SP:Iteration 5Q (29.826905 sec): 3 clusters Score: Raw -8817.943420 + Penalty 989.530976 = -7828.412444 nChanged 1 SP:Iteration 6Q (29.827429 sec): 3 clusters Score: Raw -8818.438463 + Penalty 989.530976 = -7828.907487 nChanged 0 SP:Iteration 7F (29.827958 sec): 3 clusters Score: Raw -8818.438463 + Penalty 989.530976 = -7828.907487 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 55 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.828893 sec): 2 clusters Score: Raw -916.629564 + Penalty 280.901077 = -635.728487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.829135 sec): 3 clusters Score: Raw -930.849646 + Penalty 564.347822 = -366.501824 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 56 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.829910 sec): 2 clusters Score: Raw -467.384941 + Penalty 222.448359 = -244.936582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.830115 sec): 2 clusters Score: Raw -467.384941 + Penalty 222.448359 = -244.936582 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 57 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.830860 sec): 2 clusters Score: Raw -95.161032 + Penalty 49.651782 = -45.509249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.831054 sec): 2 clusters Score: Raw -95.161032 + Penalty 49.651782 = -45.509249 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 58 (139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.832182 sec): 2 clusters Score: Raw -7514.235621 + Penalty 639.690738 = -6874.544882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.832653 sec): 3 clusters Score: Raw -7533.546469 + Penalty 1280.291102 = -6253.255367 nChanged 14 SP:Iteration 1F (29.833128 sec): 3 clusters Score: Raw -7566.296243 + Penalty 1279.927026 = -6286.369216 nChanged 1 SP:Iteration 2Q (29.833566 sec): 3 clusters Score: Raw -7568.485809 + Penalty 1279.727835 = -6288.757974 nChanged 1 SP:Iteration 3Q (29.834010 sec): 3 clusters Score: Raw -7571.482354 + Penalty 1279.304543 = -6292.177811 nChanged 2 SP:Iteration 4Q (29.834448 sec): 3 clusters Score: Raw -7575.283775 + Penalty 1279.448470 = -6295.835305 nChanged 1 SP:Iteration 5Q (29.834900 sec): 3 clusters Score: Raw -7582.444040 + Penalty 1279.448470 = -6302.995570 nChanged 0 SP:Iteration 6F (29.835358 sec): 3 clusters Score: Raw -7582.444040 + Penalty 1279.448470 = -6302.995570 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 60 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.836232 sec): 2 clusters Score: Raw -312.413292 + Penalty 199.866870 = -112.546422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.836453 sec): 3 clusters Score: Raw -314.853381 + Penalty 399.733740 = 84.880358 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 61 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.837203 sec): 2 clusters Score: Raw -109.213572 + Penalty 72.919002 = -36.294570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.837396 sec): 2 clusters Score: Raw -109.213572 + Penalty 72.919002 = -36.294570 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 62 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.838185 sec): 2 clusters Score: Raw -458.751819 + Penalty 169.958361 = -288.793458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.838413 sec): 3 clusters Score: Raw -469.509715 + Penalty 330.566789 = -138.942926 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 63 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.839203 sec): 2 clusters Score: Raw -822.959908 + Penalty 351.980284 = -470.979625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.839440 sec): 3 clusters Score: Raw -853.314742 + Penalty 695.509294 = -157.805448 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 64 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.840222 sec): 2 clusters Score: Raw -660.950613 + Penalty 243.750242 = -417.200371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.840456 sec): 3 clusters Score: Raw -683.403444 + Penalty 489.612482 = -193.790962 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 65 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.841210 sec): 2 clusters Score: Raw -231.799178 + Penalty 148.076409 = -83.722769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.841427 sec): 3 clusters Score: Raw -234.434938 + Penalty 291.512490 = 57.077552 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 66 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.842250 sec): 2 clusters Score: Raw -1552.603670 + Penalty 367.551317 = -1185.052353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.842518 sec): 3 clusters Score: Raw -1598.457491 + Penalty 735.910326 = -862.547165 nChanged 1 SP:Iteration 1Q (29.842779 sec): 3 clusters Score: Raw -1600.734909 + Penalty 735.910326 = -864.824583 nChanged 0 SP:Iteration 2F (29.843045 sec): 3 clusters Score: Raw -1600.734909 + Penalty 735.910326 = -864.824583 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 67 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.843905 sec): 2 clusters Score: Raw -2073.746054 + Penalty 93.111341 = -1980.634714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.844203 sec): 3 clusters Score: Raw -2059.646964 + Penalty 195.168600 = -1864.478364 nChanged 12 SP:Iteration 1F (29.844495 sec): 3 clusters Score: Raw -2079.443751 + Penalty 199.227866 = -1880.215886 nChanged 3 SP:Iteration 2F (29.844782 sec): 3 clusters Score: Raw -2081.540904 + Penalty 189.393645 = -1892.147259 nChanged 1 SP:Iteration 3Q (29.845068 sec): 3 clusters Score: Raw -2082.475901 + Penalty 189.393645 = -1893.082256 nChanged 0 SP:Iteration 4F (29.845354 sec): 3 clusters Score: Raw -2082.475901 + Penalty 189.393645 = -1893.082256 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 68 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.846126 sec): 2 clusters Score: Raw -413.891867 + Penalty 213.238082 = -200.653785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.846350 sec): 3 clusters Score: Raw -422.978794 + Penalty 421.349218 = -1.629576 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 69 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.847116 sec): 2 clusters Score: Raw -491.656305 + Penalty 137.528042 = -354.128263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.847344 sec): 3 clusters Score: Raw -508.187551 + Penalty 270.973177 = -237.214374 nChanged 1 SP:Iteration 1F (29.847569 sec): 3 clusters Score: Raw -512.241672 + Penalty 270.973177 = -241.268495 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 70 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.848363 sec): 2 clusters Score: Raw -793.809810 + Penalty 322.329617 = -471.480194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.848600 sec): 3 clusters Score: Raw -808.331137 + Penalty 650.674598 = -157.656538 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 71 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.849352 sec): 2 clusters Score: Raw -170.163701 + Penalty 128.011530 = -42.152171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.849548 sec): 2 clusters Score: Raw -170.163701 + Penalty 128.011530 = -42.152171 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 72 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.850291 sec): 2 clusters Score: Raw -109.775124 + Penalty 90.293570 = -19.481554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.850486 sec): 2 clusters Score: Raw -109.775124 + Penalty 90.293570 = -19.481554 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 73 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.851246 sec): 2 clusters Score: Raw -355.524517 + Penalty 155.660409 = -199.864108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.851467 sec): 3 clusters Score: Raw -355.952980 + Penalty 304.702432 = -51.250547 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 74 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.852384 sec): 2 clusters Score: Raw -2477.250017 + Penalty 267.451909 = -2209.798108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.852721 sec): 3 clusters Score: Raw -2495.502849 + Penalty 531.893649 = -1963.609200 nChanged 8 SP:Iteration 1F (29.853048 sec): 3 clusters Score: Raw -2521.742780 + Penalty 536.636983 = -1985.105797 nChanged 3 SP:Iteration 2Q (29.853362 sec): 3 clusters Score: Raw -2529.451519 + Penalty 536.636983 = -1992.814537 nChanged 0 SP:Iteration 3F (29.853689 sec): 3 clusters Score: Raw -2529.451519 + Penalty 536.636983 = -1992.814537 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 75 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.854471 sec): 2 clusters Score: Raw -497.843126 + Penalty 196.383136 = -301.459990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.854697 sec): 3 clusters Score: Raw -510.293238 + Penalty 394.833197 = -115.460042 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 76 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.855474 sec): 2 clusters Score: Raw -792.477332 + Penalty 359.204630 = -433.272702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.855709 sec): 3 clusters Score: Raw -819.469829 + Penalty 724.207994 = -95.261834 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 77 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.856475 sec): 2 clusters Score: Raw -533.617466 + Penalty 252.217279 = -281.400187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.856700 sec): 3 clusters Score: Raw -541.764722 + Penalty 468.048034 = -73.716688 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 78 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.857456 sec): 2 clusters Score: Raw -372.821083 + Penalty 183.818938 = -189.002145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.857677 sec): 3 clusters Score: Raw -376.195291 + Penalty 367.402031 = -8.793260 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 79 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.858503 sec): 2 clusters Score: Raw -1416.611438 + Penalty 403.529596 = -1013.081842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.858762 sec): 3 clusters Score: Raw -1468.903968 + Penalty 808.548935 = -660.355034 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 80 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.859755 sec): 2 clusters Score: Raw -4690.042949 + Penalty 495.100238 = -4194.942711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.860132 sec): 3 clusters Score: Raw -4696.362376 + Penalty 991.474456 = -3704.887920 nChanged 11 SP:Iteration 1F (29.860503 sec): 3 clusters Score: Raw -4713.272706 + Penalty 991.829762 = -3721.442943 nChanged 1 SP:Iteration 2Q (29.860868 sec): 3 clusters Score: Raw -4715.549257 + Penalty 991.854901 = -3723.694356 nChanged 1 SP:Iteration 3Q (29.861231 sec): 3 clusters Score: Raw -4717.937564 + Penalty 991.854901 = -3726.082663 nChanged 0 SP:Iteration 4F (29.861600 sec): 3 clusters Score: Raw -4717.937564 + Penalty 991.854901 = -3726.082663 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 81 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.862367 sec): 2 clusters Score: Raw -229.147964 + Penalty 161.060969 = -68.086995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.862582 sec): 3 clusters Score: Raw -216.796767 + Penalty 322.121938 = 105.325171 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 82 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.863340 sec): 2 clusters Score: Raw -360.705446 + Penalty 240.236543 = -120.468903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.863559 sec): 3 clusters Score: Raw -348.817647 + Penalty 480.438675 = 131.621029 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 (29.864317 sec): 2 clusters Score: Raw -441.173294 + Penalty 223.250573 = -217.922721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.864539 sec): 3 clusters Score: Raw -441.790581 + Penalty 446.501147 = 4.710565 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 84 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.865284 sec): 2 clusters Score: Raw -160.554823 + Penalty 99.829494 = -60.725329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.865497 sec): 3 clusters Score: Raw -152.742247 + Penalty 212.527373 = 59.785126 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 85 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.866239 sec): 2 clusters Score: Raw -50.348172 + Penalty 0.000000 = -50.348172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.866430 sec): 2 clusters Score: Raw -50.348172 + Penalty 0.000000 = -50.348172 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 86 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.867364 sec): 2 clusters Score: Raw -3989.943735 + Penalty 564.293712 = -3425.650023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.867714 sec): 3 clusters Score: Raw -4031.584018 + Penalty 1129.434025 = -2902.149992 nChanged 4 SP:Iteration 1F (29.868060 sec): 3 clusters Score: Raw -4044.580873 + Penalty 1130.091580 = -2914.489293 nChanged 1 SP:Iteration 2Q (29.868390 sec): 3 clusters Score: Raw -4047.316403 + Penalty 1130.091580 = -2917.224823 nChanged 0 SP:Iteration 3F (29.868731 sec): 3 clusters Score: Raw -4047.316403 + Penalty 1130.091580 = -2917.224823 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 87 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.869579 sec): 2 clusters Score: Raw -523.895968 + Penalty 269.337573 = -254.558395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.869807 sec): 3 clusters Score: Raw -535.223690 + Penalty 557.920396 = 22.696707 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 88 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.870686 sec): 2 clusters Score: Raw -2608.903419 + Penalty 556.033279 = -2052.870140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.870985 sec): 3 clusters Score: Raw -2688.630997 + Penalty 1111.648345 = -1576.982652 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 89 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.871842 sec): 2 clusters Score: Raw -2152.012044 + Penalty 463.866555 = -1688.145490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.872128 sec): 3 clusters Score: Raw -2201.344332 + Penalty 927.289988 = -1274.054343 nChanged 1 SP:Iteration 1Q (29.872402 sec): 3 clusters Score: Raw -2204.782373 + Penalty 927.289988 = -1277.492385 nChanged 0 SP:Iteration 2F (29.872686 sec): 3 clusters Score: Raw -2204.782373 + Penalty 927.289988 = -1277.492385 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 91 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.873461 sec): 2 clusters Score: Raw -519.472148 + Penalty 218.969486 = -300.502662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.873687 sec): 3 clusters Score: Raw -521.750144 + Penalty 441.477035 = -80.273109 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 92 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.874436 sec): 2 clusters Score: Raw -239.417096 + Penalty 193.798474 = -45.618622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.874650 sec): 3 clusters Score: Raw -229.247627 + Penalty 391.844407 = 162.596780 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 93 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.875396 sec): 2 clusters Score: Raw -209.293270 + Penalty 141.250702 = -68.042568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.875611 sec): 3 clusters Score: Raw -205.491946 + Penalty 290.940821 = 85.448875 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 94 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.876353 sec): 2 clusters Score: Raw -154.687647 + Penalty 89.076157 = -65.611490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.876549 sec): 2 clusters Score: Raw -154.687647 + Penalty 89.076157 = -65.611490 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 95 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.877323 sec): 2 clusters Score: Raw -776.725155 + Penalty 306.836820 = -469.888335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.877559 sec): 3 clusters Score: Raw -801.108948 + Penalty 636.563100 = -164.545848 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 96 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.878309 sec): 2 clusters Score: Raw -191.450590 + Penalty 92.359165 = -99.091424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.878516 sec): 3 clusters Score: Raw -192.324768 + Penalty 162.160654 = -30.164115 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 97 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.879280 sec): 2 clusters Score: Raw -472.356815 + Penalty 215.171195 = -257.185620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.879523 sec): 3 clusters Score: Raw -477.856950 + Penalty 443.213064 = -34.643887 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 98 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.880330 sec): 2 clusters Score: Raw -1344.690066 + Penalty 366.335699 = -978.354367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.880587 sec): 3 clusters Score: Raw -1364.390197 + Penalty 730.694748 = -633.695449 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 99 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.881384 sec): 2 clusters Score: Raw -278.565221 + Penalty 168.340178 = -110.225043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.881618 sec): 3 clusters Score: Raw -270.263841 + Penalty 338.126382 = 67.862541 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 100 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.882480 sec): 2 clusters Score: Raw -372.235595 + Penalty 142.979669 = -229.255925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.882708 sec): 3 clusters Score: Raw -388.334538 + Penalty 285.959339 = -102.375199 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 101 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.883550 sec): 2 clusters Score: Raw -307.204098 + Penalty 155.932314 = -151.271784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.883771 sec): 3 clusters Score: Raw -305.856748 + Penalty 300.037324 = -5.819424 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 102 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.884585 sec): 2 clusters Score: Raw -857.081428 + Penalty 272.801455 = -584.279973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.884830 sec): 3 clusters Score: Raw -888.668297 + Penalty 552.680328 = -335.987969 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 103 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.885599 sec): 2 clusters Score: Raw -374.847262 + Penalty 187.923340 = -186.923922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.885821 sec): 3 clusters Score: Raw -367.899103 + Penalty 388.006419 = 20.107316 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 104 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.886573 sec): 2 clusters Score: Raw -109.365657 + Penalty 79.884654 = -29.481003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.886769 sec): 2 clusters Score: Raw -109.365657 + Penalty 79.884654 = -29.481003 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 106 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.887555 sec): 2 clusters Score: Raw -783.428871 + Penalty 352.064116 = -431.364754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.887794 sec): 3 clusters Score: Raw -821.180386 + Penalty 704.713813 = -116.466573 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 107 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.888559 sec): 2 clusters Score: Raw -311.078070 + Penalty 168.556423 = -142.521647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.888780 sec): 3 clusters Score: Raw -312.658270 + Penalty 337.112847 = 24.454577 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 108 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.889553 sec): 2 clusters Score: Raw -687.514891 + Penalty 270.843900 = -416.670991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.889811 sec): 3 clusters Score: Raw -700.654951 + Penalty 549.464646 = -151.190305 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 109 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.890593 sec): 2 clusters Score: Raw -712.691015 + Penalty 223.113797 = -489.577218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.890828 sec): 3 clusters Score: Raw -727.500668 + Penalty 441.850940 = -285.649728 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 110 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.891568 sec): 2 clusters Score: Raw -51.734018 + Penalty 0.000000 = -51.734018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.891759 sec): 2 clusters Score: Raw -51.734018 + Penalty 0.000000 = -51.734018 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 111 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.892537 sec): 2 clusters Score: Raw -812.556232 + Penalty 384.134619 = -428.421614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.892775 sec): 3 clusters Score: Raw -838.309868 + Penalty 766.696263 = -71.613605 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 112 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.893532 sec): 2 clusters Score: Raw -255.038054 + Penalty 176.560622 = -78.477432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.893749 sec): 3 clusters Score: Raw -254.368976 + Penalty 354.112359 = 99.743383 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 113 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.894503 sec): 2 clusters Score: Raw -228.777426 + Penalty 166.801131 = -61.976295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.894717 sec): 3 clusters Score: Raw -215.956412 + Penalty 333.602262 = 117.645850 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 114 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.895499 sec): 2 clusters Score: Raw -645.974190 + Penalty 177.343954 = -468.630236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.895734 sec): 3 clusters Score: Raw -668.617955 + Penalty 352.205652 = -316.412303 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 115 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.896492 sec): 2 clusters Score: Raw -344.746770 + Penalty 183.898993 = -160.847777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.896713 sec): 3 clusters Score: Raw -348.298634 + Penalty 348.384797 = 0.086164 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 116 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.897494 sec): 2 clusters Score: Raw -944.915865 + Penalty 403.283237 = -541.632628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.897733 sec): 3 clusters Score: Raw -992.360100 + Penalty 806.534146 = -185.825954 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 117 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.898483 sec): 2 clusters Score: Raw -215.024169 + Penalty 135.643694 = -79.380475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.898697 sec): 3 clusters Score: Raw -207.237985 + Penalty 275.426258 = 68.188273 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 118 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.899454 sec): 2 clusters Score: Raw -112.275989 + Penalty 83.960390 = -28.315599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.899649 sec): 2 clusters Score: Raw -112.275989 + Penalty 83.960390 = -28.315599 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 119 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.900403 sec): 2 clusters Score: Raw -341.419740 + Penalty 235.242478 = -106.177262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.900623 sec): 3 clusters Score: Raw -337.622641 + Penalty 470.484956 = 132.862315 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 120 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.901409 sec): 2 clusters Score: Raw -846.480656 + Penalty 272.445986 = -574.034670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.901647 sec): 3 clusters Score: Raw -866.760092 + Penalty 544.937629 = -321.822463 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 121 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.902386 sec): 2 clusters Score: Raw -50.207733 + Penalty 0.000000 = -50.207733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.902578 sec): 2 clusters Score: Raw -50.207733 + Penalty 0.000000 = -50.207733 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 122 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.903332 sec): 2 clusters Score: Raw -104.508700 + Penalty 67.984745 = -36.523955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.903538 sec): 3 clusters Score: Raw -96.930932 + Penalty 135.969491 = 39.038559 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 123 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.904286 sec): 2 clusters Score: Raw -169.659228 + Penalty 132.136185 = -37.523042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.904482 sec): 2 clusters Score: Raw -169.659228 + Penalty 132.136185 = -37.523042 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 125 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.905242 sec): 2 clusters Score: Raw -441.098119 + Penalty 216.053381 = -225.044738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.905468 sec): 3 clusters Score: Raw -453.897062 + Penalty 429.225682 = -24.671381 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 126 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.906211 sec): 2 clusters Score: Raw -158.728287 + Penalty 93.021408 = -65.706879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.906421 sec): 3 clusters Score: Raw -151.948367 + Penalty 177.579406 = 25.631040 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 127 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.907199 sec): 2 clusters Score: Raw -802.427202 + Penalty 348.432277 = -453.994925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.907438 sec): 3 clusters Score: Raw -872.751775 + Penalty 690.375156 = -182.376619 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 128 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.908189 sec): 2 clusters Score: Raw -284.134131 + Penalty 184.457120 = -99.677011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.908404 sec): 3 clusters Score: Raw -274.233555 + Penalty 356.593861 = 82.360306 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 (29.909181 sec): 2 clusters Score: Raw -410.124923 + Penalty 273.559019 = -136.565904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.909401 sec): 3 clusters Score: Raw -408.667165 + Penalty 546.794364 = 138.127199 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 132 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.910156 sec): 2 clusters Score: Raw -272.134912 + Penalty 154.922228 = -117.212684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.910373 sec): 3 clusters Score: Raw -265.955004 + Penalty 310.601666 = 44.646662 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 133 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.911127 sec): 2 clusters Score: Raw -326.588098 + Penalty 182.243412 = -144.344686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.911345 sec): 3 clusters Score: Raw -319.901587 + Penalty 366.013389 = 46.111802 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 (29.912088 sec): 2 clusters Score: Raw -168.657545 + Penalty 128.730253 = -39.927293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.912300 sec): 3 clusters Score: Raw -158.074374 + Penalty 261.919290 = 103.844916 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 135 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.913041 sec): 2 clusters Score: Raw -112.586380 + Penalty 88.760218 = -23.826162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.913235 sec): 2 clusters Score: Raw -112.586380 + Penalty 88.760218 = -23.826162 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 136 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.913988 sec): 2 clusters Score: Raw -349.012591 + Penalty 195.714722 = -153.297868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.914209 sec): 3 clusters Score: Raw -352.615644 + Penalty 405.946957 = 53.331313 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 (29.914964 sec): 2 clusters Score: Raw -366.224938 + Penalty 217.810828 = -148.414110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.915185 sec): 3 clusters Score: Raw -375.478481 + Penalty 431.495580 = 56.017099 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 138 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.915938 sec): 2 clusters Score: Raw -351.799247 + Penalty 182.243532 = -169.555715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.916157 sec): 3 clusters Score: Raw -364.140567 + Penalty 363.428000 = -0.712567 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 139 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.916901 sec): 2 clusters Score: Raw -156.814721 + Penalty 114.580858 = -42.233863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.917097 sec): 2 clusters Score: Raw -156.814721 + Penalty 114.580858 = -42.233863 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 140 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.917838 sec): 2 clusters Score: Raw -108.327359 + Penalty 80.783744 = -27.543615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.918032 sec): 2 clusters Score: Raw -108.327359 + Penalty 80.783744 = -27.543615 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 141 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.918786 sec): 2 clusters Score: Raw -113.317018 + Penalty 96.022724 = -17.294294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.918994 sec): 3 clusters Score: Raw -103.301603 + Penalty 192.045448 = 88.743845 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 142 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.919766 sec): 2 clusters Score: Raw -634.091867 + Penalty 313.888935 = -320.202932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.919998 sec): 3 clusters Score: Raw -673.514608 + Penalty 631.962682 = -41.551926 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 143 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.920745 sec): 2 clusters Score: Raw -215.054547 + Penalty 147.990949 = -67.063597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.920959 sec): 3 clusters Score: Raw -210.055942 + Penalty 299.749960 = 89.694018 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 145 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.921711 sec): 2 clusters Score: Raw -414.720384 + Penalty 264.253155 = -150.467229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.921933 sec): 3 clusters Score: Raw -406.588019 + Penalty 533.081358 = 126.493339 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 147 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.922682 sec): 2 clusters Score: Raw -208.293094 + Penalty 152.786595 = -55.506499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.922896 sec): 3 clusters Score: Raw -203.832770 + Penalty 318.837352 = 115.004582 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 148 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.923650 sec): 2 clusters Score: Raw -266.322805 + Penalty 171.345593 = -94.977212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.923866 sec): 3 clusters Score: Raw -265.310113 + Penalty 337.035829 = 71.725716 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 149 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.924603 sec): 2 clusters Score: Raw -52.075265 + Penalty 0.000000 = -52.075265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.924793 sec): 2 clusters Score: Raw -52.075265 + Penalty 0.000000 = -52.075265 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 150 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.925536 sec): 2 clusters Score: Raw -153.649439 + Penalty 78.843313 = -74.806126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.925745 sec): 3 clusters Score: Raw -148.221861 + Penalty 149.956523 = 1.734663 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 151 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.926494 sec): 2 clusters Score: Raw -278.317537 + Penalty 206.289155 = -72.028382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.926708 sec): 3 clusters Score: Raw -271.663746 + Penalty 439.742683 = 168.078937 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 153 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.927476 sec): 2 clusters Score: Raw -644.310590 + Penalty 348.390401 = -295.920189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.927709 sec): 3 clusters Score: Raw -662.431376 + Penalty 697.736197 = 35.304822 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 155 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.928470 sec): 2 clusters Score: Raw -221.061359 + Penalty 161.832505 = -59.228854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.928685 sec): 3 clusters Score: Raw -211.552704 + Penalty 339.588183 = 128.035479 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 156 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.929458 sec): 2 clusters Score: Raw -589.139935 + Penalty 259.549231 = -329.590704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.929690 sec): 3 clusters Score: Raw -622.957355 + Penalty 508.639638 = -114.317717 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 157 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.930428 sec): 2 clusters Score: Raw -45.304681 + Penalty 0.000000 = -45.304681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.930619 sec): 2 clusters Score: Raw -45.304681 + Penalty 0.000000 = -45.304681 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 158 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.931359 sec): 2 clusters Score: Raw -110.796178 + Penalty 90.790416 = -20.005761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.931568 sec): 3 clusters Score: Raw -101.595649 + Penalty 181.580833 = 79.985183 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 159 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.932350 sec): 2 clusters Score: Raw -782.235205 + Penalty 304.332778 = -477.902427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.932584 sec): 3 clusters Score: Raw -787.950692 + Penalty 605.306148 = -182.644545 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 160 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.933354 sec): 2 clusters Score: Raw -465.385205 + Penalty 197.592756 = -267.792448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.933578 sec): 3 clusters Score: Raw -475.082484 + Penalty 387.507168 = -87.575316 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 161 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.934322 sec): 2 clusters Score: Raw -48.555877 + Penalty 0.000000 = -48.555877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.934513 sec): 2 clusters Score: Raw -48.555877 + Penalty 0.000000 = -48.555877 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 (29.935259 sec): 2 clusters Score: Raw -164.239838 + Penalty 115.656080 = -48.583758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.935470 sec): 3 clusters Score: Raw -155.792864 + Penalty 224.602004 = 68.809140 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 164 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.936217 sec): 2 clusters Score: Raw -230.709748 + Penalty 179.366739 = -51.343009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.936431 sec): 3 clusters Score: Raw -220.152867 + Penalty 358.733478 = 138.580611 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 165 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.937185 sec): 2 clusters Score: Raw -195.681148 + Penalty 117.041543 = -78.639605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.937398 sec): 3 clusters Score: Raw -195.656816 + Penalty 234.083086 = 38.426270 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 166 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.938157 sec): 2 clusters Score: Raw -106.969875 + Penalty 83.787103 = -23.182773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.938364 sec): 3 clusters Score: Raw -98.868436 + Penalty 167.574205 = 68.705769 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 (29.939120 sec): 2 clusters Score: Raw -317.753760 + Penalty 177.648016 = -140.105744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.939340 sec): 3 clusters Score: Raw -312.372742 + Penalty 355.296033 = 42.923291 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 168 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.940075 sec): 2 clusters Score: Raw -50.898411 + Penalty 0.000000 = -50.898411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.940266 sec): 2 clusters Score: Raw -50.898411 + Penalty 0.000000 = -50.898411 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 170 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.941019 sec): 2 clusters Score: Raw -409.197012 + Penalty 243.856568 = -165.340444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.941241 sec): 3 clusters Score: Raw -398.334528 + Penalty 495.250793 = 96.916265 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 171 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.941976 sec): 2 clusters Score: Raw -51.430371 + Penalty 0.000000 = -51.430371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.942166 sec): 2 clusters Score: Raw -51.430371 + Penalty 0.000000 = -51.430371 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 173 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.942904 sec): 2 clusters Score: Raw -48.490191 + Penalty 0.000000 = -48.490191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.943095 sec): 2 clusters Score: Raw -48.490191 + Penalty 0.000000 = -48.490191 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 174 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.943834 sec): 2 clusters Score: Raw -112.910383 + Penalty 88.126360 = -24.784024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.944042 sec): 3 clusters Score: Raw -101.597236 + Penalty 176.252719 = 74.655483 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 175 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.944793 sec): 2 clusters Score: Raw -397.634193 + Penalty 232.261976 = -165.372217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.945015 sec): 3 clusters Score: Raw -398.159578 + Penalty 463.245852 = 65.086274 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 177 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.945758 sec): 2 clusters Score: Raw -113.012257 + Penalty 95.914656 = -17.097601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.945966 sec): 3 clusters Score: Raw -102.674867 + Penalty 191.829313 = 89.154446 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 178 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.946705 sec): 2 clusters Score: Raw -109.605626 + Penalty 79.897241 = -29.708385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.946913 sec): 3 clusters Score: Raw -100.041195 + Penalty 159.794482 = 59.753287 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 185 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.947672 sec): 2 clusters Score: Raw -233.759239 + Penalty 175.615158 = -58.144082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.947886 sec): 3 clusters Score: Raw -222.237579 + Penalty 351.230315 = 128.992737 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 187 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.948658 sec): 2 clusters Score: Raw -567.822359 + Penalty 73.705096 = -494.117263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.948890 sec): 3 clusters Score: Raw -566.723580 + Penalty 137.506928 = -429.216652 nChanged 1 SP:Iteration 1F (29.949118 sec): 3 clusters Score: Raw -568.745984 + Penalty 137.506928 = -431.239056 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 188 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.949866 sec): 2 clusters Score: Raw -226.945249 + Penalty 170.861542 = -56.083707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.950080 sec): 3 clusters Score: Raw -215.604861 + Penalty 362.105008 = 146.500147 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 189 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.950830 sec): 2 clusters Score: Raw -300.919236 + Penalty 229.270129 = -71.649107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.951029 sec): 2 clusters Score: Raw -300.919236 + Penalty 229.270129 = -71.649107 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 190 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.951780 sec): 2 clusters Score: Raw -246.594519 + Penalty 92.315450 = -154.279069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.951991 sec): 3 clusters Score: Raw -242.926935 + Penalty 206.073158 = -36.853777 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 191 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.952738 sec): 2 clusters Score: Raw -107.058147 + Penalty 69.423710 = -37.634436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.952932 sec): 2 clusters Score: Raw -107.058147 + Penalty 69.423710 = -37.634436 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 194 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.953668 sec): 2 clusters Score: Raw -49.702920 + Penalty 0.000000 = -49.702920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.953859 sec): 2 clusters Score: Raw -49.702920 + Penalty 0.000000 = -49.702920 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 195 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.954591 sec): 2 clusters Score: Raw -50.618080 + Penalty 0.000000 = -50.618080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.954781 sec): 2 clusters Score: Raw -50.618080 + Penalty 0.000000 = -50.618080 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 196 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.955520 sec): 2 clusters Score: Raw -92.531349 + Penalty 38.990120 = -53.541229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.955721 sec): 3 clusters Score: Raw -90.190389 + Penalty 77.980240 = -12.210149 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 198 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.956464 sec): 2 clusters Score: Raw -169.238567 + Penalty 145.784035 = -23.454532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.956691 sec): 3 clusters Score: Raw -159.666445 + Penalty 285.657471 = 125.991026 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 199 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.957436 sec): 2 clusters Score: Raw -98.097963 + Penalty 67.851338 = -30.246625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.957630 sec): 2 clusters Score: Raw -98.097963 + Penalty 67.851338 = -30.246625 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 200 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.958366 sec): 2 clusters Score: Raw -51.340211 + Penalty 0.000000 = -51.340211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.958556 sec): 2 clusters Score: Raw -51.340211 + Penalty 0.000000 = -51.340211 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 (29.959298 sec): 2 clusters Score: Raw -157.607308 + Penalty 91.854574 = -65.752734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.959507 sec): 3 clusters Score: Raw -151.505873 + Penalty 162.261449 = 10.755576 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 203 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.960253 sec): 2 clusters Score: Raw -166.040156 + Penalty 133.509016 = -32.531140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.960464 sec): 3 clusters Score: Raw -159.067032 + Penalty 265.198353 = 106.131321 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 204 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.961198 sec): 2 clusters Score: Raw -50.885567 + Penalty 0.000000 = -50.885567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.961389 sec): 2 clusters Score: Raw -50.885567 + Penalty 0.000000 = -50.885567 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 207 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.962122 sec): 2 clusters Score: Raw -50.817647 + Penalty 0.000000 = -50.817647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.962313 sec): 2 clusters Score: Raw -50.817647 + Penalty 0.000000 = -50.817647 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 209 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.963059 sec): 2 clusters Score: Raw -164.730381 + Penalty 137.534416 = -27.195965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.963271 sec): 3 clusters Score: Raw -155.898459 + Penalty 270.572612 = 114.674153 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 212 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.964014 sec): 2 clusters Score: Raw -152.277144 + Penalty 100.563984 = -51.713160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.964221 sec): 3 clusters Score: Raw -148.942619 + Penalty 173.540344 = 24.597725 nChanged 0 Deleting Class 177 (2 points): Lose 26.080598 but Gain 1437.024571 Iteration 20F (32.764270 sec): 186 clusters Score: Raw -1341873.990933 + Penalty 194344.892564 = -1147529.098370 nChanged 579 Deleting Class 189 (5 points): Lose 82.086070 but Gain 1479.373813 Iteration 21Q (33.028296 sec): 185 clusters Score: Raw -1342054.385781 + Penalty 191784.442283 = -1150269.943499 nChanged 367 Deleting Class 110 (2 points): Lose 56.836904 but Gain 1522.105271 Iteration 22Q (33.263895 sec): 183 clusters Score: Raw -1342215.021184 + Penalty 190332.013810 = -1151883.007374 nChanged 291 Deleting Class 92 (4 points): Lose 57.688315 but Gain 1451.775881 Iteration 23Q (33.484550 sec): 182 clusters Score: Raw -1342294.786867 + Penalty 189056.818875 = -1153237.967993 nChanged 246 Deleting Class 52 (9 points): Lose 125.855908 but Gain 1518.807948 Iteration 24Q (33.699136 sec): 181 clusters Score: Raw -1342297.321403 + Penalty 187659.417220 = -1154637.904184 nChanged 231 Deleting Class 207 (1 points): Lose 4.290298 but Gain 1395.762327 Iteration 25Q (33.910996 sec): 180 clusters Score: Raw -1342432.704987 + Penalty 186039.617992 = -1156393.086995 nChanged 194 Deleting Class 153 (11 points): Lose 118.969723 but Gain 1508.831177 Iteration 26Q (34.118269 sec): 179 clusters Score: Raw -1342394.283938 + Penalty 184738.998260 = -1157655.285678 nChanged 173 Deleting Class 111 (14 points): Lose 127.043485 but Gain 1511.608422 Iteration 27Q (34.320728 sec): 178 clusters Score: Raw -1342368.526881 + Penalty 183360.076666 = -1159008.450215 nChanged 167 Deleting Class 141 (2 points): Lose 59.075724 but Gain 1438.643675 Iteration 28Q (34.523058 sec): 177 clusters Score: Raw -1342421.920648 + Penalty 182003.944784 = -1160417.975864 nChanged 116 Deleting Class 149 (1 points): Lose 3.874785 but Gain 1359.136413 Iteration 29Q (34.722291 sec): 176 clusters Score: Raw -1342501.580331 + Penalty 180668.719823 = -1161832.860509 nChanged 84 Deleting Class 131 (7 points): Lose 112.519377 but Gain 1459.933028 Iteration 30F (37.405237 sec): 175 clusters Score: Raw -1342434.415671 + Penalty 179235.786668 = -1163198.629003 nChanged 83 Deleting Class 158 (2 points): Lose 14.610250 but Gain 1360.251542 Iteration 31Q (37.595961 sec): 174 clusters Score: Raw -1342479.292763 + Penalty 177914.722575 = -1164564.570189 nChanged 59 Deleting Class 198 (3 points): Lose 37.760689 but Gain 1378.066554 Iteration 32Q (37.784558 sec): 173 clusters Score: Raw -1342482.969204 + Penalty 176568.923082 = -1165914.046122 nChanged 58 Deleting Class 72 (2 points): Lose 17.135765 but Gain 1352.807626 Iteration 33Q (37.973596 sec): 172 clusters Score: Raw -1342500.207787 + Penalty 175282.991593 = -1167217.216194 nChanged 51 Deleting Class 145 (7 points): Lose 78.144083 but Gain 1410.269384 Iteration 34Q (38.158800 sec): 171 clusters Score: Raw -1342453.730584 + Penalty 173866.322001 = -1168587.408583 nChanged 44 Deleting Class 53 (35 points): Lose 173.827223 but Gain 1502.537450 Iteration 35Q (38.342765 sec): 170 clusters Score: Raw -1342297.417649 + Penalty 172495.175439 = -1169802.242211 nChanged 64 Deleting Class 185 (6 points): Lose 72.884761 but Gain 1419.738800 Iteration 36Q (38.527943 sec): 169 clusters Score: Raw -1342316.026277 + Penalty 171099.376564 = -1171216.649713 nChanged 38 Deleting Class 135 (2 points): Lose 5.284266 but Gain 1329.834447 Iteration 37Q (38.710290 sec): 168 clusters Score: Raw -1342335.575844 + Penalty 169767.437461 = -1172568.138383 nChanged 35 Deleting Class 195 (1 points): Lose 11.291959 but Gain 1331.744382 Iteration 38Q (38.892504 sec): 167 clusters Score: Raw -1342339.011965 + Penalty 168444.762640 = -1173894.249325 nChanged 20 Deleting Class 82 (6 points): Lose 73.815085 but Gain 1392.400086 Iteration 39Q (39.075056 sec): 166 clusters Score: Raw -1342278.220123 + Penalty 167095.478227 = -1175182.741896 nChanged 22 Deleting Class 116 (18 points): Lose 172.697217 but Gain 1486.433140 Iteration 40F (41.529467 sec): 165 clusters Score: Raw -1342125.477422 + Penalty 165758.036866 = -1176367.440556 nChanged 38 Deleting Class 174 (2 points): Lose 12.778776 but Gain 1320.337776 Iteration 41Q (41.717507 sec): 164 clusters Score: Raw -1342188.316065 + Penalty 164486.397074 = -1177701.918992 nChanged 39 Deleting Class 76 (14 points): Lose 107.800801 but Gain 1413.506407 Iteration 42Q (41.901917 sec): 163 clusters Score: Raw -1342104.686750 + Penalty 163130.944904 = -1178973.741846 nChanged 52 Deleting Class 200 (1 points): Lose 4.802885 but Gain 1304.590892 Iteration 43Q (42.085105 sec): 162 clusters Score: Raw -1342148.297534 + Penalty 161831.796485 = -1180316.501049 nChanged 40 Deleting Class 164 (4 points): Lose 57.629513 but Gain 1343.665405 Iteration 44Q (42.263746 sec): 161 clusters Score: Raw -1342105.781604 + Penalty 160498.809224 = -1181606.972380 nChanged 45 Deleting Class 119 (6 points): Lose 86.766650 but Gain 1363.454711 Iteration 45Q (42.442065 sec): 160 clusters Score: Raw -1342046.059849 + Penalty 159154.868388 = -1182891.191461 nChanged 39 Deleting Class 25 (51 points): Lose 360.052203 but Gain 1635.470275 Iteration 46Q (42.618573 sec): 159 clusters Score: Raw -1341717.288892 + Penalty 157765.227762 = -1183952.061131 nChanged 90 Deleting Class 209 (3 points): Lose 30.204338 but Gain 1300.084599 Iteration 47Q (42.799495 sec): 158 clusters Score: Raw -1341886.876945 + Penalty 156504.021470 = -1185382.855476 nChanged 44 Deleting Class 171 (1 points): Lose 12.315393 but Gain 1279.694933 Iteration 48Q (42.977621 sec): 157 clusters Score: Raw -1341915.315177 + Penalty 155277.700035 = -1186637.615142 nChanged 30 Deleting Class 121 (1 points): Lose 2.921615 but Gain 1259.392515 Iteration 49Q (43.152109 sec): 156 clusters Score: Raw -1341939.576542 + Penalty 154077.021544 = -1187862.554998 nChanged 20 Deleting Class 151 (5 points): Lose 78.125710 but Gain 1331.088248 Iteration 50F (45.482646 sec): 155 clusters Score: Raw -1341883.826190 + Penalty 152755.134891 = -1189128.691299 nChanged 19 Deleting Class 118 (2 points): Lose 8.656020 but Gain 1257.921867 Iteration 51Q (45.655543 sec): 154 clusters Score: Raw -1341893.555743 + Penalty 151506.789135 = -1190386.766608 nChanged 17 Deleting Class 170 (8 points): Lose 48.174124 but Gain 1296.579997 Iteration 52Q (45.826919 sec): 153 clusters Score: Raw -1341855.200507 + Penalty 150226.751800 = -1191628.448707 nChanged 32 Deleting Class 88 (46 points): Lose 266.554643 but Gain 1502.549324 Iteration 53Q (45.999579 sec): 152 clusters Score: Raw -1341607.470080 + Penalty 148817.126429 = -1192790.343651 nChanged 76 Deleting Class 166 (2 points): Lose 19.883839 but Gain 1255.325617 Iteration 54Q (46.176544 sec): 151 clusters Score: Raw -1341720.657488 + Penalty 147629.728538 = -1194090.928950 nChanged 25 Deleting Class 142 (12 points): Lose 84.410196 but Gain 1311.809005 Iteration 55Q (46.346405 sec): 150 clusters Score: Raw -1341665.016850 + Penalty 146337.938509 = -1195327.078341 nChanged 33 Deleting Class 188 (4 points): Lose 53.629500 but Gain 1279.951591 Iteration 56Q (46.517654 sec): 149 clusters Score: Raw -1341640.485610 + Penalty 145119.803120 = -1196520.682490 nChanged 18 Deleting Class 113 (4 points): Lose 24.390043 but Gain 1249.534393 Iteration 57Q (46.687979 sec): 148 clusters Score: Raw -1341633.122585 + Penalty 143894.541648 = -1197738.580938 nChanged 19 Deleting Class 203 (3 points): Lose 37.324716 but Gain 1262.033326 Iteration 58Q (46.857348 sec): 147 clusters Score: Raw -1341612.454551 + Penalty 142668.482079 = -1198943.972472 nChanged 15 Deleting Class 106 (15 points): Lose 127.997704 but Gain 1350.111794 Iteration 59Q (47.024213 sec): 146 clusters Score: Raw -1341505.509009 + Penalty 141345.936116 = -1200159.572893 nChanged 20 Deleting Class 123 (3 points): Lose 26.900250 but Gain 1249.056238 Iteration 60F (49.428199 sec): 145 clusters Score: Raw -1341519.215677 + Penalty 140143.236127 = -1201375.979550 nChanged 9 Deleting Class 85 (1 points): Lose 1.436534 but Gain 1219.644949 Iteration 61Q (49.609811 sec): 144 clusters Score: Raw -1341530.743748 + Penalty 138923.354870 = -1202607.388878 nChanged 2 Deleting Class 63 (16 points): Lose 156.162948 but Gain 1370.772240 Iteration 62Q (49.780083 sec): 143 clusters Score: Raw -1341377.111871 + Penalty 137557.400125 = -1203819.711746 nChanged 20 Deleting Class 20 (22 points): Lose 129.517107 but Gain 1342.224870 Iteration 63Q (49.960652 sec): 142 clusters Score: Raw -1341295.917130 + Penalty 136315.565869 = -1204980.351261 nChanged 31 Deleting Class 168 (1 points): Lose 10.026736 but Gain 1219.787481 Iteration 64Q (50.133495 sec): 141 clusters Score: Raw -1341359.194317 + Penalty 135123.809973 = -1206235.384344 nChanged 6 Deleting Class 127 (15 points): Lose 129.263748 but Gain 1335.494574 Iteration 65Q (50.302709 sec): 140 clusters Score: Raw -1341250.035708 + Penalty 133812.430226 = -1207437.605482 nChanged 21 Deleting Class 71 (3 points): Lose 14.463201 but Gain 1210.066715 Iteration 66Q (50.473020 sec): 139 clusters Score: Raw -1341265.354619 + Penalty 132604.710491 = -1208660.644129 nChanged 8 Deleting Class 1 (15 points): Lose 104.542100 but Gain 1298.864366 Iteration 67Q (50.641189 sec): 138 clusters Score: Raw -1341174.292642 + Penalty 131395.697978 = -1209778.594664 nChanged 19 Deleting Class 134 (3 points): Lose 23.457412 but Gain 1216.860653 Iteration 68Q (50.812909 sec): 137 clusters Score: Raw -1341198.138670 + Penalty 130217.995733 = -1210980.142937 nChanged 5 Deleting Class 45 (41 points): Lose 170.264736 but Gain 1359.715839 Iteration 69Q (50.981145 sec): 136 clusters Score: Raw -1341039.201782 + Penalty 128984.008840 = -1212055.192943 nChanged 43 Deleting Class 104 (2 points): Lose 10.097783 but Gain 1196.857860 Iteration 70F (53.024710 sec): 135 clusters Score: Raw -1341125.486887 + Penalty 127806.912910 = -1213318.573977 nChanged 10 Deleting Class 178 (2 points): Lose 12.591416 but Gain 1197.046443 Iteration 71Q (53.187759 sec): 134 clusters Score: Raw -1341132.431615 + Penalty 126610.693539 = -1214521.738076 nChanged 6 Deleting Class 112 (6 points): Lose 44.580842 but Gain 1227.338960 Iteration 72Q (53.348170 sec): 133 clusters Score: Raw -1341103.640439 + Penalty 125417.891814 = -1215685.748625 nChanged 8 Deleting Class 140 (2 points): Lose 27.698253 but Gain 1210.328320 Iteration 73Q (53.508063 sec): 132 clusters Score: Raw -1341096.109996 + Penalty 124239.693110 = -1216856.416886 nChanged 3 Deleting Class 155 (4 points): Lose 34.240552 but Gain 1212.313610 Iteration 74Q (53.669002 sec): 131 clusters Score: Raw -1341072.111189 + Penalty 123066.975710 = -1218005.135479 nChanged 6 Deleting Class 42 (49 points): Lose 233.202332 but Gain 1406.917902 Iteration 75Q (53.826570 sec): 130 clusters Score: Raw -1340853.019492 + Penalty 121763.795574 = -1219089.223918 nChanged 50 Deleting Class 128 (5 points): Lose 21.293081 but Gain 1190.216251 Iteration 76Q (53.987978 sec): 129 clusters Score: Raw -1341007.137771 + Penalty 120597.968907 = -1220409.168864 nChanged 17 Deleting Class 79 (30 points): Lose 130.295637 but Gain 1297.180449 Iteration 77Q (54.146473 sec): 128 clusters Score: Raw -1340922.705343 + Penalty 119418.802873 = -1221503.902470 nChanged 36 Deleting Class 175 (7 points): Lose 78.765770 but Gain 1239.538478 Iteration 78Q (54.305889 sec): 127 clusters Score: Raw -1340913.187305 + Penalty 118311.457051 = -1222601.730254 nChanged 18 Deleting Class 81 (5 points): Lose 38.083830 but Gain 1188.001773 Iteration 79Q (54.461588 sec): 126 clusters Score: Raw -1340918.153431 + Penalty 117111.991014 = -1223806.162417 nChanged 13 Deleting Class 87 (11 points): Lose 89.699384 but Gain 1230.061794 Iteration 80F (56.361276 sec): 125 clusters Score: Raw -1340839.999827 + Penalty 115900.712477 = -1224939.287350 nChanged 20 Deleting Class 70 (17 points): Lose 113.700419 but Gain 1252.809446 Iteration 81Q (56.517312 sec): 124 clusters Score: Raw -1340752.960980 + Penalty 114679.787482 = -1226073.173497 nChanged 27 Deleting Class 95 (14 points): Lose 60.230122 but Gain 1185.616885 Iteration 82Q (56.672203 sec): 123 clusters Score: Raw -1340731.423338 + Penalty 113564.141561 = -1227167.281777 nChanged 26 Deleting Class 159 (24 points): Lose 149.342925 but Gain 1264.235818 Iteration 83Q (56.827900 sec): 122 clusters Score: Raw -1340613.363477 + Penalty 112386.624697 = -1228226.738780 nChanged 34 Deleting Class 22 (30 points): Lose 171.171787 but Gain 1283.590462 Iteration 84Q (56.986938 sec): 121 clusters Score: Raw -1340497.988631 + Penalty 111167.481960 = -1229330.506671 nChanged 42 Deleting Class 147 (4 points): Lose 33.921676 but Gain 1144.549226 Iteration 85Q (57.144021 sec): 120 clusters Score: Raw -1340536.493851 + Penalty 110078.837330 = -1230457.656520 nChanged 21 Deleting Class 117 (4 points): Lose 34.274875 but Gain 1141.666340 Iteration 86Q (57.297709 sec): 119 clusters Score: Raw -1340524.993949 + Penalty 108968.775547 = -1231556.218402 nChanged 19 Deleting Class 137 (8 points): Lose 72.153242 but Gain 1175.403893 Iteration 87Q (57.453244 sec): 118 clusters Score: Raw -1340470.419458 + Penalty 107816.841788 = -1232653.577670 nChanged 25 Deleting Class 60 (7 points): Lose 61.504335 but Gain 1152.362381 Iteration 88Q (57.608031 sec): 117 clusters Score: Raw -1340434.319598 + Penalty 106679.905696 = -1233754.413902 nChanged 17 Deleting Class 61 (2 points): Lose 3.734354 but Gain 1092.496197 Iteration 89Q (57.759501 sec): 116 clusters Score: Raw -1340445.570977 + Penalty 105592.245311 = -1234853.325666 nChanged 10 Deleting Class 83 (8 points): Lose 29.276578 but Gain 1114.937562 Iteration 90F (59.629112 sec): 115 clusters Score: Raw -1340420.132639 + Penalty 104479.187595 = -1235940.945044 nChanged 14 Deleting Class 143 (4 points): Lose 23.632111 but Gain 1108.624262 Iteration 91Q (59.808151 sec): 114 clusters Score: Raw -1340406.774463 + Penalty 103382.282472 = -1237024.491991 nChanged 12 Deleting Class 194 (1 points): Lose 0.284690 but Gain 1078.736258 Iteration 92Q (59.972513 sec): 113 clusters Score: Raw -1340413.440727 + Penalty 102308.224536 = -1238105.216191 nChanged 9 Deleting Class 115 (7 points): Lose 57.864054 but Gain 1136.076598 Iteration 93Q (60.144486 sec): 112 clusters Score: Raw -1340359.251177 + Penalty 101181.563544 = -1239177.687633 nChanged 12 Deleting Class 99 (6 points): Lose 67.096671 but Gain 1142.916384 Iteration 94Q (60.302196 sec): 111 clusters Score: Raw -1340304.378481 + Penalty 100056.271765 = -1240248.106716 nChanged 16 Deleting Class 89 (55 points): Lose 282.397215 but Gain 1357.848881 Iteration 95Q (60.453551 sec): 110 clusters Score: Raw -1340047.734374 + Penalty 98793.838202 = -1241253.896171 nChanged 62 Deleting Class 77 (10 points): Lose 62.342496 but Gain 1137.532537 Iteration 96Q (60.604804 sec): 109 clusters Score: Raw -1340105.398940 + Penalty 97685.726801 = -1242419.672140 nChanged 27 Deleting Class 148 (5 points): Lose 31.609248 but Gain 1105.613649 Iteration 97Q (60.762233 sec): 108 clusters Score: Raw -1340100.676992 + Penalty 96562.427265 = -1243538.249726 nChanged 10 Deleting Class 139 (3 points): Lose 18.862174 but Gain 1083.109329 Iteration 98Q (60.908783 sec): 107 clusters Score: Raw -1340093.453389 + Penalty 95689.770479 = -1244403.682910 nChanged 8 Deleting Class 162 (3 points): Lose 36.600658 but Gain 1093.273181 Iteration 99Q (61.057423 sec): 106 clusters Score: Raw -1340061.934140 + Penalty 94612.810811 = -1245449.123328 nChanged 10 Deleting Class 202 (2 points): Lose 15.406837 but Gain 1071.023128 Iteration 100F (62.672954 sec): 105 clusters Score: Raw -1340057.323308 + Penalty 93544.055801 = -1246513.267508 nChanged 8 Deleting Class 125 (9 points): Lose 43.046608 but Gain 1098.450315 Iteration 101Q (62.817152 sec): 104 clusters Score: Raw -1340019.410434 + Penalty 92465.813825 = -1247553.596609 nChanged 18 Deleting Class 98 (26 points): Lose 141.213527 but Gain 1191.546039 Iteration 102Q (62.967859 sec): 103 clusters Score: Raw -1339897.966916 + Penalty 91296.219706 = -1248601.747211 nChanged 39 Deleting Class 86 (99 points): Lose 343.211593 but Gain 1393.677525 Iteration 103Q (63.118881 sec): 102 clusters Score: Raw -1339596.993426 + Penalty 89946.824400 = -1249650.169026 nChanged 110 Deleting Class 102 (27 points): Lose 131.787338 but Gain 1179.033279 Iteration 104Q (63.273043 sec): 101 clusters Score: Raw -1339662.156093 + Penalty 88856.017211 = -1250806.138882 nChanged 64 Deleting Class 19 (24 points): Lose 162.708817 but Gain 1207.754205 Iteration 105Q (63.423163 sec): 100 clusters Score: Raw -1339584.132263 + Penalty 87639.063651 = -1251945.068612 nChanged 42 Deleting Class 156 (14 points): Lose 82.654607 but Gain 1127.352936 Iteration 106Q (63.571415 sec): 99 clusters Score: Raw -1339558.759190 + Penalty 86551.828382 = -1253006.930807 nChanged 27 Deleting Class 93 (4 points): Lose 21.356126 but Gain 1058.131974 Iteration 107Q (63.713504 sec): 98 clusters Score: Raw -1339583.864078 + Penalty 85501.284067 = -1254082.580011 nChanged 11 Deleting Class 108 (14 points): Lose 81.973586 but Gain 1117.735917 Iteration 108Q (63.855835 sec): 97 clusters Score: Raw -1339523.554590 + Penalty 84398.954937 = -1255124.599654 nChanged 19 Deleting Class 191 (2 points): Lose 4.643348 but Gain 1040.128605 Iteration 109Q (63.994915 sec): 96 clusters Score: Raw -1339542.206077 + Penalty 83366.762753 = -1256175.443324 nChanged 7 Deleting Class 46 (12 points): Lose 64.707621 but Gain 1093.718185 Iteration 110F (65.481092 sec): 95 clusters Score: Raw -1339483.137820 + Penalty 82293.855407 = -1257189.282413 nChanged 15 Deleting Class 132 (6 points): Lose 48.183442 but Gain 1073.113356 Iteration 111Q (65.625339 sec): 94 clusters Score: Raw -1339454.986523 + Penalty 81243.730431 = -1258211.256092 nChanged 13 Deleting Class 103 (7 points): Lose 28.877610 but Gain 1049.179990 Iteration 112Q (65.763272 sec): 93 clusters Score: Raw -1339441.521530 + Penalty 80198.716043 = -1259242.805487 nChanged 12 Deleting Class 97 (10 points): Lose 39.459271 but Gain 1051.199752 Iteration 113Q (65.907005 sec): 92 clusters Score: Raw -1339412.523305 + Penalty 79200.212324 = -1260212.310981 nChanged 16 Deleting Class 122 (2 points): Lose 8.287665 but Gain 1018.569564 Iteration 114Q (66.045477 sec): 91 clusters Score: Raw -1339420.351067 + Penalty 78190.206130 = -1261230.144937 nChanged 9 Deleting Class 56 (10 points): Lose 89.982206 but Gain 1099.128475 Iteration 115Q (66.183009 sec): 90 clusters Score: Raw -1339335.206491 + Penalty 77104.822953 = -1262230.383538 nChanged 12 Deleting Class 68 (8 points): Lose 34.690595 but Gain 1042.485205 Iteration 116Q (66.319139 sec): 89 clusters Score: Raw -1339323.009231 + Penalty 76077.835485 = -1263245.173746 nChanged 11 Deleting Class 133 (6 points): Lose 51.671161 but Gain 1056.274534 Iteration 117Q (66.455099 sec): 88 clusters Score: Raw -1339286.341685 + Penalty 75033.002687 = -1264253.338999 nChanged 8 Deleting Class 34 (12 points): Lose 93.337635 but Gain 1096.873661 Iteration 118Q (66.589882 sec): 87 clusters Score: Raw -1339208.170472 + Penalty 73951.739364 = -1265256.431107 nChanged 19 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 -1339208.170472 + Penalty 73951.739364 = -1265256.431107Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 2 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.661417 sec): 2 clusters Score: Raw -3310.908148 + Penalty 399.272897 = -2911.635251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.661790 sec): 3 clusters Score: Raw -3324.971070 + Penalty 807.831715 = -2517.139356 nChanged 3 SP:Iteration 1Q (66.662143 sec): 3 clusters Score: Raw -3332.063262 + Penalty 808.968147 = -2523.095115 nChanged 2 SP:Iteration 2Q (66.662487 sec): 3 clusters Score: Raw -3338.475669 + Penalty 808.968147 = -2529.507522 nChanged 0 SP:Iteration 3F (66.662841 sec): 3 clusters Score: Raw -3338.475669 + Penalty 808.968147 = -2529.507522 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 3 (220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.663910 sec): 2 clusters Score: Raw -9535.936768 + Penalty 469.679164 = -9066.257604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.664509 sec): 3 clusters Score: Raw -9465.966481 + Penalty 958.693990 = -8507.272491 nChanged 45 SP:Iteration 1F (66.665098 sec): 3 clusters Score: Raw -9529.273232 + Penalty 987.357678 = -8541.915554 nChanged 26 SP:Iteration 2F (66.665706 sec): 3 clusters Score: Raw -9567.401035 + Penalty 1004.903277 = -8562.497758 nChanged 9 SP:Iteration 3Q (66.666278 sec): 3 clusters Score: Raw -9584.529513 + Penalty 1008.785799 = -8575.743714 nChanged 4 SP:Iteration 4Q (66.666844 sec): 3 clusters Score: Raw -9591.967361 + Penalty 1009.860559 = -8582.106803 nChanged 1 SP:Iteration 5Q (66.667408 sec): 3 clusters Score: Raw -9594.891177 + Penalty 1009.189230 = -8585.701947 nChanged 1 SP:Iteration 6Q (66.667971 sec): 3 clusters Score: Raw -9597.871218 + Penalty 1010.853619 = -8587.017599 nChanged 1 SP:Iteration 7Q (66.668551 sec): 3 clusters Score: Raw -9601.890820 + Penalty 1010.853619 = -8591.037201 nChanged 0 SP:Iteration 8F (66.669193 sec): 3 clusters Score: Raw -9601.890820 + Penalty 1010.853619 = -8591.037201 nChanged 0 Memory request: 0.02 GB would take us to total of 0.32 GB. Trying to split cluster 4 (3506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.685363 sec): 2 clusters Score: Raw -150176.560443 + Penalty 81.466368 = -150095.094075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.692407 sec): 3 clusters Score: Raw -147866.461616 + Penalty 163.737964 = -147702.723651 nChanged 1690 SP:Iteration 1F (66.698964 sec): 3 clusters Score: Raw -148891.917253 + Penalty 162.852494 = -148729.064759 nChanged 353 SP:Iteration 2F (66.705191 sec): 3 clusters Score: Raw -149141.258314 + Penalty 162.877083 = -148978.381231 nChanged 353 SP:Iteration 3F (66.711539 sec): 3 clusters Score: Raw -149460.056082 + Penalty 161.049754 = -149299.006328 nChanged 343 SP:Iteration 4F (66.717886 sec): 3 clusters Score: Raw -149783.713635 + Penalty 162.203439 = -149621.510196 nChanged 239 SP:Iteration 5F (66.724072 sec): 3 clusters Score: Raw -150030.311758 + Penalty 150.807662 = -149879.504095 nChanged 113 SP:Iteration 6Q (66.729858 sec): 3 clusters Score: Raw -150154.567088 + Penalty 154.726126 = -149999.840962 nChanged 23 SP:Iteration 7Q (66.736148 sec): 3 clusters Score: Raw -150176.250497 + Penalty 150.441993 = -150025.808504 nChanged 6 SP:Iteration 8Q (66.741486 sec): 3 clusters Score: Raw -150180.724104 + Penalty 146.440634 = -150034.283470 nChanged 2 SP:Iteration 9Q (66.746523 sec): 3 clusters Score: Raw -150185.895507 + Penalty 146.440634 = -150039.454872 nChanged 0 SP:Iteration 10F (66.752238 sec): 3 clusters Score: Raw -150185.895507 + Penalty 146.440634 = -150039.454872 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 5 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.753667 sec): 2 clusters Score: Raw -739.021846 + Penalty 278.923620 = -460.098226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.753925 sec): 3 clusters Score: Raw -775.094670 + Penalty 555.692173 = -219.402497 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 6 (750 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.758405 sec): 2 clusters Score: Raw -32603.849477 + Penalty 123.322498 = -32480.526979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.759971 sec): 3 clusters Score: Raw -32136.711928 + Penalty 245.954597 = -31890.757331 nChanged 324 SP:Iteration 1F (66.761480 sec): 3 clusters Score: Raw -32323.639178 + Penalty 247.549911 = -32076.089267 nChanged 108 SP:Iteration 2F (66.762982 sec): 3 clusters Score: Raw -32389.908346 + Penalty 254.389356 = -32135.518990 nChanged 79 SP:Iteration 3F (66.764465 sec): 3 clusters Score: Raw -32450.824601 + Penalty 266.371352 = -32184.453249 nChanged 71 SP:Iteration 4F (66.765938 sec): 3 clusters Score: Raw -32508.931411 + Penalty 276.507608 = -32232.423803 nChanged 48 SP:Iteration 5F (66.767452 sec): 3 clusters Score: Raw -32571.382150 + Penalty 284.461926 = -32286.920225 nChanged 34 SP:Iteration 6Q (66.768851 sec): 3 clusters Score: Raw -32608.534104 + Penalty 294.512560 = -32314.021545 nChanged 15 SP:Iteration 7Q (66.770229 sec): 3 clusters Score: Raw -32618.796516 + Penalty 300.493242 = -32318.303274 nChanged 12 SP:Iteration 8Q (66.771593 sec): 3 clusters Score: Raw -32626.117595 + Penalty 306.292459 = -32319.825135 nChanged 11 SP:Iteration 9Q (66.772944 sec): 3 clusters Score: Raw -32634.370519 + Penalty 290.621986 = -32343.748533 nChanged 7 SP:Iteration 10F (66.774443 sec): 3 clusters Score: Raw -32640.310880 + Penalty 286.876926 = -32353.433954 nChanged 4 SP:Iteration 11Q (66.775743 sec): 3 clusters Score: Raw -32643.228116 + Penalty 285.192307 = -32358.035810 nChanged 2 SP:Iteration 12Q (66.777042 sec): 3 clusters Score: Raw -32644.168095 + Penalty 282.571200 = -32361.596895 nChanged 2 SP:Iteration 13Q (66.778319 sec): 3 clusters Score: Raw -32644.804885 + Penalty 285.151813 = -32359.653072 nChanged 2 SP:Iteration 14F (66.779853 sec): 3 clusters Score: Raw -32645.752536 + Penalty 289.412458 = -32356.340079 nChanged 1 SP:Iteration 15F (66.781324 sec): 3 clusters Score: Raw -32646.039440 + Penalty 289.412458 = -32356.626982 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 7 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.782828 sec): 2 clusters Score: Raw -2375.595507 + Penalty 288.634775 = -2086.960732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.783134 sec): 3 clusters Score: Raw -2387.661965 + Penalty 578.392839 = -1809.269126 nChanged 1 SP:Iteration 1Q (66.783428 sec): 3 clusters Score: Raw -2389.180845 + Penalty 579.240577 = -1809.940268 nChanged 2 SP:Iteration 2Q (66.783721 sec): 3 clusters Score: Raw -2394.714029 + Penalty 578.291891 = -1816.422138 nChanged 1 SP:Iteration 3Q (66.784012 sec): 3 clusters Score: Raw -2395.843745 + Penalty 578.291891 = -1817.551854 nChanged 0 SP:Iteration 4F (66.784319 sec): 3 clusters Score: Raw -2395.843745 + Penalty 578.291891 = -1817.551854 nChanged 0 Memory request: 0.03 GB would take us to total of 0.33 GB. Trying to split cluster 8 (6922 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.814106 sec): 2 clusters Score: Raw -293068.718566 + Penalty 75.662027 = -292993.056539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.826764 sec): 3 clusters Score: Raw -288439.096867 + Penalty 150.464566 = -288288.632301 nChanged 3393 SP:Iteration 1F (66.839226 sec): 3 clusters Score: Raw -290232.532459 + Penalty 149.947096 = -290082.585363 nChanged 401 SP:Iteration 2F (66.851731 sec): 3 clusters Score: Raw -290488.709886 + Penalty 148.753977 = -290339.955909 nChanged 422 SP:Iteration 3F (66.864266 sec): 3 clusters Score: Raw -290764.009110 + Penalty 148.430078 = -290615.579033 nChanged 678 SP:Iteration 4F (66.876764 sec): 3 clusters Score: Raw -291538.205244 + Penalty 154.773606 = -291383.431638 nChanged 829 SP:Iteration 5F (66.889279 sec): 3 clusters Score: Raw -292725.285680 + Penalty 159.406788 = -292565.878892 nChanged 493 SP:Iteration 6F (66.901997 sec): 3 clusters Score: Raw -293585.765280 + Penalty 160.125947 = -293425.639333 nChanged 243 SP:Iteration 7Q (66.914353 sec): 3 clusters Score: Raw -293836.995395 + Penalty 161.745593 = -293675.249802 nChanged 130 SP:Iteration 8Q (66.926414 sec): 3 clusters Score: Raw -293947.686987 + Penalty 162.315893 = -293785.371094 nChanged 56 SP:Iteration 9Q (66.937636 sec): 3 clusters Score: Raw -293973.340702 + Penalty 161.957725 = -293811.382977 nChanged 32 SP:Iteration 10F (66.950136 sec): 3 clusters Score: Raw -293979.475284 + Penalty 161.447801 = -293818.027482 nChanged 17 SP:Iteration 11Q (66.961051 sec): 3 clusters Score: Raw -293981.945338 + Penalty 161.902064 = -293820.043274 nChanged 16 SP:Iteration 12Q (66.972231 sec): 3 clusters Score: Raw -293983.517585 + Penalty 161.304273 = -293822.213312 nChanged 7 SP:Iteration 13Q (66.982727 sec): 3 clusters Score: Raw -293983.878151 + Penalty 161.279168 = -293822.598983 nChanged 1 SP:Iteration 14Q (66.993468 sec): 3 clusters Score: Raw -293983.884151 + Penalty 161.279168 = -293822.604983 nChanged 0 SP:Iteration 15F (67.006202 sec): 3 clusters Score: Raw -293983.884151 + Penalty 161.279168 = -293822.604983 nChanged 0 Score: Raw -1362966.495293 + Penalty 74052.291731 = -1288914.203562 Splitting cluster 8 changes total score from -1265256.431107 to -1288914.203562 So it's getting split into cluster 1. Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 9 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.350726 sec): 2 clusters Score: Raw -1536.599256 + Penalty 325.060688 = -1211.538569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.351031 sec): 3 clusters Score: Raw -1598.498250 + Penalty 652.603182 = -945.895068 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 10 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.351644 sec): 2 clusters Score: Raw -1577.441001 + Penalty 364.129582 = -1213.311419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.351916 sec): 3 clusters Score: Raw -1610.720163 + Penalty 728.259164 = -882.460999 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 11 (2005 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.361970 sec): 2 clusters Score: Raw -100322.852056 + Penalty 1095.244466 = -99227.607590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.365941 sec): 3 clusters Score: Raw -99396.376033 + Penalty 2190.223643 = -97206.152389 nChanged 711 SP:Iteration 1F (68.369700 sec): 3 clusters Score: Raw -99856.702246 + Penalty 2190.335717 = -97666.366529 nChanged 178 SP:Iteration 2F (68.373434 sec): 3 clusters Score: Raw -100065.363121 + Penalty 2191.172226 = -97874.190895 nChanged 160 SP:Iteration 3F (68.377155 sec): 3 clusters Score: Raw -100344.301140 + Penalty 2192.362143 = -98151.938997 nChanged 147 SP:Iteration 4F (68.381286 sec): 3 clusters Score: Raw -100655.629416 + Penalty 2191.616023 = -98464.013393 nChanged 134 SP:Iteration 5F (68.385069 sec): 3 clusters Score: Raw -100830.912536 + Penalty 2189.301245 = -98641.611291 nChanged 94 SP:Iteration 6Q (68.388684 sec): 3 clusters Score: Raw -100897.228908 + Penalty 2187.270338 = -98709.958571 nChanged 63 SP:Iteration 7Q (68.392269 sec): 3 clusters Score: Raw -100934.376114 + Penalty 2185.513504 = -98748.862610 nChanged 53 SP:Iteration 8Q (68.395791 sec): 3 clusters Score: Raw -100968.029781 + Penalty 2183.589695 = -98784.440086 nChanged 42 SP:Iteration 9Q (68.399256 sec): 3 clusters Score: Raw -100990.480577 + Penalty 2182.087561 = -98808.393016 nChanged 33 SP:Iteration 10F (68.402957 sec): 3 clusters Score: Raw -101005.737923 + Penalty 2181.387801 = -98824.350122 nChanged 24 SP:Iteration 11Q (68.406407 sec): 3 clusters Score: Raw -101020.962770 + Penalty 2180.556764 = -98840.406006 nChanged 19 SP:Iteration 12Q (68.409876 sec): 3 clusters Score: Raw -101030.949355 + Penalty 2179.673331 = -98851.276024 nChanged 21 SP:Iteration 13Q (68.413433 sec): 3 clusters Score: Raw -101042.419116 + Penalty 2179.419301 = -98862.999815 nChanged 12 SP:Iteration 14Q (68.416888 sec): 3 clusters Score: Raw -101048.231464 + Penalty 2179.136369 = -98869.095096 nChanged 14 SP:Iteration 15Q (68.420389 sec): 3 clusters Score: Raw -101054.589132 + Penalty 2178.723427 = -98875.865705 nChanged 14 SP:Iteration 16Q (68.423840 sec): 3 clusters Score: Raw -101061.527813 + Penalty 2178.126978 = -98883.400835 nChanged 14 SP:Iteration 17Q (68.427274 sec): 3 clusters Score: Raw -101066.606836 + Penalty 2177.715137 = -98888.891699 nChanged 13 SP:Iteration 18Q (68.430828 sec): 3 clusters Score: Raw -101072.189371 + Penalty 2177.272431 = -98894.916939 nChanged 10 SP:Iteration 19Q (68.434254 sec): 3 clusters Score: Raw -101075.066701 + Penalty 2176.881093 = -98898.185607 nChanged 6 SP:Iteration 20F (68.437998 sec): 3 clusters Score: Raw -101076.835768 + Penalty 2176.784998 = -98900.050769 nChanged 4 SP:Iteration 21Q (68.441413 sec): 3 clusters Score: Raw -101078.829928 + Penalty 2176.601294 = -98902.228634 nChanged 6 SP:Iteration 22Q (68.444888 sec): 3 clusters Score: Raw -101081.002975 + Penalty 2176.473404 = -98904.529571 nChanged 5 SP:Iteration 23Q (68.448298 sec): 3 clusters Score: Raw -101082.646399 + Penalty 2176.225664 = -98906.420735 nChanged 3 SP:Iteration 24Q (68.451692 sec): 3 clusters Score: Raw -101083.626817 + Penalty 2175.890917 = -98907.735899 nChanged 3 SP:Iteration 25Q (68.455135 sec): 3 clusters Score: Raw -101085.086681 + Penalty 2175.643229 = -98909.443452 nChanged 5 SP:Iteration 26Q (68.458531 sec): 3 clusters Score: Raw -101088.352634 + Penalty 2175.493238 = -98912.859396 nChanged 5 SP:Iteration 27Q (68.461960 sec): 3 clusters Score: Raw -101090.784230 + Penalty 2175.305259 = -98915.478970 nChanged 2 SP:Iteration 28Q (68.465537 sec): 3 clusters Score: Raw -101091.253731 + Penalty 2174.903436 = -98916.350295 nChanged 3 SP:Iteration 29Q (68.468954 sec): 3 clusters Score: Raw -101092.040588 + Penalty 2174.878308 = -98917.162280 nChanged 2 SP:Iteration 30F (68.472647 sec): 3 clusters Score: Raw -101092.477229 + Penalty 2174.878308 = -98917.598921 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 12 (1150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.476828 sec): 2 clusters Score: Raw -52344.743690 + Penalty 100.119802 = -52244.623889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.479188 sec): 3 clusters Score: Raw -51618.788247 + Penalty 199.150933 = -51419.637314 nChanged 517 SP:Iteration 1F (68.481463 sec): 3 clusters Score: Raw -52099.927213 + Penalty 199.365215 = -51900.561999 nChanged 57 SP:Iteration 2Q (68.483671 sec): 3 clusters Score: Raw -52118.577849 + Penalty 199.893009 = -51918.684840 nChanged 25 SP:Iteration 3Q (68.485862 sec): 3 clusters Score: Raw -52124.568483 + Penalty 200.678219 = -51923.890264 nChanged 18 SP:Iteration 4Q (68.488048 sec): 3 clusters Score: Raw -52128.722092 + Penalty 201.108574 = -51927.613518 nChanged 10 SP:Iteration 5Q (68.490232 sec): 3 clusters Score: Raw -52130.502351 + Penalty 201.675632 = -51928.826719 nChanged 13 SP:Iteration 6Q (68.492472 sec): 3 clusters Score: Raw -52133.300444 + Penalty 202.191905 = -51931.108539 nChanged 11 SP:Iteration 7Q (68.494713 sec): 3 clusters Score: Raw -52134.944003 + Penalty 202.383038 = -51932.560966 nChanged 7 SP:Iteration 8Q (68.496919 sec): 3 clusters Score: Raw -52135.650209 + Penalty 202.502312 = -51933.147897 nChanged 8 SP:Iteration 9Q (68.499091 sec): 3 clusters Score: Raw -52136.924129 + Penalty 202.808357 = -51934.115771 nChanged 10 SP:Iteration 10F (68.501304 sec): 3 clusters Score: Raw -52137.984057 + Penalty 202.976578 = -51935.007479 nChanged 10 SP:Iteration 11Q (68.503520 sec): 3 clusters Score: Raw -52139.155493 + Penalty 202.889213 = -51936.266281 nChanged 10 SP:Iteration 12Q (68.505746 sec): 3 clusters Score: Raw -52141.041210 + Penalty 203.389071 = -51937.652140 nChanged 14 SP:Iteration 13Q (68.507964 sec): 3 clusters Score: Raw -52142.889216 + Penalty 203.751490 = -51939.137727 nChanged 7 SP:Iteration 14Q (68.510129 sec): 3 clusters Score: Raw -52143.545308 + Penalty 204.287977 = -51939.257331 nChanged 10 SP:Iteration 15Q (68.512339 sec): 3 clusters Score: Raw -52145.090772 + Penalty 204.783728 = -51940.307044 nChanged 14 SP:Iteration 16Q (68.514506 sec): 3 clusters Score: Raw -52148.161289 + Penalty 205.406575 = -51942.754714 nChanged 13 SP:Iteration 17Q (68.516658 sec): 3 clusters Score: Raw -52152.910863 + Penalty 206.052025 = -51946.858838 nChanged 17 SP:Iteration 18Q (68.518803 sec): 3 clusters Score: Raw -52158.531475 + Penalty 206.246567 = -51952.284908 nChanged 21 SP:Iteration 19Q (68.520941 sec): 3 clusters Score: Raw -52163.108070 + Penalty 207.032738 = -51956.075332 nChanged 18 SP:Iteration 20F (68.523141 sec): 3 clusters Score: Raw -52169.753009 + Penalty 207.421637 = -51962.331372 nChanged 26 SP:Iteration 21Q (68.525448 sec): 3 clusters Score: Raw -52179.124474 + Penalty 208.301917 = -51970.822557 nChanged 18 SP:Iteration 22Q (68.527754 sec): 3 clusters Score: Raw -52185.710331 + Penalty 209.603354 = -51976.106977 nChanged 19 SP:Iteration 23Q (68.529960 sec): 3 clusters Score: Raw -52193.287523 + Penalty 209.503053 = -51983.784470 nChanged 16 SP:Iteration 24Q (68.532098 sec): 3 clusters Score: Raw -52198.987794 + Penalty 208.621510 = -51990.366284 nChanged 18 SP:Iteration 25Q (68.534244 sec): 3 clusters Score: Raw -52206.846005 + Penalty 210.156266 = -51996.689738 nChanged 23 SP:Iteration 26Q (68.536352 sec): 3 clusters Score: Raw -52216.358386 + Penalty 209.666790 = -52006.691596 nChanged 21 SP:Iteration 27Q (68.538389 sec): 3 clusters Score: Raw -52224.233877 + Penalty 211.227314 = -52013.006563 nChanged 19 SP:Iteration 28Q (68.540438 sec): 3 clusters Score: Raw -52229.051197 + Penalty 212.625350 = -52016.425846 nChanged 15 SP:Iteration 29Q (68.542440 sec): 3 clusters Score: Raw -52233.093121 + Penalty 213.223305 = -52019.869816 nChanged 13 SP:Iteration 30F (68.544693 sec): 3 clusters Score: Raw -52237.571520 + Penalty 212.825648 = -52024.745872 nChanged 11 SP:Iteration 31Q (68.546730 sec): 3 clusters Score: Raw -52241.559928 + Penalty 212.035850 = -52029.524077 nChanged 10 SP:Iteration 32Q (68.548720 sec): 3 clusters Score: Raw -52244.576868 + Penalty 213.674110 = -52030.902757 nChanged 17 SP:Iteration 33Q (68.550687 sec): 3 clusters Score: Raw -52252.917129 + Penalty 214.356027 = -52038.561102 nChanged 16 SP:Iteration 34Q (68.552634 sec): 3 clusters Score: Raw -52258.702339 + Penalty 215.843841 = -52042.858498 nChanged 15 SP:Iteration 35Q (68.554572 sec): 3 clusters Score: Raw -52265.522467 + Penalty 214.845926 = -52050.676541 nChanged 16 SP:Iteration 36Q (68.556489 sec): 3 clusters Score: Raw -52271.679537 + Penalty 216.285430 = -52055.394107 nChanged 13 SP:Iteration 37Q (68.558389 sec): 3 clusters Score: Raw -52277.033010 + Penalty 221.528260 = -52055.504750 nChanged 17 SP:Iteration 38Q (68.560274 sec): 3 clusters Score: Raw -52284.265472 + Penalty 225.864753 = -52058.400718 nChanged 12 SP:Iteration 39Q (68.562233 sec): 3 clusters Score: Raw -52289.877843 + Penalty 233.514115 = -52056.363727 nChanged 14 SP:Iteration 40F (68.564464 sec): 3 clusters Score: Raw -52296.626375 + Penalty 245.943930 = -52050.682445 nChanged 17 SP:Iteration 41F (68.566726 sec): 3 clusters Score: Raw -52308.691768 + Penalty 254.046606 = -52054.645162 nChanged 15 SP:Iteration 42Q (68.568628 sec): 3 clusters Score: Raw -52320.996488 + Penalty 265.408516 = -52055.587972 nChanged 10 SP:Iteration 43Q (68.570452 sec): 3 clusters Score: Raw -52327.790241 + Penalty 268.690204 = -52059.100037 nChanged 13 SP:Iteration 44Q (68.572243 sec): 3 clusters Score: Raw -52337.546556 + Penalty 246.791199 = -52090.755357 nChanged 6 SP:Iteration 45Q (68.574011 sec): 3 clusters Score: Raw -52341.181019 + Penalty 267.343668 = -52073.837351 nChanged 5 SP:Iteration 46F (68.576175 sec): 3 clusters Score: Raw -52343.566023 + Penalty 273.771236 = -52069.794787 nChanged 5 SP:Iteration 47F (68.578396 sec): 3 clusters Score: Raw -52345.945719 + Penalty 281.603803 = -52064.341916 nChanged 2 SP:Iteration 48F (68.580894 sec): 3 clusters Score: Raw -52346.662169 + Penalty 281.603803 = -52065.058367 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 13 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.581933 sec): 2 clusters Score: Raw -4853.122190 + Penalty 151.108151 = -4702.014038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.582365 sec): 3 clusters Score: Raw -4821.833356 + Penalty 360.933007 = -4460.900349 nChanged 35 SP:Iteration 1F (68.582784 sec): 3 clusters Score: Raw -4889.888397 + Penalty 369.827487 = -4520.060910 nChanged 4 SP:Iteration 2Q (68.583176 sec): 3 clusters Score: Raw -4902.271023 + Penalty 364.276620 = -4537.994403 nChanged 1 SP:Iteration 3Q (68.583564 sec): 3 clusters Score: Raw -4910.045246 + Penalty 359.271352 = -4550.773894 nChanged 1 SP:Iteration 4Q (68.583947 sec): 3 clusters Score: Raw -4915.257017 + Penalty 354.235849 = -4561.021168 nChanged 1 SP:Iteration 5Q (68.584326 sec): 3 clusters Score: Raw -4916.360417 + Penalty 354.235849 = -4562.124568 nChanged 0 SP:Iteration 6F (68.584742 sec): 3 clusters Score: Raw -4916.360417 + Penalty 354.235849 = -4562.124568 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 14 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.585576 sec): 2 clusters Score: Raw -6402.609875 + Penalty 426.909101 = -5975.700773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.586027 sec): 3 clusters Score: Raw -6378.697017 + Penalty 857.579471 = -5521.117546 nChanged 14 SP:Iteration 1F (68.586497 sec): 3 clusters Score: Raw -6390.086035 + Penalty 858.776145 = -5531.309890 nChanged 1 SP:Iteration 2Q (68.586941 sec): 3 clusters Score: Raw -6390.881311 + Penalty 860.350938 = -5530.530373 nChanged 1 SP:Iteration 3F (68.587385 sec): 3 clusters Score: Raw -6391.860826 + Penalty 861.900099 = -5529.960727 nChanged 1 SP:Iteration 4F (68.587827 sec): 3 clusters Score: Raw -6393.607952 + Penalty 862.977424 = -5530.630528 nChanged 1 SP:Iteration 5Q (68.588267 sec): 3 clusters Score: Raw -6394.922364 + Penalty 862.977424 = -5531.944940 nChanged 0 SP:Iteration 6F (68.588709 sec): 3 clusters Score: Raw -6394.922364 + Penalty 862.977424 = -5531.944940 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 15 (1607 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.594123 sec): 2 clusters Score: Raw -76474.086569 + Penalty 457.106938 = -76016.979631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.597221 sec): 3 clusters Score: Raw -75564.940453 + Penalty 914.342416 = -74650.598038 nChanged 671 SP:Iteration 1F (68.600363 sec): 3 clusters Score: Raw -76050.744203 + Penalty 913.491038 = -75137.253165 nChanged 166 SP:Iteration 2F (68.603418 sec): 3 clusters Score: Raw -76152.900740 + Penalty 912.892178 = -75240.008563 nChanged 95 SP:Iteration 3F (68.606630 sec): 3 clusters Score: Raw -76199.134613 + Penalty 911.189904 = -75287.944708 nChanged 63 SP:Iteration 4Q (68.609884 sec): 3 clusters Score: Raw -76228.335698 + Penalty 908.847198 = -75319.488500 nChanged 53 SP:Iteration 5Q (68.612958 sec): 3 clusters Score: Raw -76250.226693 + Penalty 906.302965 = -75343.923727 nChanged 46 SP:Iteration 6Q (68.616020 sec): 3 clusters Score: Raw -76272.020258 + Penalty 903.215314 = -75368.804944 nChanged 54 SP:Iteration 7Q (68.619093 sec): 3 clusters Score: Raw -76310.310757 + Penalty 899.489582 = -75410.821175 nChanged 55 SP:Iteration 8Q (68.622154 sec): 3 clusters Score: Raw -76350.879303 + Penalty 894.997946 = -75455.881357 nChanged 54 SP:Iteration 9Q (68.625186 sec): 3 clusters Score: Raw -76388.301006 + Penalty 891.021157 = -75497.279849 nChanged 49 SP:Iteration 10F (68.628259 sec): 3 clusters Score: Raw -76412.402522 + Penalty 885.757086 = -75526.645436 nChanged 34 SP:Iteration 11Q (68.631269 sec): 3 clusters Score: Raw -76431.803196 + Penalty 879.144572 = -75552.658624 nChanged 32 SP:Iteration 12Q (68.634299 sec): 3 clusters Score: Raw -76451.475345 + Penalty 874.680380 = -75576.794965 nChanged 27 SP:Iteration 13Q (68.637468 sec): 3 clusters Score: Raw -76463.707991 + Penalty 871.760413 = -75591.947577 nChanged 22 SP:Iteration 14Q (68.640570 sec): 3 clusters Score: Raw -76472.711541 + Penalty 868.182149 = -75604.529393 nChanged 20 SP:Iteration 15Q (68.643601 sec): 3 clusters Score: Raw -76480.539028 + Penalty 864.232472 = -75616.306556 nChanged 21 SP:Iteration 16Q (68.646714 sec): 3 clusters Score: Raw -76488.699833 + Penalty 860.332433 = -75628.367400 nChanged 16 SP:Iteration 17Q (68.649751 sec): 3 clusters Score: Raw -76495.877765 + Penalty 857.557988 = -75638.319777 nChanged 14 SP:Iteration 18Q (68.652694 sec): 3 clusters Score: Raw -76500.848306 + Penalty 856.136106 = -75644.712200 nChanged 8 SP:Iteration 19Q (68.655623 sec): 3 clusters Score: Raw -76501.856737 + Penalty 855.298560 = -75646.558177 nChanged 6 SP:Iteration 20F (68.658668 sec): 3 clusters Score: Raw -76502.517226 + Penalty 854.808462 = -75647.708764 nChanged 3 SP:Iteration 21Q (68.661639 sec): 3 clusters Score: Raw -76502.784198 + Penalty 853.738783 = -75649.045415 nChanged 2 SP:Iteration 22Q (68.664616 sec): 3 clusters Score: Raw -76503.452026 + Penalty 852.360392 = -75651.091634 nChanged 3 SP:Iteration 23Q (68.667560 sec): 3 clusters Score: Raw -76503.910800 + Penalty 852.259255 = -75651.651544 nChanged 1 SP:Iteration 24Q (68.670571 sec): 3 clusters Score: Raw -76503.962758 + Penalty 852.097038 = -75651.865720 nChanged 1 SP:Iteration 25Q (68.673595 sec): 3 clusters Score: Raw -76504.006617 + Penalty 852.097038 = -75651.909579 nChanged 0 SP:Iteration 26F (68.676773 sec): 3 clusters Score: Raw -76504.006617 + Penalty 852.097038 = -75651.909579 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 16 (264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.680556 sec): 2 clusters Score: Raw -12011.905693 + Penalty 415.885340 = -11596.020353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.681245 sec): 3 clusters Score: Raw -11925.854688 + Penalty 831.363891 = -11094.490796 nChanged 61 SP:Iteration 1F (68.681919 sec): 3 clusters Score: Raw -11984.593027 + Penalty 829.402447 = -11155.190580 nChanged 19 SP:Iteration 2F (68.682592 sec): 3 clusters Score: Raw -12006.823750 + Penalty 829.945893 = -11176.877856 nChanged 7 SP:Iteration 3Q (68.683257 sec): 3 clusters Score: Raw -12011.820805 + Penalty 829.196042 = -11182.624763 nChanged 5 SP:Iteration 4Q (68.683921 sec): 3 clusters Score: Raw -12016.713589 + Penalty 828.704112 = -11188.009477 nChanged 3 SP:Iteration 5Q (68.684582 sec): 3 clusters Score: Raw -12024.083190 + Penalty 827.920039 = -11196.163150 nChanged 3 SP:Iteration 6Q (68.685241 sec): 3 clusters Score: Raw -12028.848129 + Penalty 826.811623 = -11202.036506 nChanged 2 SP:Iteration 7Q (68.685899 sec): 3 clusters Score: Raw -12029.985598 + Penalty 826.083184 = -11203.902415 nChanged 1 SP:Iteration 8Q (68.686557 sec): 3 clusters Score: Raw -12030.677550 + Penalty 825.017205 = -11205.660345 nChanged 2 SP:Iteration 9Q (68.687217 sec): 3 clusters Score: Raw -12032.227657 + Penalty 824.349949 = -11207.877709 nChanged 1 SP:Iteration 10F (68.687889 sec): 3 clusters Score: Raw -12032.804015 + Penalty 824.349949 = -11208.454066 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 17 (1070 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.691413 sec): 2 clusters Score: Raw -50395.787673 + Penalty 947.430126 = -49448.357546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.693514 sec): 3 clusters Score: Raw -50041.437992 + Penalty 1899.870233 = -48141.567759 nChanged 343 SP:Iteration 1F (68.695608 sec): 3 clusters Score: Raw -50567.037360 + Penalty 1908.342688 = -48658.694672 nChanged 149 SP:Iteration 2F (68.697656 sec): 3 clusters Score: Raw -50894.464303 + Penalty 1914.341028 = -48980.123275 nChanged 78 SP:Iteration 3F (68.699699 sec): 3 clusters Score: Raw -51027.816136 + Penalty 1916.727835 = -49111.088301 nChanged 37 SP:Iteration 4Q (68.701656 sec): 3 clusters Score: Raw -51068.481232 + Penalty 1918.043596 = -49150.437636 nChanged 15 SP:Iteration 5Q (68.703601 sec): 3 clusters Score: Raw -51084.256060 + Penalty 1920.105698 = -49164.150362 nChanged 6 SP:Iteration 6Q (68.705533 sec): 3 clusters Score: Raw -51088.550775 + Penalty 1920.229328 = -49168.321447 nChanged 1 SP:Iteration 7Q (68.707482 sec): 3 clusters Score: Raw -51090.343017 + Penalty 1920.515777 = -49169.827240 nChanged 2 SP:Iteration 8Q (68.709456 sec): 3 clusters Score: Raw -51092.573914 + Penalty 1920.973043 = -49171.600871 nChanged 2 SP:Iteration 9Q (68.711467 sec): 3 clusters Score: Raw -51094.837369 + Penalty 1921.849864 = -49172.987505 nChanged 2 SP:Iteration 10F (68.713564 sec): 3 clusters Score: Raw -51096.596367 + Penalty 1922.377669 = -49174.218699 nChanged 2 SP:Iteration 11Q (68.715530 sec): 3 clusters Score: Raw -51098.088378 + Penalty 1922.871271 = -49175.217108 nChanged 1 SP:Iteration 12Q (68.717444 sec): 3 clusters Score: Raw -51098.743428 + Penalty 1922.871271 = -49175.872157 nChanged 0 SP:Iteration 13F (68.719479 sec): 3 clusters Score: Raw -51098.743428 + Penalty 1922.871271 = -49175.872157 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 18 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.720564 sec): 2 clusters Score: Raw -8829.134595 + Penalty 569.066545 = -8260.068050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.721128 sec): 3 clusters Score: Raw -8815.240423 + Penalty 1137.576982 = -7677.663441 nChanged 32 SP:Iteration 1F (68.721715 sec): 3 clusters Score: Raw -8872.901473 + Penalty 1137.894494 = -7735.006979 nChanged 11 SP:Iteration 2F (68.722269 sec): 3 clusters Score: Raw -8897.411886 + Penalty 1138.954509 = -7758.457377 nChanged 4 SP:Iteration 3Q (68.722805 sec): 3 clusters Score: Raw -8901.992660 + Penalty 1140.118232 = -7761.874428 nChanged 2 SP:Iteration 4Q (68.723340 sec): 3 clusters Score: Raw -8904.932968 + Penalty 1141.480060 = -7763.452908 nChanged 2 SP:Iteration 5Q (68.723877 sec): 3 clusters Score: Raw -8907.619871 + Penalty 1141.861572 = -7765.758299 nChanged 2 SP:Iteration 6Q (68.724411 sec): 3 clusters Score: Raw -8914.692559 + Penalty 1143.697883 = -7770.994676 nChanged 4 SP:Iteration 7Q (68.724942 sec): 3 clusters Score: Raw -8929.612060 + Penalty 1144.036577 = -7785.575483 nChanged 2 SP:Iteration 8Q (68.725469 sec): 3 clusters Score: Raw -8937.035149 + Penalty 1144.036577 = -7792.998571 nChanged 0 SP:Iteration 9F (68.726020 sec): 3 clusters Score: Raw -8937.035149 + Penalty 1144.036577 = -7792.998571 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 21 (514 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.728303 sec): 2 clusters Score: Raw -18190.042025 + Penalty 906.991608 = -17283.050416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.729452 sec): 3 clusters Score: Raw -18131.908466 + Penalty 1813.983217 = -16317.925249 nChanged 137 SP:Iteration 1F (68.730575 sec): 3 clusters Score: Raw -18335.336962 + Penalty 1814.079601 = -16521.257361 nChanged 32 SP:Iteration 2F (68.731696 sec): 3 clusters Score: Raw -18393.894617 + Penalty 1814.085154 = -16579.809462 nChanged 17 SP:Iteration 3Q (68.732770 sec): 3 clusters Score: Raw -18442.062731 + Penalty 1814.173464 = -16627.889267 nChanged 12 SP:Iteration 4Q (68.733836 sec): 3 clusters Score: Raw -18463.028358 + Penalty 1814.038417 = -16648.989941 nChanged 8 SP:Iteration 5Q (68.734903 sec): 3 clusters Score: Raw -18474.215278 + Penalty 1814.456585 = -16659.758693 nChanged 7 SP:Iteration 6Q (68.735971 sec): 3 clusters Score: Raw -18492.691681 + Penalty 1814.756198 = -16677.935483 nChanged 4 SP:Iteration 7Q (68.737023 sec): 3 clusters Score: Raw -18495.786664 + Penalty 1814.711589 = -16681.075076 nChanged 3 SP:Iteration 8Q (68.738078 sec): 3 clusters Score: Raw -18499.716303 + Penalty 1814.716940 = -16684.999364 nChanged 2 SP:Iteration 9Q (68.739139 sec): 3 clusters Score: Raw -18504.071317 + Penalty 1814.738239 = -16689.333078 nChanged 2 SP:Iteration 10F (68.740270 sec): 3 clusters Score: Raw -18508.005782 + Penalty 1814.738239 = -16693.267543 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 23 (1594 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.748468 sec): 2 clusters Score: Raw -83164.607915 + Penalty 893.530667 = -82271.077248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.753795 sec): 3 clusters Score: Raw -82375.416160 + Penalty 1786.356148 = -80589.060012 nChanged 590 SP:Iteration 1F (68.757535 sec): 3 clusters Score: Raw -82748.168940 + Penalty 1784.776726 = -80963.392214 nChanged 151 SP:Iteration 2F (68.760459 sec): 3 clusters Score: Raw -82846.329030 + Penalty 1783.039865 = -81063.289165 nChanged 88 SP:Iteration 3F (68.763515 sec): 3 clusters Score: Raw -82901.035486 + Penalty 1782.248296 = -81118.787189 nChanged 66 SP:Iteration 4Q (68.766526 sec): 3 clusters Score: Raw -82941.622106 + Penalty 1781.973599 = -81159.648507 nChanged 55 SP:Iteration 5Q (68.769445 sec): 3 clusters Score: Raw -82986.253263 + Penalty 1781.291381 = -81204.961882 nChanged 55 SP:Iteration 6Q (68.772405 sec): 3 clusters Score: Raw -83038.052523 + Penalty 1781.912173 = -81256.140349 nChanged 64 SP:Iteration 7Q (68.775358 sec): 3 clusters Score: Raw -83086.308241 + Penalty 1782.163613 = -81304.144628 nChanged 54 SP:Iteration 8Q (68.778303 sec): 3 clusters Score: Raw -83131.186915 + Penalty 1784.415220 = -81346.771696 nChanged 57 SP:Iteration 9Q (68.781251 sec): 3 clusters Score: Raw -83190.852501 + Penalty 1785.579414 = -81405.273087 nChanged 60 SP:Iteration 10F (68.784216 sec): 3 clusters Score: Raw -83244.584954 + Penalty 1787.617494 = -81456.967460 nChanged 53 SP:Iteration 11Q (68.787163 sec): 3 clusters Score: Raw -83304.009822 + Penalty 1789.598550 = -81514.411272 nChanged 45 SP:Iteration 12Q (68.790007 sec): 3 clusters Score: Raw -83363.704171 + Penalty 1791.036039 = -81572.668132 nChanged 42 SP:Iteration 13Q (68.792821 sec): 3 clusters Score: Raw -83415.867444 + Penalty 1791.143439 = -81624.724005 nChanged 31 SP:Iteration 14Q (68.795985 sec): 3 clusters Score: Raw -83442.696064 + Penalty 1791.343570 = -81651.352494 nChanged 32 SP:Iteration 15Q (68.798742 sec): 3 clusters Score: Raw -83467.724089 + Penalty 1791.171148 = -81676.552941 nChanged 24 SP:Iteration 16Q (68.801708 sec): 3 clusters Score: Raw -83484.962978 + Penalty 1791.343261 = -81693.619717 nChanged 19 SP:Iteration 17Q (68.804603 sec): 3 clusters Score: Raw -83494.558555 + Penalty 1791.302070 = -81703.256486 nChanged 8 SP:Iteration 18Q (68.807328 sec): 3 clusters Score: Raw -83500.890422 + Penalty 1791.512787 = -81709.377634 nChanged 5 SP:Iteration 19Q (68.810060 sec): 3 clusters Score: Raw -83504.163141 + Penalty 1791.632837 = -81712.530304 nChanged 13 SP:Iteration 20F (68.813090 sec): 3 clusters Score: Raw -83511.026709 + Penalty 1791.428495 = -81719.598215 nChanged 6 SP:Iteration 21Q (68.815817 sec): 3 clusters Score: Raw -83515.287419 + Penalty 1791.442196 = -81723.845222 nChanged 6 SP:Iteration 22Q (68.818520 sec): 3 clusters Score: Raw -83517.902960 + Penalty 1791.741849 = -81726.161110 nChanged 4 SP:Iteration 23Q (68.821283 sec): 3 clusters Score: Raw -83519.438054 + Penalty 1791.929995 = -81727.508059 nChanged 2 SP:Iteration 24Q (68.824046 sec): 3 clusters Score: Raw -83520.283064 + Penalty 1792.071982 = -81728.211082 nChanged 1 SP:Iteration 25Q (68.826743 sec): 3 clusters Score: Raw -83521.023493 + Penalty 1792.284691 = -81728.738802 nChanged 5 SP:Iteration 26Q (68.829522 sec): 3 clusters Score: Raw -83523.022280 + Penalty 1792.359533 = -81730.662747 nChanged 3 SP:Iteration 27Q (68.832268 sec): 3 clusters Score: Raw -83523.753502 + Penalty 1792.920698 = -81730.832803 nChanged 3 SP:Iteration 28Q (68.834961 sec): 3 clusters Score: Raw -83525.211137 + Penalty 1793.443599 = -81731.767538 nChanged 6 SP:Iteration 29Q (68.837833 sec): 3 clusters Score: Raw -83527.811183 + Penalty 1793.980633 = -81733.830550 nChanged 5 SP:Iteration 30F (68.840910 sec): 3 clusters Score: Raw -83530.715367 + Penalty 1794.605423 = -81736.109944 nChanged 7 SP:Iteration 31Q (68.843644 sec): 3 clusters Score: Raw -83533.330624 + Penalty 1794.857144 = -81738.473480 nChanged 5 SP:Iteration 32Q (68.846411 sec): 3 clusters Score: Raw -83535.623502 + Penalty 1795.235620 = -81740.387882 nChanged 6 SP:Iteration 33Q (68.849169 sec): 3 clusters Score: Raw -83538.328657 + Penalty 1795.601073 = -81742.727583 nChanged 8 SP:Iteration 34Q (68.851862 sec): 3 clusters Score: Raw -83545.837871 + Penalty 1795.660654 = -81750.177217 nChanged 11 SP:Iteration 35Q (68.854544 sec): 3 clusters Score: Raw -83549.586928 + Penalty 1796.651504 = -81752.935424 nChanged 9 SP:Iteration 36Q (68.857298 sec): 3 clusters Score: Raw -83554.627616 + Penalty 1797.331577 = -81757.296039 nChanged 11 SP:Iteration 37Q (68.860264 sec): 3 clusters Score: Raw -83564.056290 + Penalty 1798.408559 = -81765.647732 nChanged 10 SP:Iteration 38Q (68.863175 sec): 3 clusters Score: Raw -83569.594471 + Penalty 1799.460575 = -81770.133895 nChanged 5 SP:Iteration 39Q (68.865976 sec): 3 clusters Score: Raw -83573.338732 + Penalty 1799.768326 = -81773.570406 nChanged 2 SP:Iteration 40F (68.869038 sec): 3 clusters Score: Raw -83574.056425 + Penalty 1799.736795 = -81774.319629 nChanged 1 SP:Iteration 41Q (68.871906 sec): 3 clusters Score: Raw -83574.323506 + Penalty 1799.736795 = -81774.586711 nChanged 0 SP:Iteration 42F (68.875121 sec): 3 clusters Score: Raw -83574.323506 + Penalty 1799.736795 = -81774.586711 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 24 (458 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.877567 sec): 2 clusters Score: Raw -21480.291591 + Penalty 390.985376 = -21089.306215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.878831 sec): 3 clusters Score: Raw -21258.833194 + Penalty 760.842034 = -20497.991160 nChanged 158 SP:Iteration 1F (68.880184 sec): 3 clusters Score: Raw -21420.281478 + Penalty 732.638786 = -20687.642692 nChanged 57 SP:Iteration 2F (68.881556 sec): 3 clusters Score: Raw -21484.913010 + Penalty 727.958212 = -20756.954799 nChanged 24 SP:Iteration 3F (68.882741 sec): 3 clusters Score: Raw -21510.659698 + Penalty 730.055902 = -20780.603796 nChanged 11 SP:Iteration 4Q (68.883967 sec): 3 clusters Score: Raw -21521.773804 + Penalty 734.236723 = -20787.537081 nChanged 11 SP:Iteration 5Q (68.885258 sec): 3 clusters Score: Raw -21527.657958 + Penalty 734.862660 = -20792.795298 nChanged 4 SP:Iteration 6Q (68.886349 sec): 3 clusters Score: Raw -21528.869091 + Penalty 735.603183 = -20793.265908 nChanged 2 SP:Iteration 7Q (68.887398 sec): 3 clusters Score: Raw -21529.461870 + Penalty 735.726321 = -20793.735549 nChanged 1 SP:Iteration 8Q (68.888436 sec): 3 clusters Score: Raw -21529.687602 + Penalty 736.224138 = -20793.463463 nChanged 1 SP:Iteration 9F (68.889511 sec): 3 clusters Score: Raw -21530.067841 + Penalty 737.877456 = -20792.190384 nChanged 3 SP:Iteration 10F (68.890562 sec): 3 clusters Score: Raw -21530.934987 + Penalty 738.955553 = -20791.979434 nChanged 1 SP:Iteration 11F (68.891607 sec): 3 clusters Score: Raw -21531.654949 + Penalty 738.955553 = -20792.699397 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 26 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.892635 sec): 2 clusters Score: Raw -932.835985 + Penalty 275.873528 = -656.962458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.892895 sec): 3 clusters Score: Raw -956.285284 + Penalty 546.910807 = -409.374477 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 27 (617 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.895447 sec): 2 clusters Score: Raw -28635.319094 + Penalty 156.321207 = -28478.997888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.896774 sec): 3 clusters Score: Raw -28292.639329 + Penalty 312.222882 = -27980.416448 nChanged 257 SP:Iteration 1F (68.898070 sec): 3 clusters Score: Raw -28422.559587 + Penalty 312.420631 = -28110.138955 nChanged 64 SP:Iteration 2F (68.899364 sec): 3 clusters Score: Raw -28465.125475 + Penalty 312.799277 = -28152.326198 nChanged 43 SP:Iteration 3F (68.900648 sec): 3 clusters Score: Raw -28484.693994 + Penalty 312.849772 = -28171.844222 nChanged 25 SP:Iteration 4Q (68.901927 sec): 3 clusters Score: Raw -28495.102722 + Penalty 313.072557 = -28182.030165 nChanged 18 SP:Iteration 5Q (68.903294 sec): 3 clusters Score: Raw -28507.363693 + Penalty 312.804971 = -28194.558722 nChanged 20 SP:Iteration 6Q (68.904576 sec): 3 clusters Score: Raw -28519.564445 + Penalty 312.723854 = -28206.840591 nChanged 19 SP:Iteration 7Q (68.905857 sec): 3 clusters Score: Raw -28530.270648 + Penalty 313.232669 = -28217.037979 nChanged 12 SP:Iteration 8Q (68.907146 sec): 3 clusters Score: Raw -28534.857366 + Penalty 313.262480 = -28221.594886 nChanged 11 SP:Iteration 9Q (68.908410 sec): 3 clusters Score: Raw -28537.632963 + Penalty 312.956979 = -28224.675984 nChanged 6 SP:Iteration 10F (68.909713 sec): 3 clusters Score: Raw -28539.027280 + Penalty 313.078380 = -28225.948900 nChanged 6 SP:Iteration 11Q (68.910984 sec): 3 clusters Score: Raw -28540.339967 + Penalty 313.227355 = -28227.112612 nChanged 7 SP:Iteration 12Q (68.912248 sec): 3 clusters Score: Raw -28541.481301 + Penalty 313.456877 = -28228.024424 nChanged 9 SP:Iteration 13Q (68.913535 sec): 3 clusters Score: Raw -28543.602198 + Penalty 313.357052 = -28230.245146 nChanged 6 SP:Iteration 14Q (68.914788 sec): 3 clusters Score: Raw -28544.789507 + Penalty 313.493616 = -28231.295891 nChanged 7 SP:Iteration 15Q (68.916029 sec): 3 clusters Score: Raw -28546.014045 + Penalty 313.465665 = -28232.548381 nChanged 4 SP:Iteration 16Q (68.917270 sec): 3 clusters Score: Raw -28546.464972 + Penalty 313.383654 = -28233.081318 nChanged 5 SP:Iteration 17Q (68.918488 sec): 3 clusters Score: Raw -28547.851576 + Penalty 312.334192 = -28235.517384 nChanged 7 SP:Iteration 18Q (68.919711 sec): 3 clusters Score: Raw -28550.187283 + Penalty 310.538601 = -28239.648682 nChanged 8 SP:Iteration 19Q (68.920960 sec): 3 clusters Score: Raw -28554.735913 + Penalty 309.682254 = -28245.053658 nChanged 17 SP:Iteration 20F (68.922243 sec): 3 clusters Score: Raw -28563.285435 + Penalty 308.725288 = -28254.560147 nChanged 14 SP:Iteration 21Q (68.923465 sec): 3 clusters Score: Raw -28568.188104 + Penalty 308.910762 = -28259.277342 nChanged 8 SP:Iteration 22Q (68.924682 sec): 3 clusters Score: Raw -28569.800110 + Penalty 308.759181 = -28261.040930 nChanged 6 SP:Iteration 23Q (68.925891 sec): 3 clusters Score: Raw -28572.079931 + Penalty 307.087002 = -28264.992929 nChanged 9 SP:Iteration 24Q (68.927098 sec): 3 clusters Score: Raw -28577.671057 + Penalty 306.651570 = -28271.019487 nChanged 14 SP:Iteration 25Q (68.928324 sec): 3 clusters Score: Raw -28584.094401 + Penalty 304.779829 = -28279.314572 nChanged 8 SP:Iteration 26Q (68.929521 sec): 3 clusters Score: Raw -28587.349786 + Penalty 301.813463 = -28285.536323 nChanged 9 SP:Iteration 27Q (68.930705 sec): 3 clusters Score: Raw -28592.143788 + Penalty 302.942128 = -28289.201660 nChanged 10 SP:Iteration 28Q (68.931873 sec): 3 clusters Score: Raw -28597.319324 + Penalty 303.836238 = -28293.483086 nChanged 9 SP:Iteration 29Q (68.933037 sec): 3 clusters Score: Raw -28600.604047 + Penalty 303.930489 = -28296.673558 nChanged 6 SP:Iteration 30F (68.934309 sec): 3 clusters Score: Raw -28602.658136 + Penalty 304.789152 = -28297.868984 nChanged 10 SP:Iteration 31Q (68.935470 sec): 3 clusters Score: Raw -28608.063466 + Penalty 306.874459 = -28301.189007 nChanged 7 SP:Iteration 32Q (68.936621 sec): 3 clusters Score: Raw -28610.747435 + Penalty 299.437722 = -28311.309713 nChanged 5 SP:Iteration 33Q (68.937761 sec): 3 clusters Score: Raw -28612.835745 + Penalty 300.732245 = -28312.103500 nChanged 4 SP:Iteration 34Q (68.938896 sec): 3 clusters Score: Raw -28614.888360 + Penalty 304.718816 = -28310.169544 nChanged 8 SP:Iteration 35F (68.940171 sec): 3 clusters Score: Raw -28621.401112 + Penalty 305.245710 = -28316.155402 nChanged 9 SP:Iteration 36Q (68.941302 sec): 3 clusters Score: Raw -28628.344759 + Penalty 300.860486 = -28327.484273 nChanged 3 SP:Iteration 37Q (68.942428 sec): 3 clusters Score: Raw -28629.849956 + Penalty 302.442665 = -28327.407291 nChanged 3 SP:Iteration 38F (68.943705 sec): 3 clusters Score: Raw -28631.111489 + Penalty 304.081582 = -28327.029907 nChanged 1 SP:Iteration 39F (68.944995 sec): 3 clusters Score: Raw -28631.287055 + Penalty 305.089885 = -28326.197170 nChanged 1 SP:Iteration 40F (68.946271 sec): 3 clusters Score: Raw -28631.958080 + Penalty 304.324828 = -28327.633252 nChanged 2 SP:Iteration 41Q (68.947361 sec): 3 clusters Score: Raw -28632.395935 + Penalty 304.324828 = -28328.071107 nChanged 0 SP:Iteration 42F (68.948628 sec): 3 clusters Score: Raw -28632.395935 + Penalty 304.324828 = -28328.071107 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 28 (334 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.950491 sec): 2 clusters Score: Raw -15564.461956 + Penalty 650.591704 = -14913.870253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.951301 sec): 3 clusters Score: Raw -15470.244653 + Penalty 1301.717040 = -14168.527613 nChanged 69 SP:Iteration 1F (68.952098 sec): 3 clusters Score: Raw -15556.109838 + Penalty 1303.766466 = -14252.343373 nChanged 20 SP:Iteration 2F (68.952922 sec): 3 clusters Score: Raw -15583.273663 + Penalty 1305.360978 = -14277.912685 nChanged 13 SP:Iteration 3Q (68.953706 sec): 3 clusters Score: Raw -15598.645254 + Penalty 1307.007225 = -14291.638029 nChanged 10 SP:Iteration 4Q (68.954487 sec): 3 clusters Score: Raw -15609.507600 + Penalty 1306.811449 = -14302.696151 nChanged 6 SP:Iteration 5Q (68.955269 sec): 3 clusters Score: Raw -15617.207382 + Penalty 1306.745128 = -14310.462254 nChanged 1 SP:Iteration 6Q (68.956044 sec): 3 clusters Score: Raw -15619.145892 + Penalty 1307.603929 = -14311.541963 nChanged 1 SP:Iteration 7Q (68.956818 sec): 3 clusters Score: Raw -15619.796587 + Penalty 1308.038863 = -14311.757724 nChanged 2 SP:Iteration 8Q (68.957593 sec): 3 clusters Score: Raw -15624.885007 + Penalty 1308.491079 = -14316.393927 nChanged 4 SP:Iteration 9Q (68.958366 sec): 3 clusters Score: Raw -15629.553142 + Penalty 1308.978541 = -14320.574601 nChanged 1 SP:Iteration 10F (68.959157 sec): 3 clusters Score: Raw -15630.949013 + Penalty 1309.241970 = -14321.707043 nChanged 1 SP:Iteration 11Q (68.959928 sec): 3 clusters Score: Raw -15631.705873 + Penalty 1310.767106 = -14320.938767 nChanged 2 SP:Iteration 12F (68.960718 sec): 3 clusters Score: Raw -15633.442546 + Penalty 1311.347264 = -14322.095281 nChanged 2 SP:Iteration 13Q (68.961499 sec): 3 clusters Score: Raw -15634.539291 + Penalty 1311.647065 = -14322.892226 nChanged 1 SP:Iteration 14Q (68.962276 sec): 3 clusters Score: Raw -15634.814475 + Penalty 1311.858984 = -14322.955491 nChanged 1 SP:Iteration 15Q (68.963048 sec): 3 clusters Score: Raw -15635.637403 + Penalty 1312.487733 = -14323.149670 nChanged 1 SP:Iteration 16Q (68.963817 sec): 3 clusters Score: Raw -15636.169379 + Penalty 1313.009813 = -14323.159566 nChanged 1 SP:Iteration 17Q (68.964585 sec): 3 clusters Score: Raw -15636.433095 + Penalty 1313.009813 = -14323.423282 nChanged 0 SP:Iteration 18F (68.965377 sec): 3 clusters Score: Raw -15636.433095 + Penalty 1313.009813 = -14323.423282 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 29 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.966304 sec): 2 clusters Score: Raw -646.700594 + Penalty 209.936855 = -436.763739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.966549 sec): 3 clusters Score: Raw -669.260519 + Penalty 434.317472 = -234.943047 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 30 (135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.967682 sec): 2 clusters Score: Raw -5183.711158 + Penalty 214.034790 = -4969.676369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.968153 sec): 3 clusters Score: Raw -5136.431449 + Penalty 429.021347 = -4707.410101 nChanged 26 SP:Iteration 1F (68.968613 sec): 3 clusters Score: Raw -5156.101562 + Penalty 429.229943 = -4726.871619 nChanged 14 SP:Iteration 2F (68.969073 sec): 3 clusters Score: Raw -5174.827771 + Penalty 429.186363 = -4745.641408 nChanged 12 SP:Iteration 3F (68.969534 sec): 3 clusters Score: Raw -5199.094301 + Penalty 427.381143 = -4771.713158 nChanged 7 SP:Iteration 4F (68.969992 sec): 3 clusters Score: Raw -5214.135825 + Penalty 426.469278 = -4787.666547 nChanged 3 SP:Iteration 5Q (68.970439 sec): 3 clusters Score: Raw -5219.528688 + Penalty 426.101098 = -4793.427590 nChanged 3 SP:Iteration 6Q (68.970883 sec): 3 clusters Score: Raw -5226.331509 + Penalty 427.664943 = -4798.666567 nChanged 5 SP:Iteration 7Q (68.971324 sec): 3 clusters Score: Raw -5233.427537 + Penalty 427.643283 = -4805.784253 nChanged 4 SP:Iteration 8Q (68.971761 sec): 3 clusters Score: Raw -5240.422268 + Penalty 424.348737 = -4816.073530 nChanged 4 SP:Iteration 9Q (68.972198 sec): 3 clusters Score: Raw -5253.392002 + Penalty 422.983707 = -4830.408295 nChanged 1 SP:Iteration 10F (68.972664 sec): 3 clusters Score: Raw -5254.474925 + Penalty 422.983707 = -4831.491218 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 31 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.973574 sec): 2 clusters Score: Raw -900.676422 + Penalty 272.371242 = -628.305180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.973821 sec): 3 clusters Score: Raw -909.932104 + Penalty 552.209009 = -357.723096 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 32 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.974650 sec): 2 clusters Score: Raw -211.342071 + Penalty 117.483861 = -93.858210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.974878 sec): 3 clusters Score: Raw -203.846356 + Penalty 234.967721 = 31.121366 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 33 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.975739 sec): 2 clusters Score: Raw -876.903709 + Penalty 258.974045 = -617.929665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.975987 sec): 3 clusters Score: Raw -913.663789 + Penalty 515.345409 = -398.318380 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 35 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.976807 sec): 2 clusters Score: Raw -245.326843 + Penalty 136.045624 = -109.281219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.977030 sec): 3 clusters Score: Raw -249.644132 + Penalty 282.922579 = 33.278447 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 36 (85 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.978076 sec): 2 clusters Score: Raw -3812.633252 + Penalty 561.325464 = -3251.307788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.978468 sec): 3 clusters Score: Raw -3896.923547 + Penalty 1125.599734 = -2771.323813 nChanged 8 SP:Iteration 1F (68.978845 sec): 3 clusters Score: Raw -3930.743899 + Penalty 1125.599734 = -2805.144166 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 37 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.979739 sec): 2 clusters Score: Raw -593.858694 + Penalty 249.612424 = -344.246270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.979977 sec): 3 clusters Score: Raw -615.985868 + Penalty 514.553958 = -101.431910 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 38 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.980957 sec): 2 clusters Score: Raw -2544.685767 + Penalty 191.610596 = -2353.075171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.981292 sec): 3 clusters Score: Raw -2544.214900 + Penalty 383.221192 = -2160.993708 nChanged 9 SP:Iteration 1F (68.981620 sec): 3 clusters Score: Raw -2566.994636 + Penalty 391.304337 = -2175.690299 nChanged 4 SP:Iteration 2F (68.981945 sec): 3 clusters Score: Raw -2571.973493 + Penalty 391.304337 = -2180.669155 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 39 (330 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.983655 sec): 2 clusters Score: Raw -13790.004556 + Penalty 870.611635 = -12919.392921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.984471 sec): 3 clusters Score: Raw -13779.711642 + Penalty 1741.167540 = -12038.544101 nChanged 65 SP:Iteration 1F (68.985346 sec): 3 clusters Score: Raw -13908.633416 + Penalty 1740.868391 = -12167.765024 nChanged 15 SP:Iteration 2Q (68.986215 sec): 3 clusters Score: Raw -13942.318437 + Penalty 1740.539054 = -12201.779384 nChanged 6 SP:Iteration 3Q (68.987102 sec): 3 clusters Score: Raw -13961.109794 + Penalty 1740.242042 = -12220.867752 nChanged 6 SP:Iteration 4Q (68.987931 sec): 3 clusters Score: Raw -13970.953293 + Penalty 1740.244416 = -12230.708877 nChanged 2 SP:Iteration 5Q (68.988788 sec): 3 clusters Score: Raw -13977.182639 + Penalty 1740.255557 = -12236.927083 nChanged 2 SP:Iteration 6Q (68.989572 sec): 3 clusters Score: Raw -13981.028067 + Penalty 1740.153401 = -12240.874666 nChanged 2 SP:Iteration 7Q (68.990350 sec): 3 clusters Score: Raw -13985.285620 + Penalty 1740.017541 = -12245.268080 nChanged 1 SP:Iteration 8Q (68.991130 sec): 3 clusters Score: Raw -13988.163732 + Penalty 1740.017541 = -12248.146191 nChanged 0 SP:Iteration 9F (68.991950 sec): 3 clusters Score: Raw -13988.163732 + Penalty 1740.017541 = -12248.146191 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 40 (118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.993213 sec): 2 clusters Score: Raw -5519.367127 + Penalty 183.765032 = -5335.602095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.993654 sec): 3 clusters Score: Raw -5490.125591 + Penalty 379.537768 = -5110.587824 nChanged 40 SP:Iteration 1F (68.994092 sec): 3 clusters Score: Raw -5538.016151 + Penalty 389.443495 = -5148.572656 nChanged 11 SP:Iteration 2F (68.994529 sec): 3 clusters Score: Raw -5552.234269 + Penalty 389.401566 = -5162.832703 nChanged 4 SP:Iteration 3Q (68.994977 sec): 3 clusters Score: Raw -5562.413214 + Penalty 388.228396 = -5174.184818 nChanged 4 SP:Iteration 4Q (68.995405 sec): 3 clusters Score: Raw -5566.015792 + Penalty 390.166226 = -5175.849567 nChanged 1 SP:Iteration 5Q (68.995839 sec): 3 clusters Score: Raw -5567.000163 + Penalty 390.166226 = -5176.833938 nChanged 0 SP:Iteration 6F (68.996275 sec): 3 clusters Score: Raw -5567.000163 + Penalty 390.166226 = -5176.833938 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 41 (237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.997762 sec): 2 clusters Score: Raw -11354.701952 + Penalty 740.916427 = -10613.785525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.998436 sec): 3 clusters Score: Raw -11334.262875 + Penalty 1483.090092 = -9851.172784 nChanged 29 SP:Iteration 1F (68.999093 sec): 3 clusters Score: Raw -11382.787164 + Penalty 1482.882447 = -9899.904717 nChanged 11 SP:Iteration 2Q (68.999750 sec): 3 clusters Score: Raw -11406.254646 + Penalty 1482.989402 = -9923.265244 nChanged 2 SP:Iteration 3Q (69.000403 sec): 3 clusters Score: Raw -11409.172804 + Penalty 1482.989402 = -9926.183402 nChanged 0 SP:Iteration 4F (69.001078 sec): 3 clusters Score: Raw -11409.172804 + Penalty 1482.989402 = -9926.183402 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 43 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.002051 sec): 2 clusters Score: Raw -94.629426 + Penalty 38.223056 = -56.406370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.002272 sec): 3 clusters Score: Raw -89.407783 + Penalty 76.446111 = -12.961671 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 44 (389 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.004292 sec): 2 clusters Score: Raw -19643.239424 + Penalty 878.718632 = -18764.520792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.005257 sec): 3 clusters Score: Raw -19563.546497 + Penalty 1757.461075 = -17806.085422 nChanged 80 SP:Iteration 1F (69.006205 sec): 3 clusters Score: Raw -19679.378699 + Penalty 1757.502987 = -17921.875711 nChanged 22 SP:Iteration 2F (69.007167 sec): 3 clusters Score: Raw -19711.114462 + Penalty 1757.590400 = -17953.524062 nChanged 12 SP:Iteration 3Q (69.008119 sec): 3 clusters Score: Raw -19724.245203 + Penalty 1757.627627 = -17966.617577 nChanged 2 SP:Iteration 4Q (69.009071 sec): 3 clusters Score: Raw -19726.212206 + Penalty 1757.707802 = -17968.504404 nChanged 1 SP:Iteration 5Q (69.009996 sec): 3 clusters Score: Raw -19728.274546 + Penalty 1757.617336 = -17970.657210 nChanged 1 SP:Iteration 6Q (69.010948 sec): 3 clusters Score: Raw -19728.912756 + Penalty 1757.570172 = -17971.342584 nChanged 1 SP:Iteration 7Q (69.011873 sec): 3 clusters Score: Raw -19729.939835 + Penalty 1757.570172 = -17972.369662 nChanged 0 SP:Iteration 8F (69.012824 sec): 3 clusters Score: Raw -19729.939835 + Penalty 1757.570172 = -17972.369662 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 47 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.013788 sec): 2 clusters Score: Raw -206.907591 + Penalty 135.046787 = -71.860804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.014005 sec): 3 clusters Score: Raw -204.169494 + Penalty 267.230245 = 63.060751 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 48 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.014946 sec): 2 clusters Score: Raw -2423.057741 + Penalty 123.765025 = -2299.292715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.015266 sec): 3 clusters Score: Raw -2412.378799 + Penalty 250.091909 = -2162.286890 nChanged 11 SP:Iteration 1F (69.015580 sec): 3 clusters Score: Raw -2426.090884 + Penalty 252.818078 = -2173.272806 nChanged 4 SP:Iteration 2F (69.015896 sec): 3 clusters Score: Raw -2434.320988 + Penalty 249.648702 = -2184.672286 nChanged 4 SP:Iteration 3F (69.016212 sec): 3 clusters Score: Raw -2438.457555 + Penalty 249.648702 = -2188.808853 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 49 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.017089 sec): 2 clusters Score: Raw -864.993023 + Penalty 276.650611 = -588.342411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.017335 sec): 3 clusters Score: Raw -900.028383 + Penalty 548.431645 = -351.596738 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 50 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.018240 sec): 2 clusters Score: Raw -1760.580074 + Penalty 235.576986 = -1525.003089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.018547 sec): 3 clusters Score: Raw -1797.419203 + Penalty 463.271745 = -1334.147459 nChanged 4 SP:Iteration 1F (69.018843 sec): 3 clusters Score: Raw -1807.187931 + Penalty 462.831023 = -1344.356908 nChanged 2 SP:Iteration 2Q (69.019126 sec): 3 clusters Score: Raw -1812.056071 + Penalty 462.831023 = -1349.225048 nChanged 0 SP:Iteration 3F (69.019417 sec): 3 clusters Score: Raw -1812.056071 + Penalty 462.831023 = -1349.225048 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 51 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.020393 sec): 2 clusters Score: Raw -2683.832308 + Penalty 459.293302 = -2224.539006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.020721 sec): 3 clusters Score: Raw -2729.378098 + Penalty 918.586604 = -1810.791494 nChanged 4 SP:Iteration 1F (69.021043 sec): 3 clusters Score: Raw -2742.658857 + Penalty 923.664342 = -1818.994515 nChanged 2 SP:Iteration 2Q (69.021355 sec): 3 clusters Score: Raw -2749.076331 + Penalty 925.612102 = -1823.464229 nChanged 1 SP:Iteration 3Q (69.021662 sec): 3 clusters Score: Raw -2751.797970 + Penalty 927.727955 = -1824.070014 nChanged 1 SP:Iteration 4Q (69.021969 sec): 3 clusters Score: Raw -2752.983110 + Penalty 927.727955 = -1825.255155 nChanged 0 SP:Iteration 5F (69.022291 sec): 3 clusters Score: Raw -2752.983110 + Penalty 927.727955 = -1825.255155 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 54 (197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.023593 sec): 2 clusters Score: Raw -9723.490530 + Penalty 595.543710 = -9127.946820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.024208 sec): 3 clusters Score: Raw -9676.747172 + Penalty 1191.987315 = -8484.759858 nChanged 34 SP:Iteration 1F (69.024793 sec): 3 clusters Score: Raw -9718.761901 + Penalty 1194.968174 = -8523.793726 nChanged 8 SP:Iteration 2Q (69.025371 sec): 3 clusters Score: Raw -9731.448531 + Penalty 1195.333979 = -8536.114552 nChanged 3 SP:Iteration 3Q (69.025966 sec): 3 clusters Score: Raw -9738.795056 + Penalty 1195.274860 = -8543.520196 nChanged 1 SP:Iteration 4Q (69.026574 sec): 3 clusters Score: Raw -9740.573251 + Penalty 1195.274860 = -8545.298391 nChanged 0 SP:Iteration 5F (69.027262 sec): 3 clusters Score: Raw -9740.573251 + Penalty 1195.274860 = -8545.298391 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 55 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.028296 sec): 2 clusters Score: Raw -1167.126902 + Penalty 318.564948 = -848.561954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.028553 sec): 3 clusters Score: Raw -1183.570789 + Penalty 617.837748 = -565.733042 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 57 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.029350 sec): 2 clusters Score: Raw -95.161032 + Penalty 49.651782 = -45.509249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.029562 sec): 3 clusters Score: Raw -90.784482 + Penalty 99.303564 = 8.519082 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 58 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.030709 sec): 2 clusters Score: Raw -7793.239777 + Penalty 649.349200 = -7143.890577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.031194 sec): 3 clusters Score: Raw -7833.946149 + Penalty 1298.140375 = -6535.805774 nChanged 16 SP:Iteration 1F (69.031679 sec): 3 clusters Score: Raw -7882.155166 + Penalty 1297.499015 = -6584.656151 nChanged 3 SP:Iteration 2Q (69.032130 sec): 3 clusters Score: Raw -7889.775953 + Penalty 1297.499015 = -6592.276938 nChanged 0 SP:Iteration 3F (69.032617 sec): 3 clusters Score: Raw -7889.775953 + Penalty 1297.499015 = -6592.276938 nChanged 0 Memory request: 0.03 GB would take us to total of 0.33 GB. Trying to split cluster 59 (6461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.062394 sec): 2 clusters Score: Raw -283708.261432 + Penalty 334.153022 = -283374.108410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.074547 sec): 3 clusters Score: Raw -279456.362182 + Penalty 669.147208 = -278787.214974 nChanged 2933 SP:Iteration 1F (69.086411 sec): 3 clusters Score: Raw -281057.750662 + Penalty 661.800720 = -280395.949942 nChanged 939 SP:Iteration 2F (69.098513 sec): 3 clusters Score: Raw -281536.646716 + Penalty 647.517871 = -280889.128845 nChanged 484 SP:Iteration 3F (69.110268 sec): 3 clusters Score: Raw -281836.760710 + Penalty 632.310894 = -281204.449815 nChanged 423 SP:Iteration 4F (69.121976 sec): 3 clusters Score: Raw -282151.118248 + Penalty 616.487259 = -281534.630990 nChanged 457 SP:Iteration 5F (69.133619 sec): 3 clusters Score: Raw -282561.430584 + Penalty 603.443906 = -281957.986678 nChanged 386 SP:Iteration 6F (69.145372 sec): 3 clusters Score: Raw -282973.003359 + Penalty 584.247446 = -282388.755913 nChanged 248 SP:Iteration 7Q (69.156804 sec): 3 clusters Score: Raw -283216.300705 + Penalty 563.641891 = -282652.658814 nChanged 160 SP:Iteration 8Q (69.167204 sec): 3 clusters Score: Raw -283444.671122 + Penalty 540.913554 = -282903.757568 nChanged 80 SP:Iteration 9Q (69.176760 sec): 3 clusters Score: Raw -283565.343525 + Penalty 531.997754 = -283033.345771 nChanged 61 SP:Iteration 10F (69.188413 sec): 3 clusters Score: Raw -283636.840252 + Penalty 525.082697 = -283111.757555 nChanged 43 SP:Iteration 11Q (69.197898 sec): 3 clusters Score: Raw -283673.462241 + Penalty 520.215754 = -283153.246487 nChanged 30 SP:Iteration 12Q (69.207178 sec): 3 clusters Score: Raw -283690.361910 + Penalty 513.865483 = -283176.496427 nChanged 18 SP:Iteration 13Q (69.216377 sec): 3 clusters Score: Raw -283700.317350 + Penalty 512.459198 = -283187.858152 nChanged 16 SP:Iteration 14Q (69.225602 sec): 3 clusters Score: Raw -283708.087331 + Penalty 511.446466 = -283196.640864 nChanged 16 SP:Iteration 15Q (69.234791 sec): 3 clusters Score: Raw -283714.882466 + Penalty 512.035911 = -283202.846555 nChanged 15 SP:Iteration 16Q (69.243896 sec): 3 clusters Score: Raw -283720.763750 + Penalty 507.326451 = -283213.437299 nChanged 7 SP:Iteration 17Q (69.253177 sec): 3 clusters Score: Raw -283723.692162 + Penalty 503.209792 = -283220.482370 nChanged 10 SP:Iteration 18Q (69.262338 sec): 3 clusters Score: Raw -283730.083970 + Penalty 497.138702 = -283232.945268 nChanged 8 SP:Iteration 19Q (69.271628 sec): 3 clusters Score: Raw -283733.934510 + Penalty 493.072539 = -283240.861972 nChanged 5 SP:Iteration 20F (69.283183 sec): 3 clusters Score: Raw -283735.024165 + Penalty 490.777972 = -283244.246192 nChanged 4 SP:Iteration 21Q (69.292320 sec): 3 clusters Score: Raw -283736.041978 + Penalty 486.474444 = -283249.567534 nChanged 2 SP:Iteration 22Q (69.301639 sec): 3 clusters Score: Raw -283736.529399 + Penalty 485.931254 = -283250.598145 nChanged 1 SP:Iteration 23Q (69.310744 sec): 3 clusters Score: Raw -283736.636295 + Penalty 485.931254 = -283250.705041 nChanged 0 SP:Iteration 24F (69.322346 sec): 3 clusters Score: Raw -283736.636295 + Penalty 485.931254 = -283250.705041 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 62 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.326993 sec): 2 clusters Score: Raw -411.491402 + Penalty 160.347047 = -251.144354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.327233 sec): 3 clusters Score: Raw -424.288444 + Penalty 325.340632 = -98.947812 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 64 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.328113 sec): 2 clusters Score: Raw -1129.532428 + Penalty 326.005981 = -803.526447 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.328373 sec): 3 clusters Score: Raw -1160.900461 + Penalty 652.135433 = -508.765028 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 65 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.329155 sec): 2 clusters Score: Raw -231.799178 + Penalty 148.076409 = -83.722769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.329380 sec): 3 clusters Score: Raw -237.041935 + Penalty 311.773266 = 74.731331 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 66 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.330204 sec): 2 clusters Score: Raw -1394.687659 + Penalty 349.772315 = -1044.915344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.330471 sec): 3 clusters Score: Raw -1439.617382 + Penalty 701.122202 = -738.495180 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 67 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.331334 sec): 2 clusters Score: Raw -2073.746054 + Penalty 93.111341 = -1980.634714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.331633 sec): 3 clusters Score: Raw -2065.156472 + Penalty 182.150787 = -1883.005685 nChanged 13 SP:Iteration 1F (69.331923 sec): 3 clusters Score: Raw -2078.745980 + Penalty 181.452008 = -1897.293972 nChanged 1 SP:Iteration 2Q (69.332215 sec): 3 clusters Score: Raw -2078.875731 + Penalty 181.452008 = -1897.423723 nChanged 0 SP:Iteration 3F (69.332508 sec): 3 clusters Score: Raw -2078.875731 + Penalty 181.452008 = -1897.423723 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 69 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.333324 sec): 2 clusters Score: Raw -445.623952 + Penalty 121.862905 = -323.761046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.333556 sec): 3 clusters Score: Raw -462.610492 + Penalty 254.809524 = -207.800968 nChanged 1 SP:Iteration 1F (69.333781 sec): 3 clusters Score: Raw -465.683954 + Penalty 254.809524 = -210.874431 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 73 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.334548 sec): 2 clusters Score: Raw -410.084553 + Penalty 183.677343 = -226.407211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.334778 sec): 3 clusters Score: Raw -412.876865 + Penalty 367.354685 = -45.522180 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 74 (97 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.335792 sec): 2 clusters Score: Raw -3570.937261 + Penalty 366.621301 = -3204.315960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.336189 sec): 3 clusters Score: Raw -3605.819150 + Penalty 731.405529 = -2874.413621 nChanged 13 SP:Iteration 1F (69.336580 sec): 3 clusters Score: Raw -3635.696333 + Penalty 732.573621 = -2903.122712 nChanged 3 SP:Iteration 2Q (69.336954 sec): 3 clusters Score: Raw -3639.123233 + Penalty 733.871208 = -2905.252026 nChanged 1 SP:Iteration 3Q (69.337331 sec): 3 clusters Score: Raw -3639.564134 + Penalty 733.871208 = -2905.692927 nChanged 0 SP:Iteration 4F (69.337721 sec): 3 clusters Score: Raw -3639.564134 + Penalty 733.871208 = -2905.692927 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 75 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.338532 sec): 2 clusters Score: Raw -400.170652 + Penalty 171.269245 = -228.901407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.338758 sec): 3 clusters Score: Raw -408.316931 + Penalty 342.538490 = -65.778440 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 78 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.339524 sec): 2 clusters Score: Raw -372.821083 + Penalty 183.818938 = -189.002145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.339749 sec): 3 clusters Score: Raw -373.973982 + Penalty 369.741591 = -4.232391 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 80 (184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.341007 sec): 2 clusters Score: Raw -9212.269482 + Penalty 645.955163 = -8566.314319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.341554 sec): 3 clusters Score: Raw -9201.109382 + Penalty 1288.542737 = -7912.566645 nChanged 26 SP:Iteration 1F (69.342093 sec): 3 clusters Score: Raw -9251.164204 + Penalty 1288.759874 = -7962.404330 nChanged 5 SP:Iteration 2Q (69.342623 sec): 3 clusters Score: Raw -9261.286011 + Penalty 1288.763143 = -7972.522868 nChanged 1 SP:Iteration 3Q (69.343142 sec): 3 clusters Score: Raw -9263.030061 + Penalty 1288.763143 = -7974.266917 nChanged 0 SP:Iteration 4F (69.343674 sec): 3 clusters Score: Raw -9263.030061 + Penalty 1288.763143 = -7974.266917 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 84 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.344496 sec): 2 clusters Score: Raw -160.554823 + Penalty 99.829494 = -60.725329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.344713 sec): 3 clusters Score: Raw -154.869677 + Penalty 179.378188 = 24.508511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 90 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.345566 sec): 2 clusters Score: Raw -1259.326183 + Penalty 57.103285 = -1202.222898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.345864 sec): 3 clusters Score: Raw -1255.026624 + Penalty 112.254855 = -1142.771769 nChanged 5 SP:Iteration 1F (69.346134 sec): 3 clusters Score: Raw -1266.153890 + Penalty 112.662667 = -1153.491223 nChanged 1 SP:Iteration 2Q (69.346396 sec): 3 clusters Score: Raw -1268.108208 + Penalty 112.662667 = -1155.445541 nChanged 0 SP:Iteration 3F (69.346660 sec): 3 clusters Score: Raw -1268.108208 + Penalty 112.662667 = -1155.445541 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 91 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.347449 sec): 2 clusters Score: Raw -519.472148 + Penalty 218.969486 = -300.502662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.347681 sec): 3 clusters Score: Raw -522.124906 + Penalty 454.199705 = -67.925201 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 94 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.348432 sec): 2 clusters Score: Raw -154.687647 + Penalty 89.076157 = -65.611490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.348649 sec): 3 clusters Score: Raw -149.542103 + Penalty 157.392443 = 7.850340 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 96 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.349414 sec): 2 clusters Score: Raw -191.450590 + Penalty 92.359165 = -99.091424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.349632 sec): 3 clusters Score: Raw -190.519241 + Penalty 189.896287 = -0.622954 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 100 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.350413 sec): 2 clusters Score: Raw -420.565340 + Penalty 169.795515 = -250.769825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.350640 sec): 3 clusters Score: Raw -437.256546 + Penalty 333.978580 = -103.277966 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 101 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.351402 sec): 2 clusters Score: Raw -307.204098 + Penalty 155.932314 = -151.271784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.351628 sec): 3 clusters Score: Raw -305.065179 + Penalty 311.864628 = 6.799449 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 105 (1234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.355795 sec): 2 clusters Score: Raw -53714.474305 + Penalty 102.889799 = -53611.584507 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.358229 sec): 3 clusters Score: Raw -52931.171891 + Penalty 206.732362 = -52724.439529 nChanged 558 SP:Iteration 1F (69.360590 sec): 3 clusters Score: Raw -53385.679847 + Penalty 211.169728 = -53174.510119 nChanged 117 SP:Iteration 2F (69.362973 sec): 3 clusters Score: Raw -53460.503965 + Penalty 208.528956 = -53251.975009 nChanged 61 SP:Iteration 3Q (69.365347 sec): 3 clusters Score: Raw -53543.035381 + Penalty 205.349341 = -53337.686040 nChanged 48 SP:Iteration 4Q (69.367637 sec): 3 clusters Score: Raw -53602.313365 + Penalty 201.363926 = -53400.949440 nChanged 31 SP:Iteration 5Q (69.369837 sec): 3 clusters Score: Raw -53628.818124 + Penalty 200.950302 = -53427.867821 nChanged 21 SP:Iteration 6Q (69.372004 sec): 3 clusters Score: Raw -53639.724686 + Penalty 201.171945 = -53438.552741 nChanged 20 SP:Iteration 7Q (69.374207 sec): 3 clusters Score: Raw -53644.292633 + Penalty 201.293883 = -53442.998750 nChanged 6 SP:Iteration 8Q (69.376365 sec): 3 clusters Score: Raw -53645.204147 + Penalty 201.163544 = -53444.040603 nChanged 4 SP:Iteration 9Q (69.378586 sec): 3 clusters Score: Raw -53646.382408 + Penalty 200.645217 = -53445.737191 nChanged 7 SP:Iteration 10F (69.381104 sec): 3 clusters Score: Raw -53647.671856 + Penalty 200.623295 = -53447.048561 nChanged 7 SP:Iteration 11Q (69.383307 sec): 3 clusters Score: Raw -53648.563077 + Penalty 200.923335 = -53447.639743 nChanged 6 SP:Iteration 12Q (69.385447 sec): 3 clusters Score: Raw -53649.535344 + Penalty 201.100787 = -53448.434557 nChanged 2 SP:Iteration 13Q (69.387579 sec): 3 clusters Score: Raw -53649.679462 + Penalty 201.125158 = -53448.554303 nChanged 1 SP:Iteration 14Q (69.389710 sec): 3 clusters Score: Raw -53649.723204 + Penalty 201.125158 = -53448.598045 nChanged 0 SP:Iteration 15F (69.392083 sec): 3 clusters Score: Raw -53649.723204 + Penalty 201.125158 = -53448.598045 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 107 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.393164 sec): 2 clusters Score: Raw -311.078070 + Penalty 168.556423 = -142.521647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.393400 sec): 3 clusters Score: Raw -315.481724 + Penalty 337.112847 = 21.631123 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 109 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.394209 sec): 2 clusters Score: Raw -506.061111 + Penalty 207.072761 = -298.988350 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.394439 sec): 3 clusters Score: Raw -515.933572 + Penalty 417.011424 = -98.922148 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 114 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.395270 sec): 2 clusters Score: Raw -729.352397 + Penalty 186.859560 = -542.492837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.395536 sec): 3 clusters Score: Raw -753.136943 + Penalty 376.857460 = -376.279483 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 120 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.396448 sec): 2 clusters Score: Raw -1009.958471 + Penalty 313.004407 = -696.954064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.396697 sec): 3 clusters Score: Raw -1029.714885 + Penalty 619.051700 = -410.663185 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 124 (385 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.398776 sec): 2 clusters Score: Raw -18387.738738 + Penalty 239.381268 = -18148.357470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.399775 sec): 3 clusters Score: Raw -18182.505580 + Penalty 494.232855 = -17688.272725 nChanged 132 SP:Iteration 1F (69.400746 sec): 3 clusters Score: Raw -18310.478601 + Penalty 506.713213 = -17803.765388 nChanged 41 SP:Iteration 2F (69.401711 sec): 3 clusters Score: Raw -18358.466041 + Penalty 527.538416 = -17830.927624 nChanged 18 SP:Iteration 3Q (69.402634 sec): 3 clusters Score: Raw -18376.413087 + Penalty 544.902581 = -17831.510506 nChanged 10 SP:Iteration 4Q (69.403530 sec): 3 clusters Score: Raw -18386.160233 + Penalty 557.081462 = -17829.078771 nChanged 6 SP:Iteration 5F (69.404490 sec): 3 clusters Score: Raw -18391.616225 + Penalty 565.782452 = -17825.833773 nChanged 3 SP:Iteration 6F (69.405436 sec): 3 clusters Score: Raw -18394.188386 + Penalty 590.617552 = -17803.570834 nChanged 3 SP:Iteration 7F (69.406341 sec): 3 clusters Score: Raw -18398.332438 + Penalty 604.041683 = -17794.290755 nChanged 2 SP:Iteration 8F (69.407247 sec): 3 clusters Score: Raw -18401.748084 + Penalty 604.041683 = -17797.706401 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 126 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.408612 sec): 2 clusters Score: Raw -213.878374 + Penalty 125.938731 = -87.939643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.408865 sec): 2 clusters Score: Raw -213.878374 + Penalty 125.938731 = -87.939643 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 136 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.409667 sec): 2 clusters Score: Raw -397.272790 + Penalty 213.728837 = -183.543953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.409901 sec): 3 clusters Score: Raw -405.384103 + Penalty 419.055435 = 13.671332 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 138 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.410681 sec): 2 clusters Score: Raw -351.799247 + Penalty 182.243532 = -169.555715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.410905 sec): 3 clusters Score: Raw -357.379072 + Penalty 392.555149 = 35.176078 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 150 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.411753 sec): 2 clusters Score: Raw -153.649439 + Penalty 78.843313 = -74.806126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.412003 sec): 3 clusters Score: Raw -148.221861 + Penalty 149.956523 = 1.734663 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 157 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.412761 sec): 2 clusters Score: Raw -45.304681 + Penalty 0.000000 = -45.304681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.412955 sec): 2 clusters Score: Raw -45.304681 + Penalty 0.000000 = -45.304681 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 160 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.413829 sec): 2 clusters Score: Raw -465.385205 + Penalty 197.592756 = -267.792448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.414096 sec): 3 clusters Score: Raw -475.350847 + Penalty 394.077470 = -81.273377 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 161 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.414840 sec): 2 clusters Score: Raw -48.555877 + Penalty 0.000000 = -48.555877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.415033 sec): 2 clusters Score: Raw -48.555877 + Penalty 0.000000 = -48.555877 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 165 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.415785 sec): 2 clusters Score: Raw -195.681148 + Penalty 117.041543 = -78.639605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.416001 sec): 3 clusters Score: Raw -193.848773 + Penalty 230.994004 = 37.145231 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 167 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.416866 sec): 2 clusters Score: Raw -262.917368 + Penalty 156.650231 = -106.267137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.417119 sec): 3 clusters Score: Raw -257.504738 + Penalty 156.650231 = -100.854507 nChanged 1 SP:Iteration 1F (69.417319 sec): 2 clusters Score: Raw -262.917368 + Penalty 156.650231 = -106.267137 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 173 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.418064 sec): 2 clusters Score: Raw -48.490191 + Penalty 0.000000 = -48.490191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.418259 sec): 2 clusters Score: Raw -48.490191 + Penalty 0.000000 = -48.490191 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 187 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.419070 sec): 2 clusters Score: Raw -567.822359 + Penalty 73.705096 = -494.117263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.419307 sec): 3 clusters Score: Raw -575.036249 + Penalty 146.870153 = -428.166096 nChanged 2 SP:Iteration 1F (69.419540 sec): 3 clusters Score: Raw -579.537190 + Penalty 139.999868 = -439.537322 nChanged 1 SP:Iteration 2F (69.419771 sec): 3 clusters Score: Raw -582.964710 + Penalty 139.999868 = -442.964842 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 190 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.420614 sec): 2 clusters Score: Raw -246.594519 + Penalty 92.315450 = -154.279069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.420870 sec): 3 clusters Score: Raw -244.128930 + Penalty 187.290502 = -56.838427 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 196 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.421652 sec): 2 clusters Score: Raw -92.531349 + Penalty 38.990120 = -53.541229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.421856 sec): 3 clusters Score: Raw -90.190389 + Penalty 77.980240 = -12.210149 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 199 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.422603 sec): 2 clusters Score: Raw -98.097963 + Penalty 67.851338 = -30.246625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.422799 sec): 2 clusters Score: Raw -98.097963 + Penalty 67.851338 = -30.246625 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 212 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.423546 sec): 2 clusters Score: Raw -152.277144 + Penalty 100.563984 = -51.713160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.423758 sec): 3 clusters Score: Raw -146.682663 + Penalty 206.714866 = 60.032203 nChanged 0 Deleting Class 37 (12 points): Lose 40.459923 but Gain 1043.183718 Iteration 119Q (69.876331 sec): 87 clusters Score: Raw -1340162.011886 + Penalty 73016.843583 = -1267145.168303 nChanged 86 Deleting Class 199 (2 points): Lose 13.295369 but Gain 1016.570815 Iteration 120F (71.200731 sec): 86 clusters Score: Raw -1340189.624898 + Penalty 72033.810908 = -1268155.813991 nChanged 43 Deleting Class 167 (5 points): Lose 10.875165 but Gain 1010.791293 Iteration 121Q (71.340943 sec): 85 clusters Score: Raw -1340195.835303 + Penalty 71034.951792 = -1269160.883511 nChanged 32 Deleting Class 120 (20 points): Lose 87.346004 but Gain 1085.055952 Iteration 122Q (71.481310 sec): 84 clusters Score: Raw -1340122.420718 + Penalty 69962.706206 = -1270159.714513 nChanged 52 Deleting Class 55 (23 points): Lose 69.565927 but Gain 1055.107390 Iteration 123Q (71.622458 sec): 83 clusters Score: Raw -1340086.230340 + Penalty 68954.954252 = -1271131.276088 nChanged 62 Deleting Class 136 (8 points): Lose 85.885702 but Gain 1067.384979 Iteration 124Q (71.763983 sec): 82 clusters Score: Raw -1340040.207250 + Penalty 67937.150958 = -1272103.056292 nChanged 42 Deleting Class 161 (1 points): Lose 3.902969 but Gain 985.185581 Iteration 125Q (71.902913 sec): 81 clusters Score: Raw -1340065.432042 + Penalty 66953.537482 = -1273111.894560 nChanged 23 Deleting Class 10 (32 points): Lose 113.309790 but Gain 1091.101561 Iteration 126Q (72.038764 sec): 80 clusters Score: Raw -1339956.402109 + Penalty 65889.005602 = -1274067.396506 nChanged 48 Deleting Class 5 (16 points): Lose 106.988031 but Gain 1078.514371 Iteration 127Q (72.173446 sec): 79 clusters Score: Raw -1339904.226947 + Penalty 64828.724925 = -1275075.502023 nChanged 37 Deleting Class 66 (29 points): Lose 110.624232 but Gain 1078.720269 Iteration 128Q (72.307310 sec): 78 clusters Score: Raw -1339828.894828 + Penalty 63761.289069 = -1276067.605760 nChanged 41 Deleting Class 47 (4 points): Lose 49.744315 but Gain 1011.657439 Iteration 129Q (72.443420 sec): 77 clusters Score: Raw -1339831.304392 + Penalty 62761.587216 = -1277069.717175 nChanged 16 Deleting Class 31 (17 points): Lose 36.691366 but Gain 998.358805 Iteration 130F (73.603690 sec): 76 clusters Score: Raw -1339817.448123 + Penalty 61777.057175 = -1278040.390948 nChanged 27 Deleting Class 107 (6 points): Lose 31.532654 but Gain 976.945370 Iteration 131Q (73.736409 sec): 75 clusters Score: Raw -1339808.795845 + Penalty 60811.151088 = -1278997.644757 nChanged 13 Deleting Class 157 (1 points): Lose 4.077486 but Gain 948.886127 Iteration 132Q (73.868037 sec): 74 clusters Score: Raw -1339814.659860 + Penalty 59863.536247 = -1279951.123613 nChanged 6 Deleting Class 91 (10 points): Lose 47.721325 but Gain 987.580690 Iteration 133Q (74.006888 sec): 73 clusters Score: Raw -1339770.275551 + Penalty 58889.723316 = -1280880.552235 nChanged 14 Deleting Class 78 (7 points): Lose 43.586128 but Gain 981.007097 Iteration 134Q (74.134172 sec): 72 clusters Score: Raw -1339742.017520 + Penalty 57917.353179 = -1281824.664341 nChanged 11 Deleting Class 64 (25 points): Lose 133.545194 but Gain 1059.364584 Iteration 135Q (74.260079 sec): 71 clusters Score: Raw -1339618.016042 + Penalty 56953.124718 = -1282664.891324 nChanged 30 Deleting Class 126 (4 points): Lose 23.095186 but Gain 943.427513 Iteration 136Q (74.387290 sec): 70 clusters Score: Raw -1339655.196526 + Penalty 56011.047465 = -1283644.149062 nChanged 11 Deleting Class 36 (86 points): Lose 394.013806 but Gain 1314.232630 Iteration 137Q (74.511211 sec): 69 clusters Score: Raw -1339271.381945 + Penalty 54753.273025 = -1284518.108919 nChanged 91 Deleting Class 84 (3 points): Lose 27.699971 but Gain 943.667717 Iteration 138Q (74.637501 sec): 68 clusters Score: Raw -1339409.745954 + Penalty 53828.246839 = -1285581.499114 nChanged 20 Deleting Class 212 (3 points): Lose 40.093916 but Gain 950.610700 Iteration 139Q (74.762515 sec): 67 clusters Score: Raw -1339393.226439 + Penalty 52918.379829 = -1286474.846610 nChanged 18 Deleting Class 109 (10 points): Lose 37.577934 but Gain 933.924923 Iteration 140F (75.797373 sec): 66 clusters Score: Raw -1339371.438825 + Penalty 51985.369569 = -1287386.069256 nChanged 20 Deleting Class 49 (18 points): Lose 100.968676 but Gain 993.991359 Iteration 141Q (75.920502 sec): 65 clusters Score: Raw -1339286.710387 + Penalty 51017.581211 = -1288269.129176 nChanged 27 Deleting Class 173 (1 points): Lose 7.632725 but Gain 898.147720 Iteration 142Q (76.042724 sec): 64 clusters Score: Raw -1339310.485749 + Penalty 50144.326039 = -1289166.159710 nChanged 17 Deleting Class 160 (9 points): Lose 49.584443 but Gain 933.901883 Iteration 143Q (76.162870 sec): 63 clusters Score: Raw -1339272.723493 + Penalty 49220.356562 = -1290052.366930 nChanged 25 Deleting Class 101 (6 points): Lose 20.650423 but Gain 903.776606 Iteration 144Q (76.283101 sec): 62 clusters Score: Raw -1339266.444423 + Penalty 48330.744358 = -1290935.700065 nChanged 19 Deleting Class 65 (5 points): Lose 72.903905 but Gain 955.468395 Iteration 145Q (76.403785 sec): 61 clusters Score: Raw -1339205.185554 + Penalty 47386.942600 = -1291818.242954 nChanged 17 Deleting Class 138 (7 points): Lose 95.036756 but Gain 972.599454 Iteration 146Q (76.522421 sec): 60 clusters Score: Raw -1339130.524335 + Penalty 46465.638740 = -1292664.885595 nChanged 23 Deleting Class 33 (16 points): Lose 71.326733 but Gain 945.656963 Iteration 147Q (76.640423 sec): 59 clusters Score: Raw -1339106.336783 + Penalty 45548.156063 = -1293558.180720 nChanged 33 Deleting Class 26 (23 points): Lose 93.250092 but Gain 967.696177 Iteration 148Q (76.758618 sec): 58 clusters Score: Raw -1339044.547285 + Penalty 44596.153448 = -1294448.393837 nChanged 43 Deleting Class 32 (4 points): Lose 8.966448 but Gain 880.090702 Iteration 149Q (76.879355 sec): 57 clusters Score: Raw -1339079.858716 + Penalty 43733.640694 = -1295346.218022 nChanged 35 Deleting Class 165 (4 points): Lose 20.844735 but Gain 876.777229 Iteration 150F (77.753376 sec): 56 clusters Score: Raw -1339074.233952 + Penalty 42858.225365 = -1296216.008587 nChanged 33 Deleting Class 73 (8 points): Lose 64.049149 but Gain 917.304558 Iteration 151Q (77.870033 sec): 55 clusters Score: Raw -1339022.958713 + Penalty 42057.859407 = -1296965.099306 nChanged 39 Deleting Class 75 (9 points): Lose 58.225716 but Gain 897.792398 Iteration 152Q (77.987192 sec): 54 clusters Score: Raw -1338999.530084 + Penalty 41200.078660 = -1297799.451424 nChanged 31 Deleting Class 35 (5 points): Lose 47.975078 but Gain 877.839319 Iteration 153Q (78.102927 sec): 53 clusters Score: Raw -1338972.099794 + Penalty 40318.022450 = -1298654.077344 nChanged 40 Deleting Class 94 (3 points): Lose 13.017239 but Gain 842.018626 Iteration 154Q (78.216819 sec): 52 clusters Score: Raw -1338980.261992 + Penalty 39475.553167 = -1299504.708825 nChanged 43 Deleting Class 100 (12 points): Lose 120.128449 but Gain 943.480735 Iteration 155Q (78.333506 sec): 51 clusters Score: Raw -1338871.016420 + Penalty 38679.252723 = -1300191.763698 nChanged 49 Deleting Class 51 (64 points): Lose 346.654422 but Gain 1162.894145 Iteration 156Q (78.446707 sec): 50 clusters Score: Raw -1338583.443587 + Penalty 37634.484590 = -1300948.958997 nChanged 104 Deleting Class 58 (145 points): Lose 567.235091 but Gain 1358.206198 Iteration 157Q (78.560645 sec): 49 clusters Score: Raw -1338227.145875 + Penalty 36531.909060 = -1301695.236816 nChanged 221 Deleting Class 62 (9 points): Lose 62.434750 but Gain 809.245560 Iteration 158Q (78.677850 sec): 48 clusters Score: Raw -1338505.868549 + Penalty 35726.372019 = -1302779.496529 nChanged 121 Deleting Class 57 (2 points): Lose 15.705391 but Gain 743.899144 Iteration 159Q (78.790691 sec): 47 clusters Score: Raw -1338582.552495 + Penalty 34995.135613 = -1303587.416883 nChanged 91 Deleting Class 29 (15 points): Lose 91.826350 but Gain 805.075584 Iteration 160F (79.514419 sec): 46 clusters Score: Raw -1338545.672851 + Penalty 34209.659026 = -1304336.013825 nChanged 98 Deleting Class 9 (35 points): Lose 239.324123 but Gain 949.482590 Iteration 161Q (79.626196 sec): 45 clusters Score: Raw -1338377.064079 + Penalty 33635.314633 = -1304741.749446 nChanged 113 Deleting Class 150 (3 points): Lose 36.665983 but Gain 745.289653 Iteration 162Q (79.738659 sec): 44 clusters Score: Raw -1338459.586395 + Penalty 32890.488154 = -1305569.098242 nChanged 84 Deleting Class 80 (199 points): Lose 589.622764 but Gain 1284.890183 Iteration 163Q (79.848050 sec): 43 clusters Score: Raw -1337911.784709 + Penalty 31684.372328 = -1306227.412380 nChanged 267 Deleting Class 96 (4 points): Lose 7.087367 but Gain 691.877523 Iteration 164Q (79.960241 sec): 42 clusters Score: Raw -1338295.789922 + Penalty 30991.213476 = -1307304.576446 nChanged 121 Deleting Class 14 (154 points): Lose 345.001048 but Gain 1006.716677 Iteration 165Q (80.068250 sec): 41 clusters Score: Raw -1338007.701880 + Penalty 30007.286908 = -1308000.414972 nChanged 245 Deleting Class 7 (68 points): Lose 172.125690 but Gain 835.373924 Iteration 166Q (80.176296 sec): 40 clusters Score: Raw -1338079.933439 + Penalty 29177.722071 = -1308902.211368 nChanged 183 Deleting Class 43 (4 points): Lose 37.602273 but Gain 648.302513 Iteration 167Q (80.282061 sec): 39 clusters Score: Raw -1338163.759774 + Penalty 28524.626011 = -1309639.133763 nChanged 120 Deleting Class 114 (20 points): Lose 132.717768 but Gain 729.446527 Iteration 168Q (80.386480 sec): 38 clusters Score: Raw -1338083.631078 + Penalty 27784.093391 = -1310299.537687 nChanged 121 Deleting Class 69 (19 points): Lose 140.570914 but Gain 719.367559 Iteration 169Q (80.490229 sec): 37 clusters Score: Raw -1338030.933866 + Penalty 27103.807410 = -1310927.126456 nChanged 127 Deleting Class 196 (2 points): Lose 13.088086 but Gain 584.162657 Iteration 170F (81.060191 sec): 36 clusters Score: Raw -1338100.236388 + Penalty 26524.842825 = -1311575.393562 nChanged 115 Deleting Class 190 (5 points): Lose 55.672815 but Gain 595.668786 Iteration 171Q (81.164249 sec): 35 clusters Score: Raw -1338082.551099 + Penalty 25939.397691 = -1312143.153408 nChanged 84 Deleting Class 2 (122 points): Lose 633.582491 but Gain 1050.225023 Iteration 172Q (81.268082 sec): 34 clusters Score: Raw -1337490.259562 + Penalty 24950.901606 = -1312539.357956 nChanged 197 Deleting Class 187 (15 points): Lose 65.125782 but Gain 359.520640 Iteration 173Q (81.371171 sec): 33 clusters Score: Raw -1337817.375176 + Penalty 24780.516001 = -1313036.859174 nChanged 121 Deleting Class 38 (78 points): Lose 326.086867 but Gain 586.847315 Iteration 174Q (81.478249 sec): 32 clusters Score: Raw -1337585.276324 + Penalty 24262.089184 = -1313323.187140 nChanged 151 Deleting Class 18 (191 points): Lose 870.839132 but Gain 1127.474162 Iteration 175Q (81.579371 sec): 31 clusters Score: Raw -1336890.840209 + Penalty 23214.377218 = -1313676.462991 nChanged 273 Deleting Class 28 (372 points): Lose 976.359579 but Gain 1168.883151 Iteration 176Q (81.682689 sec): 30 clusters Score: Raw -1336386.110174 + Penalty 22211.044312 = -1314175.065862 nChanged 459 Deleting Class 50 (101 points): Lose 610.729357 but Gain 773.109132 Iteration 177Q (81.786618 sec): 29 clusters Score: Raw -1336618.894375 + Penalty 21022.581785 = -1315596.312589 nChanged 225 Deleting Class 3 (352 points): Lose 855.246282 but Gain 984.170868 Iteration 178Q (81.884883 sec): 28 clusters Score: Raw -1336112.472070 + Penalty 20509.036539 = -1315603.435531 nChanged 459 Deleting Class 124 (317 points): Lose 386.482821 but Gain 465.520149 Iteration 179Q (81.984323 sec): 27 clusters Score: Raw -1336376.247016 + Penalty 20063.249491 = -1316312.997526 nChanged 446 Deleting Class 48 (82 points): Lose 297.181842 but Gain 344.166142 Iteration 180F (82.419411 sec): 26 clusters Score: Raw -1336541.296037 + Penalty 19759.865558 = -1316781.430480 nChanged 202 Deleting Class 90 (40 points): Lose 320.854793 but Gain 346.344171 Iteration 181Q (82.515406 sec): 25 clusters Score: Raw -1336379.013504 + Penalty 19451.183641 = -1316927.829863 nChanged 147 Deleting Class 13 (150 points): Lose 557.672649 but Gain 559.090970 Iteration 182Q (82.612329 sec): 24 clusters Score: Raw -1335979.508698 + Penalty 18597.752721 = -1317381.755977 nChanged 260 Iteration 183Q (82.707923 sec): 24 clusters Score: Raw -1336300.450295 + Penalty 18923.946590 = -1317376.503705 nChanged 110 Iteration 184F (83.089128 sec): 24 clusters Score: Raw -1336340.584461 + Penalty 18914.426690 = -1317426.157771 nChanged 73 Iteration 185Q (83.185579 sec): 24 clusters Score: Raw -1336358.879631 + Penalty 18915.956733 = -1317442.922898 nChanged 57 Iteration 186Q (83.280069 sec): 24 clusters Score: Raw -1336368.461862 + Penalty 18918.865065 = -1317449.596797 nChanged 60 Iteration 187Q (83.373938 sec): 24 clusters Score: Raw -1336380.802866 + Penalty 18916.897646 = -1317463.905219 nChanged 59 Iteration 188Q (83.468663 sec): 24 clusters Score: Raw -1336396.585751 + Penalty 18913.516284 = -1317483.069467 nChanged 47 Iteration 189Q (83.562993 sec): 24 clusters Score: Raw -1336403.824515 + Penalty 18910.344131 = -1317493.480384 nChanged 36 Iteration 190F (83.948551 sec): 24 clusters Score: Raw -1336421.225740 + Penalty 18894.672560 = -1317526.553180 nChanged 32 Iteration 191Q (84.043443 sec): 24 clusters Score: Raw -1336455.292684 + Penalty 18880.752168 = -1317574.540516 nChanged 35 Iteration 192Q (84.138594 sec): 24 clusters Score: Raw -1336486.025359 + Penalty 18883.023287 = -1317603.002072 nChanged 34 Iteration 193Q (84.233696 sec): 24 clusters Score: Raw -1336501.427487 + Penalty 18882.828865 = -1317618.598622 nChanged 37 Iteration 194Q (84.328279 sec): 24 clusters Score: Raw -1336507.927792 + Penalty 18885.172790 = -1317622.755002 nChanged 25 Iteration 195Q (84.422816 sec): 24 clusters Score: Raw -1336510.193790 + Penalty 18883.794937 = -1317626.398853 nChanged 14 Iteration 196Q (84.518375 sec): 24 clusters Score: Raw -1336510.762151 + Penalty 18883.726562 = -1317627.035589 nChanged 11 Iteration 197Q (84.612361 sec): 24 clusters Score: Raw -1336511.298947 + Penalty 18884.158892 = -1317627.140054 nChanged 11 Iteration 198Q (84.706538 sec): 24 clusters Score: Raw -1336511.956290 + Penalty 18884.961942 = -1317626.994348 nChanged 11 Iteration 199F (85.092134 sec): 24 clusters Score: Raw -1336512.305644 + Penalty 18885.042081 = -1317627.263563 nChanged 5 Iteration 200F (85.474615 sec): 24 clusters Score: Raw -1336512.370095 + Penalty 18885.199335 = -1317627.170760 nChanged 4 Iteration 201F (85.858501 sec): 24 clusters Score: Raw -1336512.438110 + Penalty 18885.264977 = -1317627.173133 nChanged 3 Iteration 202Q (85.954275 sec): 24 clusters Score: Raw -1336512.476029 + Penalty 18885.410613 = -1317627.065416 nChanged 5 Iteration 203F (86.336370 sec): 24 clusters Score: Raw -1336512.579423 + Penalty 18885.417060 = -1317627.162363 nChanged 2 Iteration 204Q (86.433689 sec): 24 clusters Score: Raw -1336512.612695 + Penalty 18885.383514 = -1317627.229181 nChanged 2 Iteration 205Q (86.529386 sec): 24 clusters Score: Raw -1336512.632997 + Penalty 18885.383514 = -1317627.249483 nChanged 0 Iteration 206F (86.913810 sec): 24 clusters Score: Raw -1336512.632997 + Penalty 18885.383514 = -1317627.249483 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 -1336512.632997 + Penalty 18885.383514 = -1317627.249483Memory request: 0.02 GB would take us to total of 0.32 GB. Trying to split cluster 1 (4507 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (87.001602 sec): 2 clusters Score: Raw -196762.997805 + Penalty 65.933004 = -196697.064802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (87.009824 sec): 3 clusters Score: Raw -193825.019745 + Penalty 144.697792 = -193680.321952 nChanged 2123 SP:Iteration 1F (87.017918 sec): 3 clusters Score: Raw -195960.638287 + Penalty 150.950207 = -195809.688080 nChanged 297 SP:Iteration 2F (87.026201 sec): 3 clusters Score: Raw -196283.777292 + Penalty 155.248292 = -196128.529000 nChanged 197 SP:Iteration 3Q (87.034500 sec): 3 clusters Score: Raw -196599.595364 + Penalty 160.006494 = -196439.588870 nChanged 44 SP:Iteration 4Q (87.041452 sec): 3 clusters Score: Raw -196702.111774 + Penalty 160.058976 = -196542.052798 nChanged 29 SP:Iteration 5Q (87.048199 sec): 3 clusters Score: Raw -196715.753178 + Penalty 158.992770 = -196556.760409 nChanged 24 SP:Iteration 6Q (87.054942 sec): 3 clusters Score: Raw -196720.538852 + Penalty 158.687208 = -196561.851644 nChanged 10 SP:Iteration 7Q (87.061466 sec): 3 clusters Score: Raw -196723.379272 + Penalty 159.051276 = -196564.327996 nChanged 17 SP:Iteration 8Q (87.067999 sec): 3 clusters Score: Raw -196730.355822 + Penalty 157.741215 = -196572.614607 nChanged 17 SP:Iteration 9Q (87.074347 sec): 3 clusters Score: Raw -196737.217196 + Penalty 159.646068 = -196577.571128 nChanged 11 SP:Iteration 10F (87.082374 sec): 3 clusters Score: Raw -196740.079088 + Penalty 159.252232 = -196580.826856 nChanged 11 SP:Iteration 11Q (87.088714 sec): 3 clusters Score: Raw -196744.258573 + Penalty 159.420261 = -196584.838312 nChanged 13 SP:Iteration 12Q (87.095436 sec): 3 clusters Score: Raw -196749.755976 + Penalty 161.487960 = -196588.268016 nChanged 12 SP:Iteration 13Q (87.101738 sec): 3 clusters Score: Raw -196754.517103 + Penalty 162.943529 = -196591.573574 nChanged 6 SP:Iteration 14Q (87.108020 sec): 3 clusters Score: Raw -196756.133627 + Penalty 162.410654 = -196593.722973 nChanged 7 SP:Iteration 15Q (87.114318 sec): 3 clusters Score: Raw -196757.403322 + Penalty 163.657073 = -196593.746249 nChanged 5 SP:Iteration 16Q (87.120582 sec): 3 clusters Score: Raw -196758.198278 + Penalty 163.031113 = -196595.167165 nChanged 5 SP:Iteration 17Q (87.126851 sec): 3 clusters Score: Raw -196759.710086 + Penalty 164.292058 = -196595.418028 nChanged 4 SP:Iteration 18Q (87.133160 sec): 3 clusters Score: Raw -196760.550513 + Penalty 164.995705 = -196595.554808 nChanged 3 SP:Iteration 19Q (87.139411 sec): 3 clusters Score: Raw -196760.810565 + Penalty 165.054810 = -196595.755755 nChanged 1 SP:Iteration 20F (87.147364 sec): 3 clusters Score: Raw -196760.843572 + Penalty 165.341154 = -196595.502417 nChanged 1 SP:Iteration 21F (87.155272 sec): 3 clusters Score: Raw -196760.926186 + Penalty 165.294653 = -196595.631533 nChanged 1 SP:Iteration 22Q (87.161635 sec): 3 clusters Score: Raw -196761.197667 + Penalty 165.434477 = -196595.763190 nChanged 1 SP:Iteration 23Q (87.168006 sec): 3 clusters Score: Raw -196761.364298 + Penalty 165.434477 = -196595.929821 nChanged 0 SP:Iteration 24F (87.176053 sec): 3 clusters Score: Raw -196761.364298 + Penalty 165.434477 = -196595.929821 nChanged 0 Memory request: 0.02 GB would take us to total of 0.32 GB. Trying to split cluster 4 (3706 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (87.189295 sec): 2 clusters Score: Raw -158309.418491 + Penalty 85.915551 = -158223.502940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (87.196218 sec): 3 clusters Score: Raw -155895.413094 + Penalty 172.481500 = -155722.931594 nChanged 1756 SP:Iteration 1F (87.202872 sec): 3 clusters Score: Raw -157520.958702 + Penalty 172.839385 = -157348.119317 nChanged 358 SP:Iteration 2F (87.209566 sec): 3 clusters Score: Raw -157958.275034 + Penalty 173.139648 = -157785.135385 nChanged 200 SP:Iteration 3F (87.216222 sec): 3 clusters Score: Raw -158140.759157 + Penalty 173.343985 = -157967.415172 nChanged 85 SP:Iteration 4Q (87.222644 sec): 3 clusters Score: Raw -158181.629792 + Penalty 173.765904 = -158007.863888 nChanged 69 SP:Iteration 5Q (87.228916 sec): 3 clusters Score: Raw -158214.779345 + Penalty 174.265503 = -158040.513842 nChanged 64 SP:Iteration 6Q (87.235084 sec): 3 clusters Score: Raw -158247.233513 + Penalty 175.008638 = -158072.224875 nChanged 60 SP:Iteration 7Q (87.241195 sec): 3 clusters Score: Raw -158267.151989 + Penalty 175.324640 = -158091.827349 nChanged 40 SP:Iteration 8Q (87.247314 sec): 3 clusters Score: Raw -158276.335238 + Penalty 175.620728 = -158100.714510 nChanged 29 SP:Iteration 9Q (87.253345 sec): 3 clusters Score: Raw -158282.857485 + Penalty 175.940450 = -158106.917035 nChanged 35 SP:Iteration 10F (87.259996 sec): 3 clusters Score: Raw -158289.111330 + Penalty 176.243117 = -158112.868213 nChanged 24 SP:Iteration 11Q (87.266058 sec): 3 clusters Score: Raw -158292.894300 + Penalty 176.604991 = -158116.289309 nChanged 29 SP:Iteration 12Q (87.272184 sec): 3 clusters Score: Raw -158297.931246 + Penalty 177.037625 = -158120.893621 nChanged 26 SP:Iteration 13Q (87.278217 sec): 3 clusters Score: Raw -158301.661263 + Penalty 177.113610 = -158124.547653 nChanged 18 SP:Iteration 14Q (87.284412 sec): 3 clusters Score: Raw -158303.897989 + Penalty 177.079155 = -158126.818834 nChanged 13 SP:Iteration 15Q (87.290409 sec): 3 clusters Score: Raw -158305.209616 + Penalty 177.304264 = -158127.905353 nChanged 13 SP:Iteration 16Q (87.296457 sec): 3 clusters Score: Raw -158306.435443 + Penalty 177.422185 = -158129.013258 nChanged 13 SP:Iteration 17Q (87.302393 sec): 3 clusters Score: Raw -158307.888251 + Penalty 177.299456 = -158130.588795 nChanged 14 SP:Iteration 18Q (87.308322 sec): 3 clusters Score: Raw -158309.293784 + Penalty 177.149936 = -158132.143848 nChanged 9 SP:Iteration 19Q (87.314256 sec): 3 clusters Score: Raw -158309.929037 + Penalty 177.208217 = -158132.720819 nChanged 4 SP:Iteration 20F (87.320896 sec): 3 clusters Score: Raw -158310.096863 + Penalty 177.065963 = -158133.030899 nChanged 6 SP:Iteration 21Q (87.326829 sec): 3 clusters Score: Raw -158310.497158 + Penalty 177.192061 = -158133.305096 nChanged 4 SP:Iteration 22Q (87.332819 sec): 3 clusters Score: Raw -158310.628626 + Penalty 177.200078 = -158133.428548 nChanged 4 SP:Iteration 23Q (87.338750 sec): 3 clusters Score: Raw -158310.748788 + Penalty 177.216517 = -158133.532271 nChanged 3 SP:Iteration 24Q (87.344672 sec): 3 clusters Score: Raw -158310.876211 + Penalty 177.394676 = -158133.481535 nChanged 7 SP:Iteration 25F (87.351408 sec): 3 clusters Score: Raw -158311.212246 + Penalty 177.542719 = -158133.669526 nChanged 5 SP:Iteration 26Q (87.357330 sec): 3 clusters Score: Raw -158311.421862 + Penalty 177.638007 = -158133.783855 nChanged 4 SP:Iteration 27Q (87.363363 sec): 3 clusters Score: Raw -158311.627445 + Penalty 177.732781 = -158133.894665 nChanged 3 SP:Iteration 28Q (87.369289 sec): 3 clusters Score: Raw -158311.764628 + Penalty 177.770211 = -158133.994418 nChanged 1 SP:Iteration 29Q (87.375305 sec): 3 clusters Score: Raw -158311.783162 + Penalty 177.798418 = -158133.984744 nChanged 2 SP:Iteration 30F (87.382163 sec): 3 clusters Score: Raw -158311.888193 + Penalty 177.847489 = -158134.040705 nChanged 2 SP:Iteration 31Q (87.388178 sec): 3 clusters Score: Raw -158311.930753 + Penalty 177.890601 = -158134.040152 nChanged 2 SP:Iteration 32F (87.394863 sec): 3 clusters Score: Raw -158311.977598 + Penalty 177.910892 = -158134.066705 nChanged 1 SP:Iteration 33Q (87.400901 sec): 3 clusters Score: Raw -158311.987187 + Penalty 177.910892 = -158134.076295 nChanged 0 SP:Iteration 34F (87.407516 sec): 3 clusters Score: Raw -158311.987187 + Penalty 177.910892 = -158134.076295 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 6 (795 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (87.413770 sec): 2 clusters Score: Raw -34183.401072 + Penalty 131.881429 = -34051.519643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (87.415385 sec): 3 clusters Score: Raw -33711.614205 + Penalty 262.391652 = -33449.222553 nChanged 376 SP:Iteration 1F (87.416968 sec): 3 clusters Score: Raw -34029.471481 + Penalty 264.519298 = -33764.952183 nChanged 109 SP:Iteration 2F (87.418524 sec): 3 clusters Score: Raw -34135.857690 + Penalty 272.042601 = -33863.815089 nChanged 64 SP:Iteration 3F (87.420079 sec): 3 clusters Score: Raw -34208.077783 + Penalty 277.396255 = -33930.681527 nChanged 45 SP:Iteration 4F (87.421631 sec): 3 clusters Score: Raw -34247.068056 + Penalty 284.459091 = -33962.608965 nChanged 20 SP:Iteration 5Q (87.423226 sec): 3 clusters Score: Raw -34264.514790 + Penalty 280.785207 = -33983.729583 nChanged 15 SP:Iteration 6Q (87.424803 sec): 3 clusters Score: Raw -34275.488902 + Penalty 286.101833 = -33989.387069 nChanged 14 SP:Iteration 7Q (87.426379 sec): 3 clusters Score: Raw -34284.286304 + Penalty 293.738886 = -33990.547418 nChanged 6 SP:Iteration 8Q (87.427932 sec): 3 clusters Score: Raw -34286.811361 + Penalty 301.540075 = -33985.271286 nChanged 4 SP:Iteration 9F (87.429516 sec): 3 clusters Score: Raw -34291.288465 + Penalty 306.413133 = -33984.875332 nChanged 2 SP:Iteration 10F (87.431115 sec): 3 clusters Score: Raw -34291.832234 + Penalty 317.882390 = -33973.949844 nChanged 4 SP:Iteration 11F (87.432664 sec): 3 clusters Score: Raw -34294.149257 + Penalty 328.433970 = -33965.715287 nChanged 3 SP:Iteration 12F (87.434215 sec): 3 clusters Score: Raw -34294.749458 + Penalty 328.433970 = -33966.315488 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 8 (2166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (87.444444 sec): 2 clusters Score: Raw -91134.892921 + Penalty 75.704107 = -91059.188814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (87.448438 sec): 3 clusters Score: Raw -89787.084888 + Penalty 152.119647 = -89634.965241 nChanged 1002 SP:Iteration 1F (87.452325 sec): 3 clusters Score: Raw -90934.615065 + Penalty 154.957527 = -90779.657538 nChanged 162 SP:Iteration 2F (87.456205 sec): 3 clusters Score: Raw -91034.099424 + Penalty 155.311408 = -90878.788016 nChanged 71 SP:Iteration 3Q (87.460086 sec): 3 clusters Score: Raw -91067.191523 + Penalty 154.693422 = -90912.498101 nChanged 54 SP:Iteration 4Q (87.463941 sec): 3 clusters Score: Raw -91092.475946 + Penalty 155.320482 = -90937.155464 nChanged 39 SP:Iteration 5Q (87.467819 sec): 3 clusters Score: Raw -91107.084928 + Penalty 155.302290 = -90951.782638 nChanged 32 SP:Iteration 6Q (87.471656 sec): 3 clusters Score: Raw -91122.028501 + Penalty 155.848932 = -90966.179569 nChanged 30 SP:Iteration 7Q (87.475560 sec): 3 clusters Score: Raw -91134.101956 + Penalty 156.628821 = -90977.473135 nChanged 27 SP:Iteration 8Q (87.479513 sec): 3 clusters Score: Raw -91142.280271 + Penalty 157.159881 = -90985.120390 nChanged 18 SP:Iteration 9Q (87.483409 sec): 3 clusters Score: Raw -91149.506747 + Penalty 157.671973 = -90991.834774 nChanged 9 SP:Iteration 10F (87.487312 sec): 3 clusters Score: Raw -91151.244067 + Penalty 158.283028 = -90992.961040 nChanged 10 SP:Iteration 11Q (87.491060 sec): 3 clusters Score: Raw -91153.043499 + Penalty 158.594241 = -90994.449259 nChanged 16 SP:Iteration 12Q (87.494906 sec): 3 clusters Score: Raw -91161.062813 + Penalty 158.974805 = -91002.088008 nChanged 16 SP:Iteration 13Q (87.498678 sec): 3 clusters Score: Raw -91171.632727 + Penalty 159.113244 = -91012.519483 nChanged 11 SP:Iteration 14Q (87.502285 sec): 3 clusters Score: Raw -91172.932106 + Penalty 159.596684 = -91013.335422 nChanged 6 SP:Iteration 15Q (87.505899 sec): 3 clusters Score: Raw -91174.873075 + Penalty 160.015402 = -91014.857673 nChanged 5 SP:Iteration 16Q (87.509493 sec): 3 clusters Score: Raw -91175.556263 + Penalty 160.546872 = -91015.009391 nChanged 11 SP:Iteration 17Q (87.513071 sec): 3 clusters Score: Raw -91177.236271 + Penalty 160.739800 = -91016.496471 nChanged 7 SP:Iteration 18Q (87.516669 sec): 3 clusters Score: Raw -91178.046235 + Penalty 160.659155 = -91017.387080 nChanged 8 SP:Iteration 19Q (87.520431 sec): 3 clusters Score: Raw -91178.950165 + Penalty 161.006433 = -91017.943732 nChanged 6 SP:Iteration 20F (87.525205 sec): 3 clusters Score: Raw -91180.108053 + Penalty 160.612563 = -91019.495490 nChanged 15 SP:Iteration 21Q (87.529127 sec): 3 clusters Score: Raw -91183.031035 + Penalty 160.696670 = -91022.334365 nChanged 11 SP:Iteration 22Q (87.532995 sec): 3 clusters Score: Raw -91184.390783 + Penalty 161.250266 = -91023.140518 nChanged 7 SP:Iteration 23Q (87.536674 sec): 3 clusters Score: Raw -91185.212481 + Penalty 161.642498 = -91023.569983 nChanged 5 SP:Iteration 24Q (87.540329 sec): 3 clusters Score: Raw -91185.540022 + Penalty 161.763741 = -91023.776280 nChanged 4 SP:Iteration 25Q (87.544019 sec): 3 clusters Score: Raw -91185.816937 + Penalty 161.903331 = -91023.913606 nChanged 5 SP:Iteration 26Q (87.547683 sec): 3 clusters Score: Raw -91186.299665 + Penalty 162.234904 = -91024.064761 nChanged 9 SP:Iteration 27Q (87.551321 sec): 3 clusters Score: Raw -91187.335484 + Penalty 163.015905 = -91024.319579 nChanged 7 SP:Iteration 28Q (87.554947 sec): 3 clusters Score: Raw -91187.936576 + Penalty 162.910579 = -91025.025997 nChanged 6 SP:Iteration 29Q (87.558568 sec): 3 clusters Score: Raw -91188.455536 + Penalty 163.465903 = -91024.989633 nChanged 7 SP:Iteration 30F (87.562816 sec): 3 clusters Score: Raw -91189.142591 + Penalty 163.605585 = -91025.537007 nChanged 5 SP:Iteration 31Q (87.566431 sec): 3 clusters Score: Raw -91189.514828 + Penalty 164.278639 = -91025.236189 nChanged 5 SP:Iteration 32F (87.570453 sec): 3 clusters Score: Raw -91190.083826 + Penalty 164.656262 = -91025.427565 nChanged 4 SP:Iteration 33Q (87.574049 sec): 3 clusters Score: Raw -91190.416855 + Penalty 165.093627 = -91025.323228 nChanged 3 SP:Iteration 34F (87.578372 sec): 3 clusters Score: Raw -91190.616619 + Penalty 164.996038 = -91025.620581 nChanged 3 SP:Iteration 35Q (87.582068 sec): 3 clusters Score: Raw -91190.880110 + Penalty 165.469460 = -91025.410650 nChanged 4 SP:Iteration 36F (87.586170 sec): 3 clusters Score: Raw -91191.106467 + Penalty 164.636543 = -91026.469924 nChanged 2 SP:Iteration 37Q (87.589792 sec): 3 clusters Score: Raw -91191.547938 + Penalty 164.948065 = -91026.599874 nChanged 2 SP:Iteration 38Q (87.593505 sec): 3 clusters Score: Raw -91191.645098 + Penalty 165.046083 = -91026.599015 nChanged 1 SP:Iteration 39F (87.597658 sec): 3 clusters Score: Raw -91191.660166 + Penalty 165.046083 = -91026.614083 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 11 (2025 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (87.607538 sec): 2 clusters Score: Raw -101150.084394 + Penalty 1093.729671 = -100056.354722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (87.611282 sec): 3 clusters Score: Raw -100159.435634 + Penalty 2188.695113 = -97970.740521 nChanged 741 SP:Iteration 1F (87.615019 sec): 3 clusters Score: Raw -100613.687323 + Penalty 2191.863744 = -98421.823579 nChanged 204 SP:Iteration 2F (87.618675 sec): 3 clusters Score: Raw -100809.987775 + Penalty 2197.004494 = -98612.983281 nChanged 162 SP:Iteration 3F (87.622323 sec): 3 clusters Score: Raw -101001.163750 + Penalty 2205.060055 = -98796.103695 nChanged 148 SP:Iteration 4F (87.625979 sec): 3 clusters Score: Raw -101255.039862 + Penalty 2211.731915 = -99043.307947 nChanged 138 SP:Iteration 5F (87.629766 sec): 3 clusters Score: Raw -101480.063907 + Penalty 2214.812367 = -99265.251540 nChanged 109 SP:Iteration 6F (87.633425 sec): 3 clusters Score: Raw -101632.773059 + Penalty 2216.638044 = -99416.135015 nChanged 93 SP:Iteration 7Q (87.636882 sec): 3 clusters Score: Raw -101732.752420 + Penalty 2219.247981 = -99513.504438 nChanged 68 SP:Iteration 8Q (87.640310 sec): 3 clusters Score: Raw -101785.136313 + Penalty 2219.295922 = -99565.840390 nChanged 40 SP:Iteration 9Q (87.643743 sec): 3 clusters Score: Raw -101809.701834 + Penalty 2217.668678 = -99592.033156 nChanged 29 SP:Iteration 10F (87.647393 sec): 3 clusters Score: Raw -101827.376357 + Penalty 2216.195140 = -99611.181217 nChanged 22 SP:Iteration 11Q (87.650842 sec): 3 clusters Score: Raw -101841.969953 + Penalty 2214.682604 = -99627.287349 nChanged 22 SP:Iteration 12Q (87.654498 sec): 3 clusters Score: Raw -101857.104968 + Penalty 2213.376363 = -99643.728605 nChanged 21 SP:Iteration 13Q (87.658137 sec): 3 clusters Score: Raw -101868.407601 + Penalty 2211.999065 = -99656.408536 nChanged 23 SP:Iteration 14Q (87.661635 sec): 3 clusters Score: Raw -101882.517871 + Penalty 2210.660704 = -99671.857168 nChanged 24 SP:Iteration 15Q (87.665223 sec): 3 clusters Score: Raw -101896.549428 + Penalty 2209.380602 = -99687.168825 nChanged 20 SP:Iteration 16Q (87.668616 sec): 3 clusters Score: Raw -101905.777671 + Penalty 2208.528786 = -99697.248885 nChanged 13 SP:Iteration 17Q (87.672092 sec): 3 clusters Score: Raw -101910.761519 + Penalty 2207.629692 = -99703.131827 nChanged 11 SP:Iteration 18Q (87.675468 sec): 3 clusters Score: Raw -101915.072675 + Penalty 2206.694303 = -99708.378372 nChanged 9 SP:Iteration 19Q (87.679084 sec): 3 clusters Score: Raw -101918.102428 + Penalty 2205.948801 = -99712.153627 nChanged 7 SP:Iteration 20F (87.683037 sec): 3 clusters Score: Raw -101919.786556 + Penalty 2205.667758 = -99714.118798 nChanged 4 SP:Iteration 21Q (87.686674 sec): 3 clusters Score: Raw -101922.078103 + Penalty 2205.340442 = -99716.737661 nChanged 3 SP:Iteration 22Q (87.690199 sec): 3 clusters Score: Raw -101922.636961 + Penalty 2205.206026 = -99717.430934 nChanged 1 SP:Iteration 23Q (87.693730 sec): 3 clusters Score: Raw -101922.932961 + Penalty 2205.206026 = -99717.726935 nChanged 0 SP:Iteration 24F (87.697474 sec): 3 clusters Score: Raw -101922.932961 + Penalty 2205.206026 = -99717.726935 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 12 (1154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (87.701839 sec): 2 clusters Score: Raw -52507.542032 + Penalty 100.563224 = -52406.978808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (87.704055 sec): 3 clusters Score: Raw -51807.828216 + Penalty 207.673522 = -51600.154695 nChanged 517 SP:Iteration 1F (87.706235 sec): 3 clusters Score: Raw -52201.569844 + Penalty 212.722452 = -51988.847392 nChanged 71 SP:Iteration 2F (87.708411 sec): 3 clusters Score: Raw -52261.805266 + Penalty 217.351610 = -52044.453656 nChanged 63 SP:Iteration 3F (87.710604 sec): 3 clusters Score: Raw -52328.341376 + Penalty 217.946973 = -52110.394404 nChanged 50 SP:Iteration 4Q (87.712779 sec): 3 clusters Score: Raw -52368.523930 + Penalty 214.880885 = -52153.643045 nChanged 40 SP:Iteration 5Q (87.714864 sec): 3 clusters Score: Raw -52408.848930 + Penalty 220.821788 = -52188.027142 nChanged 25 SP:Iteration 6Q (87.716857 sec): 3 clusters Score: Raw -52427.762679 + Penalty 223.843077 = -52203.919602 nChanged 20 SP:Iteration 7Q (87.718822 sec): 3 clusters Score: Raw -52440.480786 + Penalty 234.602684 = -52205.878102 nChanged 23 SP:Iteration 8Q (87.720725 sec): 3 clusters Score: Raw -52458.917569 + Penalty 251.837452 = -52207.080118 nChanged 25 SP:Iteration 9Q (87.722633 sec): 3 clusters Score: Raw -52483.038209 + Penalty 296.044414 = -52186.993795 nChanged 18 SP:Iteration 10F (87.724854 sec): 3 clusters Score: Raw -52503.631110 + Penalty 397.607118 = -52106.023991 nChanged 10 SP:Iteration 11F (87.727110 sec): 3 clusters Score: Raw -52516.541258 + Penalty 508.144681 = -52008.396577 nChanged 4 SP:Iteration 12F (87.729393 sec): 3 clusters Score: Raw -52521.681701 + Penalty 508.144681 = -52013.537020 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 15 (1718 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (87.735202 sec): 2 clusters Score: Raw -81062.384137 + Penalty 476.463023 = -80585.921114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (87.738397 sec): 3 clusters Score: Raw -80091.833326 + Penalty 954.314261 = -79137.519065 nChanged 686 SP:Iteration 1F (87.741541 sec): 3 clusters Score: Raw -80556.544723 + Penalty 953.221409 = -79603.323315 nChanged 199 SP:Iteration 2F (87.744699 sec): 3 clusters Score: Raw -80719.797488 + Penalty 948.667130 = -79771.130358 nChanged 148 SP:Iteration 3F (87.747863 sec): 3 clusters Score: Raw -80836.555100 + Penalty 944.612636 = -79891.942464 nChanged 94 SP:Iteration 4F (87.751007 sec): 3 clusters Score: Raw -80895.993767 + Penalty 939.407364 = -79956.586403 nChanged 64 SP:Iteration 5Q (87.754094 sec): 3 clusters Score: Raw -80938.637429 + Penalty 933.678476 = -80004.958953 nChanged 52 SP:Iteration 6Q (87.757200 sec): 3 clusters Score: Raw -80968.249688 + Penalty 928.622596 = -80039.627093 nChanged 42 SP:Iteration 7Q (87.760362 sec): 3 clusters Score: Raw -80990.102717 + Penalty 924.904853 = -80065.197864 nChanged 39 SP:Iteration 8Q (87.763448 sec): 3 clusters Score: Raw -81009.326773 + Penalty 922.367335 = -80086.959438 nChanged 25 SP:Iteration 9Q (87.766474 sec): 3 clusters Score: Raw -81017.881851 + Penalty 919.854383 = -80098.027468 nChanged 17 SP:Iteration 10F (87.769609 sec): 3 clusters Score: Raw -81026.034790 + Penalty 915.426328 = -80110.608462 nChanged 15 SP:Iteration 11Q (87.772677 sec): 3 clusters Score: Raw -81037.244715 + Penalty 909.293456 = -80127.951260 nChanged 18 SP:Iteration 12Q (87.775693 sec): 3 clusters Score: Raw -81048.761362 + Penalty 905.074505 = -80143.686857 nChanged 13 SP:Iteration 13Q (87.778750 sec): 3 clusters Score: Raw -81056.681130 + Penalty 899.144951 = -80157.536180 nChanged 15 SP:Iteration 14Q (87.781996 sec): 3 clusters Score: Raw -81062.958929 + Penalty 894.922124 = -80168.036805 nChanged 15 SP:Iteration 15Q (87.785230 sec): 3 clusters Score: Raw -81067.964983 + Penalty 893.321313 = -80174.643669 nChanged 6 SP:Iteration 16Q (87.788507 sec): 3 clusters Score: Raw -81070.769530 + Penalty 893.246155 = -80177.523375 nChanged 6 SP:Iteration 17Q (87.791596 sec): 3 clusters Score: Raw -81072.745843 + Penalty 891.092241 = -80181.653601 nChanged 5 SP:Iteration 18Q (87.794704 sec): 3 clusters Score: Raw -81074.201288 + Penalty 891.092241 = -80183.109047 nChanged 0 SP:Iteration 19F (87.797939 sec): 3 clusters Score: Raw -81074.201288 + Penalty 891.092241 = -80183.109047 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 16 (701 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (87.800917 sec): 2 clusters Score: Raw -31328.777962 + Penalty 582.808328 = -30745.969634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (87.802358 sec): 3 clusters Score: Raw -31035.715856 + Penalty 1167.522460 = -29868.193395 nChanged 234 SP:Iteration 1F (87.803771 sec): 3 clusters Score: Raw -31201.970984 + Penalty 1174.941068 = -30027.029915 nChanged 59 SP:Iteration 2F (87.805227 sec): 3 clusters Score: Raw -31255.121079 + Penalty 1187.879111 = -30067.241968 nChanged 46 SP:Iteration 3F (87.806642 sec): 3 clusters Score: Raw -31298.126056 + Penalty 1201.447872 = -30096.678184 nChanged 35 SP:Iteration 4Q (87.808036 sec): 3 clusters Score: Raw -31328.895386 + Penalty 1209.758421 = -30119.136965 nChanged 22 SP:Iteration 5Q (87.809416 sec): 3 clusters Score: Raw -31347.717458 + Penalty 1215.807686 = -30131.909772 nChanged 13 SP:Iteration 6Q (87.810825 sec): 3 clusters Score: Raw -31364.158395 + Penalty 1221.002263 = -30143.156133 nChanged 10 SP:Iteration 7Q (87.812216 sec): 3 clusters Score: Raw -31374.484676 + Penalty 1225.029348 = -30149.455328 nChanged 10 SP:Iteration 8Q (87.813596 sec): 3 clusters Score: Raw -31382.568634 + Penalty 1228.242892 = -30154.325742 nChanged 7 SP:Iteration 9Q (87.814986 sec): 3 clusters Score: Raw -31393.092149 + Penalty 1235.005899 = -30158.086250 nChanged 8 SP:Iteration 10F (87.816399 sec): 3 clusters Score: Raw -31403.334829 + Penalty 1238.069221 = -30165.265608 nChanged 4 SP:Iteration 11Q (87.817740 sec): 3 clusters Score: Raw -31405.440281 + Penalty 1238.735440 = -30166.704841 nChanged 1 SP:Iteration 12Q (87.819088 sec): 3 clusters Score: Raw -31406.480203 + Penalty 1238.735440 = -30167.744764 nChanged 0 SP:Iteration 13F (87.820501 sec): 3 clusters Score: Raw -31406.480203 + Penalty 1238.735440 = -30167.744764 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 17 (1089 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (87.824424 sec): 2 clusters Score: Raw -51169.183870 + Penalty 949.161278 = -50220.022592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (87.826579 sec): 3 clusters Score: Raw -50730.875560 + Penalty 1899.290706 = -48831.584854 nChanged 359 SP:Iteration 1F (87.828678 sec): 3 clusters Score: Raw -51018.679780 + Penalty 1903.165585 = -49115.514195 nChanged 120 SP:Iteration 2F (87.830776 sec): 3 clusters Score: Raw -51257.041231 + Penalty 1910.974705 = -49346.066526 nChanged 106 SP:Iteration 3F (87.832836 sec): 3 clusters Score: Raw -51459.528700 + Penalty 1917.700167 = -49541.828533 nChanged 84 SP:Iteration 4F (87.834925 sec): 3 clusters Score: Raw -51643.110466 + Penalty 1919.588530 = -49723.521936 nChanged 56 SP:Iteration 5F (87.837003 sec): 3 clusters Score: Raw -51735.422501 + Penalty 1920.398247 = -49815.024254 nChanged 32 SP:Iteration 6Q (87.838985 sec): 3 clusters Score: Raw -51776.237473 + Penalty 1921.408697 = -49854.828776 nChanged 13 SP:Iteration 7Q (87.840962 sec): 3 clusters Score: Raw -51788.906343 + Penalty 1921.904050 = -49867.002293 nChanged 7 SP:Iteration 8Q (87.842932 sec): 3 clusters Score: Raw -51795.469393 + Penalty 1922.532018 = -49872.937376 nChanged 6 SP:Iteration 9Q (87.844900 sec): 3 clusters Score: Raw -51799.850042 + Penalty 1922.722001 = -49877.128041 nChanged 1 SP:Iteration 10F (87.846947 sec): 3 clusters Score: Raw -51800.283181 + Penalty 1922.709383 = -49877.573798 nChanged 1 SP:Iteration 11Q (87.848918 sec): 3 clusters Score: Raw -51800.742580 + Penalty 1922.709383 = -49878.033196 nChanged 0 SP:Iteration 12F (87.850970 sec): 3 clusters Score: Raw -51800.742580 + Penalty 1922.709383 = -49878.033196 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 21 (607 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (87.853590 sec): 2 clusters Score: Raw -21258.468475 + Penalty 883.700180 = -20374.768294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (87.854863 sec): 3 clusters Score: Raw -21107.947835 + Penalty 1767.814733 = -19340.133102 nChanged 187 SP:Iteration 1F (87.856114 sec): 3 clusters Score: Raw -21339.229184 + Penalty 1768.365216 = -19570.863968 nChanged 45 SP:Iteration 2F (87.857372 sec): 3 clusters Score: Raw -21402.467026 + Penalty 1768.698750 = -19633.768276 nChanged 22 SP:Iteration 3Q (87.858627 sec): 3 clusters Score: Raw -21439.359420 + Penalty 1768.735980 = -19670.623440 nChanged 18 SP:Iteration 4Q (87.859890 sec): 3 clusters Score: Raw -21462.660569 + Penalty 1768.859242 = -19693.801327 nChanged 18 SP:Iteration 5Q (87.861119 sec): 3 clusters Score: Raw -21489.792805 + Penalty 1768.714334 = -19721.078471 nChanged 9 SP:Iteration 6Q (87.862312 sec): 3 clusters Score: Raw -21500.014494 + Penalty 1768.373185 = -19731.641310 nChanged 5 SP:Iteration 7Q (87.863503 sec): 3 clusters Score: Raw -21507.272069 + Penalty 1768.349656 = -19738.922413 nChanged 4 SP:Iteration 8Q (87.864693 sec): 3 clusters Score: Raw -21512.632005 + Penalty 1768.121721 = -19744.510283 nChanged 2 SP:Iteration 9Q (87.866193 sec): 3 clusters Score: Raw -21513.615878 + Penalty 1768.121721 = -19745.494157 nChanged 0 SP:Iteration 10F (87.867445 sec): 3 clusters Score: Raw -21513.615878 + Penalty 1768.121721 = -19745.494157 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 23 (1619 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (87.872991 sec): 2 clusters Score: Raw -84209.079178 + Penalty 893.719408 = -83315.359770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (87.876002 sec): 3 clusters Score: Raw -83434.160597 + Penalty 1787.138451 = -81647.022146 nChanged 574 SP:Iteration 1F (87.879003 sec): 3 clusters Score: Raw -83829.100258 + Penalty 1786.611497 = -82042.488761 nChanged 170 SP:Iteration 2F (87.882027 sec): 3 clusters Score: Raw -84037.391809 + Penalty 1786.307681 = -82251.084128 nChanged 161 SP:Iteration 3F (87.885263 sec): 3 clusters Score: Raw -84250.958228 + Penalty 1786.719779 = -82464.238449 nChanged 112 SP:Iteration 4F (87.888419 sec): 3 clusters Score: Raw -84390.448376 + Penalty 1787.303901 = -82603.144475 nChanged 77 SP:Iteration 5Q (87.891405 sec): 3 clusters Score: Raw -84471.759257 + Penalty 1787.176884 = -82684.582373 nChanged 53 SP:Iteration 6Q (87.894251 sec): 3 clusters Score: Raw -84521.350421 + Penalty 1787.766616 = -82733.583805 nChanged 31 SP:Iteration 7Q (87.897153 sec): 3 clusters Score: Raw -84542.517496 + Penalty 1788.175355 = -82754.342141 nChanged 13 SP:Iteration 8Q (87.899992 sec): 3 clusters Score: Raw -84551.810893 + Penalty 1788.634112 = -82763.176781 nChanged 9 SP:Iteration 9Q (87.902950 sec): 3 clusters Score: Raw -84556.051154 + Penalty 1789.293036 = -82766.758117 nChanged 10 SP:Iteration 10F (87.906113 sec): 3 clusters Score: Raw -84560.400759 + Penalty 1789.471660 = -82770.929099 nChanged 10 SP:Iteration 11Q (87.908870 sec): 3 clusters Score: Raw -84566.375583 + Penalty 1790.071408 = -82776.304175 nChanged 12 SP:Iteration 12Q (87.911643 sec): 3 clusters Score: Raw -84571.723142 + Penalty 1790.576514 = -82781.146629 nChanged 8 SP:Iteration 13Q (87.914392 sec): 3 clusters Score: Raw -84574.803047 + Penalty 1790.763218 = -82784.039828 nChanged 4 SP:Iteration 14Q (87.917136 sec): 3 clusters Score: Raw -84575.923442 + Penalty 1790.719136 = -82785.204305 nChanged 1 SP:Iteration 15Q (87.919893 sec): 3 clusters Score: Raw -84577.716188 + Penalty 1790.731405 = -82786.984783 nChanged 3 SP:Iteration 16Q (87.922655 sec): 3 clusters Score: Raw -84579.513786 + Penalty 1791.052229 = -82788.461557 nChanged 2 SP:Iteration 17Q (87.925571 sec): 3 clusters Score: Raw -84579.838868 + Penalty 1791.141277 = -82788.697590 nChanged 1 SP:Iteration 18Q (87.928395 sec): 3 clusters Score: Raw -84580.052887 + Penalty 1791.353633 = -82788.699254 nChanged 1 SP:Iteration 19Q (87.931154 sec): 3 clusters Score: Raw -84580.309564 + Penalty 1791.353633 = -82788.955930 nChanged 0 SP:Iteration 20F (87.934136 sec): 3 clusters Score: Raw -84580.309564 + Penalty 1791.353633 = -82788.955930 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 24 (495 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (87.936520 sec): 2 clusters Score: Raw -22945.991629 + Penalty 413.409768 = -22532.581861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (87.937594 sec): 3 clusters Score: Raw -22699.035870 + Penalty 825.309852 = -21873.726017 nChanged 164 SP:Iteration 1F (87.938680 sec): 3 clusters Score: Raw -22866.282040 + Penalty 846.176286 = -22020.105755 nChanged 67 SP:Iteration 2F (87.939733 sec): 3 clusters Score: Raw -22960.053381 + Penalty 900.848406 = -22059.204975 nChanged 41 SP:Iteration 3F (87.940784 sec): 3 clusters Score: Raw -23030.869951 + Penalty 951.086449 = -22079.783502 nChanged 19 SP:Iteration 4Q (87.941824 sec): 3 clusters Score: Raw -23056.027139 + Penalty 973.398603 = -22082.628536 nChanged 7 SP:Iteration 5Q (87.942831 sec): 3 clusters Score: Raw -23070.004921 + Penalty 991.732934 = -22078.271987 nChanged 6 SP:Iteration 6F (87.943873 sec): 3 clusters Score: Raw -23077.845159 + Penalty 990.959170 = -22086.885989 nChanged 1 SP:Iteration 7Q (87.944822 sec): 3 clusters Score: Raw -23080.245362 + Penalty 990.959170 = -22089.286192 nChanged 0 SP:Iteration 8F (87.945876 sec): 3 clusters Score: Raw -23080.245362 + Penalty 990.959170 = -22089.286192 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 27 (620 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (87.948347 sec): 2 clusters Score: Raw -28775.426307 + Penalty 157.601113 = -28617.825194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (87.949643 sec): 3 clusters Score: Raw -28413.442721 + Penalty 311.938435 = -28101.504286 nChanged 272 SP:Iteration 1F (87.950926 sec): 3 clusters Score: Raw -28567.932156 + Penalty 308.597124 = -28259.335032 nChanged 62 SP:Iteration 2F (87.952197 sec): 3 clusters Score: Raw -28600.651196 + Penalty 304.737081 = -28295.914115 nChanged 54 SP:Iteration 3F (87.953473 sec): 3 clusters Score: Raw -28640.761512 + Penalty 300.291778 = -28340.469734 nChanged 53 SP:Iteration 4F (87.954760 sec): 3 clusters Score: Raw -28682.363230 + Penalty 298.408114 = -28383.955116 nChanged 34 SP:Iteration 5F (87.956029 sec): 3 clusters Score: Raw -28709.160410 + Penalty 294.916134 = -28414.244276 nChanged 26 SP:Iteration 6Q (87.957287 sec): 3 clusters Score: Raw -28731.630167 + Penalty 297.004443 = -28434.625724 nChanged 20 SP:Iteration 7Q (87.958544 sec): 3 clusters Score: Raw -28751.176726 + Penalty 291.656554 = -28459.520172 nChanged 16 SP:Iteration 8Q (87.959787 sec): 3 clusters Score: Raw -28779.453739 + Penalty 293.718031 = -28485.735708 nChanged 4 SP:Iteration 9Q (87.960864 sec): 3 clusters Score: Raw -28784.075290 + Penalty 290.438457 = -28493.636833 nChanged 1 SP:Iteration 10F (87.964074 sec): 3 clusters Score: Raw -28784.057713 + Penalty 290.154193 = -28493.903520 nChanged 1 SP:Iteration 11Q (87.966233 sec): 3 clusters Score: Raw -28784.837542 + Penalty 290.154193 = -28494.683349 nChanged 0 SP:Iteration 12F (87.968499 sec): 3 clusters Score: Raw -28784.837542 + Penalty 290.154193 = -28494.683349 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 30 (391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (87.972488 sec): 2 clusters Score: Raw -13508.395343 + Penalty 376.628024 = -13131.767319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (87.973757 sec): 3 clusters Score: Raw -13385.876950 + Penalty 747.680844 = -12638.196106 nChanged 112 SP:Iteration 1F (87.974681 sec): 3 clusters Score: Raw -13561.487957 + Penalty 742.304541 = -12819.183416 nChanged 40 SP:Iteration 2F (87.975555 sec): 3 clusters Score: Raw -13628.367667 + Penalty 737.276554 = -12891.091113 nChanged 22 SP:Iteration 3F (87.976449 sec): 3 clusters Score: Raw -13667.221518 + Penalty 727.725206 = -12939.496312 nChanged 15 SP:Iteration 4Q (87.977295 sec): 3 clusters Score: Raw -13693.715076 + Penalty 724.123412 = -12969.591664 nChanged 15 SP:Iteration 5Q (87.978118 sec): 3 clusters Score: Raw -13720.714688 + Penalty 726.974376 = -12993.740312 nChanged 5 SP:Iteration 6Q (87.978937 sec): 3 clusters Score: Raw -13725.420926 + Penalty 727.737974 = -12997.682951 nChanged 3 SP:Iteration 7Q (87.979744 sec): 3 clusters Score: Raw -13727.100270 + Penalty 731.564880 = -12995.535390 nChanged 4 SP:Iteration 8F (87.980654 sec): 3 clusters Score: Raw -13731.691332 + Penalty 734.856999 = -12996.834334 nChanged 4 SP:Iteration 9Q (87.981467 sec): 3 clusters Score: Raw -13734.739548 + Penalty 735.582749 = -12999.156798 nChanged 3 SP:Iteration 10F (87.982346 sec): 3 clusters Score: Raw -13738.594536 + Penalty 738.568263 = -13000.026272 nChanged 7 SP:Iteration 11Q (87.983155 sec): 3 clusters Score: Raw -13745.107422 + Penalty 741.227640 = -13003.879782 nChanged 4 SP:Iteration 12Q (87.983960 sec): 3 clusters Score: Raw -13747.359992 + Penalty 743.740854 = -13003.619138 nChanged 5 SP:Iteration 13F (87.984834 sec): 3 clusters Score: Raw -13749.651182 + Penalty 744.796057 = -13004.855125 nChanged 2 SP:Iteration 14Q (87.985665 sec): 3 clusters Score: Raw -13751.060044 + Penalty 744.796057 = -13006.263988 nChanged 0 SP:Iteration 15F (87.986612 sec): 3 clusters Score: Raw -13751.060044 + Penalty 744.796057 = -13006.263988 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 39 (362 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (87.988881 sec): 2 clusters Score: Raw -14975.886083 + Penalty 878.976019 = -14096.910065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (87.989746 sec): 3 clusters Score: Raw -14961.088112 + Penalty 1758.335770 = -13202.752342 nChanged 68 SP:Iteration 1F (87.990619 sec): 3 clusters Score: Raw -15069.765126 + Penalty 1758.163876 = -13311.601251 nChanged 16 SP:Iteration 2Q (87.991461 sec): 3 clusters Score: Raw -15101.088556 + Penalty 1758.100049 = -13342.988507 nChanged 9 SP:Iteration 3Q (87.992290 sec): 3 clusters Score: Raw -15116.510278 + Penalty 1758.056517 = -13358.453761 nChanged 7 SP:Iteration 4Q (87.993116 sec): 3 clusters Score: Raw -15126.928612 + Penalty 1757.968870 = -13368.959742 nChanged 3 SP:Iteration 5Q (87.993921 sec): 3 clusters Score: Raw -15132.517386 + Penalty 1757.968870 = -13374.548516 nChanged 0 SP:Iteration 6F (87.994747 sec): 3 clusters Score: Raw -15132.517386 + Penalty 1757.968870 = -13374.548516 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 40 (122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (87.996165 sec): 2 clusters Score: Raw -5687.793620 + Penalty 170.429140 = -5517.364480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (87.996593 sec): 3 clusters Score: Raw -5656.222714 + Penalty 338.968587 = -5317.254127 nChanged 33 SP:Iteration 1F (87.997011 sec): 3 clusters Score: Raw -5702.469333 + Penalty 336.255544 = -5366.213789 nChanged 10 SP:Iteration 2F (87.997429 sec): 3 clusters Score: Raw -5714.185489 + Penalty 336.808759 = -5377.376730 nChanged 3 SP:Iteration 3Q (87.997839 sec): 3 clusters Score: Raw -5723.234705 + Penalty 338.487177 = -5384.747528 nChanged 2 SP:Iteration 4Q (87.998270 sec): 3 clusters Score: Raw -5729.851935 + Penalty 338.487177 = -5391.364758 nChanged 0 SP:Iteration 5F (87.998694 sec): 3 clusters Score: Raw -5729.851935 + Penalty 338.487177 = -5391.364758 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 41 (473 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88.000799 sec): 2 clusters Score: Raw -23077.007416 + Penalty 825.620508 = -22251.386909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88.001867 sec): 3 clusters Score: Raw -22939.563750 + Penalty 1653.068920 = -21286.494830 nChanged 112 SP:Iteration 1F (88.002890 sec): 3 clusters Score: Raw -23049.167880 + Penalty 1655.347826 = -21393.820054 nChanged 34 SP:Iteration 2F (88.003912 sec): 3 clusters Score: Raw -23091.249223 + Penalty 1656.022141 = -21435.227082 nChanged 13 SP:Iteration 3Q (88.004921 sec): 3 clusters Score: Raw -23103.205673 + Penalty 1655.802577 = -21447.403096 nChanged 6 SP:Iteration 4Q (88.005928 sec): 3 clusters Score: Raw -23107.697019 + Penalty 1655.199827 = -21452.497192 nChanged 4 SP:Iteration 5Q (88.006937 sec): 3 clusters Score: Raw -23112.721296 + Penalty 1654.767745 = -21457.953552 nChanged 4 SP:Iteration 6Q (88.008006 sec): 3 clusters Score: Raw -23116.192742 + Penalty 1654.507281 = -21461.685461 nChanged 2 SP:Iteration 7Q (88.009057 sec): 3 clusters Score: Raw -23117.537163 + Penalty 1654.798111 = -21462.739051 nChanged 2 SP:Iteration 8Q (88.010115 sec): 3 clusters Score: Raw -23119.553485 + Penalty 1655.105504 = -21464.447981 nChanged 1 SP:Iteration 9Q (88.011168 sec): 3 clusters Score: Raw -23120.471955 + Penalty 1654.928031 = -21465.543924 nChanged 1 SP:Iteration 10F (88.012198 sec): 3 clusters Score: Raw -23122.696353 + Penalty 1654.928031 = -21467.768322 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 44 (432 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88.014245 sec): 2 clusters Score: Raw -21606.493144 + Penalty 888.340611 = -20718.152534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88.015213 sec): 3 clusters Score: Raw -21516.540017 + Penalty 1778.104237 = -19738.435779 nChanged 93 SP:Iteration 1F (88.016161 sec): 3 clusters Score: Raw -21626.185637 + Penalty 1779.422417 = -19846.763220 nChanged 25 SP:Iteration 2F (88.017113 sec): 3 clusters Score: Raw -21662.094788 + Penalty 1779.248186 = -19882.846602 nChanged 10 SP:Iteration 3Q (88.018042 sec): 3 clusters Score: Raw -21678.366922 + Penalty 1779.375527 = -19898.991395 nChanged 8 SP:Iteration 4Q (88.018966 sec): 3 clusters Score: Raw -21688.933683 + Penalty 1779.637972 = -19909.295710 nChanged 5 SP:Iteration 5Q (88.019890 sec): 3 clusters Score: Raw -21698.770951 + Penalty 1779.849689 = -19918.921263 nChanged 2 SP:Iteration 6Q (88.020810 sec): 3 clusters Score: Raw -21699.941541 + Penalty 1779.849689 = -19920.091852 nChanged 0 SP:Iteration 7F (88.021768 sec): 3 clusters Score: Raw -21699.941541 + Penalty 1779.849689 = -19920.091852 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 54 (474 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88.023984 sec): 2 clusters Score: Raw -22180.129141 + Penalty 722.173759 = -21457.955382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88.025067 sec): 3 clusters Score: Raw -21999.286664 + Penalty 1443.893692 = -20555.392971 nChanged 103 SP:Iteration 1F (88.026098 sec): 3 clusters Score: Raw -22077.947338 + Penalty 1443.590954 = -20634.356384 nChanged 35 SP:Iteration 2F (88.027130 sec): 3 clusters Score: Raw -22114.430981 + Penalty 1443.772021 = -20670.658960 nChanged 18 SP:Iteration 3Q (88.028146 sec): 3 clusters Score: Raw -22127.486991 + Penalty 1444.245800 = -20683.241191 nChanged 12 SP:Iteration 4Q (88.029164 sec): 3 clusters Score: Raw -22142.890997 + Penalty 1444.843110 = -20698.047888 nChanged 10 SP:Iteration 5Q (88.030173 sec): 3 clusters Score: Raw -22152.710031 + Penalty 1445.424639 = -20707.285392 nChanged 9 SP:Iteration 6Q (88.031185 sec): 3 clusters Score: Raw -22162.183400 + Penalty 1445.738430 = -20716.444970 nChanged 3 SP:Iteration 7Q (88.032192 sec): 3 clusters Score: Raw -22164.898262 + Penalty 1446.125632 = -20718.772631 nChanged 5 SP:Iteration 8Q (88.033200 sec): 3 clusters Score: Raw -22170.600619 + Penalty 1446.317264 = -20724.283355 nChanged 7 SP:Iteration 9Q (88.034207 sec): 3 clusters Score: Raw -22180.427934 + Penalty 1446.011467 = -20734.416468 nChanged 6 SP:Iteration 10F (88.035223 sec): 3 clusters Score: Raw -22186.816816 + Penalty 1446.460715 = -20740.356101 nChanged 6 SP:Iteration 11Q (88.036229 sec): 3 clusters Score: Raw -22191.945199 + Penalty 1447.063076 = -20744.882123 nChanged 5 SP:Iteration 12Q (88.037240 sec): 3 clusters Score: Raw -22196.430154 + Penalty 1448.529331 = -20747.900824 nChanged 8 SP:Iteration 13Q (88.038247 sec): 3 clusters Score: Raw -22208.532329 + Penalty 1451.046903 = -20757.485425 nChanged 11 SP:Iteration 14Q (88.039251 sec): 3 clusters Score: Raw -22217.751204 + Penalty 1456.140226 = -20761.610977 nChanged 11 SP:Iteration 15Q (88.040252 sec): 3 clusters Score: Raw -22227.874026 + Penalty 1459.147872 = -20768.726154 nChanged 11 SP:Iteration 16Q (88.041310 sec): 3 clusters Score: Raw -22236.646536 + Penalty 1461.942666 = -20774.703871 nChanged 8 SP:Iteration 17Q (88.042325 sec): 3 clusters Score: Raw -22243.378222 + Penalty 1465.428494 = -20777.949728 nChanged 5 SP:Iteration 18Q (88.043388 sec): 3 clusters Score: Raw -22246.668642 + Penalty 1465.860874 = -20780.807767 nChanged 1 SP:Iteration 19Q (88.044441 sec): 3 clusters Score: Raw -22247.539965 + Penalty 1467.934566 = -20779.605399 nChanged 3 SP:Iteration 20F (88.045552 sec): 3 clusters Score: Raw -22251.101063 + Penalty 1470.725247 = -20780.375816 nChanged 3 SP:Iteration 21Q (88.047067 sec): 3 clusters Score: Raw -22254.052912 + Penalty 1471.557764 = -20782.495149 nChanged 4 SP:Iteration 22Q (88.048531 sec): 3 clusters Score: Raw -22256.901265 + Penalty 1471.512372 = -20785.388893 nChanged 1 SP:Iteration 23Q (88.050264 sec): 3 clusters Score: Raw -22259.026571 + Penalty 1471.512372 = -20787.514199 nChanged 0 SP:Iteration 24F (88.051995 sec): 3 clusters Score: Raw -22259.026571 + Penalty 1471.512372 = -20787.514199 nChanged 0 Memory request: 0.04 GB would take us to total of 0.33 GB. Trying to split cluster 59 (7345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88.088715 sec): 2 clusters Score: Raw -320392.692756 + Penalty 356.482809 = -320036.209948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88.102489 sec): 3 clusters Score: Raw -315578.340998 + Penalty 724.414453 = -314853.926545 nChanged 3412 SP:Iteration 1F (88.115834 sec): 3 clusters Score: Raw -318270.720973 + Penalty 762.005410 = -317508.715563 nChanged 1019 SP:Iteration 2F (88.129182 sec): 3 clusters Score: Raw -319286.624914 + Penalty 802.924133 = -318483.700781 nChanged 444 SP:Iteration 3F (88.142320 sec): 3 clusters Score: Raw -319755.663766 + Penalty 844.069392 = -318911.594373 nChanged 291 SP:Iteration 4Q (88.154927 sec): 3 clusters Score: Raw -320013.261930 + Penalty 886.962298 = -319126.299632 nChanged 212 SP:Iteration 5Q (88.166791 sec): 3 clusters Score: Raw -320188.908099 + Penalty 957.955976 = -319230.952123 nChanged 169 SP:Iteration 6Q (88.178236 sec): 3 clusters Score: Raw -320356.970393 + Penalty 1019.428373 = -319337.542020 nChanged 111 SP:Iteration 7Q (88.189471 sec): 3 clusters Score: Raw -320467.247044 + Penalty 1069.014667 = -319398.232376 nChanged 63 SP:Iteration 8Q (88.200880 sec): 3 clusters Score: Raw -320527.909921 + Penalty 1096.840205 = -319431.069716 nChanged 36 SP:Iteration 9Q (88.211802 sec): 3 clusters Score: Raw -320566.240728 + Penalty 1113.920520 = -319452.320208 nChanged 29 SP:Iteration 10F (88.224928 sec): 3 clusters Score: Raw -320589.656899 + Penalty 1118.713547 = -319470.943352 nChanged 11 SP:Iteration 11Q (88.235587 sec): 3 clusters Score: Raw -320598.140219 + Penalty 1109.487426 = -319488.652792 nChanged 6 SP:Iteration 12Q (88.246204 sec): 3 clusters Score: Raw -320604.278791 + Penalty 1093.383878 = -319510.894913 nChanged 5 SP:Iteration 13Q (88.256751 sec): 3 clusters Score: Raw -320609.001297 + Penalty 1093.383878 = -319515.617419 nChanged 0 SP:Iteration 14F (88.269893 sec): 3 clusters Score: Raw -320609.001297 + Penalty 1093.383878 = -319515.617419 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 67 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88.275441 sec): 2 clusters Score: Raw -5218.919441 + Penalty 89.693066 = -5129.226375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88.275894 sec): 3 clusters Score: Raw -5162.748469 + Penalty 177.188185 = -4985.560284 nChanged 39 SP:Iteration 1F (88.276319 sec): 3 clusters Score: Raw -5202.470699 + Penalty 175.641315 = -5026.829384 nChanged 9 SP:Iteration 2F (88.276735 sec): 3 clusters Score: Raw -5222.160755 + Penalty 172.220782 = -5049.939973 nChanged 6 SP:Iteration 3Q (88.277149 sec): 3 clusters Score: Raw -5257.562427 + Penalty 172.134433 = -5085.427994 nChanged 6 SP:Iteration 4Q (88.277575 sec): 3 clusters Score: Raw -5266.625103 + Penalty 173.879056 = -5092.746047 nChanged 4 SP:Iteration 5Q (88.277966 sec): 3 clusters Score: Raw -5270.492882 + Penalty 175.110367 = -5095.382515 nChanged 2 SP:Iteration 6Q (88.278353 sec): 3 clusters Score: Raw -5272.457424 + Penalty 177.798796 = -5094.658627 nChanged 4 SP:Iteration 7F (88.278775 sec): 3 clusters Score: Raw -5278.331954 + Penalty 179.386132 = -5098.945822 nChanged 2 SP:Iteration 8Q (88.279160 sec): 3 clusters Score: Raw -5282.740403 + Penalty 182.994290 = -5099.746112 nChanged 4 SP:Iteration 9Q (88.279541 sec): 3 clusters Score: Raw -5289.652352 + Penalty 182.994290 = -5106.658061 nChanged 0 SP:Iteration 10F (88.279953 sec): 3 clusters Score: Raw -5289.652352 + Penalty 182.994290 = -5106.658061 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 74 (192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88.281299 sec): 2 clusters Score: Raw -7291.784510 + Penalty 487.091623 = -6804.692887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88.281852 sec): 3 clusters Score: Raw -7279.597784 + Penalty 974.892062 = -6304.705722 nChanged 27 SP:Iteration 1F (88.282397 sec): 3 clusters Score: Raw -7321.196977 + Penalty 974.113044 = -6347.083933 nChanged 5 SP:Iteration 2Q (88.282927 sec): 3 clusters Score: Raw -7330.246791 + Penalty 973.157058 = -6357.089733 nChanged 3 SP:Iteration 3Q (88.283451 sec): 3 clusters Score: Raw -7333.349801 + Penalty 972.321575 = -6361.028226 nChanged 1 SP:Iteration 4Q (88.283995 sec): 3 clusters Score: Raw -7334.331754 + Penalty 972.321575 = -6362.010178 nChanged 0 SP:Iteration 5F (88.284546 sec): 3 clusters Score: Raw -7334.331754 + Penalty 972.321575 = -6362.010178 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 105 (1253 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88.288646 sec): 2 clusters Score: Raw -54474.310806 + Penalty 105.235342 = -54369.075464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88.291048 sec): 3 clusters Score: Raw -53653.895675 + Penalty 210.463859 = -53443.431816 nChanged 576 SP:Iteration 1F (88.293479 sec): 3 clusters Score: Raw -53936.670671 + Penalty 211.421457 = -53725.249214 nChanged 242 SP:Iteration 2F (88.296085 sec): 3 clusters Score: Raw -54107.072256 + Penalty 210.892557 = -53896.179698 nChanged 140 SP:Iteration 3F (88.298503 sec): 3 clusters Score: Raw -54198.107900 + Penalty 210.768425 = -53987.339474 nChanged 93 SP:Iteration 4F (88.300831 sec): 3 clusters Score: Raw -54275.895205 + Penalty 210.279156 = -54065.616049 nChanged 73 SP:Iteration 5F (88.303384 sec): 3 clusters Score: Raw -54324.539093 + Penalty 209.853720 = -54114.685373 nChanged 41 SP:Iteration 6Q (88.305787 sec): 3 clusters Score: Raw -54354.736788 + Penalty 209.527524 = -54145.209265 nChanged 29 SP:Iteration 7Q (88.308019 sec): 3 clusters Score: Raw -54368.728144 + Penalty 209.583514 = -54159.144630 nChanged 18 SP:Iteration 8Q (88.310226 sec): 3 clusters Score: Raw -54373.269729 + Penalty 209.598207 = -54163.671521 nChanged 17 SP:Iteration 9Q (88.312436 sec): 3 clusters Score: Raw -54379.626858 + Penalty 209.766068 = -54169.860791 nChanged 14 SP:Iteration 10F (88.314758 sec): 3 clusters Score: Raw -54386.529804 + Penalty 209.826479 = -54176.703325 nChanged 19 SP:Iteration 11Q (88.317029 sec): 3 clusters Score: Raw -54392.621853 + Penalty 210.021554 = -54182.600299 nChanged 20 SP:Iteration 12Q (88.319280 sec): 3 clusters Score: Raw -54399.637259 + Penalty 210.124894 = -54189.512365 nChanged 18 SP:Iteration 13Q (88.321473 sec): 3 clusters Score: Raw -54405.627054 + Penalty 210.240922 = -54195.386133 nChanged 17 SP:Iteration 14Q (88.323666 sec): 3 clusters Score: Raw -54413.617923 + Penalty 210.364915 = -54203.253008 nChanged 17 SP:Iteration 15Q (88.325883 sec): 3 clusters Score: Raw -54417.818960 + Penalty 210.498782 = -54207.320178 nChanged 15 SP:Iteration 16Q (88.328102 sec): 3 clusters Score: Raw -54424.939843 + Penalty 210.650917 = -54214.288926 nChanged 18 SP:Iteration 17Q (88.330327 sec): 3 clusters Score: Raw -54434.331837 + Penalty 210.652743 = -54223.679094 nChanged 11 SP:Iteration 18Q (88.332515 sec): 3 clusters Score: Raw -54438.634743 + Penalty 210.603473 = -54228.031270 nChanged 12 SP:Iteration 19Q (88.334683 sec): 3 clusters Score: Raw -54441.612858 + Penalty 210.709869 = -54230.902989 nChanged 10 SP:Iteration 20F (88.337104 sec): 3 clusters Score: Raw -54444.648072 + Penalty 210.628484 = -54234.019588 nChanged 9 SP:Iteration 21Q (88.339373 sec): 3 clusters Score: Raw -54447.862821 + Penalty 210.700585 = -54237.162236 nChanged 6 SP:Iteration 22Q (88.341559 sec): 3 clusters Score: Raw -54448.888873 + Penalty 210.820396 = -54238.068477 nChanged 7 SP:Iteration 23Q (88.343739 sec): 3 clusters Score: Raw -54450.139743 + Penalty 210.900800 = -54239.238943 nChanged 4 SP:Iteration 24Q (88.345924 sec): 3 clusters Score: Raw -54450.428880 + Penalty 210.953342 = -54239.475537 nChanged 3 SP:Iteration 25Q (88.348091 sec): 3 clusters Score: Raw -54450.606882 + Penalty 210.990014 = -54239.616868 nChanged 4 SP:Iteration 26Q (88.350256 sec): 3 clusters Score: Raw -54451.039096 + Penalty 211.043616 = -54239.995480 nChanged 3 SP:Iteration 27Q (88.352416 sec): 3 clusters Score: Raw -54451.262877 + Penalty 211.140394 = -54240.122482 nChanged 3 SP:Iteration 28Q (88.354617 sec): 3 clusters Score: Raw -54451.429313 + Penalty 211.197217 = -54240.232097 nChanged 2 SP:Iteration 29Q (88.356902 sec): 3 clusters Score: Raw -54451.479055 + Penalty 211.197217 = -54240.281839 nChanged 0 SP:Iteration 30F (88.359253 sec): 3 clusters Score: Raw -54451.479055 + Penalty 211.197217 = -54240.281839 nChanged 0 Time taken for this iteration:87.483157 seconds. 300->24 Clusters: Score -1317627.249483, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 207 (time per iteration =427.115744 ms) Total iterations: 2008 (time per iteration =44.030358 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 5602412500.000000 (time per metric unit =15.781230ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 140060312500.000000 (time per metric unit=631.249191ps) That took 88.412959 seconds. FileBase PeterP-2013-10-10_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 0.18 and 0.27 GB of RAM. Memory request: 0.09 GB would take us to total of 0.09 GB. ---------------------------------------------------------- Loaded 19089 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 19089 points ------ Starting initial clusters from distinct float masks Not enough masks (200) to generate starting clusters (300), so starting with (201) clusters instead. Assigned 201 initial classes from 200 unique masks. Deleting Class 195 (1 points): Lose 4.179123 but Gain 1597.725531 Iteration 0F (2.327043 sec): 200 clusters Score: Raw -740213.272554 + Penalty 198932.762132 = -541280.510423 nChanged 4233 Deleting Class 190 (2 points): Lose 9.110805 but Gain 1514.331858 Iteration 1F (4.021288 sec): 192 clusters Score: Raw -747640.598633 + Penalty 196239.673476 = -551400.925157 nChanged 1757 Deleting Class 138 (1 points): Lose 8.427123 but Gain 1493.806402 Iteration 2F (5.674754 sec): 188 clusters Score: Raw -750820.730437 + Penalty 195199.176750 = -555621.553687 nChanged 1507 Deleting Class 166 (3 points): Lose 41.811877 but Gain 1523.709578 Iteration 3F (7.337440 sec): 187 clusters Score: Raw -753239.811325 + Penalty 193885.271514 = -559354.539811 nChanged 1265 Deleting Class 157 (2 points): Lose 24.215017 but Gain 1495.204982 Iteration 4F (8.975442 sec): 186 clusters Score: Raw -755072.985954 + Penalty 192770.855343 = -562302.130611 nChanged 997 Deleting Class 180 (5 points): Lose 84.472529 but Gain 1548.028418 Iteration 5F (10.606683 sec): 185 clusters Score: Raw -756133.856149 + Penalty 190400.127222 = -565733.728927 nChanged 744 Deleting Class 122 (4 points): Lose 50.726732 but Gain 1513.329457 Iteration 6Q (10.775398 sec): 183 clusters Score: Raw -756802.484454 + Penalty 189197.131886 = -567605.352568 nChanged 652 Deleting Class 186 (2 points): Lose 29.645366 but Gain 1485.123465 Iteration 7Q (10.932513 sec): 182 clusters Score: Raw -757315.776968 + Penalty 187848.366024 = -569467.410945 nChanged 554 Deleting Class 162 (4 points): Lose 69.538473 but Gain 1522.178379 Iteration 8Q (11.081735 sec): 181 clusters Score: Raw -757713.944256 + Penalty 186409.940134 = -571304.004122 nChanged 497 Deleting Class 140 (1 points): Lose 7.179395 but Gain 1455.551310 Iteration 9Q (11.224758 sec): 180 clusters Score: Raw -758081.974273 + Penalty 185177.304655 = -572904.669618 nChanged 454 Deleting Class 161 (1 points): Lose 2.410669 but Gain 1436.077985 Iteration 10F (12.802987 sec): 179 clusters Score: Raw -758405.027595 + Penalty 183075.861678 = -575329.165917 nChanged 378 Deleting Class 174 (2 points): Lose 28.078462 but Gain 1460.231910 Iteration 11Q (12.930665 sec): 177 clusters Score: Raw -758636.520207 + Penalty 181709.750172 = -576926.770035 nChanged 335 Deleting Class 132 (3 points): Lose 26.547143 but Gain 1445.566293 Iteration 12Q (13.057436 sec): 176 clusters Score: Raw -758902.422314 + Penalty 180241.716156 = -578660.706157 nChanged 324 Deleting Class 76 (10 points): Lose 143.871147 but Gain 1541.713499 Iteration 13Q (13.178557 sec): 175 clusters Score: Raw -759035.427622 + Penalty 178824.541695 = -580210.885927 nChanged 280 Deleting Class 12 (4 points): Lose 33.095861 but Gain 1416.152285 Iteration 14Q (13.294376 sec): 174 clusters Score: Raw -759264.203067 + Penalty 177449.374815 = -581814.828252 nChanged 236 Deleting Class 197 (1 points): Lose 6.372699 but Gain 1388.743351 Iteration 15Q (13.408121 sec): 173 clusters Score: Raw -759464.093812 + Penalty 176102.829820 = -583361.263992 nChanged 220 Deleting Class 159 (5 points): Lose 71.349060 but Gain 1417.907310 Iteration 16Q (13.518380 sec): 172 clusters Score: Raw -759556.212216 + Penalty 174728.790831 = -584827.421385 nChanged 155 Deleting Class 151 (5 points): Lose 85.495463 but Gain 1426.228492 Iteration 17Q (13.623135 sec): 171 clusters Score: Raw -759593.036507 + Penalty 173359.050809 = -586233.985698 nChanged 108 Deleting Class 133 (3 points): Lose 29.356449 but Gain 1354.755947 Iteration 18Q (13.723229 sec): 170 clusters Score: Raw -759648.021114 + Penalty 172004.964009 = -587643.057105 nChanged 88 Deleting Class 164 (2 points): Lose 33.231085 but Gain 1353.228325 Iteration 19Q (13.821871 sec): 169 clusters Score: Raw -759661.911800 + Penalty 170701.892834 = -588960.018966 nChanged 63 Writing temp clu file Memory request: 0.09 GB would take us to total of 0.18 GB. Compute initial score before splitting: Score: Raw -759661.911800 + Penalty 170701.892834 = -588960.018966Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 1 (197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.888608 sec): 2 clusters Score: Raw -8405.863855 + Penalty 635.029517 = -7770.834338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.889211 sec): 3 clusters Score: Raw -8415.809152 + Penalty 1272.753091 = -7143.056061 nChanged 28 SP:Iteration 1F (13.889813 sec): 3 clusters Score: Raw -8479.098150 + Penalty 1272.424139 = -7206.674011 nChanged 7 SP:Iteration 2Q (13.890380 sec): 3 clusters Score: Raw -8498.139478 + Penalty 1272.180826 = -7225.958652 nChanged 2 SP:Iteration 3Q (13.890942 sec): 3 clusters Score: Raw -8505.960816 + Penalty 1272.354844 = -7233.605972 nChanged 2 SP:Iteration 4Q (13.891502 sec): 3 clusters Score: Raw -8508.893196 + Penalty 1272.918906 = -7235.974289 nChanged 1 SP:Iteration 5Q (13.892059 sec): 3 clusters Score: Raw -8509.217973 + Penalty 1272.918906 = -7236.299067 nChanged 0 SP:Iteration 6F (13.892641 sec): 3 clusters Score: Raw -8509.217973 + Penalty 1272.918906 = -7236.299067 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 2 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.893281 sec): 2 clusters Score: Raw -1726.164014 + Penalty 47.936571 = -1678.227443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.893577 sec): 3 clusters Score: Raw -1712.151839 + Penalty 100.946209 = -1611.205630 nChanged 13 SP:Iteration 1F (13.893871 sec): 3 clusters Score: Raw -1722.743449 + Penalty 103.165078 = -1619.578371 nChanged 1 SP:Iteration 2Q (13.894156 sec): 3 clusters Score: Raw -1725.522602 + Penalty 106.431474 = -1619.091128 nChanged 1 SP:Iteration 3F (13.894442 sec): 3 clusters Score: Raw -1728.025202 + Penalty 106.431474 = -1621.593728 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 3 (1434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.901534 sec): 2 clusters Score: Raw -68427.902124 + Penalty 728.914865 = -67698.987259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.904680 sec): 3 clusters Score: Raw -67718.168573 + Penalty 1458.431995 = -66259.736579 nChanged 493 SP:Iteration 1F (13.907768 sec): 3 clusters Score: Raw -67988.463719 + Penalty 1458.709780 = -66529.753939 nChanged 117 SP:Iteration 2F (13.910823 sec): 3 clusters Score: Raw -68072.809421 + Penalty 1459.481977 = -66613.327444 nChanged 89 SP:Iteration 3F (13.913942 sec): 3 clusters Score: Raw -68137.724947 + Penalty 1460.898070 = -66676.826878 nChanged 73 SP:Iteration 4F (13.917142 sec): 3 clusters Score: Raw -68194.522772 + Penalty 1462.538415 = -66731.984357 nChanged 59 SP:Iteration 5Q (13.920124 sec): 3 clusters Score: Raw -68240.633005 + Penalty 1465.296325 = -66775.336681 nChanged 63 SP:Iteration 6Q (13.923024 sec): 3 clusters Score: Raw -68289.148013 + Penalty 1468.270489 = -66820.877525 nChanged 55 SP:Iteration 7Q (13.925911 sec): 3 clusters Score: Raw -68345.635183 + Penalty 1471.509612 = -66874.125571 nChanged 50 SP:Iteration 8Q (13.928745 sec): 3 clusters Score: Raw -68383.708374 + Penalty 1474.163404 = -66909.544970 nChanged 37 SP:Iteration 9Q (13.931700 sec): 3 clusters Score: Raw -68409.571636 + Penalty 1477.270047 = -66932.301589 nChanged 33 SP:Iteration 10F (13.934561 sec): 3 clusters Score: Raw -68440.000510 + Penalty 1481.069267 = -66958.931243 nChanged 38 SP:Iteration 11Q (13.937322 sec): 3 clusters Score: Raw -68470.896082 + Penalty 1484.818442 = -66986.077640 nChanged 30 SP:Iteration 12Q (13.940049 sec): 3 clusters Score: Raw -68490.726702 + Penalty 1487.279390 = -67003.447312 nChanged 24 SP:Iteration 13Q (13.942824 sec): 3 clusters Score: Raw -68505.050646 + Penalty 1488.622756 = -67016.427890 nChanged 13 SP:Iteration 14Q (13.945570 sec): 3 clusters Score: Raw -68513.336837 + Penalty 1488.960115 = -67024.376721 nChanged 10 SP:Iteration 15Q (13.948322 sec): 3 clusters Score: Raw -68520.240001 + Penalty 1489.210414 = -67031.029586 nChanged 6 SP:Iteration 16Q (13.951278 sec): 3 clusters Score: Raw -68523.701067 + Penalty 1489.687740 = -67034.013327 nChanged 8 SP:Iteration 17Q (13.954253 sec): 3 clusters Score: Raw -68529.197619 + Penalty 1491.154766 = -67038.042853 nChanged 11 SP:Iteration 18Q (13.957073 sec): 3 clusters Score: Raw -68535.567220 + Penalty 1492.513032 = -67043.054189 nChanged 12 SP:Iteration 19Q (13.959801 sec): 3 clusters Score: Raw -68545.709760 + Penalty 1493.147274 = -67052.562486 nChanged 11 SP:Iteration 20F (13.962689 sec): 3 clusters Score: Raw -68552.773165 + Penalty 1493.962282 = -67058.810883 nChanged 10 SP:Iteration 21Q (13.965394 sec): 3 clusters Score: Raw -68558.802825 + Penalty 1495.170670 = -67063.632156 nChanged 6 SP:Iteration 22Q (13.968043 sec): 3 clusters Score: Raw -68563.296923 + Penalty 1496.262627 = -67067.034296 nChanged 9 SP:Iteration 23Q (13.970648 sec): 3 clusters Score: Raw -68570.430381 + Penalty 1496.402967 = -67074.027414 nChanged 5 SP:Iteration 24Q (13.973238 sec): 3 clusters Score: Raw -68572.179241 + Penalty 1496.904024 = -67075.275217 nChanged 9 SP:Iteration 25Q (13.975977 sec): 3 clusters Score: Raw -68577.135598 + Penalty 1496.498902 = -67080.636696 nChanged 4 SP:Iteration 26Q (13.978588 sec): 3 clusters Score: Raw -68580.300717 + Penalty 1496.533865 = -67083.766852 nChanged 3 SP:Iteration 27Q (13.981183 sec): 3 clusters Score: Raw -68581.503666 + Penalty 1496.584823 = -67084.918843 nChanged 1 SP:Iteration 28Q (13.983750 sec): 3 clusters Score: Raw -68581.645269 + Penalty 1496.584823 = -67085.060446 nChanged 0 SP:Iteration 29F (13.986581 sec): 3 clusters Score: Raw -68581.645269 + Penalty 1496.584823 = -67085.060446 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 4 (1741 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.994662 sec): 2 clusters Score: Raw -71735.251103 + Penalty 76.239893 = -71659.011210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.998244 sec): 3 clusters Score: Raw -70646.160714 + Penalty 154.676391 = -70491.484322 nChanged 785 SP:Iteration 1F (14.001669 sec): 3 clusters Score: Raw -71209.780847 + Penalty 154.831590 = -71054.949256 nChanged 162 SP:Iteration 2F (14.005059 sec): 3 clusters Score: Raw -71399.778690 + Penalty 157.577385 = -71242.201305 nChanged 122 SP:Iteration 3F (14.008540 sec): 3 clusters Score: Raw -71594.235237 + Penalty 161.175639 = -71433.059598 nChanged 52 SP:Iteration 4Q (14.011854 sec): 3 clusters Score: Raw -71650.884892 + Penalty 159.683531 = -71491.201361 nChanged 23 SP:Iteration 5Q (14.014956 sec): 3 clusters Score: Raw -71662.850839 + Penalty 160.905765 = -71501.945074 nChanged 20 SP:Iteration 6Q (14.018147 sec): 3 clusters Score: Raw -71672.202124 + Penalty 161.507637 = -71510.694487 nChanged 18 SP:Iteration 7Q (14.021120 sec): 3 clusters Score: Raw -71679.169912 + Penalty 156.494944 = -71522.674968 nChanged 13 SP:Iteration 8Q (14.024020 sec): 3 clusters Score: Raw -71685.296363 + Penalty 158.601170 = -71526.695193 nChanged 15 SP:Iteration 9Q (14.026853 sec): 3 clusters Score: Raw -71691.678983 + Penalty 157.659554 = -71534.019429 nChanged 14 SP:Iteration 10F (14.030235 sec): 3 clusters Score: Raw -71697.910826 + Penalty 148.989092 = -71548.921734 nChanged 14 SP:Iteration 11Q (14.033017 sec): 3 clusters Score: Raw -71706.813459 + Penalty 149.112104 = -71557.701355 nChanged 13 SP:Iteration 12Q (14.035798 sec): 3 clusters Score: Raw -71712.561060 + Penalty 152.841792 = -71559.719268 nChanged 8 SP:Iteration 13Q (14.038548 sec): 3 clusters Score: Raw -71716.564977 + Penalty 156.353730 = -71560.211247 nChanged 8 SP:Iteration 14Q (14.041313 sec): 3 clusters Score: Raw -71719.420873 + Penalty 161.878935 = -71557.541938 nChanged 5 SP:Iteration 15F (14.044752 sec): 3 clusters Score: Raw -71720.658855 + Penalty 170.371530 = -71550.287325 nChanged 7 SP:Iteration 16F (14.048213 sec): 3 clusters Score: Raw -71723.887081 + Penalty 186.896266 = -71536.990815 nChanged 7 SP:Iteration 17F (14.051561 sec): 3 clusters Score: Raw -71727.369167 + Penalty 192.508363 = -71534.860803 nChanged 4 SP:Iteration 18F (14.054791 sec): 3 clusters Score: Raw -71732.550105 + Penalty 192.508363 = -71540.041742 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 5 (129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.056313 sec): 2 clusters Score: Raw -5062.177802 + Penalty 220.400998 = -4841.776804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.056780 sec): 3 clusters Score: Raw -5011.054040 + Penalty 461.950035 = -4549.104006 nChanged 35 SP:Iteration 1F (14.057240 sec): 3 clusters Score: Raw -5049.029306 + Penalty 476.676035 = -4572.353271 nChanged 10 SP:Iteration 2F (14.057701 sec): 3 clusters Score: Raw -5062.089278 + Penalty 476.216686 = -4585.872592 nChanged 1 SP:Iteration 3Q (14.058162 sec): 3 clusters Score: Raw -5064.424547 + Penalty 476.216686 = -4588.207861 nChanged 0 SP:Iteration 4F (14.058622 sec): 3 clusters Score: Raw -5064.424547 + Penalty 476.216686 = -4588.207861 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 6 (564 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.062195 sec): 2 clusters Score: Raw -26538.472601 + Penalty 511.261233 = -26027.211368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.063500 sec): 3 clusters Score: Raw -26230.731843 + Penalty 1022.587757 = -25208.144086 nChanged 173 SP:Iteration 1F (14.064787 sec): 3 clusters Score: Raw -26326.719370 + Penalty 1024.459317 = -25302.260053 nChanged 75 SP:Iteration 2F (14.066066 sec): 3 clusters Score: Raw -26380.520256 + Penalty 1025.776079 = -25354.744177 nChanged 37 SP:Iteration 3F (14.067345 sec): 3 clusters Score: Raw -26410.030386 + Penalty 1026.601500 = -25383.428886 nChanged 23 SP:Iteration 4Q (14.068650 sec): 3 clusters Score: Raw -26432.275870 + Penalty 1027.141559 = -25405.134312 nChanged 22 SP:Iteration 5Q (14.069927 sec): 3 clusters Score: Raw -26456.666603 + Penalty 1029.350980 = -25427.315623 nChanged 18 SP:Iteration 6Q (14.071231 sec): 3 clusters Score: Raw -26476.421375 + Penalty 1030.100671 = -25446.320704 nChanged 7 SP:Iteration 7Q (14.072573 sec): 3 clusters Score: Raw -26480.816831 + Penalty 1030.608996 = -25450.207835 nChanged 5 SP:Iteration 8Q (14.073898 sec): 3 clusters Score: Raw -26483.400549 + Penalty 1030.481880 = -25452.918668 nChanged 1 SP:Iteration 9Q (14.075221 sec): 3 clusters Score: Raw -26483.890424 + Penalty 1030.481880 = -25453.408544 nChanged 0 SP:Iteration 10F (14.076561 sec): 3 clusters Score: Raw -26483.890424 + Penalty 1030.481880 = -25453.408544 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 7 (420 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.079131 sec): 2 clusters Score: Raw -14252.746856 + Penalty 938.616176 = -13314.130680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.080181 sec): 3 clusters Score: Raw -14248.575077 + Penalty 1875.557048 = -12373.018029 nChanged 100 SP:Iteration 1F (14.081181 sec): 3 clusters Score: Raw -14478.186331 + Penalty 1871.597322 = -12606.589009 nChanged 34 SP:Iteration 2F (14.082176 sec): 3 clusters Score: Raw -14557.637419 + Penalty 1869.738783 = -12687.898637 nChanged 15 SP:Iteration 3Q (14.083115 sec): 3 clusters Score: Raw -14594.624483 + Penalty 1867.711111 = -12726.913372 nChanged 11 SP:Iteration 4Q (14.084042 sec): 3 clusters Score: Raw -14627.097348 + Penalty 1865.068541 = -12762.028807 nChanged 14 SP:Iteration 5Q (14.084959 sec): 3 clusters Score: Raw -14668.879567 + Penalty 1863.210968 = -12805.668599 nChanged 10 SP:Iteration 6Q (14.085862 sec): 3 clusters Score: Raw -14690.708337 + Penalty 1862.849249 = -12827.859087 nChanged 2 SP:Iteration 7Q (14.086758 sec): 3 clusters Score: Raw -14692.974858 + Penalty 1862.849249 = -12830.125608 nChanged 0 SP:Iteration 8F (14.087745 sec): 3 clusters Score: Raw -14692.974858 + Penalty 1862.849249 = -12830.125608 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 8 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.088912 sec): 2 clusters Score: Raw -493.918416 + Penalty 148.794103 = -345.124313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.089152 sec): 3 clusters Score: Raw -501.939924 + Penalty 301.978702 = -199.961222 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 9 (245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.090966 sec): 2 clusters Score: Raw -10509.625792 + Penalty 261.554536 = -10248.071256 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.091652 sec): 3 clusters Score: Raw -10391.297090 + Penalty 537.360107 = -9853.936983 nChanged 84 SP:Iteration 1F (14.092327 sec): 3 clusters Score: Raw -10443.334362 + Penalty 551.638642 = -9891.695720 nChanged 25 SP:Iteration 2F (14.092997 sec): 3 clusters Score: Raw -10469.351812 + Penalty 576.649487 = -9892.702326 nChanged 22 SP:Iteration 3F (14.093662 sec): 3 clusters Score: Raw -10496.466749 + Penalty 627.332555 = -9869.134194 nChanged 16 SP:Iteration 4F (14.094324 sec): 3 clusters Score: Raw -10520.513399 + Penalty 671.897650 = -9848.615749 nChanged 13 SP:Iteration 5F (14.094984 sec): 3 clusters Score: Raw -10547.546078 + Penalty 741.863996 = -9805.682082 nChanged 8 SP:Iteration 6F (14.095642 sec): 3 clusters Score: Raw -10562.502748 + Penalty 764.129162 = -9798.373586 nChanged 4 SP:Iteration 7F (14.096300 sec): 3 clusters Score: Raw -10569.934729 + Penalty 764.129162 = -9805.805567 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 10 (83 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.097410 sec): 2 clusters Score: Raw -3589.563516 + Penalty 441.622789 = -3147.940727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.097787 sec): 3 clusters Score: Raw -3616.994052 + Penalty 883.939047 = -2733.055005 nChanged 7 SP:Iteration 1F (14.098160 sec): 3 clusters Score: Raw -3637.540086 + Penalty 885.202914 = -2752.337172 nChanged 1 SP:Iteration 2Q (14.098517 sec): 3 clusters Score: Raw -3642.122742 + Penalty 885.202914 = -2756.919828 nChanged 0 SP:Iteration 3F (14.098886 sec): 3 clusters Score: Raw -3642.122742 + Penalty 885.202914 = -2756.919828 nChanged 0 Memory request: 0.04 GB would take us to total of 0.22 GB. Trying to split cluster 11 (8023 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.136171 sec): 2 clusters Score: Raw -325819.160475 + Penalty 243.120026 = -325576.040450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.152447 sec): 3 clusters Score: Raw -320476.136308 + Penalty 493.701521 = -319982.434787 nChanged 3712 SP:Iteration 1F (14.168281 sec): 3 clusters Score: Raw -322500.565496 + Penalty 495.606338 = -322004.959158 nChanged 920 SP:Iteration 2F (14.184390 sec): 3 clusters Score: Raw -322833.956106 + Penalty 493.267691 = -322340.688415 nChanged 556 SP:Iteration 3F (14.199843 sec): 3 clusters Score: Raw -323160.471443 + Penalty 488.671791 = -322671.799652 nChanged 613 SP:Iteration 4F (14.215434 sec): 3 clusters Score: Raw -323727.263164 + Penalty 481.888776 = -323245.374388 nChanged 861 SP:Iteration 5F (14.231319 sec): 3 clusters Score: Raw -324740.243789 + Penalty 455.707256 = -324284.536533 nChanged 660 SP:Iteration 6F (14.246398 sec): 3 clusters Score: Raw -325508.499713 + Penalty 412.346825 = -325096.152888 nChanged 244 SP:Iteration 7Q (14.260636 sec): 3 clusters Score: Raw -325789.230752 + Penalty 373.928784 = -325415.301968 nChanged 58 SP:Iteration 8Q (14.272733 sec): 3 clusters Score: Raw -325865.640689 + Penalty 364.453529 = -325501.187161 nChanged 18 SP:Iteration 9Q (14.284876 sec): 3 clusters Score: Raw -325874.516520 + Penalty 366.427144 = -325508.089377 nChanged 5 SP:Iteration 10F (14.299939 sec): 3 clusters Score: Raw -325877.776884 + Penalty 366.856207 = -325510.920677 nChanged 2 SP:Iteration 11Q (14.311927 sec): 3 clusters Score: Raw -325878.239622 + Penalty 365.037141 = -325513.202481 nChanged 3 SP:Iteration 12Q (14.324184 sec): 3 clusters Score: Raw -325878.678318 + Penalty 364.551186 = -325514.127132 nChanged 3 SP:Iteration 13Q (14.336540 sec): 3 clusters Score: Raw -325878.939120 + Penalty 365.062495 = -325513.876625 nChanged 1 SP:Iteration 14F (14.351824 sec): 3 clusters Score: Raw -325879.013745 + Penalty 365.062495 = -325513.951250 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 13 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.357305 sec): 2 clusters Score: Raw -104.366045 + Penalty 76.777131 = -27.588914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.357517 sec): 2 clusters Score: Raw -104.366045 + Penalty 76.777131 = -27.588914 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 14 (637 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.360741 sec): 2 clusters Score: Raw -27527.759005 + Penalty 990.655993 = -26537.103012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.362158 sec): 3 clusters Score: Raw -27372.806665 + Penalty 1982.127085 = -25390.679581 nChanged 151 SP:Iteration 1F (14.363550 sec): 3 clusters Score: Raw -27568.425735 + Penalty 1982.943305 = -25585.482430 nChanged 42 SP:Iteration 2F (14.364963 sec): 3 clusters Score: Raw -27612.477951 + Penalty 1983.389864 = -25629.088087 nChanged 22 SP:Iteration 3Q (14.366351 sec): 3 clusters Score: Raw -27643.462626 + Penalty 1984.218646 = -25659.243980 nChanged 22 SP:Iteration 4Q (14.367721 sec): 3 clusters Score: Raw -27677.032992 + Penalty 1984.109456 = -25692.923537 nChanged 15 SP:Iteration 5Q (14.369087 sec): 3 clusters Score: Raw -27697.196627 + Penalty 1984.468650 = -25712.727976 nChanged 9 SP:Iteration 6Q (14.370452 sec): 3 clusters Score: Raw -27708.328798 + Penalty 1984.286214 = -25724.042584 nChanged 6 SP:Iteration 7Q (14.371828 sec): 3 clusters Score: Raw -27718.057423 + Penalty 1984.508645 = -25733.548778 nChanged 7 SP:Iteration 8Q (14.373196 sec): 3 clusters Score: Raw -27727.729028 + Penalty 1984.770285 = -25742.958743 nChanged 8 SP:Iteration 9Q (14.374569 sec): 3 clusters Score: Raw -27737.828216 + Penalty 1984.893195 = -25752.935021 nChanged 3 SP:Iteration 10F (14.375971 sec): 3 clusters Score: Raw -27740.009253 + Penalty 1984.908852 = -25755.100400 nChanged 4 SP:Iteration 11Q (14.377360 sec): 3 clusters Score: Raw -27743.458712 + Penalty 1985.098128 = -25758.360583 nChanged 2 SP:Iteration 12Q (14.378737 sec): 3 clusters Score: Raw -27745.801016 + Penalty 1985.098128 = -25760.702888 nChanged 0 SP:Iteration 13F (14.380159 sec): 3 clusters Score: Raw -27745.801016 + Penalty 1985.098128 = -25760.702888 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 15 (958 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.383924 sec): 2 clusters Score: Raw -41662.465445 + Penalty 313.465435 = -41349.000010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.385981 sec): 3 clusters Score: Raw -41109.922546 + Penalty 631.935174 = -40477.987372 nChanged 393 SP:Iteration 1F (14.388005 sec): 3 clusters Score: Raw -41358.784806 + Penalty 644.298494 = -40714.486312 nChanged 135 SP:Iteration 2F (14.390017 sec): 3 clusters Score: Raw -41490.968471 + Penalty 648.150762 = -40842.817709 nChanged 83 SP:Iteration 3F (14.392057 sec): 3 clusters Score: Raw -41562.435467 + Penalty 660.267690 = -40902.167777 nChanged 60 SP:Iteration 4F (14.394048 sec): 3 clusters Score: Raw -41620.751455 + Penalty 670.000002 = -40950.751453 nChanged 39 SP:Iteration 5Q (14.396016 sec): 3 clusters Score: Raw -41652.513481 + Penalty 667.180537 = -40985.332943 nChanged 26 SP:Iteration 6Q (14.397952 sec): 3 clusters Score: Raw -41672.111390 + Penalty 671.867555 = -41000.243835 nChanged 12 SP:Iteration 7Q (14.399808 sec): 3 clusters Score: Raw -41678.837925 + Penalty 680.807918 = -40998.030007 nChanged 9 SP:Iteration 8F (14.401747 sec): 3 clusters Score: Raw -41682.355000 + Penalty 685.924319 = -40996.430681 nChanged 8 SP:Iteration 9F (14.403683 sec): 3 clusters Score: Raw -41687.028742 + Penalty 692.600482 = -40994.428260 nChanged 9 SP:Iteration 10F (14.405616 sec): 3 clusters Score: Raw -41692.507169 + Penalty 697.811369 = -40994.695800 nChanged 5 SP:Iteration 11Q (14.407427 sec): 3 clusters Score: Raw -41694.641975 + Penalty 698.324036 = -40996.317939 nChanged 5 SP:Iteration 12Q (14.409344 sec): 3 clusters Score: Raw -41695.770755 + Penalty 696.473080 = -40999.297675 nChanged 2 SP:Iteration 13Q (14.411163 sec): 3 clusters Score: Raw -41696.286312 + Penalty 695.892637 = -41000.393675 nChanged 2 SP:Iteration 14Q (14.412957 sec): 3 clusters Score: Raw -41696.877336 + Penalty 698.597181 = -40998.280155 nChanged 3 SP:Iteration 15F (14.414912 sec): 3 clusters Score: Raw -41697.479407 + Penalty 698.597181 = -40998.882226 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 16 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.415622 sec): 2 clusters Score: Raw -1253.207858 + Penalty 395.797363 = -857.410495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.415890 sec): 3 clusters Score: Raw -1312.947634 + Penalty 789.069008 = -523.878626 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 17 (65 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.416560 sec): 2 clusters Score: Raw -2737.275234 + Penalty 356.604534 = -2380.670700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.416892 sec): 3 clusters Score: Raw -2752.086068 + Penalty 709.693448 = -2042.392620 nChanged 4 SP:Iteration 1F (14.417216 sec): 3 clusters Score: Raw -2762.668457 + Penalty 711.264702 = -2051.403754 nChanged 2 SP:Iteration 2Q (14.417534 sec): 3 clusters Score: Raw -2765.126445 + Penalty 711.264702 = -2053.861742 nChanged 0 SP:Iteration 3F (14.417857 sec): 3 clusters Score: Raw -2765.126445 + Penalty 711.264702 = -2053.861742 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 18 (184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.419289 sec): 2 clusters Score: Raw -8144.754349 + Penalty 632.431396 = -7512.322952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.419874 sec): 3 clusters Score: Raw -8151.078888 + Penalty 1263.950885 = -6887.128002 nChanged 20 SP:Iteration 1F (14.420460 sec): 3 clusters Score: Raw -8186.381576 + Penalty 1265.004874 = -6921.376701 nChanged 3 SP:Iteration 2Q (14.421002 sec): 3 clusters Score: Raw -8191.623821 + Penalty 1264.231822 = -6927.391998 nChanged 2 SP:Iteration 3Q (14.421543 sec): 3 clusters Score: Raw -8199.806402 + Penalty 1263.729910 = -6936.076493 nChanged 1 SP:Iteration 4Q (14.422085 sec): 3 clusters Score: Raw -8202.468185 + Penalty 1263.729910 = -6938.738276 nChanged 0 SP:Iteration 5F (14.422638 sec): 3 clusters Score: Raw -8202.468185 + Penalty 1263.729910 = -6938.738276 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 19 (668 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.426572 sec): 2 clusters Score: Raw -31631.911274 + Penalty 918.733770 = -30713.177504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.428235 sec): 3 clusters Score: Raw -31416.060730 + Penalty 1839.470546 = -29576.590184 nChanged 202 SP:Iteration 1F (14.429767 sec): 3 clusters Score: Raw -31604.195498 + Penalty 1844.393247 = -29759.802251 nChanged 49 SP:Iteration 2F (14.431270 sec): 3 clusters Score: Raw -31678.129025 + Penalty 1848.177302 = -29829.951723 nChanged 30 SP:Iteration 3Q (14.432768 sec): 3 clusters Score: Raw -31713.683946 + Penalty 1853.220580 = -29860.463366 nChanged 22 SP:Iteration 4Q (14.434293 sec): 3 clusters Score: Raw -31739.501396 + Penalty 1857.715366 = -29881.786030 nChanged 21 SP:Iteration 5Q (14.435749 sec): 3 clusters Score: Raw -31769.866936 + Penalty 1860.773724 = -29909.093213 nChanged 15 SP:Iteration 6Q (14.437185 sec): 3 clusters Score: Raw -31791.610133 + Penalty 1865.746599 = -29925.863534 nChanged 11 SP:Iteration 7Q (14.438625 sec): 3 clusters Score: Raw -31808.562219 + Penalty 1868.774773 = -29939.787446 nChanged 11 SP:Iteration 8Q (14.440056 sec): 3 clusters Score: Raw -31822.982646 + Penalty 1872.165584 = -29950.817062 nChanged 8 SP:Iteration 9Q (14.441522 sec): 3 clusters Score: Raw -31832.232046 + Penalty 1874.273259 = -29957.958787 nChanged 2 SP:Iteration 10F (14.443111 sec): 3 clusters Score: Raw -31835.201251 + Penalty 1875.407508 = -29959.793743 nChanged 3 SP:Iteration 11Q (14.444636 sec): 3 clusters Score: Raw -31836.806930 + Penalty 1876.131836 = -29960.675094 nChanged 1 SP:Iteration 12Q (14.446079 sec): 3 clusters Score: Raw -31837.321351 + Penalty 1876.131836 = -29961.189514 nChanged 0 SP:Iteration 13F (14.447610 sec): 3 clusters Score: Raw -31837.321351 + Penalty 1876.131836 = -29961.189514 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 20 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.451655 sec): 2 clusters Score: Raw -719.427400 + Penalty 283.230103 = -436.197296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.451904 sec): 3 clusters Score: Raw -732.121224 + Penalty 563.617464 = -168.503759 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 21 (184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.453286 sec): 2 clusters Score: Raw -8687.661665 + Penalty 576.613960 = -8111.047705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.453850 sec): 3 clusters Score: Raw -8643.298265 + Penalty 1154.822310 = -7488.475955 nChanged 20 SP:Iteration 1F (14.454405 sec): 3 clusters Score: Raw -8668.794931 + Penalty 1159.007381 = -7509.787550 nChanged 11 SP:Iteration 2F (14.454957 sec): 3 clusters Score: Raw -8689.517838 + Penalty 1158.899499 = -7530.618339 nChanged 8 SP:Iteration 3Q (14.455505 sec): 3 clusters Score: Raw -8706.326353 + Penalty 1161.350865 = -7544.975487 nChanged 8 SP:Iteration 4Q (14.456049 sec): 3 clusters Score: Raw -8717.079666 + Penalty 1163.718210 = -7553.361456 nChanged 5 SP:Iteration 5Q (14.456588 sec): 3 clusters Score: Raw -8741.296796 + Penalty 1162.665735 = -7578.631061 nChanged 3 SP:Iteration 6Q (14.457159 sec): 3 clusters Score: Raw -8750.604434 + Penalty 1164.619191 = -7585.985243 nChanged 5 SP:Iteration 7Q (14.457694 sec): 3 clusters Score: Raw -8759.339401 + Penalty 1161.402671 = -7597.936730 nChanged 2 SP:Iteration 8Q (14.458259 sec): 3 clusters Score: Raw -8774.607489 + Penalty 1159.331948 = -7615.275541 nChanged 2 SP:Iteration 9Q (14.458838 sec): 3 clusters Score: Raw -8777.338632 + Penalty 1159.524833 = -7617.813799 nChanged 3 SP:Iteration 10F (14.459409 sec): 3 clusters Score: Raw -8785.473910 + Penalty 1157.783478 = -7627.690432 nChanged 2 SP:Iteration 11Q (14.459950 sec): 3 clusters Score: Raw -8786.936644 + Penalty 1157.925976 = -7629.010668 nChanged 1 SP:Iteration 12Q (14.460490 sec): 3 clusters Score: Raw -8787.634720 + Penalty 1157.387554 = -7630.247165 nChanged 1 SP:Iteration 13Q (14.461039 sec): 3 clusters Score: Raw -8788.189072 + Penalty 1157.387554 = -7630.801518 nChanged 0 SP:Iteration 14F (14.461605 sec): 3 clusters Score: Raw -8788.189072 + Penalty 1157.387554 = -7630.801518 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 22 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.462542 sec): 2 clusters Score: Raw -274.366643 + Penalty 207.648670 = -66.717972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.462770 sec): 3 clusters Score: Raw -265.814217 + Penalty 411.204278 = 145.390061 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 23 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.463639 sec): 2 clusters Score: Raw -586.579559 + Penalty 318.588188 = -267.991370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.463876 sec): 3 clusters Score: Raw -583.859910 + Penalty 647.567976 = 63.708065 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 24 (298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.465711 sec): 2 clusters Score: Raw -14854.656977 + Penalty 574.495167 = -14280.161810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.466544 sec): 3 clusters Score: Raw -14727.575099 + Penalty 1147.402655 = -13580.172444 nChanged 67 SP:Iteration 1F (14.467362 sec): 3 clusters Score: Raw -14789.237516 + Penalty 1148.203599 = -13641.033917 nChanged 23 SP:Iteration 2F (14.468185 sec): 3 clusters Score: Raw -14810.600213 + Penalty 1148.442949 = -13662.157264 nChanged 4 SP:Iteration 3Q (14.468977 sec): 3 clusters Score: Raw -14814.484637 + Penalty 1148.508901 = -13665.975736 nChanged 4 SP:Iteration 4Q (14.469771 sec): 3 clusters Score: Raw -14816.930422 + Penalty 1148.593024 = -13668.337399 nChanged 2 SP:Iteration 5Q (14.470559 sec): 3 clusters Score: Raw -14819.683780 + Penalty 1148.583655 = -13671.100126 nChanged 1 SP:Iteration 6Q (14.471346 sec): 3 clusters Score: Raw -14821.235201 + Penalty 1149.665171 = -13671.570030 nChanged 4 SP:Iteration 7Q (14.472104 sec): 3 clusters Score: Raw -14823.370444 + Penalty 1149.973075 = -13673.397368 nChanged 1 SP:Iteration 8Q (14.472860 sec): 3 clusters Score: Raw -14823.858395 + Penalty 1149.848956 = -13674.009439 nChanged 1 SP:Iteration 9Q (14.473615 sec): 3 clusters Score: Raw -14825.359545 + Penalty 1150.387683 = -13674.971862 nChanged 2 SP:Iteration 10F (14.474377 sec): 3 clusters Score: Raw -14827.513732 + Penalty 1152.100397 = -13675.413335 nChanged 3 SP:Iteration 11Q (14.475132 sec): 3 clusters Score: Raw -14828.980642 + Penalty 1153.282181 = -13675.698460 nChanged 4 SP:Iteration 12Q (14.475889 sec): 3 clusters Score: Raw -14830.809764 + Penalty 1153.951127 = -13676.858638 nChanged 3 SP:Iteration 13Q (14.476647 sec): 3 clusters Score: Raw -14832.688762 + Penalty 1154.323611 = -13678.365151 nChanged 2 SP:Iteration 14Q (14.477402 sec): 3 clusters Score: Raw -14833.472482 + Penalty 1155.530463 = -13677.942019 nChanged 3 SP:Iteration 15F (14.478161 sec): 3 clusters Score: Raw -14835.043895 + Penalty 1155.807782 = -13679.236113 nChanged 3 SP:Iteration 16Q (14.478952 sec): 3 clusters Score: Raw -14836.806719 + Penalty 1156.141979 = -13680.664740 nChanged 1 SP:Iteration 17Q (14.479704 sec): 3 clusters Score: Raw -14838.296457 + Penalty 1155.762835 = -13682.533622 nChanged 2 SP:Iteration 18Q (14.480462 sec): 3 clusters Score: Raw -14840.354842 + Penalty 1155.762835 = -13684.592007 nChanged 0 SP:Iteration 19F (14.481238 sec): 3 clusters Score: Raw -14840.354842 + Penalty 1155.762835 = -13684.592007 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 25 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.482517 sec): 2 clusters Score: Raw -2330.048542 + Penalty 254.828658 = -2075.219884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.482831 sec): 3 clusters Score: Raw -2318.993323 + Penalty 511.506351 = -1807.486972 nChanged 3 SP:Iteration 1F (14.483139 sec): 3 clusters Score: Raw -2322.358495 + Penalty 510.846509 = -1811.511987 nChanged 2 SP:Iteration 2Q (14.483444 sec): 3 clusters Score: Raw -2326.405693 + Penalty 511.302865 = -1815.102827 nChanged 2 SP:Iteration 3Q (14.483765 sec): 3 clusters Score: Raw -2330.243832 + Penalty 511.302865 = -1818.940967 nChanged 0 SP:Iteration 4F (14.484070 sec): 3 clusters Score: Raw -2330.243832 + Penalty 511.302865 = -1818.940967 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 26 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.484873 sec): 2 clusters Score: Raw -287.205094 + Penalty 178.306813 = -108.898281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.485075 sec): 2 clusters Score: Raw -287.205094 + Penalty 178.306813 = -108.898281 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 27 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.485854 sec): 2 clusters Score: Raw -748.748139 + Penalty 273.181845 = -475.566294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.486093 sec): 3 clusters Score: Raw -758.551692 + Penalty 546.965963 = -211.585729 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 28 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.486843 sec): 2 clusters Score: Raw -221.827351 + Penalty 82.494678 = -139.332673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.487054 sec): 3 clusters Score: Raw -221.394773 + Penalty 160.782027 = -60.612747 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 29 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.487817 sec): 2 clusters Score: Raw -491.911816 + Penalty 233.288898 = -258.622918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.488048 sec): 3 clusters Score: Raw -497.338888 + Penalty 480.002659 = -17.336229 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 30 (235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.489443 sec): 2 clusters Score: Raw -11630.027226 + Penalty 788.955645 = -10841.071580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.490109 sec): 3 clusters Score: Raw -11625.703027 + Penalty 1577.332408 = -10048.370619 nChanged 32 SP:Iteration 1F (14.490766 sec): 3 clusters Score: Raw -11695.510494 + Penalty 1577.196388 = -10118.314106 nChanged 6 SP:Iteration 2Q (14.491409 sec): 3 clusters Score: Raw -11704.015639 + Penalty 1577.813448 = -10126.202191 nChanged 3 SP:Iteration 3Q (14.492052 sec): 3 clusters Score: Raw -11709.203543 + Penalty 1578.002019 = -10131.201524 nChanged 1 SP:Iteration 4Q (14.492690 sec): 3 clusters Score: Raw -11710.818284 + Penalty 1578.203251 = -10132.615033 nChanged 1 SP:Iteration 5Q (14.493329 sec): 3 clusters Score: Raw -11717.401304 + Penalty 1578.643435 = -10138.757870 nChanged 2 SP:Iteration 6Q (14.493991 sec): 3 clusters Score: Raw -11720.576190 + Penalty 1578.643435 = -10141.932755 nChanged 0 SP:Iteration 7F (14.494646 sec): 3 clusters Score: Raw -11720.576190 + Penalty 1578.643435 = -10141.932755 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 31 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.495552 sec): 2 clusters Score: Raw -1250.113817 + Penalty 473.806863 = -776.306955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.495815 sec): 3 clusters Score: Raw -1357.848097 + Penalty 946.843597 = -411.004500 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 32 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.496595 sec): 2 clusters Score: Raw -509.559505 + Penalty 199.327818 = -310.231687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.496828 sec): 3 clusters Score: Raw -522.242801 + Penalty 395.649839 = -126.592963 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 33 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.497702 sec): 2 clusters Score: Raw -1555.559164 + Penalty 384.418392 = -1171.140772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.497992 sec): 3 clusters Score: Raw -1626.826205 + Penalty 769.705075 = -857.121131 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 34 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.498790 sec): 2 clusters Score: Raw -530.859133 + Penalty 234.199838 = -296.659296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.499024 sec): 3 clusters Score: Raw -541.132644 + Penalty 490.825762 = -50.306882 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 35 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.499815 sec): 2 clusters Score: Raw -974.896827 + Penalty 178.676297 = -796.220529 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.500065 sec): 3 clusters Score: Raw -974.576794 + Penalty 368.301796 = -606.274999 nChanged 1 SP:Iteration 1Q (14.500308 sec): 3 clusters Score: Raw -975.080196 + Penalty 372.604916 = -602.475279 nChanged 1 SP:Iteration 2F (14.500555 sec): 3 clusters Score: Raw -976.017803 + Penalty 372.604916 = -603.412887 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 36 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.501309 sec): 2 clusters Score: Raw -265.232391 + Penalty 126.246068 = -138.986323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.501531 sec): 3 clusters Score: Raw -268.299905 + Penalty 252.492136 = -15.807769 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 37 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.502456 sec): 2 clusters Score: Raw -2527.115719 + Penalty 150.404838 = -2376.710881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.502800 sec): 3 clusters Score: Raw -2529.193268 + Penalty 294.980239 = -2234.213029 nChanged 14 SP:Iteration 1F (14.503139 sec): 3 clusters Score: Raw -2550.901538 + Penalty 296.499178 = -2254.402361 nChanged 3 SP:Iteration 2Q (14.503473 sec): 3 clusters Score: Raw -2557.459815 + Penalty 301.591284 = -2255.868531 nChanged 2 SP:Iteration 3Q (14.503804 sec): 3 clusters Score: Raw -2558.942021 + Penalty 301.591284 = -2257.350737 nChanged 0 SP:Iteration 4F (14.504142 sec): 3 clusters Score: Raw -2558.942021 + Penalty 301.591284 = -2257.350737 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 38 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.504984 sec): 2 clusters Score: Raw -1456.857824 + Penalty 371.215025 = -1085.642799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.505269 sec): 3 clusters Score: Raw -1505.513508 + Penalty 742.430050 = -763.083458 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 39 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.506117 sec): 2 clusters Score: Raw -1345.793203 + Penalty 285.032982 = -1060.760222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.506389 sec): 3 clusters Score: Raw -1374.378434 + Penalty 570.792700 = -803.585734 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 40 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.507237 sec): 2 clusters Score: Raw -1511.900149 + Penalty 406.616635 = -1105.283515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.507507 sec): 3 clusters Score: Raw -1558.036931 + Penalty 817.655276 = -740.381656 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 41 (403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.509434 sec): 2 clusters Score: Raw -20393.609287 + Penalty 644.791394 = -19748.817893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.510450 sec): 3 clusters Score: Raw -20256.348952 + Penalty 1289.604433 = -18966.744519 nChanged 95 SP:Iteration 1F (14.511427 sec): 3 clusters Score: Raw -20339.263972 + Penalty 1289.172527 = -19050.091446 nChanged 27 SP:Iteration 2F (14.512402 sec): 3 clusters Score: Raw -20365.112911 + Penalty 1288.992858 = -19076.120053 nChanged 10 SP:Iteration 3Q (14.513371 sec): 3 clusters Score: Raw -20370.915177 + Penalty 1288.894439 = -19082.020739 nChanged 3 SP:Iteration 4Q (14.514336 sec): 3 clusters Score: Raw -20374.341536 + Penalty 1288.900952 = -19085.440584 nChanged 1 SP:Iteration 5Q (14.515300 sec): 3 clusters Score: Raw -20374.977584 + Penalty 1288.991255 = -19085.986329 nChanged 1 SP:Iteration 6Q (14.516263 sec): 3 clusters Score: Raw -20375.276532 + Penalty 1288.991255 = -19086.285277 nChanged 0 SP:Iteration 7F (14.517233 sec): 3 clusters Score: Raw -20375.276532 + Penalty 1288.991255 = -19086.285277 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 42 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.518156 sec): 2 clusters Score: Raw -436.230668 + Penalty 257.650256 = -178.580413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.518391 sec): 3 clusters Score: Raw -427.083277 + Penalty 521.271458 = 94.188180 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 43 (310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.520133 sec): 2 clusters Score: Raw -14543.191089 + Penalty 419.883502 = -14123.307587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.520940 sec): 3 clusters Score: Raw -14377.140212 + Penalty 838.937671 = -13538.202541 nChanged 90 SP:Iteration 1F (14.521737 sec): 3 clusters Score: Raw -14431.683896 + Penalty 836.323101 = -13595.360796 nChanged 38 SP:Iteration 2F (14.522541 sec): 3 clusters Score: Raw -14470.490194 + Penalty 837.231212 = -13633.258982 nChanged 21 SP:Iteration 3F (14.523345 sec): 3 clusters Score: Raw -14494.501639 + Penalty 845.516522 = -13648.985117 nChanged 13 SP:Iteration 4Q (14.524142 sec): 3 clusters Score: Raw -14508.612281 + Penalty 850.127764 = -13658.484517 nChanged 10 SP:Iteration 5Q (14.524935 sec): 3 clusters Score: Raw -14520.713088 + Penalty 855.579407 = -13665.133681 nChanged 6 SP:Iteration 6Q (14.525717 sec): 3 clusters Score: Raw -14528.710807 + Penalty 870.062760 = -13658.648047 nChanged 6 SP:Iteration 7F (14.526526 sec): 3 clusters Score: Raw -14538.687265 + Penalty 867.151754 = -13671.535511 nChanged 2 SP:Iteration 8Q (14.527282 sec): 3 clusters Score: Raw -14541.316555 + Penalty 867.151754 = -13674.164802 nChanged 0 SP:Iteration 9F (14.528091 sec): 3 clusters Score: Raw -14541.316555 + Penalty 867.151754 = -13674.164802 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 44 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.529336 sec): 2 clusters Score: Raw -2656.957307 + Penalty 529.539398 = -2127.417909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.529659 sec): 3 clusters Score: Raw -2746.908014 + Penalty 1060.094575 = -1686.813439 nChanged 1 SP:Iteration 1Q (14.529956 sec): 3 clusters Score: Raw -2754.482600 + Penalty 1060.094575 = -1694.388025 nChanged 0 SP:Iteration 2F (14.530268 sec): 3 clusters Score: Raw -2754.482600 + Penalty 1060.094575 = -1694.388025 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 45 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.531095 sec): 2 clusters Score: Raw -624.927923 + Penalty 211.952523 = -412.975400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.531336 sec): 3 clusters Score: Raw -655.153405 + Penalty 422.830926 = -232.322479 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 46 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.532101 sec): 2 clusters Score: Raw -364.962143 + Penalty 186.926303 = -178.035840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.532327 sec): 3 clusters Score: Raw -378.653684 + Penalty 373.852606 = -4.801078 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 47 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.533227 sec): 2 clusters Score: Raw -2714.481522 + Penalty 629.119822 = -2085.361700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.533548 sec): 3 clusters Score: Raw -2871.714114 + Penalty 1258.792222 = -1612.921892 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 48 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.534392 sec): 2 clusters Score: Raw -1243.216527 + Penalty 271.887826 = -971.328701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.534654 sec): 3 clusters Score: Raw -1263.256271 + Penalty 544.591101 = -718.665171 nChanged 1 SP:Iteration 1Q (14.534906 sec): 3 clusters Score: Raw -1265.408387 + Penalty 544.591101 = -720.817286 nChanged 0 SP:Iteration 2F (14.535163 sec): 3 clusters Score: Raw -1265.408387 + Penalty 544.591101 = -720.817286 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 49 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.535981 sec): 2 clusters Score: Raw -1315.666096 + Penalty 357.799280 = -957.866816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.536240 sec): 3 clusters Score: Raw -1364.103893 + Penalty 715.850654 = -648.253239 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 50 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.536990 sec): 2 clusters Score: Raw -174.110772 + Penalty 100.012238 = -74.098534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.537206 sec): 3 clusters Score: Raw -174.342958 + Penalty 200.024477 = 25.681519 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 51 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.537968 sec): 2 clusters Score: Raw -464.242073 + Penalty 279.837795 = -184.404277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.538196 sec): 3 clusters Score: Raw -468.344945 + Penalty 561.940894 = 93.595950 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 52 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.538955 sec): 2 clusters Score: Raw -360.893142 + Penalty 213.767025 = -147.126117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.539199 sec): 3 clusters Score: Raw -357.897957 + Penalty 427.040377 = 69.142420 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 53 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.539985 sec): 2 clusters Score: Raw -808.332594 + Penalty 258.130506 = -550.202088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.540228 sec): 3 clusters Score: Raw -832.438004 + Penalty 528.522695 = -303.915309 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 54 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.541100 sec): 2 clusters Score: Raw -1896.358150 + Penalty 347.531294 = -1548.826855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.541389 sec): 3 clusters Score: Raw -1923.693217 + Penalty 691.694964 = -1231.998253 nChanged 2 SP:Iteration 1Q (14.541667 sec): 3 clusters Score: Raw -1929.718947 + Penalty 691.694964 = -1238.023983 nChanged 0 SP:Iteration 2F (14.541950 sec): 3 clusters Score: Raw -1929.718947 + Penalty 691.694964 = -1238.023983 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 55 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.542852 sec): 2 clusters Score: Raw -2356.077609 + Penalty 503.447513 = -1852.630096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.543155 sec): 3 clusters Score: Raw -2429.984196 + Penalty 1003.541533 = -1426.442663 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 56 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.544070 sec): 2 clusters Score: Raw -2183.755184 + Penalty 302.090894 = -1881.664290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.544387 sec): 3 clusters Score: Raw -2199.517572 + Penalty 600.201258 = -1599.316315 nChanged 6 SP:Iteration 1F (14.544700 sec): 3 clusters Score: Raw -2214.497878 + Penalty 599.335719 = -1615.162159 nChanged 4 SP:Iteration 2F (14.545008 sec): 3 clusters Score: Raw -2222.211063 + Penalty 595.912238 = -1626.298825 nChanged 2 SP:Iteration 3Q (14.545306 sec): 3 clusters Score: Raw -2226.213194 + Penalty 590.055041 = -1636.158153 nChanged 1 SP:Iteration 4Q (14.545603 sec): 3 clusters Score: Raw -2228.303887 + Penalty 590.055041 = -1638.248846 nChanged 0 SP:Iteration 5F (14.545907 sec): 3 clusters Score: Raw -2228.303887 + Penalty 590.055041 = -1638.248846 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 58 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.546740 sec): 2 clusters Score: Raw -998.070007 + Penalty 410.013900 = -588.056107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.546987 sec): 3 clusters Score: Raw -1058.477740 + Penalty 819.160382 = -239.317358 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 59 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.547786 sec): 2 clusters Score: Raw -975.048714 + Penalty 230.390738 = -744.657976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.548040 sec): 3 clusters Score: Raw -991.761479 + Penalty 464.579977 = -527.181502 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 60 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.548815 sec): 2 clusters Score: Raw -605.889719 + Penalty 302.008053 = -303.881666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.549049 sec): 3 clusters Score: Raw -631.605214 + Penalty 602.494645 = -29.110570 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 61 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.549890 sec): 2 clusters Score: Raw -1365.102178 + Penalty 349.615160 = -1015.487018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.550162 sec): 3 clusters Score: Raw -1428.826345 + Penalty 693.765305 = -735.061040 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 62 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.550929 sec): 2 clusters Score: Raw -391.453373 + Penalty 252.245796 = -139.207577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.551152 sec): 3 clusters Score: Raw -386.307727 + Penalty 502.468064 = 116.160337 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 63 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.551925 sec): 2 clusters Score: Raw -667.088959 + Penalty 262.267368 = -404.821591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.552162 sec): 3 clusters Score: Raw -680.387166 + Penalty 525.689621 = -154.697545 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 64 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.552974 sec): 2 clusters Score: Raw -1289.905425 + Penalty 366.821659 = -923.083766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.553237 sec): 3 clusters Score: Raw -1346.923113 + Penalty 745.912075 = -601.011038 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 65 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.554153 sec): 2 clusters Score: Raw -3564.513329 + Penalty 585.961946 = -2978.551383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.554490 sec): 3 clusters Score: Raw -3624.565260 + Penalty 1171.923892 = -2452.641368 nChanged 2 SP:Iteration 1Q (14.554810 sec): 3 clusters Score: Raw -3632.820238 + Penalty 1172.201869 = -2460.618368 nChanged 2 SP:Iteration 2Q (14.555126 sec): 3 clusters Score: Raw -3640.257192 + Penalty 1172.201869 = -2468.055323 nChanged 0 SP:Iteration 3F (14.555455 sec): 3 clusters Score: Raw -3640.257192 + Penalty 1172.201869 = -2468.055323 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 66 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.556227 sec): 2 clusters Score: Raw -297.168795 + Penalty 158.767301 = -138.401494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.556428 sec): 2 clusters Score: Raw -297.168795 + Penalty 158.767301 = -138.401494 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 67 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.557164 sec): 2 clusters Score: Raw -46.498683 + Penalty 0.000000 = -46.498683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.557356 sec): 2 clusters Score: Raw -46.498683 + Penalty 0.000000 = -46.498683 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 68 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.558109 sec): 2 clusters Score: Raw -365.328186 + Penalty 205.469665 = -159.858521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.558336 sec): 3 clusters Score: Raw -362.826525 + Penalty 409.678666 = 46.852141 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 69 (102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.559575 sec): 2 clusters Score: Raw -5002.144298 + Penalty 599.936426 = -4402.207872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.559993 sec): 3 clusters Score: Raw -5078.642345 + Penalty 1199.698595 = -3878.943750 nChanged 7 SP:Iteration 1F (14.560397 sec): 3 clusters Score: Raw -5096.542552 + Penalty 1199.041242 = -3897.501310 nChanged 2 SP:Iteration 2Q (14.560786 sec): 3 clusters Score: Raw -5102.935112 + Penalty 1199.041242 = -3903.893870 nChanged 0 SP:Iteration 3F (14.561211 sec): 3 clusters Score: Raw -5102.935112 + Penalty 1199.041242 = -3903.893870 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 70 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.562290 sec): 2 clusters Score: Raw -573.620836 + Penalty 221.707192 = -351.913644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.562534 sec): 3 clusters Score: Raw -590.292914 + Penalty 472.837668 = -117.455247 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 71 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.563008 sec): 2 clusters Score: Raw -441.291589 + Penalty 251.356358 = -189.935231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.563235 sec): 3 clusters Score: Raw -452.084206 + Penalty 521.807260 = 69.723054 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 72 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.563756 sec): 2 clusters Score: Raw -1294.575063 + Penalty 400.630250 = -893.944813 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.564013 sec): 3 clusters Score: Raw -1321.218310 + Penalty 781.737354 = -539.480956 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 73 (160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.564903 sec): 2 clusters Score: Raw -7854.986407 + Penalty 451.761726 = -7403.224681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.565438 sec): 3 clusters Score: Raw -7817.147056 + Penalty 918.732991 = -6898.414066 nChanged 31 SP:Iteration 1F (14.565964 sec): 3 clusters Score: Raw -7858.849160 + Penalty 922.759618 = -6936.089542 nChanged 7 SP:Iteration 2Q (14.566475 sec): 3 clusters Score: Raw -7869.056074 + Penalty 923.251995 = -6945.804078 nChanged 2 SP:Iteration 3Q (14.566982 sec): 3 clusters Score: Raw -7874.441035 + Penalty 924.349957 = -6950.091078 nChanged 1 SP:Iteration 4Q (14.567487 sec): 3 clusters Score: Raw -7877.956628 + Penalty 924.349957 = -6953.606670 nChanged 0 SP:Iteration 5F (14.567996 sec): 3 clusters Score: Raw -7877.956628 + Penalty 924.349957 = -6953.606670 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 74 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.568490 sec): 2 clusters Score: Raw -343.577891 + Penalty 168.016135 = -175.561756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.568719 sec): 3 clusters Score: Raw -342.193306 + Penalty 338.975907 = -3.217398 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 75 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.569185 sec): 2 clusters Score: Raw -311.959401 + Penalty 160.610671 = -151.348730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.569405 sec): 3 clusters Score: Raw -304.800897 + Penalty 313.868414 = 9.067517 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 77 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.569856 sec): 2 clusters Score: Raw -44.508663 + Penalty 0.000000 = -44.508663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.570049 sec): 2 clusters Score: Raw -44.508663 + Penalty 0.000000 = -44.508663 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 78 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.570568 sec): 2 clusters Score: Raw -1302.492242 + Penalty 309.907530 = -992.584713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.570824 sec): 3 clusters Score: Raw -1305.803710 + Penalty 629.283356 = -676.520354 nChanged 1 SP:Iteration 1Q (14.571095 sec): 3 clusters Score: Raw -1306.722453 + Penalty 629.283356 = -677.439097 nChanged 0 SP:Iteration 2F (14.571348 sec): 3 clusters Score: Raw -1306.722453 + Penalty 629.283356 = -677.439097 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 79 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.571807 sec): 2 clusters Score: Raw -131.499917 + Penalty 78.880315 = -52.619603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.572005 sec): 2 clusters Score: Raw -131.499917 + Penalty 78.880315 = -52.619603 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 80 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.572465 sec): 2 clusters Score: Raw -177.618099 + Penalty 81.647252 = -95.970847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.572677 sec): 3 clusters Score: Raw -177.627817 + Penalty 163.294504 = -14.333313 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 81 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.573183 sec): 2 clusters Score: Raw -1115.790485 + Penalty 366.117668 = -749.672817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.573432 sec): 3 clusters Score: Raw -1151.467783 + Penalty 732.235336 = -419.232448 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 82 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.574019 sec): 2 clusters Score: Raw -2096.570620 + Penalty 409.730877 = -1686.839743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.574307 sec): 3 clusters Score: Raw -2131.098738 + Penalty 819.112805 = -1311.985933 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 83 (65 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.575346 sec): 2 clusters Score: Raw -3127.214171 + Penalty 407.323090 = -2719.891081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.575678 sec): 3 clusters Score: Raw -3151.788985 + Penalty 814.779672 = -2337.009313 nChanged 3 SP:Iteration 1Q (14.575995 sec): 3 clusters Score: Raw -3161.623455 + Penalty 814.722380 = -2346.901075 nChanged 1 SP:Iteration 2Q (14.576311 sec): 3 clusters Score: Raw -3165.380300 + Penalty 814.722380 = -2350.657919 nChanged 0 SP:Iteration 3F (14.576635 sec): 3 clusters Score: Raw -3165.380300 + Penalty 814.722380 = -2350.657919 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 84 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.577432 sec): 2 clusters Score: Raw -707.788743 + Penalty 171.558979 = -536.229764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.577673 sec): 3 clusters Score: Raw -727.431770 + Penalty 339.588002 = -387.843767 nChanged 1 SP:Iteration 1F (14.577910 sec): 3 clusters Score: Raw -730.275966 + Penalty 339.588002 = -390.687964 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 85 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.578696 sec): 2 clusters Score: Raw -821.364297 + Penalty 325.775981 = -495.588316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.578935 sec): 3 clusters Score: Raw -845.282140 + Penalty 647.595482 = -197.686658 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 86 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.579802 sec): 2 clusters Score: Raw -2107.532816 + Penalty 383.990588 = -1723.542228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.580103 sec): 3 clusters Score: Raw -2152.206667 + Penalty 769.807667 = -1382.399000 nChanged 1 SP:Iteration 1Q (14.580393 sec): 3 clusters Score: Raw -2154.326723 + Penalty 769.807667 = -1384.519056 nChanged 0 SP:Iteration 2F (14.580710 sec): 3 clusters Score: Raw -2154.326723 + Penalty 769.807667 = -1384.519056 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 87 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.581603 sec): 2 clusters Score: Raw -1841.024112 + Penalty 427.276942 = -1413.747170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.581884 sec): 3 clusters Score: Raw -1914.387493 + Penalty 852.829364 = -1061.558130 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 88 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.582729 sec): 2 clusters Score: Raw -1514.641527 + Penalty 470.098774 = -1044.542753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.582990 sec): 3 clusters Score: Raw -1561.720249 + Penalty 938.292031 = -623.428218 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 89 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.583858 sec): 2 clusters Score: Raw -2465.919106 + Penalty 532.568265 = -1933.350841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.584161 sec): 3 clusters Score: Raw -2556.800930 + Penalty 1064.391160 = -1492.409769 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 90 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.584915 sec): 2 clusters Score: Raw -205.999578 + Penalty 134.839377 = -71.160200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.585130 sec): 3 clusters Score: Raw -197.425484 + Penalty 269.678755 = 72.253270 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 91 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.585893 sec): 2 clusters Score: Raw -576.621196 + Penalty 324.965246 = -251.655949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.586124 sec): 3 clusters Score: Raw -576.304834 + Penalty 654.213347 = 77.908513 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 92 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.586917 sec): 2 clusters Score: Raw -1212.331374 + Penalty 404.544324 = -807.787050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.587170 sec): 3 clusters Score: Raw -1275.682130 + Penalty 804.193528 = -471.488602 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 93 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.587930 sec): 2 clusters Score: Raw -380.863866 + Penalty 264.439443 = -116.424423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.588152 sec): 3 clusters Score: Raw -374.745670 + Penalty 525.698068 = 150.952399 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 94 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.588913 sec): 2 clusters Score: Raw -398.403178 + Penalty 214.875553 = -183.527625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.589137 sec): 3 clusters Score: Raw -403.227359 + Penalty 429.751107 = 26.523747 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 95 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.589882 sec): 2 clusters Score: Raw -195.739642 + Penalty 133.017041 = -62.722601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.590097 sec): 3 clusters Score: Raw -188.961545 + Penalty 266.593030 = 77.631485 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 97 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.590842 sec): 2 clusters Score: Raw -259.418093 + Penalty 150.449025 = -108.969069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.591083 sec): 3 clusters Score: Raw -251.238054 + Penalty 288.766895 = 37.528841 nChanged 1 SP:Iteration 1F (14.591295 sec): 3 clusters Score: Raw -254.171389 + Penalty 288.766895 = 34.595507 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 98 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.592045 sec): 2 clusters Score: Raw -336.821296 + Penalty 240.318692 = -96.502605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.592266 sec): 3 clusters Score: Raw -327.766993 + Penalty 482.982611 = 155.215618 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 99 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.593024 sec): 2 clusters Score: Raw -386.628771 + Penalty 98.256916 = -288.371855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.593251 sec): 3 clusters Score: Raw -385.958626 + Penalty 197.343431 = -188.615195 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 100 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.594006 sec): 2 clusters Score: Raw -367.169192 + Penalty 218.921023 = -148.248169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.594227 sec): 3 clusters Score: Raw -359.663208 + Penalty 423.906479 = 64.243271 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 101 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.594984 sec): 2 clusters Score: Raw -424.559326 + Penalty 242.221278 = -182.338048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.595206 sec): 3 clusters Score: Raw -422.304818 + Penalty 484.442556 = 62.137739 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 102 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.595951 sec): 2 clusters Score: Raw -162.358446 + Penalty 139.606033 = -22.752413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.596163 sec): 3 clusters Score: Raw -153.136718 + Penalty 273.455932 = 120.319214 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 103 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.596977 sec): 2 clusters Score: Raw -1463.302815 + Penalty 481.361222 = -981.941592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.597238 sec): 3 clusters Score: Raw -1557.469712 + Penalty 962.722445 = -594.747267 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 104 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.597989 sec): 2 clusters Score: Raw -200.136495 + Penalty 120.998718 = -79.137777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.598204 sec): 3 clusters Score: Raw -193.855754 + Penalty 243.092456 = 49.236702 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 105 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.598961 sec): 2 clusters Score: Raw -349.912000 + Penalty 208.478258 = -141.433743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.599183 sec): 3 clusters Score: Raw -355.655389 + Penalty 417.986889 = 62.331500 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 106 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.599956 sec): 2 clusters Score: Raw -704.283442 + Penalty 270.284431 = -433.999012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.600192 sec): 3 clusters Score: Raw -709.572384 + Penalty 545.279732 = -164.292652 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 107 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.600960 sec): 2 clusters Score: Raw -284.902387 + Penalty 124.853573 = -160.048814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.601186 sec): 3 clusters Score: Raw -293.898923 + Penalty 278.744490 = -15.154433 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 108 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.601949 sec): 2 clusters Score: Raw -492.590631 + Penalty 246.896946 = -245.693685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.602180 sec): 3 clusters Score: Raw -515.521258 + Penalty 502.799101 = -12.722157 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 110 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.602923 sec): 2 clusters Score: Raw -144.416828 + Penalty 93.134941 = -51.281888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.603136 sec): 3 clusters Score: Raw -139.063010 + Penalty 192.349046 = 53.286036 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 111 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.603898 sec): 2 clusters Score: Raw -497.449550 + Penalty 244.520339 = -252.929211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.604127 sec): 3 clusters Score: Raw -511.094370 + Penalty 492.934597 = -18.159773 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 112 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.604893 sec): 2 clusters Score: Raw -656.238714 + Penalty 356.466753 = -299.771961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.605126 sec): 3 clusters Score: Raw -677.327251 + Penalty 708.902170 = 31.574920 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 113 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.605869 sec): 2 clusters Score: Raw -145.555440 + Penalty 92.097478 = -53.457962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.606081 sec): 3 clusters Score: Raw -139.808654 + Penalty 184.023321 = 44.214667 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 114 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.606837 sec): 2 clusters Score: Raw -461.938353 + Penalty 227.930312 = -234.008041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.607064 sec): 3 clusters Score: Raw -469.352383 + Penalty 461.994433 = -7.357950 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 115 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.607836 sec): 2 clusters Score: Raw -741.627097 + Penalty 346.561135 = -395.065963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.608073 sec): 3 clusters Score: Raw -763.872359 + Penalty 698.177115 = -65.695244 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 116 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.608827 sec): 2 clusters Score: Raw -332.879054 + Penalty 248.150691 = -84.728362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.609049 sec): 3 clusters Score: Raw -326.120200 + Penalty 496.301383 = 170.181182 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 117 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.609806 sec): 2 clusters Score: Raw -368.462521 + Penalty 186.048515 = -182.414006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.610031 sec): 3 clusters Score: Raw -378.954725 + Penalty 392.158364 = 13.203639 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 118 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.610777 sec): 2 clusters Score: Raw -45.649314 + Penalty 0.000000 = -45.649314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.610968 sec): 2 clusters Score: Raw -45.649314 + Penalty 0.000000 = -45.649314 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 119 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.611740 sec): 2 clusters Score: Raw -694.471380 + Penalty 304.720050 = -389.751330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.611979 sec): 3 clusters Score: Raw -699.837264 + Penalty 608.280155 = -91.557109 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 120 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.612729 sec): 2 clusters Score: Raw -46.337833 + Penalty 0.000000 = -46.337833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.612921 sec): 2 clusters Score: Raw -46.337833 + Penalty 0.000000 = -46.337833 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 121 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.613678 sec): 2 clusters Score: Raw -392.948031 + Penalty 135.376401 = -257.571630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.613906 sec): 3 clusters Score: Raw -396.998766 + Penalty 262.516239 = -134.482527 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 123 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.614658 sec): 2 clusters Score: Raw -319.656602 + Penalty 206.244425 = -113.412177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.614878 sec): 3 clusters Score: Raw -309.486012 + Penalty 454.798509 = 145.312497 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 124 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.615639 sec): 2 clusters Score: Raw -498.772202 + Penalty 300.536943 = -198.235259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.615866 sec): 3 clusters Score: Raw -501.937092 + Penalty 599.862254 = 97.925163 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 125 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.616606 sec): 2 clusters Score: Raw -46.467587 + Penalty 0.000000 = -46.467587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.616797 sec): 2 clusters Score: Raw -46.467587 + Penalty 0.000000 = -46.467587 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 126 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.617542 sec): 2 clusters Score: Raw -200.408014 + Penalty 122.549037 = -77.858977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.617756 sec): 3 clusters Score: Raw -196.336940 + Penalty 224.270382 = 27.933442 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 127 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.618493 sec): 2 clusters Score: Raw -44.741840 + Penalty 0.000000 = -44.741840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.618686 sec): 2 clusters Score: Raw -44.741840 + Penalty 0.000000 = -44.741840 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 128 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.619460 sec): 2 clusters Score: Raw -813.788744 + Penalty 327.299661 = -486.489084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.619700 sec): 3 clusters Score: Raw -834.218651 + Penalty 645.534560 = -188.684091 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 130 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.620471 sec): 2 clusters Score: Raw -252.393318 + Penalty 94.832040 = -157.561278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.620691 sec): 3 clusters Score: Raw -256.915533 + Penalty 190.177071 = -66.738461 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 131 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.621480 sec): 2 clusters Score: Raw -1094.880390 + Penalty 429.731971 = -665.148420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.621730 sec): 3 clusters Score: Raw -1165.692237 + Penalty 859.884777 = -305.807461 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 134 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.622523 sec): 2 clusters Score: Raw -1163.373523 + Penalty 448.883241 = -714.490282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.622773 sec): 3 clusters Score: Raw -1230.699614 + Penalty 898.660215 = -332.039399 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 135 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.623526 sec): 2 clusters Score: Raw -257.495165 + Penalty 192.375268 = -65.119898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.623744 sec): 3 clusters Score: Raw -253.165658 + Penalty 385.931757 = 132.766099 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 136 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.624490 sec): 2 clusters Score: Raw -166.392110 + Penalty 149.607413 = -16.784697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.624703 sec): 3 clusters Score: Raw -154.495259 + Penalty 299.097981 = 144.602722 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 137 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.625432 sec): 2 clusters Score: Raw -44.654713 + Penalty 0.000000 = -44.654713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.625624 sec): 2 clusters Score: Raw -44.654713 + Penalty 0.000000 = -44.654713 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 141 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.626376 sec): 2 clusters Score: Raw -432.460988 + Penalty 252.532018 = -179.928970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.626602 sec): 3 clusters Score: Raw -428.210534 + Penalty 506.332857 = 78.122323 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 142 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.627346 sec): 2 clusters Score: Raw -235.666164 + Penalty 185.428004 = -50.238160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.627563 sec): 3 clusters Score: Raw -216.799772 + Penalty 370.856008 = 154.056236 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 143 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.628321 sec): 2 clusters Score: Raw -427.772344 + Penalty 218.018066 = -209.754278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.628549 sec): 3 clusters Score: Raw -433.189033 + Penalty 430.522931 = -2.666102 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 144 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.629308 sec): 2 clusters Score: Raw -569.553071 + Penalty 316.824479 = -252.728592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.629538 sec): 3 clusters Score: Raw -567.598441 + Penalty 633.648959 = 66.050518 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 145 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.630315 sec): 2 clusters Score: Raw -491.161730 + Penalty 232.882795 = -258.278935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.630545 sec): 3 clusters Score: Raw -504.702220 + Penalty 470.271842 = -34.430378 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 146 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.631309 sec): 2 clusters Score: Raw -421.326186 + Penalty 185.963663 = -235.362523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.631537 sec): 3 clusters Score: Raw -429.489601 + Penalty 360.215462 = -69.274138 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 148 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.632295 sec): 2 clusters Score: Raw -404.262585 + Penalty 248.901184 = -155.361401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.632521 sec): 3 clusters Score: Raw -410.450386 + Penalty 470.824408 = 60.374022 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 149 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.633254 sec): 2 clusters Score: Raw -46.268474 + Penalty 0.000000 = -46.268474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.633446 sec): 2 clusters Score: Raw -46.268474 + Penalty 0.000000 = -46.268474 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 150 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.634218 sec): 2 clusters Score: Raw -577.065115 + Penalty 277.543529 = -299.521586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.634448 sec): 3 clusters Score: Raw -580.290938 + Penalty 556.338049 = -23.952889 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 153 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.635224 sec): 2 clusters Score: Raw -721.858475 + Penalty 311.822509 = -410.035967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.635459 sec): 3 clusters Score: Raw -723.381890 + Penalty 622.936333 = -100.445557 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 155 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.636203 sec): 2 clusters Score: Raw -104.856016 + Penalty 86.234999 = -18.621017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.636413 sec): 3 clusters Score: Raw -95.535867 + Penalty 172.469997 = 76.934130 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 156 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.637244 sec): 2 clusters Score: Raw -1406.025072 + Penalty 116.893853 = -1289.131219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.637525 sec): 3 clusters Score: Raw -1409.000471 + Penalty 227.141528 = -1181.858943 nChanged 4 SP:Iteration 1F (14.637800 sec): 3 clusters Score: Raw -1412.652892 + Penalty 227.141528 = -1185.511364 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 158 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.638560 sec): 2 clusters Score: Raw -241.252393 + Penalty 124.751561 = -116.500832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.638778 sec): 3 clusters Score: Raw -236.067453 + Penalty 255.147203 = 19.079750 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 160 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.639523 sec): 2 clusters Score: Raw -152.710162 + Penalty 110.196656 = -42.513506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.639738 sec): 2 clusters Score: Raw -152.710162 + Penalty 110.196656 = -42.513506 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 163 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.640483 sec): 2 clusters Score: Raw -106.640650 + Penalty 90.962641 = -15.678009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.640692 sec): 3 clusters Score: Raw -95.720612 + Penalty 181.925282 = 86.204670 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 165 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.641441 sec): 2 clusters Score: Raw -236.932325 + Penalty 114.874909 = -122.057417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.641660 sec): 3 clusters Score: Raw -231.491736 + Penalty 228.992979 = -2.498758 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 167 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.642417 sec): 2 clusters Score: Raw -394.658909 + Penalty 186.620994 = -208.037915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.642644 sec): 3 clusters Score: Raw -397.979056 + Penalty 374.586234 = -23.392822 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 168 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.643391 sec): 2 clusters Score: Raw -157.162884 + Penalty 134.463726 = -22.699158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.643604 sec): 3 clusters Score: Raw -148.152343 + Penalty 268.393867 = 120.241524 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 169 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.644349 sec): 2 clusters Score: Raw -160.174201 + Penalty 144.391781 = -15.782420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.644561 sec): 3 clusters Score: Raw -150.480745 + Penalty 287.192198 = 136.711453 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 170 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.645303 sec): 2 clusters Score: Raw -209.723800 + Penalty 137.111569 = -72.612231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.645520 sec): 3 clusters Score: Raw -200.306697 + Penalty 274.223138 = 73.916442 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 171 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.646271 sec): 2 clusters Score: Raw -153.902218 + Penalty 142.335153 = -11.567065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.646468 sec): 2 clusters Score: Raw -153.902218 + Penalty 142.335153 = -11.567065 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 172 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.647220 sec): 2 clusters Score: Raw -319.382023 + Penalty 199.486527 = -119.895496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.647443 sec): 3 clusters Score: Raw -311.544179 + Penalty 398.973053 = 87.428874 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 173 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.648181 sec): 2 clusters Score: Raw -98.947373 + Penalty 68.275767 = -30.671606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.648379 sec): 2 clusters Score: Raw -98.947373 + Penalty 68.275767 = -30.671606 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 175 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.649117 sec): 2 clusters Score: Raw -85.196862 + Penalty 29.694950 = -55.501913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.649329 sec): 2 clusters Score: Raw -85.196862 + Penalty 29.694950 = -55.501913 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 176 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.650077 sec): 2 clusters Score: Raw -212.566482 + Penalty 165.230254 = -47.336228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.650291 sec): 3 clusters Score: Raw -205.045725 + Penalty 326.123837 = 121.078112 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 177 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.651035 sec): 2 clusters Score: Raw -161.339719 + Penalty 124.772825 = -36.566894 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.651247 sec): 3 clusters Score: Raw -150.777664 + Penalty 245.450069 = 94.672406 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 178 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.651989 sec): 2 clusters Score: Raw -154.641009 + Penalty 120.375646 = -34.265363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.652202 sec): 3 clusters Score: Raw -146.144216 + Penalty 231.944604 = 85.800387 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 179 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.652954 sec): 2 clusters Score: Raw -208.257081 + Penalty 145.802926 = -62.454155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.653152 sec): 2 clusters Score: Raw -208.257081 + Penalty 145.802926 = -62.454155 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 181 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.653892 sec): 2 clusters Score: Raw -158.327966 + Penalty 129.323511 = -29.004455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.654103 sec): 3 clusters Score: Raw -148.287002 + Penalty 254.360025 = 106.073022 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 182 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.654842 sec): 2 clusters Score: Raw -100.203831 + Penalty 74.475406 = -25.728425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.655037 sec): 2 clusters Score: Raw -100.203831 + Penalty 74.475406 = -25.728425 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 183 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.655770 sec): 2 clusters Score: Raw -47.079593 + Penalty 0.000000 = -47.079593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.655963 sec): 2 clusters Score: Raw -47.079593 + Penalty 0.000000 = -47.079593 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 185 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.656699 sec): 2 clusters Score: Raw -88.975503 + Penalty 44.679612 = -44.295891 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.656893 sec): 2 clusters Score: Raw -88.975503 + Penalty 44.679612 = -44.295891 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 188 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.657634 sec): 2 clusters Score: Raw -165.428290 + Penalty 146.272907 = -19.155383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.657846 sec): 3 clusters Score: Raw -154.088015 + Penalty 293.911824 = 139.823810 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 191 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.658585 sec): 2 clusters Score: Raw -92.491785 + Penalty 74.745053 = -17.746732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.658796 sec): 2 clusters Score: Raw -92.491785 + Penalty 74.745053 = -17.746732 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 192 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.659535 sec): 2 clusters Score: Raw -104.452098 + Penalty 90.336438 = -14.115660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.659730 sec): 2 clusters Score: Raw -104.452098 + Penalty 90.336438 = -14.115660 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 194 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.660465 sec): 2 clusters Score: Raw -45.976393 + Penalty 0.000000 = -45.976393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.660657 sec): 2 clusters Score: Raw -45.976393 + Penalty 0.000000 = -45.976393 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 196 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.661391 sec): 2 clusters Score: Raw -101.814313 + Penalty 62.255006 = -39.559307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.661583 sec): 2 clusters Score: Raw -101.814313 + Penalty 62.255006 = -39.559307 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 198 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.662316 sec): 2 clusters Score: Raw -47.197468 + Penalty 0.000000 = -47.197468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.662509 sec): 2 clusters Score: Raw -47.197468 + Penalty 0.000000 = -47.197468 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 199 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.663256 sec): 2 clusters Score: Raw -231.130535 + Penalty 44.118426 = -187.012110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.663459 sec): 2 clusters Score: Raw -231.130535 + Penalty 44.118426 = -187.012110 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 200 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.664194 sec): 2 clusters Score: Raw -46.391531 + Penalty 0.000000 = -46.391531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.664386 sec): 2 clusters Score: Raw -46.391531 + Penalty 0.000000 = -46.391531 nChanged 0 Deleting Class 136 (3 points): Lose 25.700561 but Gain 1342.293789 Iteration 20F (16.175749 sec): 168 clusters Score: Raw -759696.938091 + Penalty 169486.340941 = -590210.597150 nChanged 57 Deleting Class 91 (10 points): Lose 100.611734 but Gain 1391.105760 Iteration 21Q (16.274938 sec): 167 clusters Score: Raw -759652.177298 + Penalty 168109.903273 = -591542.274025 nChanged 48 Deleting Class 112 (12 points): Lose 123.973876 but Gain 1413.994993 Iteration 22Q (16.370861 sec): 166 clusters Score: Raw -759568.812254 + Penalty 166839.485369 = -592729.326886 nChanged 35 Deleting Class 142 (4 points): Lose 40.144495 but Gain 1318.435193 Iteration 23Q (16.464738 sec): 165 clusters Score: Raw -759588.347011 + Penalty 165536.783537 = -594051.563474 nChanged 21 Deleting Class 98 (6 points): Lose 43.779179 but Gain 1322.046596 Iteration 24Q (16.556856 sec): 164 clusters Score: Raw -759567.002618 + Penalty 164215.747981 = -595351.254637 nChanged 23 Deleting Class 163 (2 points): Lose 16.620307 but Gain 1293.530040 Iteration 25Q (16.649373 sec): 163 clusters Score: Raw -759571.905660 + Penalty 162927.901931 = -596644.003729 nChanged 21 Deleting Class 188 (3 points): Lose 38.048981 but Gain 1312.376242 Iteration 26Q (16.751890 sec): 162 clusters Score: Raw -759545.538263 + Penalty 161633.859450 = -597911.678813 nChanged 17 Deleting Class 47 (56 points): Lose 268.989872 but Gain 1540.523965 Iteration 27Q (16.842694 sec): 161 clusters Score: Raw -759290.940596 + Penalty 160255.173118 = -599035.767478 nChanged 68 Deleting Class 116 (6 points): Lose 98.203363 but Gain 1365.132170 Iteration 28Q (16.939362 sec): 160 clusters Score: Raw -759342.168473 + Penalty 158911.555612 = -600430.612861 nChanged 24 Deleting Class 192 (2 points): Lose 19.423487 but Gain 1284.625155 Iteration 29Q (17.032595 sec): 159 clusters Score: Raw -759362.234569 + Penalty 157647.788166 = -601714.446403 nChanged 17 Deleting Class 103 (28 points): Lose 161.268576 but Gain 1423.896339 Iteration 30F (18.428109 sec): 158 clusters Score: Raw -759224.151363 + Penalty 156385.142448 = -602839.008915 nChanged 37 Deleting Class 23 (10 points): Lose 100.934395 but Gain 1363.806958 Iteration 31Q (18.524885 sec): 157 clusters Score: Raw -759225.665262 + Penalty 155045.001675 = -604180.663587 nChanged 23 Deleting Class 22 (6 points): Lose 67.449156 but Gain 1324.755445 Iteration 32Q (18.615596 sec): 156 clusters Score: Raw -759193.218536 + Penalty 153745.844858 = -605447.373678 nChanged 21 Deleting Class 120 (1 points): Lose 22.025732 but Gain 1278.433725 Iteration 33Q (18.706065 sec): 155 clusters Score: Raw -759203.262212 + Penalty 152483.202070 = -606720.060141 nChanged 12 Deleting Class 144 (10 points): Lose 111.440409 but Gain 1356.256901 Iteration 34Q (18.794978 sec): 154 clusters Score: Raw -759108.121541 + Penalty 151157.866411 = -607950.255129 nChanged 17 Deleting Class 169 (3 points): Lose 53.616094 but Gain 1295.498581 Iteration 35Q (18.885193 sec): 153 clusters Score: Raw -759082.412043 + Penalty 149884.215281 = -609198.196763 nChanged 8 Deleting Class 124 (10 points): Lose 104.702361 but Gain 1346.204017 Iteration 36Q (18.980339 sec): 152 clusters Score: Raw -758991.183457 + Penalty 148681.560443 = -610309.623014 nChanged 13 Deleting Class 171 (3 points): Lose 41.312990 but Gain 1277.046293 Iteration 37Q (19.068191 sec): 151 clusters Score: Raw -758988.904627 + Penalty 147421.456380 = -611567.448246 nChanged 10 Deleting Class 134 (23 points): Lose 191.999137 but Gain 1427.569001 Iteration 38Q (19.155594 sec): 150 clusters Score: Raw -758809.482177 + Penalty 146065.674423 = -612743.807754 nChanged 28 Deleting Class 88 (27 points): Lose 177.307672 but Gain 1405.925574 Iteration 39Q (19.243905 sec): 149 clusters Score: Raw -758701.678596 + Penalty 144708.822103 = -613992.856492 nChanged 33 Deleting Class 93 (7 points): Lose 110.953976 but Gain 1339.498929 Iteration 40F (20.550020 sec): 148 clusters Score: Raw -758650.330221 + Penalty 143426.356838 = -615223.973383 nChanged 15 Deleting Class 102 (3 points): Lose 24.562778 but Gain 1252.560333 Iteration 41Q (20.637364 sec): 147 clusters Score: Raw -758658.664093 + Penalty 142223.379093 = -616435.285000 nChanged 9 Deleting Class 131 (21 points): Lose 177.827172 but Gain 1391.289175 Iteration 42Q (20.724171 sec): 146 clusters Score: Raw -758502.105507 + Penalty 140886.425877 = -617615.679630 nChanged 25 Deleting Class 155 (2 points): Lose 13.031141 but Gain 1226.300822 Iteration 43Q (20.812706 sec): 145 clusters Score: Raw -758566.179792 + Penalty 139663.573414 = -618902.606378 nChanged 8 Deleting Class 31 (25 points): Lose 218.019653 but Gain 1430.196081 Iteration 44Q (20.900960 sec): 144 clusters Score: Raw -758358.087008 + Penalty 138344.516055 = -620013.570954 nChanged 29 Deleting Class 198 (1 points): Lose 2.047424 but Gain 1213.699590 Iteration 45Q (20.993845 sec): 143 clusters Score: Raw -758442.396556 + Penalty 137168.321715 = -621274.074841 nChanged 7 Deleting Class 62 (7 points): Lose 68.351074 but Gain 1277.732889 Iteration 46Q (21.078803 sec): 142 clusters Score: Raw -758396.568627 + Penalty 135901.063770 = -622495.504857 nChanged 11 Deleting Class 168 (3 points): Lose 13.971151 but Gain 1206.423002 Iteration 47Q (21.166150 sec): 141 clusters Score: Raw -758402.712757 + Penalty 134702.473723 = -623700.239034 nChanged 8 Deleting Class 115 (14 points): Lose 104.726161 but Gain 1294.404315 Iteration 48Q (21.251654 sec): 140 clusters Score: Raw -758312.447406 + Penalty 133438.492881 = -624873.954525 nChanged 17 Deleting Class 72 (26 points): Lose 95.044887 but Gain 1260.995972 Iteration 49Q (21.337294 sec): 139 clusters Score: Raw -758244.455266 + Penalty 132209.896447 = -626034.558819 nChanged 28 Deleting Class 42 (9 points): Lose 79.002218 but Gain 1237.608910 Iteration 50F (22.588514 sec): 138 clusters Score: Raw -758206.679670 + Penalty 131091.211751 = -627115.467919 nChanged 17 Deleting Class 194 (2 points): Lose 36.594017 but Gain 1219.192952 Iteration 51Q (22.673309 sec): 137 clusters Score: Raw -758220.006744 + Penalty 129909.734627 = -628310.272117 nChanged 8 Deleting Class 141 (8 points): Lose 47.226755 but Gain 1197.039972 Iteration 52Q (22.757064 sec): 136 clusters Score: Raw -758195.665913 + Penalty 128784.334324 = -629411.331589 nChanged 16 Deleting Class 176 (4 points): Lose 31.251951 but Gain 1174.824607 Iteration 53Q (22.842796 sec): 135 clusters Score: Raw -758184.349029 + Penalty 127703.078024 = -630481.271005 nChanged 9 Deleting Class 183 (1 points): Lose 0.857584 but Gain 1144.199319 Iteration 54Q (22.925420 sec): 134 clusters Score: Raw -758195.041325 + Penalty 126626.819496 = -631568.221829 nChanged 5 Deleting Class 181 (3 points): Lose 18.594005 but Gain 1160.304439 Iteration 55Q (23.007558 sec): 133 clusters Score: Raw -758183.893988 + Penalty 125470.944129 = -632712.949860 nChanged 5 Deleting Class 119 (10 points): Lose 60.965792 but Gain 1202.761814 Iteration 56Q (23.089910 sec): 132 clusters Score: Raw -758127.901512 + Penalty 124280.937575 = -633846.963937 nChanged 13 Deleting Class 51 (9 points): Lose 127.815755 but Gain 1255.367388 Iteration 57Q (23.175381 sec): 131 clusters Score: Raw -758019.456728 + Penalty 123062.563543 = -634956.893185 nChanged 16 Deleting Class 58 (20 points): Lose 226.067789 but Gain 1349.070052 Iteration 58Q (23.258772 sec): 130 clusters Score: Raw -757826.493042 + Penalty 121927.660917 = -635898.832125 nChanged 31 Deleting Class 13 (3 points): Lose 62.015151 but Gain 1185.927133 Iteration 59Q (23.343290 sec): 129 clusters Score: Raw -757854.552419 + Penalty 120746.466978 = -637108.085441 nChanged 10 Deleting Class 148 (9 points): Lose 65.982586 but Gain 1187.174334 Iteration 60F (24.491110 sec): 128 clusters Score: Raw -757824.239504 + Penalty 119631.939796 = -638192.299708 nChanged 15 Deleting Class 128 (15 points): Lose 67.021521 but Gain 1182.783105 Iteration 61Q (24.574051 sec): 127 clusters Score: Raw -757785.940365 + Penalty 118471.239136 = -639314.701229 nChanged 18 Deleting Class 135 (5 points): Lose 63.593448 but Gain 1178.186195 Iteration 62Q (24.656465 sec): 126 clusters Score: Raw -757746.768631 + Penalty 117289.758511 = -640457.010120 nChanged 8 Deleting Class 153 (13 points): Lose 87.350355 but Gain 1198.305593 Iteration 63Q (24.737974 sec): 125 clusters Score: Raw -757668.355256 + Penalty 116095.170934 = -641573.184322 nChanged 18 Deleting Class 44 (54 points): Lose 211.107138 but Gain 1322.095945 Iteration 64Q (24.820143 sec): 124 clusters Score: Raw -757481.950089 + Penalty 114813.442110 = -642668.507978 nChanged 57 Deleting Class 67 (1 points): Lose 2.476086 but Gain 1111.120658 Iteration 65Q (24.903316 sec): 123 clusters Score: Raw -757575.814212 + Penalty 113705.216405 = -643870.597808 nChanged 7 Deleting Class 55 (52 points): Lose 213.549682 but Gain 1317.814094 Iteration 66Q (24.984467 sec): 122 clusters Score: Raw -757367.533211 + Penalty 112395.842019 = -644971.691192 nChanged 54 Deleting Class 177 (3 points): Lose 19.699434 but Gain 1119.475200 Iteration 67Q (25.068781 sec): 121 clusters Score: Raw -757438.670247 + Penalty 111300.594407 = -646138.075841 nChanged 7 Deleting Class 71 (10 points): Lose 52.529820 but Gain 1149.246370 Iteration 68Q (25.149171 sec): 120 clusters Score: Raw -757405.882411 + Penalty 110177.054591 = -647228.827820 nChanged 13 Deleting Class 92 (24 points): Lose 160.792621 but Gain 1254.711225 Iteration 69Q (25.230083 sec): 119 clusters Score: Raw -757266.975823 + Penalty 108960.577526 = -648306.398297 nChanged 28 Deleting Class 65 (69 points): Lose 267.726508 but Gain 1366.561489 Iteration 70F (26.279202 sec): 118 clusters Score: Raw -757065.312586 + Penalty 107608.165035 = -649457.147551 nChanged 76 Deleting Class 40 (35 points): Lose 137.504326 but Gain 1229.486073 Iteration 71Q (26.363193 sec): 117 clusters Score: Raw -757035.790788 + Penalty 106405.272607 = -650630.518180 nChanged 40 Deleting Class 178 (4 points): Lose 49.356307 but Gain 1135.414965 Iteration 72Q (26.446041 sec): 116 clusters Score: Raw -757053.982738 + Penalty 105305.696173 = -651748.286565 nChanged 12 Deleting Class 123 (6 points): Lose 49.137235 but Gain 1134.596472 Iteration 73Q (26.526122 sec): 115 clusters Score: Raw -757025.229314 + Penalty 104202.173569 = -652823.055745 nChanged 12 Deleting Class 85 (17 points): Lose 79.212897 but Gain 1164.700158 Iteration 74Q (26.604591 sec): 114 clusters Score: Raw -756960.872966 + Penalty 103068.885836 = -653891.987130 nChanged 21 Deleting Class 200 (2 points): Lose 20.816446 but Gain 1103.854040 Iteration 75Q (26.684117 sec): 113 clusters Score: Raw -756969.104967 + Penalty 102011.751174 = -654957.353792 nChanged 7 Deleting Class 101 (8 points): Lose 66.935165 but Gain 1148.165507 Iteration 76Q (26.762258 sec): 112 clusters Score: Raw -756925.449691 + Penalty 100918.704207 = -656006.745484 nChanged 11 Deleting Class 60 (13 points): Lose 143.315020 but Gain 1222.310108 Iteration 77Q (26.844131 sec): 111 clusters Score: Raw -756800.648012 + Penalty 99724.222569 = -657076.425443 nChanged 17 Deleting Class 89 (67 points): Lose 271.672567 but Gain 1349.565960 Iteration 78Q (26.922532 sec): 110 clusters Score: Raw -756560.081679 + Penalty 98535.320497 = -658024.761182 nChanged 71 Deleting Class 81 (32 points): Lose 179.489645 but Gain 1251.103218 Iteration 79Q (27.003332 sec): 109 clusters Score: Raw -756532.109658 + Penalty 97417.083988 = -659115.025669 nChanged 49 Deleting Class 150 (12 points): Lose 76.918409 but Gain 1146.258359 Iteration 80F (27.961581 sec): 108 clusters Score: Raw -756539.579041 + Penalty 96288.721293 = -660250.857749 nChanged 30 Deleting Class 100 (7 points): Lose 42.040468 but Gain 1108.928655 Iteration 81Q (28.040238 sec): 107 clusters Score: Raw -756535.452327 + Penalty 95204.382163 = -661331.070164 nChanged 16 Deleting Class 149 (1 points): Lose 6.027320 but Gain 1066.084894 Iteration 82Q (28.118224 sec): 106 clusters Score: Raw -756546.768215 + Penalty 94141.624453 = -662405.143763 nChanged 5 Deleting Class 16 (30 points): Lose 199.146678 but Gain 1252.211979 Iteration 83Q (28.194974 sec): 105 clusters Score: Raw -756352.166984 + Penalty 93011.744931 = -663340.422052 nChanged 36 Deleting Class 105 (8 points): Lose 49.068985 but Gain 1097.935872 Iteration 84Q (28.273441 sec): 104 clusters Score: Raw -756401.232728 + Penalty 92094.001293 = -664307.231434 nChanged 17 Deleting Class 172 (7 points): Lose 59.327450 but Gain 1102.400511 Iteration 85Q (28.349734 sec): 103 clusters Score: Raw -756380.443186 + Penalty 91044.743041 = -665335.700145 nChanged 14 Deleting Class 191 (2 points): Lose 26.172021 but Gain 1062.908579 Iteration 86Q (28.426656 sec): 102 clusters Score: Raw -756374.305079 + Penalty 89993.984408 = -666380.320671 nChanged 7 Deleting Class 104 (4 points): Lose 21.457474 but Gain 1055.168962 Iteration 87Q (28.503365 sec): 101 clusters Score: Raw -756367.533553 + Penalty 88936.009714 = -667431.523839 nChanged 9 Deleting Class 68 (8 points): Lose 60.425190 but Gain 1089.029747 Iteration 88Q (28.580578 sec): 100 clusters Score: Raw -756319.309074 + Penalty 87858.921557 = -668460.387517 nChanged 12 Deleting Class 52 (7 points): Lose 56.161084 but Gain 1082.821450 Iteration 89Q (28.655848 sec): 99 clusters Score: Raw -756281.697313 + Penalty 86793.858531 = -669487.838782 nChanged 11 Deleting Class 179 (7 points): Lose 95.985154 but Gain 1118.981019 Iteration 90F (29.530010 sec): 98 clusters Score: Raw -756203.490324 + Penalty 85678.616336 = -670524.873988 nChanged 8 Deleting Class 125 (1 points): Lose 1.782092 but Gain 1019.508374 Iteration 91Q (29.607323 sec): 97 clusters Score: Raw -756216.410683 + Penalty 84674.805467 = -671541.605216 nChanged 4 Deleting Class 182 (2 points): Lose 46.334233 but Gain 1059.074075 Iteration 92Q (29.682408 sec): 96 clusters Score: Raw -756178.106953 + Penalty 83610.571700 = -672567.535253 nChanged 7 Deleting Class 87 (41 points): Lose 145.722000 but Gain 1156.751053 Iteration 93Q (29.757168 sec): 95 clusters Score: Raw -756052.827072 + Penalty 82465.639814 = -673587.187258 nChanged 45 Deleting Class 114 (9 points): Lose 27.007099 but Gain 1022.507628 Iteration 94Q (29.833520 sec): 94 clusters Score: Raw -756099.770032 + Penalty 81454.369970 = -674645.400062 nChanged 16 Deleting Class 82 (41 points): Lose 154.534162 but Gain 1144.269202 Iteration 95Q (29.907799 sec): 93 clusters Score: Raw -755965.850497 + Penalty 80350.052010 = -675615.798487 nChanged 47 Deleting Class 127 (1 points): Lose 11.108653 but Gain 995.982215 Iteration 96Q (29.982667 sec): 92 clusters Score: Raw -756020.393528 + Penalty 79366.828401 = -676653.565127 nChanged 12 Deleting Class 34 (14 points): Lose 58.043740 but Gain 1036.384524 Iteration 97Q (30.056585 sec): 91 clusters Score: Raw -755973.797293 + Penalty 78354.146409 = -677619.650884 nChanged 20 Deleting Class 38 (33 points): Lose 125.120165 but Gain 1101.517679 Iteration 98Q (30.132019 sec): 90 clusters Score: Raw -755872.598315 + Penalty 77287.162942 = -678585.435373 nChanged 37 Deleting Class 94 (8 points): Lose 42.442323 but Gain 1018.542634 Iteration 99Q (30.205240 sec): 89 clusters Score: Raw -755910.438917 + Penalty 76285.312672 = -679625.126245 nChanged 11 Deleting Class 111 (10 points): Lose 71.029326 but Gain 1046.738554 Iteration 100F (31.004789 sec): 88 clusters Score: Raw -755863.695597 + Penalty 75304.609015 = -680559.086582 nChanged 12 Deleting Class 160 (3 points): Lose 13.104279 but Gain 988.696238 Iteration 101Q (31.077895 sec): 87 clusters Score: Raw -755872.974643 + Penalty 74336.857376 = -681536.117267 nChanged 7 Deleting Class 173 (2 points): Lose 3.464385 but Gain 970.912393 Iteration 102Q (31.150482 sec): 86 clusters Score: Raw -755881.078188 + Penalty 73369.456766 = -682511.621422 nChanged 4 Deleting Class 69 (99 points): Lose 318.444218 but Gain 1283.359257 Iteration 103Q (31.222671 sec): 85 clusters Score: Raw -755566.016502 + Penalty 72175.658819 = -683390.357683 nChanged 100 Deleting Class 108 (11 points): Lose 52.029346 but Gain 1014.902745 Iteration 104Q (31.301009 sec): 84 clusters Score: Raw -755694.962835 + Penalty 71177.941136 = -684517.021699 nChanged 22 Deleting Class 143 (11 points): Lose 47.625636 but Gain 1001.408875 Iteration 105Q (31.372796 sec): 83 clusters Score: Raw -755681.604422 + Penalty 70200.267350 = -685481.337072 nChanged 25 Deleting Class 170 (4 points): Lose 22.415197 but Gain 974.894375 Iteration 106Q (31.444310 sec): 82 clusters Score: Raw -755700.361084 + Penalty 69221.082828 = -686479.278256 nChanged 19 Deleting Class 49 (35 points): Lose 157.697918 but Gain 1108.448845 Iteration 107Q (31.515563 sec): 81 clusters Score: Raw -755564.801838 + Penalty 68165.077556 = -687399.724281 nChanged 38 Deleting Class 26 (6 points): Lose 32.797481 but Gain 980.905454 Iteration 108Q (31.588519 sec): 80 clusters Score: Raw -755601.502666 + Penalty 67298.088079 = -688303.414587 nChanged 20 Deleting Class 29 (10 points): Lose 53.858639 but Gain 998.659188 Iteration 109Q (31.658446 sec): 79 clusters Score: Raw -755584.841529 + Penalty 66329.755058 = -689255.086471 nChanged 17 Deleting Class 106 (15 points): Lose 77.146695 but Gain 1022.977206 Iteration 110F (32.386079 sec): 78 clusters Score: Raw -755532.188850 + Penalty 65327.093275 = -690205.095575 nChanged 21 Deleting Class 20 (14 points): Lose 58.541752 but Gain 1002.599438 Iteration 111Q (32.457287 sec): 77 clusters Score: Raw -755501.065408 + Penalty 64367.428728 = -691133.636680 nChanged 26 Deleting Class 145 (11 points): Lose 72.308594 but Gain 1008.555517 Iteration 112Q (32.530269 sec): 76 clusters Score: Raw -755461.086196 + Penalty 63384.073715 = -692077.012482 nChanged 24 Deleting Class 27 (21 points): Lose 67.776059 but Gain 1003.587339 Iteration 113Q (32.600323 sec): 75 clusters Score: Raw -755427.134813 + Penalty 62404.390325 = -693022.744488 nChanged 32 Deleting Class 64 (59 points): Lose 303.279119 but Gain 1244.574488 Iteration 114Q (32.670180 sec): 74 clusters Score: Raw -755165.991370 + Penalty 61347.406955 = -693818.584415 nChanged 74 Deleting Class 95 (5 points): Lose 49.241326 but Gain 1017.903963 Iteration 115Q (32.740406 sec): 73 clusters Score: Raw -755262.867996 + Penalty 60271.358082 = -694991.509914 nChanged 34 Deleting Class 63 (14 points): Lose 75.937910 but Gain 1004.941789 Iteration 116Q (32.809593 sec): 72 clusters Score: Raw -755239.612209 + Penalty 59307.333190 = -695932.279019 nChanged 29 Deleting Class 46 (10 points): Lose 44.295218 but Gain 973.471084 Iteration 117Q (32.878230 sec): 71 clusters Score: Raw -755228.456526 + Penalty 58359.743280 = -696868.713246 nChanged 25 Deleting Class 118 (2 points): Lose 20.818093 but Gain 942.158364 Iteration 118Q (32.947260 sec): 70 clusters Score: Raw -755246.223499 + Penalty 57443.548946 = -697802.674553 nChanged 9 Writing temp clu file Memory request: 0.09 GB would take us to total of 0.18 GB. Compute initial score before splitting: Score: Raw -755246.223499 + Penalty 57443.548946 = -697802.674553Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 1 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.983138 sec): 2 clusters Score: Raw -7048.407974 + Penalty 625.109395 = -6423.298578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.983651 sec): 3 clusters Score: Raw -7079.503263 + Penalty 1249.135560 = -5830.367702 nChanged 19 SP:Iteration 1F (32.984150 sec): 3 clusters Score: Raw -7122.750207 + Penalty 1250.355426 = -5872.394781 nChanged 3 SP:Iteration 2Q (32.984630 sec): 3 clusters Score: Raw -7133.476450 + Penalty 1250.154691 = -5883.321759 nChanged 1 SP:Iteration 3Q (32.985104 sec): 3 clusters Score: Raw -7134.786726 + Penalty 1250.154691 = -5884.632035 nChanged 0 SP:Iteration 4F (32.985599 sec): 3 clusters Score: Raw -7134.786726 + Penalty 1250.154691 = -5884.632035 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 2 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.986251 sec): 2 clusters Score: Raw -1726.164014 + Penalty 47.936571 = -1678.227443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.986542 sec): 3 clusters Score: Raw -1712.713822 + Penalty 100.148306 = -1612.565516 nChanged 10 SP:Iteration 1F (32.986821 sec): 3 clusters Score: Raw -1724.539727 + Penalty 109.021224 = -1615.518503 nChanged 2 SP:Iteration 2Q (32.987099 sec): 3 clusters Score: Raw -1726.885287 + Penalty 109.021224 = -1617.864063 nChanged 0 SP:Iteration 3F (32.987386 sec): 3 clusters Score: Raw -1726.885287 + Penalty 109.021224 = -1617.864063 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 3 (1458 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.994640 sec): 2 clusters Score: Raw -69464.775218 + Penalty 731.434617 = -68733.340601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.997390 sec): 3 clusters Score: Raw -68777.042306 + Penalty 1462.923962 = -67314.118344 nChanged 498 SP:Iteration 1F (33.000075 sec): 3 clusters Score: Raw -69056.971917 + Penalty 1463.262454 = -67593.709463 nChanged 118 SP:Iteration 2F (33.002759 sec): 3 clusters Score: Raw -69122.560080 + Penalty 1463.632667 = -67658.927413 nChanged 74 SP:Iteration 3F (33.005467 sec): 3 clusters Score: Raw -69162.244842 + Penalty 1463.880908 = -67698.363934 nChanged 50 SP:Iteration 4Q (33.008242 sec): 3 clusters Score: Raw -69187.666949 + Penalty 1464.594786 = -67723.072163 nChanged 35 SP:Iteration 5Q (33.011006 sec): 3 clusters Score: Raw -69206.648288 + Penalty 1465.292114 = -67741.356174 nChanged 31 SP:Iteration 6Q (33.013711 sec): 3 clusters Score: Raw -69224.771709 + Penalty 1466.417083 = -67758.354626 nChanged 35 SP:Iteration 7Q (33.016389 sec): 3 clusters Score: Raw -69244.856363 + Penalty 1468.025784 = -67776.830579 nChanged 37 SP:Iteration 8Q (33.019121 sec): 3 clusters Score: Raw -69266.666790 + Penalty 1470.010806 = -67796.655983 nChanged 38 SP:Iteration 9Q (33.021810 sec): 3 clusters Score: Raw -69289.614288 + Penalty 1471.268280 = -67818.346008 nChanged 35 SP:Iteration 10F (33.024495 sec): 3 clusters Score: Raw -69307.653941 + Penalty 1472.507754 = -67835.146187 nChanged 32 SP:Iteration 11Q (33.027263 sec): 3 clusters Score: Raw -69329.036964 + Penalty 1475.690961 = -67853.346004 nChanged 37 SP:Iteration 12Q (33.029935 sec): 3 clusters Score: Raw -69364.514963 + Penalty 1478.050631 = -67886.464331 nChanged 36 SP:Iteration 13Q (33.032585 sec): 3 clusters Score: Raw -69388.093601 + Penalty 1480.967764 = -67907.125837 nChanged 38 SP:Iteration 14Q (33.035226 sec): 3 clusters Score: Raw -69418.708495 + Penalty 1482.993555 = -67935.714940 nChanged 34 SP:Iteration 15Q (33.037858 sec): 3 clusters Score: Raw -69445.898630 + Penalty 1485.234367 = -67960.664263 nChanged 26 SP:Iteration 16Q (33.040635 sec): 3 clusters Score: Raw -69471.007717 + Penalty 1486.673325 = -67984.334392 nChanged 29 SP:Iteration 17Q (33.043279 sec): 3 clusters Score: Raw -69494.102700 + Penalty 1488.217957 = -68005.884743 nChanged 28 SP:Iteration 18Q (33.045858 sec): 3 clusters Score: Raw -69523.852029 + Penalty 1491.651989 = -68032.200040 nChanged 29 SP:Iteration 19Q (33.048431 sec): 3 clusters Score: Raw -69556.134138 + Penalty 1494.420795 = -68061.713343 nChanged 27 SP:Iteration 20F (33.051102 sec): 3 clusters Score: Raw -69579.280657 + Penalty 1496.520687 = -68082.759971 nChanged 24 SP:Iteration 21Q (33.053609 sec): 3 clusters Score: Raw -69605.572780 + Penalty 1496.716112 = -68108.856668 nChanged 17 SP:Iteration 22Q (33.056148 sec): 3 clusters Score: Raw -69617.633348 + Penalty 1497.055386 = -68120.577962 nChanged 11 SP:Iteration 23Q (33.058636 sec): 3 clusters Score: Raw -69622.361888 + Penalty 1497.371636 = -68124.990252 nChanged 6 SP:Iteration 24Q (33.061253 sec): 3 clusters Score: Raw -69625.504909 + Penalty 1497.025806 = -68128.479103 nChanged 5 SP:Iteration 25Q (33.063943 sec): 3 clusters Score: Raw -69630.233484 + Penalty 1497.263828 = -68132.969656 nChanged 8 SP:Iteration 26Q (33.066559 sec): 3 clusters Score: Raw -69636.293229 + Penalty 1497.517825 = -68138.775404 nChanged 1 SP:Iteration 27Q (33.069077 sec): 3 clusters Score: Raw -69636.955951 + Penalty 1497.651294 = -68139.304657 nChanged 1 SP:Iteration 28Q (33.071549 sec): 3 clusters Score: Raw -69637.936634 + Penalty 1497.697048 = -68140.239586 nChanged 1 SP:Iteration 29Q (33.074109 sec): 3 clusters Score: Raw -69638.892341 + Penalty 1497.662014 = -68141.230327 nChanged 1 SP:Iteration 30F (33.076846 sec): 3 clusters Score: Raw -69639.262148 + Penalty 1497.509859 = -68141.752289 nChanged 1 SP:Iteration 31Q (33.079309 sec): 3 clusters Score: Raw -69639.570036 + Penalty 1497.348477 = -68142.221559 nChanged 1 SP:Iteration 32Q (33.081804 sec): 3 clusters Score: Raw -69640.470771 + Penalty 1497.081308 = -68143.389463 nChanged 2 SP:Iteration 33Q (33.084270 sec): 3 clusters Score: Raw -69641.032737 + Penalty 1497.081308 = -68143.951429 nChanged 0 SP:Iteration 34F (33.086943 sec): 3 clusters Score: Raw -69641.032737 + Penalty 1497.081308 = -68143.951429 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 4 (1744 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.095269 sec): 2 clusters Score: Raw -71856.717986 + Penalty 76.780368 = -71779.937618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.098514 sec): 3 clusters Score: Raw -70744.828999 + Penalty 158.121648 = -70586.707351 nChanged 806 SP:Iteration 1F (33.101669 sec): 3 clusters Score: Raw -71455.454345 + Penalty 159.694372 = -71295.759973 nChanged 127 SP:Iteration 2F (33.104822 sec): 3 clusters Score: Raw -71565.005117 + Penalty 162.027328 = -71402.977788 nChanged 105 SP:Iteration 3F (33.108020 sec): 3 clusters Score: Raw -71677.428782 + Penalty 165.950325 = -71511.478457 nChanged 79 SP:Iteration 4Q (33.111300 sec): 3 clusters Score: Raw -71775.299399 + Penalty 188.702150 = -71586.597249 nChanged 52 SP:Iteration 5Q (33.114562 sec): 3 clusters Score: Raw -71835.839500 + Penalty 215.572008 = -71620.267492 nChanged 17 SP:Iteration 6Q (33.117675 sec): 3 clusters Score: Raw -71857.860728 + Penalty 225.937591 = -71631.923137 nChanged 1 SP:Iteration 7Q (33.120143 sec): 3 clusters Score: Raw -71858.731589 + Penalty 237.104086 = -71621.627503 nChanged 2 SP:Iteration 8F (33.123286 sec): 3 clusters Score: Raw -71859.497170 + Penalty 241.012265 = -71618.484905 nChanged 1 SP:Iteration 9F (33.126493 sec): 3 clusters Score: Raw -71859.878015 + Penalty 256.855770 = -71603.022245 nChanged 1 SP:Iteration 10F (33.129746 sec): 3 clusters Score: Raw -71861.104735 + Penalty 256.855770 = -71604.248965 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 5 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.131268 sec): 2 clusters Score: Raw -6222.192439 + Penalty 313.828685 = -5908.363755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.131764 sec): 3 clusters Score: Raw -6175.938114 + Penalty 619.469748 = -5556.468366 nChanged 38 SP:Iteration 1F (33.132252 sec): 3 clusters Score: Raw -6203.410120 + Penalty 614.303343 = -5589.106777 nChanged 10 SP:Iteration 2F (33.132743 sec): 3 clusters Score: Raw -6217.875978 + Penalty 614.418319 = -5603.457659 nChanged 6 SP:Iteration 3Q (33.133225 sec): 3 clusters Score: Raw -6223.990704 + Penalty 620.589246 = -5603.401458 nChanged 4 SP:Iteration 4F (33.133712 sec): 3 clusters Score: Raw -6228.264222 + Penalty 633.736387 = -5594.527836 nChanged 6 SP:Iteration 5F (33.134198 sec): 3 clusters Score: Raw -6239.594306 + Penalty 648.092846 = -5591.501459 nChanged 5 SP:Iteration 6F (33.134684 sec): 3 clusters Score: Raw -6252.994210 + Penalty 658.820007 = -5594.174204 nChanged 5 SP:Iteration 7Q (33.135156 sec): 3 clusters Score: Raw -6267.169759 + Penalty 662.016584 = -5605.153176 nChanged 5 SP:Iteration 8Q (33.135616 sec): 3 clusters Score: Raw -6278.253447 + Penalty 663.520675 = -5614.732771 nChanged 6 SP:Iteration 9Q (33.136075 sec): 3 clusters Score: Raw -6300.265919 + Penalty 661.555938 = -5638.709981 nChanged 3 SP:Iteration 10F (33.136561 sec): 3 clusters Score: Raw -6303.460317 + Penalty 661.065080 = -5642.395237 nChanged 2 SP:Iteration 11Q (33.137009 sec): 3 clusters Score: Raw -6309.615270 + Penalty 660.907814 = -5648.707456 nChanged 2 SP:Iteration 12Q (33.137456 sec): 3 clusters Score: Raw -6312.811105 + Penalty 660.907814 = -5651.903291 nChanged 0 SP:Iteration 13F (33.137943 sec): 3 clusters Score: Raw -6312.811105 + Penalty 660.907814 = -5651.903291 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 6 (720 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.142217 sec): 2 clusters Score: Raw -33931.464836 + Penalty 605.749145 = -33325.715691 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.143688 sec): 3 clusters Score: Raw -33545.232600 + Penalty 1218.755945 = -32326.476654 nChanged 218 SP:Iteration 1F (33.145132 sec): 3 clusters Score: Raw -33706.672472 + Penalty 1233.207031 = -32473.465440 nChanged 97 SP:Iteration 2F (33.146612 sec): 3 clusters Score: Raw -33812.649955 + Penalty 1252.468836 = -32560.181119 nChanged 50 SP:Iteration 3F (33.148105 sec): 3 clusters Score: Raw -33871.463854 + Penalty 1272.180149 = -32599.283705 nChanged 30 SP:Iteration 4Q (33.149569 sec): 3 clusters Score: Raw -33905.709205 + Penalty 1284.498207 = -32621.210999 nChanged 14 SP:Iteration 5Q (33.150987 sec): 3 clusters Score: Raw -33921.874088 + Penalty 1299.683040 = -32622.191048 nChanged 9 SP:Iteration 6Q (33.152367 sec): 3 clusters Score: Raw -33934.946485 + Penalty 1332.983844 = -32601.962642 nChanged 11 SP:Iteration 7F (33.153814 sec): 3 clusters Score: Raw -33951.442701 + Penalty 1349.706181 = -32601.736520 nChanged 4 SP:Iteration 8F (33.155252 sec): 3 clusters Score: Raw -33959.167920 + Penalty 1352.764926 = -32606.402994 nChanged 2 SP:Iteration 9Q (33.156559 sec): 3 clusters Score: Raw -33962.782003 + Penalty 1356.419990 = -32606.362013 nChanged 1 SP:Iteration 10F (33.158029 sec): 3 clusters Score: Raw -33964.191732 + Penalty 1358.802434 = -32605.389298 nChanged 1 SP:Iteration 11F (33.159491 sec): 3 clusters Score: Raw -33966.375038 + Penalty 1358.802434 = -32607.572604 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 7 (458 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.162665 sec): 2 clusters Score: Raw -15279.390943 + Penalty 937.623788 = -14341.767155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.163679 sec): 3 clusters Score: Raw -15225.030982 + Penalty 1874.447514 = -13350.583468 nChanged 105 SP:Iteration 1F (33.164694 sec): 3 clusters Score: Raw -15391.978369 + Penalty 1874.765824 = -13517.212544 nChanged 38 SP:Iteration 2F (33.165703 sec): 3 clusters Score: Raw -15477.893212 + Penalty 1874.651550 = -13603.241662 nChanged 15 SP:Iteration 3Q (33.166660 sec): 3 clusters Score: Raw -15515.146099 + Penalty 1875.222089 = -13639.924011 nChanged 13 SP:Iteration 4Q (33.167602 sec): 3 clusters Score: Raw -15537.859647 + Penalty 1875.149107 = -13662.710540 nChanged 10 SP:Iteration 5Q (33.168535 sec): 3 clusters Score: Raw -15552.308241 + Penalty 1875.195212 = -13677.113030 nChanged 6 SP:Iteration 6Q (33.169466 sec): 3 clusters Score: Raw -15558.835285 + Penalty 1875.251025 = -13683.584260 nChanged 1 SP:Iteration 7Q (33.170393 sec): 3 clusters Score: Raw -15559.821676 + Penalty 1875.302266 = -13684.519410 nChanged 1 SP:Iteration 8Q (33.171327 sec): 3 clusters Score: Raw -15560.497158 + Penalty 1875.302266 = -13685.194892 nChanged 0 SP:Iteration 9F (33.172317 sec): 3 clusters Score: Raw -15560.497158 + Penalty 1875.302266 = -13685.194892 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 8 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.172840 sec): 2 clusters Score: Raw -624.666683 + Penalty 214.368098 = -410.298585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.173084 sec): 3 clusters Score: Raw -639.687991 + Penalty 403.353426 = -236.334566 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 9 (260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.174221 sec): 2 clusters Score: Raw -11107.051394 + Penalty 281.436895 = -10825.614499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.174914 sec): 3 clusters Score: Raw -10995.907140 + Penalty 564.594621 = -10431.312519 nChanged 81 SP:Iteration 1F (33.175595 sec): 3 clusters Score: Raw -11035.768004 + Penalty 568.349480 = -10467.418524 nChanged 23 SP:Iteration 2F (33.176275 sec): 3 clusters Score: Raw -11056.699095 + Penalty 580.908348 = -10475.790748 nChanged 21 SP:Iteration 3F (33.176937 sec): 3 clusters Score: Raw -11075.943558 + Penalty 610.346201 = -10465.597357 nChanged 25 SP:Iteration 4F (33.177593 sec): 3 clusters Score: Raw -11116.838818 + Penalty 652.200513 = -10464.638305 nChanged 19 SP:Iteration 5F (33.178248 sec): 3 clusters Score: Raw -11143.664752 + Penalty 668.563488 = -10475.101264 nChanged 11 SP:Iteration 6Q (33.178899 sec): 3 clusters Score: Raw -11157.621147 + Penalty 680.125626 = -10477.495521 nChanged 5 SP:Iteration 7Q (33.179545 sec): 3 clusters Score: Raw -11162.390106 + Penalty 686.680139 = -10475.709968 nChanged 3 SP:Iteration 8F (33.180199 sec): 3 clusters Score: Raw -11165.592167 + Penalty 701.137193 = -10464.454974 nChanged 3 SP:Iteration 9F (33.180853 sec): 3 clusters Score: Raw -11169.627511 + Penalty 717.836614 = -10451.790897 nChanged 2 SP:Iteration 10F (33.181507 sec): 3 clusters Score: Raw -11175.019154 + Penalty 736.324785 = -10438.694370 nChanged 3 SP:Iteration 11F (33.182160 sec): 3 clusters Score: Raw -11182.886133 + Penalty 765.001285 = -10417.884848 nChanged 3 SP:Iteration 12F (33.182815 sec): 3 clusters Score: Raw -11186.905470 + Penalty 778.982489 = -10407.922981 nChanged 1 SP:Iteration 13F (33.183499 sec): 3 clusters Score: Raw -11190.000724 + Penalty 778.982489 = -10411.018235 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 10 (111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.184301 sec): 2 clusters Score: Raw -4757.420876 + Penalty 499.033731 = -4258.387145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.184712 sec): 3 clusters Score: Raw -4777.733384 + Penalty 998.480438 = -3779.252946 nChanged 5 SP:Iteration 1Q (33.185108 sec): 3 clusters Score: Raw -4790.162527 + Penalty 998.185545 = -3791.976983 nChanged 2 SP:Iteration 2Q (33.185502 sec): 3 clusters Score: Raw -4795.211351 + Penalty 998.550682 = -3796.660668 nChanged 1 SP:Iteration 3Q (33.185896 sec): 3 clusters Score: Raw -4801.053303 + Penalty 998.155780 = -3802.897523 nChanged 1 SP:Iteration 4Q (33.186287 sec): 3 clusters Score: Raw -4804.642927 + Penalty 998.155780 = -3806.487146 nChanged 0 SP:Iteration 5F (33.186688 sec): 3 clusters Score: Raw -4804.642927 + Penalty 998.155780 = -3806.487146 nChanged 0 Memory request: 0.04 GB would take us to total of 0.22 GB. Trying to split cluster 11 (8277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.223190 sec): 2 clusters Score: Raw -336311.216466 + Penalty 255.385255 = -336055.831211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.238474 sec): 3 clusters Score: Raw -330772.320367 + Penalty 508.868339 = -330263.452028 nChanged 3867 SP:Iteration 1F (33.253596 sec): 3 clusters Score: Raw -333050.177028 + Penalty 496.097721 = -332554.079308 nChanged 1289 SP:Iteration 2F (33.269247 sec): 3 clusters Score: Raw -334123.914175 + Penalty 478.729671 = -333645.184504 nChanged 833 SP:Iteration 3F (33.284479 sec): 3 clusters Score: Raw -335110.384875 + Penalty 465.912962 = -334644.471913 nChanged 406 SP:Iteration 4Q (33.299801 sec): 3 clusters Score: Raw -335642.342273 + Penalty 464.528917 = -335177.813356 nChanged 192 SP:Iteration 5Q (33.313159 sec): 3 clusters Score: Raw -335767.266148 + Penalty 463.079047 = -335304.187101 nChanged 136 SP:Iteration 6Q (33.326349 sec): 3 clusters Score: Raw -335822.380796 + Penalty 460.088242 = -335362.292554 nChanged 93 SP:Iteration 7Q (33.339448 sec): 3 clusters Score: Raw -335850.599996 + Penalty 455.163525 = -335395.436471 nChanged 92 SP:Iteration 8Q (33.352332 sec): 3 clusters Score: Raw -335877.301634 + Penalty 450.876995 = -335426.424640 nChanged 94 SP:Iteration 9Q (33.365335 sec): 3 clusters Score: Raw -335906.077223 + Penalty 446.950845 = -335459.126377 nChanged 82 SP:Iteration 10F (33.380871 sec): 3 clusters Score: Raw -335929.810783 + Penalty 444.012322 = -335485.798461 nChanged 73 SP:Iteration 11Q (33.393686 sec): 3 clusters Score: Raw -335949.052068 + Penalty 441.322529 = -335507.729539 nChanged 65 SP:Iteration 12Q (33.406602 sec): 3 clusters Score: Raw -335968.257285 + Penalty 436.780151 = -335531.477134 nChanged 64 SP:Iteration 13Q (33.419625 sec): 3 clusters Score: Raw -335986.256003 + Penalty 431.405091 = -335554.850912 nChanged 70 SP:Iteration 14Q (33.432393 sec): 3 clusters Score: Raw -336007.764736 + Penalty 425.151087 = -335582.613649 nChanged 77 SP:Iteration 15Q (33.445110 sec): 3 clusters Score: Raw -336040.276020 + Penalty 419.790732 = -335620.485289 nChanged 82 SP:Iteration 16Q (33.457762 sec): 3 clusters Score: Raw -336072.249557 + Penalty 413.969667 = -335658.279890 nChanged 69 SP:Iteration 17Q (33.470706 sec): 3 clusters Score: Raw -336096.041030 + Penalty 408.254540 = -335687.786491 nChanged 55 SP:Iteration 18Q (33.483919 sec): 3 clusters Score: Raw -336113.188546 + Penalty 403.255780 = -335709.932766 nChanged 48 SP:Iteration 19Q (33.497233 sec): 3 clusters Score: Raw -336128.130955 + Penalty 400.470631 = -335727.660324 nChanged 43 SP:Iteration 20F (33.512121 sec): 3 clusters Score: Raw -336141.090943 + Penalty 395.572597 = -335745.518347 nChanged 50 SP:Iteration 21Q (33.524608 sec): 3 clusters Score: Raw -336155.149074 + Penalty 393.957307 = -335761.191767 nChanged 39 SP:Iteration 22Q (33.537343 sec): 3 clusters Score: Raw -336168.251518 + Penalty 391.041853 = -335777.209664 nChanged 38 SP:Iteration 23Q (33.549626 sec): 3 clusters Score: Raw -336179.240100 + Penalty 387.158986 = -335792.081114 nChanged 31 SP:Iteration 24Q (33.561856 sec): 3 clusters Score: Raw -336188.349183 + Penalty 380.618835 = -335807.730348 nChanged 32 SP:Iteration 25Q (33.574184 sec): 3 clusters Score: Raw -336197.965768 + Penalty 374.144455 = -335823.821313 nChanged 30 SP:Iteration 26Q (33.587157 sec): 3 clusters Score: Raw -336209.143189 + Penalty 370.534414 = -335838.608775 nChanged 26 SP:Iteration 27Q (33.599423 sec): 3 clusters Score: Raw -336217.321591 + Penalty 368.156337 = -335849.165254 nChanged 28 SP:Iteration 28Q (33.611517 sec): 3 clusters Score: Raw -336226.333795 + Penalty 366.115660 = -335860.218135 nChanged 29 SP:Iteration 29Q (33.623625 sec): 3 clusters Score: Raw -336238.955212 + Penalty 357.489308 = -335881.465904 nChanged 32 SP:Iteration 30F (33.638785 sec): 3 clusters Score: Raw -336250.906236 + Penalty 354.451162 = -335896.455074 nChanged 23 SP:Iteration 31Q (33.650853 sec): 3 clusters Score: Raw -336259.644228 + Penalty 351.920687 = -335907.723541 nChanged 25 SP:Iteration 32Q (33.662812 sec): 3 clusters Score: Raw -336270.849668 + Penalty 350.752075 = -335920.097594 nChanged 25 SP:Iteration 33Q (33.674662 sec): 3 clusters Score: Raw -336281.484391 + Penalty 351.964200 = -335929.520191 nChanged 16 SP:Iteration 34Q (33.687102 sec): 3 clusters Score: Raw -336287.505051 + Penalty 350.164919 = -335937.340131 nChanged 14 SP:Iteration 35Q (33.699215 sec): 3 clusters Score: Raw -336292.956934 + Penalty 348.751853 = -335944.205081 nChanged 12 SP:Iteration 36Q (33.710935 sec): 3 clusters Score: Raw -336298.533874 + Penalty 353.728272 = -335944.805601 nChanged 13 SP:Iteration 37Q (33.722823 sec): 3 clusters Score: Raw -336303.354766 + Penalty 354.658662 = -335948.696104 nChanged 4 SP:Iteration 38Q (33.734836 sec): 3 clusters Score: Raw -336304.163271 + Penalty 349.853471 = -335954.309800 nChanged 6 SP:Iteration 39Q (33.746615 sec): 3 clusters Score: Raw -336305.645212 + Penalty 352.843848 = -335952.801364 nChanged 5 SP:Iteration 40F (33.761655 sec): 3 clusters Score: Raw -336307.079582 + Penalty 355.654591 = -335951.424991 nChanged 5 SP:Iteration 41F (33.776786 sec): 3 clusters Score: Raw -336308.748218 + Penalty 357.830817 = -335950.917402 nChanged 4 SP:Iteration 42F (33.792492 sec): 3 clusters Score: Raw -336309.899234 + Penalty 348.997190 = -335960.902044 nChanged 6 SP:Iteration 43Q (33.804840 sec): 3 clusters Score: Raw -336312.397519 + Penalty 351.717116 = -335960.680403 nChanged 9 SP:Iteration 44F (33.820067 sec): 3 clusters Score: Raw -336318.012926 + Penalty 349.770449 = -335968.242476 nChanged 5 SP:Iteration 45Q (33.831945 sec): 3 clusters Score: Raw -336320.023206 + Penalty 349.770449 = -335970.252757 nChanged 0 SP:Iteration 46F (33.846941 sec): 3 clusters Score: Raw -336320.023206 + Penalty 349.770449 = -335970.252757 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 14 (903 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.856729 sec): 2 clusters Score: Raw -39121.190353 + Penalty 1014.341452 = -38106.848902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.858557 sec): 3 clusters Score: Raw -38812.965989 + Penalty 2029.174532 = -36783.791457 nChanged 267 SP:Iteration 1F (33.860325 sec): 3 clusters Score: Raw -39026.161240 + Penalty 2029.374299 = -36996.786941 nChanged 61 SP:Iteration 2F (33.862098 sec): 3 clusters Score: Raw -39084.193134 + Penalty 2029.166341 = -37055.026793 nChanged 38 SP:Iteration 3Q (33.863861 sec): 3 clusters Score: Raw -39128.163952 + Penalty 2029.350559 = -37098.813393 nChanged 33 SP:Iteration 4Q (33.865605 sec): 3 clusters Score: Raw -39158.126646 + Penalty 2029.245163 = -37128.881483 nChanged 23 SP:Iteration 5Q (33.867360 sec): 3 clusters Score: Raw -39178.146147 + Penalty 2029.154247 = -37148.991900 nChanged 16 SP:Iteration 6Q (33.869062 sec): 3 clusters Score: Raw -39195.175643 + Penalty 2028.892863 = -37166.282779 nChanged 18 SP:Iteration 7Q (33.870812 sec): 3 clusters Score: Raw -39212.053609 + Penalty 2028.457145 = -37183.596464 nChanged 22 SP:Iteration 8Q (33.872538 sec): 3 clusters Score: Raw -39235.809502 + Penalty 2028.324556 = -37207.484946 nChanged 23 SP:Iteration 9Q (33.874277 sec): 3 clusters Score: Raw -39260.076244 + Penalty 2028.296104 = -37231.780139 nChanged 17 SP:Iteration 10F (33.876042 sec): 3 clusters Score: Raw -39275.139439 + Penalty 2028.334451 = -37246.804988 nChanged 11 SP:Iteration 11Q (33.877765 sec): 3 clusters Score: Raw -39287.075343 + Penalty 2028.444804 = -37258.630540 nChanged 10 SP:Iteration 12Q (33.879492 sec): 3 clusters Score: Raw -39298.943283 + Penalty 2028.624832 = -37270.318451 nChanged 14 SP:Iteration 13Q (33.881206 sec): 3 clusters Score: Raw -39318.602206 + Penalty 2028.674465 = -37289.927740 nChanged 11 SP:Iteration 14Q (33.882964 sec): 3 clusters Score: Raw -39333.424262 + Penalty 2028.641100 = -37304.783162 nChanged 10 SP:Iteration 15Q (33.884752 sec): 3 clusters Score: Raw -39341.112595 + Penalty 2028.729968 = -37312.382627 nChanged 3 SP:Iteration 16Q (33.886473 sec): 3 clusters Score: Raw -39342.824425 + Penalty 2028.708587 = -37314.115838 nChanged 1 SP:Iteration 17Q (33.888141 sec): 3 clusters Score: Raw -39343.239278 + Penalty 2028.708587 = -37314.530691 nChanged 0 SP:Iteration 18F (33.889872 sec): 3 clusters Score: Raw -39343.239278 + Penalty 2028.708587 = -37314.530691 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 15 (918 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.894554 sec): 2 clusters Score: Raw -39816.511245 + Penalty 333.056807 = -39483.454439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.896354 sec): 3 clusters Score: Raw -39297.233093 + Penalty 666.450886 = -38630.782208 nChanged 378 SP:Iteration 1F (33.898143 sec): 3 clusters Score: Raw -39492.355007 + Penalty 664.461312 = -38827.893695 nChanged 83 SP:Iteration 2F (33.899910 sec): 3 clusters Score: Raw -39536.494251 + Penalty 664.856424 = -38871.637828 nChanged 71 SP:Iteration 3F (33.901680 sec): 3 clusters Score: Raw -39597.792612 + Penalty 670.638600 = -38927.154012 nChanged 75 SP:Iteration 4F (33.903455 sec): 3 clusters Score: Raw -39675.504667 + Penalty 678.984698 = -38996.519969 nChanged 75 SP:Iteration 5F (33.905225 sec): 3 clusters Score: Raw -39742.852171 + Penalty 685.023992 = -39057.828179 nChanged 47 SP:Iteration 6F (33.907012 sec): 3 clusters Score: Raw -39771.448806 + Penalty 691.548080 = -39079.900726 nChanged 30 SP:Iteration 7Q (33.908799 sec): 3 clusters Score: Raw -39794.156261 + Penalty 697.830201 = -39096.326060 nChanged 25 SP:Iteration 8Q (33.910578 sec): 3 clusters Score: Raw -39807.768521 + Penalty 702.681765 = -39105.086755 nChanged 19 SP:Iteration 9Q (33.912315 sec): 3 clusters Score: Raw -39818.222264 + Penalty 708.215050 = -39110.007214 nChanged 16 SP:Iteration 10F (33.914109 sec): 3 clusters Score: Raw -39826.039360 + Penalty 714.399878 = -39111.639482 nChanged 12 SP:Iteration 11Q (33.915841 sec): 3 clusters Score: Raw -39830.536300 + Penalty 720.694155 = -39109.842144 nChanged 10 SP:Iteration 12F (33.917639 sec): 3 clusters Score: Raw -39834.694898 + Penalty 726.746364 = -39107.948534 nChanged 14 SP:Iteration 13F (33.919416 sec): 3 clusters Score: Raw -39840.997534 + Penalty 732.653779 = -39108.343756 nChanged 9 SP:Iteration 14Q (33.921134 sec): 3 clusters Score: Raw -39844.497115 + Penalty 738.284505 = -39106.212609 nChanged 10 SP:Iteration 15F (33.922912 sec): 3 clusters Score: Raw -39848.686611 + Penalty 742.211239 = -39106.475371 nChanged 5 SP:Iteration 16Q (33.924669 sec): 3 clusters Score: Raw -39850.388313 + Penalty 744.737908 = -39105.650405 nChanged 4 SP:Iteration 17F (33.926549 sec): 3 clusters Score: Raw -39851.040685 + Penalty 745.881076 = -39105.159609 nChanged 2 SP:Iteration 18F (33.928566 sec): 3 clusters Score: Raw -39851.243619 + Penalty 745.881076 = -39105.362542 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 17 (77 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.929902 sec): 2 clusters Score: Raw -3224.384211 + Penalty 393.854686 = -2830.529525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.930256 sec): 3 clusters Score: Raw -3236.164283 + Penalty 790.792726 = -2445.371557 nChanged 12 SP:Iteration 1F (33.930611 sec): 3 clusters Score: Raw -3258.661717 + Penalty 791.422409 = -2467.239307 nChanged 3 SP:Iteration 2Q (33.930947 sec): 3 clusters Score: Raw -3264.727396 + Penalty 792.758231 = -2471.969165 nChanged 1 SP:Iteration 3Q (33.931301 sec): 3 clusters Score: Raw -3266.182466 + Penalty 792.758231 = -2473.424234 nChanged 0 SP:Iteration 4F (33.931647 sec): 3 clusters Score: Raw -3266.182466 + Penalty 792.758231 = -2473.424234 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 18 (199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.933018 sec): 2 clusters Score: Raw -8633.675099 + Penalty 653.055487 = -7980.619612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.933599 sec): 3 clusters Score: Raw -8634.586337 + Penalty 1306.049132 = -7328.537205 nChanged 23 SP:Iteration 1F (33.934170 sec): 3 clusters Score: Raw -8685.727080 + Penalty 1306.520759 = -7379.206321 nChanged 10 SP:Iteration 2F (33.934737 sec): 3 clusters Score: Raw -8699.460092 + Penalty 1306.687440 = -7392.772652 nChanged 4 SP:Iteration 3Q (33.935275 sec): 3 clusters Score: Raw -8708.647063 + Penalty 1307.195380 = -7401.451683 nChanged 2 SP:Iteration 4Q (33.935811 sec): 3 clusters Score: Raw -8710.295636 + Penalty 1307.195380 = -7403.100255 nChanged 0 SP:Iteration 5F (33.936364 sec): 3 clusters Score: Raw -8710.295636 + Penalty 1307.195380 = -7403.100255 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 19 (690 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.939157 sec): 2 clusters Score: Raw -32514.367900 + Penalty 919.841839 = -31594.526061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.940593 sec): 3 clusters Score: Raw -32302.316551 + Penalty 1840.383271 = -30461.933280 nChanged 192 SP:Iteration 1F (33.942002 sec): 3 clusters Score: Raw -32500.431387 + Penalty 1841.275308 = -30659.156080 nChanged 55 SP:Iteration 2F (33.943400 sec): 3 clusters Score: Raw -32557.444447 + Penalty 1841.819357 = -30715.625090 nChanged 22 SP:Iteration 3Q (33.944781 sec): 3 clusters Score: Raw -32579.850205 + Penalty 1842.110521 = -30737.739683 nChanged 10 SP:Iteration 4Q (33.946173 sec): 3 clusters Score: Raw -32587.597231 + Penalty 1842.342660 = -30745.254571 nChanged 5 SP:Iteration 5Q (33.947543 sec): 3 clusters Score: Raw -32595.321327 + Penalty 1842.391180 = -30752.930147 nChanged 2 SP:Iteration 6Q (33.948908 sec): 3 clusters Score: Raw -32595.800766 + Penalty 1842.425593 = -30753.375173 nChanged 1 SP:Iteration 7Q (33.950283 sec): 3 clusters Score: Raw -32595.995322 + Penalty 1842.425593 = -30753.569729 nChanged 0 SP:Iteration 8F (33.951675 sec): 3 clusters Score: Raw -32595.995322 + Penalty 1842.425593 = -30753.569729 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 21 (295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.956210 sec): 2 clusters Score: Raw -13835.591594 + Penalty 656.074076 = -13179.517518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.956941 sec): 3 clusters Score: Raw -13779.094810 + Penalty 1311.770144 = -12467.324666 nChanged 60 SP:Iteration 1F (33.957670 sec): 3 clusters Score: Raw -13844.179150 + Penalty 1311.857234 = -12532.321917 nChanged 18 SP:Iteration 2F (33.958385 sec): 3 clusters Score: Raw -13876.021358 + Penalty 1312.750802 = -12563.270556 nChanged 6 SP:Iteration 3Q (33.959123 sec): 3 clusters Score: Raw -13882.838876 + Penalty 1312.010623 = -12570.828254 nChanged 3 SP:Iteration 4Q (33.959832 sec): 3 clusters Score: Raw -13886.052229 + Penalty 1312.077016 = -12573.975214 nChanged 2 SP:Iteration 5Q (33.960534 sec): 3 clusters Score: Raw -13892.333169 + Penalty 1311.764653 = -12580.568517 nChanged 4 SP:Iteration 6Q (33.961233 sec): 3 clusters Score: Raw -13898.919298 + Penalty 1311.418333 = -12587.500965 nChanged 3 SP:Iteration 7Q (33.961929 sec): 3 clusters Score: Raw -13903.033846 + Penalty 1312.352688 = -12590.681158 nChanged 4 SP:Iteration 8Q (33.962623 sec): 3 clusters Score: Raw -13908.767380 + Penalty 1313.079157 = -12595.688223 nChanged 3 SP:Iteration 9Q (33.963326 sec): 3 clusters Score: Raw -13910.784075 + Penalty 1313.973448 = -12596.810627 nChanged 1 SP:Iteration 10F (33.964039 sec): 3 clusters Score: Raw -13911.983933 + Penalty 1314.472643 = -12597.511289 nChanged 2 SP:Iteration 11Q (33.964736 sec): 3 clusters Score: Raw -13913.486286 + Penalty 1315.879900 = -12597.606386 nChanged 2 SP:Iteration 12Q (33.965431 sec): 3 clusters Score: Raw -13914.504680 + Penalty 1315.879900 = -12598.624779 nChanged 0 SP:Iteration 13F (33.966145 sec): 3 clusters Score: Raw -13914.504680 + Penalty 1315.879900 = -12598.624779 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 24 (325 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.968196 sec): 2 clusters Score: Raw -15789.875238 + Penalty 664.038439 = -15125.836800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.968985 sec): 3 clusters Score: Raw -15681.382940 + Penalty 1331.320945 = -14350.061995 nChanged 68 SP:Iteration 1F (33.969758 sec): 3 clusters Score: Raw -15751.147477 + Penalty 1333.538643 = -14417.608834 nChanged 18 SP:Iteration 2F (33.970530 sec): 3 clusters Score: Raw -15771.732617 + Penalty 1336.922273 = -14434.810343 nChanged 15 SP:Iteration 3Q (33.971297 sec): 3 clusters Score: Raw -15791.804953 + Penalty 1346.273756 = -14445.531197 nChanged 15 SP:Iteration 4Q (33.972063 sec): 3 clusters Score: Raw -15816.507708 + Penalty 1354.348302 = -14462.159406 nChanged 8 SP:Iteration 5Q (33.972831 sec): 3 clusters Score: Raw -15829.779432 + Penalty 1360.035602 = -14469.743830 nChanged 5 SP:Iteration 6Q (33.973581 sec): 3 clusters Score: Raw -15833.868635 + Penalty 1363.295259 = -14470.573376 nChanged 4 SP:Iteration 7Q (33.974333 sec): 3 clusters Score: Raw -15838.065666 + Penalty 1366.400236 = -14471.665430 nChanged 3 SP:Iteration 8Q (33.975083 sec): 3 clusters Score: Raw -15841.078965 + Penalty 1366.400236 = -14474.678729 nChanged 0 SP:Iteration 9F (33.975854 sec): 3 clusters Score: Raw -15841.078965 + Penalty 1366.400236 = -14474.678729 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 25 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.977032 sec): 2 clusters Score: Raw -3049.664582 + Penalty 335.539390 = -2714.125192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.977365 sec): 3 clusters Score: Raw -3047.096223 + Penalty 662.993334 = -2384.102889 nChanged 7 SP:Iteration 1F (33.977696 sec): 3 clusters Score: Raw -3055.045780 + Penalty 663.317170 = -2391.728610 nChanged 2 SP:Iteration 2Q (33.978020 sec): 3 clusters Score: Raw -3057.455169 + Penalty 663.317170 = -2394.137999 nChanged 0 SP:Iteration 3F (33.978349 sec): 3 clusters Score: Raw -3057.455169 + Penalty 663.317170 = -2394.137999 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 28 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.979144 sec): 2 clusters Score: Raw -221.827351 + Penalty 82.494678 = -139.332673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.979363 sec): 3 clusters Score: Raw -226.745936 + Penalty 161.960811 = -64.785125 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 30 (346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.981192 sec): 2 clusters Score: Raw -16823.937103 + Penalty 849.157208 = -15974.779895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.982038 sec): 3 clusters Score: Raw -16776.054440 + Penalty 1698.602615 = -15077.451825 nChanged 66 SP:Iteration 1F (33.982865 sec): 3 clusters Score: Raw -16858.681144 + Penalty 1698.815131 = -15159.866013 nChanged 7 SP:Iteration 2Q (33.983668 sec): 3 clusters Score: Raw -16867.501456 + Penalty 1698.768567 = -15168.732889 nChanged 1 SP:Iteration 3Q (33.984509 sec): 3 clusters Score: Raw -16868.886925 + Penalty 1698.874415 = -15170.012510 nChanged 1 SP:Iteration 4Q (33.985371 sec): 3 clusters Score: Raw -16869.533161 + Penalty 1699.056827 = -15170.476334 nChanged 1 SP:Iteration 5Q (33.986214 sec): 3 clusters Score: Raw -16871.267893 + Penalty 1699.110993 = -15172.156901 nChanged 1 SP:Iteration 6Q (33.987054 sec): 3 clusters Score: Raw -16873.916511 + Penalty 1699.297706 = -15174.618805 nChanged 5 SP:Iteration 7Q (33.987899 sec): 3 clusters Score: Raw -16883.452491 + Penalty 1699.224861 = -15184.227630 nChanged 5 SP:Iteration 8Q (33.988733 sec): 3 clusters Score: Raw -16892.405507 + Penalty 1699.204817 = -15193.200689 nChanged 4 SP:Iteration 9Q (33.989551 sec): 3 clusters Score: Raw -16896.482743 + Penalty 1699.204817 = -15197.277925 nChanged 0 SP:Iteration 10F (33.990385 sec): 3 clusters Score: Raw -16896.482743 + Penalty 1699.204817 = -15197.277925 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 32 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.991536 sec): 2 clusters Score: Raw -651.686965 + Penalty 246.512042 = -405.174923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.991784 sec): 3 clusters Score: Raw -663.403152 + Penalty 491.131682 = -172.271470 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 33 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.992704 sec): 2 clusters Score: Raw -1691.677589 + Penalty 403.539872 = -1288.137716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.993008 sec): 3 clusters Score: Raw -1772.358371 + Penalty 798.171162 = -974.187209 nChanged 2 SP:Iteration 1Q (33.993289 sec): 3 clusters Score: Raw -1784.865694 + Penalty 798.171162 = -986.694531 nChanged 0 SP:Iteration 2F (33.993582 sec): 3 clusters Score: Raw -1784.865694 + Penalty 798.171162 = -986.694531 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 35 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.994432 sec): 2 clusters Score: Raw -1028.204122 + Penalty 185.471974 = -842.732148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.994684 sec): 3 clusters Score: Raw -1032.055861 + Penalty 378.610229 = -653.445632 nChanged 2 SP:Iteration 1F (33.994931 sec): 3 clusters Score: Raw -1035.331566 + Penalty 378.610229 = -656.721338 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 36 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.995954 sec): 2 clusters Score: Raw -265.232391 + Penalty 126.246068 = -138.986323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.996255 sec): 3 clusters Score: Raw -269.548717 + Penalty 234.733996 = -34.814721 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 37 (92 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.997943 sec): 2 clusters Score: Raw -3271.197616 + Penalty 186.810920 = -3084.386695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.998357 sec): 3 clusters Score: Raw -3261.453714 + Penalty 375.552764 = -2885.900950 nChanged 19 SP:Iteration 1F (33.998812 sec): 3 clusters Score: Raw -3280.822399 + Penalty 384.099641 = -2896.722758 nChanged 11 SP:Iteration 2F (33.999248 sec): 3 clusters Score: Raw -3307.588170 + Penalty 411.845024 = -2895.743146 nChanged 8 SP:Iteration 3F (33.999650 sec): 3 clusters Score: Raw -3326.567509 + Penalty 405.853073 = -2920.714437 nChanged 1 SP:Iteration 4Q (34.000031 sec): 3 clusters Score: Raw -3329.396458 + Penalty 402.244172 = -2927.152287 nChanged 1 SP:Iteration 5Q (34.000501 sec): 3 clusters Score: Raw -3331.017433 + Penalty 399.189836 = -2931.827597 nChanged 2 SP:Iteration 6Q (34.000897 sec): 3 clusters Score: Raw -3336.768162 + Penalty 399.189836 = -2937.578327 nChanged 0 SP:Iteration 7F (34.001287 sec): 3 clusters Score: Raw -3336.768162 + Penalty 399.189836 = -2937.578327 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 39 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.002679 sec): 2 clusters Score: Raw -2737.729886 + Penalty 444.122133 = -2293.607754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.003042 sec): 3 clusters Score: Raw -2769.976713 + Penalty 887.943629 = -1882.033084 nChanged 3 SP:Iteration 1Q (34.003390 sec): 3 clusters Score: Raw -2779.659428 + Penalty 887.452910 = -1892.206519 nChanged 1 SP:Iteration 2Q (34.003733 sec): 3 clusters Score: Raw -2782.047145 + Penalty 886.506633 = -1895.540512 nChanged 1 SP:Iteration 3Q (34.004076 sec): 3 clusters Score: Raw -2784.815554 + Penalty 886.506633 = -1898.308920 nChanged 0 SP:Iteration 4F (34.004426 sec): 3 clusters Score: Raw -2784.815554 + Penalty 886.506633 = -1898.308920 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 41 (435 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.006323 sec): 2 clusters Score: Raw -21913.938366 + Penalty 659.297751 = -21254.640615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.007350 sec): 3 clusters Score: Raw -21759.575364 + Penalty 1318.514520 = -20441.060844 nChanged 120 SP:Iteration 1F (34.008357 sec): 3 clusters Score: Raw -21872.064709 + Penalty 1318.545462 = -20553.519247 nChanged 30 SP:Iteration 2F (34.009358 sec): 3 clusters Score: Raw -21902.772561 + Penalty 1318.946269 = -20583.826292 nChanged 14 SP:Iteration 3Q (34.010352 sec): 3 clusters Score: Raw -21913.983095 + Penalty 1319.081770 = -20594.901325 nChanged 9 SP:Iteration 4Q (34.011341 sec): 3 clusters Score: Raw -21921.169384 + Penalty 1319.771198 = -20601.398186 nChanged 5 SP:Iteration 5Q (34.012326 sec): 3 clusters Score: Raw -21925.602883 + Penalty 1320.658178 = -20604.944704 nChanged 5 SP:Iteration 6Q (34.013314 sec): 3 clusters Score: Raw -21928.897390 + Penalty 1320.600384 = -20608.297007 nChanged 1 SP:Iteration 7Q (34.014295 sec): 3 clusters Score: Raw -21929.108166 + Penalty 1320.606060 = -20608.502106 nChanged 1 SP:Iteration 8Q (34.015281 sec): 3 clusters Score: Raw -21929.826509 + Penalty 1320.606060 = -20609.220449 nChanged 0 SP:Iteration 9F (34.016280 sec): 3 clusters Score: Raw -21929.826509 + Penalty 1320.606060 = -20609.220449 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 43 (398 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.018152 sec): 2 clusters Score: Raw -18543.341481 + Penalty 461.893052 = -18081.448428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.019065 sec): 3 clusters Score: Raw -18362.137001 + Penalty 925.071525 = -17437.065476 nChanged 96 SP:Iteration 1F (34.019960 sec): 3 clusters Score: Raw -18430.408513 + Penalty 925.952769 = -17504.455744 nChanged 31 SP:Iteration 2F (34.020854 sec): 3 clusters Score: Raw -18450.226856 + Penalty 926.525713 = -17523.701142 nChanged 15 SP:Iteration 3Q (34.021744 sec): 3 clusters Score: Raw -18459.412266 + Penalty 928.231011 = -17531.181256 nChanged 12 SP:Iteration 4Q (34.022631 sec): 3 clusters Score: Raw -18467.071708 + Penalty 929.894348 = -17537.177360 nChanged 11 SP:Iteration 5Q (34.023516 sec): 3 clusters Score: Raw -18479.329880 + Penalty 931.117379 = -17548.212501 nChanged 10 SP:Iteration 6Q (34.024457 sec): 3 clusters Score: Raw -18486.751241 + Penalty 931.357862 = -17555.393379 nChanged 9 SP:Iteration 7Q (34.025342 sec): 3 clusters Score: Raw -18494.015712 + Penalty 932.959459 = -17561.056254 nChanged 6 SP:Iteration 8Q (34.026240 sec): 3 clusters Score: Raw -18498.855234 + Penalty 934.633794 = -17564.221440 nChanged 5 SP:Iteration 9Q (34.027123 sec): 3 clusters Score: Raw -18502.216074 + Penalty 935.103952 = -17567.112122 nChanged 3 SP:Iteration 10F (34.028017 sec): 3 clusters Score: Raw -18504.027328 + Penalty 934.740356 = -17569.286972 nChanged 4 SP:Iteration 11Q (34.028884 sec): 3 clusters Score: Raw -18505.443279 + Penalty 935.922598 = -17569.520681 nChanged 3 SP:Iteration 12Q (34.029746 sec): 3 clusters Score: Raw -18508.762562 + Penalty 936.351485 = -17572.411077 nChanged 1 SP:Iteration 13Q (34.030607 sec): 3 clusters Score: Raw -18508.890351 + Penalty 936.351485 = -17572.538865 nChanged 0 SP:Iteration 14F (34.031498 sec): 3 clusters Score: Raw -18508.890351 + Penalty 936.351485 = -17572.538865 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 45 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.032477 sec): 2 clusters Score: Raw -624.190554 + Penalty 224.204494 = -399.986060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.032724 sec): 3 clusters Score: Raw -661.283287 + Penalty 455.714336 = -205.568952 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 48 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.033564 sec): 2 clusters Score: Raw -1463.410198 + Penalty 319.735161 = -1143.675037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.033835 sec): 3 clusters Score: Raw -1488.499284 + Penalty 639.654346 = -848.844938 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 50 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.034588 sec): 2 clusters Score: Raw -174.110772 + Penalty 100.012238 = -74.098534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.034800 sec): 3 clusters Score: Raw -173.868885 + Penalty 166.725832 = -7.143054 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 53 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.035580 sec): 2 clusters Score: Raw -713.815210 + Penalty 244.862259 = -468.952951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.035821 sec): 3 clusters Score: Raw -750.556122 + Penalty 489.724517 = -260.831605 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 54 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.036643 sec): 2 clusters Score: Raw -1554.884997 + Penalty 344.532019 = -1210.352978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.036915 sec): 3 clusters Score: Raw -1586.529621 + Penalty 685.359403 = -901.170218 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 56 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.037845 sec): 2 clusters Score: Raw -2983.218114 + Penalty 376.489396 = -2606.728717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.038193 sec): 3 clusters Score: Raw -3004.250307 + Penalty 753.264955 = -2250.985353 nChanged 3 SP:Iteration 1Q (34.038530 sec): 3 clusters Score: Raw -3011.589537 + Penalty 752.995412 = -2258.594126 nChanged 1 SP:Iteration 2Q (34.038862 sec): 3 clusters Score: Raw -3014.000939 + Penalty 752.995412 = -2261.005527 nChanged 0 SP:Iteration 3F (34.039202 sec): 3 clusters Score: Raw -3014.000939 + Penalty 752.995412 = -2261.005527 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 59 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.040069 sec): 2 clusters Score: Raw -1355.146188 + Penalty 297.176994 = -1057.969194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.040346 sec): 3 clusters Score: Raw -1383.259722 + Penalty 593.815521 = -789.444201 nChanged 2 SP:Iteration 1F (34.040617 sec): 3 clusters Score: Raw -1390.406063 + Penalty 593.815521 = -796.590542 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 61 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.041476 sec): 2 clusters Score: Raw -1485.892515 + Penalty 359.802457 = -1126.090058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.041750 sec): 3 clusters Score: Raw -1557.985012 + Penalty 719.506834 = -838.478178 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 66 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.042520 sec): 2 clusters Score: Raw -297.168795 + Penalty 158.767301 = -138.401494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.042736 sec): 3 clusters Score: Raw -290.032473 + Penalty 302.542611 = 12.510138 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 70 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.043517 sec): 2 clusters Score: Raw -832.868616 + Penalty 266.179494 = -566.689122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.043766 sec): 3 clusters Score: Raw -861.521137 + Penalty 532.541311 = -328.979826 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 73 (140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.044874 sec): 2 clusters Score: Raw -6902.911444 + Penalty 450.067784 = -6452.843660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.045350 sec): 3 clusters Score: Raw -6881.687966 + Penalty 904.963793 = -5976.724173 nChanged 13 SP:Iteration 1F (34.045813 sec): 3 clusters Score: Raw -6900.645819 + Penalty 907.067189 = -5993.578630 nChanged 7 SP:Iteration 2Q (34.046274 sec): 3 clusters Score: Raw -6910.917840 + Penalty 913.746866 = -5997.170974 nChanged 4 SP:Iteration 3Q (34.046733 sec): 3 clusters Score: Raw -6916.057467 + Penalty 915.995156 = -6000.062312 nChanged 1 SP:Iteration 4Q (34.047191 sec): 3 clusters Score: Raw -6916.482319 + Penalty 919.117266 = -5997.365052 nChanged 1 SP:Iteration 5F (34.047654 sec): 3 clusters Score: Raw -6922.291431 + Penalty 922.634648 = -5999.656784 nChanged 3 SP:Iteration 6Q (34.048111 sec): 3 clusters Score: Raw -6927.584261 + Penalty 920.661454 = -6006.922807 nChanged 2 SP:Iteration 7Q (34.048561 sec): 3 clusters Score: Raw -6932.433454 + Penalty 919.612723 = -6012.820731 nChanged 1 SP:Iteration 8Q (34.049012 sec): 3 clusters Score: Raw -6934.605508 + Penalty 919.612723 = -6014.992785 nChanged 0 SP:Iteration 9F (34.049473 sec): 3 clusters Score: Raw -6934.605508 + Penalty 919.612723 = -6014.992785 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 74 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.050278 sec): 2 clusters Score: Raw -343.577891 + Penalty 168.016135 = -175.561756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.050501 sec): 3 clusters Score: Raw -345.222805 + Penalty 341.093410 = -4.129396 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 75 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.051252 sec): 2 clusters Score: Raw -311.959401 + Penalty 160.610671 = -151.348730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.051474 sec): 3 clusters Score: Raw -302.079959 + Penalty 325.920788 = 23.840830 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 77 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.052229 sec): 2 clusters Score: Raw -44.508663 + Penalty 0.000000 = -44.508663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.052422 sec): 2 clusters Score: Raw -44.508663 + Penalty 0.000000 = -44.508663 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 78 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.053224 sec): 2 clusters Score: Raw -1351.501583 + Penalty 323.669209 = -1027.832375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.053484 sec): 3 clusters Score: Raw -1365.818288 + Penalty 652.213504 = -713.604784 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 79 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.054233 sec): 2 clusters Score: Raw -200.739928 + Penalty 104.005210 = -96.734719 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.054453 sec): 3 clusters Score: Raw -205.762244 + Penalty 194.665912 = -11.096332 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 80 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.055196 sec): 2 clusters Score: Raw -177.618099 + Penalty 81.647252 = -95.970847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.055412 sec): 3 clusters Score: Raw -176.562439 + Penalty 162.039633 = -14.522806 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 83 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.056293 sec): 2 clusters Score: Raw -2703.626401 + Penalty 412.716631 = -2290.909771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.056608 sec): 3 clusters Score: Raw -2722.944283 + Penalty 830.251228 = -1892.693055 nChanged 1 SP:Iteration 1Q (34.056926 sec): 3 clusters Score: Raw -2725.189341 + Penalty 830.251228 = -1894.938113 nChanged 0 SP:Iteration 2F (34.057234 sec): 3 clusters Score: Raw -2725.189341 + Penalty 830.251228 = -1894.938113 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 84 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.058039 sec): 2 clusters Score: Raw -857.618914 + Penalty 215.197043 = -642.421870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.058291 sec): 3 clusters Score: Raw -880.626411 + Penalty 432.215954 = -448.410457 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 86 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.059253 sec): 2 clusters Score: Raw -3683.766067 + Penalty 491.276215 = -3192.489851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.059616 sec): 3 clusters Score: Raw -3714.078765 + Penalty 982.667829 = -2731.410937 nChanged 7 SP:Iteration 1F (34.059972 sec): 3 clusters Score: Raw -3731.835006 + Penalty 980.842079 = -2750.992927 nChanged 3 SP:Iteration 2Q (34.060317 sec): 3 clusters Score: Raw -3738.903124 + Penalty 980.752725 = -2758.150399 nChanged 1 SP:Iteration 3Q (34.060659 sec): 3 clusters Score: Raw -3744.644192 + Penalty 979.466402 = -2765.177790 nChanged 2 SP:Iteration 4Q (34.061001 sec): 3 clusters Score: Raw -3749.050688 + Penalty 979.466402 = -2769.584286 nChanged 0 SP:Iteration 5F (34.061356 sec): 3 clusters Score: Raw -3749.050688 + Penalty 979.466402 = -2769.584286 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 90 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.062121 sec): 2 clusters Score: Raw -205.999578 + Penalty 134.839377 = -71.160200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.062337 sec): 3 clusters Score: Raw -197.425484 + Penalty 269.678755 = 72.253270 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 97 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.063105 sec): 2 clusters Score: Raw -259.418093 + Penalty 150.449025 = -108.969069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.063324 sec): 3 clusters Score: Raw -250.607714 + Penalty 294.597484 = 43.989770 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 99 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.064082 sec): 2 clusters Score: Raw -431.294241 + Penalty 116.979612 = -314.314629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.064312 sec): 3 clusters Score: Raw -433.248366 + Penalty 242.134137 = -191.114229 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 107 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.065066 sec): 2 clusters Score: Raw -284.902387 + Penalty 124.853573 = -160.048814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.065289 sec): 3 clusters Score: Raw -287.902454 + Penalty 203.522154 = -84.380300 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 110 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.066025 sec): 2 clusters Score: Raw -144.416828 + Penalty 93.134941 = -51.281888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.066239 sec): 3 clusters Score: Raw -139.063010 + Penalty 192.349046 = 53.286036 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 113 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.066977 sec): 2 clusters Score: Raw -145.555440 + Penalty 92.097478 = -53.457962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.067188 sec): 3 clusters Score: Raw -139.873152 + Penalty 172.509357 = 32.636205 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 117 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.067937 sec): 2 clusters Score: Raw -368.462521 + Penalty 186.048515 = -182.414006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.068162 sec): 3 clusters Score: Raw -374.714423 + Penalty 372.110870 = -2.603553 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 121 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.068920 sec): 2 clusters Score: Raw -392.948031 + Penalty 135.376401 = -257.571630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.069148 sec): 3 clusters Score: Raw -397.194844 + Penalty 274.050779 = -123.144065 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 126 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.069889 sec): 2 clusters Score: Raw -200.408014 + Penalty 122.549037 = -77.858977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.070105 sec): 3 clusters Score: Raw -194.098330 + Penalty 245.098074 = 50.999744 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 130 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.070852 sec): 2 clusters Score: Raw -252.393318 + Penalty 94.832040 = -157.561278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.071071 sec): 3 clusters Score: Raw -261.999633 + Penalty 189.664080 = -72.335553 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 137 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.071799 sec): 2 clusters Score: Raw -44.654713 + Penalty 0.000000 = -44.654713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.071991 sec): 2 clusters Score: Raw -44.654713 + Penalty 0.000000 = -44.654713 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 146 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.072771 sec): 2 clusters Score: Raw -623.314346 + Penalty 239.722468 = -383.591879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.073006 sec): 3 clusters Score: Raw -633.822566 + Penalty 472.870764 = -160.951803 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 156 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.073861 sec): 2 clusters Score: Raw -1750.155155 + Penalty 185.472273 = -1564.682882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.074165 sec): 3 clusters Score: Raw -1763.771261 + Penalty 376.306308 = -1387.464953 nChanged 4 SP:Iteration 1F (34.074466 sec): 3 clusters Score: Raw -1766.158729 + Penalty 380.706046 = -1385.452683 nChanged 1 SP:Iteration 2F (34.074764 sec): 3 clusters Score: Raw -1767.425096 + Penalty 385.535549 = -1381.889547 nChanged 1 SP:Iteration 3F (34.075064 sec): 3 clusters Score: Raw -1768.882861 + Penalty 399.187852 = -1369.695009 nChanged 2 SP:Iteration 4F (34.075368 sec): 3 clusters Score: Raw -1772.361675 + Penalty 414.449905 = -1357.911769 nChanged 2 SP:Iteration 5F (34.075661 sec): 3 clusters Score: Raw -1775.433586 + Penalty 441.099206 = -1334.334380 nChanged 2 SP:Iteration 6F (34.075956 sec): 3 clusters Score: Raw -1779.509815 + Penalty 441.099206 = -1338.410610 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 158 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.076726 sec): 2 clusters Score: Raw -241.252393 + Penalty 124.751561 = -116.500832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.076944 sec): 3 clusters Score: Raw -234.288516 + Penalty 247.134424 = 12.845907 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 165 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.077694 sec): 2 clusters Score: Raw -288.533649 + Penalty 143.876554 = -144.657096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.077914 sec): 3 clusters Score: Raw -285.742326 + Penalty 281.891660 = -3.850665 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 167 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.078669 sec): 2 clusters Score: Raw -447.251114 + Penalty 204.460218 = -242.790897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.078895 sec): 3 clusters Score: Raw -453.740329 + Penalty 415.245862 = -38.494467 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 175 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.079632 sec): 2 clusters Score: Raw -85.196862 + Penalty 29.694950 = -55.501913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.079829 sec): 2 clusters Score: Raw -85.196862 + Penalty 29.694950 = -55.501913 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 185 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.080563 sec): 2 clusters Score: Raw -88.975503 + Penalty 44.679612 = -44.295891 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.080758 sec): 2 clusters Score: Raw -88.975503 + Penalty 44.679612 = -44.295891 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 196 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.081489 sec): 2 clusters Score: Raw -101.814313 + Penalty 62.255006 = -39.559307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.081693 sec): 3 clusters Score: Raw -92.472552 + Penalty 124.510012 = 32.037459 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 199 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.082456 sec): 2 clusters Score: Raw -231.130535 + Penalty 44.118426 = -187.012110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.082672 sec): 3 clusters Score: Raw -235.012185 + Penalty 86.851876 = -148.160309 nChanged 0 Deleting Class 90 (4 points): Lose 42.840033 but Gain 958.738575 Iteration 119Q (34.160009 sec): 69 clusters Score: Raw -755215.694627 + Penalty 56502.089939 = -698713.604688 nChanged 11 Deleting Class 78 (26 points): Lose 86.763634 but Gain 979.211167 Iteration 120F (34.770636 sec): 68 clusters Score: Raw -755141.163517 + Penalty 55571.731654 = -699569.431863 nChanged 34 Deleting Class 97 (5 points): Lose 31.371899 but Gain 921.412436 Iteration 121Q (34.840010 sec): 67 clusters Score: Raw -755163.781574 + Penalty 54657.541956 = -700506.239617 nChanged 15 Deleting Class 77 (1 points): Lose 3.892233 but Gain 870.248187 Iteration 122Q (34.907091 sec): 66 clusters Score: Raw -755171.917911 + Penalty 53787.879047 = -701384.038864 nChanged 8 Deleting Class 75 (6 points): Lose 19.441251 but Gain 883.555037 Iteration 123Q (34.973847 sec): 65 clusters Score: Raw -755159.452425 + Penalty 52917.891582 = -702241.560843 nChanged 13 Deleting Class 126 (4 points): Lose 11.271954 but Gain 871.351466 Iteration 124Q (35.040513 sec): 64 clusters Score: Raw -755158.983535 + Penalty 52048.168122 = -703110.815412 nChanged 9 Deleting Class 66 (6 points): Lose 18.217253 but Gain 873.414251 Iteration 125Q (35.108159 sec): 63 clusters Score: Raw -755147.801563 + Penalty 51184.948532 = -703962.853032 nChanged 7 Deleting Class 61 (33 points): Lose 167.374247 but Gain 1014.305016 Iteration 126Q (35.176227 sec): 62 clusters Score: Raw -754994.123871 + Penalty 50166.285594 = -704827.838277 nChanged 36 Deleting Class 54 (33 points): Lose 125.595518 but Gain 971.256721 Iteration 127Q (35.247256 sec): 61 clusters Score: Raw -754938.100274 + Penalty 49221.743035 = -705716.357238 nChanged 45 Deleting Class 196 (2 points): Lose 45.385784 but Gain 885.294442 Iteration 128Q (35.313515 sec): 60 clusters Score: Raw -754956.633991 + Penalty 48338.747942 = -706617.886050 nChanged 13 Deleting Class 83 (56 points): Lose 181.848509 but Gain 1013.631179 Iteration 129Q (35.382860 sec): 59 clusters Score: Raw -754785.525376 + Penalty 47363.900110 = -707421.625266 nChanged 65 Deleting Class 146 (13 points): Lose 88.715793 but Gain 921.231680 Iteration 130F (35.912352 sec): 58 clusters Score: Raw -754790.214642 + Penalty 46471.486165 = -708318.728478 nChanged 35 Deleting Class 32 (14 points): Lose 90.384645 but Gain 920.721395 Iteration 131Q (35.978042 sec): 57 clusters Score: Raw -754733.494659 + Penalty 45557.173310 = -709176.321349 nChanged 25 Deleting Class 110 (3 points): Lose 15.916333 but Gain 835.616699 Iteration 132Q (36.044607 sec): 56 clusters Score: Raw -754777.465301 + Penalty 44754.579269 = -710022.886032 nChanged 14 Deleting Class 74 (7 points): Lose 33.850122 but Gain 851.073614 Iteration 133Q (36.109609 sec): 55 clusters Score: Raw -754772.795216 + Penalty 43907.418598 = -710865.376618 nChanged 17 Deleting Class 167 (9 points): Lose 100.685409 but Gain 917.219524 Iteration 134Q (36.174415 sec): 54 clusters Score: Raw -754693.342190 + Penalty 42980.351736 = -711712.990454 nChanged 13 Deleting Class 113 (3 points): Lose 11.281840 but Gain 826.308469 Iteration 135Q (36.245676 sec): 53 clusters Score: Raw -754721.019274 + Penalty 42162.738835 = -712558.280439 nChanged 6 Deleting Class 70 (18 points): Lose 96.549279 but Gain 894.140705 Iteration 136Q (36.310570 sec): 52 clusters Score: Raw -754632.514130 + Penalty 41410.581635 = -713221.932496 nChanged 20 Deleting Class 165 (9 points): Lose 61.669473 but Gain 868.773959 Iteration 137Q (36.373916 sec): 51 clusters Score: Raw -754637.147229 + Penalty 40559.453004 = -714077.694225 nChanged 15 Deleting Class 48 (33 points): Lose 115.740388 but Gain 901.352870 Iteration 138Q (36.437127 sec): 50 clusters Score: Raw -754544.600153 + Penalty 39765.306547 = -714779.293605 nChanged 36 Deleting Class 53 (16 points): Lose 101.079583 but Gain 870.513115 Iteration 139Q (36.501719 sec): 49 clusters Score: Raw -754499.810787 + Penalty 38908.620058 = -715591.190728 nChanged 20 Deleting Class 86 (87 points): Lose 347.246235 but Gain 1115.199583 Iteration 140F (36.938273 sec): 48 clusters Score: Raw -754188.641523 + Penalty 37868.247930 = -716320.393593 nChanged 93 Deleting Class 158 (7 points): Lose 51.044780 but Gain 803.640668 Iteration 141Q (37.003283 sec): 47 clusters Score: Raw -754331.245077 + Penalty 37090.969065 = -717240.276012 nChanged 29 Deleting Class 25 (69 points): Lose 182.939884 but Gain 930.144989 Iteration 142Q (37.064670 sec): 46 clusters Score: Raw -754188.418568 + Penalty 36170.032044 = -718018.386524 nChanged 89 Deleting Class 117 (10 points): Lose 111.507264 but Gain 847.657538 Iteration 143Q (37.126447 sec): 45 clusters Score: Raw -754194.312812 + Penalty 35421.952395 = -718772.360418 nChanged 33 Deleting Class 137 (1 points): Lose 16.447478 but Gain 736.911266 Iteration 144Q (37.187357 sec): 44 clusters Score: Raw -754250.374058 + Penalty 34706.602146 = -719543.771912 nChanged 21 Deleting Class 8 (14 points): Lose 111.370327 but Gain 826.753784 Iteration 145Q (37.247853 sec): 43 clusters Score: Raw -754171.439146 + Penalty 33882.855535 = -720288.583610 nChanged 30 Deleting Class 73 (111 points): Lose 211.554515 but Gain 907.408831 Iteration 146Q (37.308438 sec): 42 clusters Score: Raw -754020.812468 + Penalty 33009.855241 = -721010.957227 nChanged 123 Deleting Class 50 (4 points): Lose 38.207509 but Gain 711.109713 Iteration 147Q (37.369730 sec): 41 clusters Score: Raw -754169.608308 + Penalty 32370.647600 = -721798.960708 nChanged 30 Deleting Class 45 (16 points): Lose 154.046958 but Gain 826.838673 Iteration 148Q (37.430454 sec): 40 clusters Score: Raw -754043.055943 + Penalty 31465.304454 = -722577.751488 nChanged 30 Deleting Class 36 (6 points): Lose 25.406353 but Gain 694.507713 Iteration 149Q (37.489255 sec): 39 clusters Score: Raw -754097.579999 + Penalty 30820.726667 = -723276.853331 nChanged 22 Deleting Class 39 (73 points): Lose 383.341492 but Gain 1040.490614 Iteration 150F (37.840901 sec): 38 clusters Score: Raw -753755.490282 + Penalty 29867.280394 = -723888.209888 nChanged 89 Deleting Class 59 (44 points): Lose 234.012344 but Gain 903.772520 Iteration 151Q (37.899636 sec): 37 clusters Score: Raw -753699.108367 + Penalty 29106.985784 = -724592.122582 nChanged 76 Deleting Class 107 (7 points): Lose 36.564388 but Gain 658.513623 Iteration 152Q (37.958530 sec): 36 clusters Score: Raw -753804.682919 + Penalty 28477.317175 = -725327.365744 nChanged 40 Deleting Class 33 (49 points): Lose 388.928400 but Gain 1009.241059 Iteration 153Q (38.016495 sec): 35 clusters Score: Raw -753459.422606 + Penalty 27474.587346 = -725984.835260 nChanged 75 Deleting Class 84 (35 points): Lose 176.954568 but Gain 785.581449 Iteration 154Q (38.074410 sec): 34 clusters Score: Raw -753479.746133 + Penalty 26733.560580 = -726746.185553 nChanged 60 Deleting Class 121 (10 points): Lose 46.723238 but Gain 650.485588 Iteration 155Q (38.132345 sec): 33 clusters Score: Raw -753548.816724 + Penalty 26102.450065 = -727446.366659 nChanged 42 Deleting Class 185 (2 points): Lose 36.059596 but Gain 635.364366 Iteration 156Q (38.188462 sec): 32 clusters Score: Raw -753549.482865 + Penalty 25496.790108 = -728052.692758 nChanged 25 Deleting Class 18 (197 points): Lose 626.193859 but Gain 1207.110565 Iteration 157Q (38.243589 sec): 31 clusters Score: Raw -752950.486964 + Penalty 24281.490827 = -728668.996137 nChanged 210 Deleting Class 24 (294 points): Lose 571.779146 but Gain 1158.571510 Iteration 158Q (38.300697 sec): 30 clusters Score: Raw -752765.667816 + Penalty 23189.498046 = -729576.169770 nChanged 329 Deleting Class 80 (4 points): Lose 18.370801 but Gain 580.530491 Iteration 159Q (38.358088 sec): 29 clusters Score: Raw -753259.438399 + Penalty 22627.084923 = -730632.353476 nChanged 98 Deleting Class 17 (124 points): Lose 383.500328 but Gain 917.544363 Iteration 160F (38.627677 sec): 28 clusters Score: Raw -752934.366074 + Penalty 21744.680941 = -731189.685134 nChanged 180 Deleting Class 35 (28 points): Lose 59.753544 but Gain 588.804029 Iteration 161Q (38.682008 sec): 27 clusters Score: Raw -753138.299137 + Penalty 21167.485813 = -731970.813324 nChanged 96 Deleting Class 56 (125 points): Lose 419.932337 but Gain 923.092542 Iteration 162Q (38.736130 sec): 26 clusters Score: Raw -752788.464104 + Penalty 20343.546937 = -732444.917166 nChanged 178 Deleting Class 99 (11 points): Lose 53.782525 but Gain 534.889092 Iteration 163Q (38.788584 sec): 25 clusters Score: Raw -753031.833449 + Penalty 19824.049874 = -733207.783574 nChanged 86 Deleting Class 79 (8 points): Lose 91.534829 but Gain 535.759748 Iteration 164Q (38.841195 sec): 24 clusters Score: Raw -753023.399076 + Penalty 19283.666289 = -733739.732788 nChanged 59 Deleting Class 28 (5 points): Lose 76.094785 but Gain 505.231740 Iteration 165Q (38.892606 sec): 23 clusters Score: Raw -753010.434516 + Penalty 18600.235783 = -734410.198733 nChanged 35 Deleting Class 175 (2 points): Lose 19.963024 but Gain 422.275664 Iteration 166Q (38.942774 sec): 22 clusters Score: Raw -753036.605792 + Penalty 18185.062188 = -734851.543605 nChanged 20 Deleting Class 1 (155 points): Lose 835.876938 but Gain 1180.970210 Iteration 167Q (38.991898 sec): 21 clusters Score: Raw -752220.599457 + Penalty 16987.084701 = -735233.514756 nChanged 162 Deleting Class 30 (327 points): Lose 1103.903271 but Gain 1441.643028 Iteration 168Q (39.042131 sec): 20 clusters Score: Raw -751520.594921 + Penalty 15665.034753 = -735855.560168 nChanged 348 Deleting Class 130 (11 points): Lose 105.059195 but Gain 441.217620 Iteration 169Q (39.093472 sec): 19 clusters Score: Raw -752278.133015 + Penalty 15231.737995 = -737046.395020 nChanged 81 Deleting Class 199 (10 points): Lose 64.304274 but Gain 368.703175 Iteration 170F (39.273277 sec): 18 clusters Score: Raw -752315.669512 + Penalty 14864.185473 = -737451.484038 nChanged 53 Deleting Class 10 (224 points): Lose 797.563006 but Gain 992.313347 Iteration 171Q (39.322262 sec): 17 clusters Score: Raw -751576.312543 + Penalty 13861.873732 = -737714.438811 nChanged 230 Deleting Class 156 (86 points): Lose 458.156885 but Gain 628.234098 Iteration 172Q (39.371030 sec): 16 clusters Score: Raw -751501.258494 + Penalty 13263.293063 = -738237.965432 nChanged 121 Iteration 173Q (39.418991 sec): 16 clusters Score: Raw -751757.952259 + Penalty 13284.368404 = -738473.583855 nChanged 36 Iteration 174Q (39.465576 sec): 16 clusters Score: Raw -751786.243819 + Penalty 13256.579914 = -738529.663905 nChanged 24 Iteration 175Q (39.512404 sec): 16 clusters Score: Raw -751804.735230 + Penalty 13264.864968 = -738539.870261 nChanged 13 Iteration 176Q (39.559371 sec): 16 clusters Score: Raw -751812.347859 + Penalty 13273.184812 = -738539.163047 nChanged 15 Iteration 177F (39.711905 sec): 16 clusters Score: Raw -751817.687089 + Penalty 13275.395791 = -738542.291298 nChanged 6 Iteration 178Q (39.759274 sec): 16 clusters Score: Raw -751819.520450 + Penalty 13277.957091 = -738541.563359 nChanged 2 Iteration 179F (39.912600 sec): 16 clusters Score: Raw -751819.814712 + Penalty 13278.548340 = -738541.266371 nChanged 1 Iteration 180F (40.064821 sec): 16 clusters Score: Raw -751819.980998 + Penalty 13278.548340 = -738541.432658 nChanged 0 Writing temp clu file Memory request: 0.09 GB would take us to total of 0.18 GB. Compute initial score before splitting: Score: Raw -751819.980998 + Penalty 13278.548340 = -738541.432658Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 2 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.099913 sec): 2 clusters Score: Raw -1726.164014 + Penalty 47.936571 = -1678.227443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.100231 sec): 3 clusters Score: Raw -1713.929363 + Penalty 102.320420 = -1611.608943 nChanged 10 SP:Iteration 1F (40.100524 sec): 3 clusters Score: Raw -1727.822651 + Penalty 105.441376 = -1622.381275 nChanged 1 SP:Iteration 2Q (40.100813 sec): 3 clusters Score: Raw -1730.778945 + Penalty 105.441376 = -1625.337569 nChanged 0 SP:Iteration 3F (40.101131 sec): 3 clusters Score: Raw -1730.778945 + Penalty 105.441376 = -1625.337569 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 3 (1601 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.109324 sec): 2 clusters Score: Raw -74892.555099 + Penalty 745.976881 = -74146.578218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.112319 sec): 3 clusters Score: Raw -74116.009830 + Penalty 1488.249914 = -72627.759916 nChanged 577 SP:Iteration 1F (40.115255 sec): 3 clusters Score: Raw -74421.167158 + Penalty 1484.999104 = -72936.168055 nChanged 139 SP:Iteration 2F (40.118205 sec): 3 clusters Score: Raw -74504.812428 + Penalty 1480.990070 = -73023.822358 nChanged 120 SP:Iteration 3F (40.121173 sec): 3 clusters Score: Raw -74590.459057 + Penalty 1477.085516 = -73113.373541 nChanged 75 SP:Iteration 4Q (40.124099 sec): 3 clusters Score: Raw -74642.542783 + Penalty 1473.329949 = -73169.212834 nChanged 79 SP:Iteration 5Q (40.127137 sec): 3 clusters Score: Raw -74712.133754 + Penalty 1468.759460 = -73243.374294 nChanged 92 SP:Iteration 6F (40.130286 sec): 3 clusters Score: Raw -74774.411389 + Penalty 1465.668039 = -73308.743350 nChanged 58 SP:Iteration 7Q (40.133343 sec): 3 clusters Score: Raw -74824.463769 + Penalty 1461.195352 = -73363.268417 nChanged 52 SP:Iteration 8Q (40.136340 sec): 3 clusters Score: Raw -74869.853796 + Penalty 1458.569806 = -73411.283989 nChanged 41 SP:Iteration 9Q (40.139273 sec): 3 clusters Score: Raw -74901.787572 + Penalty 1457.309986 = -73444.477586 nChanged 27 SP:Iteration 10F (40.142197 sec): 3 clusters Score: Raw -74921.318300 + Penalty 1457.204020 = -73464.114279 nChanged 26 SP:Iteration 11Q (40.145032 sec): 3 clusters Score: Raw -74938.927952 + Penalty 1456.739539 = -73482.188413 nChanged 12 SP:Iteration 12Q (40.147853 sec): 3 clusters Score: Raw -74946.995269 + Penalty 1456.454809 = -73490.540460 nChanged 15 SP:Iteration 13Q (40.150806 sec): 3 clusters Score: Raw -74952.381194 + Penalty 1456.767002 = -73495.614192 nChanged 9 SP:Iteration 14Q (40.153803 sec): 3 clusters Score: Raw -74955.183291 + Penalty 1456.820066 = -73498.363225 nChanged 2 SP:Iteration 15Q (40.156641 sec): 3 clusters Score: Raw -74955.502245 + Penalty 1456.820066 = -73498.682179 nChanged 0 SP:Iteration 16F (40.159569 sec): 3 clusters Score: Raw -74955.502245 + Penalty 1456.820066 = -73498.682179 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 4 (1739 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.167624 sec): 2 clusters Score: Raw -71659.789690 + Penalty 76.340522 = -71583.449168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.170912 sec): 3 clusters Score: Raw -70520.506172 + Penalty 153.562270 = -70366.943901 nChanged 817 SP:Iteration 1F (40.174104 sec): 3 clusters Score: Raw -71230.327964 + Penalty 146.840848 = -71083.487115 nChanged 147 SP:Iteration 2F (40.177234 sec): 3 clusters Score: Raw -71393.442054 + Penalty 147.202618 = -71246.239435 nChanged 125 SP:Iteration 3F (40.180366 sec): 3 clusters Score: Raw -71561.626684 + Penalty 139.227694 = -71422.398989 nChanged 69 SP:Iteration 4Q (40.183392 sec): 3 clusters Score: Raw -71643.006713 + Penalty 173.284806 = -71469.721907 nChanged 13 SP:Iteration 5Q (40.186373 sec): 3 clusters Score: Raw -71657.449949 + Penalty 168.313333 = -71489.136617 nChanged 2 SP:Iteration 6Q (40.188836 sec): 3 clusters Score: Raw -71657.464112 + Penalty 168.313333 = -71489.150779 nChanged 0 SP:Iteration 7F (40.191956 sec): 3 clusters Score: Raw -71657.464112 + Penalty 168.313333 = -71489.150779 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 5 (372 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.195045 sec): 2 clusters Score: Raw -14188.353229 + Penalty 505.614653 = -13682.738576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.195910 sec): 3 clusters Score: Raw -14034.315706 + Penalty 1020.013508 = -13014.302198 nChanged 100 SP:Iteration 1F (40.196790 sec): 3 clusters Score: Raw -14123.634908 + Penalty 1048.660198 = -13074.974710 nChanged 38 SP:Iteration 2F (40.197659 sec): 3 clusters Score: Raw -14182.037635 + Penalty 1083.369466 = -13098.668169 nChanged 26 SP:Iteration 3F (40.198511 sec): 3 clusters Score: Raw -14218.680260 + Penalty 1100.345420 = -13118.334839 nChanged 12 SP:Iteration 4Q (40.199332 sec): 3 clusters Score: Raw -14237.615894 + Penalty 1117.902782 = -13119.713112 nChanged 8 SP:Iteration 5Q (40.200149 sec): 3 clusters Score: Raw -14249.818418 + Penalty 1129.541453 = -13120.276964 nChanged 6 SP:Iteration 6Q (40.200961 sec): 3 clusters Score: Raw -14259.392643 + Penalty 1139.757905 = -13119.634738 nChanged 5 SP:Iteration 7F (40.201807 sec): 3 clusters Score: Raw -14271.197756 + Penalty 1145.539390 = -13125.658367 nChanged 3 SP:Iteration 8Q (40.202645 sec): 3 clusters Score: Raw -14275.608367 + Penalty 1147.609138 = -13127.999229 nChanged 1 SP:Iteration 9Q (40.203442 sec): 3 clusters Score: Raw -14276.438644 + Penalty 1147.609138 = -13128.829506 nChanged 0 SP:Iteration 10F (40.204288 sec): 3 clusters Score: Raw -14276.438644 + Penalty 1147.609138 = -13128.829506 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 6 (1075 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.207873 sec): 2 clusters Score: Raw -50069.910613 + Penalty 702.650825 = -49367.259788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.209944 sec): 3 clusters Score: Raw -49484.945231 + Penalty 1407.227155 = -48077.718076 nChanged 351 SP:Iteration 1F (40.211972 sec): 3 clusters Score: Raw -49682.128335 + Penalty 1410.828978 = -48271.299357 nChanged 142 SP:Iteration 2F (40.213999 sec): 3 clusters Score: Raw -49820.713307 + Penalty 1415.776198 = -48404.937109 nChanged 85 SP:Iteration 3F (40.216021 sec): 3 clusters Score: Raw -49903.114219 + Penalty 1420.119879 = -48482.994340 nChanged 62 SP:Iteration 4F (40.218063 sec): 3 clusters Score: Raw -49956.924851 + Penalty 1427.023118 = -48529.901733 nChanged 41 SP:Iteration 5Q (40.220113 sec): 3 clusters Score: Raw -49994.633445 + Penalty 1437.016848 = -48557.616598 nChanged 43 SP:Iteration 6Q (40.222149 sec): 3 clusters Score: Raw -50029.163311 + Penalty 1444.340365 = -48584.822945 nChanged 31 SP:Iteration 7Q (40.224162 sec): 3 clusters Score: Raw -50050.662256 + Penalty 1453.393949 = -48597.268307 nChanged 20 SP:Iteration 8Q (40.226104 sec): 3 clusters Score: Raw -50066.163653 + Penalty 1466.581615 = -48599.582038 nChanged 21 SP:Iteration 9Q (40.228031 sec): 3 clusters Score: Raw -50081.797640 + Penalty 1473.726622 = -48608.071018 nChanged 20 SP:Iteration 10F (40.233438 sec): 3 clusters Score: Raw -50097.237995 + Penalty 1483.652015 = -48613.585980 nChanged 16 SP:Iteration 11Q (40.237294 sec): 3 clusters Score: Raw -50106.271053 + Penalty 1484.505621 = -48621.765432 nChanged 9 SP:Iteration 12Q (40.240588 sec): 3 clusters Score: Raw -50114.094117 + Penalty 1490.578268 = -48623.515849 nChanged 15 SP:Iteration 13Q (40.242838 sec): 3 clusters Score: Raw -50126.815644 + Penalty 1493.931242 = -48632.884401 nChanged 9 SP:Iteration 14Q (40.244933 sec): 3 clusters Score: Raw -50135.215068 + Penalty 1497.065756 = -48638.149312 nChanged 9 SP:Iteration 15Q (40.247013 sec): 3 clusters Score: Raw -50143.956617 + Penalty 1500.021143 = -48643.935473 nChanged 5 SP:Iteration 16Q (40.249085 sec): 3 clusters Score: Raw -50147.594633 + Penalty 1500.982331 = -48646.612302 nChanged 2 SP:Iteration 17Q (40.251224 sec): 3 clusters Score: Raw -50148.361584 + Penalty 1503.368323 = -48644.993261 nChanged 2 SP:Iteration 18F (40.253581 sec): 3 clusters Score: Raw -50148.807145 + Penalty 1502.616230 = -48646.190915 nChanged 1 SP:Iteration 19Q (40.255658 sec): 3 clusters Score: Raw -50150.455620 + Penalty 1502.628291 = -48647.827329 nChanged 1 SP:Iteration 20F (40.257931 sec): 3 clusters Score: Raw -50151.481121 + Penalty 1502.628291 = -48648.852830 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 7 (559 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.261363 sec): 2 clusters Score: Raw -18556.387407 + Penalty 931.198283 = -17625.189124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.262622 sec): 3 clusters Score: Raw -18453.350964 + Penalty 1861.517136 = -16591.833828 nChanged 164 SP:Iteration 1F (40.263833 sec): 3 clusters Score: Raw -18716.810229 + Penalty 1855.989483 = -16860.820745 nChanged 63 SP:Iteration 2F (40.265024 sec): 3 clusters Score: Raw -18862.598408 + Penalty 1849.995721 = -17012.602687 nChanged 35 SP:Iteration 3F (40.266213 sec): 3 clusters Score: Raw -18934.748641 + Penalty 1847.776490 = -17086.972151 nChanged 14 SP:Iteration 4Q (40.267319 sec): 3 clusters Score: Raw -18971.919620 + Penalty 1845.772302 = -17126.147318 nChanged 9 SP:Iteration 5Q (40.268422 sec): 3 clusters Score: Raw -18986.050433 + Penalty 1844.773447 = -17141.276986 nChanged 5 SP:Iteration 6Q (40.269513 sec): 3 clusters Score: Raw -18993.679758 + Penalty 1843.999783 = -17149.679975 nChanged 2 SP:Iteration 7Q (40.270602 sec): 3 clusters Score: Raw -18997.466435 + Penalty 1842.581028 = -17154.885406 nChanged 3 SP:Iteration 8Q (40.271685 sec): 3 clusters Score: Raw -19002.706653 + Penalty 1842.591847 = -17160.114806 nChanged 1 SP:Iteration 9Q (40.272771 sec): 3 clusters Score: Raw -19003.977249 + Penalty 1842.591847 = -17161.385401 nChanged 0 SP:Iteration 10F (40.273954 sec): 3 clusters Score: Raw -19003.977249 + Penalty 1842.591847 = -17161.385401 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 9 (294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.275266 sec): 2 clusters Score: Raw -12428.037142 + Penalty 306.962890 = -12121.074252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.276012 sec): 3 clusters Score: Raw -12311.990202 + Penalty 658.455881 = -11653.534321 nChanged 115 SP:Iteration 1F (40.276747 sec): 3 clusters Score: Raw -12441.776353 + Penalty 729.473953 = -11712.302401 nChanged 38 SP:Iteration 2F (40.277484 sec): 3 clusters Score: Raw -12494.310859 + Penalty 765.430163 = -11728.880696 nChanged 11 SP:Iteration 3Q (40.278212 sec): 3 clusters Score: Raw -12510.057582 + Penalty 801.203163 = -11708.854419 nChanged 8 SP:Iteration 4F (40.278949 sec): 3 clusters Score: Raw -12529.171858 + Penalty 835.190524 = -11693.981334 nChanged 5 SP:Iteration 5F (40.279685 sec): 3 clusters Score: Raw -12537.366061 + Penalty 839.814425 = -11697.551636 nChanged 1 SP:Iteration 6Q (40.280351 sec): 3 clusters Score: Raw -12541.634098 + Penalty 839.814425 = -11701.819673 nChanged 0 SP:Iteration 7F (40.281088 sec): 3 clusters Score: Raw -12541.634098 + Penalty 839.814425 = -11701.819673 nChanged 0 Memory request: 0.04 GB would take us to total of 0.22 GB. Trying to split cluster 11 (8486 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.318570 sec): 2 clusters Score: Raw -344105.960394 + Penalty 260.325221 = -343845.635173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.334672 sec): 3 clusters Score: Raw -338485.997811 + Penalty 637.187920 = -337848.809890 nChanged 3972 SP:Iteration 1F (40.350071 sec): 3 clusters Score: Raw -341890.442816 + Penalty 773.164652 = -341117.278163 nChanged 1215 SP:Iteration 2F (40.365478 sec): 3 clusters Score: Raw -343097.005868 + Penalty 848.149844 = -342248.856024 nChanged 557 SP:Iteration 3F (40.380606 sec): 3 clusters Score: Raw -343669.514720 + Penalty 867.890081 = -342801.624639 nChanged 296 SP:Iteration 4Q (40.394414 sec): 3 clusters Score: Raw -344008.500735 + Penalty 755.416921 = -343253.083814 nChanged 138 SP:Iteration 5Q (40.407375 sec): 3 clusters Score: Raw -344180.269100 + Penalty 567.810760 = -343612.458339 nChanged 47 SP:Iteration 6Q (40.419595 sec): 3 clusters Score: Raw -344240.159075 + Penalty 459.240638 = -343780.918436 nChanged 19 SP:Iteration 7Q (40.431534 sec): 3 clusters Score: Raw -344267.001742 + Penalty 397.438418 = -343869.563324 nChanged 11 SP:Iteration 8Q (40.443639 sec): 3 clusters Score: Raw -344295.395943 + Penalty 363.087683 = -343932.308260 nChanged 5 SP:Iteration 9Q (40.456278 sec): 3 clusters Score: Raw -344302.787287 + Penalty 361.931944 = -343940.855343 nChanged 2 SP:Iteration 10F (40.472006 sec): 3 clusters Score: Raw -344303.143036 + Penalty 361.347617 = -343941.795419 nChanged 3 SP:Iteration 11Q (40.483983 sec): 3 clusters Score: Raw -344303.733882 + Penalty 361.183257 = -343942.550625 nChanged 1 SP:Iteration 12Q (40.495800 sec): 3 clusters Score: Raw -344303.837062 + Penalty 362.436281 = -343941.400780 nChanged 2 SP:Iteration 13F (40.510946 sec): 3 clusters Score: Raw -344304.052068 + Penalty 362.436281 = -343941.615786 nChanged 0 Score: Raw -766708.279871 + Penalty 13389.810329 = -753318.469542 Splitting cluster 11 changes total score from -738541.432658 to -753318.469542 So it's getting split into cluster 1. Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 14 (952 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.679998 sec): 2 clusters Score: Raw -40951.890660 + Penalty 1016.484080 = -39935.406580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.681938 sec): 3 clusters Score: Raw -40595.487343 + Penalty 2030.113612 = -38565.373730 nChanged 275 SP:Iteration 1F (40.683796 sec): 3 clusters Score: Raw -40836.063515 + Penalty 2027.985166 = -38808.078349 nChanged 75 SP:Iteration 2F (40.685694 sec): 3 clusters Score: Raw -40906.646457 + Penalty 2026.044587 = -38880.601871 nChanged 43 SP:Iteration 3Q (40.687610 sec): 3 clusters Score: Raw -40947.349495 + Penalty 2023.346101 = -38924.003394 nChanged 29 SP:Iteration 4Q (40.689423 sec): 3 clusters Score: Raw -40980.107461 + Penalty 2023.559969 = -38956.547491 nChanged 28 SP:Iteration 5Q (40.691218 sec): 3 clusters Score: Raw -41012.762863 + Penalty 2023.483479 = -38989.279385 nChanged 21 SP:Iteration 6Q (40.693007 sec): 3 clusters Score: Raw -41030.139611 + Penalty 2022.879614 = -39007.259997 nChanged 16 SP:Iteration 7Q (40.694794 sec): 3 clusters Score: Raw -41045.681686 + Penalty 2023.226846 = -39022.454840 nChanged 16 SP:Iteration 8Q (40.696619 sec): 3 clusters Score: Raw -41064.506292 + Penalty 2022.906545 = -39041.599747 nChanged 11 SP:Iteration 9Q (40.698436 sec): 3 clusters Score: Raw -41076.474036 + Penalty 2023.307098 = -39053.166937 nChanged 7 SP:Iteration 10F (40.700244 sec): 3 clusters Score: Raw -41083.779381 + Penalty 2023.608129 = -39060.171252 nChanged 9 SP:Iteration 11Q (40.702035 sec): 3 clusters Score: Raw -41090.427370 + Penalty 2024.142736 = -39066.284634 nChanged 8 SP:Iteration 12Q (40.703882 sec): 3 clusters Score: Raw -41096.325964 + Penalty 2023.606678 = -39072.719287 nChanged 6 SP:Iteration 13Q (40.705692 sec): 3 clusters Score: Raw -41100.526106 + Penalty 2024.096358 = -39076.429748 nChanged 10 SP:Iteration 14Q (40.707582 sec): 3 clusters Score: Raw -41111.379859 + Penalty 2024.648063 = -39086.731796 nChanged 10 SP:Iteration 15Q (40.709389 sec): 3 clusters Score: Raw -41117.865907 + Penalty 2024.881068 = -39092.984839 nChanged 5 SP:Iteration 16Q (40.711175 sec): 3 clusters Score: Raw -41121.244182 + Penalty 2024.962599 = -39096.281583 nChanged 1 SP:Iteration 17Q (40.712938 sec): 3 clusters Score: Raw -41121.846584 + Penalty 2024.962599 = -39096.883984 nChanged 0 SP:Iteration 18F (40.714751 sec): 3 clusters Score: Raw -41121.846584 + Penalty 2024.962599 = -39096.883984 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 15 (905 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.718342 sec): 2 clusters Score: Raw -38969.086970 + Penalty 346.741182 = -38622.345787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.720193 sec): 3 clusters Score: Raw -38454.893132 + Penalty 708.360248 = -37746.532884 nChanged 366 SP:Iteration 1F (40.722057 sec): 3 clusters Score: Raw -38780.029786 + Penalty 723.664127 = -38056.365660 nChanged 100 SP:Iteration 2F (40.723961 sec): 3 clusters Score: Raw -38888.183548 + Penalty 754.537751 = -38133.645797 nChanged 73 SP:Iteration 3F (40.725716 sec): 3 clusters Score: Raw -38985.459674 + Penalty 787.807098 = -38197.652576 nChanged 61 SP:Iteration 4F (40.727452 sec): 3 clusters Score: Raw -39054.832360 + Penalty 818.985831 = -38235.846530 nChanged 30 SP:Iteration 5Q (40.729188 sec): 3 clusters Score: Raw -39091.876563 + Penalty 845.548852 = -38246.327710 nChanged 20 SP:Iteration 6Q (40.730873 sec): 3 clusters Score: Raw -39106.475062 + Penalty 851.477758 = -38254.997304 nChanged 5 SP:Iteration 7Q (40.732508 sec): 3 clusters Score: Raw -39108.305608 + Penalty 853.518377 = -38254.787232 nChanged 1 SP:Iteration 8F (40.734245 sec): 3 clusters Score: Raw -39108.484217 + Penalty 853.518377 = -38254.965840 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 19 (772 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.737411 sec): 2 clusters Score: Raw -35850.711584 + Penalty 922.169237 = -34928.542347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.738973 sec): 3 clusters Score: Raw -35588.132815 + Penalty 1844.729804 = -33743.403012 nChanged 247 SP:Iteration 1F (40.740506 sec): 3 clusters Score: Raw -35821.684655 + Penalty 1844.447403 = -33977.237253 nChanged 71 SP:Iteration 2F (40.742059 sec): 3 clusters Score: Raw -35901.207029 + Penalty 1843.529160 = -34057.677869 nChanged 36 SP:Iteration 3Q (40.743584 sec): 3 clusters Score: Raw -35938.122021 + Penalty 1842.015556 = -34096.106465 nChanged 24 SP:Iteration 4Q (40.745099 sec): 3 clusters Score: Raw -35960.818222 + Penalty 1841.990668 = -34118.827553 nChanged 11 SP:Iteration 5Q (40.746600 sec): 3 clusters Score: Raw -35974.020192 + Penalty 1841.423790 = -34132.596402 nChanged 9 SP:Iteration 6Q (40.748094 sec): 3 clusters Score: Raw -35978.070664 + Penalty 1841.423790 = -34136.646874 nChanged 0 SP:Iteration 7F (40.749627 sec): 3 clusters Score: Raw -35978.070664 + Penalty 1841.423790 = -34136.646874 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 21 (812 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.753141 sec): 2 clusters Score: Raw -37140.683901 + Penalty 855.062865 = -36285.621036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.754781 sec): 3 clusters Score: Raw -36783.661872 + Penalty 1709.624943 = -35074.036929 nChanged 240 SP:Iteration 1F (40.756437 sec): 3 clusters Score: Raw -36924.767343 + Penalty 1710.018930 = -35214.748413 nChanged 49 SP:Iteration 2F (40.758133 sec): 3 clusters Score: Raw -36962.070603 + Penalty 1710.051373 = -35252.019229 nChanged 41 SP:Iteration 3F (40.759829 sec): 3 clusters Score: Raw -36993.179407 + Penalty 1710.140867 = -35283.038540 nChanged 32 SP:Iteration 4Q (40.761547 sec): 3 clusters Score: Raw -37030.042025 + Penalty 1710.114854 = -35319.927171 nChanged 19 SP:Iteration 5Q (40.763171 sec): 3 clusters Score: Raw -37047.101753 + Penalty 1710.095978 = -35337.005775 nChanged 19 SP:Iteration 6Q (40.764745 sec): 3 clusters Score: Raw -37060.992564 + Penalty 1710.116348 = -35350.876216 nChanged 10 SP:Iteration 7Q (40.766443 sec): 3 clusters Score: Raw -37069.098865 + Penalty 1710.177246 = -35358.921620 nChanged 9 SP:Iteration 8Q (40.768228 sec): 3 clusters Score: Raw -37073.809161 + Penalty 1710.160134 = -35363.649028 nChanged 9 SP:Iteration 9Q (40.769946 sec): 3 clusters Score: Raw -37078.393631 + Penalty 1710.315373 = -35368.078258 nChanged 6 SP:Iteration 10F (40.771675 sec): 3 clusters Score: Raw -37083.244808 + Penalty 1710.301945 = -35372.942863 nChanged 5 SP:Iteration 11Q (40.773315 sec): 3 clusters Score: Raw -37085.344093 + Penalty 1710.460366 = -35374.883727 nChanged 3 SP:Iteration 12Q (40.774926 sec): 3 clusters Score: Raw -37087.148767 + Penalty 1710.636068 = -35376.512699 nChanged 2 SP:Iteration 13Q (40.776557 sec): 3 clusters Score: Raw -37089.393052 + Penalty 1710.583395 = -35378.809657 nChanged 1 SP:Iteration 14Q (40.779245 sec): 3 clusters Score: Raw -37090.246400 + Penalty 1710.484568 = -35379.761832 nChanged 2 SP:Iteration 15Q (40.782749 sec): 3 clusters Score: Raw -37091.170172 + Penalty 1710.374505 = -35380.795667 nChanged 2 SP:Iteration 16Q (40.784523 sec): 3 clusters Score: Raw -37092.121554 + Penalty 1710.461493 = -35381.660061 nChanged 3 SP:Iteration 17Q (40.786266 sec): 3 clusters Score: Raw -37093.759319 + Penalty 1710.714572 = -35383.044747 nChanged 3 SP:Iteration 18Q (40.788521 sec): 3 clusters Score: Raw -37097.502114 + Penalty 1711.128465 = -35386.373649 nChanged 6 SP:Iteration 19Q (40.790103 sec): 3 clusters Score: Raw -37105.381630 + Penalty 1711.207807 = -35394.173823 nChanged 12 SP:Iteration 20F (40.791695 sec): 3 clusters Score: Raw -37116.444106 + Penalty 1711.199289 = -35405.244817 nChanged 16 SP:Iteration 21Q (40.793264 sec): 3 clusters Score: Raw -37127.619474 + Penalty 1711.266382 = -35416.353092 nChanged 12 SP:Iteration 22Q (40.794829 sec): 3 clusters Score: Raw -37136.644703 + Penalty 1711.718480 = -35424.926224 nChanged 9 SP:Iteration 23Q (40.796394 sec): 3 clusters Score: Raw -37142.938218 + Penalty 1711.399351 = -35431.538867 nChanged 5 SP:Iteration 24Q (40.797961 sec): 3 clusters Score: Raw -37145.536924 + Penalty 1710.933602 = -35434.603322 nChanged 4 SP:Iteration 25Q (40.799526 sec): 3 clusters Score: Raw -37148.449988 + Penalty 1710.411866 = -35438.038122 nChanged 4 SP:Iteration 26Q (40.801092 sec): 3 clusters Score: Raw -37153.374193 + Penalty 1709.678566 = -35443.695627 nChanged 7 SP:Iteration 27Q (40.802671 sec): 3 clusters Score: Raw -37159.768024 + Penalty 1708.659704 = -35451.108320 nChanged 8 SP:Iteration 28Q (40.804293 sec): 3 clusters Score: Raw -37166.450537 + Penalty 1708.555115 = -35457.895422 nChanged 8 SP:Iteration 29Q (40.805901 sec): 3 clusters Score: Raw -37177.543040 + Penalty 1709.765450 = -35467.777590 nChanged 7 SP:Iteration 30F (40.807501 sec): 3 clusters Score: Raw -37189.096530 + Penalty 1710.125730 = -35478.970800 nChanged 10 SP:Iteration 31Q (40.809058 sec): 3 clusters Score: Raw -37195.922220 + Penalty 1709.710646 = -35486.211574 nChanged 4 SP:Iteration 32Q (40.810612 sec): 3 clusters Score: Raw -37198.126253 + Penalty 1709.275371 = -35488.850883 nChanged 4 SP:Iteration 33Q (40.812213 sec): 3 clusters Score: Raw -37199.367654 + Penalty 1709.911011 = -35489.456643 nChanged 3 SP:Iteration 34Q (40.813793 sec): 3 clusters Score: Raw -37202.268200 + Penalty 1710.572576 = -35491.695624 nChanged 5 SP:Iteration 35Q (40.815370 sec): 3 clusters Score: Raw -37205.188504 + Penalty 1711.528432 = -35493.660072 nChanged 4 SP:Iteration 36Q (40.816927 sec): 3 clusters Score: Raw -37207.713556 + Penalty 1711.764075 = -35495.949481 nChanged 1 SP:Iteration 37Q (40.818514 sec): 3 clusters Score: Raw -37208.249327 + Penalty 1711.536894 = -35496.712433 nChanged 1 SP:Iteration 38Q (40.820089 sec): 3 clusters Score: Raw -37209.319562 + Penalty 1710.843765 = -35498.475796 nChanged 3 SP:Iteration 39Q (40.821635 sec): 3 clusters Score: Raw -37211.966837 + Penalty 1711.078428 = -35500.888409 nChanged 1 SP:Iteration 40F (40.823223 sec): 3 clusters Score: Raw -37212.460042 + Penalty 1711.078428 = -35501.381614 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 37 (320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.824606 sec): 2 clusters Score: Raw -9990.950404 + Penalty 389.593876 = -9601.356527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.825429 sec): 3 clusters Score: Raw -9919.815043 + Penalty 802.573943 = -9117.241100 nChanged 82 SP:Iteration 1F (40.826212 sec): 3 clusters Score: Raw -10037.026559 + Penalty 815.340014 = -9221.686545 nChanged 30 SP:Iteration 2F (40.826998 sec): 3 clusters Score: Raw -10084.016925 + Penalty 814.931514 = -9269.085411 nChanged 10 SP:Iteration 3Q (40.827754 sec): 3 clusters Score: Raw -10098.118730 + Penalty 810.788405 = -9287.330325 nChanged 4 SP:Iteration 4Q (40.828542 sec): 3 clusters Score: Raw -10111.282815 + Penalty 806.029554 = -9305.253261 nChanged 3 SP:Iteration 5Q (40.829292 sec): 3 clusters Score: Raw -10124.688033 + Penalty 806.749068 = -9317.938965 nChanged 2 SP:Iteration 6Q (40.830037 sec): 3 clusters Score: Raw -10131.376640 + Penalty 806.353653 = -9325.022987 nChanged 4 SP:Iteration 7Q (40.830811 sec): 3 clusters Score: Raw -10147.215176 + Penalty 805.298475 = -9341.916701 nChanged 2 SP:Iteration 8Q (40.831555 sec): 3 clusters Score: Raw -10148.234148 + Penalty 803.640460 = -9344.593688 nChanged 2 SP:Iteration 9Q (40.832291 sec): 3 clusters Score: Raw -10149.301707 + Penalty 799.957605 = -9349.344101 nChanged 3 SP:Iteration 10F (40.833069 sec): 3 clusters Score: Raw -10154.976122 + Penalty 797.998570 = -9356.977552 nChanged 2 SP:Iteration 11Q (40.833804 sec): 3 clusters Score: Raw -10155.389376 + Penalty 797.419934 = -9357.969443 nChanged 1 SP:Iteration 12Q (40.834539 sec): 3 clusters Score: Raw -10155.577435 + Penalty 798.216192 = -9357.361242 nChanged 1 SP:Iteration 13F (40.835318 sec): 3 clusters Score: Raw -10157.852550 + Penalty 797.240529 = -9360.612022 nChanged 2 SP:Iteration 14Q (40.836053 sec): 3 clusters Score: Raw -10160.298617 + Penalty 795.923943 = -9364.374674 nChanged 3 SP:Iteration 15Q (40.836788 sec): 3 clusters Score: Raw -10161.691067 + Penalty 795.852131 = -9365.838936 nChanged 1 SP:Iteration 16Q (40.837524 sec): 3 clusters Score: Raw -10165.766791 + Penalty 794.984043 = -9370.782748 nChanged 1 SP:Iteration 17Q (40.838257 sec): 3 clusters Score: Raw -10169.411128 + Penalty 795.579063 = -9373.832064 nChanged 2 SP:Iteration 18Q (40.838988 sec): 3 clusters Score: Raw -10171.160332 + Penalty 793.671331 = -9377.489000 nChanged 2 SP:Iteration 19Q (40.839720 sec): 3 clusters Score: Raw -10172.271509 + Penalty 793.211030 = -9379.060479 nChanged 1 SP:Iteration 20F (40.840496 sec): 3 clusters Score: Raw -10174.314431 + Penalty 793.211030 = -9381.103401 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 41 (424 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.842139 sec): 2 clusters Score: Raw -21145.128450 + Penalty 679.990158 = -20465.138292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.843109 sec): 3 clusters Score: Raw -21008.295978 + Penalty 1359.731092 = -19648.564886 nChanged 103 SP:Iteration 1F (40.844067 sec): 3 clusters Score: Raw -21125.912988 + Penalty 1359.980316 = -19765.932672 nChanged 35 SP:Iteration 2F (40.845022 sec): 3 clusters Score: Raw -21162.482786 + Penalty 1360.035571 = -19802.447215 nChanged 17 SP:Iteration 3Q (40.845969 sec): 3 clusters Score: Raw -21183.561616 + Penalty 1360.051023 = -19823.510593 nChanged 6 SP:Iteration 4Q (40.846917 sec): 3 clusters Score: Raw -21188.457977 + Penalty 1360.052097 = -19828.405880 nChanged 6 SP:Iteration 5Q (40.847854 sec): 3 clusters Score: Raw -21193.478390 + Penalty 1360.175967 = -19833.302424 nChanged 4 SP:Iteration 6Q (40.848801 sec): 3 clusters Score: Raw -21196.385371 + Penalty 1360.240739 = -19836.144632 nChanged 3 SP:Iteration 7Q (40.849789 sec): 3 clusters Score: Raw -21199.545142 + Penalty 1360.177781 = -19839.367361 nChanged 3 SP:Iteration 8Q (40.850769 sec): 3 clusters Score: Raw -21202.370676 + Penalty 1360.273816 = -19842.096860 nChanged 1 SP:Iteration 9Q (40.851746 sec): 3 clusters Score: Raw -21203.239837 + Penalty 1360.393317 = -19842.846521 nChanged 2 SP:Iteration 10F (40.852727 sec): 3 clusters Score: Raw -21205.126673 + Penalty 1360.549450 = -19844.577224 nChanged 2 SP:Iteration 11Q (40.853662 sec): 3 clusters Score: Raw -21207.496953 + Penalty 1360.549450 = -19846.947503 nChanged 0 SP:Iteration 12F (40.854615 sec): 3 clusters Score: Raw -21207.496953 + Penalty 1360.549450 = -19846.947503 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 43 (733 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.857208 sec): 2 clusters Score: Raw -33840.951431 + Penalty 558.737884 = -33282.213547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.858745 sec): 3 clusters Score: Raw -33457.804864 + Penalty 1116.109439 = -32341.695425 nChanged 227 SP:Iteration 1F (40.860258 sec): 3 clusters Score: Raw -33577.769675 + Penalty 1115.639792 = -32462.129883 nChanged 67 SP:Iteration 2F (40.861862 sec): 3 clusters Score: Raw -33617.304520 + Penalty 1116.334399 = -32500.970121 nChanged 29 SP:Iteration 3Q (40.863478 sec): 3 clusters Score: Raw -33633.805810 + Penalty 1115.650291 = -32518.155519 nChanged 21 SP:Iteration 4Q (40.865026 sec): 3 clusters Score: Raw -33646.914809 + Penalty 1115.464085 = -32531.450723 nChanged 17 SP:Iteration 5Q (40.866514 sec): 3 clusters Score: Raw -33654.699361 + Penalty 1114.452412 = -32540.246949 nChanged 11 SP:Iteration 6Q (40.868048 sec): 3 clusters Score: Raw -33659.209751 + Penalty 1114.009871 = -32545.199880 nChanged 6 SP:Iteration 7Q (40.869559 sec): 3 clusters Score: Raw -33661.282201 + Penalty 1112.582390 = -32548.699811 nChanged 8 SP:Iteration 8Q (40.871059 sec): 3 clusters Score: Raw -33667.082184 + Penalty 1111.568147 = -32555.514037 nChanged 11 SP:Iteration 9Q (40.872547 sec): 3 clusters Score: Raw -33672.754479 + Penalty 1110.871622 = -32561.882858 nChanged 14 SP:Iteration 10F (40.874069 sec): 3 clusters Score: Raw -33680.426608 + Penalty 1110.402085 = -32570.024523 nChanged 14 SP:Iteration 11Q (40.875580 sec): 3 clusters Score: Raw -33690.587547 + Penalty 1109.010944 = -32581.576602 nChanged 16 SP:Iteration 12Q (40.877080 sec): 3 clusters Score: Raw -33701.839024 + Penalty 1105.713974 = -32596.125050 nChanged 23 SP:Iteration 13Q (40.878563 sec): 3 clusters Score: Raw -33719.777216 + Penalty 1104.496561 = -32615.280655 nChanged 16 SP:Iteration 14Q (40.880086 sec): 3 clusters Score: Raw -33738.536969 + Penalty 1102.477625 = -32636.059344 nChanged 18 SP:Iteration 15Q (40.881589 sec): 3 clusters Score: Raw -33748.259743 + Penalty 1101.295330 = -32646.964412 nChanged 14 SP:Iteration 16Q (40.883077 sec): 3 clusters Score: Raw -33753.284461 + Penalty 1100.920996 = -32652.363466 nChanged 9 SP:Iteration 17Q (40.884576 sec): 3 clusters Score: Raw -33756.974830 + Penalty 1100.574351 = -32656.400480 nChanged 10 SP:Iteration 18Q (40.886117 sec): 3 clusters Score: Raw -33759.797595 + Penalty 1099.911367 = -32659.886227 nChanged 5 SP:Iteration 19Q (40.887619 sec): 3 clusters Score: Raw -33761.404520 + Penalty 1099.106958 = -32662.297562 nChanged 5 SP:Iteration 20F (40.889119 sec): 3 clusters Score: Raw -33764.021265 + Penalty 1098.826750 = -32665.194516 nChanged 3 SP:Iteration 21Q (40.890613 sec): 3 clusters Score: Raw -33764.591407 + Penalty 1098.619489 = -32665.971918 nChanged 4 SP:Iteration 22Q (40.892124 sec): 3 clusters Score: Raw -33765.429420 + Penalty 1098.495515 = -32666.933906 nChanged 2 SP:Iteration 23Q (40.893613 sec): 3 clusters Score: Raw -33766.228213 + Penalty 1098.389584 = -32667.838630 nChanged 2 SP:Iteration 24Q (40.895088 sec): 3 clusters Score: Raw -33766.771428 + Penalty 1098.387671 = -32668.383757 nChanged 2 SP:Iteration 25Q (40.896553 sec): 3 clusters Score: Raw -33767.302578 + Penalty 1097.096129 = -32670.206450 nChanged 4 SP:Iteration 26Q (40.898064 sec): 3 clusters Score: Raw -33769.373529 + Penalty 1096.679193 = -32672.694336 nChanged 3 SP:Iteration 27Q (40.899551 sec): 3 clusters Score: Raw -33770.882135 + Penalty 1096.786782 = -32674.095352 nChanged 6 SP:Iteration 28Q (40.901026 sec): 3 clusters Score: Raw -33772.006898 + Penalty 1097.030776 = -32674.976122 nChanged 4 SP:Iteration 29Q (40.902500 sec): 3 clusters Score: Raw -33772.488723 + Penalty 1098.102208 = -32674.386514 nChanged 4 SP:Iteration 30F (40.904046 sec): 3 clusters Score: Raw -33774.161202 + Penalty 1100.019705 = -32674.141496 nChanged 12 SP:Iteration 31F (40.905545 sec): 3 clusters Score: Raw -33780.383611 + Penalty 1101.562002 = -32678.821609 nChanged 10 SP:Iteration 32Q (40.907012 sec): 3 clusters Score: Raw -33788.840905 + Penalty 1104.165123 = -32684.675782 nChanged 14 SP:Iteration 33Q (40.908484 sec): 3 clusters Score: Raw -33800.941438 + Penalty 1107.317969 = -32693.623469 nChanged 17 SP:Iteration 34Q (40.909964 sec): 3 clusters Score: Raw -33813.210668 + Penalty 1111.566234 = -32701.644434 nChanged 14 SP:Iteration 35Q (40.911415 sec): 3 clusters Score: Raw -33823.671263 + Penalty 1119.285886 = -32704.385377 nChanged 17 SP:Iteration 36Q (40.912849 sec): 3 clusters Score: Raw -33838.356053 + Penalty 1132.555323 = -32705.800730 nChanged 20 SP:Iteration 37Q (40.914249 sec): 3 clusters Score: Raw -33858.922867 + Penalty 1158.886616 = -32700.036251 nChanged 22 SP:Iteration 38F (40.915712 sec): 3 clusters Score: Raw -33879.306555 + Penalty 1170.569045 = -32708.737510 nChanged 11 SP:Iteration 39Q (40.917076 sec): 3 clusters Score: Raw -33890.105329 + Penalty 1184.235607 = -32705.869722 nChanged 10 SP:Iteration 40F (40.918555 sec): 3 clusters Score: Raw -33899.143928 + Penalty 1190.454178 = -32708.689750 nChanged 8 SP:Iteration 41Q (40.919933 sec): 3 clusters Score: Raw -33904.464331 + Penalty 1195.013128 = -32709.451203 nChanged 4 SP:Iteration 42Q (40.921274 sec): 3 clusters Score: Raw -33907.500769 + Penalty 1199.820435 = -32707.680333 nChanged 3 SP:Iteration 43F (40.922755 sec): 3 clusters Score: Raw -33909.624139 + Penalty 1203.328685 = -32706.295454 nChanged 3 SP:Iteration 44F (40.924245 sec): 3 clusters Score: Raw -33911.685537 + Penalty 1211.710402 = -32699.975134 nChanged 4 SP:Iteration 45F (40.925727 sec): 3 clusters Score: Raw -33916.991158 + Penalty 1218.743719 = -32698.247439 nChanged 4 SP:Iteration 46F (40.927196 sec): 3 clusters Score: Raw -33921.538663 + Penalty 1221.268937 = -32700.269726 nChanged 3 SP:Iteration 47Q (40.928503 sec): 3 clusters Score: Raw -33924.612939 + Penalty 1229.615211 = -32694.997728 nChanged 4 SP:Iteration 48F (40.930000 sec): 3 clusters Score: Raw -33931.723560 + Penalty 1231.851463 = -32699.872096 nChanged 1 SP:Iteration 49Q (40.931295 sec): 3 clusters Score: Raw -33933.566083 + Penalty 1231.851463 = -32701.714620 nChanged 0 SP:Iteration 50F (40.932773 sec): 3 clusters Score: Raw -33933.566083 + Penalty 1231.851463 = -32701.714620 nChanged 0 Iteration 181F (41.105301 sec): 17 clusters Score: Raw -751990.215943 + Penalty 13366.499094 = -738623.716849 nChanged 18 Iteration 182Q (41.151547 sec): 17 clusters Score: Raw -751997.283140 + Penalty 13367.083757 = -738630.199384 nChanged 7 Iteration 183Q (41.197416 sec): 17 clusters Score: Raw -751997.824968 + Penalty 13368.057302 = -738629.767667 nChanged 7 Iteration 184F (41.356809 sec): 17 clusters Score: Raw -751998.376289 + Penalty 13368.506787 = -738629.869502 nChanged 7 Iteration 185Q (41.402590 sec): 17 clusters Score: Raw -751998.959897 + Penalty 13368.561421 = -738630.398476 nChanged 6 Iteration 186Q (41.447826 sec): 17 clusters Score: Raw -751999.162226 + Penalty 13368.762041 = -738630.400185 nChanged 5 Iteration 187Q (41.493652 sec): 17 clusters Score: Raw -751999.278798 + Penalty 13368.902930 = -738630.375868 nChanged 5 Iteration 188F (41.652247 sec): 17 clusters Score: Raw -751999.343850 + Penalty 13368.933560 = -738630.410290 nChanged 1 Iteration 189Q (41.699211 sec): 17 clusters Score: Raw -751999.379919 + Penalty 13368.832479 = -738630.547440 nChanged 3 Iteration 190F (41.860889 sec): 17 clusters Score: Raw -751999.508399 + Penalty 13369.219505 = -738630.288894 nChanged 3 Iteration 191F (42.021844 sec): 17 clusters Score: Raw -751999.551024 + Penalty 13369.274878 = -738630.276145 nChanged 1 Iteration 192F (42.185119 sec): 17 clusters Score: Raw -751999.555925 + Penalty 13369.306949 = -738630.248975 nChanged 1 Iteration 193F (42.348488 sec): 17 clusters Score: Raw -751999.561645 + Penalty 13369.347360 = -738630.214285 nChanged 1 Iteration 194F (42.508521 sec): 17 clusters Score: Raw -751999.576782 + Penalty 13369.371748 = -738630.205034 nChanged 1 Iteration 195F (42.668710 sec): 17 clusters Score: Raw -751999.593013 + Penalty 13369.371748 = -738630.221265 nChanged 0 Writing temp clu file Memory request: 0.09 GB would take us to total of 0.18 GB. Compute initial score before splitting: Score: Raw -751999.593013 + Penalty 13369.371748 = -738630.221265Memory request: 0.04 GB would take us to total of 0.22 GB. Trying to split cluster 1 (8379 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.748653 sec): 2 clusters Score: Raw -340513.445838 + Penalty 261.989086 = -340251.456752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.764259 sec): 3 clusters Score: Raw -334921.345289 + Penalty 496.723614 = -334424.621676 nChanged 3931 SP:Iteration 1F (42.779656 sec): 3 clusters Score: Raw -338696.721828 + Penalty 511.279448 = -338185.442380 nChanged 1299 SP:Iteration 2F (42.795404 sec): 3 clusters Score: Raw -340218.639785 + Penalty 551.107659 = -339667.532126 nChanged 267 SP:Iteration 3Q (42.814920 sec): 3 clusters Score: Raw -340515.476654 + Penalty 588.641402 = -339926.835252 nChanged 63 SP:Iteration 4Q (42.828304 sec): 3 clusters Score: Raw -340573.474920 + Penalty 596.834607 = -339976.640313 nChanged 16 SP:Iteration 5Q (42.841099 sec): 3 clusters Score: Raw -340585.978020 + Penalty 597.345669 = -339988.632351 nChanged 4 SP:Iteration 6Q (42.853539 sec): 3 clusters Score: Raw -340588.798116 + Penalty 605.464269 = -339983.333847 nChanged 1 SP:Iteration 7F (42.869335 sec): 3 clusters Score: Raw -340589.882333 + Penalty 614.488060 = -339975.394273 nChanged 1 SP:Iteration 8F (42.885083 sec): 3 clusters Score: Raw -340591.931080 + Penalty 617.535267 = -339974.395813 nChanged 1 SP:Iteration 9F (42.900682 sec): 3 clusters Score: Raw -340594.871393 + Penalty 616.441222 = -339978.430171 nChanged 2 SP:Iteration 10F (42.916242 sec): 3 clusters Score: Raw -340596.389112 + Penalty 616.441222 = -339979.947890 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 2 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.920727 sec): 2 clusters Score: Raw -1726.164014 + Penalty 47.936571 = -1678.227443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.921014 sec): 3 clusters Score: Raw -1715.018215 + Penalty 103.361476 = -1611.656739 nChanged 7 SP:Iteration 1F (42.921310 sec): 3 clusters Score: Raw -1721.781763 + Penalty 101.824048 = -1619.957715 nChanged 1 SP:Iteration 2Q (42.921587 sec): 3 clusters Score: Raw -1723.897853 + Penalty 98.012960 = -1625.884893 nChanged 2 SP:Iteration 3Q (42.921847 sec): 3 clusters Score: Raw -1727.149578 + Penalty 95.873142 = -1631.276436 nChanged 1 SP:Iteration 4Q (42.922105 sec): 3 clusters Score: Raw -1727.503562 + Penalty 95.873142 = -1631.630420 nChanged 0 SP:Iteration 5F (42.922365 sec): 3 clusters Score: Raw -1727.503562 + Penalty 95.873142 = -1631.630420 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 3 (1601 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.931279 sec): 2 clusters Score: Raw -74892.555099 + Penalty 745.976881 = -74146.578218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.936852 sec): 3 clusters Score: Raw -74124.391520 + Penalty 1491.412886 = -72632.978634 nChanged 596 SP:Iteration 1F (42.940601 sec): 3 clusters Score: Raw -74514.365933 + Penalty 1490.066198 = -73024.299735 nChanged 154 SP:Iteration 2F (42.943674 sec): 3 clusters Score: Raw -74627.298848 + Penalty 1489.416939 = -73137.881909 nChanged 110 SP:Iteration 3F (42.946725 sec): 3 clusters Score: Raw -74722.486872 + Penalty 1488.073992 = -73234.412879 nChanged 119 SP:Iteration 4F (42.949748 sec): 3 clusters Score: Raw -74835.823422 + Penalty 1486.584624 = -73349.238798 nChanged 93 SP:Iteration 5F (42.952751 sec): 3 clusters Score: Raw -74913.181861 + Penalty 1486.997756 = -73426.184105 nChanged 66 SP:Iteration 6Q (42.955780 sec): 3 clusters Score: Raw -74969.806642 + Penalty 1489.212338 = -73480.594304 nChanged 57 SP:Iteration 7Q (42.958793 sec): 3 clusters Score: Raw -75017.933250 + Penalty 1488.320065 = -73529.613185 nChanged 33 SP:Iteration 8Q (42.961755 sec): 3 clusters Score: Raw -75043.064428 + Penalty 1487.093047 = -73555.971380 nChanged 22 SP:Iteration 9Q (42.964731 sec): 3 clusters Score: Raw -75057.809916 + Penalty 1488.261025 = -73569.548891 nChanged 12 SP:Iteration 10F (42.967695 sec): 3 clusters Score: Raw -75066.133305 + Penalty 1487.941575 = -73578.191730 nChanged 9 SP:Iteration 11Q (42.970644 sec): 3 clusters Score: Raw -75071.892350 + Penalty 1489.161402 = -73582.730948 nChanged 8 SP:Iteration 12Q (42.973597 sec): 3 clusters Score: Raw -75075.334320 + Penalty 1490.047789 = -73585.286531 nChanged 4 SP:Iteration 13Q (42.976512 sec): 3 clusters Score: Raw -75079.030190 + Penalty 1491.373713 = -73587.656477 nChanged 3 SP:Iteration 14Q (42.979420 sec): 3 clusters Score: Raw -75082.215679 + Penalty 1491.433744 = -73590.781934 nChanged 3 SP:Iteration 15Q (42.982328 sec): 3 clusters Score: Raw -75085.680891 + Penalty 1491.433744 = -73594.247147 nChanged 0 SP:Iteration 16F (42.985280 sec): 3 clusters Score: Raw -75085.680891 + Penalty 1491.433744 = -73594.247147 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 4 (1790 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.994582 sec): 2 clusters Score: Raw -73695.990765 + Penalty 77.682230 = -73618.308535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.998019 sec): 3 clusters Score: Raw -72526.297299 + Penalty 154.813698 = -72371.483601 nChanged 833 SP:Iteration 1F (43.001310 sec): 3 clusters Score: Raw -73047.587129 + Penalty 157.314476 = -72890.272654 nChanged 182 SP:Iteration 2F (43.004657 sec): 3 clusters Score: Raw -73179.420441 + Penalty 162.220784 = -73017.199658 nChanged 161 SP:Iteration 3F (43.008077 sec): 3 clusters Score: Raw -73338.535838 + Penalty 167.419866 = -73171.115972 nChanged 126 SP:Iteration 4F (43.011402 sec): 3 clusters Score: Raw -73474.017972 + Penalty 171.545723 = -73302.472249 nChanged 91 SP:Iteration 5F (43.014739 sec): 3 clusters Score: Raw -73566.234114 + Penalty 179.620268 = -73386.613846 nChanged 52 SP:Iteration 6Q (43.017856 sec): 3 clusters Score: Raw -73610.890361 + Penalty 188.723815 = -73422.166546 nChanged 30 SP:Iteration 7Q (43.020790 sec): 3 clusters Score: Raw -73629.044233 + Penalty 191.455485 = -73437.588748 nChanged 23 SP:Iteration 8Q (43.023578 sec): 3 clusters Score: Raw -73644.733568 + Penalty 199.996800 = -73444.736768 nChanged 19 SP:Iteration 9Q (43.026339 sec): 3 clusters Score: Raw -73656.833077 + Penalty 192.476774 = -73464.356303 nChanged 17 SP:Iteration 10F (43.029776 sec): 3 clusters Score: Raw -73669.394346 + Penalty 193.458680 = -73475.935666 nChanged 14 SP:Iteration 11Q (43.032428 sec): 3 clusters Score: Raw -73677.887721 + Penalty 210.293737 = -73467.593985 nChanged 6 SP:Iteration 12F (43.035685 sec): 3 clusters Score: Raw -73680.942711 + Penalty 256.651381 = -73424.291330 nChanged 9 SP:Iteration 13F (43.038965 sec): 3 clusters Score: Raw -73686.733136 + Penalty 269.779431 = -73416.953706 nChanged 3 SP:Iteration 14F (43.042228 sec): 3 clusters Score: Raw -73690.498841 + Penalty 299.496492 = -73391.002350 nChanged 2 SP:Iteration 15F (43.045476 sec): 3 clusters Score: Raw -73692.987589 + Penalty 299.496492 = -73393.491097 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 5 (373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.051290 sec): 2 clusters Score: Raw -14227.300337 + Penalty 505.634259 = -13721.666078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.052163 sec): 3 clusters Score: Raw -14091.487667 + Penalty 1008.231011 = -13083.256656 nChanged 93 SP:Iteration 1F (43.053018 sec): 3 clusters Score: Raw -14205.380238 + Penalty 1000.343736 = -13205.036503 nChanged 36 SP:Iteration 2F (43.053871 sec): 3 clusters Score: Raw -14250.555566 + Penalty 994.793901 = -13255.761665 nChanged 22 SP:Iteration 3F (43.054733 sec): 3 clusters Score: Raw -14277.204304 + Penalty 992.822416 = -13284.381888 nChanged 8 SP:Iteration 4Q (43.055601 sec): 3 clusters Score: Raw -14285.507285 + Penalty 990.837106 = -13294.670179 nChanged 2 SP:Iteration 5Q (43.056425 sec): 3 clusters Score: Raw -14289.784891 + Penalty 988.629262 = -13301.155629 nChanged 6 SP:Iteration 6Q (43.057247 sec): 3 clusters Score: Raw -14296.698821 + Penalty 985.813626 = -13310.885195 nChanged 6 SP:Iteration 7Q (43.058067 sec): 3 clusters Score: Raw -14303.003102 + Penalty 984.919720 = -13318.083383 nChanged 4 SP:Iteration 8Q (43.058888 sec): 3 clusters Score: Raw -14312.514913 + Penalty 982.072139 = -13330.442773 nChanged 3 SP:Iteration 9Q (43.059699 sec): 3 clusters Score: Raw -14315.525132 + Penalty 979.750510 = -13335.774623 nChanged 2 SP:Iteration 10F (43.060548 sec): 3 clusters Score: Raw -14319.830149 + Penalty 979.241349 = -13340.588800 nChanged 2 SP:Iteration 11Q (43.061357 sec): 3 clusters Score: Raw -14320.900938 + Penalty 979.241349 = -13341.659589 nChanged 0 SP:Iteration 12F (43.062231 sec): 3 clusters Score: Raw -14320.900938 + Penalty 979.241349 = -13341.659589 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 6 (1075 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.066300 sec): 2 clusters Score: Raw -50068.787942 + Penalty 702.722310 = -49366.065632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.068394 sec): 3 clusters Score: Raw -49497.786539 + Penalty 1405.739634 = -48092.046904 nChanged 372 SP:Iteration 1F (43.070445 sec): 3 clusters Score: Raw -49709.923766 + Penalty 1408.374786 = -48301.548979 nChanged 116 SP:Iteration 2F (43.072536 sec): 3 clusters Score: Raw -49797.832681 + Penalty 1413.931753 = -48383.900927 nChanged 88 SP:Iteration 3F (43.074640 sec): 3 clusters Score: Raw -49859.850445 + Penalty 1420.305230 = -48439.545216 nChanged 55 SP:Iteration 4F (43.076719 sec): 3 clusters Score: Raw -49901.247431 + Penalty 1429.451842 = -48471.795589 nChanged 51 SP:Iteration 5Q (43.078745 sec): 3 clusters Score: Raw -49944.254378 + Penalty 1441.693364 = -48502.561014 nChanged 45 SP:Iteration 6Q (43.080759 sec): 3 clusters Score: Raw -49984.089995 + Penalty 1457.439339 = -48526.650656 nChanged 48 SP:Iteration 7Q (43.082760 sec): 3 clusters Score: Raw -50031.831994 + Penalty 1476.696532 = -48555.135462 nChanged 36 SP:Iteration 8Q (43.084742 sec): 3 clusters Score: Raw -50062.164848 + Penalty 1487.551259 = -48574.613589 nChanged 22 SP:Iteration 9Q (43.086708 sec): 3 clusters Score: Raw -50079.984110 + Penalty 1502.364679 = -48577.619431 nChanged 14 SP:Iteration 10F (43.088754 sec): 3 clusters Score: Raw -50090.434714 + Penalty 1507.188566 = -48583.246148 nChanged 10 SP:Iteration 11Q (43.090693 sec): 3 clusters Score: Raw -50097.494403 + Penalty 1507.789156 = -48589.705246 nChanged 1 SP:Iteration 12Q (43.092620 sec): 3 clusters Score: Raw -50098.002992 + Penalty 1508.226519 = -48589.776473 nChanged 2 SP:Iteration 13Q (43.094545 sec): 3 clusters Score: Raw -50099.814566 + Penalty 1508.671064 = -48591.143502 nChanged 1 SP:Iteration 14Q (43.096496 sec): 3 clusters Score: Raw -50101.331124 + Penalty 1507.427068 = -48593.904056 nChanged 1 SP:Iteration 15Q (43.098503 sec): 3 clusters Score: Raw -50102.105760 + Penalty 1507.427068 = -48594.678692 nChanged 0 SP:Iteration 16F (43.100604 sec): 3 clusters Score: Raw -50102.105760 + Penalty 1507.427068 = -48594.678692 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 7 (559 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.103595 sec): 2 clusters Score: Raw -18556.387407 + Penalty 931.198283 = -17625.189124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.104823 sec): 3 clusters Score: Raw -18468.080159 + Penalty 1860.031308 = -16608.048850 nChanged 145 SP:Iteration 1F (43.106054 sec): 3 clusters Score: Raw -18705.146179 + Penalty 1859.002363 = -16846.143816 nChanged 53 SP:Iteration 2F (43.107249 sec): 3 clusters Score: Raw -18812.174069 + Penalty 1858.595044 = -16953.579025 nChanged 27 SP:Iteration 3Q (43.108432 sec): 3 clusters Score: Raw -18861.573116 + Penalty 1859.584402 = -17001.988715 nChanged 21 SP:Iteration 4Q (43.109554 sec): 3 clusters Score: Raw -18912.690372 + Penalty 1861.525337 = -17051.165034 nChanged 14 SP:Iteration 5Q (43.110649 sec): 3 clusters Score: Raw -18928.964385 + Penalty 1862.941544 = -17066.022841 nChanged 8 SP:Iteration 6Q (43.111740 sec): 3 clusters Score: Raw -18941.016928 + Penalty 1862.588349 = -17078.428579 nChanged 5 SP:Iteration 7Q (43.112816 sec): 3 clusters Score: Raw -18950.605237 + Penalty 1862.590372 = -17088.014865 nChanged 2 SP:Iteration 8Q (43.113885 sec): 3 clusters Score: Raw -18952.729129 + Penalty 1862.590372 = -17090.138756 nChanged 0 SP:Iteration 9F (43.115061 sec): 3 clusters Score: Raw -18952.729129 + Penalty 1862.590372 = -17090.138756 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 9 (294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.116347 sec): 2 clusters Score: Raw -12428.037142 + Penalty 306.962890 = -12121.074252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.117077 sec): 3 clusters Score: Raw -12293.601995 + Penalty 610.914269 = -11682.687725 nChanged 95 SP:Iteration 1F (43.117797 sec): 3 clusters Score: Raw -12364.275969 + Penalty 611.494976 = -11752.780993 nChanged 26 SP:Iteration 2F (43.118517 sec): 3 clusters Score: Raw -12381.752929 + Penalty 614.735880 = -11767.017049 nChanged 13 SP:Iteration 3Q (43.119230 sec): 3 clusters Score: Raw -12390.875141 + Penalty 618.067932 = -11772.807209 nChanged 12 SP:Iteration 4Q (43.119942 sec): 3 clusters Score: Raw -12403.073848 + Penalty 624.311969 = -11778.761879 nChanged 16 SP:Iteration 5F (43.120659 sec): 3 clusters Score: Raw -12422.996089 + Penalty 654.177050 = -11768.819039 nChanged 17 SP:Iteration 6F (43.121385 sec): 3 clusters Score: Raw -12443.647876 + Penalty 676.570611 = -11767.077265 nChanged 10 SP:Iteration 7F (43.122112 sec): 3 clusters Score: Raw -12455.618217 + Penalty 714.926969 = -11740.691248 nChanged 12 SP:Iteration 8F (43.122832 sec): 3 clusters Score: Raw -12476.961715 + Penalty 747.511196 = -11729.450519 nChanged 6 SP:Iteration 9F (43.123550 sec): 3 clusters Score: Raw -12485.758583 + Penalty 762.580029 = -11723.178554 nChanged 2 SP:Iteration 10F (43.124270 sec): 3 clusters Score: Raw -12493.016330 + Penalty 762.580029 = -11730.436301 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 11 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.124881 sec): 2 clusters Score: Raw -2369.772805 + Penalty 35.388528 = -2334.384277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.125195 sec): 3 clusters Score: Raw -2350.496829 + Penalty 71.751593 = -2278.745237 nChanged 20 SP:Iteration 1F (43.125505 sec): 3 clusters Score: Raw -2371.979182 + Penalty 72.229030 = -2299.750152 nChanged 3 SP:Iteration 2Q (43.125814 sec): 3 clusters Score: Raw -2375.179804 + Penalty 72.461774 = -2302.718029 nChanged 1 SP:Iteration 3Q (43.126117 sec): 3 clusters Score: Raw -2375.707908 + Penalty 72.461774 = -2303.246134 nChanged 0 SP:Iteration 4F (43.126422 sec): 3 clusters Score: Raw -2375.707908 + Penalty 72.461774 = -2303.246134 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 14 (952 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.129554 sec): 2 clusters Score: Raw -40951.890660 + Penalty 1016.484080 = -39935.406580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.131444 sec): 3 clusters Score: Raw -40610.652171 + Penalty 2031.763278 = -38578.888894 nChanged 263 SP:Iteration 1F (43.133273 sec): 3 clusters Score: Raw -40823.847169 + Penalty 2030.276774 = -38793.570395 nChanged 71 SP:Iteration 2F (43.135200 sec): 3 clusters Score: Raw -40896.828588 + Penalty 2029.591937 = -38867.236651 nChanged 41 SP:Iteration 3Q (43.137073 sec): 3 clusters Score: Raw -40944.722468 + Penalty 2029.616140 = -38915.106327 nChanged 32 SP:Iteration 4Q (43.138959 sec): 3 clusters Score: Raw -40979.985616 + Penalty 2029.574844 = -38950.410773 nChanged 27 SP:Iteration 5Q (43.140765 sec): 3 clusters Score: Raw -41017.273841 + Penalty 2029.993781 = -38987.280060 nChanged 33 SP:Iteration 6Q (43.142566 sec): 3 clusters Score: Raw -41059.727030 + Penalty 2030.032753 = -39029.694277 nChanged 24 SP:Iteration 7Q (43.144395 sec): 3 clusters Score: Raw -41085.292162 + Penalty 2030.943368 = -39054.348794 nChanged 19 SP:Iteration 8Q (43.146229 sec): 3 clusters Score: Raw -41108.583939 + Penalty 2031.884637 = -39076.699302 nChanged 15 SP:Iteration 9Q (43.148028 sec): 3 clusters Score: Raw -41128.184938 + Penalty 2031.954803 = -39096.230135 nChanged 17 SP:Iteration 10F (43.149909 sec): 3 clusters Score: Raw -41140.607764 + Penalty 2032.628904 = -39107.978860 nChanged 8 SP:Iteration 11Q (43.151718 sec): 3 clusters Score: Raw -41151.649836 + Penalty 2033.195334 = -39118.454502 nChanged 7 SP:Iteration 12Q (43.153508 sec): 3 clusters Score: Raw -41158.488269 + Penalty 2033.886918 = -39124.601351 nChanged 6 SP:Iteration 13Q (43.155280 sec): 3 clusters Score: Raw -41164.235590 + Penalty 2034.103360 = -39130.132231 nChanged 2 SP:Iteration 14Q (43.157049 sec): 3 clusters Score: Raw -41165.911792 + Penalty 2033.994671 = -39131.917122 nChanged 1 SP:Iteration 15Q (43.158805 sec): 3 clusters Score: Raw -41166.174267 + Penalty 2033.994671 = -39132.179596 nChanged 0 SP:Iteration 16F (43.160627 sec): 3 clusters Score: Raw -41166.174267 + Penalty 2033.994671 = -39132.179596 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 15 (901 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.163533 sec): 2 clusters Score: Raw -38792.948584 + Penalty 346.759279 = -38446.189305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.165342 sec): 3 clusters Score: Raw -38313.604256 + Penalty 694.060545 = -37619.543711 nChanged 340 SP:Iteration 1F (43.167108 sec): 3 clusters Score: Raw -38548.949532 + Penalty 693.872152 = -37855.077379 nChanged 86 SP:Iteration 2F (43.168854 sec): 3 clusters Score: Raw -38611.464713 + Penalty 693.750115 = -37917.714599 nChanged 56 SP:Iteration 3F (43.170594 sec): 3 clusters Score: Raw -38648.754669 + Penalty 693.962551 = -37954.792118 nChanged 41 SP:Iteration 4Q (43.172385 sec): 3 clusters Score: Raw -38676.293785 + Penalty 695.288893 = -37981.004892 nChanged 30 SP:Iteration 5Q (43.174140 sec): 3 clusters Score: Raw -38697.343788 + Penalty 696.540102 = -38000.803686 nChanged 24 SP:Iteration 6Q (43.175887 sec): 3 clusters Score: Raw -38705.933019 + Penalty 697.218842 = -38008.714177 nChanged 12 SP:Iteration 7Q (43.177591 sec): 3 clusters Score: Raw -38714.325426 + Penalty 697.161091 = -38017.164335 nChanged 12 SP:Iteration 8Q (43.179294 sec): 3 clusters Score: Raw -38726.200644 + Penalty 696.274243 = -38029.926401 nChanged 15 SP:Iteration 9Q (43.180991 sec): 3 clusters Score: Raw -38733.536584 + Penalty 696.960555 = -38036.576030 nChanged 12 SP:Iteration 10F (43.182731 sec): 3 clusters Score: Raw -38736.668800 + Penalty 696.400431 = -38040.268368 nChanged 7 SP:Iteration 11Q (43.184427 sec): 3 clusters Score: Raw -38742.363588 + Penalty 696.528460 = -38045.835128 nChanged 10 SP:Iteration 12Q (43.186121 sec): 3 clusters Score: Raw -38746.078689 + Penalty 696.265767 = -38049.812922 nChanged 5 SP:Iteration 13Q (43.187808 sec): 3 clusters Score: Raw -38747.807744 + Penalty 695.790415 = -38052.017329 nChanged 4 SP:Iteration 14Q (43.189504 sec): 3 clusters Score: Raw -38748.963907 + Penalty 694.718523 = -38054.245384 nChanged 4 SP:Iteration 15Q (43.191188 sec): 3 clusters Score: Raw -38750.739330 + Penalty 694.181458 = -38056.557872 nChanged 2 SP:Iteration 16Q (43.192869 sec): 3 clusters Score: Raw -38750.966462 + Penalty 693.654133 = -38057.312329 nChanged 2 SP:Iteration 17Q (43.194549 sec): 3 clusters Score: Raw -38751.484640 + Penalty 693.656485 = -38057.828155 nChanged 2 SP:Iteration 18Q (43.196302 sec): 3 clusters Score: Raw -38752.296542 + Penalty 692.814676 = -38059.481866 nChanged 3 SP:Iteration 19Q (43.198023 sec): 3 clusters Score: Raw -38755.885447 + Penalty 692.251910 = -38063.633537 nChanged 4 SP:Iteration 20F (43.199783 sec): 3 clusters Score: Raw -38756.987731 + Penalty 691.947917 = -38065.039814 nChanged 5 SP:Iteration 21Q (43.201528 sec): 3 clusters Score: Raw -38757.977777 + Penalty 692.506114 = -38065.471663 nChanged 2 SP:Iteration 22Q (43.203245 sec): 3 clusters Score: Raw -38758.138947 + Penalty 692.792949 = -38065.345998 nChanged 1 SP:Iteration 23F (43.205028 sec): 3 clusters Score: Raw -38758.167951 + Penalty 692.792949 = -38065.375002 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 19 (772 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.209279 sec): 2 clusters Score: Raw -35850.711584 + Penalty 922.169237 = -34928.542347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.210859 sec): 3 clusters Score: Raw -35593.654924 + Penalty 1848.496673 = -33745.158252 nChanged 215 SP:Iteration 1F (43.212405 sec): 3 clusters Score: Raw -35812.494675 + Penalty 1850.307128 = -33962.187547 nChanged 71 SP:Iteration 2F (43.213964 sec): 3 clusters Score: Raw -35898.108254 + Penalty 1850.284933 = -34047.823320 nChanged 41 SP:Iteration 3F (43.215502 sec): 3 clusters Score: Raw -35943.876225 + Penalty 1850.464221 = -34093.412004 nChanged 15 SP:Iteration 4Q (43.216986 sec): 3 clusters Score: Raw -35958.502057 + Penalty 1851.154174 = -34107.347883 nChanged 6 SP:Iteration 5Q (43.218453 sec): 3 clusters Score: Raw -35964.168454 + Penalty 1851.127040 = -34113.041414 nChanged 3 SP:Iteration 6Q (43.219962 sec): 3 clusters Score: Raw -35965.765741 + Penalty 1851.096986 = -34114.668755 nChanged 3 SP:Iteration 7Q (43.221463 sec): 3 clusters Score: Raw -35968.126674 + Penalty 1851.180384 = -34116.946290 nChanged 1 SP:Iteration 8Q (43.222981 sec): 3 clusters Score: Raw -35968.476325 + Penalty 1851.180384 = -34117.295941 nChanged 0 SP:Iteration 9F (43.224527 sec): 3 clusters Score: Raw -35968.476325 + Penalty 1851.180384 = -34117.295941 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 21 (812 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.228546 sec): 2 clusters Score: Raw -37140.683901 + Penalty 855.062865 = -36285.621036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.230201 sec): 3 clusters Score: Raw -36800.432693 + Penalty 1710.024465 = -35090.408227 nChanged 227 SP:Iteration 1F (43.231818 sec): 3 clusters Score: Raw -36977.050997 + Penalty 1708.553182 = -35268.497815 nChanged 71 SP:Iteration 2F (43.233402 sec): 3 clusters Score: Raw -37052.731078 + Penalty 1707.426263 = -35345.304814 nChanged 45 SP:Iteration 3F (43.234987 sec): 3 clusters Score: Raw -37096.659077 + Penalty 1707.274832 = -35389.384245 nChanged 34 SP:Iteration 4Q (43.236561 sec): 3 clusters Score: Raw -37137.485796 + Penalty 1710.125730 = -35427.360066 nChanged 29 SP:Iteration 5Q (43.238189 sec): 3 clusters Score: Raw -37172.354042 + Penalty 1713.416421 = -35458.937621 nChanged 22 SP:Iteration 6Q (43.239782 sec): 3 clusters Score: Raw -37193.464996 + Penalty 1718.365399 = -35475.099597 nChanged 27 SP:Iteration 7Q (43.241336 sec): 3 clusters Score: Raw -37224.606119 + Penalty 1725.505313 = -35499.100806 nChanged 28 SP:Iteration 8Q (43.242883 sec): 3 clusters Score: Raw -37253.087256 + Penalty 1729.677380 = -35523.409876 nChanged 20 SP:Iteration 9Q (43.244420 sec): 3 clusters Score: Raw -37274.312738 + Penalty 1730.637142 = -35543.675596 nChanged 9 SP:Iteration 10F (43.246086 sec): 3 clusters Score: Raw -37284.957099 + Penalty 1733.910570 = -35551.046529 nChanged 13 SP:Iteration 11Q (43.247675 sec): 3 clusters Score: Raw -37296.043604 + Penalty 1736.702377 = -35559.341227 nChanged 11 SP:Iteration 12Q (43.249366 sec): 3 clusters Score: Raw -37304.129904 + Penalty 1737.125822 = -35567.004082 nChanged 7 SP:Iteration 13Q (43.251104 sec): 3 clusters Score: Raw -37309.958605 + Penalty 1737.530927 = -35572.427678 nChanged 8 SP:Iteration 14Q (43.252777 sec): 3 clusters Score: Raw -37316.613280 + Penalty 1738.647245 = -35577.966035 nChanged 4 SP:Iteration 15Q (43.254437 sec): 3 clusters Score: Raw -37320.807307 + Penalty 1739.296474 = -35581.510833 nChanged 2 SP:Iteration 16Q (43.256084 sec): 3 clusters Score: Raw -37321.695659 + Penalty 1740.218867 = -35581.476792 nChanged 2 SP:Iteration 17F (43.257788 sec): 3 clusters Score: Raw -37322.456915 + Penalty 1741.088086 = -35581.368828 nChanged 2 SP:Iteration 18F (43.259389 sec): 3 clusters Score: Raw -37323.272613 + Penalty 1741.088086 = -35582.184527 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 37 (319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.260759 sec): 2 clusters Score: Raw -9967.486966 + Penalty 390.512754 = -9576.974212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.261578 sec): 3 clusters Score: Raw -9884.123947 + Penalty 776.921338 = -9107.202609 nChanged 76 SP:Iteration 1F (43.262373 sec): 3 clusters Score: Raw -9992.108818 + Penalty 774.381010 = -9217.727809 nChanged 35 SP:Iteration 2F (43.263164 sec): 3 clusters Score: Raw -10028.334485 + Penalty 772.271637 = -9256.062848 nChanged 16 SP:Iteration 3F (43.263954 sec): 3 clusters Score: Raw -10053.156949 + Penalty 772.029229 = -9281.127720 nChanged 3 SP:Iteration 4Q (43.264697 sec): 3 clusters Score: Raw -10054.409831 + Penalty 772.590300 = -9281.819531 nChanged 1 SP:Iteration 5Q (43.265432 sec): 3 clusters Score: Raw -10054.784546 + Penalty 772.590300 = -9282.194246 nChanged 0 SP:Iteration 6F (43.266196 sec): 3 clusters Score: Raw -10054.784546 + Penalty 772.590300 = -9282.194246 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 41 (424 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.267836 sec): 2 clusters Score: Raw -21145.128450 + Penalty 679.990158 = -20465.138292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.268793 sec): 3 clusters Score: Raw -21008.939465 + Penalty 1359.256170 = -19649.683295 nChanged 105 SP:Iteration 1F (43.269734 sec): 3 clusters Score: Raw -21093.872314 + Penalty 1359.469006 = -19734.403308 nChanged 21 SP:Iteration 2Q (43.270666 sec): 3 clusters Score: Raw -21116.231166 + Penalty 1359.897993 = -19756.333172 nChanged 14 SP:Iteration 3Q (43.271617 sec): 3 clusters Score: Raw -21132.072655 + Penalty 1360.397850 = -19771.674805 nChanged 14 SP:Iteration 4Q (43.272557 sec): 3 clusters Score: Raw -21146.293918 + Penalty 1360.783888 = -19785.510029 nChanged 8 SP:Iteration 5Q (43.273485 sec): 3 clusters Score: Raw -21159.588562 + Penalty 1361.364532 = -19798.224029 nChanged 9 SP:Iteration 6Q (43.274406 sec): 3 clusters Score: Raw -21175.182138 + Penalty 1361.732517 = -19813.449621 nChanged 9 SP:Iteration 7Q (43.275327 sec): 3 clusters Score: Raw -21182.578620 + Penalty 1361.995510 = -19820.583110 nChanged 3 SP:Iteration 8Q (43.276246 sec): 3 clusters Score: Raw -21185.486964 + Penalty 1362.476176 = -19823.010787 nChanged 4 SP:Iteration 9Q (43.277162 sec): 3 clusters Score: Raw -21188.542546 + Penalty 1362.660587 = -19825.881959 nChanged 4 SP:Iteration 10F (43.278097 sec): 3 clusters Score: Raw -21193.406315 + Penalty 1363.451836 = -19829.954479 nChanged 4 SP:Iteration 11Q (43.279010 sec): 3 clusters Score: Raw -21195.040785 + Penalty 1363.887686 = -19831.153099 nChanged 2 SP:Iteration 12Q (43.279925 sec): 3 clusters Score: Raw -21195.782033 + Penalty 1363.887686 = -19831.894347 nChanged 0 SP:Iteration 13F (43.280860 sec): 3 clusters Score: Raw -21195.782033 + Penalty 1363.887686 = -19831.894347 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 43 (733 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.283708 sec): 2 clusters Score: Raw -33840.951431 + Penalty 558.737884 = -33282.213547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.285271 sec): 3 clusters Score: Raw -33448.963363 + Penalty 1117.215251 = -32331.748112 nChanged 228 SP:Iteration 1F (43.286756 sec): 3 clusters Score: Raw -33563.039156 + Penalty 1116.210317 = -32446.828839 nChanged 81 SP:Iteration 2F (43.288245 sec): 3 clusters Score: Raw -33642.061058 + Penalty 1114.235038 = -32527.826019 nChanged 90 SP:Iteration 3F (43.289737 sec): 3 clusters Score: Raw -33713.217561 + Penalty 1116.160111 = -32597.057450 nChanged 53 SP:Iteration 4F (43.291217 sec): 3 clusters Score: Raw -33765.264767 + Penalty 1123.062241 = -32642.202525 nChanged 50 SP:Iteration 5F (43.292691 sec): 3 clusters Score: Raw -33812.334868 + Penalty 1142.869104 = -32669.465764 nChanged 42 SP:Iteration 6F (43.294146 sec): 3 clusters Score: Raw -33855.145975 + Penalty 1169.476503 = -32685.669472 nChanged 36 SP:Iteration 7Q (43.295588 sec): 3 clusters Score: Raw -33895.790196 + Penalty 1185.722631 = -32710.067565 nChanged 18 SP:Iteration 8Q (43.297012 sec): 3 clusters Score: Raw -33909.047795 + Penalty 1186.155428 = -32722.892367 nChanged 8 SP:Iteration 9Q (43.298418 sec): 3 clusters Score: Raw -33916.660104 + Penalty 1192.135095 = -32724.525009 nChanged 5 SP:Iteration 10F (43.299916 sec): 3 clusters Score: Raw -33919.772209 + Penalty 1192.146102 = -32727.626107 nChanged 3 SP:Iteration 11Q (43.301339 sec): 3 clusters Score: Raw -33922.767770 + Penalty 1193.679517 = -32729.088253 nChanged 1 SP:Iteration 12Q (43.302756 sec): 3 clusters Score: Raw -33924.111305 + Penalty 1195.676815 = -32728.434490 nChanged 1 SP:Iteration 13F (43.304250 sec): 3 clusters Score: Raw -33924.893798 + Penalty 1198.553596 = -32726.340202 nChanged 1 SP:Iteration 14F (43.305810 sec): 3 clusters Score: Raw -33925.318921 + Penalty 1198.553596 = -32726.765325 nChanged 0 Time taken for this iteration:42.776501 seconds. 300->17 Clusters: Score -738630.221265, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 196 (time per iteration =221.069495 ms) Total iterations: 1717 (time per iteration =25.235656 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 3253355000.000000 (time per metric unit =13.318442ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 81333875000.000000 (time per metric unit=532.737694ps) That took 43.329621 seconds. FileBase PeterP-2013-10-10_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 0.19 and 0.28 GB of RAM. Memory request: 0.09 GB would take us to total of 0.09 GB. ---------------------------------------------------------- Loaded 20042 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 20042 points ------ Starting initial clusters from distinct float masks Not enough masks (199) to generate starting clusters (300), so starting with (200) clusters instead. Assigned 200 initial classes from 199 unique masks. Deleting Class 194 (1 points): Lose 13.075566 but Gain 1591.408541 Iteration 0F (2.431203 sec): 199 clusters Score: Raw -1011962.563103 + Penalty 197071.223458 = -814891.339645 nChanged 4030 Deleting Class 159 (1 points): Lose 8.755904 but Gain 1582.625417 Iteration 1F (4.270439 sec): 194 clusters Score: Raw -1020049.131966 + Penalty 195700.705216 = -824348.426750 nChanged 1331 Deleting Class 88 (1 points): Lose 5.887940 but Gain 1545.433998 Iteration 2F (6.061591 sec): 193 clusters Score: Raw -1022775.938659 + Penalty 192821.162808 = -829954.775852 nChanged 781 Deleting Class 185 (2 points): Lose 36.029320 but Gain 1559.849500 Iteration 3Q (6.259486 sec): 191 clusters Score: Raw -1024171.888364 + Penalty 191653.916344 = -832517.972020 nChanged 576 Deleting Class 199 (1 points): Lose 14.098959 but Gain 1537.456715 Iteration 4Q (6.428302 sec): 190 clusters Score: Raw -1025004.448595 + Penalty 190441.280479 = -834563.168116 nChanged 485 Deleting Class 170 (1 points): Lose 8.651928 but Gain 1515.247083 Iteration 5Q (6.587714 sec): 189 clusters Score: Raw -1025530.241131 + Penalty 189087.436412 = -836442.804719 nChanged 415 Deleting Class 54 (3 points): Lose 58.159198 but Gain 1551.336109 Iteration 6Q (6.738324 sec): 188 clusters Score: Raw -1025839.853933 + Penalty 187650.495888 = -838189.358046 nChanged 383 Deleting Class 191 (1 points): Lose 0.235438 but Gain 1456.502754 Iteration 7Q (6.882303 sec): 187 clusters Score: Raw -1026176.448463 + Penalty 186377.864467 = -839798.583996 nChanged 343 Deleting Class 120 (5 points): Lose 107.595813 but Gain 1556.378899 Iteration 8Q (7.020638 sec): 186 clusters Score: Raw -1026326.389965 + Penalty 184996.862678 = -841329.527287 nChanged 370 Deleting Class 128 (6 points): Lose 89.336951 but Gain 1510.336355 Iteration 9Q (7.164471 sec): 185 clusters Score: Raw -1026504.976151 + Penalty 183472.215948 = -843032.760203 nChanged 371 Deleting Class 145 (1 points): Lose 7.566870 but Gain 1420.240464 Iteration 10F (8.871421 sec): 184 clusters Score: Raw -1026829.793107 + Penalty 182240.095627 = -844589.697480 nChanged 387 Deleting Class 121 (4 points): Lose 38.916413 but Gain 1449.681703 Iteration 11Q (9.011605 sec): 183 clusters Score: Raw -1027222.740202 + Penalty 181198.948476 = -846023.791726 nChanged 417 Deleting Class 148 (4 points): Lose 57.678228 but Gain 1459.753809 Iteration 12Q (9.152715 sec): 182 clusters Score: Raw -1027542.544327 + Penalty 180034.068653 = -847508.475674 nChanged 383 Deleting Class 70 (7 points): Lose 88.711197 but Gain 1484.471143 Iteration 13Q (9.290593 sec): 181 clusters Score: Raw -1027807.600609 + Penalty 177554.266142 = -850253.334467 nChanged 333 Deleting Class 189 (1 points): Lose 5.052184 but Gain 1395.513757 Iteration 14Q (9.423306 sec): 179 clusters Score: Raw -1028065.734336 + Penalty 176362.904203 = -851702.830134 nChanged 282 Deleting Class 167 (1 points): Lose 2.473754 but Gain 1389.050627 Iteration 15Q (9.548320 sec): 178 clusters Score: Raw -1028281.680337 + Penalty 175100.682048 = -853180.998288 nChanged 221 Deleting Class 103 (5 points): Lose 57.590888 but Gain 1407.759236 Iteration 16Q (9.668242 sec): 177 clusters Score: Raw -1028345.407472 + Penalty 173638.758831 = -854706.648640 nChanged 173 Deleting Class 125 (4 points): Lose 94.522710 but Gain 1442.564940 Iteration 17Q (9.782817 sec): 176 clusters Score: Raw -1028340.669871 + Penalty 172116.031094 = -856224.638778 nChanged 148 Deleting Class 50 (8 points): Lose 96.310451 but Gain 1435.607595 Iteration 18Q (9.893443 sec): 175 clusters Score: Raw -1028348.434677 + Penalty 170706.188233 = -857642.246444 nChanged 128 Deleting Class 132 (2 points): Lose 30.481134 but Gain 1342.294480 Iteration 19Q (10.013796 sec): 174 clusters Score: Raw -1028400.975632 + Penalty 169397.961242 = -859003.014391 nChanged 107 Writing temp clu file Memory request: 0.09 GB would take us to total of 0.19 GB. Compute initial score before splitting: Score: Raw -1028400.975632 + Penalty 169397.961242 = -859003.014391Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 1 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.084302 sec): 2 clusters Score: Raw -1612.413990 + Penalty 135.321359 = -1477.092632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.084603 sec): 3 clusters Score: Raw -1612.404525 + Penalty 278.246670 = -1334.157855 nChanged 4 SP:Iteration 1F (10.084875 sec): 3 clusters Score: Raw -1620.780381 + Penalty 278.958878 = -1341.821502 nChanged 1 SP:Iteration 2Q (10.085136 sec): 3 clusters Score: Raw -1623.986546 + Penalty 276.056667 = -1347.929878 nChanged 1 SP:Iteration 3Q (10.085393 sec): 3 clusters Score: Raw -1626.348266 + Penalty 271.152165 = -1355.196101 nChanged 1 SP:Iteration 4Q (10.085647 sec): 3 clusters Score: Raw -1628.558710 + Penalty 271.152165 = -1357.406545 nChanged 0 SP:Iteration 5F (10.085907 sec): 3 clusters Score: Raw -1628.558710 + Penalty 271.152165 = -1357.406545 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 2 (241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.087503 sec): 2 clusters Score: Raw -12792.606326 + Penalty 869.824274 = -11922.782051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.088134 sec): 3 clusters Score: Raw -12823.065855 + Penalty 1741.433071 = -11081.632783 nChanged 35 SP:Iteration 1F (10.088755 sec): 3 clusters Score: Raw -12887.575208 + Penalty 1741.538978 = -11146.036231 nChanged 7 SP:Iteration 2Q (10.089353 sec): 3 clusters Score: Raw -12909.407927 + Penalty 1741.445569 = -11167.962359 nChanged 3 SP:Iteration 3Q (10.089943 sec): 3 clusters Score: Raw -12922.000813 + Penalty 1741.189258 = -11180.811556 nChanged 3 SP:Iteration 4Q (10.090533 sec): 3 clusters Score: Raw -12937.068746 + Penalty 1741.001147 = -11196.067599 nChanged 2 SP:Iteration 5Q (10.091120 sec): 3 clusters Score: Raw -12943.287973 + Penalty 1740.898882 = -11202.389091 nChanged 1 SP:Iteration 6Q (10.091702 sec): 3 clusters Score: Raw -12944.618949 + Penalty 1740.898882 = -11203.720067 nChanged 0 SP:Iteration 7F (10.092321 sec): 3 clusters Score: Raw -12944.618949 + Penalty 1740.898882 = -11203.720067 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 3 (2179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.102579 sec): 2 clusters Score: Raw -120777.120738 + Penalty 270.020465 = -120507.100272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.106653 sec): 3 clusters Score: Raw -119363.785324 + Penalty 597.738343 = -118766.046981 nChanged 991 SP:Iteration 1F (10.110600 sec): 3 clusters Score: Raw -120366.426602 + Penalty 629.977985 = -119736.448617 nChanged 271 SP:Iteration 2F (10.114665 sec): 3 clusters Score: Raw -120574.804036 + Penalty 654.802818 = -119920.001218 nChanged 99 SP:Iteration 3Q (10.124019 sec): 3 clusters Score: Raw -120675.433883 + Penalty 672.677120 = -120002.756763 nChanged 60 SP:Iteration 4Q (10.129573 sec): 3 clusters Score: Raw -120735.979235 + Penalty 688.391967 = -120047.587268 nChanged 38 SP:Iteration 5Q (10.134053 sec): 3 clusters Score: Raw -120764.202878 + Penalty 699.732067 = -120064.470811 nChanged 26 SP:Iteration 6Q (10.138122 sec): 3 clusters Score: Raw -120780.705258 + Penalty 707.083542 = -120073.621716 nChanged 17 SP:Iteration 7Q (10.141993 sec): 3 clusters Score: Raw -120787.357860 + Penalty 710.855535 = -120076.502325 nChanged 9 SP:Iteration 8Q (10.145802 sec): 3 clusters Score: Raw -120790.933160 + Penalty 717.220832 = -120073.712328 nChanged 10 SP:Iteration 9F (10.150346 sec): 3 clusters Score: Raw -120794.374493 + Penalty 726.937379 = -120067.437114 nChanged 9 SP:Iteration 10F (10.154828 sec): 3 clusters Score: Raw -120796.400621 + Penalty 730.964802 = -120065.435818 nChanged 6 SP:Iteration 11F (10.159279 sec): 3 clusters Score: Raw -120798.600618 + Penalty 727.587532 = -120071.013086 nChanged 5 SP:Iteration 12Q (10.163060 sec): 3 clusters Score: Raw -120800.353988 + Penalty 725.110467 = -120075.243521 nChanged 3 SP:Iteration 13Q (10.166836 sec): 3 clusters Score: Raw -120802.211140 + Penalty 720.427172 = -120081.783969 nChanged 3 SP:Iteration 14Q (10.170582 sec): 3 clusters Score: Raw -120803.859952 + Penalty 720.165260 = -120083.694692 nChanged 2 SP:Iteration 15Q (10.174321 sec): 3 clusters Score: Raw -120804.610573 + Penalty 718.392394 = -120086.218179 nChanged 1 SP:Iteration 16Q (10.178058 sec): 3 clusters Score: Raw -120804.856336 + Penalty 718.392394 = -120086.463942 nChanged 0 SP:Iteration 17F (10.182479 sec): 3 clusters Score: Raw -120804.856336 + Penalty 718.392394 = -120086.463942 nChanged 0 Memory request: 0.02 GB would take us to total of 0.21 GB. Trying to split cluster 4 (4626 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.203647 sec): 2 clusters Score: Raw -246802.622892 + Penalty 98.762205 = -246703.860687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.212724 sec): 3 clusters Score: Raw -243773.660689 + Penalty 199.827632 = -243573.833057 nChanged 2184 SP:Iteration 1F (10.221578 sec): 3 clusters Score: Raw -245259.173047 + Penalty 200.257719 = -245058.915328 nChanged 522 SP:Iteration 2F (10.230405 sec): 3 clusters Score: Raw -245514.537903 + Penalty 200.747478 = -245313.790424 nChanged 256 SP:Iteration 3F (10.239616 sec): 3 clusters Score: Raw -245674.607563 + Penalty 201.200704 = -245473.406859 nChanged 280 SP:Iteration 4F (10.248293 sec): 3 clusters Score: Raw -245913.351352 + Penalty 202.880765 = -245710.470587 nChanged 316 SP:Iteration 5F (10.256853 sec): 3 clusters Score: Raw -246221.364006 + Penalty 206.934047 = -246014.429959 nChanged 256 SP:Iteration 6F (10.265166 sec): 3 clusters Score: Raw -246485.352517 + Penalty 205.607219 = -246279.745298 nChanged 175 SP:Iteration 7Q (10.273427 sec): 3 clusters Score: Raw -246653.471736 + Penalty 208.678841 = -246444.792894 nChanged 102 SP:Iteration 8Q (10.281649 sec): 3 clusters Score: Raw -246758.105413 + Penalty 213.201214 = -246544.904199 nChanged 46 SP:Iteration 9Q (10.290013 sec): 3 clusters Score: Raw -246802.197418 + Penalty 244.547801 = -246557.649617 nChanged 13 SP:Iteration 10F (10.298234 sec): 3 clusters Score: Raw -246813.173228 + Penalty 242.468283 = -246570.704945 nChanged 4 SP:Iteration 11Q (10.305005 sec): 3 clusters Score: Raw -246818.136297 + Penalty 241.538336 = -246576.597961 nChanged 1 SP:Iteration 12Q (10.311590 sec): 3 clusters Score: Raw -246820.457016 + Penalty 241.538336 = -246578.918680 nChanged 0 SP:Iteration 13F (10.320036 sec): 3 clusters Score: Raw -246820.457016 + Penalty 241.538336 = -246578.918680 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 5 (205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.323705 sec): 2 clusters Score: Raw -9852.165671 + Penalty 256.893052 = -9595.272619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.324335 sec): 3 clusters Score: Raw -9788.855023 + Penalty 504.806167 = -9284.048856 nChanged 64 SP:Iteration 1F (10.324948 sec): 3 clusters Score: Raw -9892.928281 + Penalty 482.985945 = -9409.942336 nChanged 28 SP:Iteration 2F (10.325553 sec): 3 clusters Score: Raw -9946.210844 + Penalty 468.583635 = -9477.627209 nChanged 18 SP:Iteration 3F (10.326156 sec): 3 clusters Score: Raw -10001.843429 + Penalty 465.810796 = -9536.032632 nChanged 9 SP:Iteration 4Q (10.326722 sec): 3 clusters Score: Raw -10018.796072 + Penalty 468.738878 = -9550.057195 nChanged 4 SP:Iteration 5Q (10.327281 sec): 3 clusters Score: Raw -10022.734953 + Penalty 468.234669 = -9554.500284 nChanged 2 SP:Iteration 6Q (10.327837 sec): 3 clusters Score: Raw -10024.420408 + Penalty 468.234669 = -9556.185739 nChanged 0 SP:Iteration 7F (10.328437 sec): 3 clusters Score: Raw -10024.420408 + Penalty 468.234669 = -9556.185739 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 6 (1742 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.334408 sec): 2 clusters Score: Raw -93628.927989 + Penalty 115.969498 = -93512.958491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.338118 sec): 3 clusters Score: Raw -92521.082833 + Penalty 245.827382 = -92275.255451 nChanged 813 SP:Iteration 1F (10.341630 sec): 3 clusters Score: Raw -93123.491506 + Penalty 259.389794 = -92864.101712 nChanged 169 SP:Iteration 2F (10.344907 sec): 3 clusters Score: Raw -93259.467816 + Penalty 268.015590 = -92991.452226 nChanged 113 SP:Iteration 3F (10.348224 sec): 3 clusters Score: Raw -93345.110665 + Penalty 271.419326 = -93073.691339 nChanged 103 SP:Iteration 4F (10.351698 sec): 3 clusters Score: Raw -93422.973633 + Penalty 268.788324 = -93154.185308 nChanged 97 SP:Iteration 5F (10.354994 sec): 3 clusters Score: Raw -93504.795919 + Penalty 272.549498 = -93232.246420 nChanged 73 SP:Iteration 6Q (10.358297 sec): 3 clusters Score: Raw -93563.559637 + Penalty 260.034032 = -93303.525604 nChanged 54 SP:Iteration 7Q (10.361283 sec): 3 clusters Score: Raw -93607.360041 + Penalty 255.047459 = -93352.312582 nChanged 48 SP:Iteration 8Q (10.364160 sec): 3 clusters Score: Raw -93653.764950 + Penalty 239.837709 = -93413.927241 nChanged 23 SP:Iteration 9Q (10.366909 sec): 3 clusters Score: Raw -93677.364730 + Penalty 230.983318 = -93446.381412 nChanged 11 SP:Iteration 10F (10.370047 sec): 3 clusters Score: Raw -93685.907073 + Penalty 224.230443 = -93461.676630 nChanged 6 SP:Iteration 11Q (10.372635 sec): 3 clusters Score: Raw -93688.816886 + Penalty 226.583590 = -93462.233296 nChanged 4 SP:Iteration 12Q (10.375181 sec): 3 clusters Score: Raw -93689.841507 + Penalty 226.583590 = -93463.257917 nChanged 0 SP:Iteration 13F (10.378317 sec): 3 clusters Score: Raw -93689.841507 + Penalty 226.583590 = -93463.257917 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 7 (1403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.383351 sec): 2 clusters Score: Raw -78071.753538 + Penalty 398.618381 = -77673.135157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.386308 sec): 3 clusters Score: Raw -77256.133474 + Penalty 807.800364 = -76448.333110 nChanged 576 SP:Iteration 1F (10.389354 sec): 3 clusters Score: Raw -77680.701043 + Penalty 809.097496 = -76871.603547 nChanged 175 SP:Iteration 2F (10.392409 sec): 3 clusters Score: Raw -77839.777387 + Penalty 806.422926 = -77033.354461 nChanged 105 SP:Iteration 3F (10.395391 sec): 3 clusters Score: Raw -77959.195514 + Penalty 787.895458 = -77171.300056 nChanged 62 SP:Iteration 4Q (10.398500 sec): 3 clusters Score: Raw -78031.617838 + Penalty 760.598512 = -77271.019326 nChanged 31 SP:Iteration 5Q (10.401399 sec): 3 clusters Score: Raw -78070.225558 + Penalty 737.955348 = -77332.270210 nChanged 12 SP:Iteration 6Q (10.404034 sec): 3 clusters Score: Raw -78089.704447 + Penalty 717.826875 = -77371.877572 nChanged 6 SP:Iteration 7Q (10.406550 sec): 3 clusters Score: Raw -78100.963279 + Penalty 709.289159 = -77391.674120 nChanged 2 SP:Iteration 8Q (10.409008 sec): 3 clusters Score: Raw -78101.935078 + Penalty 705.215871 = -77396.719207 nChanged 1 SP:Iteration 9Q (10.411462 sec): 3 clusters Score: Raw -78102.047055 + Penalty 705.215871 = -77396.831184 nChanged 0 SP:Iteration 10F (10.414461 sec): 3 clusters Score: Raw -78102.047055 + Penalty 705.215871 = -77396.831184 nChanged 0 Memory request: 0.03 GB would take us to total of 0.21 GB. Trying to split cluster 8 (5000 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.438753 sec): 2 clusters Score: Raw -263163.949471 + Penalty 183.202660 = -262980.746811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.449150 sec): 3 clusters Score: Raw -259932.125462 + Penalty 366.875229 = -259565.250233 nChanged 2329 SP:Iteration 1F (10.459269 sec): 3 clusters Score: Raw -263221.647705 + Penalty 364.988773 = -262856.658932 nChanged 483 SP:Iteration 2F (10.469570 sec): 3 clusters Score: Raw -263781.880601 + Penalty 365.915899 = -263415.964702 nChanged 43 SP:Iteration 3Q (10.479479 sec): 3 clusters Score: Raw -263818.343677 + Penalty 365.195362 = -263453.148316 nChanged 24 SP:Iteration 4Q (10.488529 sec): 3 clusters Score: Raw -263822.471813 + Penalty 367.052456 = -263455.419358 nChanged 15 SP:Iteration 5Q (10.497102 sec): 3 clusters Score: Raw -263824.270930 + Penalty 366.619280 = -263457.651650 nChanged 14 SP:Iteration 6Q (10.505732 sec): 3 clusters Score: Raw -263825.845060 + Penalty 366.660035 = -263459.185024 nChanged 7 SP:Iteration 7Q (10.514199 sec): 3 clusters Score: Raw -263826.292378 + Penalty 367.583298 = -263458.709080 nChanged 8 SP:Iteration 8F (10.524571 sec): 3 clusters Score: Raw -263826.786936 + Penalty 367.331202 = -263459.455734 nChanged 8 SP:Iteration 9Q (10.533213 sec): 3 clusters Score: Raw -263827.251529 + Penalty 367.095933 = -263460.155596 nChanged 3 SP:Iteration 10F (10.543747 sec): 3 clusters Score: Raw -263827.330556 + Penalty 367.320242 = -263460.010314 nChanged 2 SP:Iteration 11F (10.554431 sec): 3 clusters Score: Raw -263827.414106 + Penalty 367.668955 = -263459.745150 nChanged 4 SP:Iteration 12F (10.572485 sec): 3 clusters Score: Raw -263827.498320 + Penalty 367.668955 = -263459.829364 nChanged 0 Score: Raw -1045885.644420 + Penalty 169612.497485 = -876273.146935 Splitting cluster 8 changes total score from -859003.014391 to -876273.146935 So it's getting split into cluster 50. Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 9 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.180442 sec): 2 clusters Score: Raw -1284.675247 + Penalty 235.654239 = -1049.021008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.180706 sec): 3 clusters Score: Raw -1307.078548 + Penalty 473.117791 = -833.960757 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 10 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.181602 sec): 2 clusters Score: Raw -503.028902 + Penalty 179.226935 = -323.801967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.181827 sec): 3 clusters Score: Raw -526.200240 + Penalty 365.867764 = -160.332477 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 11 (147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.182984 sec): 2 clusters Score: Raw -6689.854048 + Penalty 666.355805 = -6023.498243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.183514 sec): 3 clusters Score: Raw -6819.712577 + Penalty 1339.847051 = -5479.865526 nChanged 16 SP:Iteration 1F (12.184004 sec): 3 clusters Score: Raw -6876.072322 + Penalty 1343.367030 = -5532.705292 nChanged 6 SP:Iteration 2Q (12.184440 sec): 3 clusters Score: Raw -6889.415351 + Penalty 1346.834650 = -5542.580700 nChanged 3 SP:Iteration 3Q (12.184861 sec): 3 clusters Score: Raw -6896.345239 + Penalty 1346.834650 = -5549.510589 nChanged 0 SP:Iteration 4F (12.185319 sec): 3 clusters Score: Raw -6896.345239 + Penalty 1346.834650 = -5549.510589 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 12 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.186682 sec): 2 clusters Score: Raw -9230.117608 + Penalty 860.901764 = -8369.215844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.187270 sec): 3 clusters Score: Raw -9443.883671 + Penalty 1722.319024 = -7721.564647 nChanged 39 SP:Iteration 1F (12.187855 sec): 3 clusters Score: Raw -9604.809240 + Penalty 1722.758308 = -7882.050932 nChanged 26 SP:Iteration 2F (12.188431 sec): 3 clusters Score: Raw -9771.385478 + Penalty 1723.496460 = -8047.889018 nChanged 16 SP:Iteration 3F (12.189007 sec): 3 clusters Score: Raw -9893.798432 + Penalty 1723.685660 = -8170.112772 nChanged 4 SP:Iteration 4Q (12.189486 sec): 3 clusters Score: Raw -9935.926144 + Penalty 1723.704601 = -8212.221543 nChanged 3 SP:Iteration 5Q (12.189966 sec): 3 clusters Score: Raw -9958.446884 + Penalty 1723.704601 = -8234.742284 nChanged 0 SP:Iteration 6F (12.190525 sec): 3 clusters Score: Raw -9958.446884 + Penalty 1723.704601 = -8234.742284 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 13 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.191370 sec): 2 clusters Score: Raw -536.698118 + Penalty 152.329348 = -384.368770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.191602 sec): 3 clusters Score: Raw -536.141582 + Penalty 304.599538 = -231.542045 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 14 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.192344 sec): 2 clusters Score: Raw -115.685199 + Penalty 45.500473 = -70.184726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.192551 sec): 3 clusters Score: Raw -110.982285 + Penalty 91.000946 = -19.981338 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 15 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.193351 sec): 2 clusters Score: Raw -1339.528774 + Penalty 298.226391 = -1041.302383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.193599 sec): 3 clusters Score: Raw -1359.189709 + Penalty 609.370893 = -749.818816 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 16 (175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.194762 sec): 2 clusters Score: Raw -9153.326054 + Penalty 770.136662 = -8383.189392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.195288 sec): 3 clusters Score: Raw -9223.703349 + Penalty 1540.449460 = -7683.253888 nChanged 20 SP:Iteration 1F (12.195822 sec): 3 clusters Score: Raw -9285.852785 + Penalty 1540.449460 = -7745.403325 nChanged 2 SP:Iteration 2Q (12.196314 sec): 3 clusters Score: Raw -9289.608996 + Penalty 1540.449460 = -7749.159536 nChanged 0 SP:Iteration 3F (12.196833 sec): 3 clusters Score: Raw -9289.608996 + Penalty 1540.449460 = -7749.159536 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 17 (249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.198371 sec): 2 clusters Score: Raw -14395.656336 + Penalty 324.457058 = -14071.199277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.199027 sec): 3 clusters Score: Raw -14280.093518 + Penalty 648.884120 = -13631.209398 nChanged 62 SP:Iteration 1F (12.199704 sec): 3 clusters Score: Raw -14320.139522 + Penalty 648.880864 = -13671.258657 nChanged 18 SP:Iteration 2F (12.200350 sec): 3 clusters Score: Raw -14334.862355 + Penalty 649.033977 = -13685.828378 nChanged 11 SP:Iteration 3Q (12.200997 sec): 3 clusters Score: Raw -14345.044579 + Penalty 649.498163 = -13695.546417 nChanged 12 SP:Iteration 4Q (12.201642 sec): 3 clusters Score: Raw -14351.999401 + Penalty 649.291053 = -13702.708348 nChanged 6 SP:Iteration 5Q (12.202285 sec): 3 clusters Score: Raw -14354.936827 + Penalty 648.995310 = -13705.941516 nChanged 2 SP:Iteration 6Q (12.202927 sec): 3 clusters Score: Raw -14357.276386 + Penalty 649.010046 = -13708.266340 nChanged 1 SP:Iteration 7Q (12.203568 sec): 3 clusters Score: Raw -14359.037971 + Penalty 648.840490 = -13710.197482 nChanged 1 SP:Iteration 8Q (12.204210 sec): 3 clusters Score: Raw -14360.149469 + Penalty 648.840490 = -13711.308980 nChanged 0 SP:Iteration 9F (12.204853 sec): 3 clusters Score: Raw -14360.149469 + Penalty 648.840490 = -13711.308980 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 18 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.205869 sec): 2 clusters Score: Raw -2306.584521 + Penalty 325.305600 = -1981.278921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.206149 sec): 3 clusters Score: Raw -2323.384036 + Penalty 650.173455 = -1673.210581 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 19 (892 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.211481 sec): 2 clusters Score: Raw -55436.639553 + Penalty 715.089351 = -54721.550202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.213321 sec): 3 clusters Score: Raw -55002.048422 + Penalty 1428.787123 = -53573.261298 nChanged 291 SP:Iteration 1F (12.215123 sec): 3 clusters Score: Raw -55187.596483 + Penalty 1427.269475 = -53760.327009 nChanged 62 SP:Iteration 2F (12.216886 sec): 3 clusters Score: Raw -55231.549000 + Penalty 1425.785662 = -53805.763338 nChanged 49 SP:Iteration 3F (12.218649 sec): 3 clusters Score: Raw -55269.599353 + Penalty 1423.811630 = -53845.787723 nChanged 30 SP:Iteration 4Q (12.220409 sec): 3 clusters Score: Raw -55290.517865 + Penalty 1421.639831 = -53868.878033 nChanged 24 SP:Iteration 5Q (12.222257 sec): 3 clusters Score: Raw -55309.843302 + Penalty 1419.862864 = -53889.980438 nChanged 19 SP:Iteration 6Q (12.224016 sec): 3 clusters Score: Raw -55322.867262 + Penalty 1418.465491 = -53904.401771 nChanged 16 SP:Iteration 7Q (12.225777 sec): 3 clusters Score: Raw -55336.133076 + Penalty 1418.384094 = -53917.748982 nChanged 17 SP:Iteration 8Q (12.227544 sec): 3 clusters Score: Raw -55347.909912 + Penalty 1417.522462 = -53930.387450 nChanged 10 SP:Iteration 9Q (12.229304 sec): 3 clusters Score: Raw -55354.465398 + Penalty 1416.019233 = -53938.446164 nChanged 15 SP:Iteration 10F (12.231072 sec): 3 clusters Score: Raw -55364.029349 + Penalty 1416.336631 = -53947.692718 nChanged 15 SP:Iteration 11Q (12.232836 sec): 3 clusters Score: Raw -55373.842796 + Penalty 1416.351290 = -53957.491506 nChanged 10 SP:Iteration 12Q (12.234676 sec): 3 clusters Score: Raw -55379.590932 + Penalty 1416.790092 = -53962.800840 nChanged 11 SP:Iteration 13Q (12.236493 sec): 3 clusters Score: Raw -55390.347542 + Penalty 1417.069132 = -53973.278410 nChanged 13 SP:Iteration 14Q (12.238287 sec): 3 clusters Score: Raw -55403.184024 + Penalty 1419.655943 = -53983.528081 nChanged 13 SP:Iteration 15Q (12.240046 sec): 3 clusters Score: Raw -55414.531126 + Penalty 1424.198724 = -53990.332402 nChanged 14 SP:Iteration 16Q (12.241788 sec): 3 clusters Score: Raw -55426.437454 + Penalty 1428.081584 = -53998.355870 nChanged 11 SP:Iteration 17Q (12.243520 sec): 3 clusters Score: Raw -55432.288542 + Penalty 1432.851324 = -53999.437218 nChanged 10 SP:Iteration 18Q (12.245288 sec): 3 clusters Score: Raw -55439.561182 + Penalty 1435.906431 = -54003.654750 nChanged 9 SP:Iteration 19Q (12.247100 sec): 3 clusters Score: Raw -55444.682438 + Penalty 1438.013383 = -54006.669055 nChanged 9 SP:Iteration 20F (12.248887 sec): 3 clusters Score: Raw -55454.600458 + Penalty 1442.811295 = -54011.789163 nChanged 9 SP:Iteration 21Q (12.250631 sec): 3 clusters Score: Raw -55461.286948 + Penalty 1446.708673 = -54014.578275 nChanged 9 SP:Iteration 22Q (12.252380 sec): 3 clusters Score: Raw -55470.425923 + Penalty 1450.111295 = -54020.314628 nChanged 9 SP:Iteration 23Q (12.254104 sec): 3 clusters Score: Raw -55481.405920 + Penalty 1453.362094 = -54028.043826 nChanged 12 SP:Iteration 24Q (12.255830 sec): 3 clusters Score: Raw -55492.944368 + Penalty 1459.622450 = -54033.321917 nChanged 14 SP:Iteration 25Q (12.257553 sec): 3 clusters Score: Raw -55502.663094 + Penalty 1461.741240 = -54040.921854 nChanged 6 SP:Iteration 26Q (12.259271 sec): 3 clusters Score: Raw -55506.441415 + Penalty 1462.652035 = -54043.789380 nChanged 4 SP:Iteration 27Q (12.260953 sec): 3 clusters Score: Raw -55507.252547 + Penalty 1461.546770 = -54045.705778 nChanged 1 SP:Iteration 28Q (12.262593 sec): 3 clusters Score: Raw -55508.212751 + Penalty 1461.546770 = -54046.665982 nChanged 0 SP:Iteration 29F (12.264374 sec): 3 clusters Score: Raw -55508.212751 + Penalty 1461.546770 = -54046.665982 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 20 (194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.267187 sec): 2 clusters Score: Raw -12139.696477 + Penalty 467.435722 = -11672.260755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.267773 sec): 3 clusters Score: Raw -12069.819392 + Penalty 930.984826 = -11138.834566 nChanged 46 SP:Iteration 1F (12.268321 sec): 3 clusters Score: Raw -12119.068485 + Penalty 932.017884 = -11187.050601 nChanged 9 SP:Iteration 2Q (12.268869 sec): 3 clusters Score: Raw -12130.192194 + Penalty 931.680311 = -11198.511883 nChanged 5 SP:Iteration 3Q (12.269415 sec): 3 clusters Score: Raw -12136.941938 + Penalty 931.422064 = -11205.519875 nChanged 1 SP:Iteration 4Q (12.269957 sec): 3 clusters Score: Raw -12138.733171 + Penalty 931.649777 = -11207.083394 nChanged 1 SP:Iteration 5Q (12.270498 sec): 3 clusters Score: Raw -12139.910474 + Penalty 931.819772 = -11208.090702 nChanged 2 SP:Iteration 6Q (12.271040 sec): 3 clusters Score: Raw -12143.785542 + Penalty 932.681853 = -11211.103689 nChanged 3 SP:Iteration 7Q (12.271582 sec): 3 clusters Score: Raw -12145.276066 + Penalty 932.838273 = -11212.437793 nChanged 1 SP:Iteration 8Q (12.272123 sec): 3 clusters Score: Raw -12146.207734 + Penalty 933.280479 = -11212.927255 nChanged 1 SP:Iteration 9Q (12.272664 sec): 3 clusters Score: Raw -12148.667021 + Penalty 933.439964 = -11215.227057 nChanged 1 SP:Iteration 10F (12.273210 sec): 3 clusters Score: Raw -12149.275286 + Penalty 933.439964 = -11215.835322 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 21 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.273901 sec): 2 clusters Score: Raw -2591.560940 + Penalty 284.934841 = -2306.626099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.274200 sec): 3 clusters Score: Raw -2620.757980 + Penalty 570.542196 = -2050.215784 nChanged 1 SP:Iteration 1Q (12.274486 sec): 3 clusters Score: Raw -2623.316067 + Penalty 570.542196 = -2052.773871 nChanged 0 SP:Iteration 2F (12.274779 sec): 3 clusters Score: Raw -2623.316067 + Penalty 570.542196 = -2052.773871 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 22 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.275565 sec): 2 clusters Score: Raw -3311.227456 + Penalty 428.473256 = -2882.754200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.275868 sec): 3 clusters Score: Raw -3340.635845 + Penalty 857.621519 = -2483.014326 nChanged 1 SP:Iteration 1Q (12.276188 sec): 3 clusters Score: Raw -3342.973720 + Penalty 857.621519 = -2485.352202 nChanged 0 SP:Iteration 2F (12.276486 sec): 3 clusters Score: Raw -3342.973720 + Penalty 857.621519 = -2485.352202 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 23 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.277071 sec): 2 clusters Score: Raw -701.083236 + Penalty 276.321947 = -424.761290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.277300 sec): 3 clusters Score: Raw -714.366410 + Penalty 550.717486 = -163.648923 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 24 (165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.278171 sec): 2 clusters Score: Raw -9075.254154 + Penalty 727.171915 = -8348.082240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.278689 sec): 3 clusters Score: Raw -9138.425955 + Penalty 1454.371013 = -7684.054943 nChanged 17 SP:Iteration 1F (12.279199 sec): 3 clusters Score: Raw -9178.602776 + Penalty 1454.294238 = -7724.308538 nChanged 5 SP:Iteration 2Q (12.279690 sec): 3 clusters Score: Raw -9194.211788 + Penalty 1454.462356 = -7739.749432 nChanged 2 SP:Iteration 3Q (12.280176 sec): 3 clusters Score: Raw -9197.632309 + Penalty 1454.356889 = -7743.275420 nChanged 1 SP:Iteration 4Q (12.280662 sec): 3 clusters Score: Raw -9199.136541 + Penalty 1454.290161 = -7744.846380 nChanged 1 SP:Iteration 5Q (12.281151 sec): 3 clusters Score: Raw -9200.069854 + Penalty 1454.290161 = -7745.779693 nChanged 0 SP:Iteration 6F (12.281662 sec): 3 clusters Score: Raw -9200.069854 + Penalty 1454.290161 = -7745.779693 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 25 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.282143 sec): 2 clusters Score: Raw -722.642245 + Penalty 285.417512 = -437.224733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.282370 sec): 3 clusters Score: Raw -730.644250 + Penalty 581.559759 = -149.084491 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 26 (264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.284020 sec): 2 clusters Score: Raw -14386.130294 + Penalty 649.047015 = -13737.083279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.284722 sec): 3 clusters Score: Raw -14358.230350 + Penalty 1301.221600 = -13057.008749 nChanged 39 SP:Iteration 1F (12.285415 sec): 3 clusters Score: Raw -14423.473109 + Penalty 1306.206151 = -13117.266957 nChanged 11 SP:Iteration 2Q (12.286088 sec): 3 clusters Score: Raw -14444.192733 + Penalty 1310.845493 = -13133.347240 nChanged 7 SP:Iteration 3Q (12.286780 sec): 3 clusters Score: Raw -14451.888584 + Penalty 1312.434886 = -13139.453698 nChanged 1 SP:Iteration 4Q (12.287443 sec): 3 clusters Score: Raw -14452.026984 + Penalty 1312.434886 = -13139.592098 nChanged 0 SP:Iteration 5F (12.288171 sec): 3 clusters Score: Raw -14452.026984 + Penalty 1312.434886 = -13139.592098 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 27 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.290450 sec): 2 clusters Score: Raw -2442.918732 + Penalty 261.617620 = -2181.301112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.290748 sec): 3 clusters Score: Raw -2454.300997 + Penalty 528.319606 = -1925.981391 nChanged 3 SP:Iteration 1F (12.291037 sec): 3 clusters Score: Raw -2459.434749 + Penalty 528.319606 = -1931.115143 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 28 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.291554 sec): 2 clusters Score: Raw -1494.664447 + Penalty 196.054677 = -1298.609770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.291807 sec): 3 clusters Score: Raw -1489.695658 + Penalty 378.423889 = -1111.271769 nChanged 1 SP:Iteration 1Q (12.292086 sec): 3 clusters Score: Raw -1490.230687 + Penalty 378.423889 = -1111.806798 nChanged 0 SP:Iteration 2F (12.292336 sec): 3 clusters Score: Raw -1490.230687 + Penalty 378.423889 = -1111.806798 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 29 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.292814 sec): 2 clusters Score: Raw -595.816939 + Penalty 215.413081 = -380.403858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.293042 sec): 3 clusters Score: Raw -620.514816 + Penalty 426.300200 = -194.214616 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 30 (87 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.293889 sec): 2 clusters Score: Raw -5460.773578 + Penalty 468.281999 = -4992.491579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.294255 sec): 3 clusters Score: Raw -5476.172899 + Penalty 944.552990 = -4531.619910 nChanged 7 SP:Iteration 1F (12.294619 sec): 3 clusters Score: Raw -5489.895788 + Penalty 944.552990 = -4545.342798 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 31 (88 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.295563 sec): 2 clusters Score: Raw -5288.310004 + Penalty 637.288283 = -4651.021722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.295933 sec): 3 clusters Score: Raw -5384.263393 + Penalty 1276.191258 = -4108.072135 nChanged 6 SP:Iteration 1F (12.296295 sec): 3 clusters Score: Raw -5412.354699 + Penalty 1276.610334 = -4135.744365 nChanged 1 SP:Iteration 2Q (12.296638 sec): 3 clusters Score: Raw -5418.197882 + Penalty 1276.610334 = -4141.587549 nChanged 0 SP:Iteration 3F (12.296999 sec): 3 clusters Score: Raw -5418.197882 + Penalty 1276.610334 = -4141.587549 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 32 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.297585 sec): 2 clusters Score: Raw -1019.475425 + Penalty 330.858515 = -688.616911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.297823 sec): 3 clusters Score: Raw -1045.450813 + Penalty 660.453224 = -384.997589 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 33 (111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.298776 sec): 2 clusters Score: Raw -6243.361622 + Penalty 406.294507 = -5837.067115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.299191 sec): 3 clusters Score: Raw -6243.175822 + Penalty 808.419562 = -5434.756260 nChanged 12 SP:Iteration 1F (12.299589 sec): 3 clusters Score: Raw -6271.772411 + Penalty 807.108449 = -5464.663962 nChanged 2 SP:Iteration 2Q (12.299977 sec): 3 clusters Score: Raw -6278.744269 + Penalty 807.108449 = -5471.635820 nChanged 0 SP:Iteration 3F (12.300374 sec): 3 clusters Score: Raw -6278.744269 + Penalty 807.108449 = -5471.635820 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 34 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.301022 sec): 2 clusters Score: Raw -2117.360432 + Penalty 302.215068 = -1815.145364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.301299 sec): 3 clusters Score: Raw -2127.289410 + Penalty 604.026297 = -1523.263113 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 35 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.301758 sec): 2 clusters Score: Raw -225.415307 + Penalty 95.171342 = -130.243965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.301970 sec): 3 clusters Score: Raw -225.491371 + Penalty 230.608215 = 5.116844 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 36 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.302490 sec): 2 clusters Score: Raw -970.522918 + Penalty 267.325695 = -703.197223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.302730 sec): 3 clusters Score: Raw -1017.917663 + Penalty 555.994579 = -461.923084 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 37 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.303212 sec): 2 clusters Score: Raw -665.799010 + Penalty 215.212893 = -450.586118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.303442 sec): 3 clusters Score: Raw -680.550666 + Penalty 421.796829 = -258.753837 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 38 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.303941 sec): 2 clusters Score: Raw -1133.696376 + Penalty 296.187184 = -837.509193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.304184 sec): 3 clusters Score: Raw -1163.203628 + Penalty 589.177633 = -574.025995 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 39 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.304645 sec): 2 clusters Score: Raw -336.834820 + Penalty 218.994889 = -117.839931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.304862 sec): 3 clusters Score: Raw -331.059980 + Penalty 435.064734 = 104.004754 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 40 (276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.306569 sec): 2 clusters Score: Raw -16641.414797 + Penalty 429.095602 = -16212.319195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.307274 sec): 3 clusters Score: Raw -16502.314933 + Penalty 857.623804 = -15644.691129 nChanged 80 SP:Iteration 1F (12.307984 sec): 3 clusters Score: Raw -16558.054893 + Penalty 858.586174 = -15699.468719 nChanged 28 SP:Iteration 2F (12.308676 sec): 3 clusters Score: Raw -16581.862567 + Penalty 859.003162 = -15722.859406 nChanged 7 SP:Iteration 3Q (12.309367 sec): 3 clusters Score: Raw -16589.181649 + Penalty 858.339883 = -15730.841766 nChanged 5 SP:Iteration 4Q (12.310057 sec): 3 clusters Score: Raw -16592.401778 + Penalty 857.774664 = -15734.627113 nChanged 4 SP:Iteration 5Q (12.310748 sec): 3 clusters Score: Raw -16595.363327 + Penalty 857.163728 = -15738.199600 nChanged 3 SP:Iteration 6Q (12.311439 sec): 3 clusters Score: Raw -16600.659332 + Penalty 857.228940 = -15743.430392 nChanged 5 SP:Iteration 7Q (12.312129 sec): 3 clusters Score: Raw -16605.656699 + Penalty 857.789706 = -15747.866993 nChanged 3 SP:Iteration 8Q (12.312815 sec): 3 clusters Score: Raw -16608.079466 + Penalty 858.066547 = -15750.012919 nChanged 1 SP:Iteration 9Q (12.313500 sec): 3 clusters Score: Raw -16608.211594 + Penalty 858.478830 = -15749.732764 nChanged 1 SP:Iteration 10F (12.314188 sec): 3 clusters Score: Raw -16608.628130 + Penalty 858.495104 = -15750.133026 nChanged 1 SP:Iteration 11Q (12.314872 sec): 3 clusters Score: Raw -16609.047315 + Penalty 858.925070 = -15750.122245 nChanged 2 SP:Iteration 12F (12.315581 sec): 3 clusters Score: Raw -16610.497152 + Penalty 858.457012 = -15752.040140 nChanged 2 SP:Iteration 13Q (12.316265 sec): 3 clusters Score: Raw -16612.534425 + Penalty 858.221305 = -15754.313120 nChanged 2 SP:Iteration 14Q (12.316950 sec): 3 clusters Score: Raw -16613.758330 + Penalty 858.221305 = -15755.537025 nChanged 0 SP:Iteration 15F (12.317639 sec): 3 clusters Score: Raw -16613.758330 + Penalty 858.221305 = -15755.537025 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 41 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.318161 sec): 2 clusters Score: Raw -432.731955 + Penalty 197.291969 = -235.439986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.318413 sec): 3 clusters Score: Raw -433.321226 + Penalty 398.152612 = -35.168614 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 42 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.319241 sec): 2 clusters Score: Raw -7937.233901 + Penalty 409.756530 = -7527.477370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.319684 sec): 3 clusters Score: Raw -7887.975145 + Penalty 819.513061 = -7068.462084 nChanged 24 SP:Iteration 1F (12.320121 sec): 3 clusters Score: Raw -7914.267022 + Penalty 818.834149 = -7095.432874 nChanged 9 SP:Iteration 2F (12.320559 sec): 3 clusters Score: Raw -7927.743825 + Penalty 817.810722 = -7109.933104 nChanged 2 SP:Iteration 3Q (12.320996 sec): 3 clusters Score: Raw -7931.375367 + Penalty 816.563862 = -7114.811505 nChanged 3 SP:Iteration 4Q (12.321430 sec): 3 clusters Score: Raw -7936.322879 + Penalty 816.263758 = -7120.059122 nChanged 2 SP:Iteration 5Q (12.321861 sec): 3 clusters Score: Raw -7938.815590 + Penalty 816.263758 = -7122.551832 nChanged 0 SP:Iteration 6F (12.322299 sec): 3 clusters Score: Raw -7938.815590 + Penalty 816.263758 = -7122.551832 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 43 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.322761 sec): 2 clusters Score: Raw -260.013099 + Penalty 173.015027 = -86.998072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.322974 sec): 3 clusters Score: Raw -250.272568 + Penalty 349.237740 = 98.965172 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 (12.323442 sec): 2 clusters Score: Raw -540.871573 + Penalty 234.812822 = -306.058752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.323663 sec): 3 clusters Score: Raw -534.043956 + Penalty 469.625643 = -64.418312 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 45 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.324150 sec): 2 clusters Score: Raw -845.201483 + Penalty 117.916670 = -727.284812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.324386 sec): 3 clusters Score: Raw -850.231999 + Penalty 239.074431 = -611.157568 nChanged 3 SP:Iteration 1F (12.324619 sec): 3 clusters Score: Raw -860.950804 + Penalty 239.074431 = -621.876373 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 46 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.325275 sec): 2 clusters Score: Raw -4577.485217 + Penalty 424.335212 = -4153.150005 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.325628 sec): 3 clusters Score: Raw -4590.489591 + Penalty 848.635559 = -3741.854032 nChanged 6 SP:Iteration 1F (12.325975 sec): 3 clusters Score: Raw -4602.926877 + Penalty 848.713755 = -3754.213122 nChanged 2 SP:Iteration 2Q (12.326316 sec): 3 clusters Score: Raw -4604.785141 + Penalty 848.672669 = -3756.112472 nChanged 1 SP:Iteration 3Q (12.326661 sec): 3 clusters Score: Raw -4606.730073 + Penalty 848.672669 = -3758.057404 nChanged 0 SP:Iteration 4F (12.327007 sec): 3 clusters Score: Raw -4606.730073 + Penalty 848.672669 = -3758.057404 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 47 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.327473 sec): 2 clusters Score: Raw -434.153800 + Penalty 193.945780 = -240.208021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.327692 sec): 3 clusters Score: Raw -438.393305 + Penalty 381.742299 = -56.651006 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 48 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.328156 sec): 2 clusters Score: Raw -382.526254 + Penalty 181.279080 = -201.247174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.328393 sec): 3 clusters Score: Raw -380.172305 + Penalty 374.576496 = -5.595809 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 49 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.328862 sec): 2 clusters Score: Raw -503.626956 + Penalty 208.217054 = -295.409903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.329083 sec): 3 clusters Score: Raw -506.528428 + Penalty 417.380433 = -89.147996 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 51 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.329531 sec): 2 clusters Score: Raw -59.735617 + Penalty 0.000000 = -59.735617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.329720 sec): 2 clusters Score: Raw -59.735617 + Penalty 0.000000 = -59.735617 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 52 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.330226 sec): 2 clusters Score: Raw -1452.075821 + Penalty 334.482247 = -1117.593574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.330475 sec): 3 clusters Score: Raw -1468.179373 + Penalty 675.049026 = -793.130347 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 53 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.330941 sec): 2 clusters Score: Raw -413.094436 + Penalty 160.938268 = -252.156168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.331161 sec): 3 clusters Score: Raw -418.313160 + Penalty 362.807200 = -55.505960 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 55 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.331632 sec): 2 clusters Score: Raw -608.138692 + Penalty 281.805562 = -326.333130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.331855 sec): 3 clusters Score: Raw -606.433079 + Penalty 579.934129 = -26.498950 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 56 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.332311 sec): 2 clusters Score: Raw -182.411554 + Penalty 94.662221 = -87.749332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.332518 sec): 3 clusters Score: Raw -176.731582 + Penalty 197.432146 = 20.700564 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 57 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.332976 sec): 2 clusters Score: Raw -270.756386 + Penalty 173.864666 = -96.891721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.333188 sec): 3 clusters Score: Raw -259.123417 + Penalty 337.352584 = 78.229167 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 58 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.333690 sec): 2 clusters Score: Raw -1283.526692 + Penalty 288.525443 = -995.001249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.333935 sec): 3 clusters Score: Raw -1309.884858 + Penalty 577.016399 = -732.868458 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 59 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.334391 sec): 2 clusters Score: Raw -180.920070 + Penalty 87.959409 = -92.960662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.334598 sec): 3 clusters Score: Raw -175.323429 + Penalty 187.493462 = 12.170033 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 60 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.335107 sec): 2 clusters Score: Raw -1021.020221 + Penalty 249.387439 = -771.632781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.335348 sec): 3 clusters Score: Raw -1036.114616 + Penalty 489.945154 = -546.169462 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 61 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.335813 sec): 2 clusters Score: Raw -430.725201 + Penalty 208.506657 = -222.218544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.336033 sec): 3 clusters Score: Raw -433.793692 + Penalty 384.309594 = -49.484098 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 62 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.336510 sec): 2 clusters Score: Raw -733.130168 + Penalty 218.776047 = -514.354120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.336743 sec): 3 clusters Score: Raw -731.946135 + Penalty 436.599312 = -295.346823 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 63 (230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.337789 sec): 2 clusters Score: Raw -13899.798702 + Penalty 489.602826 = -13410.195876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.338444 sec): 3 clusters Score: Raw -13843.838362 + Penalty 979.936114 = -12863.902247 nChanged 46 SP:Iteration 1F (12.339056 sec): 3 clusters Score: Raw -13900.119766 + Penalty 980.042593 = -12920.077173 nChanged 6 SP:Iteration 2Q (12.339675 sec): 3 clusters Score: Raw -13907.633883 + Penalty 981.757960 = -12925.875924 nChanged 8 SP:Iteration 3Q (12.340277 sec): 3 clusters Score: Raw -13917.807996 + Penalty 982.730011 = -12935.077985 nChanged 5 SP:Iteration 4Q (12.340878 sec): 3 clusters Score: Raw -13928.230277 + Penalty 982.762887 = -12945.467390 nChanged 6 SP:Iteration 5Q (12.341474 sec): 3 clusters Score: Raw -13936.743799 + Penalty 984.312512 = -12952.431287 nChanged 4 SP:Iteration 6Q (12.342070 sec): 3 clusters Score: Raw -13947.038161 + Penalty 983.826304 = -12963.211857 nChanged 4 SP:Iteration 7Q (12.342659 sec): 3 clusters Score: Raw -13951.321455 + Penalty 984.668885 = -12966.652570 nChanged 1 SP:Iteration 8Q (12.343247 sec): 3 clusters Score: Raw -13952.637136 + Penalty 984.867354 = -12967.769782 nChanged 2 SP:Iteration 9Q (12.343836 sec): 3 clusters Score: Raw -13955.903935 + Penalty 984.500222 = -12971.403713 nChanged 1 SP:Iteration 10F (12.344442 sec): 3 clusters Score: Raw -13956.773092 + Penalty 984.500222 = -12972.272871 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 64 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.344907 sec): 2 clusters Score: Raw -56.861595 + Penalty 0.000000 = -56.861595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.345102 sec): 2 clusters Score: Raw -56.861595 + Penalty 0.000000 = -56.861595 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 65 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.345580 sec): 2 clusters Score: Raw -680.417738 + Penalty 200.033763 = -480.383975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.345810 sec): 3 clusters Score: Raw -710.362965 + Penalty 399.798923 = -310.564042 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 66 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.346266 sec): 2 clusters Score: Raw -196.684978 + Penalty 110.010911 = -86.674067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.346461 sec): 2 clusters Score: Raw -196.684978 + Penalty 110.010911 = -86.674067 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 67 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.346949 sec): 2 clusters Score: Raw -373.164739 + Penalty 168.638186 = -204.526553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.347166 sec): 3 clusters Score: Raw -367.158792 + Penalty 393.933664 = 26.774872 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 (12.347619 sec): 2 clusters Score: Raw -131.344105 + Penalty 91.380249 = -39.963856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.347826 sec): 3 clusters Score: Raw -120.905638 + Penalty 182.760498 = 61.854860 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 69 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.348308 sec): 2 clusters Score: Raw -841.259080 + Penalty 185.869989 = -655.389091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.348541 sec): 3 clusters Score: Raw -848.493283 + Penalty 371.739977 = -476.753306 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 71 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.349015 sec): 2 clusters Score: Raw -582.562725 + Penalty 178.174726 = -404.387999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.349242 sec): 3 clusters Score: Raw -595.680432 + Penalty 356.349452 = -239.330980 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 72 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.349751 sec): 2 clusters Score: Raw -1537.705851 + Penalty 411.671727 = -1126.034125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.350000 sec): 3 clusters Score: Raw -1583.933278 + Penalty 820.602804 = -763.330475 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 73 (77 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.350644 sec): 2 clusters Score: Raw -4618.533798 + Penalty 677.225181 = -3941.308618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.350999 sec): 3 clusters Score: Raw -4774.586509 + Penalty 1354.809073 = -3419.777436 nChanged 1 SP:Iteration 1Q (12.351324 sec): 3 clusters Score: Raw -4785.149219 + Penalty 1354.809073 = -3430.340146 nChanged 0 SP:Iteration 2F (12.351670 sec): 3 clusters Score: Raw -4785.149219 + Penalty 1354.809073 = -3430.340146 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 74 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.352124 sec): 2 clusters Score: Raw -124.476445 + Penalty 73.133405 = -51.343039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.352317 sec): 2 clusters Score: Raw -124.476445 + Penalty 73.133405 = -51.343039 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 75 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.352803 sec): 2 clusters Score: Raw -1028.740883 + Penalty 317.227686 = -711.513198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.353040 sec): 3 clusters Score: Raw -1041.621471 + Penalty 635.280379 = -406.341092 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 76 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.353552 sec): 2 clusters Score: Raw -1548.051863 + Penalty 294.648692 = -1253.403170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.353806 sec): 3 clusters Score: Raw -1567.634349 + Penalty 584.965249 = -982.669100 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 77 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.354305 sec): 2 clusters Score: Raw -1259.031062 + Penalty 375.342526 = -883.688537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.354568 sec): 3 clusters Score: Raw -1300.077972 + Penalty 750.685052 = -549.392920 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 78 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.355042 sec): 2 clusters Score: Raw -595.993627 + Penalty 172.360775 = -423.632852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.355269 sec): 3 clusters Score: Raw -598.757537 + Penalty 371.787263 = -226.970274 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 79 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.355732 sec): 2 clusters Score: Raw -338.035305 + Penalty 206.420912 = -131.614393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.355949 sec): 3 clusters Score: Raw -328.718772 + Penalty 417.181257 = 88.462485 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 80 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.356409 sec): 2 clusters Score: Raw -289.597516 + Penalty 126.694314 = -162.903202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.356629 sec): 3 clusters Score: Raw -293.494674 + Penalty 253.231153 = -40.263520 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 81 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.357150 sec): 2 clusters Score: Raw -1495.571193 + Penalty 382.220561 = -1113.350631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.357407 sec): 3 clusters Score: Raw -1540.399322 + Penalty 764.109942 = -776.289380 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 82 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.357871 sec): 2 clusters Score: Raw -283.184936 + Penalty 85.580901 = -197.604035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.358087 sec): 3 clusters Score: Raw -285.519375 + Penalty 169.121895 = -116.397480 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 83 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.358589 sec): 2 clusters Score: Raw -1100.932149 + Penalty 244.609127 = -856.323023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.358835 sec): 3 clusters Score: Raw -1141.457807 + Penalty 488.070942 = -653.386865 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 84 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.359324 sec): 2 clusters Score: Raw -1065.812646 + Penalty 354.415622 = -711.397023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.359561 sec): 3 clusters Score: Raw -1095.216049 + Penalty 707.368901 = -387.847148 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 85 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.360008 sec): 2 clusters Score: Raw -58.784459 + Penalty 0.000000 = -58.784459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.360199 sec): 2 clusters Score: Raw -58.784459 + Penalty 0.000000 = -58.784459 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 86 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.360662 sec): 2 clusters Score: Raw -406.125688 + Penalty 213.613129 = -192.512560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.360879 sec): 3 clusters Score: Raw -395.862221 + Penalty 443.392320 = 47.530099 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 87 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.361358 sec): 2 clusters Score: Raw -698.558532 + Penalty 193.253246 = -505.305286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.361611 sec): 3 clusters Score: Raw -721.587883 + Penalty 394.931217 = -326.656666 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 89 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.362074 sec): 2 clusters Score: Raw -403.699897 + Penalty 224.183112 = -179.516786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.362290 sec): 3 clusters Score: Raw -403.219787 + Penalty 435.161725 = 31.941938 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 90 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.362773 sec): 2 clusters Score: Raw -927.898231 + Penalty 313.335896 = -614.562335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.363004 sec): 3 clusters Score: Raw -953.027555 + Penalty 627.847143 = -325.180412 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 91 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.363469 sec): 2 clusters Score: Raw -425.973428 + Penalty 184.310918 = -241.662510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.363688 sec): 3 clusters Score: Raw -433.949336 + Penalty 362.009395 = -71.939940 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 92 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.364140 sec): 2 clusters Score: Raw -121.750250 + Penalty 64.208819 = -57.541431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.364347 sec): 3 clusters Score: Raw -115.607326 + Penalty 128.417638 = 12.810313 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 93 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.364811 sec): 2 clusters Score: Raw -411.214817 + Penalty 170.706427 = -240.508390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.365030 sec): 3 clusters Score: Raw -415.130064 + Penalty 347.631285 = -67.498779 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 94 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.365494 sec): 2 clusters Score: Raw -440.239292 + Penalty 206.371502 = -233.867791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.365713 sec): 3 clusters Score: Raw -442.156713 + Penalty 410.574786 = -31.581926 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 95 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.366160 sec): 2 clusters Score: Raw -58.674375 + Penalty 0.000000 = -58.674375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.366350 sec): 2 clusters Score: Raw -58.674375 + Penalty 0.000000 = -58.674375 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 96 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.366811 sec): 2 clusters Score: Raw -274.391860 + Penalty 178.809364 = -95.582495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.367024 sec): 3 clusters Score: Raw -264.031747 + Penalty 339.318565 = 75.286819 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 97 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.367487 sec): 2 clusters Score: Raw -374.058916 + Penalty 173.680510 = -200.378406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.367702 sec): 3 clusters Score: Raw -368.740987 + Penalty 423.017443 = 54.276456 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 98 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.368160 sec): 2 clusters Score: Raw -247.050646 + Penalty 89.616033 = -157.434613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.368389 sec): 3 clusters Score: Raw -238.885643 + Penalty 179.232066 = -59.653577 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 99 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.368855 sec): 2 clusters Score: Raw -542.431844 + Penalty 241.627816 = -300.804028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.369076 sec): 3 clusters Score: Raw -531.359745 + Penalty 486.486714 = -44.873032 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 101 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.369537 sec): 2 clusters Score: Raw -326.998088 + Penalty 165.656760 = -161.341328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.369734 sec): 2 clusters Score: Raw -326.998088 + Penalty 165.656760 = -161.341328 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 102 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.370196 sec): 2 clusters Score: Raw -395.219061 + Penalty 217.558986 = -177.660075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.370412 sec): 3 clusters Score: Raw -389.869962 + Penalty 428.917816 = 39.047854 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 104 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.370870 sec): 2 clusters Score: Raw -197.543153 + Penalty 118.260447 = -79.282707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.371080 sec): 3 clusters Score: Raw -187.202945 + Penalty 242.097178 = 54.894233 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 105 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.371561 sec): 2 clusters Score: Raw -823.308528 + Penalty 240.430331 = -582.878197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.371794 sec): 3 clusters Score: Raw -844.619026 + Penalty 480.860662 = -363.758364 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 106 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.372255 sec): 2 clusters Score: Raw -333.397315 + Penalty 202.092850 = -131.304465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.372468 sec): 3 clusters Score: Raw -324.768538 + Penalty 418.574267 = 93.805729 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 107 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.372926 sec): 2 clusters Score: Raw -278.263662 + Penalty 184.828457 = -93.435205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.373138 sec): 3 clusters Score: Raw -266.401188 + Penalty 370.168671 = 103.767483 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 108 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.373597 sec): 2 clusters Score: Raw -295.942702 + Penalty 107.060319 = -188.882383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.373813 sec): 3 clusters Score: Raw -293.316471 + Penalty 222.323177 = -70.993294 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 109 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.374283 sec): 2 clusters Score: Raw -529.862720 + Penalty 186.909435 = -342.953285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.374506 sec): 3 clusters Score: Raw -547.149661 + Penalty 370.132391 = -177.017270 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 110 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.374981 sec): 2 clusters Score: Raw -376.180609 + Penalty 156.091944 = -220.088665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.375197 sec): 3 clusters Score: Raw -368.748210 + Penalty 156.091944 = -212.656266 nChanged 1 SP:Iteration 1F (12.375392 sec): 2 clusters Score: Raw -376.180609 + Penalty 156.091944 = -220.088665 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 111 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.375872 sec): 2 clusters Score: Raw -854.706423 + Penalty 334.624125 = -520.082298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.376103 sec): 3 clusters Score: Raw -886.382867 + Penalty 670.388027 = -215.994840 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 112 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.376585 sec): 2 clusters Score: Raw -799.732969 + Penalty 308.167272 = -491.565697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.376815 sec): 3 clusters Score: Raw -835.495099 + Penalty 618.055768 = -217.439331 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 113 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.377280 sec): 2 clusters Score: Raw -427.556158 + Penalty 188.238090 = -239.318069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.377500 sec): 3 clusters Score: Raw -435.091846 + Penalty 371.751165 = -63.340682 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 114 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.377948 sec): 2 clusters Score: Raw -59.353271 + Penalty 0.000000 = -59.353271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.378138 sec): 2 clusters Score: Raw -59.353271 + Penalty 0.000000 = -59.353271 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 115 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.378588 sec): 2 clusters Score: Raw -116.376488 + Penalty 48.129422 = -68.247066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.378780 sec): 2 clusters Score: Raw -116.376488 + Penalty 48.129422 = -68.247066 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 116 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.379226 sec): 2 clusters Score: Raw -60.423206 + Penalty 0.000000 = -60.423206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.379416 sec): 2 clusters Score: Raw -60.423206 + Penalty 0.000000 = -60.423206 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 117 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.379872 sec): 2 clusters Score: Raw -250.261115 + Penalty 141.607365 = -108.653750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.380067 sec): 2 clusters Score: Raw -250.261115 + Penalty 141.607365 = -108.653750 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 118 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.380527 sec): 2 clusters Score: Raw -316.101430 + Penalty 152.076639 = -164.024791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.380742 sec): 3 clusters Score: Raw -311.605079 + Penalty 315.594230 = 3.989151 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 119 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.381198 sec): 2 clusters Score: Raw -263.638371 + Penalty 152.867436 = -110.770935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.381411 sec): 3 clusters Score: Raw -253.461509 + Penalty 305.734873 = 52.273363 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 122 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.381939 sec): 2 clusters Score: Raw -1557.680560 + Penalty 414.789752 = -1142.890808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.382193 sec): 3 clusters Score: Raw -1621.251874 + Penalty 828.389877 = -792.861996 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 123 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.382653 sec): 2 clusters Score: Raw -318.996163 + Penalty 182.341510 = -136.654653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.382869 sec): 3 clusters Score: Raw -314.593750 + Penalty 371.007249 = 56.413498 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 124 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.383326 sec): 2 clusters Score: Raw -266.514376 + Penalty 165.914746 = -100.599629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.383538 sec): 3 clusters Score: Raw -257.732416 + Penalty 318.393757 = 60.661342 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 126 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.383994 sec): 2 clusters Score: Raw -255.837515 + Penalty 155.527562 = -100.309953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.384208 sec): 3 clusters Score: Raw -249.509468 + Penalty 311.055125 = 61.545657 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 127 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.384677 sec): 2 clusters Score: Raw -541.964550 + Penalty 154.830421 = -387.134130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.384902 sec): 3 clusters Score: Raw -540.121823 + Penalty 318.744616 = -221.377207 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 129 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.385363 sec): 2 clusters Score: Raw -311.610281 + Penalty 149.957129 = -161.653152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.385580 sec): 3 clusters Score: Raw -307.491735 + Penalty 305.682055 = -1.809680 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 (12.386037 sec): 2 clusters Score: Raw -237.014067 + Penalty 106.838381 = -130.175686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.386250 sec): 3 clusters Score: Raw -235.907961 + Penalty 241.810029 = 5.902068 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 131 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.386707 sec): 2 clusters Score: Raw -255.681771 + Penalty 134.071318 = -121.610453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.386920 sec): 3 clusters Score: Raw -248.590398 + Penalty 268.142636 = 19.552237 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 133 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.387384 sec): 2 clusters Score: Raw -381.156534 + Penalty 143.080311 = -238.076223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.387597 sec): 3 clusters Score: Raw -381.409823 + Penalty 260.042372 = -121.367451 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 134 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.388053 sec): 2 clusters Score: Raw -185.791827 + Penalty 84.936069 = -100.855758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.388263 sec): 3 clusters Score: Raw -179.446543 + Penalty 172.021529 = -7.425014 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 135 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.388739 sec): 2 clusters Score: Raw -246.340450 + Penalty 117.798246 = -128.542204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.388951 sec): 3 clusters Score: Raw -243.260697 + Penalty 228.967953 = -14.292743 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 136 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.389405 sec): 2 clusters Score: Raw -181.999984 + Penalty 86.306354 = -95.693630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.389614 sec): 3 clusters Score: Raw -174.977413 + Penalty 177.930780 = 2.953367 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 (12.390071 sec): 2 clusters Score: Raw -231.426040 + Penalty 77.398476 = -154.027563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.390284 sec): 3 clusters Score: Raw -232.182949 + Penalty 154.796952 = -77.385997 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 138 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.390734 sec): 2 clusters Score: Raw -127.539324 + Penalty 85.173578 = -42.365746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.390941 sec): 3 clusters Score: Raw -119.349814 + Penalty 170.347155 = 50.997341 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 139 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.391416 sec): 2 clusters Score: Raw -603.809370 + Penalty 249.664366 = -354.145004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.391641 sec): 3 clusters Score: Raw -628.313297 + Penalty 499.328731 = -128.984566 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 140 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.392097 sec): 2 clusters Score: Raw -263.958409 + Penalty 159.401131 = -104.557278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.392309 sec): 3 clusters Score: Raw -257.613400 + Penalty 293.630421 = 36.017021 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 141 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.392787 sec): 2 clusters Score: Raw -848.915622 + Penalty 299.821171 = -549.094451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.393015 sec): 3 clusters Score: Raw -842.677281 + Penalty 614.614995 = -228.062285 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 (12.393466 sec): 2 clusters Score: Raw -127.450575 + Penalty 87.778972 = -39.671603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.393672 sec): 3 clusters Score: Raw -118.718925 + Penalty 175.557944 = 56.839018 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 143 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.394120 sec): 2 clusters Score: Raw -58.517894 + Penalty 0.000000 = -58.517894 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.394310 sec): 2 clusters Score: Raw -58.517894 + Penalty 0.000000 = -58.517894 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 (12.394769 sec): 2 clusters Score: Raw -331.299971 + Penalty 168.359014 = -162.940957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.394983 sec): 3 clusters Score: Raw -321.936226 + Penalty 329.050422 = 7.114196 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 146 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.395471 sec): 2 clusters Score: Raw -650.008740 + Penalty 266.759104 = -383.249636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.395697 sec): 3 clusters Score: Raw -655.858964 + Penalty 524.770731 = -131.088233 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 147 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.396150 sec): 2 clusters Score: Raw -134.181273 + Penalty 90.932070 = -43.249204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.396355 sec): 3 clusters Score: Raw -121.902915 + Penalty 181.864139 = 59.961224 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 (12.396814 sec): 2 clusters Score: Raw -264.821960 + Penalty 151.416874 = -113.405086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.397027 sec): 3 clusters Score: Raw -254.683605 + Penalty 302.833748 = 48.150143 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 (12.397490 sec): 2 clusters Score: Raw -381.585459 + Penalty 193.452933 = -188.132526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.397706 sec): 3 clusters Score: Raw -378.475328 + Penalty 364.799233 = -13.676095 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 151 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.398177 sec): 2 clusters Score: Raw -599.895091 + Penalty 270.522792 = -329.372299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.398400 sec): 3 clusters Score: Raw -596.222617 + Penalty 544.494176 = -51.728440 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 153 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.398855 sec): 2 clusters Score: Raw -153.595038 + Penalty 44.487525 = -109.107512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.399055 sec): 3 clusters Score: Raw -156.122643 + Penalty 74.421574 = -81.701069 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 154 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.399516 sec): 2 clusters Score: Raw -292.377829 + Penalty 128.051868 = -164.325961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.399728 sec): 3 clusters Score: Raw -290.436155 + Penalty 242.918426 = -47.517730 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 155 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.400182 sec): 2 clusters Score: Raw -187.104458 + Penalty 100.260415 = -86.844042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.400376 sec): 2 clusters Score: Raw -187.104458 + Penalty 100.260415 = -86.844042 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 156 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.400838 sec): 2 clusters Score: Raw -387.442618 + Penalty 208.749627 = -178.692991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.401055 sec): 3 clusters Score: Raw -389.016285 + Penalty 417.499254 = 28.482970 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 157 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.401526 sec): 2 clusters Score: Raw -561.754759 + Penalty 239.965839 = -321.788919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.401749 sec): 3 clusters Score: Raw -567.902425 + Penalty 484.499016 = -83.403409 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 158 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.402223 sec): 2 clusters Score: Raw -307.564964 + Penalty 113.866513 = -193.698450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.402436 sec): 3 clusters Score: Raw -301.533015 + Penalty 228.899082 = -72.633933 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 160 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.402889 sec): 2 clusters Score: Raw -125.359331 + Penalty 64.246240 = -61.113091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.403081 sec): 2 clusters Score: Raw -125.359331 + Penalty 64.246240 = -61.113091 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 162 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.403534 sec): 2 clusters Score: Raw -221.244173 + Penalty 69.494240 = -151.749933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.403748 sec): 3 clusters Score: Raw -219.430861 + Penalty 138.988479 = -80.442382 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 163 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.404199 sec): 2 clusters Score: Raw -116.272196 + Penalty 76.520967 = -39.751229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.404391 sec): 2 clusters Score: Raw -116.272196 + Penalty 76.520967 = -39.751229 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 (12.404846 sec): 2 clusters Score: Raw -274.672734 + Penalty 192.983934 = -81.688799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.405059 sec): 3 clusters Score: Raw -262.556925 + Penalty 385.967869 = 123.410944 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 165 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.405513 sec): 2 clusters Score: Raw -194.540298 + Penalty 129.699174 = -64.841124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.405722 sec): 3 clusters Score: Raw -187.506299 + Penalty 249.671857 = 62.165558 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 166 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.406168 sec): 2 clusters Score: Raw -56.832104 + Penalty 0.000000 = -56.832104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.406356 sec): 2 clusters Score: Raw -56.832104 + Penalty 0.000000 = -56.832104 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 168 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.406821 sec): 2 clusters Score: Raw -394.014480 + Penalty 203.269130 = -190.745350 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.407038 sec): 3 clusters Score: Raw -385.026018 + Penalty 410.559208 = 25.533190 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 169 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.407486 sec): 2 clusters Score: Raw -58.120056 + Penalty 0.000000 = -58.120056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.407675 sec): 2 clusters Score: Raw -58.120056 + Penalty 0.000000 = -58.120056 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 171 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.408125 sec): 2 clusters Score: Raw -130.098381 + Penalty 86.593757 = -43.504624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.408332 sec): 2 clusters Score: Raw -130.098381 + Penalty 86.593757 = -43.504624 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 172 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.408779 sec): 2 clusters Score: Raw -58.022606 + Penalty 0.000000 = -58.022606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.408969 sec): 2 clusters Score: Raw -58.022606 + Penalty 0.000000 = -58.022606 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 174 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.409422 sec): 2 clusters Score: Raw -189.664725 + Penalty 131.346818 = -58.317906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.409615 sec): 2 clusters Score: Raw -189.664725 + Penalty 131.346818 = -58.317906 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 175 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.410066 sec): 2 clusters Score: Raw -122.683639 + Penalty 71.630630 = -51.053009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.410273 sec): 3 clusters Score: Raw -116.097975 + Penalty 143.261260 = 27.163284 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 176 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.410722 sec): 2 clusters Score: Raw -120.737296 + Penalty 80.492395 = -40.244901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.410928 sec): 3 clusters Score: Raw -114.948532 + Penalty 160.984789 = 46.036257 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 177 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.411380 sec): 2 clusters Score: Raw -125.240468 + Penalty 59.518399 = -65.722069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.411571 sec): 2 clusters Score: Raw -125.240468 + Penalty 59.518399 = -65.722069 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 178 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.412018 sec): 2 clusters Score: Raw -59.906140 + Penalty 0.000000 = -59.906140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.412208 sec): 2 clusters Score: Raw -59.906140 + Penalty 0.000000 = -59.906140 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 179 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.412662 sec): 2 clusters Score: Raw -193.642870 + Penalty 111.069795 = -82.573075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.412871 sec): 3 clusters Score: Raw -183.896205 + Penalty 238.291261 = 54.395056 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 180 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.413322 sec): 2 clusters Score: Raw -127.771187 + Penalty 81.087977 = -46.683209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.413527 sec): 3 clusters Score: Raw -119.224327 + Penalty 162.175955 = 42.951628 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 181 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.413979 sec): 2 clusters Score: Raw -128.333298 + Penalty 75.202114 = -53.131183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.414183 sec): 3 clusters Score: Raw -118.973516 + Penalty 150.404229 = 31.430713 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 182 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.414647 sec): 2 clusters Score: Raw -375.185640 + Penalty 102.362881 = -272.822759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.414878 sec): 3 clusters Score: Raw -378.609969 + Penalty 180.402966 = -198.207004 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 183 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.415326 sec): 2 clusters Score: Raw -60.898484 + Penalty 0.000000 = -60.898484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.415516 sec): 2 clusters Score: Raw -60.898484 + Penalty 0.000000 = -60.898484 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 184 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.415970 sec): 2 clusters Score: Raw -198.008745 + Penalty 130.109375 = -67.899371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.416180 sec): 3 clusters Score: Raw -186.903125 + Penalty 262.953644 = 76.050519 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 186 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.416644 sec): 2 clusters Score: Raw -346.718079 + Penalty 218.762757 = -127.955322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.416859 sec): 3 clusters Score: Raw -334.712220 + Penalty 435.904556 = 101.192335 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 188 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.417314 sec): 2 clusters Score: Raw -182.853543 + Penalty 94.602568 = -88.250976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.417508 sec): 2 clusters Score: Raw -182.853543 + Penalty 94.602568 = -88.250976 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 (12.417954 sec): 2 clusters Score: Raw -59.822361 + Penalty 0.000000 = -59.822361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.418143 sec): 2 clusters Score: Raw -59.822361 + Penalty 0.000000 = -59.822361 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 192 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.418594 sec): 2 clusters Score: Raw -127.720181 + Penalty 75.851769 = -51.868412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.418786 sec): 2 clusters Score: Raw -127.720181 + Penalty 75.851769 = -51.868412 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 193 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.419228 sec): 2 clusters Score: Raw -59.193426 + Penalty 0.000000 = -59.193426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.419414 sec): 2 clusters Score: Raw -59.193426 + Penalty 0.000000 = -59.193426 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 195 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.419860 sec): 2 clusters Score: Raw -57.277800 + Penalty 0.000000 = -57.277800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.420049 sec): 2 clusters Score: Raw -57.277800 + Penalty 0.000000 = -57.277800 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 197 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.420495 sec): 2 clusters Score: Raw -60.062042 + Penalty 0.000000 = -60.062042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.420684 sec): 2 clusters Score: Raw -60.062042 + Penalty 0.000000 = -60.062042 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 198 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.421121 sec): 2 clusters Score: Raw -55.117829 + Penalty 0.000000 = -55.117829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.421318 sec): 2 clusters Score: Raw -55.117829 + Penalty 0.000000 = -55.117829 nChanged 0 Deleting Class 164 (4 points): Lose 66.306699 but Gain 1378.941505 Iteration 20F (14.046418 sec): 174 clusters Score: Raw -1029005.135936 + Penalty 168433.352685 = -860571.783251 nChanged 237 Deleting Class 186 (6 points): Lose 61.540342 but Gain 1362.203703 Iteration 21Q (14.165775 sec): 173 clusters Score: Raw -1029139.942714 + Penalty 167110.579154 = -862029.363560 nChanged 188 Deleting Class 68 (2 points): Lose 19.335286 but Gain 1305.891279 Iteration 22Q (14.279405 sec): 172 clusters Score: Raw -1029230.527030 + Penalty 165843.631767 = -863386.895262 nChanged 153 Deleting Class 107 (4 points): Lose 38.667064 but Gain 1320.667604 Iteration 23Q (14.391179 sec): 171 clusters Score: Raw -1029296.345028 + Penalty 164567.937159 = -864728.407868 nChanged 115 Deleting Class 147 (2 points): Lose 17.964217 but Gain 1299.486462 Iteration 24Q (14.499129 sec): 170 clusters Score: Raw -1029342.713229 + Penalty 163257.839823 = -866084.873406 nChanged 107 Deleting Class 95 (1 points): Lose 15.049474 but Gain 1271.385279 Iteration 25Q (14.607207 sec): 169 clusters Score: Raw -1029411.510715 + Penalty 162221.618059 = -867189.892656 nChanged 106 Deleting Class 39 (5 points): Lose 108.051948 but Gain 1347.844827 Iteration 26Q (14.711470 sec): 168 clusters Score: Raw -1029438.978784 + Penalty 160919.358778 = -868519.620006 nChanged 85 Deleting Class 96 (4 points): Lose 40.000542 but Gain 1277.658966 Iteration 27Q (14.814235 sec): 167 clusters Score: Raw -1029638.623037 + Penalty 159715.313503 = -869923.309533 nChanged 59 Deleting Class 142 (2 points): Lose 24.382862 but Gain 1254.426364 Iteration 28Q (14.914499 sec): 166 clusters Score: Raw -1029651.422214 + Penalty 158612.689537 = -871038.732677 nChanged 50 Deleting Class 114 (2 points): Lose 24.808970 but Gain 1265.967161 Iteration 29Q (15.015014 sec): 165 clusters Score: Raw -1029677.831061 + Penalty 157329.398116 = -872348.432945 nChanged 42 Deleting Class 171 (2 points): Lose 16.905906 but Gain 1237.488773 Iteration 30F (16.558600 sec): 164 clusters Score: Raw -1029673.232051 + Penalty 156069.377664 = -873603.854387 nChanged 38 Deleting Class 57 (4 points): Lose 25.576047 but Gain 1242.327267 Iteration 31Q (16.659279 sec): 163 clusters Score: Raw -1029658.628196 + Penalty 154819.745554 = -874838.882643 nChanged 44 Deleting Class 79 (5 points): Lose 58.490339 but Gain 1270.455942 Iteration 32Q (16.758951 sec): 162 clusters Score: Raw -1029614.605656 + Penalty 153560.899256 = -876053.706400 nChanged 43 Deleting Class 178 (1 points): Lose 5.645172 but Gain 1214.693924 Iteration 33Q (16.857871 sec): 161 clusters Score: Raw -1029635.239017 + Penalty 152329.707670 = -877305.531347 nChanged 30 Deleting Class 183 (1 points): Lose 2.701577 but Gain 1211.448599 Iteration 34Q (16.955177 sec): 160 clusters Score: Raw -1029640.254224 + Penalty 151115.708773 = -878524.545451 nChanged 21 Deleting Class 43 (4 points): Lose 31.139291 but Gain 1236.256287 Iteration 35Q (17.051643 sec): 159 clusters Score: Raw -1029614.258284 + Penalty 149896.573425 = -879717.684860 nChanged 22 Deleting Class 51 (1 points): Lose 8.207439 but Gain 1208.328431 Iteration 36Q (17.150023 sec): 158 clusters Score: Raw -1029622.114365 + Penalty 148706.592422 = -880915.521943 nChanged 13 Deleting Class 124 (5 points): Lose 31.271593 but Gain 1225.533545 Iteration 37Q (17.246799 sec): 157 clusters Score: Raw -1029611.240325 + Penalty 147565.969278 = -882045.271048 nChanged 12 Deleting Class 184 (4 points): Lose 33.200442 but Gain 1226.238507 Iteration 38Q (17.342686 sec): 156 clusters Score: Raw -1029611.253085 + Penalty 146368.650003 = -883242.603082 nChanged 16 Deleting Class 73 (77 points): Lose 347.536895 but Gain 1541.002626 Iteration 39Q (17.438078 sec): 155 clusters Score: Raw -1029285.000321 + Penalty 144931.225520 = -884353.774802 nChanged 94 Deleting Class 106 (5 points): Lose 57.511057 but Gain 1243.818078 Iteration 40F (18.860293 sec): 154 clusters Score: Raw -1029435.346888 + Penalty 143748.036217 = -885687.310671 nChanged 31 Deleting Class 143 (1 points): Lose 4.843865 but Gain 1190.673621 Iteration 41Q (18.955805 sec): 153 clusters Score: Raw -1029479.835883 + Penalty 142562.513385 = -886917.322497 nChanged 10 Deleting Class 55 (9 points): Lose 96.949529 but Gain 1270.443210 Iteration 42Q (19.050373 sec): 152 clusters Score: Raw -1029397.287227 + Penalty 141352.233989 = -888045.053238 nChanged 14 Deleting Class 138 (2 points): Lose 45.709081 but Gain 1217.193356 Iteration 43Q (19.144804 sec): 151 clusters Score: Raw -1029391.502574 + Penalty 140173.301530 = -889218.201045 nChanged 10 Deleting Class 84 (16 points): Lose 96.211401 but Gain 1266.215277 Iteration 44Q (19.238151 sec): 150 clusters Score: Raw -1029321.078649 + Penalty 138979.281269 = -890341.797380 nChanged 21 Deleting Class 116 (2 points): Lose 24.028938 but Gain 1190.904984 Iteration 45Q (19.332699 sec): 149 clusters Score: Raw -1029337.378472 + Penalty 137797.947156 = -891539.431315 nChanged 10 Deleting Class 151 (9 points): Lose 60.493550 but Gain 1219.577934 Iteration 46Q (19.427675 sec): 148 clusters Score: Raw -1029301.887492 + Penalty 136617.760759 = -892684.126733 nChanged 14 Deleting Class 72 (26 points): Lose 160.952664 but Gain 1319.850672 Iteration 47Q (19.521868 sec): 147 clusters Score: Raw -1029166.373602 + Penalty 135422.314153 = -893744.059449 nChanged 37 Deleting Class 102 (7 points): Lose 82.961816 but Gain 1232.236847 Iteration 48Q (19.616522 sec): 146 clusters Score: Raw -1029147.528503 + Penalty 134256.577568 = -894890.950935 nChanged 25 Deleting Class 174 (3 points): Lose 40.562624 but Gain 1184.282328 Iteration 49Q (19.710527 sec): 145 clusters Score: Raw -1029148.380628 + Penalty 133090.034724 = -896058.345904 nChanged 17 Deleting Class 111 (13 points): Lose 144.479453 but Gain 1292.285877 Iteration 50F (21.042495 sec): 144 clusters Score: Raw -1029022.524808 + Penalty 131867.106467 = -897155.418341 nChanged 29 Deleting Class 89 (6 points): Lose 98.723805 but Gain 1239.376704 Iteration 51Q (21.135790 sec): 143 clusters Score: Raw -1029005.174818 + Penalty 130739.748105 = -898265.426714 nChanged 15 Deleting Class 165 (4 points): Lose 41.297480 but Gain 1179.151924 Iteration 52Q (21.227289 sec): 142 clusters Score: Raw -1029042.307889 + Penalty 129621.809806 = -899420.498083 nChanged 9 Deleting Class 180 (2 points): Lose 26.500107 but Gain 1158.807109 Iteration 53Q (21.318593 sec): 141 clusters Score: Raw -1029046.126889 + Penalty 128492.008194 = -900554.118695 nChanged 6 Deleting Class 122 (27 points): Lose 166.120474 but Gain 1296.949370 Iteration 54Q (21.409425 sec): 140 clusters Score: Raw -1028895.768848 + Penalty 127333.160601 = -901562.608247 nChanged 29 Deleting Class 86 (7 points): Lose 65.959729 but Gain 1193.755044 Iteration 55Q (21.500917 sec): 139 clusters Score: Raw -1028896.825572 + Penalty 126164.925746 = -902731.899826 nChanged 12 Deleting Class 141 (12 points): Lose 67.295987 but Gain 1195.177371 Iteration 56Q (21.592737 sec): 138 clusters Score: Raw -1028855.310374 + Penalty 124981.772944 = -903873.537430 nChanged 16 Deleting Class 176 (2 points): Lose 24.970825 but Gain 1150.295793 Iteration 57Q (21.684392 sec): 137 clusters Score: Raw -1028872.309535 + Penalty 123836.359317 = -905035.950219 nChanged 8 Deleting Class 156 (9 points): Lose 97.684404 but Gain 1214.754079 Iteration 58Q (21.798056 sec): 136 clusters Score: Raw -1028789.511169 + Penalty 122676.257667 = -906113.253503 nChanged 13 Deleting Class 25 (12 points): Lose 83.903009 but Gain 1196.256594 Iteration 59Q (21.887807 sec): 135 clusters Score: Raw -1028743.069201 + Penalty 121510.440054 = -907232.629147 nChanged 15 Deleting Class 197 (1 points): Lose 3.882569 but Gain 1109.643851 Iteration 60F (23.128762 sec): 134 clusters Score: Raw -1028764.399778 + Penalty 120401.189870 = -908363.209909 nChanged 1 Deleting Class 99 (8 points): Lose 48.341236 but Gain 1151.013340 Iteration 61Q (23.219735 sec): 133 clusters Score: Raw -1028718.187017 + Penalty 119251.525780 = -909466.661237 nChanged 9 Deleting Class 146 (12 points): Lose 98.304406 but Gain 1198.590723 Iteration 62Q (23.310825 sec): 132 clusters Score: Raw -1028630.437550 + Penalty 118177.574204 = -910452.863347 nChanged 14 Deleting Class 77 (20 points): Lose 148.298716 but Gain 1241.094692 Iteration 63Q (23.402055 sec): 131 clusters Score: Raw -1028523.494089 + Penalty 116988.597216 = -911534.896873 nChanged 26 Deleting Class 119 (5 points): Lose 40.915080 but Gain 1132.260431 Iteration 64Q (23.493821 sec): 130 clusters Score: Raw -1028550.204430 + Penalty 115887.313288 = -912662.891142 nChanged 16 Deleting Class 150 (5 points): Lose 22.049303 but Gain 1109.747029 Iteration 65Q (23.585470 sec): 129 clusters Score: Raw -1028550.381067 + Penalty 114788.877443 = -913761.503624 nChanged 15 Deleting Class 123 (5 points): Lose 34.705811 but Gain 1122.254780 Iteration 66Q (23.681268 sec): 128 clusters Score: Raw -1028528.491236 + Penalty 113696.686576 = -914831.804660 nChanged 13 Deleting Class 90 (14 points): Lose 90.255230 but Gain 1176.092472 Iteration 67Q (23.776326 sec): 127 clusters Score: Raw -1028455.266457 + Penalty 112546.033680 = -915909.232777 nChanged 20 Deleting Class 140 (5 points): Lose 48.733251 but Gain 1134.273413 Iteration 68Q (23.866247 sec): 126 clusters Score: Raw -1028441.074313 + Penalty 111508.169416 = -916932.904897 nChanged 17 Deleting Class 192 (2 points): Lose 1.546669 but Gain 1083.977826 Iteration 69Q (23.956260 sec): 125 clusters Score: Raw -1028468.091353 + Penalty 110443.147938 = -918024.943416 nChanged 13 Deleting Class 44 (9 points): Lose 42.726683 but Gain 1123.472695 Iteration 70F (25.117360 sec): 124 clusters Score: Raw -1028442.206577 + Penalty 109325.866889 = -919116.339688 nChanged 19 Deleting Class 126 (4 points): Lose 31.124416 but Gain 1111.301891 Iteration 71Q (25.206388 sec): 123 clusters Score: Raw -1028431.105414 + Penalty 108230.409007 = -920200.696407 nChanged 10 Deleting Class 112 (13 points): Lose 117.491160 but Gain 1190.112080 Iteration 72Q (25.293442 sec): 122 clusters Score: Raw -1028330.819882 + Penalty 107058.923666 = -921271.896215 nChanged 16 Deleting Class 75 (18 points): Lose 93.615060 but Gain 1165.559732 Iteration 73Q (25.381591 sec): 121 clusters Score: Raw -1028278.941588 + Penalty 105982.590311 = -922296.351277 nChanged 19 Deleting Class 94 (10 points): Lose 61.965401 but Gain 1144.492036 Iteration 74Q (25.468900 sec): 120 clusters Score: Raw -1028261.322955 + Penalty 104922.168461 = -923339.154495 nChanged 15 Deleting Class 23 (11 points): Lose 72.118194 but Gain 1141.472131 Iteration 75Q (25.555769 sec): 119 clusters Score: Raw -1028227.259566 + Penalty 103829.688206 = -924397.571360 nChanged 19 Deleting Class 168 (8 points): Lose 92.771758 but Gain 1161.027705 Iteration 76Q (25.643252 sec): 118 clusters Score: Raw -1028173.358622 + Penalty 102726.056446 = -925447.302176 nChanged 11 Deleting Class 31 (98 points): Lose 362.299277 but Gain 1430.392447 Iteration 77Q (25.733667 sec): 117 clusters Score: Raw -1027830.587768 + Penalty 101475.692418 = -926354.895351 nChanged 101 Deleting Class 181 (2 points): Lose 9.296306 but Gain 1074.693778 Iteration 78Q (25.824334 sec): 116 clusters Score: Raw -1028029.573984 + Penalty 100428.535843 = -927601.038141 nChanged 14 Deleting Class 32 (18 points): Lose 134.096485 but Gain 1198.097661 Iteration 79Q (25.910361 sec): 115 clusters Score: Raw -1027910.446843 + Penalty 99240.458305 = -928669.988538 nChanged 23 Deleting Class 149 (4 points): Lose 20.305849 but Gain 1081.929503 Iteration 80F (26.984337 sec): 114 clusters Score: Raw -1027951.250923 + Penalty 98203.717218 = -929747.533705 nChanged 13 Deleting Class 172 (2 points): Lose 29.139541 but Gain 1073.629729 Iteration 81Q (27.070757 sec): 113 clusters Score: Raw -1027945.999221 + Penalty 97162.223050 = -930783.776170 nChanged 10 Deleting Class 190 (1 points): Lose 11.655027 but Gain 1053.403941 Iteration 82Q (27.156127 sec): 112 clusters Score: Raw -1027967.077369 + Penalty 96245.206492 = -931721.870877 nChanged 6 Deleting Class 52 (23 points): Lose 76.381440 but Gain 1115.870515 Iteration 83Q (27.240574 sec): 111 clusters Score: Raw -1027909.092218 + Penalty 95142.176878 = -932766.915340 nChanged 27 Deleting Class 85 (1 points): Lose 3.128487 but Gain 1039.252846 Iteration 84Q (27.324584 sec): 110 clusters Score: Raw -1027937.861230 + Penalty 94108.188476 = -933829.672755 nChanged 7 Deleting Class 104 (3 points): Lose 32.826646 but Gain 1066.289681 Iteration 85Q (27.408241 sec): 109 clusters Score: Raw -1027910.557521 + Penalty 93158.497294 = -934752.060227 nChanged 15 Deleting Class 81 (30 points): Lose 165.320102 but Gain 1197.371848 Iteration 86Q (27.492539 sec): 108 clusters Score: Raw -1027770.295280 + Penalty 92016.972912 = -935753.322368 nChanged 35 Deleting Class 74 (2 points): Lose 15.191498 but Gain 1045.130399 Iteration 87Q (27.579047 sec): 107 clusters Score: Raw -1027819.920659 + Penalty 90998.090081 = -936821.830578 nChanged 13 Deleting Class 157 (10 points): Lose 66.134106 but Gain 1095.850730 Iteration 88Q (27.662306 sec): 106 clusters Score: Raw -1027770.122570 + Penalty 89903.157300 = -937866.965270 nChanged 16 Deleting Class 169 (1 points): Lose 4.913222 but Gain 1032.652288 Iteration 89Q (27.745397 sec): 105 clusters Score: Raw -1027782.428422 + Penalty 88860.293734 = -938922.134687 nChanged 12 Deleting Class 49 (13 points): Lose 60.713065 but Gain 1082.871512 Iteration 90F (28.727131 sec): 104 clusters Score: Raw -1027733.038676 + Penalty 87802.498745 = -939930.539931 nChanged 19 Deleting Class 179 (4 points): Lose 41.990603 but Gain 1059.305665 Iteration 91Q (28.811013 sec): 103 clusters Score: Raw -1027710.706431 + Penalty 86744.617653 = -940966.088778 nChanged 6 Deleting Class 144 (5 points): Lose 20.601328 but Gain 1036.196903 Iteration 92Q (28.893110 sec): 102 clusters Score: Raw -1027706.622336 + Penalty 85739.410256 = -941967.212080 nChanged 7 Deleting Class 163 (3 points): Lose 72.147487 but Gain 1086.796896 Iteration 93Q (28.974551 sec): 101 clusters Score: Raw -1027645.466018 + Penalty 84663.048139 = -942982.417879 nChanged 7 Deleting Class 175 (2 points): Lose 23.343168 but Gain 1023.654625 Iteration 94Q (29.055510 sec): 100 clusters Score: Raw -1027653.339997 + Penalty 83758.576747 = -943894.763250 nChanged 5 Deleting Class 101 (5 points): Lose 28.684161 but Gain 1019.565381 Iteration 95Q (29.136632 sec): 99 clusters Score: Raw -1027629.797867 + Penalty 82743.273251 = -944886.524616 nChanged 8 Deleting Class 61 (8 points): Lose 81.320588 but Gain 1059.808252 Iteration 96Q (29.217841 sec): 98 clusters Score: Raw -1027560.132310 + Penalty 81698.338694 = -945861.793615 nChanged 10 Deleting Class 117 (4 points): Lose 35.145211 but Gain 1011.836936 Iteration 97Q (29.299437 sec): 97 clusters Score: Raw -1027542.447534 + Penalty 80694.787094 = -946847.660440 nChanged 8 Deleting Class 58 (21 points): Lose 92.408906 but Gain 1060.286025 Iteration 98Q (29.379283 sec): 96 clusters Score: Raw -1027468.045452 + Penalty 79653.483225 = -947814.562227 nChanged 26 Deleting Class 41 (7 points): Lose 39.100012 but Gain 1004.307643 Iteration 99Q (29.459751 sec): 95 clusters Score: Raw -1027463.652262 + Penalty 78803.107017 = -948660.545245 nChanged 10 Deleting Class 66 (3 points): Lose 28.577596 but Gain 991.908137 Iteration 100F (30.348708 sec): 94 clusters Score: Raw -1027460.856273 + Penalty 77812.987334 = -949647.868939 nChanged 7 Deleting Class 47 (8 points): Lose 62.454864 but Gain 1025.563728 Iteration 101Q (30.427790 sec): 93 clusters Score: Raw -1027404.176292 + Penalty 76798.919486 = -950605.256806 nChanged 8 Deleting Class 48 (6 points): Lose 39.267974 but Gain 1002.185524 Iteration 102Q (30.506024 sec): 92 clusters Score: Raw -1027376.532494 + Penalty 75798.005197 = -951578.527297 nChanged 6 Deleting Class 139 (11 points): Lose 100.993546 but Gain 1063.120275 Iteration 103Q (30.584612 sec): 91 clusters Score: Raw -1027285.748775 + Penalty 74726.107340 = -952559.641435 nChanged 13 Deleting Class 22 (55 points): Lose 141.217520 but Gain 1096.869938 Iteration 104Q (30.664973 sec): 90 clusters Score: Raw -1027175.059080 + Penalty 73660.788130 = -953514.270949 nChanged 58 Deleting Class 129 (7 points): Lose 75.144018 but Gain 1021.663061 Iteration 105Q (30.745927 sec): 89 clusters Score: Raw -1027175.253504 + Penalty 72687.536483 = -954487.717021 nChanged 14 Deleting Class 93 (10 points): Lose 62.142548 but Gain 1002.983751 Iteration 106Q (30.824594 sec): 88 clusters Score: Raw -1027148.626558 + Penalty 71691.542029 = -955457.084529 nChanged 15 Deleting Class 131 (4 points): Lose 26.888962 but Gain 957.989096 Iteration 107Q (30.911025 sec): 87 clusters Score: Raw -1027144.142033 + Penalty 70740.295577 = -956403.846455 nChanged 13 Deleting Class 97 (6 points): Lose 38.152866 but Gain 960.177493 Iteration 108Q (30.989566 sec): 86 clusters Score: Raw -1027121.973668 + Penalty 69790.594377 = -957331.379291 nChanged 19 Deleting Class 160 (2 points): Lose 7.210503 but Gain 918.126241 Iteration 109Q (31.067854 sec): 85 clusters Score: Raw -1027130.833077 + Penalty 68870.349891 = -958260.483186 nChanged 7 Deleting Class 92 (2 points): Lose 12.059381 but Gain 917.591468 Iteration 110F (31.868671 sec): 84 clusters Score: Raw -1027127.193463 + Penalty 67939.632503 = -959187.560960 nChanged 9 Deleting Class 91 (7 points): Lose 42.592134 but Gain 938.228073 Iteration 111Q (31.944984 sec): 83 clusters Score: Raw -1027091.687610 + Penalty 67005.596453 = -960086.091158 nChanged 14 Deleting Class 193 (1 points): Lose 5.482602 but Gain 900.036500 Iteration 112Q (32.021270 sec): 82 clusters Score: Raw -1027107.189489 + Penalty 66143.251865 = -960963.937624 nChanged 12 Deleting Class 29 (15 points): Lose 96.125055 but Gain 985.800241 Iteration 113Q (32.098298 sec): 81 clusters Score: Raw -1027024.804444 + Penalty 65461.894703 = -961562.909741 nChanged 29 Deleting Class 56 (5 points): Lose 51.529583 but Gain 1074.727958 Iteration 114Q (32.175580 sec): 80 clusters Score: Raw -1027052.552302 + Penalty 64434.427958 = -962618.124344 nChanged 16 Deleting Class 113 (7 points): Lose 68.829743 but Gain 958.219199 Iteration 115Q (32.251316 sec): 79 clusters Score: Raw -1027003.354827 + Penalty 63517.315798 = -963486.039029 nChanged 12 Deleting Class 67 (6 points): Lose 43.613371 but Gain 932.301444 Iteration 116Q (32.326777 sec): 78 clusters Score: Raw -1026985.856368 + Penalty 62612.543583 = -964373.312785 nChanged 11 Deleting Class 155 (3 points): Lose 15.519359 but Gain 903.993258 Iteration 117Q (32.402567 sec): 77 clusters Score: Raw -1026981.914045 + Penalty 61719.006561 = -965262.907485 nChanged 6 Deleting Class 30 (72 points): Lose 148.375609 but Gain 1034.906386 Iteration 118Q (32.478787 sec): 76 clusters Score: Raw -1026839.213218 + Penalty 60727.826606 = -966111.386612 nChanged 74 Writing temp clu file Memory request: 0.09 GB would take us to total of 0.19 GB. Compute initial score before splitting: Score: Raw -1026839.213218 + Penalty 60727.826606 = -966111.386612Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 1 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.524503 sec): 2 clusters Score: Raw -1940.742677 + Penalty 184.466829 = -1756.275848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.524792 sec): 3 clusters Score: Raw -1944.869347 + Penalty 380.984728 = -1563.884619 nChanged 2 SP:Iteration 1F (32.525071 sec): 3 clusters Score: Raw -1949.321431 + Penalty 393.931127 = -1555.390304 nChanged 3 SP:Iteration 2F (32.525347 sec): 3 clusters Score: Raw -1955.040338 + Penalty 403.072534 = -1551.967804 nChanged 1 SP:Iteration 3F (32.525618 sec): 3 clusters Score: Raw -1961.604393 + Penalty 403.072534 = -1558.531860 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 2 (238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.527173 sec): 2 clusters Score: Raw -13087.878279 + Penalty 868.114498 = -12219.763780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.527801 sec): 3 clusters Score: Raw -13137.185480 + Penalty 1733.708286 = -11403.477194 nChanged 33 SP:Iteration 1F (32.528415 sec): 3 clusters Score: Raw -13210.093924 + Penalty 1733.349260 = -11476.744664 nChanged 9 SP:Iteration 2Q (32.529001 sec): 3 clusters Score: Raw -13245.097386 + Penalty 1732.603015 = -11512.494371 nChanged 6 SP:Iteration 3Q (32.529611 sec): 3 clusters Score: Raw -13258.532974 + Penalty 1732.603015 = -11525.929959 nChanged 2 SP:Iteration 4Q (32.530189 sec): 3 clusters Score: Raw -13264.772654 + Penalty 1732.304034 = -11532.468620 nChanged 1 SP:Iteration 5Q (32.531384 sec): 3 clusters Score: Raw -13265.318637 + Penalty 1731.997016 = -11533.321622 nChanged 1 SP:Iteration 6Q (32.532582 sec): 3 clusters Score: Raw -13265.857618 + Penalty 1731.997016 = -11533.860602 nChanged 0 SP:Iteration 7F (32.533842 sec): 3 clusters Score: Raw -13265.857618 + Penalty 1731.997016 = -11533.860602 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 3 (2105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.545565 sec): 2 clusters Score: Raw -116683.572495 + Penalty 272.121550 = -116411.450946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.549461 sec): 3 clusters Score: Raw -115345.693337 + Penalty 565.826617 = -114779.866720 nChanged 955 SP:Iteration 1F (32.553299 sec): 3 clusters Score: Raw -116007.489916 + Penalty 585.812889 = -115421.677027 nChanged 241 SP:Iteration 2F (32.557132 sec): 3 clusters Score: Raw -116150.784457 + Penalty 603.143291 = -115547.641166 nChanged 142 SP:Iteration 3F (32.561091 sec): 3 clusters Score: Raw -116282.079687 + Penalty 634.790866 = -115647.288820 nChanged 143 SP:Iteration 4F (32.565211 sec): 3 clusters Score: Raw -116460.568751 + Penalty 718.955689 = -115741.613062 nChanged 119 SP:Iteration 5F (32.569022 sec): 3 clusters Score: Raw -116627.136761 + Penalty 835.316400 = -115791.820360 nChanged 49 SP:Iteration 6Q (32.572839 sec): 3 clusters Score: Raw -116699.543183 + Penalty 841.702476 = -115857.840706 nChanged 14 SP:Iteration 7Q (32.576061 sec): 3 clusters Score: Raw -116717.617870 + Penalty 854.892692 = -115862.725178 nChanged 2 SP:Iteration 8Q (32.579110 sec): 3 clusters Score: Raw -116721.104096 + Penalty 867.649410 = -115853.454686 nChanged 1 SP:Iteration 9F (32.582891 sec): 3 clusters Score: Raw -116722.018937 + Penalty 867.649410 = -115854.369527 nChanged 0 Memory request: 0.02 GB would take us to total of 0.21 GB. Trying to split cluster 4 (4107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.601027 sec): 2 clusters Score: Raw -220441.588264 + Penalty 101.442633 = -220340.145631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.608492 sec): 3 clusters Score: Raw -217744.149861 + Penalty 213.519315 = -217530.630546 nChanged 1943 SP:Iteration 1F (32.615716 sec): 3 clusters Score: Raw -219644.329543 + Penalty 212.799983 = -219431.529559 nChanged 423 SP:Iteration 2F (32.622954 sec): 3 clusters Score: Raw -220041.341743 + Penalty 196.904770 = -219844.436973 nChanged 166 SP:Iteration 3Q (32.630037 sec): 3 clusters Score: Raw -220292.278751 + Penalty 193.638071 = -220098.640681 nChanged 36 SP:Iteration 4Q (32.636178 sec): 3 clusters Score: Raw -220429.453067 + Penalty 191.177358 = -220238.275708 nChanged 36 SP:Iteration 5Q (32.642043 sec): 3 clusters Score: Raw -220455.243159 + Penalty 189.410801 = -220265.832358 nChanged 19 SP:Iteration 6Q (32.647817 sec): 3 clusters Score: Raw -220459.360023 + Penalty 188.206855 = -220271.153169 nChanged 8 SP:Iteration 7Q (32.653612 sec): 3 clusters Score: Raw -220461.147535 + Penalty 186.414294 = -220274.733240 nChanged 6 SP:Iteration 8Q (32.659391 sec): 3 clusters Score: Raw -220462.346370 + Penalty 185.556854 = -220276.789516 nChanged 5 SP:Iteration 9Q (32.665303 sec): 3 clusters Score: Raw -220464.194606 + Penalty 185.243846 = -220278.950760 nChanged 4 SP:Iteration 10F (32.672533 sec): 3 clusters Score: Raw -220465.285299 + Penalty 181.034192 = -220284.251107 nChanged 2 SP:Iteration 11Q (32.678324 sec): 3 clusters Score: Raw -220466.782044 + Penalty 181.034192 = -220285.747852 nChanged 0 SP:Iteration 12F (32.685575 sec): 3 clusters Score: Raw -220466.782044 + Penalty 181.034192 = -220285.747852 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 5 (252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.689548 sec): 2 clusters Score: Raw -11918.654904 + Penalty 294.256136 = -11624.398768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.690204 sec): 3 clusters Score: Raw -11859.378467 + Penalty 602.390216 = -11256.988251 nChanged 77 SP:Iteration 1F (32.690851 sec): 3 clusters Score: Raw -12000.096950 + Penalty 576.892867 = -11423.204083 nChanged 30 SP:Iteration 2F (32.691494 sec): 3 clusters Score: Raw -12061.096382 + Penalty 578.402821 = -11482.693561 nChanged 7 SP:Iteration 3Q (32.692097 sec): 3 clusters Score: Raw -12078.446355 + Penalty 575.243787 = -11503.202568 nChanged 5 SP:Iteration 4Q (32.692692 sec): 3 clusters Score: Raw -12086.502947 + Penalty 574.847489 = -11511.655458 nChanged 2 SP:Iteration 5Q (32.693285 sec): 3 clusters Score: Raw -12088.611114 + Penalty 573.940401 = -11514.670713 nChanged 1 SP:Iteration 6Q (32.693877 sec): 3 clusters Score: Raw -12088.911335 + Penalty 573.940401 = -11514.970934 nChanged 0 SP:Iteration 7F (32.694536 sec): 3 clusters Score: Raw -12088.911335 + Penalty 573.940401 = -11514.970934 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 6 (1577 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.699855 sec): 2 clusters Score: Raw -84911.770294 + Penalty 115.142119 = -84796.628175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.702824 sec): 3 clusters Score: Raw -83902.031572 + Penalty 214.218235 = -83687.813337 nChanged 714 SP:Iteration 1F (32.705834 sec): 3 clusters Score: Raw -84604.188543 + Penalty 212.692165 = -84391.496378 nChanged 165 SP:Iteration 2F (32.708752 sec): 3 clusters Score: Raw -84722.384103 + Penalty 207.145985 = -84515.238118 nChanged 84 SP:Iteration 3F (32.711644 sec): 3 clusters Score: Raw -84802.289893 + Penalty 205.451212 = -84596.838682 nChanged 52 SP:Iteration 4Q (32.714494 sec): 3 clusters Score: Raw -84830.359604 + Penalty 203.171603 = -84627.188001 nChanged 29 SP:Iteration 5Q (32.717311 sec): 3 clusters Score: Raw -84842.227598 + Penalty 201.420440 = -84640.807158 nChanged 20 SP:Iteration 6Q (32.720099 sec): 3 clusters Score: Raw -84847.179886 + Penalty 200.740940 = -84646.438947 nChanged 17 SP:Iteration 7Q (32.722857 sec): 3 clusters Score: Raw -84851.266607 + Penalty 200.797282 = -84650.469326 nChanged 13 SP:Iteration 8Q (32.725545 sec): 3 clusters Score: Raw -84853.852541 + Penalty 201.058272 = -84652.794270 nChanged 11 SP:Iteration 9Q (32.728197 sec): 3 clusters Score: Raw -84855.554903 + Penalty 201.895943 = -84653.658961 nChanged 10 SP:Iteration 10F (32.731084 sec): 3 clusters Score: Raw -84857.986905 + Penalty 201.737793 = -84656.249112 nChanged 14 SP:Iteration 11Q (32.733719 sec): 3 clusters Score: Raw -84862.688263 + Penalty 198.790794 = -84663.897469 nChanged 20 SP:Iteration 12Q (32.736366 sec): 3 clusters Score: Raw -84871.004953 + Penalty 199.220906 = -84671.784047 nChanged 22 SP:Iteration 13Q (32.738966 sec): 3 clusters Score: Raw -84880.072572 + Penalty 198.448531 = -84681.624041 nChanged 20 SP:Iteration 14Q (32.741559 sec): 3 clusters Score: Raw -84889.925173 + Penalty 196.228243 = -84693.696930 nChanged 13 SP:Iteration 15Q (32.744093 sec): 3 clusters Score: Raw -84899.863908 + Penalty 190.876828 = -84708.987080 nChanged 10 SP:Iteration 16Q (32.746559 sec): 3 clusters Score: Raw -84904.747756 + Penalty 189.898400 = -84714.849356 nChanged 7 SP:Iteration 17Q (32.748987 sec): 3 clusters Score: Raw -84906.379860 + Penalty 190.378831 = -84716.001029 nChanged 6 SP:Iteration 18Q (32.751443 sec): 3 clusters Score: Raw -84907.949781 + Penalty 191.543047 = -84716.406733 nChanged 6 SP:Iteration 19Q (32.753863 sec): 3 clusters Score: Raw -84909.253830 + Penalty 187.008586 = -84722.245244 nChanged 6 SP:Iteration 20F (32.756762 sec): 3 clusters Score: Raw -84910.294316 + Penalty 187.653337 = -84722.640980 nChanged 3 SP:Iteration 21Q (32.759189 sec): 3 clusters Score: Raw -84910.728832 + Penalty 188.685848 = -84722.042984 nChanged 5 SP:Iteration 22F (32.762093 sec): 3 clusters Score: Raw -84911.467608 + Penalty 187.864419 = -84723.603190 nChanged 5 SP:Iteration 23Q (32.764534 sec): 3 clusters Score: Raw -84913.310189 + Penalty 189.129184 = -84724.181005 nChanged 5 SP:Iteration 24Q (32.766986 sec): 3 clusters Score: Raw -84915.417116 + Penalty 189.510554 = -84725.906562 nChanged 4 SP:Iteration 25Q (32.769450 sec): 3 clusters Score: Raw -84917.899408 + Penalty 188.352909 = -84729.546499 nChanged 1 SP:Iteration 26Q (32.771853 sec): 3 clusters Score: Raw -84918.729149 + Penalty 188.352909 = -84730.376241 nChanged 0 SP:Iteration 27F (32.774754 sec): 3 clusters Score: Raw -84918.729149 + Penalty 188.352909 = -84730.376241 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 7 (1519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.779806 sec): 2 clusters Score: Raw -84907.690613 + Penalty 480.539695 = -84427.150918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.782687 sec): 3 clusters Score: Raw -83991.038929 + Penalty 950.956193 = -83040.082736 nChanged 596 SP:Iteration 1F (32.785555 sec): 3 clusters Score: Raw -84342.033185 + Penalty 942.494834 = -83399.538351 nChanged 221 SP:Iteration 2F (32.788405 sec): 3 clusters Score: Raw -84529.489648 + Penalty 939.680026 = -83589.809622 nChanged 134 SP:Iteration 3F (32.791258 sec): 3 clusters Score: Raw -84640.685110 + Penalty 936.991132 = -83703.693978 nChanged 79 SP:Iteration 4F (32.794079 sec): 3 clusters Score: Raw -84691.743610 + Penalty 936.809187 = -83754.934423 nChanged 48 SP:Iteration 5Q (32.796900 sec): 3 clusters Score: Raw -84716.104457 + Penalty 935.441823 = -83780.662634 nChanged 33 SP:Iteration 6Q (32.799814 sec): 3 clusters Score: Raw -84726.696537 + Penalty 933.744923 = -83792.951614 nChanged 17 SP:Iteration 7Q (32.802636 sec): 3 clusters Score: Raw -84731.076505 + Penalty 932.611217 = -83798.465288 nChanged 8 SP:Iteration 8Q (32.805486 sec): 3 clusters Score: Raw -84732.614147 + Penalty 932.656724 = -83799.957424 nChanged 8 SP:Iteration 9Q (32.808351 sec): 3 clusters Score: Raw -84735.610334 + Penalty 932.253533 = -83803.356801 nChanged 11 SP:Iteration 10F (32.811185 sec): 3 clusters Score: Raw -84739.063907 + Penalty 931.321543 = -83807.742363 nChanged 8 SP:Iteration 11Q (32.813963 sec): 3 clusters Score: Raw -84740.342444 + Penalty 930.478333 = -83809.864111 nChanged 5 SP:Iteration 12Q (32.816739 sec): 3 clusters Score: Raw -84741.168743 + Penalty 929.352216 = -83811.816526 nChanged 7 SP:Iteration 13Q (32.819532 sec): 3 clusters Score: Raw -84742.773741 + Penalty 929.067723 = -83813.706018 nChanged 5 SP:Iteration 14Q (32.822309 sec): 3 clusters Score: Raw -84743.477188 + Penalty 928.235462 = -83815.241727 nChanged 5 SP:Iteration 15Q (32.825124 sec): 3 clusters Score: Raw -84744.556595 + Penalty 928.314500 = -83816.242095 nChanged 4 SP:Iteration 16Q (32.827904 sec): 3 clusters Score: Raw -84745.041713 + Penalty 927.769881 = -83817.271832 nChanged 6 SP:Iteration 17Q (32.830679 sec): 3 clusters Score: Raw -84746.098196 + Penalty 926.147835 = -83819.950361 nChanged 5 SP:Iteration 18Q (32.833451 sec): 3 clusters Score: Raw -84747.038217 + Penalty 925.358551 = -83821.679666 nChanged 5 SP:Iteration 19Q (32.836236 sec): 3 clusters Score: Raw -84748.404990 + Penalty 924.539992 = -83823.864998 nChanged 5 SP:Iteration 20F (32.839074 sec): 3 clusters Score: Raw -84749.458747 + Penalty 923.435665 = -83826.023083 nChanged 9 SP:Iteration 21Q (32.841868 sec): 3 clusters Score: Raw -84751.153808 + Penalty 922.122040 = -83829.031768 nChanged 5 SP:Iteration 22Q (32.844640 sec): 3 clusters Score: Raw -84752.077308 + Penalty 917.825005 = -83834.252303 nChanged 14 SP:Iteration 23Q (32.847412 sec): 3 clusters Score: Raw -84754.667926 + Penalty 916.221423 = -83838.446502 nChanged 5 SP:Iteration 24Q (32.850180 sec): 3 clusters Score: Raw -84755.788743 + Penalty 915.433511 = -83840.355231 nChanged 3 SP:Iteration 25Q (32.852997 sec): 3 clusters Score: Raw -84756.018701 + Penalty 914.888183 = -83841.130518 nChanged 2 SP:Iteration 26Q (32.855760 sec): 3 clusters Score: Raw -84756.255475 + Penalty 914.277374 = -83841.978101 nChanged 2 SP:Iteration 27Q (32.858541 sec): 3 clusters Score: Raw -84756.705753 + Penalty 913.177380 = -83843.528373 nChanged 3 SP:Iteration 28Q (32.861425 sec): 3 clusters Score: Raw -84757.004062 + Penalty 912.269691 = -83844.734372 nChanged 3 SP:Iteration 29Q (32.864355 sec): 3 clusters Score: Raw -84757.496903 + Penalty 911.707476 = -83845.789426 nChanged 2 SP:Iteration 30F (32.867408 sec): 3 clusters Score: Raw -84757.547442 + Penalty 911.707476 = -83845.839965 nChanged 0 Memory request: 0.03 GB would take us to total of 0.21 GB. Trying to split cluster 8 (5439 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.892501 sec): 2 clusters Score: Raw -288059.551642 + Penalty 185.921928 = -287873.629714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.902769 sec): 3 clusters Score: Raw -284467.376759 + Penalty 394.931007 = -284072.445753 nChanged 2554 SP:Iteration 1F (32.912705 sec): 3 clusters Score: Raw -286193.713617 + Penalty 412.821570 = -285780.892047 nChanged 767 SP:Iteration 2F (32.922480 sec): 3 clusters Score: Raw -286510.447006 + Penalty 430.068236 = -286080.378771 nChanged 365 SP:Iteration 3F (32.932230 sec): 3 clusters Score: Raw -286723.726696 + Penalty 452.682743 = -286271.043953 nChanged 330 SP:Iteration 4F (32.942297 sec): 3 clusters Score: Raw -286971.019003 + Penalty 471.797819 = -286499.221184 nChanged 308 SP:Iteration 5F (32.955375 sec): 3 clusters Score: Raw -287216.366950 + Penalty 480.338741 = -286736.028209 nChanged 297 SP:Iteration 6F (32.965304 sec): 3 clusters Score: Raw -287455.199504 + Penalty 472.350014 = -286982.849490 nChanged 243 SP:Iteration 7Q (32.975329 sec): 3 clusters Score: Raw -287691.570214 + Penalty 454.125705 = -287237.444509 nChanged 179 SP:Iteration 8Q (32.983988 sec): 3 clusters Score: Raw -287871.377823 + Penalty 440.877729 = -287430.500094 nChanged 104 SP:Iteration 9Q (32.992215 sec): 3 clusters Score: Raw -287956.432162 + Penalty 433.441678 = -287522.990484 nChanged 55 SP:Iteration 10F (33.002000 sec): 3 clusters Score: Raw -287989.021459 + Penalty 429.921982 = -287559.099477 nChanged 43 SP:Iteration 11Q (33.010153 sec): 3 clusters Score: Raw -288010.994266 + Penalty 428.922370 = -287582.071896 nChanged 35 SP:Iteration 12Q (33.017913 sec): 3 clusters Score: Raw -288027.358758 + Penalty 437.280240 = -287590.078518 nChanged 25 SP:Iteration 13Q (33.025855 sec): 3 clusters Score: Raw -288039.436905 + Penalty 453.601675 = -287585.835230 nChanged 21 SP:Iteration 14F (33.035766 sec): 3 clusters Score: Raw -288050.090589 + Penalty 474.058516 = -287576.032073 nChanged 19 SP:Iteration 15F (33.045558 sec): 3 clusters Score: Raw -288063.357328 + Penalty 492.798832 = -287570.558497 nChanged 13 SP:Iteration 16F (33.055217 sec): 3 clusters Score: Raw -288075.614981 + Penalty 517.221876 = -287558.393105 nChanged 13 SP:Iteration 17F (33.064896 sec): 3 clusters Score: Raw -288086.582804 + Penalty 519.616055 = -287566.966748 nChanged 8 SP:Iteration 18Q (33.073156 sec): 3 clusters Score: Raw -288093.668506 + Penalty 530.271061 = -287563.397445 nChanged 3 SP:Iteration 19F (33.082953 sec): 3 clusters Score: Raw -288098.793445 + Penalty 534.649236 = -287564.144209 nChanged 2 SP:Iteration 20F (33.092747 sec): 3 clusters Score: Raw -288099.807606 + Penalty 534.649236 = -287565.158370 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 9 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.098012 sec): 2 clusters Score: Raw -1519.692529 + Penalty 262.681523 = -1257.011006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.098288 sec): 3 clusters Score: Raw -1545.331172 + Penalty 524.202682 = -1021.128490 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 10 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.099358 sec): 2 clusters Score: Raw -612.100412 + Penalty 214.569193 = -397.531219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.099590 sec): 3 clusters Score: Raw -637.602629 + Penalty 434.815742 = -202.786888 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 11 (210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.101154 sec): 2 clusters Score: Raw -9510.764584 + Penalty 741.187027 = -8769.577557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.101737 sec): 3 clusters Score: Raw -9579.021975 + Penalty 1485.057409 = -8093.964566 nChanged 33 SP:Iteration 1F (33.102308 sec): 3 clusters Score: Raw -9668.323271 + Penalty 1490.893191 = -8177.430080 nChanged 14 SP:Iteration 2F (33.102877 sec): 3 clusters Score: Raw -9702.803838 + Penalty 1493.960595 = -8208.843242 nChanged 6 SP:Iteration 3Q (33.103418 sec): 3 clusters Score: Raw -9717.214703 + Penalty 1493.999811 = -8223.214893 nChanged 7 SP:Iteration 4Q (33.103950 sec): 3 clusters Score: Raw -9751.957236 + Penalty 1494.785556 = -8257.171680 nChanged 5 SP:Iteration 5Q (33.104473 sec): 3 clusters Score: Raw -9763.952926 + Penalty 1494.377547 = -8269.575380 nChanged 3 SP:Iteration 6Q (33.104992 sec): 3 clusters Score: Raw -9774.844392 + Penalty 1494.377547 = -8280.466845 nChanged 0 SP:Iteration 7F (33.105561 sec): 3 clusters Score: Raw -9774.844392 + Penalty 1494.377547 = -8280.466845 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 12 (166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.106998 sec): 2 clusters Score: Raw -7641.920926 + Penalty 827.794206 = -6814.126720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.107502 sec): 3 clusters Score: Raw -7963.837994 + Penalty 1656.284786 = -6307.553208 nChanged 33 SP:Iteration 1F (33.107999 sec): 3 clusters Score: Raw -8089.008086 + Penalty 1656.347957 = -6432.660130 nChanged 14 SP:Iteration 2F (33.108507 sec): 3 clusters Score: Raw -8158.502885 + Penalty 1656.238393 = -6502.264492 nChanged 5 SP:Iteration 3Q (33.108942 sec): 3 clusters Score: Raw -8187.868976 + Penalty 1656.045182 = -6531.823795 nChanged 5 SP:Iteration 4Q (33.109372 sec): 3 clusters Score: Raw -8220.206366 + Penalty 1655.993439 = -6564.212927 nChanged 1 SP:Iteration 5Q (33.109806 sec): 3 clusters Score: Raw -8224.050483 + Penalty 1655.993439 = -6568.057044 nChanged 0 SP:Iteration 6F (33.110300 sec): 3 clusters Score: Raw -8224.050483 + Penalty 1655.993439 = -6568.057044 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 13 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.111273 sec): 2 clusters Score: Raw -539.485551 + Penalty 164.777341 = -374.708211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.111506 sec): 3 clusters Score: Raw -539.873065 + Penalty 309.574922 = -230.298142 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 14 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.112365 sec): 2 clusters Score: Raw -179.581583 + Penalty 87.021466 = -92.560117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.112575 sec): 3 clusters Score: Raw -174.003483 + Penalty 188.947854 = 14.944371 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 15 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.113491 sec): 2 clusters Score: Raw -1507.775956 + Penalty 315.817013 = -1191.958943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.113746 sec): 3 clusters Score: Raw -1524.494711 + Penalty 631.634026 = -892.860685 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 16 (200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.115122 sec): 2 clusters Score: Raw -10352.632824 + Penalty 781.890223 = -9570.742601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.115703 sec): 3 clusters Score: Raw -10431.301759 + Penalty 1564.233735 = -8867.068024 nChanged 29 SP:Iteration 1F (33.116255 sec): 3 clusters Score: Raw -10503.065044 + Penalty 1564.217170 = -8938.847874 nChanged 6 SP:Iteration 2Q (33.116782 sec): 3 clusters Score: Raw -10518.719221 + Penalty 1564.518017 = -8954.201204 nChanged 3 SP:Iteration 3Q (33.117305 sec): 3 clusters Score: Raw -10529.540868 + Penalty 1564.730258 = -8964.810610 nChanged 2 SP:Iteration 4Q (33.117825 sec): 3 clusters Score: Raw -10533.514769 + Penalty 1564.850411 = -8968.664357 nChanged 1 SP:Iteration 5Q (33.118344 sec): 3 clusters Score: Raw -10535.425359 + Penalty 1564.814584 = -8970.610775 nChanged 1 SP:Iteration 6Q (33.118864 sec): 3 clusters Score: Raw -10537.675283 + Penalty 1564.814584 = -8972.860698 nChanged 0 SP:Iteration 7F (33.119416 sec): 3 clusters Score: Raw -10537.675283 + Penalty 1564.814584 = -8972.860698 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 17 (193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.120857 sec): 2 clusters Score: Raw -11123.027467 + Penalty 348.972579 = -10774.054888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.121409 sec): 3 clusters Score: Raw -11064.084624 + Penalty 704.488439 = -10359.596185 nChanged 40 SP:Iteration 1F (33.121952 sec): 3 clusters Score: Raw -11115.706598 + Penalty 707.400822 = -10408.305777 nChanged 11 SP:Iteration 2F (33.122494 sec): 3 clusters Score: Raw -11133.553990 + Penalty 709.653023 = -10423.900967 nChanged 2 SP:Iteration 3Q (33.123032 sec): 3 clusters Score: Raw -11138.147787 + Penalty 710.935284 = -10427.212503 nChanged 3 SP:Iteration 4Q (33.123572 sec): 3 clusters Score: Raw -11141.687915 + Penalty 711.651221 = -10430.036694 nChanged 1 SP:Iteration 5Q (33.124107 sec): 3 clusters Score: Raw -11142.027951 + Penalty 711.651221 = -10430.376730 nChanged 0 SP:Iteration 6F (33.124648 sec): 3 clusters Score: Raw -11142.027951 + Penalty 711.651221 = -10430.376730 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 18 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.125651 sec): 2 clusters Score: Raw -1678.683746 + Penalty 310.987595 = -1367.696151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.125912 sec): 3 clusters Score: Raw -1698.150887 + Penalty 621.301921 = -1076.848966 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 19 (1033 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.131782 sec): 2 clusters Score: Raw -63833.932029 + Penalty 755.271682 = -63078.660348 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.133785 sec): 3 clusters Score: Raw -63327.809998 + Penalty 1515.352164 = -61812.457835 nChanged 357 SP:Iteration 1F (33.135777 sec): 3 clusters Score: Raw -63584.741830 + Penalty 1518.922077 = -62065.819753 nChanged 105 SP:Iteration 2F (33.137743 sec): 3 clusters Score: Raw -63661.744963 + Penalty 1525.549288 = -62136.195675 nChanged 55 SP:Iteration 3F (33.139698 sec): 3 clusters Score: Raw -63698.790650 + Penalty 1537.792821 = -62160.997829 nChanged 41 SP:Iteration 4Q (33.141739 sec): 3 clusters Score: Raw -63730.488252 + Penalty 1546.727683 = -62183.760568 nChanged 33 SP:Iteration 5Q (33.143731 sec): 3 clusters Score: Raw -63761.039163 + Penalty 1557.624168 = -62203.414995 nChanged 26 SP:Iteration 6Q (33.145674 sec): 3 clusters Score: Raw -63787.959687 + Penalty 1568.411846 = -62219.547841 nChanged 27 SP:Iteration 7Q (33.147611 sec): 3 clusters Score: Raw -63813.168819 + Penalty 1576.455005 = -62236.713815 nChanged 22 SP:Iteration 8Q (33.149536 sec): 3 clusters Score: Raw -63830.050953 + Penalty 1586.442951 = -62243.608002 nChanged 16 SP:Iteration 9Q (33.151471 sec): 3 clusters Score: Raw -63847.214217 + Penalty 1597.149279 = -62250.064938 nChanged 13 SP:Iteration 10F (33.153443 sec): 3 clusters Score: Raw -63859.321767 + Penalty 1604.342600 = -62254.979167 nChanged 9 SP:Iteration 11Q (33.155315 sec): 3 clusters Score: Raw -63867.300255 + Penalty 1615.689892 = -62251.610363 nChanged 11 SP:Iteration 12F (33.157283 sec): 3 clusters Score: Raw -63878.771391 + Penalty 1625.042177 = -62253.729214 nChanged 10 SP:Iteration 13Q (33.159118 sec): 3 clusters Score: Raw -63890.777462 + Penalty 1627.475684 = -62263.301778 nChanged 5 SP:Iteration 14Q (33.160929 sec): 3 clusters Score: Raw -63897.323609 + Penalty 1630.496307 = -62266.827302 nChanged 2 SP:Iteration 15Q (33.162731 sec): 3 clusters Score: Raw -63898.525979 + Penalty 1633.152225 = -62265.373754 nChanged 2 SP:Iteration 16F (33.164684 sec): 3 clusters Score: Raw -63899.339542 + Penalty 1634.021224 = -62265.318318 nChanged 2 SP:Iteration 17F (33.166635 sec): 3 clusters Score: Raw -63900.953821 + Penalty 1633.439006 = -62267.514815 nChanged 2 SP:Iteration 18Q (33.168434 sec): 3 clusters Score: Raw -63903.006222 + Penalty 1632.102235 = -62270.903987 nChanged 3 SP:Iteration 19Q (33.170246 sec): 3 clusters Score: Raw -63908.430630 + Penalty 1632.023999 = -62276.406631 nChanged 2 SP:Iteration 20F (33.172225 sec): 3 clusters Score: Raw -63910.537745 + Penalty 1632.023999 = -62278.513746 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 20 (166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.175384 sec): 2 clusters Score: Raw -10482.607243 + Penalty 469.861065 = -10012.746178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.175909 sec): 3 clusters Score: Raw -10437.632471 + Penalty 942.069576 = -9495.562895 nChanged 30 SP:Iteration 1F (33.176417 sec): 3 clusters Score: Raw -10469.087971 + Penalty 944.012539 = -9525.075432 nChanged 8 SP:Iteration 2Q (33.176908 sec): 3 clusters Score: Raw -10478.051532 + Penalty 945.527420 = -9532.524112 nChanged 3 SP:Iteration 3Q (33.177415 sec): 3 clusters Score: Raw -10481.345849 + Penalty 945.673579 = -9535.672270 nChanged 1 SP:Iteration 4Q (33.177915 sec): 3 clusters Score: Raw -10481.833774 + Penalty 946.123877 = -9535.709898 nChanged 2 SP:Iteration 5Q (33.178413 sec): 3 clusters Score: Raw -10485.840252 + Penalty 947.305579 = -9538.534673 nChanged 2 SP:Iteration 6Q (33.178912 sec): 3 clusters Score: Raw -10488.293074 + Penalty 948.277843 = -9540.015231 nChanged 1 SP:Iteration 7Q (33.179411 sec): 3 clusters Score: Raw -10490.403158 + Penalty 948.031488 = -9542.371670 nChanged 1 SP:Iteration 8Q (33.179907 sec): 3 clusters Score: Raw -10492.435091 + Penalty 947.961708 = -9544.473383 nChanged 1 SP:Iteration 9Q (33.180405 sec): 3 clusters Score: Raw -10493.417971 + Penalty 947.961708 = -9545.456263 nChanged 0 SP:Iteration 10F (33.180913 sec): 3 clusters Score: Raw -10493.417971 + Penalty 947.961708 = -9545.456263 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 21 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.181509 sec): 2 clusters Score: Raw -2336.997434 + Penalty 282.832043 = -2054.165391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.181809 sec): 3 clusters Score: Raw -2370.621722 + Penalty 566.811696 = -1803.810026 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 24 (338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.183853 sec): 2 clusters Score: Raw -18895.987122 + Penalty 830.480892 = -18065.506230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.184686 sec): 3 clusters Score: Raw -18858.089575 + Penalty 1660.753913 = -17197.335662 nChanged 61 SP:Iteration 1F (33.185483 sec): 3 clusters Score: Raw -18949.491527 + Penalty 1660.331955 = -17289.159572 nChanged 12 SP:Iteration 2Q (33.186252 sec): 3 clusters Score: Raw -18968.946781 + Penalty 1660.125867 = -17308.820915 nChanged 7 SP:Iteration 3Q (33.187048 sec): 3 clusters Score: Raw -18978.930097 + Penalty 1660.180297 = -17318.749801 nChanged 6 SP:Iteration 4Q (33.187812 sec): 3 clusters Score: Raw -18988.564313 + Penalty 1660.283641 = -17328.280672 nChanged 2 SP:Iteration 5Q (33.188575 sec): 3 clusters Score: Raw -18996.100668 + Penalty 1660.283641 = -17335.817027 nChanged 0 SP:Iteration 6F (33.189360 sec): 3 clusters Score: Raw -18996.100668 + Penalty 1660.283641 = -17335.817027 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 26 (247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.190670 sec): 2 clusters Score: Raw -13472.745283 + Penalty 648.788038 = -12823.957244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.191312 sec): 3 clusters Score: Raw -13490.525606 + Penalty 1292.835506 = -12197.690100 nChanged 51 SP:Iteration 1F (33.191946 sec): 3 clusters Score: Raw -13598.764777 + Penalty 1289.135552 = -12309.629226 nChanged 16 SP:Iteration 2F (33.192579 sec): 3 clusters Score: Raw -13645.141430 + Penalty 1290.937784 = -12354.203646 nChanged 14 SP:Iteration 3F (33.193211 sec): 3 clusters Score: Raw -13683.004435 + Penalty 1296.534907 = -12386.469529 nChanged 10 SP:Iteration 4Q (33.193813 sec): 3 clusters Score: Raw -13716.143832 + Penalty 1299.189891 = -12416.953940 nChanged 6 SP:Iteration 5Q (33.194406 sec): 3 clusters Score: Raw -13732.260539 + Penalty 1301.027895 = -12431.232644 nChanged 2 SP:Iteration 6Q (33.194989 sec): 3 clusters Score: Raw -13741.628156 + Penalty 1301.717602 = -12439.910555 nChanged 2 SP:Iteration 7Q (33.195567 sec): 3 clusters Score: Raw -13748.218338 + Penalty 1301.717602 = -12446.500736 nChanged 0 SP:Iteration 8F (33.196197 sec): 3 clusters Score: Raw -13748.218338 + Penalty 1301.717602 = -12446.500736 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 27 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.196781 sec): 2 clusters Score: Raw -2577.829670 + Penalty 286.485786 = -2291.343884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.197086 sec): 3 clusters Score: Raw -2598.867859 + Penalty 574.233114 = -2024.634745 nChanged 4 SP:Iteration 1F (33.197391 sec): 3 clusters Score: Raw -2608.494270 + Penalty 571.684931 = -2036.809339 nChanged 1 SP:Iteration 2Q (33.197682 sec): 3 clusters Score: Raw -2609.822589 + Penalty 571.684931 = -2038.137658 nChanged 0 SP:Iteration 3F (33.197978 sec): 3 clusters Score: Raw -2609.822589 + Penalty 571.684931 = -2038.137658 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 28 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.198499 sec): 2 clusters Score: Raw -1612.454830 + Penalty 209.711272 = -1402.743558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.198757 sec): 3 clusters Score: Raw -1613.371001 + Penalty 420.256979 = -1193.114022 nChanged 2 SP:Iteration 1F (33.199009 sec): 3 clusters Score: Raw -1617.037337 + Penalty 421.036529 = -1196.000808 nChanged 1 SP:Iteration 2Q (33.199259 sec): 3 clusters Score: Raw -1618.319264 + Penalty 421.036529 = -1197.282735 nChanged 0 SP:Iteration 3F (33.199512 sec): 3 clusters Score: Raw -1618.319264 + Penalty 421.036529 = -1197.282735 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 33 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.200128 sec): 2 clusters Score: Raw -3430.491048 + Penalty 384.764767 = -3045.726281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.200453 sec): 3 clusters Score: Raw -3480.848875 + Penalty 770.016182 = -2710.832693 nChanged 1 SP:Iteration 1Q (33.200763 sec): 3 clusters Score: Raw -3485.343728 + Penalty 770.016182 = -2715.327545 nChanged 0 SP:Iteration 2F (33.201091 sec): 3 clusters Score: Raw -3485.343728 + Penalty 770.016182 = -2715.327545 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 34 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.201667 sec): 2 clusters Score: Raw -2125.144246 + Penalty 313.719676 = -1811.424571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.201937 sec): 3 clusters Score: Raw -2138.866667 + Penalty 629.979343 = -1508.887323 nChanged 1 SP:Iteration 1Q (33.202201 sec): 3 clusters Score: Raw -2140.293854 + Penalty 632.233460 = -1508.060394 nChanged 1 SP:Iteration 2F (33.202467 sec): 3 clusters Score: Raw -2142.505009 + Penalty 635.670200 = -1506.834809 nChanged 1 SP:Iteration 3F (33.202734 sec): 3 clusters Score: Raw -2143.975313 + Penalty 635.670200 = -1508.305113 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 35 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.203198 sec): 2 clusters Score: Raw -284.499869 + Penalty 119.529259 = -164.970609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.203417 sec): 3 clusters Score: Raw -292.642790 + Penalty 240.946978 = -51.695812 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 36 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.203917 sec): 2 clusters Score: Raw -1142.706108 + Penalty 285.883216 = -856.822892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.204161 sec): 3 clusters Score: Raw -1182.430237 + Penalty 578.245318 = -604.184919 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 37 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.204645 sec): 2 clusters Score: Raw -724.189551 + Penalty 250.998939 = -473.190612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.204880 sec): 3 clusters Score: Raw -733.716741 + Penalty 491.997645 = -241.719097 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 38 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.205394 sec): 2 clusters Score: Raw -1401.474701 + Penalty 330.305848 = -1071.168854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.205648 sec): 3 clusters Score: Raw -1435.680552 + Penalty 673.451603 = -762.228949 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 40 (357 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.207777 sec): 2 clusters Score: Raw -21281.371653 + Penalty 521.419129 = -20759.952524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.208616 sec): 3 clusters Score: Raw -21128.889980 + Penalty 1067.047689 = -20061.842291 nChanged 95 SP:Iteration 1F (33.209447 sec): 3 clusters Score: Raw -21232.599569 + Penalty 1104.287345 = -20128.312225 nChanged 40 SP:Iteration 2F (33.210269 sec): 3 clusters Score: Raw -21286.164804 + Penalty 1133.411577 = -20152.753228 nChanged 17 SP:Iteration 3Q (33.211076 sec): 3 clusters Score: Raw -21314.281190 + Penalty 1165.866536 = -20148.414655 nChanged 15 SP:Iteration 4F (33.211892 sec): 3 clusters Score: Raw -21344.652104 + Penalty 1185.190406 = -20159.461698 nChanged 7 SP:Iteration 5Q (33.212634 sec): 3 clusters Score: Raw -21356.464692 + Penalty 1190.599676 = -20165.865016 nChanged 2 SP:Iteration 6Q (33.213366 sec): 3 clusters Score: Raw -21361.910046 + Penalty 1191.748540 = -20170.161507 nChanged 1 SP:Iteration 7Q (33.214085 sec): 3 clusters Score: Raw -21365.710379 + Penalty 1193.397756 = -20172.312624 nChanged 1 SP:Iteration 8Q (33.214798 sec): 3 clusters Score: Raw -21371.018075 + Penalty 1193.397756 = -20177.620319 nChanged 0 SP:Iteration 9F (33.215612 sec): 3 clusters Score: Raw -21371.018075 + Penalty 1193.397756 = -20177.620319 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 42 (104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.216564 sec): 2 clusters Score: Raw -6511.109365 + Penalty 403.440463 = -6107.668902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.216970 sec): 3 clusters Score: Raw -6485.479288 + Penalty 803.913521 = -5681.565767 nChanged 13 SP:Iteration 1F (33.217369 sec): 3 clusters Score: Raw -6503.387040 + Penalty 804.263965 = -5699.123075 nChanged 6 SP:Iteration 2F (33.217768 sec): 3 clusters Score: Raw -6518.818272 + Penalty 804.457545 = -5714.360728 nChanged 1 SP:Iteration 3Q (33.218163 sec): 3 clusters Score: Raw -6519.808540 + Penalty 804.457545 = -5715.350995 nChanged 0 SP:Iteration 4F (33.218561 sec): 3 clusters Score: Raw -6519.808540 + Penalty 804.457545 = -5715.350995 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 45 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.219072 sec): 2 clusters Score: Raw -949.156269 + Penalty 131.573445 = -817.582824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.219316 sec): 3 clusters Score: Raw -957.008170 + Penalty 263.146890 = -693.861280 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 46 (104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.220039 sec): 2 clusters Score: Raw -6116.386386 + Penalty 498.369160 = -5618.017226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.220437 sec): 3 clusters Score: Raw -6130.644739 + Penalty 997.670148 = -5132.974591 nChanged 5 SP:Iteration 1Q (33.220824 sec): 3 clusters Score: Raw -6140.425439 + Penalty 997.670148 = -5142.755290 nChanged 0 SP:Iteration 2F (33.221215 sec): 3 clusters Score: Raw -6140.425439 + Penalty 997.670148 = -5142.755290 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 50 (656 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.223709 sec): 2 clusters Score: Raw -34396.763576 + Penalty 153.828275 = -34242.935301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.225087 sec): 3 clusters Score: Raw -33998.728185 + Penalty 315.463720 = -33683.264465 nChanged 293 SP:Iteration 1F (33.226559 sec): 3 clusters Score: Raw -34317.764034 + Penalty 329.343413 = -33988.420621 nChanged 106 SP:Iteration 2F (33.227955 sec): 3 clusters Score: Raw -34430.029038 + Penalty 334.043627 = -34095.985411 nChanged 33 SP:Iteration 3F (33.229344 sec): 3 clusters Score: Raw -34468.060186 + Penalty 336.084755 = -34131.975431 nChanged 21 SP:Iteration 4Q (33.230696 sec): 3 clusters Score: Raw -34492.521350 + Penalty 337.885605 = -34154.635745 nChanged 12 SP:Iteration 5Q (33.232073 sec): 3 clusters Score: Raw -34501.873762 + Penalty 337.166732 = -34164.707030 nChanged 4 SP:Iteration 6Q (33.233408 sec): 3 clusters Score: Raw -34502.967911 + Penalty 335.732901 = -34167.235010 nChanged 2 SP:Iteration 7Q (33.234755 sec): 3 clusters Score: Raw -34504.120734 + Penalty 334.347140 = -34169.773594 nChanged 4 SP:Iteration 8Q (33.236087 sec): 3 clusters Score: Raw -34504.389094 + Penalty 333.730932 = -34170.658161 nChanged 1 SP:Iteration 9Q (33.237410 sec): 3 clusters Score: Raw -34504.463706 + Penalty 333.730932 = -34170.732774 nChanged 0 SP:Iteration 10F (33.238807 sec): 3 clusters Score: Raw -34504.463706 + Penalty 333.730932 = -34170.732774 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 53 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.239360 sec): 2 clusters Score: Raw -476.027095 + Penalty 182.867029 = -293.160066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.239584 sec): 3 clusters Score: Raw -481.147773 + Penalty 365.734059 = -115.413715 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 59 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.240044 sec): 2 clusters Score: Raw -180.920070 + Penalty 87.959409 = -92.960662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.240281 sec): 3 clusters Score: Raw -176.637738 + Penalty 168.303402 = -8.334336 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 60 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.240807 sec): 2 clusters Score: Raw -1654.367075 + Penalty 341.646400 = -1312.720675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.241070 sec): 3 clusters Score: Raw -1689.676935 + Penalty 681.466091 = -1008.210843 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 62 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.241553 sec): 2 clusters Score: Raw -793.904431 + Penalty 232.112074 = -561.792357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.241784 sec): 3 clusters Score: Raw -800.051565 + Penalty 462.148203 = -337.903362 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 63 (293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.243018 sec): 2 clusters Score: Raw -17413.348815 + Penalty 504.013467 = -16909.335347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.243747 sec): 3 clusters Score: Raw -17335.791623 + Penalty 1008.823503 = -16326.968120 nChanged 65 SP:Iteration 1F (33.244461 sec): 3 clusters Score: Raw -17408.194459 + Penalty 1009.495075 = -16398.699384 nChanged 17 SP:Iteration 2F (33.245171 sec): 3 clusters Score: Raw -17436.202144 + Penalty 1009.268313 = -16426.933831 nChanged 12 SP:Iteration 3Q (33.245893 sec): 3 clusters Score: Raw -17449.421362 + Penalty 1008.791930 = -16440.629431 nChanged 8 SP:Iteration 4Q (33.246586 sec): 3 clusters Score: Raw -17458.081725 + Penalty 1008.900911 = -16449.180814 nChanged 5 SP:Iteration 5Q (33.247279 sec): 3 clusters Score: Raw -17466.454929 + Penalty 1008.865184 = -16457.589745 nChanged 6 SP:Iteration 6Q (33.247968 sec): 3 clusters Score: Raw -17474.060562 + Penalty 1009.249501 = -16464.811061 nChanged 3 SP:Iteration 7Q (33.248655 sec): 3 clusters Score: Raw -17477.619584 + Penalty 1009.030576 = -16468.589008 nChanged 2 SP:Iteration 8Q (33.249341 sec): 3 clusters Score: Raw -17480.151766 + Penalty 1009.185961 = -16470.965805 nChanged 3 SP:Iteration 9Q (33.250026 sec): 3 clusters Score: Raw -17483.862160 + Penalty 1008.810687 = -16475.051473 nChanged 4 SP:Iteration 10F (33.250736 sec): 3 clusters Score: Raw -17490.623823 + Penalty 1009.227529 = -16481.396294 nChanged 5 SP:Iteration 11Q (33.251421 sec): 3 clusters Score: Raw -17496.939599 + Penalty 1009.092638 = -16487.846961 nChanged 3 SP:Iteration 12Q (33.252106 sec): 3 clusters Score: Raw -17505.469415 + Penalty 1009.092638 = -16496.376776 nChanged 0 SP:Iteration 13F (33.252821 sec): 3 clusters Score: Raw -17505.469415 + Penalty 1009.092638 = -16496.376776 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 64 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.253292 sec): 2 clusters Score: Raw -56.861595 + Penalty 0.000000 = -56.861595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.253492 sec): 2 clusters Score: Raw -56.861595 + Penalty 0.000000 = -56.861595 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 65 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.253973 sec): 2 clusters Score: Raw -680.417738 + Penalty 200.033763 = -480.383975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.254202 sec): 3 clusters Score: Raw -698.007056 + Penalty 401.995938 = -296.011119 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 69 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.254685 sec): 2 clusters Score: Raw -789.719689 + Penalty 182.574902 = -607.144787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.254941 sec): 3 clusters Score: Raw -794.017748 + Penalty 362.140361 = -431.877387 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 71 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.255416 sec): 2 clusters Score: Raw -521.845325 + Penalty 162.158869 = -359.686456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.255640 sec): 3 clusters Score: Raw -526.064185 + Penalty 323.700169 = -202.364016 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 76 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.256151 sec): 2 clusters Score: Raw -1490.640324 + Penalty 296.048413 = -1194.591911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.256403 sec): 3 clusters Score: Raw -1503.196899 + Penalty 586.407493 = -916.789406 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 78 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.256881 sec): 2 clusters Score: Raw -654.131691 + Penalty 184.283872 = -469.847820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.257109 sec): 3 clusters Score: Raw -660.067883 + Penalty 377.754091 = -282.313792 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 80 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.257570 sec): 2 clusters Score: Raw -289.597516 + Penalty 126.694314 = -162.903202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.257784 sec): 3 clusters Score: Raw -289.687442 + Penalty 246.070292 = -43.617150 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 82 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.258247 sec): 2 clusters Score: Raw -283.184936 + Penalty 85.580901 = -197.604035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.258462 sec): 3 clusters Score: Raw -283.401465 + Penalty 171.007760 = -112.393705 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 83 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.258968 sec): 2 clusters Score: Raw -1177.284640 + Penalty 290.425081 = -886.859558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.259220 sec): 3 clusters Score: Raw -1210.498306 + Penalty 580.850163 = -629.648143 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 87 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.259707 sec): 2 clusters Score: Raw -743.680349 + Penalty 239.157208 = -504.523140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.259944 sec): 3 clusters Score: Raw -766.233798 + Penalty 435.137148 = -331.096650 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 98 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.260401 sec): 2 clusters Score: Raw -185.804442 + Penalty 81.344079 = -104.460363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.260598 sec): 2 clusters Score: Raw -185.804442 + Penalty 81.344079 = -104.460363 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 105 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.261093 sec): 2 clusters Score: Raw -1055.202214 + Penalty 270.539648 = -784.662565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.261336 sec): 3 clusters Score: Raw -1080.595692 + Penalty 541.118634 = -539.477059 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 108 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.261794 sec): 2 clusters Score: Raw -234.761837 + Penalty 88.061678 = -146.700159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.262021 sec): 3 clusters Score: Raw -233.491057 + Penalty 163.750792 = -69.740265 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 109 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.262493 sec): 2 clusters Score: Raw -529.862720 + Penalty 186.909435 = -342.953285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.262721 sec): 3 clusters Score: Raw -547.008341 + Penalty 360.939629 = -186.068712 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 (33.263189 sec): 2 clusters Score: Raw -443.250219 + Penalty 174.471555 = -268.778663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.263413 sec): 3 clusters Score: Raw -436.608065 + Penalty 350.923836 = -85.684229 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 115 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.263866 sec): 2 clusters Score: Raw -116.376488 + Penalty 48.129422 = -68.247066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.264072 sec): 3 clusters Score: Raw -110.822138 + Penalty 96.258844 = -14.563294 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 118 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.264533 sec): 2 clusters Score: Raw -316.101430 + Penalty 152.076639 = -164.024791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.264748 sec): 3 clusters Score: Raw -312.169626 + Penalty 300.237630 = -11.931997 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 127 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.265221 sec): 2 clusters Score: Raw -541.964550 + Penalty 154.830421 = -387.134130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.265444 sec): 3 clusters Score: Raw -541.373963 + Penalty 308.621263 = -232.752700 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 (33.265904 sec): 2 clusters Score: Raw -237.014067 + Penalty 106.838381 = -130.175686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.266117 sec): 3 clusters Score: Raw -235.907961 + Penalty 241.810029 = 5.902068 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 133 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.266589 sec): 2 clusters Score: Raw -503.398957 + Penalty 194.840282 = -308.558674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.266813 sec): 3 clusters Score: Raw -514.837607 + Penalty 394.577598 = -120.260009 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 134 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.267271 sec): 2 clusters Score: Raw -252.818318 + Penalty 119.292219 = -133.526098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.267485 sec): 3 clusters Score: Raw -244.516651 + Penalty 262.814105 = 18.297454 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 135 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.267943 sec): 2 clusters Score: Raw -246.340450 + Penalty 117.798246 = -128.542204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.268157 sec): 3 clusters Score: Raw -241.529193 + Penalty 235.596493 = -5.932701 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 136 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.268625 sec): 2 clusters Score: Raw -181.999984 + Penalty 86.306354 = -95.693630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.268838 sec): 3 clusters Score: Raw -174.875994 + Penalty 180.815925 = 5.939931 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 (33.269295 sec): 2 clusters Score: Raw -231.426040 + Penalty 77.398476 = -154.027563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.269510 sec): 3 clusters Score: Raw -231.504916 + Penalty 154.796952 = -76.707964 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 153 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.269965 sec): 2 clusters Score: Raw -153.595038 + Penalty 44.487525 = -109.107512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.270171 sec): 3 clusters Score: Raw -158.289836 + Penalty 100.189920 = -58.099916 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 154 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.270632 sec): 2 clusters Score: Raw -292.377829 + Penalty 128.051868 = -164.325961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.270848 sec): 3 clusters Score: Raw -298.319494 + Penalty 247.075048 = -51.244446 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 158 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.271305 sec): 2 clusters Score: Raw -249.787781 + Penalty 99.677106 = -150.110675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.271520 sec): 3 clusters Score: Raw -240.340327 + Penalty 199.354212 = -40.986115 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 162 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.271983 sec): 2 clusters Score: Raw -279.377030 + Penalty 96.691508 = -182.685522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.272198 sec): 3 clusters Score: Raw -278.448902 + Penalty 187.111230 = -91.337672 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 166 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.272645 sec): 2 clusters Score: Raw -56.832104 + Penalty 0.000000 = -56.832104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.272834 sec): 2 clusters Score: Raw -56.832104 + Penalty 0.000000 = -56.832104 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 177 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.273290 sec): 2 clusters Score: Raw -125.240468 + Penalty 59.518399 = -65.722069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.273486 sec): 2 clusters Score: Raw -125.240468 + Penalty 59.518399 = -65.722069 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 182 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.273972 sec): 2 clusters Score: Raw -751.557645 + Penalty 134.848703 = -616.708942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.274206 sec): 3 clusters Score: Raw -758.538456 + Penalty 269.951714 = -488.586742 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 188 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.274663 sec): 2 clusters Score: Raw -182.853543 + Penalty 94.602568 = -88.250976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.274873 sec): 3 clusters Score: Raw -176.967760 + Penalty 174.895195 = -2.072565 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 195 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.275337 sec): 2 clusters Score: Raw -57.277800 + Penalty 0.000000 = -57.277800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.275528 sec): 2 clusters Score: Raw -57.277800 + Penalty 0.000000 = -57.277800 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 198 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.275968 sec): 2 clusters Score: Raw -55.117829 + Penalty 0.000000 = -55.117829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.276150 sec): 2 clusters Score: Raw -55.117829 + Penalty 0.000000 = -55.117829 nChanged 0 Deleting Class 36 (20 points): Lose 60.692610 but Gain 945.291615 Iteration 119Q (33.364225 sec): 75 clusters Score: Raw -1026879.415935 + Penalty 59848.593723 = -967030.822212 nChanged 31 Deleting Class 15 (26 points): Lose 81.112064 but Gain 960.177926 Iteration 120F (34.067272 sec): 74 clusters Score: Raw -1026840.092864 + Penalty 58909.459002 = -967930.633861 nChanged 34 Deleting Class 118 (5 points): Lose 62.657933 but Gain 935.983996 Iteration 121Q (34.142194 sec): 73 clusters Score: Raw -1026821.196084 + Penalty 58055.381727 = -968765.814356 nChanged 20 Deleting Class 37 (14 points): Lose 73.017973 but Gain 942.113451 Iteration 122Q (34.223144 sec): 72 clusters Score: Raw -1026773.645550 + Penalty 57122.315350 = -969651.330200 nChanged 22 Deleting Class 38 (25 points): Lose 157.123142 but Gain 1016.464425 Iteration 123Q (34.297989 sec): 71 clusters Score: Raw -1026645.469619 + Penalty 56108.245359 = -970537.224260 nChanged 36 Deleting Class 110 (7 points): Lose 29.930442 but Gain 888.141153 Iteration 124Q (34.372174 sec): 70 clusters Score: Raw -1026671.484161 + Penalty 55211.132700 = -971460.351461 nChanged 20 Deleting Class 62 (13 points): Lose 38.502042 but Gain 896.394291 Iteration 125Q (34.446043 sec): 69 clusters Score: Raw -1026648.694383 + Penalty 54301.806457 = -972346.887925 nChanged 28 Deleting Class 134 (5 points): Lose 70.848184 but Gain 918.284637 Iteration 126Q (34.528034 sec): 68 clusters Score: Raw -1026604.480165 + Penalty 53389.298118 = -973215.182047 nChanged 13 Deleting Class 60 (31 points): Lose 165.764078 but Gain 1014.438547 Iteration 127Q (34.598781 sec): 67 clusters Score: Raw -1026459.219523 + Penalty 52514.897802 = -973944.321721 nChanged 39 Deleting Class 177 (2 points): Lose 7.464444 but Gain 850.561892 Iteration 128Q (34.671990 sec): 66 clusters Score: Raw -1026540.721954 + Penalty 51688.857721 = -974851.864233 nChanged 15 Deleting Class 18 (27 points): Lose 92.714313 but Gain 934.668277 Iteration 129Q (34.744440 sec): 65 clusters Score: Raw -1026469.516028 + Penalty 50769.481482 = -975700.034546 nChanged 33 Deleting Class 105 (18 points): Lose 83.395692 but Gain 927.165707 Iteration 130F (35.348846 sec): 64 clusters Score: Raw -1026427.850356 + Penalty 49872.136366 = -976555.713990 nChanged 32 Deleting Class 76 (25 points): Lose 81.460307 but Gain 913.797443 Iteration 131Q (35.420644 sec): 63 clusters Score: Raw -1026386.391524 + Penalty 48179.890756 = -978206.500768 nChanged 45 Deleting Class 135 (4 points): Lose 16.057974 but Gain 841.711988 Iteration 132Q (35.492255 sec): 61 clusters Score: Raw -1026415.573214 + Penalty 47352.333223 = -979063.239991 nChanged 27 Deleting Class 188 (3 points): Lose 33.169092 but Gain 852.979543 Iteration 133Q (35.562594 sec): 60 clusters Score: Raw -1026403.725324 + Penalty 46514.232306 = -979889.493018 nChanged 24 Deleting Class 34 (32 points): Lose 72.685293 but Gain 887.703223 Iteration 134Q (35.631666 sec): 59 clusters Score: Raw -1026358.039617 + Penalty 45666.506043 = -980691.533574 nChanged 52 Deleting Class 53 (13 points): Lose 85.357018 but Gain 892.199091 Iteration 135Q (35.703779 sec): 58 clusters Score: Raw -1026329.313011 + Penalty 44794.401176 = -981534.911836 nChanged 23 Deleting Class 59 (5 points): Lose 29.122278 but Gain 864.511011 Iteration 136Q (35.772865 sec): 57 clusters Score: Raw -1026338.281812 + Penalty 44031.564609 = -982306.717203 nChanged 16 Deleting Class 133 (10 points): Lose 62.491953 but Gain 864.439763 Iteration 137Q (35.840749 sec): 56 clusters Score: Raw -1026301.809080 + Penalty 43239.306845 = -983062.502235 nChanged 22 Deleting Class 10 (11 points): Lose 86.646587 but Gain 886.374598 Iteration 138Q (35.910449 sec): 55 clusters Score: Raw -1026244.634661 + Penalty 42352.740386 = -983891.894276 nChanged 20 Deleting Class 87 (13 points): Lose 90.852580 but Gain 881.577719 Iteration 139Q (35.978019 sec): 54 clusters Score: Raw -1026174.279415 + Penalty 41471.480149 = -984702.799267 nChanged 18 Deleting Class 109 (9 points): Lose 54.995347 but Gain 842.630006 Iteration 140F (36.478375 sec): 53 clusters Score: Raw -1026152.979566 + Penalty 40653.004697 = -985499.974868 nChanged 19 Deleting Class 65 (14 points): Lose 75.124235 but Gain 850.189087 Iteration 141Q (36.544719 sec): 52 clusters Score: Raw -1026101.016040 + Penalty 39817.942521 = -986283.073519 nChanged 27 Deleting Class 46 (110 points): Lose 322.725771 but Gain 1085.363317 Iteration 142Q (36.612366 sec): 51 clusters Score: Raw -1025818.478307 + Penalty 38822.236476 = -986996.241831 nChanged 120 Deleting Class 14 (3 points): Lose 22.363388 but Gain 784.624899 Iteration 143Q (36.681013 sec): 50 clusters Score: Raw -1026005.948074 + Penalty 38064.633663 = -987941.314411 nChanged 46 Deleting Class 136 (3 points): Lose 17.866750 but Gain 778.177129 Iteration 144Q (36.746840 sec): 49 clusters Score: Raw -1026021.685356 + Penalty 37268.174383 = -988753.510972 nChanged 40 Deleting Class 83 (21 points): Lose 182.769151 but Gain 939.261729 Iteration 145Q (36.813165 sec): 48 clusters Score: Raw -1025865.672698 + Penalty 36332.597525 = -989533.075173 nChanged 61 Deleting Class 42 (89 points): Lose 129.656105 but Gain 876.965856 Iteration 146Q (36.879597 sec): 47 clusters Score: Raw -1025819.924722 + Penalty 35461.979904 = -990357.944818 nChanged 126 Deleting Class 80 (5 points): Lose 37.735038 but Gain 779.763749 Iteration 147Q (36.945956 sec): 46 clusters Score: Raw -1025911.316567 + Penalty 34678.604444 = -991232.712124 nChanged 40 Deleting Class 130 (4 points): Lose 30.581556 but Gain 763.399704 Iteration 148Q (37.010765 sec): 45 clusters Score: Raw -1025910.758514 + Penalty 33912.547998 = -991998.210517 nChanged 21 Deleting Class 154 (5 points): Lose 61.346727 but Gain 788.119068 Iteration 149Q (37.075930 sec): 44 clusters Score: Raw -1025871.839849 + Penalty 33134.316003 = -992737.523846 nChanged 19 Deleting Class 78 (11 points): Lose 37.621695 but Gain 761.267450 Iteration 150F (37.486101 sec): 43 clusters Score: Raw -1025867.753756 + Penalty 32398.919177 = -993468.834580 nChanged 34 Deleting Class 98 (3 points): Lose 11.353594 but Gain 733.435008 Iteration 151Q (37.549515 sec): 42 clusters Score: Raw -1025915.935834 + Penalty 31678.934377 = -994237.001457 nChanged 22 Deleting Class 13 (9 points): Lose 26.713577 but Gain 742.853520 Iteration 152Q (37.613017 sec): 41 clusters Score: Raw -1025918.062614 + Penalty 30934.185884 = -994983.876730 nChanged 31 Deleting Class 158 (4 points): Lose 25.705835 but Gain 712.229747 Iteration 153Q (37.677489 sec): 40 clusters Score: Raw -1025926.741384 + Penalty 30199.193277 = -995727.548107 nChanged 31 Deleting Class 71 (8 points): Lose 22.535864 but Gain 706.131749 Iteration 154Q (37.741346 sec): 39 clusters Score: Raw -1025936.635993 + Penalty 29482.643338 = -996453.992655 nChanged 34 Deleting Class 115 (2 points): Lose 10.608822 but Gain 687.805000 Iteration 155Q (37.806042 sec): 38 clusters Score: Raw -1025955.771750 + Penalty 28809.274654 = -997146.497096 nChanged 27 Deleting Class 69 (14 points): Lose 58.527915 but Gain 734.894669 Iteration 156Q (37.867405 sec): 37 clusters Score: Raw -1025925.453970 + Penalty 28074.105799 = -997851.348170 nChanged 32 Deleting Class 35 (6 points): Lose 51.571130 but Gain 725.835224 Iteration 157Q (37.935074 sec): 36 clusters Score: Raw -1025901.829362 + Penalty 27348.860524 = -998552.968838 nChanged 24 Deleting Class 127 (10 points): Lose 42.291622 but Gain 714.484450 Iteration 158Q (37.995660 sec): 35 clusters Score: Raw -1025885.836601 + Penalty 26646.787657 = -999239.048944 nChanged 26 Deleting Class 166 (1 points): Lose 5.281568 but Gain 669.534822 Iteration 159Q (38.055765 sec): 34 clusters Score: Raw -1025904.968300 + Penalty 25974.268828 = -999930.699472 nChanged 16 Deleting Class 20 (149 points): Lose 252.246771 but Gain 908.961415 Iteration 160F (38.386821 sec): 33 clusters Score: Raw -1025666.403209 + Penalty 25072.231604 = -1000594.171605 nChanged 163 Deleting Class 64 (1 points): Lose 8.540670 but Gain 661.368858 Iteration 161Q (38.448747 sec): 32 clusters Score: Raw -1025854.647838 + Penalty 24412.317780 = -1001442.330058 nChanged 35 Deleting Class 33 (52 points): Lose 299.793597 but Gain 921.467498 Iteration 162Q (38.508117 sec): 31 clusters Score: Raw -1025566.678635 + Penalty 23466.914510 = -1002099.764125 nChanged 80 Deleting Class 108 (4 points): Lose 8.938946 but Gain 629.233224 Iteration 163Q (38.567045 sec): 30 clusters Score: Raw -1025698.534735 + Penalty 22829.529104 = -1002869.005631 nChanged 22 Deleting Class 28 (26 points): Lose 61.691524 but Gain 657.655921 Iteration 164Q (38.634479 sec): 29 clusters Score: Raw -1025654.573737 + Penalty 22181.912796 = -1003472.660941 nChanged 34 Deleting Class 162 (5 points): Lose 33.833121 but Gain 595.105895 Iteration 165Q (38.691681 sec): 28 clusters Score: Raw -1025658.436120 + Penalty 21594.165818 = -1004064.270302 nChanged 25 Deleting Class 21 (44 points): Lose 221.926461 but Gain 780.701749 Iteration 166Q (38.748803 sec): 27 clusters Score: Raw -1025460.734661 + Penalty 20838.368772 = -1004622.365889 nChanged 61 Deleting Class 82 (5 points): Lose 31.377599 but Gain 526.723592 Iteration 167Q (38.812242 sec): 26 clusters Score: Raw -1025540.696301 + Penalty 20343.382123 = -1005197.314178 nChanged 27 Deleting Class 137 (4 points): Lose 65.333637 but Gain 553.040705 Iteration 168Q (38.868356 sec): 25 clusters Score: Raw -1025503.559277 + Penalty 19792.112462 = -1005711.446814 nChanged 13 Deleting Class 1 (45 points): Lose 209.830564 but Gain 662.427943 Iteration 169Q (38.926442 sec): 24 clusters Score: Raw -1025314.344912 + Penalty 19141.303277 = -1006173.041634 nChanged 52 Deleting Class 27 (85 points): Lose 406.678226 but Gain 805.245696 Iteration 170F (39.158095 sec): 23 clusters Score: Raw -1025036.153055 + Penalty 18388.628500 = -1006647.524555 nChanged 107 Deleting Class 182 (40 points): Lose 184.671803 but Gain 574.998659 Iteration 171Q (39.214430 sec): 22 clusters Score: Raw -1025047.622372 + Penalty 17814.016852 = -1007233.605520 nChanged 88 Deleting Class 198 (1 points): Lose 4.703078 but Gain 326.913656 Iteration 172Q (39.270114 sec): 21 clusters Score: Raw -1025120.655217 + Penalty 17490.176249 = -1007630.478968 nChanged 34 Deleting Class 153 (3 points): Lose 92.582868 but Gain 401.119653 Iteration 173Q (39.325105 sec): 20 clusters Score: Raw -1025040.923023 + Penalty 16954.597501 = -1008086.325522 nChanged 23 Deleting Class 45 (58 points): Lose 359.756043 but Gain 662.589201 Iteration 174Q (39.379423 sec): 19 clusters Score: Raw -1024698.424197 + Penalty 16298.984419 = -1008399.439778 nChanged 72 Deleting Class 17 (226 points): Lose 582.468242 but Gain 771.917995 Iteration 175Q (39.433469 sec): 18 clusters Score: Raw -1024208.497166 + Penalty 15470.654325 = -1008737.842841 nChanged 239 Deleting Class 40 (451 points): Lose 873.524539 but Gain 882.591544 Iteration 176Q (39.488402 sec): 17 clusters Score: Raw -1023733.531374 + Penalty 14624.210099 = -1009109.321275 nChanged 497 Iteration 177Q (39.543386 sec): 17 clusters Score: Raw -1024421.441127 + Penalty 14622.781603 = -1009798.659524 nChanged 144 Iteration 178Q (39.595674 sec): 17 clusters Score: Raw -1024458.435684 + Penalty 14621.891494 = -1009836.544190 nChanged 88 Iteration 179Q (39.646950 sec): 17 clusters Score: Raw -1024476.347367 + Penalty 14615.660264 = -1009860.687102 nChanged 70 Iteration 180F (39.819457 sec): 17 clusters Score: Raw -1024489.710293 + Penalty 14611.394663 = -1009878.315630 nChanged 51 Iteration 181Q (39.871399 sec): 17 clusters Score: Raw -1024499.461090 + Penalty 14606.127345 = -1009893.333745 nChanged 38 Iteration 182Q (39.922663 sec): 17 clusters Score: Raw -1024505.804834 + Penalty 14600.799648 = -1009905.005186 nChanged 19 Iteration 183Q (39.974681 sec): 17 clusters Score: Raw -1024509.232036 + Penalty 14599.278457 = -1009909.953579 nChanged 12 Iteration 184Q (40.025178 sec): 17 clusters Score: Raw -1024511.993380 + Penalty 14596.468951 = -1009915.524429 nChanged 12 Iteration 185Q (40.076894 sec): 17 clusters Score: Raw -1024514.818721 + Penalty 14594.968587 = -1009919.850134 nChanged 9 Iteration 186Q (40.128336 sec): 17 clusters Score: Raw -1024516.592794 + Penalty 14594.827280 = -1009921.765514 nChanged 2 Iteration 187Q (40.180315 sec): 17 clusters Score: Raw -1024516.843773 + Penalty 14594.456324 = -1009922.387449 nChanged 2 Iteration 188Q (40.230372 sec): 17 clusters Score: Raw -1024516.913358 + Penalty 14594.421877 = -1009922.491481 nChanged 3 Iteration 189Q (40.282165 sec): 17 clusters Score: Raw -1024517.136578 + Penalty 14594.421877 = -1009922.714700 nChanged 0 Iteration 190F (40.454779 sec): 17 clusters Score: Raw -1024517.136578 + Penalty 14594.421877 = -1009922.714700 nChanged 0 Writing temp clu file Memory request: 0.09 GB would take us to total of 0.19 GB. Compute initial score before splitting: Score: Raw -1024517.136578 + Penalty 14594.421877 = -1009922.714700Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 2 (238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.492327 sec): 2 clusters Score: Raw -13087.878279 + Penalty 868.114498 = -12219.763780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.493001 sec): 3 clusters Score: Raw -13125.614112 + Penalty 1736.476453 = -11389.137659 nChanged 38 SP:Iteration 1F (40.493643 sec): 3 clusters Score: Raw -13200.583910 + Penalty 1736.388833 = -11464.195076 nChanged 4 SP:Iteration 2Q (40.494257 sec): 3 clusters Score: Raw -13216.209689 + Penalty 1736.471333 = -11479.738356 nChanged 3 SP:Iteration 3Q (40.494869 sec): 3 clusters Score: Raw -13232.242681 + Penalty 1736.558349 = -11495.684332 nChanged 2 SP:Iteration 4Q (40.495475 sec): 3 clusters Score: Raw -13235.226293 + Penalty 1736.558349 = -11498.667944 nChanged 0 SP:Iteration 5F (40.496112 sec): 3 clusters Score: Raw -13235.226293 + Penalty 1736.558349 = -11498.667944 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 3 (1967 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.505595 sec): 2 clusters Score: Raw -108660.580956 + Penalty 246.397275 = -108414.183681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.509341 sec): 3 clusters Score: Raw -107397.983585 + Penalty 509.912843 = -106888.070742 nChanged 861 SP:Iteration 1F (40.512973 sec): 3 clusters Score: Raw -108014.845913 + Penalty 539.284251 = -107475.561663 nChanged 261 SP:Iteration 2F (40.516699 sec): 3 clusters Score: Raw -108207.422679 + Penalty 581.052588 = -107626.370092 nChanged 190 SP:Iteration 3F (40.520300 sec): 3 clusters Score: Raw -108412.457438 + Penalty 630.388391 = -107782.069048 nChanged 155 SP:Iteration 4F (40.523897 sec): 3 clusters Score: Raw -108586.901533 + Penalty 659.735707 = -107927.165826 nChanged 104 SP:Iteration 5F (40.527649 sec): 3 clusters Score: Raw -108693.042184 + Penalty 672.496630 = -108020.545555 nChanged 46 SP:Iteration 6Q (40.531132 sec): 3 clusters Score: Raw -108731.686290 + Penalty 685.997182 = -108045.689108 nChanged 25 SP:Iteration 7Q (40.534389 sec): 3 clusters Score: Raw -108750.523504 + Penalty 702.090745 = -108048.432759 nChanged 13 SP:Iteration 8Q (40.537565 sec): 3 clusters Score: Raw -108758.265416 + Penalty 717.635148 = -108040.630268 nChanged 12 SP:Iteration 9F (40.541166 sec): 3 clusters Score: Raw -108763.444481 + Penalty 728.133967 = -108035.310514 nChanged 9 SP:Iteration 10F (40.544932 sec): 3 clusters Score: Raw -108765.170936 + Penalty 730.087573 = -108035.083363 nChanged 3 SP:Iteration 11F (40.548759 sec): 3 clusters Score: Raw -108765.908696 + Penalty 731.263922 = -108034.644774 nChanged 2 SP:Iteration 12F (40.552422 sec): 3 clusters Score: Raw -108766.067021 + Penalty 733.511923 = -108032.555098 nChanged 1 SP:Iteration 13F (40.556039 sec): 3 clusters Score: Raw -108766.446844 + Penalty 733.430862 = -108033.015982 nChanged 1 SP:Iteration 14Q (40.559280 sec): 3 clusters Score: Raw -108766.654459 + Penalty 733.430862 = -108033.223596 nChanged 0 SP:Iteration 15F (40.563132 sec): 3 clusters Score: Raw -108766.654459 + Penalty 733.430862 = -108033.223596 nChanged 0 Memory request: 0.02 GB would take us to total of 0.21 GB. Trying to split cluster 4 (4121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.580914 sec): 2 clusters Score: Raw -221078.887931 + Penalty 102.352640 = -220976.535291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.588588 sec): 3 clusters Score: Raw -218404.335165 + Penalty 212.517672 = -218191.817493 nChanged 1974 SP:Iteration 1F (40.596003 sec): 3 clusters Score: Raw -219998.365616 + Penalty 217.403890 = -219780.961726 nChanged 420 SP:Iteration 2F (40.603454 sec): 3 clusters Score: Raw -220375.951456 + Penalty 222.719658 = -220153.231798 nChanged 304 SP:Iteration 3F (40.610886 sec): 3 clusters Score: Raw -220757.133428 + Penalty 254.331237 = -220502.802190 nChanged 190 SP:Iteration 4Q (40.618362 sec): 3 clusters Score: Raw -220990.311075 + Penalty 310.809218 = -220679.501857 nChanged 78 SP:Iteration 5Q (40.625809 sec): 3 clusters Score: Raw -221075.461289 + Penalty 398.212228 = -220677.249061 nChanged 27 SP:Iteration 6F (40.633238 sec): 3 clusters Score: Raw -221102.527800 + Penalty 489.469123 = -220613.058676 nChanged 12 SP:Iteration 7F (40.640737 sec): 3 clusters Score: Raw -221114.770156 + Penalty 500.037256 = -220614.732900 nChanged 1 SP:Iteration 8Q (40.647203 sec): 3 clusters Score: Raw -221115.747233 + Penalty 525.115421 = -220590.631812 nChanged 2 SP:Iteration 9F (40.654899 sec): 3 clusters Score: Raw -221118.352384 + Penalty 525.115421 = -220593.236962 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 5 (245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.658726 sec): 2 clusters Score: Raw -10537.942756 + Penalty 342.743687 = -10195.199069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.659375 sec): 3 clusters Score: Raw -10496.968656 + Penalty 684.125514 = -9812.843142 nChanged 62 SP:Iteration 1F (40.660010 sec): 3 clusters Score: Raw -10630.359357 + Penalty 685.121625 = -9945.237731 nChanged 19 SP:Iteration 2F (40.660642 sec): 3 clusters Score: Raw -10660.701190 + Penalty 685.112528 = -9975.588662 nChanged 3 SP:Iteration 3Q (40.661244 sec): 3 clusters Score: Raw -10663.103455 + Penalty 685.112528 = -9977.990927 nChanged 0 SP:Iteration 4F (40.661875 sec): 3 clusters Score: Raw -10663.103455 + Penalty 685.112528 = -9977.990927 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 6 (1629 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.667232 sec): 2 clusters Score: Raw -87683.322921 + Penalty 122.906251 = -87560.416669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.670386 sec): 3 clusters Score: Raw -86672.129765 + Penalty 251.618298 = -86420.511467 nChanged 716 SP:Iteration 1F (40.673402 sec): 3 clusters Score: Raw -87247.747009 + Penalty 248.409278 = -86999.337731 nChanged 180 SP:Iteration 2F (40.676452 sec): 3 clusters Score: Raw -87380.073842 + Penalty 246.162334 = -87133.911508 nChanged 102 SP:Iteration 3F (40.679568 sec): 3 clusters Score: Raw -87417.694136 + Penalty 243.985536 = -87173.708600 nChanged 59 SP:Iteration 4Q (40.682761 sec): 3 clusters Score: Raw -87430.359327 + Penalty 241.986085 = -87188.373242 nChanged 34 SP:Iteration 5Q (40.685979 sec): 3 clusters Score: Raw -87440.938285 + Penalty 240.162573 = -87200.775712 nChanged 32 SP:Iteration 6Q (40.688944 sec): 3 clusters Score: Raw -87450.404703 + Penalty 238.107896 = -87212.296806 nChanged 32 SP:Iteration 7Q (40.691930 sec): 3 clusters Score: Raw -87464.644340 + Penalty 235.544405 = -87229.099935 nChanged 34 SP:Iteration 8Q (40.694869 sec): 3 clusters Score: Raw -87478.191075 + Penalty 232.810894 = -87245.380181 nChanged 35 SP:Iteration 9Q (40.697810 sec): 3 clusters Score: Raw -87491.595339 + Penalty 229.888546 = -87261.706793 nChanged 42 SP:Iteration 10F (40.700824 sec): 3 clusters Score: Raw -87506.935150 + Penalty 227.140790 = -87279.794360 nChanged 35 SP:Iteration 11Q (40.703731 sec): 3 clusters Score: Raw -87519.314113 + Penalty 224.185985 = -87295.128128 nChanged 45 SP:Iteration 12Q (40.706618 sec): 3 clusters Score: Raw -87537.103379 + Penalty 220.680737 = -87316.422642 nChanged 43 SP:Iteration 13Q (40.709519 sec): 3 clusters Score: Raw -87556.274047 + Penalty 218.385934 = -87337.888113 nChanged 41 SP:Iteration 14Q (40.712444 sec): 3 clusters Score: Raw -87571.033883 + Penalty 215.570015 = -87355.463868 nChanged 31 SP:Iteration 15Q (40.715293 sec): 3 clusters Score: Raw -87581.058536 + Penalty 212.640193 = -87368.418343 nChanged 35 SP:Iteration 16Q (40.718090 sec): 3 clusters Score: Raw -87594.080571 + Penalty 210.160004 = -87383.920568 nChanged 35 SP:Iteration 17Q (40.720868 sec): 3 clusters Score: Raw -87607.854661 + Penalty 209.197509 = -87398.657152 nChanged 28 SP:Iteration 18Q (40.723618 sec): 3 clusters Score: Raw -87618.309800 + Penalty 206.364421 = -87411.945380 nChanged 27 SP:Iteration 19Q (40.726349 sec): 3 clusters Score: Raw -87625.484205 + Penalty 204.753515 = -87420.730690 nChanged 21 SP:Iteration 20F (40.729362 sec): 3 clusters Score: Raw -87631.724573 + Penalty 201.481848 = -87430.242724 nChanged 27 SP:Iteration 21Q (40.732124 sec): 3 clusters Score: Raw -87643.030646 + Penalty 200.235256 = -87442.795390 nChanged 30 SP:Iteration 22Q (40.734907 sec): 3 clusters Score: Raw -87657.244655 + Penalty 197.863685 = -87459.380970 nChanged 24 SP:Iteration 23Q (40.737588 sec): 3 clusters Score: Raw -87664.020658 + Penalty 197.168186 = -87466.852471 nChanged 10 SP:Iteration 24Q (40.740228 sec): 3 clusters Score: Raw -87666.726466 + Penalty 195.261194 = -87471.465273 nChanged 7 SP:Iteration 25Q (40.742851 sec): 3 clusters Score: Raw -87668.501966 + Penalty 194.145068 = -87474.356897 nChanged 7 SP:Iteration 26Q (40.745469 sec): 3 clusters Score: Raw -87670.125666 + Penalty 192.770103 = -87477.355564 nChanged 6 SP:Iteration 27Q (40.748181 sec): 3 clusters Score: Raw -87671.522477 + Penalty 192.597207 = -87478.925270 nChanged 12 SP:Iteration 28Q (40.751056 sec): 3 clusters Score: Raw -87674.926868 + Penalty 192.912397 = -87482.014471 nChanged 13 SP:Iteration 29Q (40.753792 sec): 3 clusters Score: Raw -87679.425624 + Penalty 193.016093 = -87486.409531 nChanged 13 SP:Iteration 30F (40.756854 sec): 3 clusters Score: Raw -87684.792370 + Penalty 190.259894 = -87494.532476 nChanged 12 SP:Iteration 31Q (40.759405 sec): 3 clusters Score: Raw -87690.570991 + Penalty 188.586246 = -87501.984745 nChanged 10 SP:Iteration 32Q (40.761992 sec): 3 clusters Score: Raw -87693.826628 + Penalty 189.006402 = -87504.820226 nChanged 7 SP:Iteration 33Q (40.764670 sec): 3 clusters Score: Raw -87694.513573 + Penalty 189.110449 = -87505.403124 nChanged 2 SP:Iteration 34Q (40.767181 sec): 3 clusters Score: Raw -87694.601177 + Penalty 186.422347 = -87508.178830 nChanged 1 SP:Iteration 35Q (40.769687 sec): 3 clusters Score: Raw -87694.562807 + Penalty 186.422347 = -87508.140459 nChanged 0 SP:Iteration 36F (40.773610 sec): 3 clusters Score: Raw -87694.562807 + Penalty 186.422347 = -87508.140459 nChanged 0 Memory request: 0.02 GB would take us to total of 0.20 GB. Trying to split cluster 7 (2781 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.783199 sec): 2 clusters Score: Raw -154992.571332 + Penalty 591.291161 = -154401.280171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.788500 sec): 3 clusters Score: Raw -153354.343842 + Penalty 1205.440630 = -152148.903212 nChanged 1129 SP:Iteration 1F (40.793518 sec): 3 clusters Score: Raw -154262.036468 + Penalty 1238.574543 = -153023.461925 nChanged 416 SP:Iteration 2F (40.798637 sec): 3 clusters Score: Raw -154602.552190 + Penalty 1262.324173 = -153340.228017 nChanged 205 SP:Iteration 3F (40.803632 sec): 3 clusters Score: Raw -154765.242017 + Penalty 1276.478587 = -153488.763430 nChanged 133 SP:Iteration 4Q (40.808664 sec): 3 clusters Score: Raw -154866.804903 + Penalty 1278.144945 = -153588.659958 nChanged 85 SP:Iteration 5Q (40.813834 sec): 3 clusters Score: Raw -154932.916118 + Penalty 1278.798058 = -153654.118059 nChanged 62 SP:Iteration 6Q (40.818840 sec): 3 clusters Score: Raw -154986.836089 + Penalty 1283.458351 = -153703.377738 nChanged 45 SP:Iteration 7Q (40.823800 sec): 3 clusters Score: Raw -155027.166764 + Penalty 1285.901053 = -153741.265711 nChanged 29 SP:Iteration 8Q (40.828762 sec): 3 clusters Score: Raw -155053.409852 + Penalty 1291.318656 = -153762.091197 nChanged 20 SP:Iteration 9Q (40.833447 sec): 3 clusters Score: Raw -155072.518957 + Penalty 1296.764231 = -153775.754727 nChanged 11 SP:Iteration 10F (40.838505 sec): 3 clusters Score: Raw -155081.645467 + Penalty 1293.229780 = -153788.415686 nChanged 9 SP:Iteration 11Q (40.843004 sec): 3 clusters Score: Raw -155087.437809 + Penalty 1295.785677 = -153791.652132 nChanged 6 SP:Iteration 12Q (40.847484 sec): 3 clusters Score: Raw -155092.310442 + Penalty 1295.268864 = -153797.041578 nChanged 3 SP:Iteration 13Q (40.851948 sec): 3 clusters Score: Raw -155094.419716 + Penalty 1293.258467 = -153801.161249 nChanged 2 SP:Iteration 14Q (40.856480 sec): 3 clusters Score: Raw -155097.652413 + Penalty 1296.736405 = -153800.916008 nChanged 1 SP:Iteration 15F (40.861608 sec): 3 clusters Score: Raw -155097.736918 + Penalty 1296.736405 = -153801.000513 nChanged 0 Memory request: 0.03 GB would take us to total of 0.21 GB. Trying to split cluster 8 (5471 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.889882 sec): 2 clusters Score: Raw -288975.794344 + Penalty 181.894967 = -288793.899377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.900002 sec): 3 clusters Score: Raw -285355.337451 + Penalty 365.402510 = -284989.934941 nChanged 2538 SP:Iteration 1F (40.909753 sec): 3 clusters Score: Raw -288203.878931 + Penalty 399.647775 = -287804.231156 nChanged 634 SP:Iteration 2F (40.919612 sec): 3 clusters Score: Raw -288959.879351 + Penalty 371.079885 = -288588.799467 nChanged 45 SP:Iteration 3Q (40.928372 sec): 3 clusters Score: Raw -289013.601249 + Penalty 360.259198 = -288653.342051 nChanged 5 SP:Iteration 4Q (40.936148 sec): 3 clusters Score: Raw -289020.384922 + Penalty 359.163042 = -288661.221879 nChanged 2 SP:Iteration 5Q (40.943889 sec): 3 clusters Score: Raw -289022.373394 + Penalty 355.957695 = -288666.415699 nChanged 1 SP:Iteration 6Q (40.951557 sec): 3 clusters Score: Raw -289023.010291 + Penalty 355.957695 = -288667.052596 nChanged 0 SP:Iteration 7F (40.961548 sec): 3 clusters Score: Raw -289023.010291 + Penalty 355.957695 = -288667.052596 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 9 (216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.966763 sec): 2 clusters Score: Raw -11200.809547 + Penalty 372.279566 = -10828.529981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.967359 sec): 3 clusters Score: Raw -11121.792301 + Penalty 740.554505 = -10381.237796 nChanged 46 SP:Iteration 1F (40.967942 sec): 3 clusters Score: Raw -11161.101010 + Penalty 742.769853 = -10418.331157 nChanged 13 SP:Iteration 2F (40.968523 sec): 3 clusters Score: Raw -11173.292811 + Penalty 742.592894 = -10430.699917 nChanged 11 SP:Iteration 3F (40.969104 sec): 3 clusters Score: Raw -11189.883363 + Penalty 743.287825 = -10446.595537 nChanged 7 SP:Iteration 4Q (40.969673 sec): 3 clusters Score: Raw -11198.552603 + Penalty 744.014221 = -10454.538382 nChanged 7 SP:Iteration 5Q (40.970248 sec): 3 clusters Score: Raw -11205.914088 + Penalty 743.797735 = -10462.116352 nChanged 2 SP:Iteration 6Q (40.970850 sec): 3 clusters Score: Raw -11210.056917 + Penalty 743.357026 = -10466.699890 nChanged 2 SP:Iteration 7Q (40.971420 sec): 3 clusters Score: Raw -11212.631824 + Penalty 743.643479 = -10468.988344 nChanged 2 SP:Iteration 8Q (40.971986 sec): 3 clusters Score: Raw -11215.460241 + Penalty 743.043737 = -10472.416504 nChanged 3 SP:Iteration 9Q (40.972553 sec): 3 clusters Score: Raw -11218.830060 + Penalty 743.064057 = -10475.766003 nChanged 2 SP:Iteration 10F (40.973131 sec): 3 clusters Score: Raw -11221.549286 + Penalty 743.371244 = -10478.178041 nChanged 1 SP:Iteration 11Q (40.973694 sec): 3 clusters Score: Raw -11221.858161 + Penalty 743.371244 = -10478.486917 nChanged 0 SP:Iteration 12F (40.974271 sec): 3 clusters Score: Raw -11221.858161 + Penalty 743.371244 = -10478.486917 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 11 (237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.975318 sec): 2 clusters Score: Raw -10649.617040 + Penalty 727.161361 = -9922.455680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.975945 sec): 3 clusters Score: Raw -10684.526824 + Penalty 1457.341474 = -9227.185350 nChanged 49 SP:Iteration 1F (40.976565 sec): 3 clusters Score: Raw -10830.430841 + Penalty 1464.393102 = -9366.037739 nChanged 25 SP:Iteration 2F (40.977182 sec): 3 clusters Score: Raw -10944.271292 + Penalty 1461.425296 = -9482.845996 nChanged 6 SP:Iteration 3Q (40.977746 sec): 3 clusters Score: Raw -10965.141569 + Penalty 1459.297781 = -9505.843788 nChanged 4 SP:Iteration 4Q (40.978304 sec): 3 clusters Score: Raw -10979.179125 + Penalty 1457.396387 = -9521.782738 nChanged 3 SP:Iteration 5Q (40.978859 sec): 3 clusters Score: Raw -10991.611153 + Penalty 1457.396387 = -9534.214767 nChanged 0 SP:Iteration 6F (40.979476 sec): 3 clusters Score: Raw -10991.611153 + Penalty 1457.396387 = -9534.214767 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 12 (166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.980427 sec): 2 clusters Score: Raw -7641.920926 + Penalty 827.794206 = -6814.126720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.980930 sec): 3 clusters Score: Raw -7932.226415 + Penalty 1655.928783 = -6276.297632 nChanged 32 SP:Iteration 1F (40.981436 sec): 3 clusters Score: Raw -8016.026225 + Penalty 1655.978857 = -6360.047368 nChanged 4 SP:Iteration 2Q (40.981896 sec): 3 clusters Score: Raw -8032.048927 + Penalty 1656.023174 = -6376.025753 nChanged 2 SP:Iteration 3Q (40.982352 sec): 3 clusters Score: Raw -8038.458162 + Penalty 1656.078689 = -6382.379472 nChanged 1 SP:Iteration 4Q (40.982806 sec): 3 clusters Score: Raw -8046.421501 + Penalty 1655.925781 = -6390.495720 nChanged 3 SP:Iteration 5Q (40.983259 sec): 3 clusters Score: Raw -8057.677765 + Penalty 1655.946792 = -6401.730972 nChanged 3 SP:Iteration 6Q (40.983709 sec): 3 clusters Score: Raw -8066.445711 + Penalty 1655.950022 = -6410.495689 nChanged 1 SP:Iteration 7Q (40.984158 sec): 3 clusters Score: Raw -8068.555449 + Penalty 1655.992218 = -6412.563231 nChanged 3 SP:Iteration 8Q (40.984608 sec): 3 clusters Score: Raw -8079.201307 + Penalty 1655.967354 = -6423.233953 nChanged 5 SP:Iteration 9Q (40.985055 sec): 3 clusters Score: Raw -8095.013001 + Penalty 1656.244670 = -6438.768331 nChanged 2 SP:Iteration 10F (40.985547 sec): 3 clusters Score: Raw -8099.923374 + Penalty 1656.244670 = -6443.678704 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 16 (198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.986495 sec): 2 clusters Score: Raw -10233.852832 + Penalty 773.657167 = -9460.195665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.987080 sec): 3 clusters Score: Raw -10297.761107 + Penalty 1544.712277 = -8753.048830 nChanged 18 SP:Iteration 1F (40.987648 sec): 3 clusters Score: Raw -10337.193224 + Penalty 1544.239245 = -8792.953979 nChanged 2 SP:Iteration 2Q (40.988218 sec): 3 clusters Score: Raw -10343.077691 + Penalty 1543.718467 = -8799.359224 nChanged 3 SP:Iteration 3Q (40.988761 sec): 3 clusters Score: Raw -10350.037390 + Penalty 1543.421153 = -8806.616236 nChanged 2 SP:Iteration 4Q (40.989300 sec): 3 clusters Score: Raw -10354.333685 + Penalty 1543.421153 = -8810.912531 nChanged 0 SP:Iteration 5F (40.989869 sec): 3 clusters Score: Raw -10354.333685 + Penalty 1543.421153 = -8810.912531 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 19 (997 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.995189 sec): 2 clusters Score: Raw -61967.504174 + Penalty 748.039388 = -61219.464785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.998188 sec): 3 clusters Score: Raw -61479.911041 + Penalty 1500.493882 = -59979.417159 nChanged 308 SP:Iteration 1F (41.000703 sec): 3 clusters Score: Raw -61652.821732 + Penalty 1506.707210 = -60146.114522 nChanged 87 SP:Iteration 2F (41.003753 sec): 3 clusters Score: Raw -61721.306924 + Penalty 1513.401511 = -60207.905413 nChanged 62 SP:Iteration 3F (41.006662 sec): 3 clusters Score: Raw -61779.881147 + Penalty 1526.928132 = -60252.953015 nChanged 58 SP:Iteration 4F (41.008570 sec): 3 clusters Score: Raw -61843.636574 + Penalty 1536.970302 = -60306.666272 nChanged 57 SP:Iteration 5F (41.010462 sec): 3 clusters Score: Raw -61894.733178 + Penalty 1547.200578 = -60347.532601 nChanged 34 SP:Iteration 6Q (41.012325 sec): 3 clusters Score: Raw -61932.570296 + Penalty 1558.340298 = -60374.229998 nChanged 29 SP:Iteration 7Q (41.014215 sec): 3 clusters Score: Raw -61962.848578 + Penalty 1571.355060 = -60391.493517 nChanged 24 SP:Iteration 8Q (41.016106 sec): 3 clusters Score: Raw -61990.446752 + Penalty 1584.396476 = -60406.050276 nChanged 25 SP:Iteration 9Q (41.017967 sec): 3 clusters Score: Raw -62020.065296 + Penalty 1595.713406 = -60424.351890 nChanged 17 SP:Iteration 10F (41.019895 sec): 3 clusters Score: Raw -62041.032045 + Penalty 1604.190834 = -60436.841212 nChanged 15 SP:Iteration 11Q (41.021715 sec): 3 clusters Score: Raw -62054.886698 + Penalty 1613.964894 = -60440.921805 nChanged 8 SP:Iteration 12Q (41.023479 sec): 3 clusters Score: Raw -62065.518188 + Penalty 1622.394364 = -60443.123824 nChanged 11 SP:Iteration 13Q (41.025198 sec): 3 clusters Score: Raw -62080.653893 + Penalty 1628.327028 = -60452.326865 nChanged 10 SP:Iteration 14Q (41.026922 sec): 3 clusters Score: Raw -62094.762516 + Penalty 1634.266736 = -60460.495780 nChanged 7 SP:Iteration 15Q (41.028595 sec): 3 clusters Score: Raw -62103.249116 + Penalty 1635.362703 = -60467.886413 nChanged 2 SP:Iteration 16Q (41.030252 sec): 3 clusters Score: Raw -62107.065466 + Penalty 1635.362703 = -60471.702763 nChanged 0 SP:Iteration 17F (41.032187 sec): 3 clusters Score: Raw -62107.065466 + Penalty 1635.362703 = -60471.702763 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 24 (525 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.035879 sec): 2 clusters Score: Raw -29278.652796 + Penalty 832.642556 = -28446.010241 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.037059 sec): 3 clusters Score: Raw -29119.844876 + Penalty 1665.311685 = -27454.533191 nChanged 149 SP:Iteration 1F (41.038174 sec): 3 clusters Score: Raw -29274.909052 + Penalty 1664.919951 = -27609.989102 nChanged 34 SP:Iteration 2F (41.039288 sec): 3 clusters Score: Raw -29317.636954 + Penalty 1664.401952 = -27653.235002 nChanged 16 SP:Iteration 3Q (41.040382 sec): 3 clusters Score: Raw -29336.694649 + Penalty 1664.086958 = -27672.607692 nChanged 8 SP:Iteration 4Q (41.041470 sec): 3 clusters Score: Raw -29341.325044 + Penalty 1663.894384 = -27677.430660 nChanged 3 SP:Iteration 5Q (41.042607 sec): 3 clusters Score: Raw -29342.523617 + Penalty 1663.853393 = -27678.670224 nChanged 2 SP:Iteration 6Q (41.043696 sec): 3 clusters Score: Raw -29343.447278 + Penalty 1663.697344 = -27679.749934 nChanged 1 SP:Iteration 7Q (41.044820 sec): 3 clusters Score: Raw -29345.461083 + Penalty 1663.693861 = -27681.767222 nChanged 1 SP:Iteration 8Q (41.045910 sec): 3 clusters Score: Raw -29345.766972 + Penalty 1663.503690 = -27682.263282 nChanged 1 SP:Iteration 9Q (41.047041 sec): 3 clusters Score: Raw -29346.511617 + Penalty 1663.503690 = -27683.007927 nChanged 0 SP:Iteration 10F (41.048157 sec): 3 clusters Score: Raw -29346.511617 + Penalty 1663.503690 = -27683.007927 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 26 (244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.049243 sec): 2 clusters Score: Raw -13297.933148 + Penalty 642.037340 = -12655.895808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.049884 sec): 3 clusters Score: Raw -13297.939893 + Penalty 1283.616132 = -12014.323761 nChanged 41 SP:Iteration 1F (41.050514 sec): 3 clusters Score: Raw -13369.743321 + Penalty 1285.242666 = -12084.500655 nChanged 13 SP:Iteration 2F (41.051143 sec): 3 clusters Score: Raw -13388.256327 + Penalty 1285.981511 = -12102.274816 nChanged 9 SP:Iteration 3Q (41.051753 sec): 3 clusters Score: Raw -13411.002361 + Penalty 1286.126674 = -12124.875687 nChanged 5 SP:Iteration 4Q (41.052358 sec): 3 clusters Score: Raw -13422.527498 + Penalty 1286.270276 = -12136.257222 nChanged 5 SP:Iteration 5Q (41.052963 sec): 3 clusters Score: Raw -13430.634753 + Penalty 1286.117692 = -12144.517061 nChanged 3 SP:Iteration 6Q (41.053567 sec): 3 clusters Score: Raw -13436.377812 + Penalty 1285.705214 = -12150.672599 nChanged 3 SP:Iteration 7Q (41.054173 sec): 3 clusters Score: Raw -13440.613427 + Penalty 1286.312809 = -12154.300618 nChanged 3 SP:Iteration 8Q (41.054790 sec): 3 clusters Score: Raw -13448.414211 + Penalty 1288.003984 = -12160.410227 nChanged 7 SP:Iteration 9Q (41.055398 sec): 3 clusters Score: Raw -13463.606571 + Penalty 1287.930322 = -12175.676249 nChanged 7 SP:Iteration 10F (41.056027 sec): 3 clusters Score: Raw -13480.834794 + Penalty 1287.424438 = -12193.410356 nChanged 3 SP:Iteration 11Q (41.056635 sec): 3 clusters Score: Raw -13485.436146 + Penalty 1287.737973 = -12197.698173 nChanged 2 SP:Iteration 12Q (41.057239 sec): 3 clusters Score: Raw -13490.966668 + Penalty 1288.564186 = -12202.402482 nChanged 3 SP:Iteration 13Q (41.057837 sec): 3 clusters Score: Raw -13526.912967 + Penalty 1288.344726 = -12238.568241 nChanged 2 SP:Iteration 14Q (41.058450 sec): 3 clusters Score: Raw -13553.907979 + Penalty 1287.383125 = -12266.524855 nChanged 2 SP:Iteration 15Q (41.059063 sec): 3 clusters Score: Raw -13570.965725 + Penalty 1287.007736 = -12283.957989 nChanged 1 SP:Iteration 16Q (41.059674 sec): 3 clusters Score: Raw -13574.159883 + Penalty 1287.007736 = -12287.152146 nChanged 0 SP:Iteration 17F (41.060324 sec): 3 clusters Score: Raw -13574.159883 + Penalty 1287.007736 = -12287.152146 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 50 (671 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.062713 sec): 2 clusters Score: Raw -34848.349304 + Penalty 183.217758 = -34665.131546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.064183 sec): 3 clusters Score: Raw -34502.648764 + Penalty 404.118157 = -34098.530608 nChanged 281 SP:Iteration 1F (41.065568 sec): 3 clusters Score: Raw -34802.641478 + Penalty 443.970393 = -34358.671085 nChanged 82 SP:Iteration 2F (41.066969 sec): 3 clusters Score: Raw -34906.050230 + Penalty 481.758988 = -34424.291242 nChanged 49 SP:Iteration 3F (41.068360 sec): 3 clusters Score: Raw -34956.307066 + Penalty 501.801902 = -34454.505163 nChanged 14 SP:Iteration 4Q (41.069716 sec): 3 clusters Score: Raw -34966.738432 + Penalty 508.334301 = -34458.404131 nChanged 9 SP:Iteration 5Q (41.071051 sec): 3 clusters Score: Raw -34973.544672 + Penalty 517.795465 = -34455.749207 nChanged 6 SP:Iteration 6F (41.072416 sec): 3 clusters Score: Raw -34977.611909 + Penalty 519.539764 = -34458.072145 nChanged 1 SP:Iteration 7Q (41.073730 sec): 3 clusters Score: Raw -34977.894530 + Penalty 519.539764 = -34458.354766 nChanged 0 SP:Iteration 8F (41.075080 sec): 3 clusters Score: Raw -34977.894530 + Penalty 519.539764 = -34458.354766 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 63 (328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.077149 sec): 2 clusters Score: Raw -19248.786271 + Penalty 515.933934 = -18732.852338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.077941 sec): 3 clusters Score: Raw -19145.322590 + Penalty 1030.915293 = -18114.407297 nChanged 89 SP:Iteration 1F (41.078715 sec): 3 clusters Score: Raw -19238.189638 + Penalty 1029.551909 = -18208.637729 nChanged 19 SP:Iteration 2F (41.079489 sec): 3 clusters Score: Raw -19263.134989 + Penalty 1030.032941 = -18233.102048 nChanged 12 SP:Iteration 3Q (41.080282 sec): 3 clusters Score: Raw -19277.621251 + Penalty 1030.298059 = -18247.323192 nChanged 10 SP:Iteration 4Q (41.081041 sec): 3 clusters Score: Raw -19292.545772 + Penalty 1030.056517 = -18262.489255 nChanged 9 SP:Iteration 5Q (41.081803 sec): 3 clusters Score: Raw -19307.520009 + Penalty 1030.088810 = -18277.431200 nChanged 3 SP:Iteration 6Q (41.082548 sec): 3 clusters Score: Raw -19314.223316 + Penalty 1030.834105 = -18283.389211 nChanged 5 SP:Iteration 7Q (41.083291 sec): 3 clusters Score: Raw -19328.779133 + Penalty 1030.483733 = -18298.295400 nChanged 6 SP:Iteration 8Q (41.084031 sec): 3 clusters Score: Raw -19335.785967 + Penalty 1030.017110 = -18305.768857 nChanged 3 SP:Iteration 9Q (41.084771 sec): 3 clusters Score: Raw -19338.292734 + Penalty 1030.168304 = -18308.124430 nChanged 2 SP:Iteration 10F (41.085545 sec): 3 clusters Score: Raw -19339.445943 + Penalty 1030.112955 = -18309.332988 nChanged 1 SP:Iteration 11Q (41.086286 sec): 3 clusters Score: Raw -19340.181809 + Penalty 1030.145586 = -18310.036223 nChanged 1 SP:Iteration 12Q (41.087024 sec): 3 clusters Score: Raw -19341.526449 + Penalty 1030.145586 = -18311.380863 nChanged 0 SP:Iteration 13F (41.087794 sec): 3 clusters Score: Raw -19341.526449 + Penalty 1030.145586 = -18311.380863 nChanged 0 Time taken for this iteration:40.537772 seconds. 300->17 Clusters: Score -1009922.714700, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 191 (time per iteration =215.264204 ms) Total iterations: 1351 (time per iteration =30.433355 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 2970934375.000000 (time per metric unit =13.839236ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 74273359375.000000 (time per metric unit=553.569454ps) That took 41.115463 seconds. FileBase PeterP-2013-10-10_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 0.53 and 0.80 GB of RAM. Memory request: 0.27 GB would take us to total of 0.27 GB. ---------------------------------------------------------- Loaded 58399 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 58399 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 95 (1 points): Lose 32.079387 but Gain 1719.744057 Iteration 0F (7.845971 sec): 229 clusters Score: Raw -2942371.893344 + Penalty 252901.377783 = -2689470.515561 nChanged 16803 Deleting Class 182 (2 points): Lose 25.230635 but Gain 1697.045320 Iteration 1F (13.982739 sec): 228 clusters Score: Raw -2972121.984141 + Penalty 251691.148947 = -2720430.835194 nChanged 5346 Deleting Class 103 (4 points): Lose 112.077691 but Gain 1735.759446 Iteration 2F (20.235594 sec): 227 clusters Score: Raw -2978992.525312 + Penalty 250202.071037 = -2728790.454274 nChanged 2709 Deleting Class 229 (1 points): Lose 12.989042 but Gain 1625.749649 Iteration 3Q (21.113867 sec): 226 clusters Score: Raw -2981756.187427 + Penalty 248663.604678 = -2733092.582749 nChanged 1804 Deleting Class 227 (1 points): Lose 31.990377 but Gain 1631.001764 Iteration 4Q (21.866039 sec): 225 clusters Score: Raw -2983161.992926 + Penalty 247174.573703 = -2735987.419222 nChanged 1359 Deleting Class 204 (1 points): Lose 2.656073 but Gain 1590.008808 Iteration 5Q (22.557961 sec): 224 clusters Score: Raw -2984108.651191 + Penalty 245639.933262 = -2738468.717930 nChanged 1079 Deleting Class 226 (1 points): Lose 0.847052 but Gain 1580.729114 Iteration 6Q (23.210441 sec): 223 clusters Score: Raw -2984792.782845 + Penalty 244023.539978 = -2740769.242867 nChanged 864 Deleting Class 180 (4 points): Lose 113.438470 but Gain 1689.303768 Iteration 7Q (23.832303 sec): 222 clusters Score: Raw -2985116.312082 + Penalty 242296.479642 = -2742819.832440 nChanged 770 Deleting Class 225 (2 points): Lose 44.837311 but Gain 1656.523193 Iteration 8Q (24.450652 sec): 221 clusters Score: Raw -2985526.957484 + Penalty 240649.022746 = -2744877.934738 nChanged 669 Deleting Class 160 (1 points): Lose 24.956764 but Gain 1596.962656 Iteration 9Q (25.046693 sec): 220 clusters Score: Raw -2985818.339387 + Penalty 239102.981143 = -2746715.358245 nChanged 614 Deleting Class 158 (7 points): Lose 157.423789 but Gain 1717.368811 Iteration 10F (30.993869 sec): 219 clusters Score: Raw -2985897.408126 + Penalty 237523.005914 = -2748374.402212 nChanged 652 Deleting Class 154 (2 points): Lose 36.101618 but Gain 1579.500813 Iteration 11Q (31.607155 sec): 218 clusters Score: Raw -2986157.042701 + Penalty 236005.571122 = -2750151.471579 nChanged 960 Deleting Class 191 (2 points): Lose 42.217690 but Gain 1572.237562 Iteration 12Q (32.250747 sec): 217 clusters Score: Raw -2986473.859385 + Penalty 234415.628867 = -2752058.230518 nChanged 1656 Deleting Class 184 (5 points): Lose 100.366049 but Gain 1597.689841 Iteration 13Q (32.976266 sec): 216 clusters Score: Raw -2987194.127313 + Penalty 232814.009129 = -2754380.118184 nChanged 3313 Deleting Class 220 (2 points): Lose 46.280318 but Gain 1540.776752 Iteration 14F (38.820336 sec): 215 clusters Score: Raw -2990292.363548 + Penalty 231244.955151 = -2759047.408397 nChanged 4781 Deleting Class 170 (3 points): Lose 53.413042 but Gain 1547.247255 Iteration 15F (44.709298 sec): 214 clusters Score: Raw -2995636.523407 + Penalty 229893.096601 = -2765743.426806 nChanged 3041 Deleting Class 68 (1 points): Lose 39.499598 but Gain 1519.015803 Iteration 16F (50.570941 sec): 213 clusters Score: Raw -2998439.775099 + Penalty 228472.071421 = -2769967.703678 nChanged 2097 Deleting Class 145 (1 points): Lose 2.599517 but Gain 1471.833144 Iteration 17Q (51.339293 sec): 212 clusters Score: Raw -3000241.731102 + Penalty 227041.726007 = -2773200.005095 nChanged 1515 Deleting Class 7 (16 points): Lose 252.940894 but Gain 1716.272187 Iteration 18Q (52.030114 sec): 211 clusters Score: Raw -3001034.485334 + Penalty 225339.900592 = -2775694.584743 nChanged 1119 Deleting Class 133 (3 points): Lose 63.790716 but Gain 1526.785072 Iteration 19Q (52.666183 sec): 210 clusters Score: Raw -3001569.616462 + Penalty 223873.260859 = -2777696.355603 nChanged 818 Writing temp clu file Memory request: 0.27 GB would take us to total of 0.53 GB. Compute initial score before splitting: Score: Raw -3001569.616462 + Penalty 223873.260859 = -2777696.355603Memory request: 0.15 GB would take us to total of 0.68 GB. Trying to split cluster 1 (31710 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.007801 sec): 2 clusters Score: Raw -1715914.454961 + Penalty 89.648312 = -1715824.806650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.066926 sec): 3 clusters Score: Raw -1694451.516364 + Penalty 175.795709 = -1694275.720656 nChanged 15521 SP:Iteration 1F (53.125385 sec): 3 clusters Score: Raw -1709135.748625 + Penalty 171.667026 = -1708964.081599 nChanged 3628 SP:Iteration 2F (53.184608 sec): 3 clusters Score: Raw -1712857.269792 + Penalty 172.324232 = -1712684.945561 nChanged 1625 SP:Iteration 3F (53.244075 sec): 3 clusters Score: Raw -1714385.277201 + Penalty 175.768419 = -1714209.508782 nChanged 853 SP:Iteration 4Q (53.307077 sec): 3 clusters Score: Raw -1715224.307328 + Penalty 171.582334 = -1715052.724994 nChanged 368 SP:Iteration 5Q (53.368365 sec): 3 clusters Score: Raw -1715542.542760 + Penalty 175.306385 = -1715367.236375 nChanged 183 SP:Iteration 6Q (53.418927 sec): 3 clusters Score: Raw -1715732.750401 + Penalty 176.693887 = -1715556.056514 nChanged 85 SP:Iteration 7Q (53.467315 sec): 3 clusters Score: Raw -1715863.658766 + Penalty 175.136924 = -1715688.521842 nChanged 59 SP:Iteration 8Q (53.514979 sec): 3 clusters Score: Raw -1715908.640834 + Penalty 170.320074 = -1715738.320760 nChanged 35 SP:Iteration 9Q (53.561521 sec): 3 clusters Score: Raw -1715927.107439 + Penalty 170.009722 = -1715757.097717 nChanged 19 SP:Iteration 10F (53.620648 sec): 3 clusters Score: Raw -1715935.880389 + Penalty 170.550067 = -1715765.330322 nChanged 19 SP:Iteration 11Q (53.666995 sec): 3 clusters Score: Raw -1715946.216899 + Penalty 169.967331 = -1715776.249568 nChanged 12 SP:Iteration 12Q (53.714105 sec): 3 clusters Score: Raw -1715953.164093 + Penalty 166.427635 = -1715786.736458 nChanged 21 SP:Iteration 13Q (53.761311 sec): 3 clusters Score: Raw -1715963.752071 + Penalty 166.308884 = -1715797.443187 nChanged 18 SP:Iteration 14Q (53.808430 sec): 3 clusters Score: Raw -1715969.421611 + Penalty 166.211544 = -1715803.210067 nChanged 11 SP:Iteration 15Q (53.854818 sec): 3 clusters Score: Raw -1715974.196540 + Penalty 164.747257 = -1715809.449282 nChanged 10 SP:Iteration 16Q (53.902187 sec): 3 clusters Score: Raw -1715979.671001 + Penalty 161.273367 = -1715818.397635 nChanged 12 SP:Iteration 17Q (53.949126 sec): 3 clusters Score: Raw -1715986.328588 + Penalty 161.737004 = -1715824.591585 nChanged 10 SP:Iteration 18Q (53.996162 sec): 3 clusters Score: Raw -1715992.466408 + Penalty 162.453138 = -1715830.013270 nChanged 13 SP:Iteration 19Q (54.042896 sec): 3 clusters Score: Raw -1715998.629609 + Penalty 162.224653 = -1715836.404956 nChanged 9 SP:Iteration 20F (54.101847 sec): 3 clusters Score: Raw -1716002.213343 + Penalty 161.320622 = -1715840.892720 nChanged 8 SP:Iteration 21Q (54.147939 sec): 3 clusters Score: Raw -1716004.126069 + Penalty 161.099014 = -1715843.027054 nChanged 7 SP:Iteration 22Q (54.194402 sec): 3 clusters Score: Raw -1716005.515103 + Penalty 160.678015 = -1715844.837088 nChanged 3 SP:Iteration 23Q (54.240864 sec): 3 clusters Score: Raw -1716006.171709 + Penalty 160.431175 = -1715845.740533 nChanged 3 SP:Iteration 24Q (54.287786 sec): 3 clusters Score: Raw -1716006.479253 + Penalty 160.322738 = -1715846.156515 nChanged 1 SP:Iteration 25Q (54.334875 sec): 3 clusters Score: Raw -1716006.572813 + Penalty 160.215568 = -1715846.357245 nChanged 1 SP:Iteration 26Q (54.381100 sec): 3 clusters Score: Raw -1716006.676602 + Penalty 160.109644 = -1715846.566958 nChanged 1 SP:Iteration 27Q (54.428313 sec): 3 clusters Score: Raw -1716006.692568 + Penalty 160.144791 = -1715846.547777 nChanged 1 SP:Iteration 28F (54.487104 sec): 3 clusters Score: Raw -1716006.740053 + Penalty 160.683901 = -1715846.056152 nChanged 1 SP:Iteration 29F (54.546386 sec): 3 clusters Score: Raw -1716006.758928 + Penalty 159.995529 = -1715846.763399 nChanged 2 SP:Iteration 30F (54.605241 sec): 3 clusters Score: Raw -1716006.889876 + Penalty 159.995529 = -1715846.894347 nChanged 0 Score: Raw -3033611.712635 + Penalty 223947.752914 = -2809663.959721 Splitting cluster 1 changes total score from -2777696.355603 to -2809663.959721 So it's getting split into cluster 7. Memory request: 0.04 GB would take us to total of 0.57 GB. Trying to split cluster 2 (7249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.275064 sec): 2 clusters Score: Raw -395268.885416 + Penalty 67.578143 = -395201.307272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.288161 sec): 3 clusters Score: Raw -390435.108379 + Penalty 137.952189 = -390297.156190 nChanged 3520 SP:Iteration 1F (60.300930 sec): 3 clusters Score: Raw -394906.327501 + Penalty 137.359709 = -394768.967792 nChanged 336 SP:Iteration 2Q (60.320032 sec): 3 clusters Score: Raw -395552.528282 + Penalty 136.573553 = -395415.954729 nChanged 78 SP:Iteration 3Q (60.331181 sec): 3 clusters Score: Raw -395614.443094 + Penalty 136.839226 = -395477.603868 nChanged 35 SP:Iteration 4Q (60.342254 sec): 3 clusters Score: Raw -395629.215295 + Penalty 136.819551 = -395492.395744 nChanged 33 SP:Iteration 5Q (60.353093 sec): 3 clusters Score: Raw -395641.187776 + Penalty 136.917380 = -395504.270396 nChanged 25 SP:Iteration 6Q (60.363932 sec): 3 clusters Score: Raw -395646.754406 + Penalty 136.873842 = -395509.880563 nChanged 17 SP:Iteration 7Q (60.374918 sec): 3 clusters Score: Raw -395650.004676 + Penalty 136.632451 = -395513.372225 nChanged 11 SP:Iteration 8Q (60.385919 sec): 3 clusters Score: Raw -395651.762118 + Penalty 136.490096 = -395515.272021 nChanged 10 SP:Iteration 9Q (60.396749 sec): 3 clusters Score: Raw -395652.728419 + Penalty 136.378658 = -395516.349761 nChanged 9 SP:Iteration 10F (60.409739 sec): 3 clusters Score: Raw -395653.677177 + Penalty 136.294770 = -395517.382407 nChanged 6 SP:Iteration 11Q (60.420842 sec): 3 clusters Score: Raw -395653.937405 + Penalty 136.205871 = -395517.731533 nChanged 4 SP:Iteration 12Q (60.437926 sec): 3 clusters Score: Raw -395654.127640 + Penalty 136.225198 = -395517.902442 nChanged 5 SP:Iteration 13Q (60.449505 sec): 3 clusters Score: Raw -395654.387608 + Penalty 136.233423 = -395518.154184 nChanged 5 SP:Iteration 14Q (60.460319 sec): 3 clusters Score: Raw -395654.942414 + Penalty 136.187271 = -395518.755143 nChanged 12 SP:Iteration 15Q (60.471175 sec): 3 clusters Score: Raw -395656.993822 + Penalty 136.129162 = -395520.864660 nChanged 13 SP:Iteration 16Q (60.482260 sec): 3 clusters Score: Raw -395660.143455 + Penalty 135.938216 = -395524.205239 nChanged 15 SP:Iteration 17Q (60.493123 sec): 3 clusters Score: Raw -395663.028614 + Penalty 135.907555 = -395527.121059 nChanged 15 SP:Iteration 18Q (60.504260 sec): 3 clusters Score: Raw -395664.425143 + Penalty 136.110018 = -395528.315126 nChanged 9 SP:Iteration 19Q (60.515318 sec): 3 clusters Score: Raw -395664.881876 + Penalty 135.995857 = -395528.886019 nChanged 6 SP:Iteration 20F (60.528109 sec): 3 clusters Score: Raw -395665.038710 + Penalty 135.945833 = -395529.092877 nChanged 3 SP:Iteration 21Q (60.539221 sec): 3 clusters Score: Raw -395665.117773 + Penalty 136.298954 = -395528.818820 nChanged 6 SP:Iteration 22F (60.552767 sec): 3 clusters Score: Raw -395665.511446 + Penalty 136.195541 = -395529.315905 nChanged 6 SP:Iteration 23Q (60.563801 sec): 3 clusters Score: Raw -395665.787564 + Penalty 136.114278 = -395529.673286 nChanged 8 SP:Iteration 24Q (60.574901 sec): 3 clusters Score: Raw -395666.229726 + Penalty 136.358615 = -395529.871111 nChanged 6 SP:Iteration 25Q (60.586014 sec): 3 clusters Score: Raw -395666.584235 + Penalty 136.243037 = -395530.341198 nChanged 9 SP:Iteration 26Q (60.597661 sec): 3 clusters Score: Raw -395667.132572 + Penalty 136.134460 = -395530.998111 nChanged 6 SP:Iteration 27Q (60.609074 sec): 3 clusters Score: Raw -395667.308134 + Penalty 136.180779 = -395531.127355 nChanged 5 SP:Iteration 28Q (60.620076 sec): 3 clusters Score: Raw -395667.428582 + Penalty 136.123900 = -395531.304682 nChanged 3 SP:Iteration 29Q (60.631163 sec): 3 clusters Score: Raw -395667.487180 + Penalty 136.087738 = -395531.399441 nChanged 2 SP:Iteration 30F (60.644219 sec): 3 clusters Score: Raw -395667.533882 + Penalty 136.030783 = -395531.503099 nChanged 5 SP:Iteration 31Q (60.655850 sec): 3 clusters Score: Raw -395667.718962 + Penalty 136.002457 = -395531.716505 nChanged 5 SP:Iteration 32Q (60.666807 sec): 3 clusters Score: Raw -395667.893231 + Penalty 136.015827 = -395531.877404 nChanged 8 SP:Iteration 33Q (60.678187 sec): 3 clusters Score: Raw -395668.323857 + Penalty 135.948704 = -395532.375154 nChanged 7 SP:Iteration 34Q (60.689210 sec): 3 clusters Score: Raw -395668.548899 + Penalty 135.877404 = -395532.671494 nChanged 4 SP:Iteration 35Q (60.700169 sec): 3 clusters Score: Raw -395668.613303 + Penalty 135.898798 = -395532.714505 nChanged 1 SP:Iteration 36Q (60.711574 sec): 3 clusters Score: Raw -395668.640205 + Penalty 135.995960 = -395532.644245 nChanged 2 SP:Iteration 37F (60.724390 sec): 3 clusters Score: Raw -395668.655774 + Penalty 135.995960 = -395532.659814 nChanged 0 Score: Raw -3034011.486257 + Penalty 224032.230520 = -2809979.255736 Splitting cluster 2 changes total score from -2777696.355603 to -2809979.255736 So it's getting split into cluster 68. Memory request: 0.01 GB would take us to total of 0.54 GB. Trying to split cluster 3 (1208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.461645 sec): 2 clusters Score: Raw -59860.004764 + Penalty 54.948153 = -59805.056611 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.463953 sec): 3 clusters Score: Raw -59150.748781 + Penalty 109.940418 = -59040.808363 nChanged 582 SP:Iteration 1F (66.466206 sec): 3 clusters Score: Raw -59831.729424 + Penalty 112.341750 = -59719.387674 nChanged 129 SP:Iteration 2F (66.468451 sec): 3 clusters Score: Raw -59952.463140 + Penalty 115.013720 = -59837.449421 nChanged 64 SP:Iteration 3F (66.470695 sec): 3 clusters Score: Raw -60000.816918 + Penalty 120.233420 = -59880.583498 nChanged 36 SP:Iteration 4Q (66.472941 sec): 3 clusters Score: Raw -60024.337781 + Penalty 125.268936 = -59899.068845 nChanged 23 SP:Iteration 5Q (66.475251 sec): 3 clusters Score: Raw -60036.148907 + Penalty 130.632512 = -59905.516396 nChanged 14 SP:Iteration 6Q (66.477543 sec): 3 clusters Score: Raw -60042.376103 + Penalty 134.863544 = -59907.512559 nChanged 9 SP:Iteration 7Q (66.479992 sec): 3 clusters Score: Raw -60046.134649 + Penalty 134.600623 = -59911.534027 nChanged 6 SP:Iteration 8Q (66.482419 sec): 3 clusters Score: Raw -60048.407231 + Penalty 137.590891 = -59910.816341 nChanged 4 SP:Iteration 9F (66.484679 sec): 3 clusters Score: Raw -60049.085072 + Penalty 139.358653 = -59909.726419 nChanged 2 SP:Iteration 10F (66.486915 sec): 3 clusters Score: Raw -60049.319715 + Penalty 139.358653 = -59909.961063 nChanged 0 Score: Raw -3034200.802768 + Penalty 224162.771054 = -2810038.031714 Splitting cluster 3 changes total score from -2777696.355603 to -2810038.031714 So it's getting split into cluster 95. Memory request: 0.01 GB would take us to total of 0.54 GB. Trying to split cluster 4 (670 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.127154 sec): 2 clusters Score: Raw -37081.702295 + Penalty 327.247061 = -36754.455234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.128617 sec): 3 clusters Score: Raw -36716.251451 + Penalty 661.021313 = -36055.230139 nChanged 245 SP:Iteration 1F (72.130027 sec): 3 clusters Score: Raw -36881.533484 + Penalty 670.529323 = -36211.004161 nChanged 72 SP:Iteration 2F (72.131428 sec): 3 clusters Score: Raw -36946.790438 + Penalty 680.630639 = -36266.159798 nChanged 47 SP:Iteration 3F (72.132848 sec): 3 clusters Score: Raw -37001.411498 + Penalty 691.464232 = -36309.947265 nChanged 33 SP:Iteration 4Q (72.134243 sec): 3 clusters Score: Raw -37038.528154 + Penalty 702.478884 = -36336.049271 nChanged 27 SP:Iteration 5Q (72.135614 sec): 3 clusters Score: Raw -37069.301710 + Penalty 708.435374 = -36360.866336 nChanged 16 SP:Iteration 6Q (72.136957 sec): 3 clusters Score: Raw -37088.144134 + Penalty 713.815954 = -36374.328180 nChanged 10 SP:Iteration 7Q (72.138261 sec): 3 clusters Score: Raw -37099.447970 + Penalty 715.353297 = -36384.094673 nChanged 8 SP:Iteration 8Q (72.139557 sec): 3 clusters Score: Raw -37106.182742 + Penalty 723.666181 = -36382.516561 nChanged 9 SP:Iteration 9F (72.140985 sec): 3 clusters Score: Raw -37112.146199 + Penalty 725.479257 = -36386.666942 nChanged 4 SP:Iteration 10F (72.142379 sec): 3 clusters Score: Raw -37113.612533 + Penalty 726.492738 = -36387.119795 nChanged 2 SP:Iteration 11Q (72.143640 sec): 3 clusters Score: Raw -37114.089050 + Penalty 726.492738 = -36387.596312 nChanged 0 SP:Iteration 12F (72.145050 sec): 3 clusters Score: Raw -37114.089050 + Penalty 726.492738 = -36387.596312 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 5 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.147015 sec): 2 clusters Score: Raw -3927.417607 + Penalty 217.705658 = -3709.711950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.147354 sec): 3 clusters Score: Raw -3922.159852 + Penalty 430.759574 = -3491.400277 nChanged 8 SP:Iteration 1F (72.147683 sec): 3 clusters Score: Raw -3934.137804 + Penalty 435.574420 = -3498.563384 nChanged 2 SP:Iteration 2Q (72.148006 sec): 3 clusters Score: Raw -3936.793075 + Penalty 435.574420 = -3501.218655 nChanged 0 SP:Iteration 3F (72.148334 sec): 3 clusters Score: Raw -3936.793075 + Penalty 435.574420 = -3501.218655 nChanged 0 Memory request: 0.01 GB would take us to total of 0.54 GB. Trying to split cluster 6 (676 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.152162 sec): 2 clusters Score: Raw -40395.681680 + Penalty 189.559899 = -40206.121781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.153650 sec): 3 clusters Score: Raw -40002.295774 + Penalty 379.686184 = -39622.609590 nChanged 273 SP:Iteration 1F (72.155133 sec): 3 clusters Score: Raw -40149.175560 + Penalty 380.165406 = -39769.010154 nChanged 64 SP:Iteration 2F (72.156601 sec): 3 clusters Score: Raw -40187.627447 + Penalty 381.431078 = -39806.196369 nChanged 45 SP:Iteration 3F (72.158101 sec): 3 clusters Score: Raw -40227.583068 + Penalty 381.985560 = -39845.597508 nChanged 46 SP:Iteration 4F (72.159579 sec): 3 clusters Score: Raw -40268.976823 + Penalty 382.674952 = -39886.301871 nChanged 29 SP:Iteration 5Q (72.161362 sec): 3 clusters Score: Raw -40291.011008 + Penalty 383.786208 = -39907.224800 nChanged 21 SP:Iteration 6Q (72.162841 sec): 3 clusters Score: Raw -40301.744081 + Penalty 384.155653 = -39917.588428 nChanged 18 SP:Iteration 7Q (72.164297 sec): 3 clusters Score: Raw -40311.609728 + Penalty 385.083278 = -39926.526450 nChanged 21 SP:Iteration 8Q (72.165752 sec): 3 clusters Score: Raw -40323.358777 + Penalty 384.876416 = -39938.482362 nChanged 16 SP:Iteration 9Q (72.167227 sec): 3 clusters Score: Raw -40331.938209 + Penalty 384.520621 = -39947.417588 nChanged 15 SP:Iteration 10F (72.168693 sec): 3 clusters Score: Raw -40338.010525 + Penalty 384.063631 = -39953.946894 nChanged 11 SP:Iteration 11Q (72.170125 sec): 3 clusters Score: Raw -40342.185076 + Penalty 383.763933 = -39958.421143 nChanged 6 SP:Iteration 12Q (72.171545 sec): 3 clusters Score: Raw -40345.485416 + Penalty 383.094631 = -39962.390785 nChanged 6 SP:Iteration 13Q (72.172996 sec): 3 clusters Score: Raw -40348.857536 + Penalty 382.826133 = -39966.031403 nChanged 7 SP:Iteration 14Q (72.174450 sec): 3 clusters Score: Raw -40350.981716 + Penalty 382.490031 = -39968.491685 nChanged 3 SP:Iteration 15Q (72.175906 sec): 3 clusters Score: Raw -40352.041666 + Penalty 382.129739 = -39969.911926 nChanged 3 SP:Iteration 16Q (72.177375 sec): 3 clusters Score: Raw -40352.455664 + Penalty 382.129739 = -39970.325925 nChanged 0 SP:Iteration 17F (72.178841 sec): 3 clusters Score: Raw -40352.455664 + Penalty 382.129739 = -39970.325925 nChanged 0 Memory request: 0.00 GB would take us to total of 0.54 GB. Trying to split cluster 8 (510 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.181783 sec): 2 clusters Score: Raw -27700.106875 + Penalty 414.114026 = -27285.992849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.182938 sec): 3 clusters Score: Raw -27477.091770 + Penalty 837.014840 = -26640.076929 nChanged 158 SP:Iteration 1F (72.184059 sec): 3 clusters Score: Raw -27610.865553 + Penalty 823.756774 = -26787.108779 nChanged 54 SP:Iteration 2F (72.185170 sec): 3 clusters Score: Raw -27675.202080 + Penalty 812.557087 = -26862.644992 nChanged 24 SP:Iteration 3Q (72.186266 sec): 3 clusters Score: Raw -27701.292165 + Penalty 804.443440 = -26896.848724 nChanged 12 SP:Iteration 4Q (72.187359 sec): 3 clusters Score: Raw -27711.596002 + Penalty 803.553379 = -26908.042622 nChanged 5 SP:Iteration 5Q (72.188446 sec): 3 clusters Score: Raw -27716.373581 + Penalty 802.041429 = -26914.332152 nChanged 1 SP:Iteration 6Q (72.189528 sec): 3 clusters Score: Raw -27718.323018 + Penalty 802.041429 = -26916.281589 nChanged 0 SP:Iteration 7F (72.190649 sec): 3 clusters Score: Raw -27718.323018 + Penalty 802.041429 = -26916.281589 nChanged 0 Memory request: 0.01 GB would take us to total of 0.54 GB. Trying to split cluster 9 (1671 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.199013 sec): 2 clusters Score: Raw -92495.722581 + Penalty 222.562508 = -92273.160073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.202322 sec): 3 clusters Score: Raw -91474.322745 + Penalty 449.763339 = -91024.559406 nChanged 716 SP:Iteration 1F (72.205551 sec): 3 clusters Score: Raw -92102.837002 + Penalty 458.037388 = -91644.799614 nChanged 229 SP:Iteration 2F (72.208775 sec): 3 clusters Score: Raw -92294.419477 + Penalty 458.839711 = -91835.579766 nChanged 92 SP:Iteration 3F (72.211989 sec): 3 clusters Score: Raw -92356.045122 + Penalty 456.299228 = -91899.745894 nChanged 64 SP:Iteration 4Q (72.215128 sec): 3 clusters Score: Raw -92394.052669 + Penalty 453.648027 = -91940.404642 nChanged 46 SP:Iteration 5Q (72.218291 sec): 3 clusters Score: Raw -92414.427137 + Penalty 450.551451 = -91963.875686 nChanged 38 SP:Iteration 6Q (72.221494 sec): 3 clusters Score: Raw -92427.936453 + Penalty 445.386460 = -91982.549993 nChanged 27 SP:Iteration 7Q (72.224681 sec): 3 clusters Score: Raw -92438.587659 + Penalty 441.909084 = -91996.678575 nChanged 20 SP:Iteration 8Q (72.227838 sec): 3 clusters Score: Raw -92447.630492 + Penalty 436.785390 = -92010.845102 nChanged 30 SP:Iteration 9Q (72.230939 sec): 3 clusters Score: Raw -92462.976283 + Penalty 432.297313 = -92030.678970 nChanged 26 SP:Iteration 10F (72.234110 sec): 3 clusters Score: Raw -92474.719017 + Penalty 426.822881 = -92047.896136 nChanged 26 SP:Iteration 11Q (72.237201 sec): 3 clusters Score: Raw -92494.002754 + Penalty 414.449112 = -92079.553641 nChanged 33 SP:Iteration 12Q (72.240295 sec): 3 clusters Score: Raw -92534.653972 + Penalty 398.296894 = -92136.357079 nChanged 30 SP:Iteration 13Q (72.243419 sec): 3 clusters Score: Raw -92611.451805 + Penalty 386.487860 = -92224.963945 nChanged 22 SP:Iteration 14Q (72.246460 sec): 3 clusters Score: Raw -92641.426122 + Penalty 379.225217 = -92262.200905 nChanged 18 SP:Iteration 15Q (72.249295 sec): 3 clusters Score: Raw -92650.972732 + Penalty 375.594428 = -92275.378304 nChanged 16 SP:Iteration 16Q (72.252081 sec): 3 clusters Score: Raw -92655.804318 + Penalty 371.286036 = -92284.518283 nChanged 12 SP:Iteration 17Q (72.254824 sec): 3 clusters Score: Raw -92662.562884 + Penalty 368.048873 = -92294.514011 nChanged 10 SP:Iteration 18Q (72.257554 sec): 3 clusters Score: Raw -92665.554998 + Penalty 367.480000 = -92298.074997 nChanged 4 SP:Iteration 19Q (72.260243 sec): 3 clusters Score: Raw -92666.086131 + Penalty 367.444073 = -92298.642058 nChanged 1 SP:Iteration 20F (72.263623 sec): 3 clusters Score: Raw -92666.387904 + Penalty 367.444073 = -92298.943831 nChanged 0 Score: Raw -3034371.470240 + Penalty 224377.033953 = -2809994.436287 Splitting cluster 9 changes total score from -2777696.355603 to -2809994.436287 So it's getting split into cluster 103. Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 10 (143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.961177 sec): 2 clusters Score: Raw -7735.800445 + Penalty 326.130785 = -7409.669660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.961650 sec): 3 clusters Score: Raw -7709.166086 + Penalty 680.382707 = -7028.783379 nChanged 22 SP:Iteration 1F (77.962127 sec): 3 clusters Score: Raw -7750.092773 + Penalty 708.684423 = -7041.408350 nChanged 12 SP:Iteration 2F (77.962580 sec): 3 clusters Score: Raw -7778.495658 + Penalty 723.467695 = -7055.027964 nChanged 12 SP:Iteration 3F (77.963033 sec): 3 clusters Score: Raw -7805.035451 + Penalty 727.503719 = -7077.531732 nChanged 1 SP:Iteration 4Q (77.963453 sec): 3 clusters Score: Raw -7811.874524 + Penalty 727.503719 = -7084.370806 nChanged 0 SP:Iteration 5F (77.963906 sec): 3 clusters Score: Raw -7811.874524 + Penalty 727.503719 = -7084.370806 nChanged 0 Memory request: 0.00 GB would take us to total of 0.54 GB. Trying to split cluster 11 (541 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.966098 sec): 2 clusters Score: Raw -25138.380895 + Penalty 863.554542 = -24274.826353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.967271 sec): 3 clusters Score: Raw -25053.831336 + Penalty 1728.032559 = -23325.798777 nChanged 142 SP:Iteration 1F (77.968413 sec): 3 clusters Score: Raw -25242.542852 + Penalty 1729.624830 = -23512.918022 nChanged 44 SP:Iteration 2F (77.969549 sec): 3 clusters Score: Raw -25329.143012 + Penalty 1731.650574 = -23597.492439 nChanged 39 SP:Iteration 3F (77.970702 sec): 3 clusters Score: Raw -25390.022224 + Penalty 1731.772684 = -23658.249540 nChanged 18 SP:Iteration 4Q (77.971802 sec): 3 clusters Score: Raw -25442.048644 + Penalty 1730.889181 = -23711.159463 nChanged 14 SP:Iteration 5Q (77.972892 sec): 3 clusters Score: Raw -25471.691662 + Penalty 1731.640146 = -23740.051517 nChanged 15 SP:Iteration 6Q (77.973980 sec): 3 clusters Score: Raw -25500.826889 + Penalty 1731.010449 = -23769.816439 nChanged 9 SP:Iteration 7Q (77.975061 sec): 3 clusters Score: Raw -25521.072481 + Penalty 1730.648442 = -23790.424039 nChanged 6 SP:Iteration 8Q (77.976139 sec): 3 clusters Score: Raw -25530.304835 + Penalty 1730.648442 = -23799.656393 nChanged 4 SP:Iteration 9Q (77.977250 sec): 3 clusters Score: Raw -25539.841837 + Penalty 1730.875723 = -23808.966113 nChanged 2 SP:Iteration 10F (77.978387 sec): 3 clusters Score: Raw -25541.943830 + Penalty 1731.137977 = -23810.805854 nChanged 1 SP:Iteration 11Q (77.979463 sec): 3 clusters Score: Raw -25542.926891 + Penalty 1731.137977 = -23811.788914 nChanged 0 SP:Iteration 12F (77.980597 sec): 3 clusters Score: Raw -25542.926891 + Penalty 1731.137977 = -23811.788914 nChanged 0 Memory request: 0.00 GB would take us to total of 0.54 GB. Trying to split cluster 12 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.982009 sec): 2 clusters Score: Raw -11841.018492 + Penalty 238.339107 = -11602.679384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.982597 sec): 3 clusters Score: Raw -11754.139647 + Penalty 495.986787 = -11258.152860 nChanged 59 SP:Iteration 1F (77.983177 sec): 3 clusters Score: Raw -11819.302375 + Penalty 509.498020 = -11309.804355 nChanged 20 SP:Iteration 2F (77.983756 sec): 3 clusters Score: Raw -11846.022736 + Penalty 518.354023 = -11327.668713 nChanged 7 SP:Iteration 3Q (77.984327 sec): 3 clusters Score: Raw -11858.774010 + Penalty 526.029070 = -11332.744940 nChanged 6 SP:Iteration 4Q (77.984896 sec): 3 clusters Score: Raw -11866.654487 + Penalty 530.092745 = -11336.561742 nChanged 2 SP:Iteration 5Q (77.985460 sec): 3 clusters Score: Raw -11867.970797 + Penalty 530.092745 = -11337.878052 nChanged 0 SP:Iteration 6F (77.986036 sec): 3 clusters Score: Raw -11867.970797 + Penalty 530.092745 = -11337.878052 nChanged 0 Memory request: 0.01 GB would take us to total of 0.54 GB. Trying to split cluster 13 (1088 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.989792 sec): 2 clusters Score: Raw -55597.802579 + Penalty 74.097681 = -55523.704898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.991903 sec): 3 clusters Score: Raw -54899.320948 + Penalty 155.385045 = -54743.935903 nChanged 506 SP:Iteration 1F (77.993960 sec): 3 clusters Score: Raw -55312.914919 + Penalty 164.407624 = -55148.507295 nChanged 134 SP:Iteration 2F (77.996009 sec): 3 clusters Score: Raw -55459.512159 + Penalty 165.529051 = -55293.983108 nChanged 49 SP:Iteration 3Q (77.998035 sec): 3 clusters Score: Raw -55515.249179 + Penalty 165.296216 = -55349.952962 nChanged 40 SP:Iteration 4Q (78.000016 sec): 3 clusters Score: Raw -55556.292097 + Penalty 163.844645 = -55392.447451 nChanged 39 SP:Iteration 5Q (78.001959 sec): 3 clusters Score: Raw -55591.741061 + Penalty 160.742809 = -55430.998252 nChanged 34 SP:Iteration 6Q (78.003843 sec): 3 clusters Score: Raw -55606.473740 + Penalty 157.704075 = -55448.769665 nChanged 21 SP:Iteration 7Q (78.005713 sec): 3 clusters Score: Raw -55616.668688 + Penalty 156.428418 = -55460.240271 nChanged 11 SP:Iteration 8Q (78.007661 sec): 3 clusters Score: Raw -55619.554054 + Penalty 156.248913 = -55463.305141 nChanged 9 SP:Iteration 9Q (78.010948 sec): 3 clusters Score: Raw -55621.054927 + Penalty 156.293284 = -55464.761642 nChanged 5 SP:Iteration 10F (78.013849 sec): 3 clusters Score: Raw -55621.735313 + Penalty 156.733003 = -55465.002309 nChanged 4 SP:Iteration 11Q (78.015935 sec): 3 clusters Score: Raw -55622.424249 + Penalty 156.788652 = -55465.635597 nChanged 4 SP:Iteration 12Q (78.018028 sec): 3 clusters Score: Raw -55623.154785 + Penalty 156.575203 = -55466.579582 nChanged 7 SP:Iteration 13Q (78.020083 sec): 3 clusters Score: Raw -55625.708836 + Penalty 156.185612 = -55469.523224 nChanged 7 SP:Iteration 14Q (78.022135 sec): 3 clusters Score: Raw -55629.502224 + Penalty 155.679028 = -55473.823196 nChanged 12 SP:Iteration 15Q (78.024252 sec): 3 clusters Score: Raw -55634.634461 + Penalty 155.109614 = -55479.524847 nChanged 13 SP:Iteration 16Q (78.026345 sec): 3 clusters Score: Raw -55641.184034 + Penalty 154.129035 = -55487.054999 nChanged 11 SP:Iteration 17Q (78.028479 sec): 3 clusters Score: Raw -55644.338945 + Penalty 153.714319 = -55490.624626 nChanged 8 SP:Iteration 18Q (78.030603 sec): 3 clusters Score: Raw -55646.052313 + Penalty 153.644551 = -55492.407763 nChanged 8 SP:Iteration 19Q (78.032654 sec): 3 clusters Score: Raw -55647.424129 + Penalty 153.473170 = -55493.950958 nChanged 6 SP:Iteration 20F (78.034890 sec): 3 clusters Score: Raw -55648.648410 + Penalty 153.408723 = -55495.239686 nChanged 7 SP:Iteration 21Q (78.036943 sec): 3 clusters Score: Raw -55651.682434 + Penalty 153.652977 = -55498.029457 nChanged 13 SP:Iteration 22Q (78.039000 sec): 3 clusters Score: Raw -55658.575444 + Penalty 152.866704 = -55505.708740 nChanged 10 SP:Iteration 23Q (78.041051 sec): 3 clusters Score: Raw -55662.238771 + Penalty 152.825414 = -55509.413357 nChanged 13 SP:Iteration 24Q (78.043120 sec): 3 clusters Score: Raw -55667.222032 + Penalty 153.477726 = -55513.744306 nChanged 8 SP:Iteration 25Q (78.045166 sec): 3 clusters Score: Raw -55669.451017 + Penalty 152.568394 = -55516.882622 nChanged 6 SP:Iteration 26Q (78.047211 sec): 3 clusters Score: Raw -55670.676010 + Penalty 152.586386 = -55518.089624 nChanged 4 SP:Iteration 27Q (78.049258 sec): 3 clusters Score: Raw -55671.098866 + Penalty 152.586386 = -55518.512480 nChanged 0 SP:Iteration 28F (78.051515 sec): 3 clusters Score: Raw -55671.098866 + Penalty 152.586386 = -55518.512480 nChanged 0 Memory request: 0.01 GB would take us to total of 0.54 GB. Trying to split cluster 14 (1825 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (78.060992 sec): 2 clusters Score: Raw -103550.991841 + Penalty 258.370730 = -103292.621110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (78.064601 sec): 3 clusters Score: Raw -102459.554174 + Penalty 517.769572 = -101941.784602 nChanged 770 SP:Iteration 1F (78.068050 sec): 3 clusters Score: Raw -102957.981984 + Penalty 520.821539 = -102437.160445 nChanged 196 SP:Iteration 2F (78.071422 sec): 3 clusters Score: Raw -103101.983145 + Penalty 522.942031 = -102579.041114 nChanged 135 SP:Iteration 3F (78.074756 sec): 3 clusters Score: Raw -103228.433926 + Penalty 523.009037 = -102705.424889 nChanged 95 SP:Iteration 4F (78.078082 sec): 3 clusters Score: Raw -103297.112787 + Penalty 523.471780 = -102773.641007 nChanged 60 SP:Iteration 5Q (78.081344 sec): 3 clusters Score: Raw -103326.417892 + Penalty 523.663201 = -102802.754691 nChanged 38 SP:Iteration 6Q (78.084612 sec): 3 clusters Score: Raw -103340.950228 + Penalty 524.741206 = -102816.209023 nChanged 31 SP:Iteration 7Q (78.087822 sec): 3 clusters Score: Raw -103350.659504 + Penalty 525.940101 = -102824.719403 nChanged 23 SP:Iteration 8Q (78.091015 sec): 3 clusters Score: Raw -103357.803671 + Penalty 527.392847 = -102830.410824 nChanged 21 SP:Iteration 9Q (78.094198 sec): 3 clusters Score: Raw -103363.377487 + Penalty 528.258659 = -102835.118827 nChanged 17 SP:Iteration 10F (78.097516 sec): 3 clusters Score: Raw -103367.487093 + Penalty 528.849754 = -102838.637339 nChanged 22 SP:Iteration 11Q (78.100743 sec): 3 clusters Score: Raw -103373.366167 + Penalty 530.295606 = -102843.070561 nChanged 20 SP:Iteration 12Q (78.103978 sec): 3 clusters Score: Raw -103379.235009 + Penalty 532.112873 = -102847.122136 nChanged 22 SP:Iteration 13Q (78.107149 sec): 3 clusters Score: Raw -103385.721052 + Penalty 535.624976 = -102850.096076 nChanged 22 SP:Iteration 14Q (78.110408 sec): 3 clusters Score: Raw -103392.214277 + Penalty 536.884130 = -102855.330147 nChanged 16 SP:Iteration 15Q (78.113581 sec): 3 clusters Score: Raw -103395.760445 + Penalty 537.374500 = -102858.385945 nChanged 12 SP:Iteration 16Q (78.116767 sec): 3 clusters Score: Raw -103398.526510 + Penalty 537.371015 = -102861.155495 nChanged 9 SP:Iteration 17Q (78.119875 sec): 3 clusters Score: Raw -103400.820698 + Penalty 536.985905 = -102863.834794 nChanged 13 SP:Iteration 18Q (78.122991 sec): 3 clusters Score: Raw -103403.953398 + Penalty 537.891231 = -102866.062168 nChanged 8 SP:Iteration 19Q (78.126084 sec): 3 clusters Score: Raw -103405.490969 + Penalty 538.803949 = -102866.687020 nChanged 8 SP:Iteration 20F (78.129439 sec): 3 clusters Score: Raw -103406.853563 + Penalty 540.254424 = -102866.599139 nChanged 9 SP:Iteration 21F (78.132751 sec): 3 clusters Score: Raw -103408.922181 + Penalty 542.474356 = -102866.447825 nChanged 14 SP:Iteration 22F (78.136071 sec): 3 clusters Score: Raw -103411.240452 + Penalty 543.361188 = -102867.879265 nChanged 6 SP:Iteration 23Q (78.139220 sec): 3 clusters Score: Raw -103412.026992 + Penalty 544.884857 = -102867.142135 nChanged 9 SP:Iteration 24F (78.142587 sec): 3 clusters Score: Raw -103413.393541 + Penalty 546.212902 = -102867.180639 nChanged 9 SP:Iteration 25Q (78.145642 sec): 3 clusters Score: Raw -103414.291130 + Penalty 547.686562 = -102866.604568 nChanged 9 SP:Iteration 26F (78.148953 sec): 3 clusters Score: Raw -103415.900726 + Penalty 549.817628 = -102866.083098 nChanged 8 SP:Iteration 27F (78.152837 sec): 3 clusters Score: Raw -103417.009520 + Penalty 552.007649 = -102865.001870 nChanged 10 SP:Iteration 28F (78.156455 sec): 3 clusters Score: Raw -103418.854739 + Penalty 554.003876 = -102864.850862 nChanged 13 SP:Iteration 29F (78.159814 sec): 3 clusters Score: Raw -103421.936062 + Penalty 557.670614 = -102864.265449 nChanged 14 SP:Iteration 30F (78.163135 sec): 3 clusters Score: Raw -103426.081676 + Penalty 562.307189 = -102863.774487 nChanged 19 SP:Iteration 31F (78.166451 sec): 3 clusters Score: Raw -103432.509291 + Penalty 567.303218 = -102865.206073 nChanged 20 SP:Iteration 32Q (78.169497 sec): 3 clusters Score: Raw -103439.966201 + Penalty 572.234534 = -102867.731666 nChanged 26 SP:Iteration 33Q (78.172538 sec): 3 clusters Score: Raw -103450.224918 + Penalty 579.066440 = -102871.158478 nChanged 24 SP:Iteration 34Q (78.175552 sec): 3 clusters Score: Raw -103462.518664 + Penalty 579.413759 = -102883.104905 nChanged 21 SP:Iteration 35Q (78.178608 sec): 3 clusters Score: Raw -103476.520224 + Penalty 582.793364 = -102893.726860 nChanged 26 SP:Iteration 36Q (78.181541 sec): 3 clusters Score: Raw -103495.098005 + Penalty 591.366201 = -102903.731804 nChanged 25 SP:Iteration 37Q (78.184472 sec): 3 clusters Score: Raw -103509.630700 + Penalty 602.217754 = -102907.412946 nChanged 22 SP:Iteration 38Q (78.187335 sec): 3 clusters Score: Raw -103518.971634 + Penalty 613.116718 = -102905.854916 nChanged 16 SP:Iteration 39F (78.190652 sec): 3 clusters Score: Raw -103526.659808 + Penalty 625.777177 = -102900.882631 nChanged 17 SP:Iteration 40F (78.193964 sec): 3 clusters Score: Raw -103534.792782 + Penalty 635.645774 = -102899.147009 nChanged 19 SP:Iteration 41F (78.197274 sec): 3 clusters Score: Raw -103550.441945 + Penalty 644.178260 = -102906.263684 nChanged 17 SP:Iteration 42Q (78.200047 sec): 3 clusters Score: Raw -103560.034204 + Penalty 654.792161 = -102905.242044 nChanged 7 SP:Iteration 43F (78.203370 sec): 3 clusters Score: Raw -103562.537665 + Penalty 659.129456 = -102903.408209 nChanged 6 SP:Iteration 44F (78.206683 sec): 3 clusters Score: Raw -103565.317423 + Penalty 668.577535 = -102896.739887 nChanged 6 SP:Iteration 45F (78.209997 sec): 3 clusters Score: Raw -103568.158338 + Penalty 667.104933 = -102901.053406 nChanged 8 SP:Iteration 46Q (78.212835 sec): 3 clusters Score: Raw -103576.311711 + Penalty 682.562383 = -102893.749328 nChanged 10 SP:Iteration 47F (78.216246 sec): 3 clusters Score: Raw -103585.349845 + Penalty 692.800119 = -102892.549726 nChanged 5 SP:Iteration 48F (78.219672 sec): 3 clusters Score: Raw -103589.134065 + Penalty 698.161190 = -102890.972876 nChanged 2 SP:Iteration 49F (78.223029 sec): 3 clusters Score: Raw -103591.094417 + Penalty 711.821857 = -102879.272561 nChanged 4 SP:Iteration 50F (78.226377 sec): 3 clusters Score: Raw -103593.692820 + Penalty 718.566869 = -102875.125951 nChanged 2 SP:Iteration 51F (78.229694 sec): 3 clusters Score: Raw -103594.099782 + Penalty 718.566869 = -102875.532913 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 15 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (78.231591 sec): 2 clusters Score: Raw -820.476118 + Penalty 249.460356 = -571.015762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (78.231842 sec): 3 clusters Score: Raw -881.025881 + Penalty 498.920713 = -382.105168 nChanged 0 Memory request: 0.01 GB would take us to total of 0.54 GB. Trying to split cluster 16 (614 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (78.234268 sec): 2 clusters Score: Raw -35018.841376 + Penalty 728.126365 = -34290.715011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (78.235562 sec): 3 clusters Score: Raw -34795.547752 + Penalty 1457.748191 = -33337.799561 nChanged 181 SP:Iteration 1F (78.236916 sec): 3 clusters Score: Raw -34969.429703 + Penalty 1462.788571 = -33506.641132 nChanged 56 SP:Iteration 2F (78.238187 sec): 3 clusters Score: Raw -35033.082006 + Penalty 1471.130340 = -33561.951666 nChanged 39 SP:Iteration 3F (78.239457 sec): 3 clusters Score: Raw -35074.954598 + Penalty 1475.942024 = -33599.012573 nChanged 29 SP:Iteration 4Q (78.240721 sec): 3 clusters Score: Raw -35106.797377 + Penalty 1478.111508 = -33628.685870 nChanged 12 SP:Iteration 5Q (78.241963 sec): 3 clusters Score: Raw -35118.214846 + Penalty 1479.222205 = -33638.992640 nChanged 9 SP:Iteration 6Q (78.243202 sec): 3 clusters Score: Raw -35133.780767 + Penalty 1480.430633 = -33653.350134 nChanged 7 SP:Iteration 7Q (78.244410 sec): 3 clusters Score: Raw -35140.442206 + Penalty 1479.767492 = -33660.674714 nChanged 9 SP:Iteration 8Q (78.245623 sec): 3 clusters Score: Raw -35148.415227 + Penalty 1479.688435 = -33668.726792 nChanged 4 SP:Iteration 9Q (78.246854 sec): 3 clusters Score: Raw -35151.164137 + Penalty 1479.436584 = -33671.727554 nChanged 2 SP:Iteration 10F (78.248141 sec): 3 clusters Score: Raw -35152.025428 + Penalty 1479.601748 = -33672.423680 nChanged 1 SP:Iteration 11Q (78.249380 sec): 3 clusters Score: Raw -35153.000479 + Penalty 1480.387290 = -33672.613189 nChanged 2 SP:Iteration 12Q (78.250641 sec): 3 clusters Score: Raw -35154.434968 + Penalty 1480.187815 = -33674.247153 nChanged 2 SP:Iteration 13Q (78.251870 sec): 3 clusters Score: Raw -35155.736093 + Penalty 1480.278936 = -33675.457158 nChanged 1 SP:Iteration 14Q (78.253099 sec): 3 clusters Score: Raw -35156.157060 + Penalty 1480.278936 = -33675.878124 nChanged 0 SP:Iteration 15F (78.254362 sec): 3 clusters Score: Raw -35156.157060 + Penalty 1480.278936 = -33675.878124 nChanged 0 Memory request: 0.00 GB would take us to total of 0.54 GB. Trying to split cluster 17 (231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (78.255943 sec): 2 clusters Score: Raw -12322.024222 + Penalty 157.884790 = -12164.139432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (78.256560 sec): 3 clusters Score: Raw -12200.529682 + Penalty 310.076791 = -11890.452891 nChanged 76 SP:Iteration 1F (78.257181 sec): 3 clusters Score: Raw -12263.794713 + Penalty 308.259422 = -11955.535290 nChanged 42 SP:Iteration 2F (78.257793 sec): 3 clusters Score: Raw -12314.098519 + Penalty 309.732460 = -12004.366059 nChanged 13 SP:Iteration 3F (78.258407 sec): 3 clusters Score: Raw -12334.517707 + Penalty 311.316645 = -12023.201062 nChanged 6 SP:Iteration 4Q (78.259009 sec): 3 clusters Score: Raw -12343.849935 + Penalty 310.934784 = -12032.915152 nChanged 3 SP:Iteration 5Q (78.259598 sec): 3 clusters Score: Raw -12347.558535 + Penalty 311.782106 = -12035.776429 nChanged 4 SP:Iteration 6Q (78.260204 sec): 3 clusters Score: Raw -12359.530538 + Penalty 314.352996 = -12045.177543 nChanged 6 SP:Iteration 7Q (78.260807 sec): 3 clusters Score: Raw -12372.430648 + Penalty 315.335816 = -12057.094832 nChanged 5 SP:Iteration 8Q (78.261400 sec): 3 clusters Score: Raw -12378.822510 + Penalty 316.127495 = -12062.695015 nChanged 3 SP:Iteration 9Q (78.261987 sec): 3 clusters Score: Raw -12380.350599 + Penalty 315.625134 = -12064.725465 nChanged 2 SP:Iteration 10F (78.262611 sec): 3 clusters Score: Raw -12381.128906 + Penalty 315.625134 = -12065.503772 nChanged 0 Memory request: 0.01 GB would take us to total of 0.54 GB. Trying to split cluster 18 (1300 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (78.267437 sec): 2 clusters Score: Raw -68979.394241 + Penalty 331.640346 = -68647.753895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (78.269910 sec): 3 clusters Score: Raw -68215.754111 + Penalty 670.621726 = -67545.132386 nChanged 492 SP:Iteration 1F (78.272376 sec): 3 clusters Score: Raw -68491.709477 + Penalty 682.593066 = -67809.116411 nChanged 159 SP:Iteration 2F (78.274809 sec): 3 clusters Score: Raw -68584.936191 + Penalty 699.489010 = -67885.447181 nChanged 95 SP:Iteration 3F (78.277231 sec): 3 clusters Score: Raw -68648.365688 + Penalty 726.784375 = -67921.581314 nChanged 80 SP:Iteration 4F (78.279673 sec): 3 clusters Score: Raw -68708.540407 + Penalty 759.714722 = -67948.825685 nChanged 79 SP:Iteration 5F (78.282094 sec): 3 clusters Score: Raw -68774.370826 + Penalty 797.331670 = -67977.039157 nChanged 78 SP:Iteration 6F (78.284601 sec): 3 clusters Score: Raw -68839.743045 + Penalty 838.012621 = -68001.730424 nChanged 68 SP:Iteration 7F (78.287078 sec): 3 clusters Score: Raw -68899.474560 + Penalty 872.295997 = -68027.178563 nChanged 50 SP:Iteration 8Q (78.289374 sec): 3 clusters Score: Raw -68947.089161 + Penalty 899.930870 = -68047.158291 nChanged 33 SP:Iteration 9Q (78.291594 sec): 3 clusters Score: Raw -68981.580978 + Penalty 910.085700 = -68071.495278 nChanged 22 SP:Iteration 10F (78.294013 sec): 3 clusters Score: Raw -69000.444592 + Penalty 925.295358 = -68075.149234 nChanged 14 SP:Iteration 11Q (78.296130 sec): 3 clusters Score: Raw -69010.911641 + Penalty 921.672150 = -68089.239491 nChanged 11 SP:Iteration 12Q (78.298222 sec): 3 clusters Score: Raw -69021.478395 + Penalty 920.552889 = -68100.925507 nChanged 3 SP:Iteration 13Q (78.300298 sec): 3 clusters Score: Raw -69024.535996 + Penalty 920.552889 = -68103.983108 nChanged 0 SP:Iteration 14F (78.302713 sec): 3 clusters Score: Raw -69024.535996 + Penalty 920.552889 = -68103.983108 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 19 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (78.303344 sec): 2 clusters Score: Raw -1215.701503 + Penalty 470.516264 = -745.185239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (78.303603 sec): 3 clusters Score: Raw -1374.090020 + Penalty 941.261105 = -432.828916 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 20 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (78.304199 sec): 2 clusters Score: Raw -2268.507536 + Penalty 439.329201 = -1829.178335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (78.304481 sec): 3 clusters Score: Raw -2367.714341 + Penalty 878.613154 = -1489.101187 nChanged 0 Memory request: 0.01 GB would take us to total of 0.54 GB. Trying to split cluster 21 (866 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (78.307303 sec): 2 clusters Score: Raw -47742.611329 + Penalty 208.670870 = -47533.940459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (78.309009 sec): 3 clusters Score: Raw -47211.361344 + Penalty 422.645395 = -46788.715949 nChanged 354 SP:Iteration 1F (78.310688 sec): 3 clusters Score: Raw -47516.945365 + Penalty 422.662236 = -47094.283129 nChanged 124 SP:Iteration 2F (78.312364 sec): 3 clusters Score: Raw -47623.354455 + Penalty 416.212565 = -47207.141889 nChanged 54 SP:Iteration 3F (78.314120 sec): 3 clusters Score: Raw -47671.759359 + Penalty 410.110349 = -47261.649010 nChanged 30 SP:Iteration 4Q (78.315845 sec): 3 clusters Score: Raw -47700.136316 + Penalty 400.921575 = -47299.214740 nChanged 22 SP:Iteration 5Q (78.317554 sec): 3 clusters Score: Raw -47723.209575 + Penalty 391.763668 = -47331.445907 nChanged 16 SP:Iteration 6Q (78.319324 sec): 3 clusters Score: Raw -47736.070358 + Penalty 385.017336 = -47351.053022 nChanged 9 SP:Iteration 7Q (78.321019 sec): 3 clusters Score: Raw -47740.188139 + Penalty 384.012731 = -47356.175408 nChanged 3 SP:Iteration 8Q (78.322643 sec): 3 clusters Score: Raw -47741.050919 + Penalty 384.444819 = -47356.606100 nChanged 2 SP:Iteration 9Q (78.324258 sec): 3 clusters Score: Raw -47743.015326 + Penalty 384.461490 = -47358.553836 nChanged 5 SP:Iteration 10F (78.325950 sec): 3 clusters Score: Raw -47745.225411 + Penalty 385.039648 = -47360.185763 nChanged 6 SP:Iteration 11Q (78.327522 sec): 3 clusters Score: Raw -47748.065115 + Penalty 384.473429 = -47363.591686 nChanged 2 SP:Iteration 12Q (78.329121 sec): 3 clusters Score: Raw -47748.667689 + Penalty 384.167768 = -47364.499921 nChanged 4 SP:Iteration 13Q (78.330702 sec): 3 clusters Score: Raw -47750.110557 + Penalty 383.276240 = -47366.834317 nChanged 7 SP:Iteration 14Q (78.332255 sec): 3 clusters Score: Raw -47753.200824 + Penalty 384.593331 = -47368.607493 nChanged 5 SP:Iteration 15Q (78.333799 sec): 3 clusters Score: Raw -47755.275344 + Penalty 386.410461 = -47368.864883 nChanged 6 SP:Iteration 16Q (78.335373 sec): 3 clusters Score: Raw -47758.433718 + Penalty 387.096714 = -47371.337005 nChanged 6 SP:Iteration 17Q (78.336911 sec): 3 clusters Score: Raw -47760.839177 + Penalty 386.375242 = -47374.463935 nChanged 6 SP:Iteration 18Q (78.338419 sec): 3 clusters Score: Raw -47762.197153 + Penalty 386.856717 = -47375.340436 nChanged 1 SP:Iteration 19Q (78.339909 sec): 3 clusters Score: Raw -47762.243589 + Penalty 386.856717 = -47375.386873 nChanged 0 SP:Iteration 20F (78.341580 sec): 3 clusters Score: Raw -47762.243589 + Penalty 386.856717 = -47375.386873 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 22 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (78.342149 sec): 2 clusters Score: Raw -645.661637 + Penalty 183.030720 = -462.630917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (78.342381 sec): 3 clusters Score: Raw -665.225834 + Penalty 366.422834 = -298.803000 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 23 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (78.342889 sec): 2 clusters Score: Raw -495.699024 + Penalty 175.943214 = -319.755810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (78.343114 sec): 3 clusters Score: Raw -514.869356 + Penalty 376.329660 = -138.539696 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 24 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (78.343740 sec): 2 clusters Score: Raw -2612.274790 + Penalty 540.591218 = -2071.683573 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (78.344051 sec): 3 clusters Score: Raw -2766.988830 + Penalty 1079.318696 = -1687.670134 nChanged 1 SP:Iteration 1Q (78.344335 sec): 3 clusters Score: Raw -2777.128431 + Penalty 1079.318696 = -1697.809735 nChanged 0 SP:Iteration 2F (78.344636 sec): 3 clusters Score: Raw -2777.128431 + Penalty 1079.318696 = -1697.809735 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 25 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (78.345139 sec): 2 clusters Score: Raw -449.131889 + Penalty 184.932525 = -264.199364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (78.345359 sec): 3 clusters Score: Raw -452.614438 + Penalty 366.415454 = -86.198984 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 26 (89 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (78.346080 sec): 2 clusters Score: Raw -5063.157468 + Penalty 607.095696 = -4456.061772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (78.346466 sec): 3 clusters Score: Raw -5155.505323 + Penalty 1214.555361 = -3940.949962 nChanged 6 SP:Iteration 1F (78.346833 sec): 3 clusters Score: Raw -5181.061342 + Penalty 1214.833572 = -3966.227770 nChanged 1 SP:Iteration 2Q (78.347200 sec): 3 clusters Score: Raw -5190.528876 + Penalty 1214.668462 = -3975.860414 nChanged 1 SP:Iteration 3Q (78.347544 sec): 3 clusters Score: Raw -5200.342241 + Penalty 1214.668462 = -3985.673779 nChanged 0 SP:Iteration 4F (78.347913 sec): 3 clusters Score: Raw -5200.342241 + Penalty 1214.668462 = -3985.673779 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 27 (151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (78.348801 sec): 2 clusters Score: Raw -8495.913548 + Penalty 409.334663 = -8086.578885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (78.349289 sec): 3 clusters Score: Raw -8475.076149 + Penalty 814.868903 = -7660.207246 nChanged 25 SP:Iteration 1F (78.349770 sec): 3 clusters Score: Raw -8518.125458 + Penalty 808.753005 = -7709.372453 nChanged 10 SP:Iteration 2F (78.350250 sec): 3 clusters Score: Raw -8537.917515 + Penalty 805.310471 = -7732.607044 nChanged 4 SP:Iteration 3Q (78.350736 sec): 3 clusters Score: Raw -8548.901884 + Penalty 802.138465 = -7746.763419 nChanged 4 SP:Iteration 4Q (78.351205 sec): 3 clusters Score: Raw -8555.773545 + Penalty 798.451401 = -7757.322145 nChanged 2 SP:Iteration 5Q (78.351674 sec): 3 clusters Score: Raw -8558.412008 + Penalty 796.478328 = -7761.933681 nChanged 2 SP:Iteration 6Q (78.352140 sec): 3 clusters Score: Raw -8561.040993 + Penalty 795.912568 = -7765.128426 nChanged 1 SP:Iteration 7Q (78.352607 sec): 3 clusters Score: Raw -8562.198311 + Penalty 795.912568 = -7766.285743 nChanged 0 SP:Iteration 8F (78.353086 sec): 3 clusters Score: Raw -8562.198311 + Penalty 795.912568 = -7766.285743 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 28 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (78.353750 sec): 2 clusters Score: Raw -4114.190762 + Penalty 467.533541 = -3646.657221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (78.354085 sec): 3 clusters Score: Raw -4182.936538 + Penalty 936.626339 = -3246.310199 nChanged 2 SP:Iteration 1Q (78.354402 sec): 3 clusters Score: Raw -4187.436562 + Penalty 936.626339 = -3250.810223 nChanged 0 SP:Iteration 2F (78.354730 sec): 3 clusters Score: Raw -4187.436562 + Penalty 936.626339 = -3250.810223 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 29 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (78.355237 sec): 2 clusters Score: Raw -575.204545 + Penalty 235.481063 = -339.723482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (78.355461 sec): 3 clusters Score: Raw -589.916972 + Penalty 469.039715 = -120.877257 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 30 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (78.355948 sec): 2 clusters Score: Raw -188.888081 + Penalty 110.258383 = -78.629697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (78.356157 sec): 3 clusters Score: Raw -184.091035 + Penalty 231.765908 = 47.674873 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 31 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (78.356690 sec): 2 clusters Score: Raw -1120.508678 + Penalty 271.302485 = -849.206193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (78.356940 sec): 3 clusters Score: Raw -1175.727305 + Penalty 538.385227 = -637.342077 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 32 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (78.357442 sec): 2 clusters Score: Raw -437.738724 + Penalty 136.782238 = -300.956486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (78.357663 sec): 3 clusters Score: Raw -452.250915 + Penalty 267.481072 = -184.769843 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 33 (83 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (78.358391 sec): 2 clusters Score: Raw -3286.773062 + Penalty 244.731674 = -3042.041388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (78.358755 sec): 3 clusters Score: Raw -3337.634359 + Penalty 500.571666 = -2837.062693 nChanged 8 SP:Iteration 1F (78.359119 sec): 3 clusters Score: Raw -3353.920656 + Penalty 512.677565 = -2841.243091 nChanged 5 SP:Iteration 2F (78.359477 sec): 3 clusters Score: Raw -3389.654588 + Penalty 519.526363 = -2870.128224 nChanged 2 SP:Iteration 3Q (78.359829 sec): 3 clusters Score: Raw -3398.649209 + Penalty 527.871987 = -2870.777222 nChanged 2 SP:Iteration 4Q (78.360164 sec): 3 clusters Score: Raw -3406.155398 + Penalty 530.816857 = -2875.338541 nChanged 1 SP:Iteration 5Q (78.360502 sec): 3 clusters Score: Raw -3408.294369 + Penalty 530.816857 = -2877.477512 nChanged 0 SP:Iteration 6F (78.360858 sec): 3 clusters Score: Raw -3408.294369 + Penalty 530.816857 = -2877.477512 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 34 (151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (78.361725 sec): 2 clusters Score: Raw -9180.504273 + Penalty 636.021519 = -8544.482754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (78.362217 sec): 3 clusters Score: Raw -9224.708621 + Penalty 1272.115344 = -7952.593277 nChanged 12 SP:Iteration 1F (78.362700 sec): 3 clusters Score: Raw -9262.387480 + Penalty 1273.140639 = -7989.246841 nChanged 8 SP:Iteration 2F (78.363184 sec): 3 clusters Score: Raw -9297.934537 + Penalty 1273.620905 = -8024.313632 nChanged 5 SP:Iteration 3Q (78.363638 sec): 3 clusters Score: Raw -9310.511867 + Penalty 1273.781140 = -8036.730727 nChanged 1 SP:Iteration 4Q (78.364089 sec): 3 clusters Score: Raw -9311.259871 + Penalty 1273.781140 = -8037.478731 nChanged 0 SP:Iteration 5F (78.364567 sec): 3 clusters Score: Raw -9311.259871 + Penalty 1273.781140 = -8037.478731 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 35 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (78.365104 sec): 2 clusters Score: Raw -1084.219018 + Penalty 340.697009 = -743.522009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (78.365347 sec): 3 clusters Score: Raw -1170.773901 + Penalty 679.995677 = -490.778224 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 36 (85 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (78.366050 sec): 2 clusters Score: Raw -4833.582393 + Penalty 580.073255 = -4253.509137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (78.366421 sec): 3 clusters Score: Raw -4957.497934 + Penalty 1160.592788 = -3796.905146 nChanged 4 SP:Iteration 1Q (78.366763 sec): 3 clusters Score: Raw -4977.437016 + Penalty 1160.866653 = -3816.570363 nChanged 1 SP:Iteration 2Q (78.367113 sec): 3 clusters Score: Raw -4983.181414 + Penalty 1160.866653 = -3822.314761 nChanged 0 SP:Iteration 3F (78.367472 sec): 3 clusters Score: Raw -4983.181414 + Penalty 1160.866653 = -3822.314761 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 37 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (78.368110 sec): 2 clusters Score: Raw -2686.802184 + Penalty 357.118612 = -2329.683572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (78.368422 sec): 3 clusters Score: Raw -2734.717340 + Penalty 709.520708 = -2025.196632 nChanged 2 SP:Iteration 1Q (78.368721 sec): 3 clusters Score: Raw -2738.312926 + Penalty 709.520708 = -2028.792219 nChanged 0 SP:Iteration 2F (78.369030 sec): 3 clusters Score: Raw -2738.312926 + Penalty 709.520708 = -2028.792219 nChanged 0 Memory request: 0.01 GB would take us to total of 0.54 GB. Trying to split cluster 38 (2015 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (78.378158 sec): 2 clusters Score: Raw -101354.574551 + Penalty 65.556212 = -101289.018339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (78.381882 sec): 3 clusters Score: Raw -100049.730941 + Penalty 152.038233 = -99897.692709 nChanged 942 SP:Iteration 1F (78.385648 sec): 3 clusters Score: Raw -101784.972722 + Penalty 151.267147 = -101633.705576 nChanged 170 SP:Iteration 2F (78.389414 sec): 3 clusters Score: Raw -102012.526763 + Penalty 150.669986 = -101861.856777 nChanged 49 SP:Iteration 3Q (78.393077 sec): 3 clusters Score: Raw -102075.381877 + Penalty 150.661994 = -101924.719883 nChanged 41 SP:Iteration 4Q (78.396794 sec): 3 clusters Score: Raw -102132.779442 + Penalty 152.141689 = -101980.637753 nChanged 37 SP:Iteration 5Q (78.400437 sec): 3 clusters Score: Raw -102172.729019 + Penalty 150.190781 = -102022.538238 nChanged 36 SP:Iteration 6Q (78.404033 sec): 3 clusters Score: Raw -102198.690263 + Penalty 149.281488 = -102049.408775 nChanged 29 SP:Iteration 7Q (78.407616 sec): 3 clusters Score: Raw -102223.543176 + Penalty 148.036026 = -102075.507149 nChanged 25 SP:Iteration 8Q (78.411260 sec): 3 clusters Score: Raw -102239.169841 + Penalty 146.277594 = -102092.892247 nChanged 21 SP:Iteration 9Q (78.414891 sec): 3 clusters Score: Raw -102249.105937 + Penalty 145.944089 = -102103.161848 nChanged 19 SP:Iteration 10F (78.418689 sec): 3 clusters Score: Raw -102257.703072 + Penalty 144.751813 = -102112.951259 nChanged 19 SP:Iteration 11Q (78.422279 sec): 3 clusters Score: Raw -102269.210196 + Penalty 144.013916 = -102125.196280 nChanged 23 SP:Iteration 12Q (78.425786 sec): 3 clusters Score: Raw -102277.953071 + Penalty 143.065743 = -102134.887328 nChanged 18 SP:Iteration 13Q (78.429331 sec): 3 clusters Score: Raw -102282.864641 + Penalty 142.242337 = -102140.622304 nChanged 17 SP:Iteration 14Q (78.432826 sec): 3 clusters Score: Raw -102288.056492 + Penalty 141.289244 = -102146.767248 nChanged 18 SP:Iteration 15Q (78.436347 sec): 3 clusters Score: Raw -102292.987051 + Penalty 139.875138 = -102153.111913 nChanged 20 SP:Iteration 16Q (78.439854 sec): 3 clusters Score: Raw -102300.154644 + Penalty 139.321577 = -102160.833067 nChanged 20 SP:Iteration 17Q (78.443331 sec): 3 clusters Score: Raw -102305.747149 + Penalty 138.637084 = -102167.110065 nChanged 16 SP:Iteration 18Q (78.446821 sec): 3 clusters Score: Raw -102312.121907 + Penalty 138.169289 = -102173.952618 nChanged 14 SP:Iteration 19Q (78.450282 sec): 3 clusters Score: Raw -102314.996060 + Penalty 137.817628 = -102177.178431 nChanged 14 SP:Iteration 20F (78.454018 sec): 3 clusters Score: Raw -102318.176759 + Penalty 137.667081 = -102180.509678 nChanged 17 SP:Iteration 21Q (78.457485 sec): 3 clusters Score: Raw -102322.319525 + Penalty 136.936270 = -102185.383255 nChanged 18 SP:Iteration 22Q (78.460992 sec): 3 clusters Score: Raw -102327.387198 + Penalty 137.013149 = -102190.374049 nChanged 16 SP:Iteration 23Q (78.464541 sec): 3 clusters Score: Raw -102330.330206 + Penalty 136.849948 = -102193.480258 nChanged 10 SP:Iteration 24Q (78.468090 sec): 3 clusters Score: Raw -102331.692039 + Penalty 136.419286 = -102195.272754 nChanged 11 SP:Iteration 25Q (78.471546 sec): 3 clusters Score: Raw -102333.098003 + Penalty 136.162621 = -102196.935382 nChanged 10 SP:Iteration 26Q (78.474963 sec): 3 clusters Score: Raw -102334.197794 + Penalty 135.998122 = -102198.199672 nChanged 5 SP:Iteration 27Q (78.478440 sec): 3 clusters Score: Raw -102334.610723 + Penalty 135.777013 = -102198.833711 nChanged 8 SP:Iteration 28Q (78.481870 sec): 3 clusters Score: Raw -102335.582770 + Penalty 135.597501 = -102199.985269 nChanged 7 SP:Iteration 29Q (78.485385 sec): 3 clusters Score: Raw -102336.186155 + Penalty 135.599739 = -102200.586415 nChanged 5 SP:Iteration 30F (78.489076 sec): 3 clusters Score: Raw -102336.858762 + Penalty 135.548365 = -102201.310397 nChanged 7 SP:Iteration 31Q (78.492528 sec): 3 clusters Score: Raw -102337.756648 + Penalty 135.458023 = -102202.298626 nChanged 10 SP:Iteration 32Q (78.496188 sec): 3 clusters Score: Raw -102339.837724 + Penalty 135.240644 = -102204.597080 nChanged 8 SP:Iteration 33Q (78.500098 sec): 3 clusters Score: Raw -102340.757397 + Penalty 135.126010 = -102205.631388 nChanged 9 SP:Iteration 34Q (78.503966 sec): 3 clusters Score: Raw -102342.932190 + Penalty 134.891831 = -102208.040359 nChanged 8 SP:Iteration 35Q (78.507528 sec): 3 clusters Score: Raw -102344.478219 + Penalty 134.608918 = -102209.869301 nChanged 10 SP:Iteration 36Q (78.510948 sec): 3 clusters Score: Raw -102345.604653 + Penalty 134.444660 = -102211.159993 nChanged 8 SP:Iteration 37Q (78.514347 sec): 3 clusters Score: Raw -102346.406116 + Penalty 134.281364 = -102212.124752 nChanged 9 SP:Iteration 38Q (78.517816 sec): 3 clusters Score: Raw -102347.923746 + Penalty 133.948214 = -102213.975532 nChanged 15 SP:Iteration 39Q (78.521277 sec): 3 clusters Score: Raw -102350.314512 + Penalty 133.615864 = -102216.698648 nChanged 15 SP:Iteration 40F (78.524954 sec): 3 clusters Score: Raw -102352.399505 + Penalty 133.332538 = -102219.066966 nChanged 16 SP:Iteration 41Q (78.528346 sec): 3 clusters Score: Raw -102355.054413 + Penalty 133.041845 = -102222.012568 nChanged 17 SP:Iteration 42Q (78.531775 sec): 3 clusters Score: Raw -102358.129294 + Penalty 132.886064 = -102225.243230 nChanged 17 SP:Iteration 43Q (78.535241 sec): 3 clusters Score: Raw -102362.377068 + Penalty 132.665609 = -102229.711459 nChanged 23 SP:Iteration 44Q (78.538726 sec): 3 clusters Score: Raw -102366.554091 + Penalty 132.570154 = -102233.983936 nChanged 20 SP:Iteration 45Q (78.542094 sec): 3 clusters Score: Raw -102370.333787 + Penalty 132.415593 = -102237.918194 nChanged 17 SP:Iteration 46Q (78.545473 sec): 3 clusters Score: Raw -102374.272117 + Penalty 132.051002 = -102242.221115 nChanged 28 SP:Iteration 47Q (78.548827 sec): 3 clusters Score: Raw -102381.940381 + Penalty 131.810942 = -102250.129439 nChanged 22 SP:Iteration 48Q (78.552198 sec): 3 clusters Score: Raw -102388.235764 + Penalty 131.468710 = -102256.767054 nChanged 27 SP:Iteration 49Q (78.555531 sec): 3 clusters Score: Raw -102398.896882 + Penalty 131.166902 = -102267.729980 nChanged 30 SP:Iteration 50F (78.559229 sec): 3 clusters Score: Raw -102413.841036 + Penalty 130.856647 = -102282.984389 nChanged 35 SP:Iteration 51Q (78.562557 sec): 3 clusters Score: Raw -102432.895717 + Penalty 130.573787 = -102302.321930 nChanged 37 SP:Iteration 52Q (78.565917 sec): 3 clusters Score: Raw -102456.479833 + Penalty 130.314071 = -102326.165762 nChanged 32 SP:Iteration 53Q (78.569329 sec): 3 clusters Score: Raw -102475.639727 + Penalty 130.139002 = -102345.500726 nChanged 31 SP:Iteration 54Q (78.572693 sec): 3 clusters Score: Raw -102494.499967 + Penalty 130.016952 = -102364.483015 nChanged 23 SP:Iteration 55Q (78.576004 sec): 3 clusters Score: Raw -102504.448895 + Penalty 129.795557 = -102374.653338 nChanged 17 SP:Iteration 56Q (78.579254 sec): 3 clusters Score: Raw -102508.116008 + Penalty 129.761013 = -102378.354996 nChanged 5 SP:Iteration 57Q (78.582451 sec): 3 clusters Score: Raw -102509.093580 + Penalty 129.746903 = -102379.346677 nChanged 4 SP:Iteration 58Q (78.585919 sec): 3 clusters Score: Raw -102510.274450 + Penalty 129.697873 = -102380.576577 nChanged 6 SP:Iteration 59Q (78.589578 sec): 3 clusters Score: Raw -102510.931297 + Penalty 129.546223 = -102381.385074 nChanged 6 SP:Iteration 60F (78.593248 sec): 3 clusters Score: Raw -102514.180155 + Penalty 129.547124 = -102384.633030 nChanged 6 SP:Iteration 61Q (78.596443 sec): 3 clusters Score: Raw -102518.360300 + Penalty 129.429166 = -102388.931134 nChanged 13 SP:Iteration 62Q (78.599628 sec): 3 clusters Score: Raw -102536.023532 + Penalty 129.429825 = -102406.593707 nChanged 15 SP:Iteration 63Q (78.602851 sec): 3 clusters Score: Raw -102542.674783 + Penalty 129.403319 = -102413.271464 nChanged 15 SP:Iteration 64Q (78.606016 sec): 3 clusters Score: Raw -102545.986562 + Penalty 129.206756 = -102416.779806 nChanged 10 SP:Iteration 65Q (78.609205 sec): 3 clusters Score: Raw -102547.689708 + Penalty 129.213833 = -102418.475875 nChanged 10 SP:Iteration 66Q (78.612397 sec): 3 clusters Score: Raw -102548.573541 + Penalty 129.239673 = -102419.333867 nChanged 5 SP:Iteration 67Q (78.615537 sec): 3 clusters Score: Raw -102548.745794 + Penalty 129.239673 = -102419.506120 nChanged 0 SP:Iteration 68F (78.619228 sec): 3 clusters Score: Raw -102548.745794 + Penalty 129.239673 = -102419.506120 nChanged 0 Score: Raw -3035565.643903 + Penalty 224468.897127 = -2811096.746775 Splitting cluster 38 changes total score from -2777696.355603 to -2811096.746775 So it's getting split into cluster 133. Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 39 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.274357 sec): 2 clusters Score: Raw -683.061425 + Penalty 239.513223 = -443.548202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.274620 sec): 3 clusters Score: Raw -701.433100 + Penalty 482.008185 = -219.424915 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 40 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.275222 sec): 2 clusters Score: Raw -2209.777652 + Penalty 414.726701 = -1795.050951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.275498 sec): 3 clusters Score: Raw -2292.424631 + Penalty 834.278083 = -1458.146548 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 41 (115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.276315 sec): 2 clusters Score: Raw -6036.659811 + Penalty 490.648356 = -5546.011455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.276742 sec): 3 clusters Score: Raw -6048.752912 + Penalty 979.868268 = -5068.884644 nChanged 13 SP:Iteration 1F (84.277175 sec): 3 clusters Score: Raw -6083.954108 + Penalty 979.100105 = -5104.854003 nChanged 7 SP:Iteration 2F (84.277593 sec): 3 clusters Score: Raw -6105.388535 + Penalty 979.323904 = -5126.064631 nChanged 4 SP:Iteration 3Q (84.277993 sec): 3 clusters Score: Raw -6117.802302 + Penalty 978.877203 = -5138.925099 nChanged 2 SP:Iteration 4Q (84.278389 sec): 3 clusters Score: Raw -6121.111696 + Penalty 978.877203 = -5142.234493 nChanged 0 SP:Iteration 5F (84.278805 sec): 3 clusters Score: Raw -6121.111696 + Penalty 978.877203 = -5142.234493 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 42 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.279330 sec): 2 clusters Score: Raw -902.634157 + Penalty 286.899577 = -615.734580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.279567 sec): 3 clusters Score: Raw -960.219033 + Penalty 561.340397 = -398.878636 nChanged 0 Memory request: 0.01 GB would take us to total of 0.54 GB. Trying to split cluster 43 (1015 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.282627 sec): 2 clusters Score: Raw -52418.076818 + Penalty 46.113037 = -52371.963781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.284579 sec): 3 clusters Score: Raw -51820.046180 + Penalty 93.140157 = -51726.906023 nChanged 448 SP:Iteration 1F (84.286499 sec): 3 clusters Score: Raw -52127.868892 + Penalty 93.520999 = -52034.347893 nChanged 80 SP:Iteration 2F (84.288420 sec): 3 clusters Score: Raw -52174.620957 + Penalty 95.519960 = -52079.100997 nChanged 67 SP:Iteration 3F (84.290371 sec): 3 clusters Score: Raw -52235.243929 + Penalty 96.423463 = -52138.820466 nChanged 76 SP:Iteration 4F (84.292286 sec): 3 clusters Score: Raw -52290.604211 + Penalty 97.870116 = -52192.734095 nChanged 61 SP:Iteration 5F (84.294230 sec): 3 clusters Score: Raw -52346.065354 + Penalty 102.689792 = -52243.375562 nChanged 56 SP:Iteration 6F (84.296143 sec): 3 clusters Score: Raw -52407.065302 + Penalty 111.193712 = -52295.871590 nChanged 50 SP:Iteration 7Q (84.298064 sec): 3 clusters Score: Raw -52465.981937 + Penalty 124.178559 = -52341.803378 nChanged 28 SP:Iteration 8Q (84.300067 sec): 3 clusters Score: Raw -52495.502675 + Penalty 144.699792 = -52350.802882 nChanged 16 SP:Iteration 9Q (84.302089 sec): 3 clusters Score: Raw -52508.084352 + Penalty 160.924185 = -52347.160167 nChanged 8 SP:Iteration 10F (84.304034 sec): 3 clusters Score: Raw -52512.713189 + Penalty 175.168736 = -52337.544452 nChanged 4 SP:Iteration 11F (84.306031 sec): 3 clusters Score: Raw -52515.120440 + Penalty 184.331577 = -52330.788862 nChanged 2 SP:Iteration 12F (84.307969 sec): 3 clusters Score: Raw -52516.070948 + Penalty 189.601678 = -52326.469270 nChanged 1 SP:Iteration 13F (84.309895 sec): 3 clusters Score: Raw -52516.286874 + Penalty 189.601678 = -52326.685196 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 44 (122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.310776 sec): 2 clusters Score: Raw -5974.548230 + Penalty 129.096017 = -5845.452213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.311215 sec): 3 clusters Score: Raw -5948.377630 + Penalty 265.301137 = -5683.076492 nChanged 32 SP:Iteration 1F (84.311644 sec): 3 clusters Score: Raw -6000.456009 + Penalty 269.923843 = -5730.532166 nChanged 11 SP:Iteration 2F (84.312064 sec): 3 clusters Score: Raw -6026.349895 + Penalty 269.932432 = -5756.417463 nChanged 7 SP:Iteration 3F (84.312484 sec): 3 clusters Score: Raw -6042.680981 + Penalty 269.253054 = -5773.427927 nChanged 1 SP:Iteration 4Q (84.312875 sec): 3 clusters Score: Raw -6045.559768 + Penalty 268.738415 = -5776.821353 nChanged 1 SP:Iteration 5Q (84.313265 sec): 3 clusters Score: Raw -6048.125299 + Penalty 268.738415 = -5779.386884 nChanged 0 SP:Iteration 6F (84.313684 sec): 3 clusters Score: Raw -6048.125299 + Penalty 268.738415 = -5779.386884 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 45 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.314261 sec): 2 clusters Score: Raw -1378.681037 + Penalty 174.622011 = -1204.059026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.314525 sec): 3 clusters Score: Raw -1424.117959 + Penalty 350.989361 = -1073.128598 nChanged 2 SP:Iteration 1F (84.314783 sec): 3 clusters Score: Raw -1436.455219 + Penalty 350.989361 = -1085.465858 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 46 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.315397 sec): 2 clusters Score: Raw -2289.029252 + Penalty 405.927019 = -1883.102233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.315697 sec): 3 clusters Score: Raw -2354.970859 + Penalty 811.854038 = -1543.116821 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 47 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.316194 sec): 2 clusters Score: Raw -297.408708 + Penalty 114.050564 = -183.358144 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.316411 sec): 3 clusters Score: Raw -302.257030 + Penalty 227.053822 = -75.203208 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 48 (152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.317289 sec): 2 clusters Score: Raw -7306.033535 + Penalty 185.469790 = -7120.563746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.317780 sec): 3 clusters Score: Raw -7265.427646 + Penalty 369.879641 = -6895.548005 nChanged 29 SP:Iteration 1F (84.318265 sec): 3 clusters Score: Raw -7305.802412 + Penalty 370.201715 = -6935.600697 nChanged 14 SP:Iteration 2F (84.318748 sec): 3 clusters Score: Raw -7335.668364 + Penalty 369.295384 = -6966.372980 nChanged 11 SP:Iteration 3F (84.319230 sec): 3 clusters Score: Raw -7355.668673 + Penalty 368.330745 = -6987.337928 nChanged 1 SP:Iteration 4Q (84.319700 sec): 3 clusters Score: Raw -7358.579461 + Penalty 366.714047 = -6991.865414 nChanged 2 SP:Iteration 5Q (84.320191 sec): 3 clusters Score: Raw -7361.064226 + Penalty 365.829882 = -6995.234343 nChanged 1 SP:Iteration 6Q (84.320654 sec): 3 clusters Score: Raw -7362.492202 + Penalty 365.829882 = -6996.662319 nChanged 0 SP:Iteration 7F (84.321135 sec): 3 clusters Score: Raw -7362.492202 + Penalty 365.829882 = -6996.662319 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 49 (70 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.321804 sec): 2 clusters Score: Raw -3234.297861 + Penalty 190.369501 = -3043.928360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.322158 sec): 3 clusters Score: Raw -3252.518881 + Penalty 377.572856 = -2874.946025 nChanged 6 SP:Iteration 1F (84.322493 sec): 3 clusters Score: Raw -3266.640816 + Penalty 374.714547 = -2891.926269 nChanged 4 SP:Iteration 2F (84.322827 sec): 3 clusters Score: Raw -3271.761347 + Penalty 374.714547 = -2897.046800 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 50 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.323338 sec): 2 clusters Score: Raw -585.361026 + Penalty 190.133034 = -395.227992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.323566 sec): 3 clusters Score: Raw -608.730210 + Penalty 380.266069 = -228.464141 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 51 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.324118 sec): 2 clusters Score: Raw -1565.858828 + Penalty 301.667874 = -1264.190953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.324377 sec): 3 clusters Score: Raw -1631.691444 + Penalty 604.142114 = -1027.549330 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 52 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.324905 sec): 2 clusters Score: Raw -1100.908061 + Penalty 353.847559 = -747.060503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.325148 sec): 3 clusters Score: Raw -1197.580130 + Penalty 705.834339 = -491.745791 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 53 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.325707 sec): 2 clusters Score: Raw -1728.085425 + Penalty 368.789847 = -1359.295578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.325973 sec): 3 clusters Score: Raw -1830.322726 + Penalty 735.238972 = -1095.083753 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 54 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.326555 sec): 2 clusters Score: Raw -1933.262388 + Penalty 275.420756 = -1657.841632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.326835 sec): 3 clusters Score: Raw -1976.847802 + Penalty 543.192533 = -1433.655269 nChanged 1 SP:Iteration 1Q (84.327107 sec): 3 clusters Score: Raw -1979.866197 + Penalty 543.192533 = -1436.673663 nChanged 0 SP:Iteration 2F (84.327378 sec): 3 clusters Score: Raw -1979.866197 + Penalty 543.192533 = -1436.673663 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 55 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.327896 sec): 2 clusters Score: Raw -745.845396 + Penalty 211.500105 = -534.345291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.328132 sec): 3 clusters Score: Raw -795.640571 + Penalty 418.038535 = -377.602037 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 56 (90 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.328846 sec): 2 clusters Score: Raw -4666.808736 + Penalty 572.514465 = -4094.294271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.329246 sec): 3 clusters Score: Raw -4765.256208 + Penalty 1146.092954 = -3619.163254 nChanged 4 SP:Iteration 1Q (84.329596 sec): 3 clusters Score: Raw -4782.070195 + Penalty 1146.092954 = -3635.977241 nChanged 0 SP:Iteration 2F (84.329967 sec): 3 clusters Score: Raw -4782.070195 + Penalty 1146.092954 = -3635.977241 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 57 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.330528 sec): 2 clusters Score: Raw -1671.776591 + Penalty 296.067320 = -1375.709271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.330787 sec): 3 clusters Score: Raw -1697.998824 + Penalty 589.255041 = -1108.743783 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 58 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.331339 sec): 2 clusters Score: Raw -1491.208252 + Penalty 225.597451 = -1265.610800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.331603 sec): 3 clusters Score: Raw -1517.207844 + Penalty 450.479483 = -1066.728361 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 59 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.332101 sec): 2 clusters Score: Raw -391.482931 + Penalty 119.360554 = -272.122377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.332323 sec): 3 clusters Score: Raw -407.361539 + Penalty 229.985188 = -177.376351 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 60 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.332894 sec): 2 clusters Score: Raw -1836.705456 + Penalty 324.954019 = -1511.751437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.333170 sec): 3 clusters Score: Raw -1908.059876 + Penalty 650.444627 = -1257.615249 nChanged 1 SP:Iteration 1Q (84.333428 sec): 3 clusters Score: Raw -1918.760068 + Penalty 650.444627 = -1268.315441 nChanged 0 SP:Iteration 2F (84.333698 sec): 3 clusters Score: Raw -1918.760068 + Penalty 650.444627 = -1268.315441 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 61 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.334706 sec): 2 clusters Score: Raw -10489.450093 + Penalty 458.828151 = -10030.621943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.335276 sec): 3 clusters Score: Raw -10441.345979 + Penalty 916.850280 = -9524.495699 nChanged 34 SP:Iteration 1F (84.335831 sec): 3 clusters Score: Raw -10489.020977 + Penalty 914.904798 = -9574.116179 nChanged 19 SP:Iteration 2F (84.336379 sec): 3 clusters Score: Raw -10517.323516 + Penalty 913.956953 = -9603.366562 nChanged 10 SP:Iteration 3F (84.336925 sec): 3 clusters Score: Raw -10532.764726 + Penalty 912.960210 = -9619.804516 nChanged 8 SP:Iteration 4Q (84.337459 sec): 3 clusters Score: Raw -10545.073730 + Penalty 912.392944 = -9632.680786 nChanged 1 SP:Iteration 5Q (84.337989 sec): 3 clusters Score: Raw -10546.193759 + Penalty 912.189034 = -9634.004725 nChanged 1 SP:Iteration 6Q (84.338519 sec): 3 clusters Score: Raw -10547.883190 + Penalty 912.239642 = -9635.643548 nChanged 1 SP:Iteration 7Q (84.339058 sec): 3 clusters Score: Raw -10551.434294 + Penalty 912.501777 = -9638.932517 nChanged 2 SP:Iteration 8Q (84.339586 sec): 3 clusters Score: Raw -10559.019734 + Penalty 913.493575 = -9645.526160 nChanged 3 SP:Iteration 9Q (84.340118 sec): 3 clusters Score: Raw -10562.901080 + Penalty 914.148361 = -9648.752719 nChanged 3 SP:Iteration 10F (84.340664 sec): 3 clusters Score: Raw -10566.113929 + Penalty 913.432598 = -9652.681331 nChanged 2 SP:Iteration 11Q (84.341188 sec): 3 clusters Score: Raw -10573.245625 + Penalty 914.486916 = -9658.758710 nChanged 1 SP:Iteration 12Q (84.341745 sec): 3 clusters Score: Raw -10577.919882 + Penalty 915.170185 = -9662.749698 nChanged 1 SP:Iteration 13Q (84.342291 sec): 3 clusters Score: Raw -10579.715371 + Penalty 915.170185 = -9664.545187 nChanged 0 SP:Iteration 14F (84.342837 sec): 3 clusters Score: Raw -10579.715371 + Penalty 915.170185 = -9664.545187 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 62 (129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.343670 sec): 2 clusters Score: Raw -6632.013326 + Penalty 652.625604 = -5979.387722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.344137 sec): 3 clusters Score: Raw -6712.344181 + Penalty 1306.268994 = -5406.075187 nChanged 6 SP:Iteration 1Q (84.344564 sec): 3 clusters Score: Raw -6748.144768 + Penalty 1306.320356 = -5441.824412 nChanged 1 SP:Iteration 2Q (84.344982 sec): 3 clusters Score: Raw -6756.681413 + Penalty 1306.421049 = -5450.260364 nChanged 1 SP:Iteration 3Q (84.345397 sec): 3 clusters Score: Raw -6759.656748 + Penalty 1306.421049 = -5453.235699 nChanged 0 SP:Iteration 4F (84.345838 sec): 3 clusters Score: Raw -6759.656748 + Penalty 1306.421049 = -5453.235699 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 63 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.346412 sec): 2 clusters Score: Raw -1805.663433 + Penalty 342.255133 = -1463.408301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.346682 sec): 3 clusters Score: Raw -1885.488682 + Penalty 685.283291 = -1200.205391 nChanged 1 SP:Iteration 1Q (84.346935 sec): 3 clusters Score: Raw -1888.074240 + Penalty 685.283291 = -1202.790949 nChanged 0 SP:Iteration 2F (84.347199 sec): 3 clusters Score: Raw -1888.074240 + Penalty 685.283291 = -1202.790949 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 64 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.347712 sec): 2 clusters Score: Raw -699.456022 + Penalty 236.957280 = -462.498743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.347945 sec): 3 clusters Score: Raw -728.216764 + Penalty 468.489888 = -259.726877 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 65 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.348470 sec): 2 clusters Score: Raw -1088.470989 + Penalty 369.879364 = -718.591625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.348713 sec): 3 clusters Score: Raw -1172.176372 + Penalty 732.705743 = -439.470629 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 66 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.349235 sec): 2 clusters Score: Raw -900.846912 + Penalty 321.481106 = -579.365806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.349474 sec): 3 clusters Score: Raw -1029.019339 + Penalty 644.095200 = -384.924139 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 67 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.349983 sec): 2 clusters Score: Raw -606.136905 + Penalty 244.952025 = -361.184880 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.350210 sec): 3 clusters Score: Raw -644.147379 + Penalty 489.904051 = -154.243328 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 69 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.350721 sec): 2 clusters Score: Raw -822.487837 + Penalty 282.429058 = -540.058779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.350949 sec): 3 clusters Score: Raw -829.484462 + Penalty 564.686099 = -264.798363 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 70 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.351465 sec): 2 clusters Score: Raw -791.679798 + Penalty 239.680713 = -551.999085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.351721 sec): 3 clusters Score: Raw -846.126889 + Penalty 484.145576 = -361.981313 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 71 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.352378 sec): 2 clusters Score: Raw -3199.275522 + Penalty 334.733271 = -2864.542250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.352721 sec): 3 clusters Score: Raw -3239.171048 + Penalty 680.935877 = -2558.235171 nChanged 6 SP:Iteration 1F (84.353058 sec): 3 clusters Score: Raw -3260.955926 + Penalty 683.975466 = -2576.980459 nChanged 1 SP:Iteration 2Q (84.353372 sec): 3 clusters Score: Raw -3262.539838 + Penalty 683.975466 = -2578.564371 nChanged 0 SP:Iteration 3F (84.353700 sec): 3 clusters Score: Raw -3262.539838 + Penalty 683.975466 = -2578.564371 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 72 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.354224 sec): 2 clusters Score: Raw -686.532147 + Penalty 183.925723 = -502.606424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.354456 sec): 3 clusters Score: Raw -713.283697 + Penalty 371.303693 = -341.980004 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 73 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.354952 sec): 2 clusters Score: Raw -374.581916 + Penalty 137.356770 = -237.225146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.355168 sec): 3 clusters Score: Raw -372.143660 + Penalty 274.713541 = -97.430119 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 74 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.355824 sec): 2 clusters Score: Raw -3532.079813 + Penalty 435.527248 = -3096.552566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.356149 sec): 3 clusters Score: Raw -3597.113787 + Penalty 865.892689 = -2731.221098 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 75 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.356636 sec): 2 clusters Score: Raw -123.282533 + Penalty 49.099005 = -74.183528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.356830 sec): 2 clusters Score: Raw -123.282533 + Penalty 49.099005 = -74.183528 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 76 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.357392 sec): 2 clusters Score: Raw -1842.037722 + Penalty 407.434957 = -1434.602765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.357659 sec): 3 clusters Score: Raw -1950.372918 + Penalty 815.950889 = -1134.422028 nChanged 0 Memory request: 0.01 GB would take us to total of 0.54 GB. Trying to split cluster 77 (689 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.361264 sec): 2 clusters Score: Raw -38467.159078 + Penalty 402.722816 = -38064.436262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.362714 sec): 3 clusters Score: Raw -38112.512759 + Penalty 809.292902 = -37303.219857 nChanged 243 SP:Iteration 1F (84.364127 sec): 3 clusters Score: Raw -38247.680879 + Penalty 823.119729 = -37424.561151 nChanged 87 SP:Iteration 2F (84.365540 sec): 3 clusters Score: Raw -38323.597018 + Penalty 852.732361 = -37470.864657 nChanged 60 SP:Iteration 3F (84.366973 sec): 3 clusters Score: Raw -38386.102374 + Penalty 885.962965 = -37500.139409 nChanged 46 SP:Iteration 4F (84.368384 sec): 3 clusters Score: Raw -38434.619680 + Penalty 926.039062 = -37508.580618 nChanged 37 SP:Iteration 5F (84.369790 sec): 3 clusters Score: Raw -38481.701466 + Penalty 950.260082 = -37531.441383 nChanged 20 SP:Iteration 6Q (84.371177 sec): 3 clusters Score: Raw -38509.195126 + Penalty 969.362924 = -37539.832202 nChanged 18 SP:Iteration 7Q (84.372516 sec): 3 clusters Score: Raw -38531.074185 + Penalty 988.238816 = -37542.835369 nChanged 13 SP:Iteration 8Q (84.373819 sec): 3 clusters Score: Raw -38546.420313 + Penalty 988.182902 = -37558.237411 nChanged 3 SP:Iteration 9Q (84.375076 sec): 3 clusters Score: Raw -38549.881870 + Penalty 987.537189 = -37562.344681 nChanged 2 SP:Iteration 10F (84.376491 sec): 3 clusters Score: Raw -38554.256642 + Penalty 987.537189 = -37566.719452 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 78 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.377208 sec): 2 clusters Score: Raw -1085.634514 + Penalty 237.105095 = -848.529420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.377460 sec): 3 clusters Score: Raw -1125.979956 + Penalty 477.983341 = -647.996614 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 79 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.377987 sec): 2 clusters Score: Raw -943.859038 + Penalty 255.270918 = -688.588120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.378228 sec): 3 clusters Score: Raw -995.202278 + Penalty 510.752043 = -484.450235 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 80 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.378831 sec): 2 clusters Score: Raw -2265.709369 + Penalty 349.518355 = -1916.191013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.379125 sec): 3 clusters Score: Raw -2313.380367 + Penalty 700.330718 = -1613.049649 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 81 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.379625 sec): 2 clusters Score: Raw -509.027526 + Penalty 206.126602 = -302.900924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.379851 sec): 3 clusters Score: Raw -516.330545 + Penalty 408.831034 = -107.499511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 82 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.380330 sec): 2 clusters Score: Raw -61.862262 + Penalty 0.000000 = -61.862262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.380521 sec): 2 clusters Score: Raw -61.862262 + Penalty 0.000000 = -61.862262 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 83 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.381029 sec): 2 clusters Score: Raw -639.245777 + Penalty 260.270442 = -378.975335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.381256 sec): 3 clusters Score: Raw -666.970073 + Penalty 520.540884 = -146.429189 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 84 (149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.382122 sec): 2 clusters Score: Raw -5447.063497 + Penalty 738.957332 = -4708.106165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.382606 sec): 3 clusters Score: Raw -5610.499317 + Penalty 1479.202428 = -4131.296889 nChanged 16 SP:Iteration 1F (84.383084 sec): 3 clusters Score: Raw -5678.527284 + Penalty 1478.800257 = -4199.727027 nChanged 3 SP:Iteration 2Q (84.383523 sec): 3 clusters Score: Raw -5690.576823 + Penalty 1478.800257 = -4211.776566 nChanged 0 SP:Iteration 3F (84.384000 sec): 3 clusters Score: Raw -5690.576823 + Penalty 1478.800257 = -4211.776566 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 85 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.384514 sec): 2 clusters Score: Raw -581.897900 + Penalty 175.020144 = -406.877756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.384771 sec): 3 clusters Score: Raw -632.222524 + Penalty 351.921163 = -280.301361 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 86 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.385281 sec): 2 clusters Score: Raw -662.716199 + Penalty 191.378632 = -471.337567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.385509 sec): 3 clusters Score: Raw -685.331447 + Penalty 377.314071 = -308.017376 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 87 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.386051 sec): 2 clusters Score: Raw -1382.271272 + Penalty 311.979585 = -1070.291687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.386302 sec): 3 clusters Score: Raw -1446.955929 + Penalty 622.790785 = -824.165144 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 88 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.386803 sec): 2 clusters Score: Raw -477.305162 + Penalty 183.663048 = -293.642115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.387026 sec): 3 clusters Score: Raw -489.016522 + Penalty 360.959881 = -128.056642 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 89 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.387521 sec): 2 clusters Score: Raw -344.844945 + Penalty 208.967113 = -135.877832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.387738 sec): 3 clusters Score: Raw -340.110954 + Penalty 419.413583 = 79.302629 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 90 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.388249 sec): 2 clusters Score: Raw -676.013207 + Penalty 219.360243 = -456.652964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.388483 sec): 3 clusters Score: Raw -729.160035 + Penalty 436.897130 = -292.262905 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 91 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.389011 sec): 2 clusters Score: Raw -978.575811 + Penalty 404.436923 = -574.138888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.389248 sec): 3 clusters Score: Raw -1053.638699 + Penalty 812.981513 = -240.657187 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 92 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.389759 sec): 2 clusters Score: Raw -654.492110 + Penalty 244.322262 = -410.169848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.389990 sec): 3 clusters Score: Raw -688.666175 + Penalty 490.486463 = -198.179712 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 93 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.390487 sec): 2 clusters Score: Raw -369.718370 + Penalty 134.605885 = -235.112485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.390706 sec): 3 clusters Score: Raw -372.588498 + Penalty 269.211770 = -103.376728 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 94 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.391210 sec): 2 clusters Score: Raw -519.507159 + Penalty 155.714173 = -363.792986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.391433 sec): 3 clusters Score: Raw -526.069696 + Penalty 295.941957 = -230.127739 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 96 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.391930 sec): 2 clusters Score: Raw -465.364938 + Penalty 190.359481 = -275.005457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.392167 sec): 3 clusters Score: Raw -485.137637 + Penalty 397.802546 = -87.335091 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 97 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.392776 sec): 2 clusters Score: Raw -3052.536827 + Penalty 384.345770 = -2668.191057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.393079 sec): 3 clusters Score: Raw -3094.007755 + Penalty 766.854593 = -2327.153161 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 98 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.393765 sec): 2 clusters Score: Raw -3942.772635 + Penalty 158.421271 = -3784.351364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.394133 sec): 3 clusters Score: Raw -3930.087635 + Penalty 317.485559 = -3612.602076 nChanged 15 SP:Iteration 1F (84.394484 sec): 3 clusters Score: Raw -3945.628880 + Penalty 321.718271 = -3623.910610 nChanged 5 SP:Iteration 2F (84.394836 sec): 3 clusters Score: Raw -3956.641187 + Penalty 323.906535 = -3632.734652 nChanged 2 SP:Iteration 3Q (84.395176 sec): 3 clusters Score: Raw -3959.903044 + Penalty 323.906535 = -3635.996509 nChanged 0 SP:Iteration 4F (84.395526 sec): 3 clusters Score: Raw -3959.903044 + Penalty 323.906535 = -3635.996509 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 99 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.396053 sec): 2 clusters Score: Raw -893.468934 + Penalty 267.311061 = -626.157873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.396293 sec): 3 clusters Score: Raw -976.994925 + Penalty 536.638649 = -440.356276 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 100 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.396849 sec): 2 clusters Score: Raw -1592.359724 + Penalty 377.106506 = -1215.253218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.397112 sec): 3 clusters Score: Raw -1713.991424 + Penalty 741.964733 = -972.026690 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 101 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.397608 sec): 2 clusters Score: Raw -330.370714 + Penalty 180.678859 = -149.691855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.397823 sec): 3 clusters Score: Raw -325.371243 + Penalty 397.001428 = 71.630185 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 102 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.398319 sec): 2 clusters Score: Raw -344.213736 + Penalty 133.830025 = -210.383712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.398538 sec): 3 clusters Score: Raw -356.063492 + Penalty 251.634965 = -104.428527 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 104 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.399079 sec): 2 clusters Score: Raw -1159.131890 + Penalty 375.556433 = -783.575457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.399333 sec): 3 clusters Score: Raw -1326.980469 + Penalty 743.892672 = -583.087797 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 105 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.399879 sec): 2 clusters Score: Raw -1242.894551 + Penalty 364.070651 = -878.823899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.400127 sec): 3 clusters Score: Raw -1324.429785 + Penalty 723.577374 = -600.852411 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 106 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.400657 sec): 2 clusters Score: Raw -654.670294 + Penalty 221.566582 = -433.103712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.400893 sec): 3 clusters Score: Raw -678.076634 + Penalty 442.558353 = -235.518281 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 107 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.401469 sec): 2 clusters Score: Raw -2285.950266 + Penalty 448.027487 = -1837.922778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.401743 sec): 3 clusters Score: Raw -2366.134997 + Penalty 899.997786 = -1466.137211 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 108 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.402252 sec): 2 clusters Score: Raw -575.976881 + Penalty 279.030459 = -296.946422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.402477 sec): 3 clusters Score: Raw -603.380099 + Penalty 558.658325 = -44.721774 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 109 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.403024 sec): 2 clusters Score: Raw -1463.180985 + Penalty 375.368923 = -1087.812062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.403281 sec): 3 clusters Score: Raw -1539.717458 + Penalty 753.917314 = -785.800143 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 110 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.403868 sec): 2 clusters Score: Raw -1900.640383 + Penalty 314.365035 = -1586.275347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.404145 sec): 3 clusters Score: Raw -1945.624371 + Penalty 627.848040 = -1317.776330 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 111 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.404644 sec): 2 clusters Score: Raw -431.044671 + Penalty 214.886845 = -216.157826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.404868 sec): 3 clusters Score: Raw -448.626110 + Penalty 429.135267 = -19.490843 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 112 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.405385 sec): 2 clusters Score: Raw -730.649429 + Penalty 248.342021 = -482.307408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.405628 sec): 3 clusters Score: Raw -780.455598 + Penalty 474.281683 = -306.173914 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 113 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.406180 sec): 2 clusters Score: Raw -1432.494066 + Penalty 375.089823 = -1057.404243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.406436 sec): 3 clusters Score: Raw -1530.565206 + Penalty 743.814325 = -786.750881 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 114 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.406946 sec): 2 clusters Score: Raw -674.671764 + Penalty 223.161485 = -451.510279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.407177 sec): 3 clusters Score: Raw -704.812572 + Penalty 450.701901 = -254.110671 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 115 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.407693 sec): 2 clusters Score: Raw -905.000649 + Penalty 280.142789 = -624.857860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.407926 sec): 3 clusters Score: Raw -933.408068 + Penalty 558.423764 = -374.984304 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 116 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.408459 sec): 2 clusters Score: Raw -802.051025 + Penalty 303.531648 = -498.519377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.408694 sec): 3 clusters Score: Raw -871.425330 + Penalty 617.824209 = -253.601121 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 117 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.409203 sec): 2 clusters Score: Raw -798.380736 + Penalty 375.102743 = -423.277993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.409435 sec): 3 clusters Score: Raw -854.860963 + Penalty 750.205487 = -104.655476 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 118 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.409935 sec): 2 clusters Score: Raw -393.834840 + Penalty 120.523534 = -273.311306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.410155 sec): 3 clusters Score: Raw -415.164203 + Penalty 240.236679 = -174.927524 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 119 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.410648 sec): 2 clusters Score: Raw -204.130737 + Penalty 147.354133 = -56.776605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.410897 sec): 3 clusters Score: Raw -195.780323 + Penalty 303.120792 = 107.340469 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 120 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.411522 sec): 2 clusters Score: Raw -1205.552163 + Penalty 456.868071 = -748.684092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.411804 sec): 3 clusters Score: Raw -1361.010369 + Penalty 913.735316 = -447.275053 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 121 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.412289 sec): 2 clusters Score: Raw -124.410774 + Penalty 67.983234 = -56.427539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.412484 sec): 2 clusters Score: Raw -124.410774 + Penalty 67.983234 = -56.427539 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 122 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.413000 sec): 2 clusters Score: Raw -710.273743 + Penalty 252.925268 = -457.348475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.413235 sec): 3 clusters Score: Raw -761.537981 + Penalty 506.777396 = -254.760585 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 123 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.413718 sec): 2 clusters Score: Raw -138.159763 + Penalty 86.306275 = -51.853488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.413922 sec): 3 clusters Score: Raw -126.242540 + Penalty 172.612551 = 46.370010 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 124 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.414438 sec): 2 clusters Score: Raw -903.286166 + Penalty 318.961950 = -584.324216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.414675 sec): 3 clusters Score: Raw -969.569173 + Penalty 638.728348 = -330.840825 nChanged 0 Memory request: 0.00 GB would take us to total of 0.54 GB. Trying to split cluster 125 (255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.416364 sec): 2 clusters Score: Raw -15988.223002 + Penalty 711.240699 = -15276.982303 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.417048 sec): 3 clusters Score: Raw -15992.989572 + Penalty 1422.875218 = -14570.114354 nChanged 50 SP:Iteration 1F (84.417746 sec): 3 clusters Score: Raw -16085.396375 + Penalty 1423.212004 = -14662.184371 nChanged 10 SP:Iteration 2Q (84.418389 sec): 3 clusters Score: Raw -16106.557646 + Penalty 1422.844177 = -14683.713469 nChanged 4 SP:Iteration 3Q (84.419028 sec): 3 clusters Score: Raw -16113.167334 + Penalty 1422.952398 = -14690.214936 nChanged 2 SP:Iteration 4Q (84.419652 sec): 3 clusters Score: Raw -16116.942727 + Penalty 1422.952398 = -14693.990329 nChanged 0 SP:Iteration 5F (84.420297 sec): 3 clusters Score: Raw -16116.942727 + Penalty 1422.952398 = -14693.990329 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 126 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.421343 sec): 2 clusters Score: Raw -778.866720 + Penalty 273.846462 = -505.020258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.421582 sec): 3 clusters Score: Raw -817.229950 + Penalty 547.211244 = -270.018705 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 127 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.422386 sec): 2 clusters Score: Raw -121.678882 + Penalty 60.778398 = -60.900484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.422583 sec): 2 clusters Score: Raw -121.678882 + Penalty 60.778398 = -60.900484 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 128 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.423396 sec): 2 clusters Score: Raw -869.326343 + Penalty 260.197896 = -609.128448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.423635 sec): 3 clusters Score: Raw -925.461707 + Penalty 531.130937 = -394.330771 nChanged 1 SP:Iteration 1F (84.423872 sec): 3 clusters Score: Raw -941.600295 + Penalty 531.130937 = -410.469359 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 129 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.424664 sec): 2 clusters Score: Raw -540.615128 + Penalty 200.460028 = -340.155101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.424889 sec): 3 clusters Score: Raw -561.024274 + Penalty 402.501557 = -158.522717 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 130 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.425655 sec): 2 clusters Score: Raw -63.427455 + Penalty 0.000000 = -63.427455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.425848 sec): 2 clusters Score: Raw -63.427455 + Penalty 0.000000 = -63.427455 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 131 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.426653 sec): 2 clusters Score: Raw -942.818473 + Penalty 374.985862 = -567.832611 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.426893 sec): 3 clusters Score: Raw -1063.407774 + Penalty 748.162767 = -315.245007 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 132 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.427675 sec): 2 clusters Score: Raw -130.398984 + Penalty 71.731114 = -58.667871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.427920 sec): 3 clusters Score: Raw -121.249496 + Penalty 143.462227 = 22.212731 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 134 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.428798 sec): 2 clusters Score: Raw -440.123662 + Penalty 199.459859 = -240.663803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.429018 sec): 3 clusters Score: Raw -447.694688 + Penalty 418.141129 = -29.553559 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 135 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.429810 sec): 2 clusters Score: Raw -60.369796 + Penalty 0.000000 = -60.369796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.430002 sec): 2 clusters Score: Raw -60.369796 + Penalty 0.000000 = -60.369796 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 136 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.430821 sec): 2 clusters Score: Raw -1028.331946 + Penalty 217.450108 = -810.881838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.431064 sec): 3 clusters Score: Raw -1066.649337 + Penalty 437.204929 = -629.444408 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 137 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.431872 sec): 2 clusters Score: Raw -823.140327 + Penalty 251.724133 = -571.416194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.432107 sec): 3 clusters Score: Raw -872.721366 + Penalty 505.493137 = -367.228229 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 138 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.432912 sec): 2 clusters Score: Raw -822.775106 + Penalty 229.245981 = -593.529125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.433149 sec): 3 clusters Score: Raw -875.537497 + Penalty 463.248577 = -412.288921 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 139 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.433920 sec): 2 clusters Score: Raw -135.023453 + Penalty 92.690360 = -42.333093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.434126 sec): 3 clusters Score: Raw -126.706085 + Penalty 185.380719 = 58.674634 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 140 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.434935 sec): 2 clusters Score: Raw -989.774869 + Penalty 184.086961 = -805.687907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.435176 sec): 3 clusters Score: Raw -1015.665616 + Penalty 365.373612 = -650.292003 nChanged 1 SP:Iteration 1F (84.435410 sec): 3 clusters Score: Raw -1017.487492 + Penalty 365.373612 = -652.113880 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 141 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.436204 sec): 2 clusters Score: Raw -570.267948 + Penalty 198.548719 = -371.719229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.436429 sec): 3 clusters Score: Raw -576.223757 + Penalty 399.207566 = -177.016191 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 142 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.437205 sec): 2 clusters Score: Raw -192.493394 + Penalty 110.508774 = -81.984621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.437401 sec): 2 clusters Score: Raw -192.493394 + Penalty 110.508774 = -81.984621 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 143 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.438179 sec): 2 clusters Score: Raw -312.727380 + Penalty 164.631708 = -148.095672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.438396 sec): 3 clusters Score: Raw -316.429715 + Penalty 341.332836 = 24.903121 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 144 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.439255 sec): 2 clusters Score: Raw -471.291325 + Penalty 173.572707 = -297.718618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.439534 sec): 3 clusters Score: Raw -488.323917 + Penalty 340.892361 = -147.431556 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 146 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.440366 sec): 2 clusters Score: Raw -298.700069 + Penalty 130.555037 = -168.145032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.440583 sec): 3 clusters Score: Raw -299.994163 + Penalty 261.689340 = -38.304824 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 147 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.441373 sec): 2 clusters Score: Raw -446.677871 + Penalty 186.521590 = -260.156281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.441591 sec): 3 clusters Score: Raw -445.567387 + Penalty 370.311401 = -75.255985 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 148 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.442361 sec): 2 clusters Score: Raw -192.516148 + Penalty 107.471097 = -85.045051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.442558 sec): 2 clusters Score: Raw -192.516148 + Penalty 107.471097 = -85.045051 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 149 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.443352 sec): 2 clusters Score: Raw -698.997703 + Penalty 220.061534 = -478.936169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.443582 sec): 3 clusters Score: Raw -713.163099 + Penalty 448.873011 = -264.290088 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 150 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.444394 sec): 2 clusters Score: Raw -793.357183 + Penalty 218.581431 = -574.775752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.444623 sec): 3 clusters Score: Raw -809.364031 + Penalty 437.909057 = -371.454974 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 151 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.445428 sec): 2 clusters Score: Raw -561.616173 + Penalty 258.004001 = -303.612172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.445653 sec): 3 clusters Score: Raw -588.558609 + Penalty 516.671435 = -71.887174 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 152 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.446435 sec): 2 clusters Score: Raw -353.993496 + Penalty 130.859522 = -223.133974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.446654 sec): 3 clusters Score: Raw -364.163722 + Penalty 248.459157 = -115.704564 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 153 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.447442 sec): 2 clusters Score: Raw -523.311035 + Penalty 146.848371 = -376.462664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.447667 sec): 3 clusters Score: Raw -537.317078 + Penalty 292.074309 = -245.242770 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 155 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.448464 sec): 2 clusters Score: Raw -671.296651 + Penalty 246.966196 = -424.330455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.448696 sec): 3 clusters Score: Raw -695.488975 + Penalty 495.872053 = -199.616922 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 156 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.449489 sec): 2 clusters Score: Raw -255.748905 + Penalty 140.945764 = -114.803141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.449723 sec): 3 clusters Score: Raw -250.352198 + Penalty 271.201257 = 20.849060 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 157 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.450638 sec): 2 clusters Score: Raw -651.892611 + Penalty 246.399954 = -405.492657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.450885 sec): 3 clusters Score: Raw -697.230229 + Penalty 497.168725 = -200.061504 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 159 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.451672 sec): 2 clusters Score: Raw -400.142800 + Penalty 204.214336 = -195.928464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.451890 sec): 3 clusters Score: Raw -394.144657 + Penalty 422.366952 = 28.222295 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 161 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.452691 sec): 2 clusters Score: Raw -886.793268 + Penalty 314.649728 = -572.143540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.452963 sec): 3 clusters Score: Raw -941.522143 + Penalty 624.366032 = -317.156111 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 162 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.453848 sec): 2 clusters Score: Raw -681.361507 + Penalty 287.365192 = -393.996315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.454075 sec): 3 clusters Score: Raw -689.450472 + Penalty 573.387654 = -116.062818 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 163 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.454876 sec): 2 clusters Score: Raw -750.160712 + Penalty 315.193447 = -434.967265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.455113 sec): 3 clusters Score: Raw -793.874942 + Penalty 635.872146 = -158.002797 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 164 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.455978 sec): 2 clusters Score: Raw -619.702474 + Penalty 241.083843 = -378.618632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.456204 sec): 3 clusters Score: Raw -643.020839 + Penalty 475.849366 = -167.171473 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 165 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.456994 sec): 2 clusters Score: Raw -253.395576 + Penalty 130.431584 = -122.963992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.457203 sec): 3 clusters Score: Raw -246.796483 + Penalty 272.851076 = 26.054592 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 166 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.458019 sec): 2 clusters Score: Raw -326.424062 + Penalty 172.248752 = -154.175310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.458274 sec): 3 clusters Score: Raw -326.583530 + Penalty 344.940608 = 18.357078 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 167 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.459122 sec): 2 clusters Score: Raw -189.328804 + Penalty 83.947657 = -105.381146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.459334 sec): 3 clusters Score: Raw -184.127410 + Penalty 166.556913 = -17.570498 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 168 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.460126 sec): 2 clusters Score: Raw -131.823438 + Penalty 93.558087 = -38.265351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.460322 sec): 2 clusters Score: Raw -131.823438 + Penalty 93.558087 = -38.265351 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 169 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.461100 sec): 2 clusters Score: Raw -62.284815 + Penalty 0.000000 = -62.284815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.461290 sec): 2 clusters Score: Raw -62.284815 + Penalty 0.000000 = -62.284815 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 171 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.462086 sec): 2 clusters Score: Raw -686.761424 + Penalty 211.031469 = -475.729956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.462319 sec): 3 clusters Score: Raw -724.492793 + Penalty 409.006412 = -315.486381 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 172 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.463102 sec): 2 clusters Score: Raw -427.922788 + Penalty 135.495044 = -292.427744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.463320 sec): 3 clusters Score: Raw -428.310409 + Penalty 253.093942 = -175.216467 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 173 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.464131 sec): 2 clusters Score: Raw -253.993100 + Penalty 110.773606 = -143.219494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.464383 sec): 3 clusters Score: Raw -247.690889 + Penalty 221.547212 = -26.143677 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 174 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.465205 sec): 2 clusters Score: Raw -521.523045 + Penalty 228.367386 = -293.155658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.465431 sec): 3 clusters Score: Raw -558.862707 + Penalty 455.644803 = -103.217904 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 175 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.466217 sec): 2 clusters Score: Raw -617.326407 + Penalty 307.059903 = -310.266504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.466440 sec): 3 clusters Score: Raw -620.843785 + Penalty 641.412176 = 20.568390 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 176 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.467302 sec): 2 clusters Score: Raw -525.063751 + Penalty 293.328274 = -231.735476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.467565 sec): 3 clusters Score: Raw -544.056744 + Penalty 594.750402 = 50.693658 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 177 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.468380 sec): 2 clusters Score: Raw -322.886787 + Penalty 159.861136 = -163.025651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.468594 sec): 3 clusters Score: Raw -320.671651 + Penalty 319.402002 = -1.269649 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 178 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.469370 sec): 2 clusters Score: Raw -195.152474 + Penalty 129.853895 = -65.298580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.469581 sec): 3 clusters Score: Raw -189.108051 + Penalty 267.608931 = 78.500880 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 179 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.470505 sec): 2 clusters Score: Raw -652.087500 + Penalty 308.722865 = -343.364635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.470769 sec): 3 clusters Score: Raw -683.449645 + Penalty 614.259290 = -69.190355 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 181 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.471546 sec): 2 clusters Score: Raw -130.056277 + Penalty 82.040128 = -48.016149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.471741 sec): 2 clusters Score: Raw -130.056277 + Penalty 82.040128 = -48.016149 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 183 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.472616 sec): 2 clusters Score: Raw -61.107915 + Penalty 0.000000 = -61.107915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.472825 sec): 2 clusters Score: Raw -61.107915 + Penalty 0.000000 = -61.107915 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 185 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.473607 sec): 2 clusters Score: Raw -380.163035 + Penalty 183.551614 = -196.611421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.473825 sec): 3 clusters Score: Raw -381.840994 + Penalty 370.608979 = -11.232015 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 186 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.474597 sec): 2 clusters Score: Raw -206.211025 + Penalty 136.624139 = -69.586886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.474807 sec): 3 clusters Score: Raw -195.494130 + Penalty 268.311013 = 72.816883 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 187 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.475575 sec): 2 clusters Score: Raw -131.348615 + Penalty 85.152552 = -46.196064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.475781 sec): 3 clusters Score: Raw -123.007428 + Penalty 170.305103 = 47.297675 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 188 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.476657 sec): 2 clusters Score: Raw -130.948044 + Penalty 79.501655 = -51.446389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.476853 sec): 2 clusters Score: Raw -130.948044 + Penalty 79.501655 = -51.446389 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 189 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.477639 sec): 2 clusters Score: Raw -306.733523 + Penalty 138.853920 = -167.879603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.477858 sec): 3 clusters Score: Raw -309.532420 + Penalty 286.304451 = -23.227969 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 190 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.478654 sec): 2 clusters Score: Raw -551.449647 + Penalty 261.880608 = -289.569040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.478878 sec): 3 clusters Score: Raw -585.791738 + Penalty 522.311924 = -63.479814 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 192 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.479652 sec): 2 clusters Score: Raw -201.988219 + Penalty 140.996827 = -60.991392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.479867 sec): 3 clusters Score: Raw -193.428653 + Penalty 280.537687 = 87.109034 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 193 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.480659 sec): 2 clusters Score: Raw -192.208477 + Penalty 120.906012 = -71.302465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.480870 sec): 3 clusters Score: Raw -186.225069 + Penalty 257.759822 = 71.534753 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 194 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.481652 sec): 2 clusters Score: Raw -271.523466 + Penalty 172.963971 = -98.559495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.481866 sec): 3 clusters Score: Raw -265.305918 + Penalty 310.123673 = 44.817756 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 195 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.482638 sec): 2 clusters Score: Raw -202.699093 + Penalty 115.746475 = -86.952618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.482848 sec): 3 clusters Score: Raw -195.138013 + Penalty 214.437808 = 19.299795 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 196 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.483613 sec): 2 clusters Score: Raw -63.666390 + Penalty 0.000000 = -63.666390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.483837 sec): 2 clusters Score: Raw -63.666390 + Penalty 0.000000 = -63.666390 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 197 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.484723 sec): 2 clusters Score: Raw -194.899965 + Penalty 111.639672 = -83.260293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.484935 sec): 3 clusters Score: Raw -186.270060 + Penalty 233.953077 = 47.683017 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 198 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.485709 sec): 2 clusters Score: Raw -205.753324 + Penalty 133.219234 = -72.534090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.485918 sec): 3 clusters Score: Raw -194.940065 + Penalty 256.330149 = 61.390085 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 199 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.486688 sec): 2 clusters Score: Raw -130.099949 + Penalty 71.357164 = -58.742785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.486895 sec): 3 clusters Score: Raw -122.184731 + Penalty 142.714328 = 20.529597 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 200 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.487715 sec): 2 clusters Score: Raw -1332.314663 + Penalty 370.123424 = -962.191239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.488002 sec): 3 clusters Score: Raw -1399.875711 + Penalty 738.734031 = -661.141680 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 201 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.488865 sec): 2 clusters Score: Raw -310.764220 + Penalty 161.063872 = -149.700348 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.489090 sec): 3 clusters Score: Raw -312.123043 + Penalty 328.482930 = 16.359888 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 202 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.489868 sec): 2 clusters Score: Raw -61.415597 + Penalty 0.000000 = -61.415597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.490060 sec): 2 clusters Score: Raw -61.415597 + Penalty 0.000000 = -61.415597 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 203 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.490888 sec): 2 clusters Score: Raw -133.419358 + Penalty 89.246040 = -44.173317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.491121 sec): 2 clusters Score: Raw -133.419358 + Penalty 89.246040 = -44.173317 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 205 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.491964 sec): 2 clusters Score: Raw -61.251436 + Penalty 0.000000 = -61.251436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.492156 sec): 2 clusters Score: Raw -61.251436 + Penalty 0.000000 = -61.251436 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 206 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.492924 sec): 2 clusters Score: Raw -133.186966 + Penalty 83.488468 = -49.698497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.493131 sec): 3 clusters Score: Raw -124.593321 + Penalty 166.976937 = 42.383615 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 207 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.493940 sec): 2 clusters Score: Raw -259.004626 + Penalty 130.659382 = -128.345244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.494196 sec): 3 clusters Score: Raw -254.278585 + Penalty 261.318764 = 7.040179 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 208 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.495046 sec): 2 clusters Score: Raw -244.307031 + Penalty 110.120153 = -134.186879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.495260 sec): 3 clusters Score: Raw -245.000311 + Penalty 220.240305 = -24.760006 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 209 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.496028 sec): 2 clusters Score: Raw -61.885738 + Penalty 0.000000 = -61.885738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.496225 sec): 2 clusters Score: Raw -61.885738 + Penalty 0.000000 = -61.885738 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 210 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.497000 sec): 2 clusters Score: Raw -255.092118 + Penalty 129.874307 = -125.217811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.497215 sec): 3 clusters Score: Raw -253.541531 + Penalty 259.748615 = 6.207083 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 211 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.497987 sec): 2 clusters Score: Raw -189.793047 + Penalty 103.291396 = -86.501651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.498198 sec): 3 clusters Score: Raw -183.814990 + Penalty 200.222200 = 16.407210 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 212 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.498965 sec): 2 clusters Score: Raw -130.998689 + Penalty 78.695417 = -52.303272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.499173 sec): 3 clusters Score: Raw -121.791868 + Penalty 157.390834 = 35.598966 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 213 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.499985 sec): 2 clusters Score: Raw -276.437322 + Penalty 196.420029 = -80.017293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.500236 sec): 3 clusters Score: Raw -269.437339 + Penalty 395.767363 = 126.330024 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 214 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.501089 sec): 2 clusters Score: Raw -62.299125 + Penalty 0.000000 = -62.299125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.501281 sec): 2 clusters Score: Raw -62.299125 + Penalty 0.000000 = -62.299125 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 215 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.502045 sec): 2 clusters Score: Raw -62.311918 + Penalty 0.000000 = -62.311918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.502237 sec): 2 clusters Score: Raw -62.311918 + Penalty 0.000000 = -62.311918 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 216 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.503009 sec): 2 clusters Score: Raw -198.442922 + Penalty 129.960804 = -68.482118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.503220 sec): 3 clusters Score: Raw -191.807460 + Penalty 277.483029 = 85.675569 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 217 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.504000 sec): 2 clusters Score: Raw -61.797315 + Penalty 0.000000 = -61.797315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.504191 sec): 2 clusters Score: Raw -61.797315 + Penalty 0.000000 = -61.797315 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 218 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.504967 sec): 2 clusters Score: Raw -127.685650 + Penalty 66.080350 = -61.605301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.505175 sec): 3 clusters Score: Raw -120.764422 + Penalty 132.160699 = 11.396277 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 219 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.505955 sec): 2 clusters Score: Raw -60.876524 + Penalty 0.000000 = -60.876524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.506148 sec): 2 clusters Score: Raw -60.876524 + Penalty 0.000000 = -60.876524 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 221 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.506926 sec): 2 clusters Score: Raw -260.990397 + Penalty 173.898857 = -87.091540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.507140 sec): 3 clusters Score: Raw -255.167902 + Penalty 347.797714 = 92.629812 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 222 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.507914 sec): 2 clusters Score: Raw -60.443815 + Penalty 0.000000 = -60.443815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.508104 sec): 2 clusters Score: Raw -60.443815 + Penalty 0.000000 = -60.443815 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 223 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.508889 sec): 2 clusters Score: Raw -206.507903 + Penalty 143.682047 = -62.825856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.509105 sec): 3 clusters Score: Raw -196.250445 + Penalty 291.337322 = 95.086877 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 224 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.509887 sec): 2 clusters Score: Raw -134.671040 + Penalty 91.463987 = -43.207052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.510082 sec): 2 clusters Score: Raw -134.671040 + Penalty 91.463987 = -43.207052 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 228 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.510878 sec): 2 clusters Score: Raw -61.962368 + Penalty 0.000000 = -61.962368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.511070 sec): 2 clusters Score: Raw -61.962368 + Penalty 0.000000 = -61.962368 nChanged 0 Deleting Class 168 (2 points): Lose 25.002456 but Gain 1481.366565 Iteration 20F (90.342484 sec): 214 clusters Score: Raw -3004152.590890 + Penalty 223071.117621 = -2781081.473269 nChanged 715 Deleting Class 213 (4 points): Lose 105.269598 but Gain 1555.023593 Iteration 21Q (90.949981 sec): 213 clusters Score: Raw -3004381.546949 + Penalty 221552.789748 = -2782828.757201 nChanged 480 Deleting Class 19 (20 points): Lose 286.812938 but Gain 1723.765997 Iteration 22Q (91.525021 sec): 212 clusters Score: Raw -3004315.782212 + Penalty 219889.297871 = -2784426.484340 nChanged 354 Deleting Class 130 (1 points): Lose 40.250237 but Gain 1475.050288 Iteration 23Q (92.081833 sec): 211 clusters Score: Raw -3004424.638113 + Penalty 218475.183129 = -2785949.454984 nChanged 285 Deleting Class 224 (2 points): Lose 13.846536 but Gain 1448.209319 Iteration 24Q (92.634343 sec): 210 clusters Score: Raw -3004506.047646 + Penalty 217115.075396 = -2787390.972250 nChanged 224 Deleting Class 196 (1 points): Lose 15.391302 but Gain 1447.753803 Iteration 25Q (93.177323 sec): 209 clusters Score: Raw -3004573.171697 + Penalty 215677.436232 = -2788895.735465 nChanged 167 Deleting Class 209 (1 points): Lose 13.257177 but Gain 1442.486969 Iteration 26Q (93.704761 sec): 208 clusters Score: Raw -3004598.137638 + Penalty 214227.204154 = -2790370.933484 nChanged 143 Deleting Class 139 (2 points): Lose 53.825637 but Gain 1467.627272 Iteration 27Q (94.224550 sec): 207 clusters Score: Raw -3004572.699309 + Penalty 212826.148713 = -2791746.550596 nChanged 119 Deleting Class 91 (15 points): Lose 236.177584 but Gain 1639.082277 Iteration 28Q (94.763056 sec): 206 clusters Score: Raw -3004370.161257 + Penalty 211222.350292 = -2793147.810965 nChanged 124 Deleting Class 176 (8 points): Lose 148.707743 but Gain 1548.153002 Iteration 29Q (95.278405 sec): 205 clusters Score: Raw -3004288.405642 + Penalty 209856.020799 = -2794432.384843 nChanged 111 Deleting Class 119 (3 points): Lose 76.986143 but Gain 1472.056691 Iteration 30F (100.836541 sec): 204 clusters Score: Raw -3004295.018640 + Penalty 208441.370293 = -2795853.648347 nChanged 127 Deleting Class 120 (20 points): Lose 280.888143 but Gain 1673.764979 Iteration 31Q (101.352915 sec): 203 clusters Score: Raw -3004079.574527 + Penalty 206852.435479 = -2797227.139048 nChanged 133 Deleting Class 117 (12 points): Lose 266.589368 but Gain 1656.711282 Iteration 32Q (101.869089 sec): 202 clusters Score: Raw -3003915.200953 + Penalty 205331.832506 = -2798583.368447 nChanged 109 Deleting Class 203 (2 points): Lose 23.894811 but Gain 1413.091103 Iteration 33Q (102.378629 sec): 201 clusters Score: Raw -3003986.267892 + Penalty 203930.640247 = -2800055.627645 nChanged 109 Deleting Class 223 (3 points): Lose 59.025161 but Gain 1435.372827 Iteration 34Q (102.889349 sec): 200 clusters Score: Raw -3003956.633000 + Penalty 202505.736481 = -2801450.896519 nChanged 80 Deleting Class 175 (9 points): Lose 161.090760 but Gain 1533.752656 Iteration 35Q (103.394540 sec): 199 clusters Score: Raw -3003818.134826 + Penalty 201050.527693 = -2802767.607132 nChanged 88 Deleting Class 187 (3 points): Lose 52.471983 but Gain 1411.021830 Iteration 36Q (103.899248 sec): 198 clusters Score: Raw -3003825.284368 + Penalty 199642.602707 = -2804182.681661 nChanged 84 Deleting Class 183 (1 points): Lose 30.757702 but Gain 1384.359000 Iteration 37Q (104.397217 sec): 197 clusters Score: Raw -3003818.623951 + Penalty 198257.454980 = -2805561.168971 nChanged 70 Deleting Class 169 (1 points): Lose 26.553129 but Gain 1379.324032 Iteration 38Q (104.892932 sec): 196 clusters Score: Raw -3003811.234633 + Penalty 196877.229972 = -2806934.004661 nChanged 67 Deleting Class 186 (4 points): Lose 50.198162 but Gain 1400.131348 Iteration 39Q (105.386342 sec): 195 clusters Score: Raw -3003773.632107 + Penalty 195548.430588 = -2808225.201519 nChanged 53 Deleting Class 192 (3 points): Lose 57.478397 but Gain 1408.547683 Iteration 40F (110.617378 sec): 194 clusters Score: Raw -3003734.038794 + Penalty 194157.349482 = -2809576.689312 nChanged 43 Deleting Class 123 (2 points): Lose 27.739343 but Gain 1366.543877 Iteration 41Q (111.130276 sec): 193 clusters Score: Raw -3003720.737817 + Penalty 192790.477874 = -2810930.259943 nChanged 28 Deleting Class 89 (5 points): Lose 96.329760 but Gain 1424.985298 Iteration 42Q (111.613237 sec): 192 clusters Score: Raw -3003631.755797 + Penalty 191374.938234 = -2812256.817563 nChanged 22 Deleting Class 131 (16 points): Lose 169.880185 but Gain 1484.349291 Iteration 43Q (112.096555 sec): 191 clusters Score: Raw -3003475.546170 + Penalty 189925.924377 = -2813549.621794 nChanged 28 Deleting Class 202 (1 points): Lose 21.612776 but Gain 1335.717092 Iteration 44Q (112.574914 sec): 190 clusters Score: Raw -3003490.278317 + Penalty 188595.941601 = -2814894.336716 nChanged 16 Deleting Class 228 (1 points): Lose 29.555484 but Gain 1342.927854 Iteration 45Q (113.051709 sec): 189 clusters Score: Raw -3003472.221285 + Penalty 187254.597968 = -2816217.623317 nChanged 12 Deleting Class 214 (1 points): Lose 1.722110 but Gain 1313.891248 Iteration 46Q (113.526589 sec): 188 clusters Score: Raw -3003476.239591 + Penalty 185941.838767 = -2817534.400824 nChanged 17 Deleting Class 198 (3 points): Lose 33.048315 but Gain 1330.850114 Iteration 47Q (114.002954 sec): 187 clusters Score: Raw -3003446.167236 + Penalty 184612.583797 = -2818833.583439 nChanged 18 Deleting Class 206 (2 points): Lose 29.423831 but Gain 1321.927691 Iteration 48Q (114.476223 sec): 186 clusters Score: Raw -3003423.508943 + Penalty 183308.000040 = -2820115.508903 nChanged 20 Deleting Class 179 (10 points): Lose 180.099082 but Gain 1471.498335 Iteration 49Q (114.950247 sec): 185 clusters Score: Raw -3003255.025273 + Penalty 181883.495284 = -2821371.529989 nChanged 24 Deleting Class 65 (21 points): Lose 146.885679 but Gain 1438.864538 Iteration 50F (119.998024 sec): 184 clusters Score: Raw -3003140.820604 + Penalty 180511.054452 = -2822629.766152 nChanged 36 Deleting Class 194 (4 points): Lose 78.543023 but Gain 1369.326013 Iteration 51Q (120.467553 sec): 183 clusters Score: Raw -3003104.417863 + Penalty 179271.444756 = -2823832.973107 nChanged 19 Deleting Class 135 (1 points): Lose 22.863027 but Gain 1312.121139 Iteration 52Q (120.934677 sec): 182 clusters Score: Raw -3003121.273589 + Penalty 177960.085834 = -2825161.187755 nChanged 10 Deleting Class 215 (2 points): Lose 33.049128 but Gain 1318.624912 Iteration 53Q (121.399100 sec): 181 clusters Score: Raw -3003094.320942 + Penalty 176659.954002 = -2826434.366940 nChanged 13 Deleting Class 221 (4 points): Lose 95.821805 but Gain 1376.727344 Iteration 54Q (121.876444 sec): 180 clusters Score: Raw -3003015.313329 + Penalty 175307.192874 = -2827708.120455 nChanged 12 Deleting Class 181 (2 points): Lose 18.844136 but Gain 1298.995174 Iteration 55Q (122.334306 sec): 179 clusters Score: Raw -3003026.401097 + Penalty 174014.127080 = -2829012.274017 nChanged 10 Deleting Class 163 (12 points): Lose 119.477412 but Gain 1392.110692 Iteration 56Q (122.796118 sec): 178 clusters Score: Raw -3002913.708288 + Penalty 172699.506263 = -2830214.202025 nChanged 21 Deleting Class 216 (3 points): Lose 39.505573 but Gain 1298.298650 Iteration 57Q (123.275683 sec): 177 clusters Score: Raw -3002907.205066 + Penalty 171404.554778 = -2831502.650288 nChanged 11 Deleting Class 108 (9 points): Lose 135.281708 but Gain 1393.746636 Iteration 58Q (123.738132 sec): 176 clusters Score: Raw -3002781.898283 + Penalty 170069.382195 = -2832712.516088 nChanged 14 Deleting Class 188 (2 points): Lose 18.039387 but Gain 1258.801858 Iteration 59Q (124.190898 sec): 175 clusters Score: Raw -3002796.699151 + Penalty 168801.964043 = -2833994.735108 nChanged 6 Deleting Class 178 (3 points): Lose 57.000002 but Gain 1297.230630 Iteration 60F (128.920178 sec): 174 clusters Score: Raw -3002749.892615 + Penalty 167554.008269 = -2835195.884346 nChanged 9 Deleting Class 212 (2 points): Lose 12.683266 but Gain 1246.036164 Iteration 61Q (129.383176 sec): 173 clusters Score: Raw -3002755.698563 + Penalty 166318.516902 = -2836437.181661 nChanged 6 Deleting Class 161 (14 points): Lose 98.190182 but Gain 1308.534578 Iteration 62Q (129.837901 sec): 172 clusters Score: Raw -3002679.095129 + Penalty 165021.333522 = -2837657.761607 nChanged 16 Deleting Class 107 (36 points): Lose 162.513383 but Gain 1372.150105 Iteration 63Q (130.286960 sec): 171 clusters Score: Raw -3002542.249946 + Penalty 163692.832971 = -2838849.416975 nChanged 39 Deleting Class 159 (7 points): Lose 82.173310 but Gain 1290.299179 Iteration 64Q (130.739815 sec): 170 clusters Score: Raw -3002529.549205 + Penalty 162453.398126 = -2840076.151079 nChanged 12 Deleting Class 162 (11 points): Lose 164.092041 but Gain 1370.018940 Iteration 65Q (131.187278 sec): 169 clusters Score: Raw -3002395.733442 + Penalty 161310.144157 = -2841085.589284 nChanged 15 Deleting Class 124 (15 points): Lose 92.829873 but Gain 1292.673465 Iteration 66Q (131.633277 sec): 168 clusters Score: Raw -3002358.896470 + Penalty 160085.948012 = -2842272.948458 nChanged 20 Deleting Class 205 (1 points): Lose 1.990645 but Gain 1186.049839 Iteration 67Q (132.082575 sec): 167 clusters Score: Raw -3002396.848688 + Penalty 158898.277785 = -2843498.570903 nChanged 6 Deleting Class 200 (21 points): Lose 153.169515 but Gain 1334.240316 Iteration 68Q (132.524317 sec): 166 clusters Score: Raw -3002254.365668 + Penalty 157609.860540 = -2844644.505128 nChanged 26 Deleting Class 193 (3 points): Lose 28.368098 but Gain 1207.841957 Iteration 69Q (132.967541 sec): 165 clusters Score: Raw -3002283.170083 + Penalty 156442.618286 = -2845840.551796 nChanged 11 Deleting Class 116 (15 points): Lose 107.118934 but Gain 1271.577346 Iteration 70F (137.434360 sec): 164 clusters Score: Raw -3002214.699313 + Penalty 155183.732138 = -2847030.967175 nChanged 19 Deleting Class 69 (13 points): Lose 95.345610 but Gain 1258.242473 Iteration 71Q (137.871741 sec): 163 clusters Score: Raw -3002156.969164 + Penalty 153929.546548 = -2848227.422616 nChanged 21 Deleting Class 101 (5 points): Lose 73.035696 but Gain 1232.082473 Iteration 72Q (138.311511 sec): 162 clusters Score: Raw -3002122.816836 + Penalty 152721.566046 = -2849401.250790 nChanged 14 Deleting Class 151 (9 points): Lose 130.957058 but Gain 1288.720273 Iteration 73Q (138.746261 sec): 161 clusters Score: Raw -3002029.189625 + Penalty 151454.152984 = -2850575.036640 nChanged 18 Deleting Class 190 (9 points): Lose 152.124937 but Gain 1308.083776 Iteration 74Q (139.180736 sec): 160 clusters Score: Raw -3001911.615440 + Penalty 150205.450584 = -2851706.164856 nChanged 19 Deleting Class 82 (1 points): Lose 28.960040 but Gain 1180.498559 Iteration 75Q (139.622208 sec): 159 clusters Score: Raw -3001935.778577 + Penalty 149043.752099 = -2852892.026478 nChanged 11 Deleting Class 40 (38 points): Lose 152.353149 but Gain 1300.403058 Iteration 76Q (140.060297 sec): 158 clusters Score: Raw -3001801.960600 + Penalty 147831.712277 = -2853970.248323 nChanged 45 Deleting Class 26 (83 points): Lose 358.354267 but Gain 1503.650481 Iteration 77Q (140.488580 sec): 157 clusters Score: Raw -3001538.114575 + Penalty 146428.382350 = -2855109.732225 nChanged 92 Deleting Class 111 (7 points): Lose 73.334622 but Gain 1211.975148 Iteration 78Q (140.919836 sec): 156 clusters Score: Raw -3001652.250959 + Penalty 145257.124968 = -2856395.125991 nChanged 24 Deleting Class 109 (25 points): Lose 162.301849 but Gain 1299.976650 Iteration 79Q (141.345444 sec): 155 clusters Score: Raw -3001535.837584 + Penalty 144036.659822 = -2857499.177762 nChanged 35 Deleting Class 195 (3 points): Lose 26.091492 but Gain 1156.298575 Iteration 80F (145.506005 sec): 154 clusters Score: Raw -3001580.059357 + Penalty 142885.139403 = -2858694.919955 nChanged 12 Deleting Class 105 (21 points): Lose 171.845034 but Gain 1301.078892 Iteration 81Q (145.931840 sec): 153 clusters Score: Raw -3001434.424528 + Penalty 141650.188181 = -2859784.236346 nChanged 25 Deleting Class 132 (2 points): Lose 11.965791 but Gain 1135.765780 Iteration 82Q (146.353586 sec): 152 clusters Score: Raw -3001482.356664 + Penalty 140531.043127 = -2860951.313536 nChanged 10 Deleting Class 20 (44 points): Lose 211.585623 but Gain 1331.359066 Iteration 83Q (146.772758 sec): 151 clusters Score: Raw -3001311.629319 + Penalty 139284.928951 = -2862026.700369 nChanged 50 Deleting Class 219 (1 points): Lose 7.841515 but Gain 1127.216929 Iteration 84Q (147.193672 sec): 150 clusters Score: Raw -3001407.482408 + Penalty 138194.320853 = -2863213.161555 nChanged 13 Deleting Class 199 (2 points): Lose 16.375019 but Gain 1129.844789 Iteration 85Q (147.608435 sec): 149 clusters Score: Raw -3001419.829727 + Penalty 137074.786887 = -2864345.042839 nChanged 6 Deleting Class 126 (14 points): Lose 94.176481 but Gain 1203.602889 Iteration 86Q (148.023170 sec): 148 clusters Score: Raw -3001333.622252 + Penalty 135913.192584 = -2865420.429668 nChanged 16 Deleting Class 52 (20 points): Lose 206.501243 but Gain 1315.330593 Iteration 87Q (148.435112 sec): 147 clusters Score: Raw -3001158.824887 + Penalty 134705.883918 = -2866452.940969 nChanged 21 Deleting Class 35 (19 points): Lose 172.795564 but Gain 1279.118335 Iteration 88Q (148.848533 sec): 146 clusters Score: Raw -3001083.074014 + Penalty 133483.615712 = -2867599.458303 nChanged 26 Deleting Class 197 (3 points): Lose 12.865740 but Gain 1115.271916 Iteration 89Q (149.258382 sec): 145 clusters Score: Raw -3001141.327039 + Penalty 132402.165459 = -2868739.161580 nChanged 15 Deleting Class 29 (9 points): Lose 73.659806 but Gain 1176.219045 Iteration 90F (153.176644 sec): 144 clusters Score: Raw -3001091.990902 + Penalty 131267.128394 = -2869824.862508 nChanged 15 Deleting Class 83 (11 points): Lose 133.163610 but Gain 1233.843175 Iteration 91Q (153.592093 sec): 143 clusters Score: Raw -3000988.330671 + Penalty 130077.369721 = -2870910.960949 nChanged 18 Deleting Class 67 (11 points): Lose 102.050123 but Gain 1198.835401 Iteration 92Q (153.998606 sec): 142 clusters Score: Raw -3000937.753508 + Penalty 128875.148577 = -2872062.604931 nChanged 20 Deleting Class 113 (26 points): Lose 193.394189 but Gain 1289.901230 Iteration 93Q (154.402346 sec): 141 clusters Score: Raw -3000775.707361 + Penalty 127649.908908 = -2873125.798453 nChanged 33 Deleting Class 81 (10 points): Lose 70.012175 but Gain 1158.593766 Iteration 94Q (154.806010 sec): 140 clusters Score: Raw -3000790.216533 + Penalty 126559.109340 = -2874231.107193 nChanged 24 Deleting Class 166 (5 points): Lose 86.551031 but Gain 1174.596018 Iteration 95Q (155.207904 sec): 139 clusters Score: Raw -3000737.852433 + Penalty 125404.791439 = -2875333.060993 nChanged 20 Deleting Class 134 (8 points): Lose 74.677333 but Gain 1154.591520 Iteration 96Q (155.607073 sec): 138 clusters Score: Raw -3000688.657841 + Penalty 124283.878833 = -2876404.779008 nChanged 13 Deleting Class 164 (10 points): Lose 74.316561 but Gain 1149.103332 Iteration 97Q (156.004779 sec): 137 clusters Score: Raw -3000643.539394 + Penalty 123152.746524 = -2877490.792870 nChanged 18 Deleting Class 30 (3 points): Lose 27.892415 but Gain 1101.472949 Iteration 98Q (156.399456 sec): 136 clusters Score: Raw -3000641.776936 + Penalty 122052.617562 = -2878589.159374 nChanged 6 Deleting Class 115 (14 points): Lose 95.202567 but Gain 1165.030489 Iteration 99Q (156.793689 sec): 135 clusters Score: Raw -3000559.109030 + Penalty 120912.334413 = -2879646.774617 nChanged 19 Deleting Class 142 (3 points): Lose 36.128864 but Gain 1103.974329 Iteration 100F (160.422921 sec): 134 clusters Score: Raw -3000563.665907 + Penalty 119819.005379 = -2880744.660528 nChanged 11 Deleting Class 185 (6 points): Lose 61.904829 but Gain 1124.307653 Iteration 101Q (160.812613 sec): 133 clusters Score: Raw -3000542.138286 + Penalty 118710.094083 = -2881832.044203 nChanged 14 Deleting Class 104 (23 points): Lose 235.876359 but Gain 1297.357571 Iteration 102Q (161.221824 sec): 132 clusters Score: Raw -3000337.231361 + Penalty 117428.853684 = -2882908.377677 nChanged 28 Deleting Class 121 (2 points): Lose 16.495054 but Gain 1076.423150 Iteration 103Q (161.627986 sec): 131 clusters Score: Raw -3000447.438378 + Penalty 116373.978254 = -2884073.460124 nChanged 13 Deleting Class 217 (1 points): Lose 14.699953 but Gain 1073.830403 Iteration 104Q (162.015215 sec): 130 clusters Score: Raw -3000484.102441 + Penalty 115328.065238 = -2885156.037203 nChanged 7 Deleting Class 156 (4 points): Lose 57.153439 but Gain 1115.843373 Iteration 105Q (162.404121 sec): 129 clusters Score: Raw -3000452.225214 + Penalty 114249.118948 = -2886203.106266 nChanged 10 Deleting Class 66 (17 points): Lose 187.518823 but Gain 1245.325390 Iteration 106Q (162.796477 sec): 128 clusters Score: Raw -3000287.082575 + Penalty 113037.049796 = -2887250.032779 nChanged 20 Deleting Class 100 (30 points): Lose 200.311344 but Gain 1257.679977 Iteration 107Q (163.179198 sec): 127 clusters Score: Raw -3000142.364735 + Penalty 111764.174909 = -2888378.189827 nChanged 38 Deleting Class 76 (32 points): Lose 240.371477 but Gain 1297.111632 Iteration 108Q (163.561678 sec): 126 clusters Score: Raw -3000002.544547 + Penalty 110530.108196 = -2889472.436351 nChanged 40 Deleting Class 155 (12 points): Lose 121.155798 but Gain 1167.693455 Iteration 109Q (163.942699 sec): 125 clusters Score: Raw -2999965.536074 + Penalty 109389.546248 = -2890575.989826 nChanged 19 Deleting Class 39 (15 points): Lose 110.034664 but Gain 1154.204702 Iteration 110F (167.342256 sec): 124 clusters Score: Raw -2999893.179731 + Penalty 108252.942993 = -2891640.236738 nChanged 21 Deleting Class 143 (5 points): Lose 82.311847 but Gain 1122.653989 Iteration 111Q (167.716583 sec): 123 clusters Score: Raw -2999843.577578 + Penalty 107140.500194 = -2892703.077384 nChanged 14 Deleting Class 148 (3 points): Lose 36.311388 but Gain 1073.628165 Iteration 112Q (168.096950 sec): 122 clusters Score: Raw -2999827.633015 + Penalty 106076.592329 = -2893751.040685 nChanged 12 Deleting Class 92 (11 points): Lose 81.236234 but Gain 1118.251519 Iteration 113Q (168.467678 sec): 121 clusters Score: Raw -2999753.883740 + Penalty 104976.163936 = -2894777.719803 nChanged 14 Deleting Class 42 (13 points): Lose 112.721403 but Gain 1148.986958 Iteration 114Q (168.838944 sec): 120 clusters Score: Raw -2999663.270407 + Penalty 103856.940274 = -2895806.330132 nChanged 19 Deleting Class 211 (4 points): Lose 34.753670 but Gain 1061.643819 Iteration 115Q (169.210571 sec): 119 clusters Score: Raw -2999666.029844 + Penalty 102800.690833 = -2896865.339010 nChanged 11 Deleting Class 218 (2 points): Lose 24.115070 but Gain 1046.293526 Iteration 116Q (169.578414 sec): 118 clusters Score: Raw -2999650.049865 + Penalty 101754.264681 = -2897895.785185 nChanged 8 Deleting Class 53 (33 points): Lose 156.592687 but Gain 1177.614766 Iteration 117Q (169.944276 sec): 117 clusters Score: Raw -2999496.947295 + Penalty 100609.120588 = -2898887.826707 nChanged 35 Deleting Class 201 (5 points): Lose 84.138322 but Gain 1098.324257 Iteration 118Q (170.309760 sec): 116 clusters Score: Raw -2999486.000177 + Penalty 99509.349382 = -2899976.650796 nChanged 12 Writing temp clu file Memory request: 0.27 GB would take us to total of 0.53 GB. Compute initial score before splitting: Score: Raw -2999486.000177 + Penalty 99509.349382 = -2899976.650796Memory request: 0.00 GB would take us to total of 0.54 GB. Trying to split cluster 1 (237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (170.487774 sec): 2 clusters Score: Raw -13115.477792 + Penalty 37.601834 = -13077.875958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (170.488399 sec): 3 clusters Score: Raw -12973.969904 + Penalty 76.113545 = -12897.856359 nChanged 101 SP:Iteration 1F (170.489011 sec): 3 clusters Score: Raw -13048.503313 + Penalty 76.306573 = -12972.196740 nChanged 19 SP:Iteration 2F (170.489621 sec): 3 clusters Score: Raw -13076.496241 + Penalty 76.095028 = -13000.401213 nChanged 18 SP:Iteration 3F (170.490231 sec): 3 clusters Score: Raw -13093.537788 + Penalty 76.559093 = -13016.978695 nChanged 10 SP:Iteration 4Q (170.490857 sec): 3 clusters Score: Raw -13096.052846 + Penalty 76.509106 = -13019.543740 nChanged 2 SP:Iteration 5Q (170.491449 sec): 3 clusters Score: Raw -13096.122722 + Penalty 76.509106 = -13019.613616 nChanged 0 SP:Iteration 6F (170.492057 sec): 3 clusters Score: Raw -13096.122722 + Penalty 76.509106 = -13019.613616 nChanged 0 Memory request: 0.03 GB would take us to total of 0.56 GB. Trying to split cluster 2 (5373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (170.515122 sec): 2 clusters Score: Raw -296554.618762 + Penalty 64.472253 = -296490.146509 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (170.525565 sec): 3 clusters Score: Raw -292922.730804 + Penalty 127.951748 = -292794.779056 nChanged 2583 SP:Iteration 1F (170.535127 sec): 3 clusters Score: Raw -294989.565696 + Penalty 126.906564 = -294862.659132 nChanged 717 SP:Iteration 2F (170.544885 sec): 3 clusters Score: Raw -296236.136779 + Penalty 127.500586 = -296108.636193 nChanged 376 SP:Iteration 3F (170.554477 sec): 3 clusters Score: Raw -296884.741947 + Penalty 128.542200 = -296756.199748 nChanged 166 SP:Iteration 4Q (170.563213 sec): 3 clusters Score: Raw -297067.539466 + Penalty 128.644921 = -296938.894545 nChanged 68 SP:Iteration 5Q (170.571812 sec): 3 clusters Score: Raw -297102.835287 + Penalty 128.742553 = -296974.092734 nChanged 33 SP:Iteration 6Q (170.580247 sec): 3 clusters Score: Raw -297112.900604 + Penalty 128.686335 = -296984.214270 nChanged 35 SP:Iteration 7Q (170.589069 sec): 3 clusters Score: Raw -297123.006729 + Penalty 128.670386 = -296994.336342 nChanged 50 SP:Iteration 8Q (170.597445 sec): 3 clusters Score: Raw -297139.091185 + Penalty 128.635854 = -297010.455331 nChanged 40 SP:Iteration 9Q (170.606171 sec): 3 clusters Score: Raw -297152.675950 + Penalty 128.591391 = -297024.084559 nChanged 28 SP:Iteration 10F (170.615710 sec): 3 clusters Score: Raw -297158.036768 + Penalty 128.504713 = -297029.532055 nChanged 23 SP:Iteration 11Q (170.624545 sec): 3 clusters Score: Raw -297161.562141 + Penalty 128.510049 = -297033.052093 nChanged 20 SP:Iteration 12Q (170.633176 sec): 3 clusters Score: Raw -297164.195471 + Penalty 128.561898 = -297035.633573 nChanged 15 SP:Iteration 13Q (170.641689 sec): 3 clusters Score: Raw -297165.785575 + Penalty 128.635008 = -297037.150567 nChanged 13 SP:Iteration 14Q (170.650409 sec): 3 clusters Score: Raw -297167.420901 + Penalty 128.658077 = -297038.762824 nChanged 13 SP:Iteration 15Q (170.658918 sec): 3 clusters Score: Raw -297168.384185 + Penalty 128.650053 = -297039.734132 nChanged 8 SP:Iteration 16Q (170.667303 sec): 3 clusters Score: Raw -297168.753508 + Penalty 128.642006 = -297040.111502 nChanged 4 SP:Iteration 17Q (170.675816 sec): 3 clusters Score: Raw -297168.833834 + Penalty 128.629761 = -297040.204073 nChanged 3 SP:Iteration 18Q (170.684315 sec): 3 clusters Score: Raw -297168.905845 + Penalty 128.621072 = -297040.284773 nChanged 4 SP:Iteration 19Q (170.692804 sec): 3 clusters Score: Raw -297169.071873 + Penalty 128.688565 = -297040.383308 nChanged 6 SP:Iteration 20F (170.702411 sec): 3 clusters Score: Raw -297169.353144 + Penalty 128.667019 = -297040.686125 nChanged 7 SP:Iteration 21Q (170.710906 sec): 3 clusters Score: Raw -297169.753745 + Penalty 128.644818 = -297041.108927 nChanged 6 SP:Iteration 22Q (170.719653 sec): 3 clusters Score: Raw -297169.968810 + Penalty 128.641145 = -297041.327665 nChanged 5 SP:Iteration 23Q (170.728563 sec): 3 clusters Score: Raw -297170.192431 + Penalty 128.655590 = -297041.536841 nChanged 7 SP:Iteration 24Q (170.737197 sec): 3 clusters Score: Raw -297170.524036 + Penalty 128.681326 = -297041.842710 nChanged 7 SP:Iteration 25Q (170.745825 sec): 3 clusters Score: Raw -297171.115262 + Penalty 128.658029 = -297042.457233 nChanged 8 SP:Iteration 26Q (170.754388 sec): 3 clusters Score: Raw -297171.750102 + Penalty 128.660558 = -297043.089544 nChanged 5 SP:Iteration 27Q (170.762782 sec): 3 clusters Score: Raw -297172.180532 + Penalty 128.655261 = -297043.525271 nChanged 5 SP:Iteration 28Q (170.771358 sec): 3 clusters Score: Raw -297172.894058 + Penalty 128.660207 = -297044.233851 nChanged 9 SP:Iteration 29Q (170.779861 sec): 3 clusters Score: Raw -297174.338398 + Penalty 128.659870 = -297045.678528 nChanged 12 SP:Iteration 30F (170.789390 sec): 3 clusters Score: Raw -297175.405354 + Penalty 128.650435 = -297046.754919 nChanged 7 SP:Iteration 31Q (170.798074 sec): 3 clusters Score: Raw -297175.935147 + Penalty 128.638998 = -297047.296149 nChanged 8 SP:Iteration 32Q (170.806664 sec): 3 clusters Score: Raw -297176.560661 + Penalty 128.640999 = -297047.919661 nChanged 10 SP:Iteration 33Q (170.815176 sec): 3 clusters Score: Raw -297177.524994 + Penalty 128.624738 = -297048.900256 nChanged 6 SP:Iteration 34Q (170.823842 sec): 3 clusters Score: Raw -297177.926191 + Penalty 128.615194 = -297049.310997 nChanged 3 SP:Iteration 35Q (170.832568 sec): 3 clusters Score: Raw -297178.054509 + Penalty 128.605762 = -297049.448747 nChanged 3 SP:Iteration 36Q (170.841252 sec): 3 clusters Score: Raw -297178.130151 + Penalty 128.599585 = -297049.530566 nChanged 4 SP:Iteration 37Q (170.850067 sec): 3 clusters Score: Raw -297178.295086 + Penalty 128.628698 = -297049.666388 nChanged 4 SP:Iteration 38Q (170.860879 sec): 3 clusters Score: Raw -297178.470842 + Penalty 128.616388 = -297049.854454 nChanged 4 SP:Iteration 39Q (170.869561 sec): 3 clusters Score: Raw -297178.672390 + Penalty 128.611461 = -297050.060929 nChanged 7 SP:Iteration 40F (170.879051 sec): 3 clusters Score: Raw -297179.165177 + Penalty 128.608192 = -297050.556985 nChanged 7 SP:Iteration 41Q (170.887685 sec): 3 clusters Score: Raw -297179.496476 + Penalty 128.600983 = -297050.895493 nChanged 6 SP:Iteration 42Q (170.896317 sec): 3 clusters Score: Raw -297179.779152 + Penalty 128.587434 = -297051.191718 nChanged 6 SP:Iteration 43Q (170.904962 sec): 3 clusters Score: Raw -297180.243230 + Penalty 128.613545 = -297051.629686 nChanged 10 SP:Iteration 44Q (170.913490 sec): 3 clusters Score: Raw -297181.529735 + Penalty 128.612143 = -297052.917592 nChanged 11 SP:Iteration 45Q (170.922028 sec): 3 clusters Score: Raw -297182.703570 + Penalty 128.588997 = -297054.114573 nChanged 9 SP:Iteration 46Q (170.930634 sec): 3 clusters Score: Raw -297183.128465 + Penalty 128.572083 = -297054.556382 nChanged 8 SP:Iteration 47Q (170.939427 sec): 3 clusters Score: Raw -297183.579586 + Penalty 128.565436 = -297055.014150 nChanged 10 SP:Iteration 48Q (170.948249 sec): 3 clusters Score: Raw -297184.453932 + Penalty 128.566228 = -297055.887705 nChanged 9 SP:Iteration 49Q (170.956755 sec): 3 clusters Score: Raw -297185.015875 + Penalty 128.554799 = -297056.461076 nChanged 7 SP:Iteration 50F (170.966310 sec): 3 clusters Score: Raw -297185.369679 + Penalty 128.567429 = -297056.802250 nChanged 5 SP:Iteration 51Q (170.974895 sec): 3 clusters Score: Raw -297185.670337 + Penalty 128.558711 = -297057.111626 nChanged 4 SP:Iteration 52Q (170.983643 sec): 3 clusters Score: Raw -297186.029783 + Penalty 128.586216 = -297057.443567 nChanged 9 SP:Iteration 53Q (170.992513 sec): 3 clusters Score: Raw -297187.125203 + Penalty 128.570659 = -297058.554544 nChanged 10 SP:Iteration 54Q (171.001096 sec): 3 clusters Score: Raw -297188.579546 + Penalty 128.591246 = -297059.988300 nChanged 18 SP:Iteration 55Q (171.009738 sec): 3 clusters Score: Raw -297192.583066 + Penalty 128.684791 = -297063.898274 nChanged 23 SP:Iteration 56Q (171.018379 sec): 3 clusters Score: Raw -297198.140210 + Penalty 128.691729 = -297069.448481 nChanged 18 SP:Iteration 57Q (171.027018 sec): 3 clusters Score: Raw -297200.847551 + Penalty 128.699648 = -297072.147903 nChanged 12 SP:Iteration 58Q (171.042156 sec): 3 clusters Score: Raw -297202.299474 + Penalty 128.686295 = -297073.613180 nChanged 14 SP:Iteration 59Q (171.051336 sec): 3 clusters Score: Raw -297203.907936 + Penalty 128.682554 = -297075.225383 nChanged 13 SP:Iteration 60F (171.061373 sec): 3 clusters Score: Raw -297205.448842 + Penalty 128.671128 = -297076.777713 nChanged 14 SP:Iteration 61Q (171.070739 sec): 3 clusters Score: Raw -297206.820960 + Penalty 128.709507 = -297078.111454 nChanged 16 SP:Iteration 62Q (171.085188 sec): 3 clusters Score: Raw -297208.653699 + Penalty 128.714578 = -297079.939121 nChanged 18 SP:Iteration 63Q (171.094198 sec): 3 clusters Score: Raw -297210.882202 + Penalty 128.757352 = -297082.124851 nChanged 18 SP:Iteration 64Q (171.103060 sec): 3 clusters Score: Raw -297213.217227 + Penalty 128.741573 = -297084.475654 nChanged 15 SP:Iteration 65Q (171.111897 sec): 3 clusters Score: Raw -297215.383906 + Penalty 128.752304 = -297086.631601 nChanged 17 SP:Iteration 66Q (171.120622 sec): 3 clusters Score: Raw -297218.700228 + Penalty 128.750779 = -297089.949449 nChanged 15 SP:Iteration 67Q (171.129419 sec): 3 clusters Score: Raw -297220.312568 + Penalty 128.768320 = -297091.544248 nChanged 16 SP:Iteration 68Q (171.138560 sec): 3 clusters Score: Raw -297221.770182 + Penalty 128.774067 = -297092.996115 nChanged 14 SP:Iteration 69Q (171.147598 sec): 3 clusters Score: Raw -297222.794320 + Penalty 128.794324 = -297093.999996 nChanged 12 SP:Iteration 70F (171.157236 sec): 3 clusters Score: Raw -297223.803764 + Penalty 128.792244 = -297095.011520 nChanged 12 SP:Iteration 71Q (171.166213 sec): 3 clusters Score: Raw -297224.453951 + Penalty 128.793860 = -297095.660091 nChanged 6 SP:Iteration 72Q (171.175190 sec): 3 clusters Score: Raw -297224.655843 + Penalty 128.796608 = -297095.859236 nChanged 4 SP:Iteration 73Q (171.184025 sec): 3 clusters Score: Raw -297224.827093 + Penalty 128.800606 = -297096.026487 nChanged 3 SP:Iteration 74Q (171.193073 sec): 3 clusters Score: Raw -297225.210522 + Penalty 128.805491 = -297096.405032 nChanged 7 SP:Iteration 75Q (171.202101 sec): 3 clusters Score: Raw -297225.498295 + Penalty 128.810605 = -297096.687690 nChanged 4 SP:Iteration 76Q (171.211172 sec): 3 clusters Score: Raw -297225.683981 + Penalty 128.811195 = -297096.872785 nChanged 5 SP:Iteration 77Q (171.220071 sec): 3 clusters Score: Raw -297225.893826 + Penalty 128.811585 = -297097.082241 nChanged 3 SP:Iteration 78Q (171.229109 sec): 3 clusters Score: Raw -297225.995946 + Penalty 128.816174 = -297097.179772 nChanged 3 SP:Iteration 79Q (171.238261 sec): 3 clusters Score: Raw -297226.057543 + Penalty 128.815736 = -297097.241807 nChanged 2 SP:Iteration 80F (171.248271 sec): 3 clusters Score: Raw -297226.145470 + Penalty 128.819304 = -297097.326167 nChanged 1 SP:Iteration 81Q (171.257359 sec): 3 clusters Score: Raw -297226.186400 + Penalty 128.819092 = -297097.367308 nChanged 1 SP:Iteration 82Q (171.266416 sec): 3 clusters Score: Raw -297226.195814 + Penalty 128.819092 = -297097.376723 nChanged 0 SP:Iteration 83F (171.276136 sec): 3 clusters Score: Raw -297226.195814 + Penalty 128.819092 = -297097.376723 nChanged 0 Score: Raw -3030974.319285 + Penalty 99591.570639 = -2931382.748645 Splitting cluster 2 changes total score from -2899976.650796 to -2931382.748645 So it's getting split into cluster 19. Memory request: 0.01 GB would take us to total of 0.54 GB. Trying to split cluster 3 (1203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.442254 sec): 2 clusters Score: Raw -60231.961064 + Penalty 53.210656 = -60178.750407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.445509 sec): 3 clusters Score: Raw -59476.298226 + Penalty 103.837719 = -59372.460508 nChanged 553 SP:Iteration 1F (174.447777 sec): 3 clusters Score: Raw -59855.574976 + Penalty 100.195607 = -59755.379369 nChanged 100 SP:Iteration 2F (174.450051 sec): 3 clusters Score: Raw -59948.447854 + Penalty 98.805767 = -59849.642087 nChanged 81 SP:Iteration 3F (174.452320 sec): 3 clusters Score: Raw -60009.499743 + Penalty 97.209320 = -59912.290423 nChanged 59 SP:Iteration 4Q (174.454587 sec): 3 clusters Score: Raw -60052.051613 + Penalty 96.530868 = -59955.520745 nChanged 46 SP:Iteration 5Q (174.456817 sec): 3 clusters Score: Raw -60084.273892 + Penalty 95.458354 = -59988.815537 nChanged 34 SP:Iteration 6Q (174.459052 sec): 3 clusters Score: Raw -60109.577997 + Penalty 95.376754 = -60014.201243 nChanged 35 SP:Iteration 7Q (174.461256 sec): 3 clusters Score: Raw -60137.807807 + Penalty 95.094568 = -60042.713239 nChanged 37 SP:Iteration 8Q (174.463334 sec): 3 clusters Score: Raw -60168.934390 + Penalty 94.691254 = -60074.243136 nChanged 28 SP:Iteration 9Q (174.465397 sec): 3 clusters Score: Raw -60189.539022 + Penalty 92.244660 = -60097.294362 nChanged 21 SP:Iteration 10F (174.467662 sec): 3 clusters Score: Raw -60204.953075 + Penalty 91.064988 = -60113.888088 nChanged 12 SP:Iteration 11Q (174.469593 sec): 3 clusters Score: Raw -60213.017552 + Penalty 90.956593 = -60122.060959 nChanged 8 SP:Iteration 12Q (174.471496 sec): 3 clusters Score: Raw -60217.080015 + Penalty 91.231782 = -60125.848233 nChanged 8 SP:Iteration 13Q (174.473360 sec): 3 clusters Score: Raw -60220.385971 + Penalty 91.516885 = -60128.869087 nChanged 5 SP:Iteration 14Q (174.475273 sec): 3 clusters Score: Raw -60222.038868 + Penalty 91.755209 = -60130.283659 nChanged 3 SP:Iteration 15Q (174.477172 sec): 3 clusters Score: Raw -60222.921404 + Penalty 91.350245 = -60131.571159 nChanged 3 SP:Iteration 16Q (174.479026 sec): 3 clusters Score: Raw -60224.499587 + Penalty 91.443014 = -60133.056573 nChanged 1 SP:Iteration 17Q (174.480871 sec): 3 clusters Score: Raw -60225.384867 + Penalty 90.110079 = -60135.274789 nChanged 2 SP:Iteration 18Q (174.482725 sec): 3 clusters Score: Raw -60231.023665 + Penalty 90.268485 = -60140.755180 nChanged 3 SP:Iteration 19Q (174.484565 sec): 3 clusters Score: Raw -60235.019252 + Penalty 90.338339 = -60144.680913 nChanged 1 SP:Iteration 20F (174.486747 sec): 3 clusters Score: Raw -60235.502093 + Penalty 90.338339 = -60145.163754 nChanged 0 Memory request: 0.01 GB would take us to total of 0.54 GB. Trying to split cluster 4 (665 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.489126 sec): 2 clusters Score: Raw -36698.007030 + Penalty 343.123100 = -36354.883930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.490530 sec): 3 clusters Score: Raw -36326.731231 + Penalty 683.697367 = -35643.033863 nChanged 232 SP:Iteration 1F (174.491890 sec): 3 clusters Score: Raw -36474.415725 + Penalty 682.089753 = -35792.325972 nChanged 71 SP:Iteration 2F (174.493263 sec): 3 clusters Score: Raw -36534.420932 + Penalty 684.047694 = -35850.373238 nChanged 55 SP:Iteration 3F (174.494630 sec): 3 clusters Score: Raw -36577.993712 + Penalty 687.810097 = -35890.183615 nChanged 40 SP:Iteration 4F (174.495989 sec): 3 clusters Score: Raw -36606.061537 + Penalty 689.032994 = -35917.028543 nChanged 28 SP:Iteration 5Q (174.497342 sec): 3 clusters Score: Raw -36645.998729 + Penalty 697.648950 = -35948.349779 nChanged 25 SP:Iteration 6Q (174.498693 sec): 3 clusters Score: Raw -36674.704006 + Penalty 711.034867 = -35963.669139 nChanged 25 SP:Iteration 7Q (174.499982 sec): 3 clusters Score: Raw -36700.085783 + Penalty 726.005811 = -35974.079972 nChanged 20 SP:Iteration 8Q (174.501286 sec): 3 clusters Score: Raw -36718.853828 + Penalty 736.290606 = -35982.563222 nChanged 6 SP:Iteration 9Q (174.502551 sec): 3 clusters Score: Raw -36724.519341 + Penalty 739.727308 = -35984.792033 nChanged 5 SP:Iteration 10F (174.503912 sec): 3 clusters Score: Raw -36737.477921 + Penalty 747.774083 = -35989.703839 nChanged 6 SP:Iteration 11Q (174.505148 sec): 3 clusters Score: Raw -36750.488829 + Penalty 753.056321 = -35997.432508 nChanged 3 SP:Iteration 12Q (174.506371 sec): 3 clusters Score: Raw -36753.466245 + Penalty 756.602072 = -35996.864173 nChanged 3 SP:Iteration 13F (174.507731 sec): 3 clusters Score: Raw -36759.784344 + Penalty 760.745318 = -35999.039025 nChanged 4 SP:Iteration 14Q (174.508921 sec): 3 clusters Score: Raw -36763.434186 + Penalty 761.588686 = -36001.845501 nChanged 1 SP:Iteration 15Q (174.510119 sec): 3 clusters Score: Raw -36763.517057 + Penalty 761.588686 = -36001.928372 nChanged 0 SP:Iteration 16F (174.511479 sec): 3 clusters Score: Raw -36763.517057 + Penalty 761.588686 = -36001.928372 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 5 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.512856 sec): 2 clusters Score: Raw -3142.422495 + Penalty 244.708835 = -2897.713660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.513780 sec): 3 clusters Score: Raw -3132.418115 + Penalty 496.227473 = -2636.190642 nChanged 7 SP:Iteration 1F (174.514394 sec): 3 clusters Score: Raw -3152.742277 + Penalty 503.656159 = -2649.086118 nChanged 4 SP:Iteration 2F (174.514929 sec): 3 clusters Score: Raw -3166.881871 + Penalty 502.952699 = -2663.929172 nChanged 1 SP:Iteration 3Q (174.515476 sec): 3 clusters Score: Raw -3168.458615 + Penalty 502.952699 = -2665.505916 nChanged 0 SP:Iteration 4F (174.516055 sec): 3 clusters Score: Raw -3168.458615 + Penalty 502.952699 = -2665.505916 nChanged 0 Memory request: 0.00 GB would take us to total of 0.54 GB. Trying to split cluster 6 (422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.520396 sec): 2 clusters Score: Raw -25506.216823 + Penalty 187.100275 = -25319.116548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.521941 sec): 3 clusters Score: Raw -25276.572079 + Penalty 377.844634 = -24898.727445 nChanged 157 SP:Iteration 1F (174.522970 sec): 3 clusters Score: Raw -25362.205603 + Penalty 385.002026 = -24977.203577 nChanged 37 SP:Iteration 2F (174.523955 sec): 3 clusters Score: Raw -25393.372087 + Penalty 394.445122 = -24998.926965 nChanged 36 SP:Iteration 3F (174.524917 sec): 3 clusters Score: Raw -25425.531539 + Penalty 406.260653 = -25019.270885 nChanged 30 SP:Iteration 4F (174.525873 sec): 3 clusters Score: Raw -25456.887011 + Penalty 418.374889 = -25038.512122 nChanged 29 SP:Iteration 5F (174.526827 sec): 3 clusters Score: Raw -25483.952555 + Penalty 429.364385 = -25054.588170 nChanged 18 SP:Iteration 6Q (174.527772 sec): 3 clusters Score: Raw -25506.677252 + Penalty 437.480545 = -25069.196707 nChanged 13 SP:Iteration 7Q (174.528692 sec): 3 clusters Score: Raw -25520.143669 + Penalty 434.804596 = -25085.339073 nChanged 7 SP:Iteration 8Q (174.529570 sec): 3 clusters Score: Raw -25526.443828 + Penalty 439.032674 = -25087.411154 nChanged 4 SP:Iteration 9Q (174.530432 sec): 3 clusters Score: Raw -25530.699237 + Penalty 442.377242 = -25088.321995 nChanged 2 SP:Iteration 10F (174.531373 sec): 3 clusters Score: Raw -25532.552815 + Penalty 445.128585 = -25087.424230 nChanged 1 SP:Iteration 11F (174.532317 sec): 3 clusters Score: Raw -25532.912033 + Penalty 445.128585 = -25087.783448 nChanged 0 Memory request: 0.15 GB would take us to total of 0.68 GB. Trying to split cluster 7 (32670 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.679802 sec): 2 clusters Score: Raw -1768520.388517 + Penalty 93.425139 = -1768426.963378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.740916 sec): 3 clusters Score: Raw -1746393.470015 + Penalty 186.254928 = -1746207.215087 nChanged 15969 SP:Iteration 1F (174.801308 sec): 3 clusters Score: Raw -1756056.847428 + Penalty 186.267156 = -1755870.580273 nChanged 5719 SP:Iteration 2F (174.862131 sec): 3 clusters Score: Raw -1762746.371010 + Penalty 184.520694 = -1762561.850316 nChanged 3462 SP:Iteration 3F (174.922535 sec): 3 clusters Score: Raw -1766883.163701 + Penalty 172.135749 = -1766711.027952 nChanged 1243 SP:Iteration 4Q (174.987324 sec): 3 clusters Score: Raw -1768359.858765 + Penalty 93.425139 = -1768266.433626 nChanged 151 SP:Iteration 5Q (175.034688 sec): 2 clusters Score: Raw -1768520.388517 + Penalty 93.425139 = -1768426.963378 nChanged 0 SP:Iteration 6F (175.080053 sec): 2 clusters Score: Raw -1768520.388517 + Penalty 93.425139 = -1768426.963378 nChanged 0 Memory request: 0.00 GB would take us to total of 0.54 GB. Trying to split cluster 8 (521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (175.101933 sec): 2 clusters Score: Raw -28151.044416 + Penalty 421.681542 = -27729.362873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (175.103117 sec): 3 clusters Score: Raw -27906.623076 + Penalty 849.282878 = -27057.340199 nChanged 158 SP:Iteration 1F (175.104262 sec): 3 clusters Score: Raw -28051.991708 + Penalty 861.336185 = -27190.655523 nChanged 66 SP:Iteration 2F (175.105387 sec): 3 clusters Score: Raw -28132.646220 + Penalty 866.284278 = -27266.361942 nChanged 28 SP:Iteration 3F (175.106509 sec): 3 clusters Score: Raw -28154.114002 + Penalty 869.807839 = -27284.306163 nChanged 12 SP:Iteration 4Q (175.107595 sec): 3 clusters Score: Raw -28162.501677 + Penalty 872.928831 = -27289.572846 nChanged 8 SP:Iteration 5Q (175.108681 sec): 3 clusters Score: Raw -28170.007554 + Penalty 876.756457 = -27293.251097 nChanged 7 SP:Iteration 6Q (175.109777 sec): 3 clusters Score: Raw -28174.700271 + Penalty 879.045759 = -27295.654511 nChanged 7 SP:Iteration 7Q (175.110867 sec): 3 clusters Score: Raw -28181.699223 + Penalty 879.799458 = -27301.899765 nChanged 5 SP:Iteration 8Q (175.111951 sec): 3 clusters Score: Raw -28185.577752 + Penalty 878.731758 = -27306.845994 nChanged 3 SP:Iteration 9Q (175.113035 sec): 3 clusters Score: Raw -28191.502766 + Penalty 879.953847 = -27311.548919 nChanged 3 SP:Iteration 10F (175.114156 sec): 3 clusters Score: Raw -28193.754491 + Penalty 879.978939 = -27313.775552 nChanged 1 SP:Iteration 11Q (175.115259 sec): 3 clusters Score: Raw -28194.133831 + Penalty 879.978939 = -27314.154892 nChanged 0 SP:Iteration 12F (175.116382 sec): 3 clusters Score: Raw -28194.133831 + Penalty 879.978939 = -27314.154892 nChanged 0 Memory request: 0.01 GB would take us to total of 0.54 GB. Trying to split cluster 9 (1246 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (175.121260 sec): 2 clusters Score: Raw -70138.735349 + Penalty 236.980732 = -69901.754617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (175.123619 sec): 3 clusters Score: Raw -69387.734433 + Penalty 510.000836 = -68877.733597 nChanged 489 SP:Iteration 1F (175.125928 sec): 3 clusters Score: Raw -69764.447970 + Penalty 573.395235 = -69191.052735 nChanged 176 SP:Iteration 2F (175.128321 sec): 3 clusters Score: Raw -69952.984785 + Penalty 641.013697 = -69311.971088 nChanged 101 SP:Iteration 3F (175.130723 sec): 3 clusters Score: Raw -70079.972332 + Penalty 712.624178 = -69367.348153 nChanged 53 SP:Iteration 4Q (175.132984 sec): 3 clusters Score: Raw -70143.753803 + Penalty 762.005240 = -69381.748563 nChanged 18 SP:Iteration 5Q (175.135116 sec): 3 clusters Score: Raw -70176.722854 + Penalty 789.153181 = -69387.569672 nChanged 7 SP:Iteration 6Q (175.137117 sec): 3 clusters Score: Raw -70192.739229 + Penalty 793.493635 = -69399.245594 nChanged 4 SP:Iteration 7Q (175.139024 sec): 3 clusters Score: Raw -70199.154154 + Penalty 794.914217 = -69404.239937 nChanged 1 SP:Iteration 8Q (175.140911 sec): 3 clusters Score: Raw -70200.405229 + Penalty 794.914217 = -69405.491012 nChanged 0 SP:Iteration 9F (175.143215 sec): 3 clusters Score: Raw -70200.405229 + Penalty 794.914217 = -69405.491012 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 10 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (175.144968 sec): 2 clusters Score: Raw -7642.347480 + Penalty 342.157025 = -7300.190455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (175.145437 sec): 3 clusters Score: Raw -7610.159334 + Penalty 695.913109 = -6914.246225 nChanged 26 SP:Iteration 1F (175.145891 sec): 3 clusters Score: Raw -7650.780885 + Penalty 719.470240 = -6931.310645 nChanged 16 SP:Iteration 2F (175.146343 sec): 3 clusters Score: Raw -7686.011876 + Penalty 740.819945 = -6945.191932 nChanged 7 SP:Iteration 3Q (175.146781 sec): 3 clusters Score: Raw -7698.061700 + Penalty 755.029000 = -6943.032700 nChanged 5 SP:Iteration 4F (175.147232 sec): 3 clusters Score: Raw -7708.076182 + Penalty 764.551862 = -6943.524320 nChanged 2 SP:Iteration 5Q (175.147663 sec): 3 clusters Score: Raw -7714.971907 + Penalty 770.044305 = -6944.927602 nChanged 1 SP:Iteration 6Q (175.148120 sec): 3 clusters Score: Raw -7719.567657 + Penalty 778.408411 = -6941.159246 nChanged 1 SP:Iteration 7F (175.148572 sec): 3 clusters Score: Raw -7721.270111 + Penalty 778.408411 = -6942.861700 nChanged 0 Memory request: 0.01 GB would take us to total of 0.54 GB. Trying to split cluster 11 (570 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (175.151671 sec): 2 clusters Score: Raw -26764.362331 + Penalty 863.772783 = -25900.589547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (175.152947 sec): 3 clusters Score: Raw -26624.659363 + Penalty 1727.600248 = -24897.059115 nChanged 153 SP:Iteration 1F (175.154150 sec): 3 clusters Score: Raw -26821.502924 + Penalty 1726.329153 = -25095.173771 nChanged 54 SP:Iteration 2F (175.155338 sec): 3 clusters Score: Raw -26906.366318 + Penalty 1725.546809 = -25180.819509 nChanged 21 SP:Iteration 3Q (175.156496 sec): 3 clusters Score: Raw -26934.114095 + Penalty 1724.796450 = -25209.317645 nChanged 21 SP:Iteration 4Q (175.157636 sec): 3 clusters Score: Raw -26972.705414 + Penalty 1725.176513 = -25247.528901 nChanged 14 SP:Iteration 5Q (175.158773 sec): 3 clusters Score: Raw -26996.076988 + Penalty 1725.223072 = -25270.853916 nChanged 11 SP:Iteration 6Q (175.159929 sec): 3 clusters Score: Raw -27010.085125 + Penalty 1725.349356 = -25284.735770 nChanged 8 SP:Iteration 7Q (175.161076 sec): 3 clusters Score: Raw -27024.076707 + Penalty 1725.371320 = -25298.705387 nChanged 4 SP:Iteration 8Q (175.162223 sec): 3 clusters Score: Raw -27026.869093 + Penalty 1725.415567 = -25301.453525 nChanged 2 SP:Iteration 9Q (175.163367 sec): 3 clusters Score: Raw -27028.434999 + Penalty 1725.384887 = -25303.050112 nChanged 1 SP:Iteration 10F (175.164551 sec): 3 clusters Score: Raw -27029.759594 + Penalty 1725.384887 = -25304.374707 nChanged 0 Memory request: 0.00 GB would take us to total of 0.54 GB. Trying to split cluster 12 (230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (175.166167 sec): 2 clusters Score: Raw -12472.058757 + Penalty 257.373145 = -12214.685612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (175.166782 sec): 3 clusters Score: Raw -12380.045295 + Penalty 507.355546 = -11872.689749 nChanged 73 SP:Iteration 1F (175.167387 sec): 3 clusters Score: Raw -12446.165467 + Penalty 519.075497 = -11927.089970 nChanged 23 SP:Iteration 2F (175.167991 sec): 3 clusters Score: Raw -12478.209861 + Penalty 531.263977 = -11946.945884 nChanged 16 SP:Iteration 3F (175.168598 sec): 3 clusters Score: Raw -12505.460164 + Penalty 539.809215 = -11965.650949 nChanged 14 SP:Iteration 4F (175.169202 sec): 3 clusters Score: Raw -12524.995075 + Penalty 558.619462 = -11966.375613 nChanged 8 SP:Iteration 5Q (175.169784 sec): 3 clusters Score: Raw -12536.128983 + Penalty 561.721195 = -11974.407789 nChanged 2 SP:Iteration 6Q (175.170355 sec): 3 clusters Score: Raw -12539.262591 + Penalty 564.191742 = -11975.070849 nChanged 1 SP:Iteration 7Q (175.170915 sec): 3 clusters Score: Raw -12540.567090 + Penalty 564.191742 = -11976.375348 nChanged 0 SP:Iteration 8F (175.171519 sec): 3 clusters Score: Raw -12540.567090 + Penalty 564.191742 = -11976.375348 nChanged 0 Memory request: 0.01 GB would take us to total of 0.54 GB. Trying to split cluster 13 (1304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (175.175725 sec): 2 clusters Score: Raw -66894.136325 + Penalty 70.290740 = -66823.845586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (175.178223 sec): 3 clusters Score: Raw -66068.767288 + Penalty 149.771498 = -65918.995790 nChanged 594 SP:Iteration 1F (175.180639 sec): 3 clusters Score: Raw -66544.126631 + Penalty 155.295671 = -66388.830960 nChanged 134 SP:Iteration 2F (175.183071 sec): 3 clusters Score: Raw -66694.626053 + Penalty 160.951961 = -66533.674092 nChanged 64 SP:Iteration 3Q (175.185483 sec): 3 clusters Score: Raw -66787.045770 + Penalty 164.014366 = -66623.031404 nChanged 35 SP:Iteration 4Q (175.187924 sec): 3 clusters Score: Raw -66827.067680 + Penalty 164.530227 = -66662.537453 nChanged 18 SP:Iteration 5Q (175.190204 sec): 3 clusters Score: Raw -66835.265317 + Penalty 165.889963 = -66669.375354 nChanged 7 SP:Iteration 6Q (175.192587 sec): 3 clusters Score: Raw -66838.263054 + Penalty 167.978635 = -66670.284419 nChanged 9 SP:Iteration 7Q (175.194995 sec): 3 clusters Score: Raw -66840.802653 + Penalty 168.825911 = -66671.976742 nChanged 3 SP:Iteration 8Q (175.197207 sec): 3 clusters Score: Raw -66841.103901 + Penalty 169.688002 = -66671.415899 nChanged 3 SP:Iteration 9F (175.199634 sec): 3 clusters Score: Raw -66841.521432 + Penalty 170.493803 = -66671.027629 nChanged 3 SP:Iteration 10F (175.202045 sec): 3 clusters Score: Raw -66841.918076 + Penalty 170.798893 = -66671.119183 nChanged 1 SP:Iteration 11Q (175.204437 sec): 3 clusters Score: Raw -66842.077847 + Penalty 171.355565 = -66670.722282 nChanged 2 SP:Iteration 12F (175.207048 sec): 3 clusters Score: Raw -66842.184853 + Penalty 171.669659 = -66670.515194 nChanged 1 SP:Iteration 13F (175.209461 sec): 3 clusters Score: Raw -66842.248121 + Penalty 171.986965 = -66670.261156 nChanged 1 SP:Iteration 14F (175.211890 sec): 3 clusters Score: Raw -66842.463461 + Penalty 172.307525 = -66670.155936 nChanged 1 SP:Iteration 15F (175.214313 sec): 3 clusters Score: Raw -66842.789823 + Penalty 173.117549 = -66669.672274 nChanged 3 SP:Iteration 16F (175.216741 sec): 3 clusters Score: Raw -66843.401786 + Penalty 174.286798 = -66669.114988 nChanged 6 SP:Iteration 17F (175.219151 sec): 3 clusters Score: Raw -66845.694425 + Penalty 175.172150 = -66670.522275 nChanged 6 SP:Iteration 18Q (175.221353 sec): 3 clusters Score: Raw -66848.419521 + Penalty 178.032276 = -66670.387245 nChanged 10 SP:Iteration 19F (175.223791 sec): 3 clusters Score: Raw -66851.619689 + Penalty 182.580004 = -66669.039685 nChanged 14 SP:Iteration 20F (175.226206 sec): 3 clusters Score: Raw -66859.669529 + Penalty 193.583525 = -66666.086004 nChanged 23 SP:Iteration 21F (175.228686 sec): 3 clusters Score: Raw -66875.533528 + Penalty 219.100124 = -66656.433404 nChanged 37 SP:Iteration 22F (175.231206 sec): 3 clusters Score: Raw -66909.764311 + Penalty 267.185770 = -66642.578541 nChanged 40 SP:Iteration 23F (175.233666 sec): 3 clusters Score: Raw -66953.900929 + Penalty 341.118944 = -66612.781985 nChanged 27 SP:Iteration 24F (175.236105 sec): 3 clusters Score: Raw -66978.605173 + Penalty 379.597307 = -66599.007866 nChanged 12 SP:Iteration 25F (175.238572 sec): 3 clusters Score: Raw -66992.431293 + Penalty 415.562466 = -66576.868827 nChanged 5 SP:Iteration 26F (175.240979 sec): 3 clusters Score: Raw -67021.369883 + Penalty 408.491426 = -66612.878457 nChanged 1 SP:Iteration 27Q (175.242920 sec): 3 clusters Score: Raw -67021.447690 + Penalty 408.491426 = -66612.956264 nChanged 0 SP:Iteration 28F (175.245345 sec): 3 clusters Score: Raw -67021.447690 + Penalty 408.491426 = -66612.956264 nChanged 0 Memory request: 0.01 GB would take us to total of 0.54 GB. Trying to split cluster 14 (1857 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (175.258889 sec): 2 clusters Score: Raw -105202.432847 + Penalty 262.373293 = -104940.059554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (175.264916 sec): 3 clusters Score: Raw -104052.351260 + Penalty 533.889757 = -103518.461503 nChanged 783 SP:Iteration 1F (175.268746 sec): 3 clusters Score: Raw -104562.944383 + Penalty 561.668556 = -104001.275827 nChanged 279 SP:Iteration 2F (175.272450 sec): 3 clusters Score: Raw -104812.960958 + Penalty 617.656553 = -104195.304405 nChanged 193 SP:Iteration 3F (175.276189 sec): 3 clusters Score: Raw -105030.744392 + Penalty 699.733342 = -104331.011049 nChanged 126 SP:Iteration 4F (175.280000 sec): 3 clusters Score: Raw -105173.582879 + Penalty 748.582862 = -104425.000017 nChanged 34 SP:Iteration 5Q (175.283670 sec): 3 clusters Score: Raw -105219.984271 + Penalty 780.669851 = -104439.314421 nChanged 11 SP:Iteration 6Q (175.286984 sec): 3 clusters Score: Raw -105236.258643 + Penalty 785.680933 = -104450.577710 nChanged 1 SP:Iteration 7Q (175.290141 sec): 3 clusters Score: Raw -105238.966775 + Penalty 791.541410 = -104447.425365 nChanged 1 SP:Iteration 8F (175.293957 sec): 3 clusters Score: Raw -105241.370408 + Penalty 793.290017 = -104448.080391 nChanged 1 SP:Iteration 9Q (175.297207 sec): 3 clusters Score: Raw -105242.236514 + Penalty 790.822014 = -104451.414500 nChanged 1 SP:Iteration 10F (175.301055 sec): 3 clusters Score: Raw -105244.389474 + Penalty 790.822014 = -104453.567461 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 15 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (175.314894 sec): 2 clusters Score: Raw -816.551884 + Penalty 249.626664 = -566.925220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (175.315160 sec): 3 clusters Score: Raw -876.805070 + Penalty 502.352317 = -374.452754 nChanged 0 Memory request: 0.01 GB would take us to total of 0.54 GB. Trying to split cluster 16 (714 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (175.318995 sec): 2 clusters Score: Raw -40685.686081 + Penalty 753.303561 = -39932.382520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (175.320486 sec): 3 clusters Score: Raw -40395.258842 + Penalty 1506.670027 = -38888.588815 nChanged 211 SP:Iteration 1F (175.321934 sec): 3 clusters Score: Raw -40577.641483 + Penalty 1506.986587 = -39070.654896 nChanged 66 SP:Iteration 2F (175.323376 sec): 3 clusters Score: Raw -40660.547125 + Penalty 1507.491574 = -39153.055551 nChanged 32 SP:Iteration 3Q (175.324787 sec): 3 clusters Score: Raw -40701.490664 + Penalty 1509.016654 = -39192.474010 nChanged 29 SP:Iteration 4Q (175.326224 sec): 3 clusters Score: Raw -40729.082294 + Penalty 1512.535865 = -39216.546429 nChanged 22 SP:Iteration 5Q (175.327643 sec): 3 clusters Score: Raw -40752.045055 + Penalty 1516.957212 = -39235.087844 nChanged 23 SP:Iteration 6Q (175.329084 sec): 3 clusters Score: Raw -40773.631006 + Penalty 1521.907634 = -39251.723372 nChanged 15 SP:Iteration 7Q (175.330549 sec): 3 clusters Score: Raw -40784.524567 + Penalty 1524.236086 = -39260.288482 nChanged 13 SP:Iteration 8Q (175.332050 sec): 3 clusters Score: Raw -40797.176890 + Penalty 1526.128027 = -39271.048863 nChanged 8 SP:Iteration 9Q (175.333561 sec): 3 clusters Score: Raw -40803.769056 + Penalty 1527.208509 = -39276.560547 nChanged 7 SP:Iteration 10F (175.335082 sec): 3 clusters Score: Raw -40810.546109 + Penalty 1529.225065 = -39281.321045 nChanged 7 SP:Iteration 11Q (175.336525 sec): 3 clusters Score: Raw -40815.381178 + Penalty 1529.963852 = -39285.417327 nChanged 2 SP:Iteration 12Q (175.337954 sec): 3 clusters Score: Raw -40816.358186 + Penalty 1530.710332 = -39285.647854 nChanged 2 SP:Iteration 13Q (175.339378 sec): 3 clusters Score: Raw -40817.168888 + Penalty 1531.038440 = -39286.130448 nChanged 1 SP:Iteration 14Q (175.340794 sec): 3 clusters Score: Raw -40817.653003 + Penalty 1531.058983 = -39286.594020 nChanged 2 SP:Iteration 15Q (175.342217 sec): 3 clusters Score: Raw -40819.978033 + Penalty 1532.322952 = -39287.655081 nChanged 5 SP:Iteration 16Q (175.343638 sec): 3 clusters Score: Raw -40823.985814 + Penalty 1533.170938 = -39290.814876 nChanged 5 SP:Iteration 17Q (175.345061 sec): 3 clusters Score: Raw -40828.973082 + Penalty 1533.516829 = -39295.456254 nChanged 5 SP:Iteration 18Q (175.346479 sec): 3 clusters Score: Raw -40834.552873 + Penalty 1534.121073 = -39300.431801 nChanged 2 SP:Iteration 19Q (175.347894 sec): 3 clusters Score: Raw -40836.651899 + Penalty 1534.783247 = -39301.868652 nChanged 2 SP:Iteration 20F (175.349340 sec): 3 clusters Score: Raw -40837.723395 + Penalty 1535.281121 = -39302.442274 nChanged 1 SP:Iteration 21Q (175.350730 sec): 3 clusters Score: Raw -40837.965076 + Penalty 1535.281121 = -39302.683955 nChanged 0 SP:Iteration 22F (175.352152 sec): 3 clusters Score: Raw -40837.965076 + Penalty 1535.281121 = -39302.683955 nChanged 0 Memory request: 0.00 GB would take us to total of 0.54 GB. Trying to split cluster 17 (209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (175.353595 sec): 2 clusters Score: Raw -11084.446563 + Penalty 149.847133 = -10934.599431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (175.354192 sec): 3 clusters Score: Raw -10996.561560 + Penalty 319.885420 = -10676.676141 nChanged 73 SP:Iteration 1F (175.354779 sec): 3 clusters Score: Raw -11073.753527 + Penalty 321.638932 = -10752.114594 nChanged 15 SP:Iteration 2F (175.355364 sec): 3 clusters Score: Raw -11091.325599 + Penalty 322.274287 = -10769.051313 nChanged 6 SP:Iteration 3Q (175.355942 sec): 3 clusters Score: Raw -11097.717277 + Penalty 324.090079 = -10773.627199 nChanged 3 SP:Iteration 4Q (175.356509 sec): 3 clusters Score: Raw -11099.496079 + Penalty 322.035282 = -10777.460797 nChanged 2 SP:Iteration 5Q (175.357071 sec): 3 clusters Score: Raw -11101.988426 + Penalty 324.036422 = -10777.952004 nChanged 1 SP:Iteration 6Q (175.357617 sec): 3 clusters Score: Raw -11102.981616 + Penalty 324.036422 = -10778.945194 nChanged 0 SP:Iteration 7F (175.358183 sec): 3 clusters Score: Raw -11102.981616 + Penalty 324.036422 = -10778.945194 nChanged 0 Memory request: 0.01 GB would take us to total of 0.54 GB. Trying to split cluster 18 (1283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (175.362710 sec): 2 clusters Score: Raw -67775.595359 + Penalty 363.616147 = -67411.979213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (175.365128 sec): 3 clusters Score: Raw -67070.748657 + Penalty 733.225788 = -66337.522869 nChanged 493 SP:Iteration 1F (175.367517 sec): 3 clusters Score: Raw -67427.022517 + Penalty 772.606381 = -66654.416136 nChanged 219 SP:Iteration 2F (175.369964 sec): 3 clusters Score: Raw -67656.168197 + Penalty 809.160253 = -66847.007944 nChanged 115 SP:Iteration 3F (175.372396 sec): 3 clusters Score: Raw -67749.449368 + Penalty 830.435355 = -66919.014012 nChanged 62 SP:Iteration 4Q (175.374765 sec): 3 clusters Score: Raw -67796.818877 + Penalty 844.753200 = -66952.065677 nChanged 41 SP:Iteration 5Q (175.377154 sec): 3 clusters Score: Raw -67821.123139 + Penalty 858.691981 = -66962.431158 nChanged 24 SP:Iteration 6Q (175.379529 sec): 3 clusters Score: Raw -67835.597959 + Penalty 873.403137 = -66962.194821 nChanged 22 SP:Iteration 7F (175.381899 sec): 3 clusters Score: Raw -67851.668095 + Penalty 876.715935 = -66974.952160 nChanged 21 SP:Iteration 8Q (175.387579 sec): 3 clusters Score: Raw -67864.086213 + Penalty 883.549639 = -66980.536574 nChanged 12 SP:Iteration 9Q (175.391889 sec): 3 clusters Score: Raw -67872.673717 + Penalty 886.508122 = -66986.165595 nChanged 13 SP:Iteration 10F (175.395531 sec): 3 clusters Score: Raw -67881.002159 + Penalty 888.798401 = -66992.203758 nChanged 8 SP:Iteration 11Q (175.397831 sec): 3 clusters Score: Raw -67882.975526 + Penalty 889.688996 = -66993.286530 nChanged 5 SP:Iteration 12Q (175.400140 sec): 3 clusters Score: Raw -67884.822478 + Penalty 890.371845 = -66994.450633 nChanged 2 SP:Iteration 13Q (175.402431 sec): 3 clusters Score: Raw -67885.373219 + Penalty 890.371845 = -66995.001374 nChanged 0 SP:Iteration 14F (175.404796 sec): 3 clusters Score: Raw -67885.373219 + Penalty 890.371845 = -66995.001374 nChanged 0 Memory request: 0.01 GB would take us to total of 0.54 GB. Trying to split cluster 21 (739 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (175.408531 sec): 2 clusters Score: Raw -40895.193710 + Penalty 202.448127 = -40692.745583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (175.410102 sec): 3 clusters Score: Raw -40470.986019 + Penalty 418.502137 = -40052.483882 nChanged 290 SP:Iteration 1F (175.411605 sec): 3 clusters Score: Raw -40707.318431 + Penalty 422.289653 = -40285.028778 nChanged 69 SP:Iteration 2F (175.413088 sec): 3 clusters Score: Raw -40755.849603 + Penalty 428.059172 = -40327.790432 nChanged 47 SP:Iteration 3F (175.414664 sec): 3 clusters Score: Raw -40796.946240 + Penalty 432.586470 = -40364.359771 nChanged 38 SP:Iteration 4F (175.416201 sec): 3 clusters Score: Raw -40830.871521 + Penalty 433.364972 = -40397.506549 nChanged 27 SP:Iteration 5Q (175.417604 sec): 3 clusters Score: Raw -40849.263823 + Penalty 439.713942 = -40409.549881 nChanged 22 SP:Iteration 6Q (175.418977 sec): 3 clusters Score: Raw -40864.531254 + Penalty 451.001056 = -40413.530198 nChanged 18 SP:Iteration 7Q (175.420400 sec): 3 clusters Score: Raw -40879.412352 + Penalty 450.447868 = -40428.964485 nChanged 14 SP:Iteration 8Q (175.421820 sec): 3 clusters Score: Raw -40893.285941 + Penalty 454.308558 = -40438.977383 nChanged 11 SP:Iteration 9Q (175.423190 sec): 3 clusters Score: Raw -40902.842807 + Penalty 447.278238 = -40455.564569 nChanged 10 SP:Iteration 10F (175.424761 sec): 3 clusters Score: Raw -40912.431591 + Penalty 464.090665 = -40448.340925 nChanged 6 SP:Iteration 11F (175.426239 sec): 3 clusters Score: Raw -40920.128094 + Penalty 477.644986 = -40442.483108 nChanged 5 SP:Iteration 12F (175.427696 sec): 3 clusters Score: Raw -40928.771637 + Penalty 471.437951 = -40457.333687 nChanged 2 SP:Iteration 13Q (175.428926 sec): 3 clusters Score: Raw -40930.182949 + Penalty 467.635616 = -40462.547333 nChanged 1 SP:Iteration 14Q (175.430182 sec): 3 clusters Score: Raw -40930.862984 + Penalty 470.572382 = -40460.290602 nChanged 1 SP:Iteration 15F (175.431654 sec): 3 clusters Score: Raw -40932.848242 + Penalty 470.572382 = -40462.275859 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 22 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (175.432831 sec): 2 clusters Score: Raw -645.661637 + Penalty 183.030720 = -462.630917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (175.433071 sec): 3 clusters Score: Raw -668.370030 + Penalty 363.500257 = -304.869772 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 23 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (175.433962 sec): 2 clusters Score: Raw -661.380196 + Penalty 205.965935 = -455.414261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (175.434196 sec): 3 clusters Score: Raw -709.135794 + Penalty 407.515633 = -301.620161 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 24 (111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (175.435269 sec): 2 clusters Score: Raw -5615.859725 + Penalty 652.909373 = -4962.950353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (175.435698 sec): 3 clusters Score: Raw -5690.202659 + Penalty 1305.728279 = -4384.474380 nChanged 5 SP:Iteration 1Q (175.436104 sec): 3 clusters Score: Raw -5703.744515 + Penalty 1305.744972 = -4397.999544 nChanged 1 SP:Iteration 2Q (175.436505 sec): 3 clusters Score: Raw -5708.195216 + Penalty 1305.744972 = -4402.450244 nChanged 0 SP:Iteration 3F (175.436928 sec): 3 clusters Score: Raw -5708.195216 + Penalty 1305.744972 = -4402.450244 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 25 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (175.437773 sec): 2 clusters Score: Raw -449.131889 + Penalty 184.932525 = -264.199364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (175.437994 sec): 3 clusters Score: Raw -449.800360 + Penalty 368.770761 = -81.029599 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 27 (192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (175.439373 sec): 2 clusters Score: Raw -10617.496608 + Penalty 478.247651 = -10139.248957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (175.439937 sec): 3 clusters Score: Raw -10583.636865 + Penalty 949.821104 = -9633.815761 nChanged 33 SP:Iteration 1F (175.440492 sec): 3 clusters Score: Raw -10630.296074 + Penalty 948.350497 = -9681.945577 nChanged 12 SP:Iteration 2F (175.441075 sec): 3 clusters Score: Raw -10647.860194 + Penalty 944.764622 = -9703.095572 nChanged 5 SP:Iteration 3Q (175.441604 sec): 3 clusters Score: Raw -10654.939651 + Penalty 944.737131 = -9710.202520 nChanged 6 SP:Iteration 4Q (175.442131 sec): 3 clusters Score: Raw -10660.634620 + Penalty 944.024345 = -9716.610276 nChanged 4 SP:Iteration 5Q (175.442659 sec): 3 clusters Score: Raw -10665.853004 + Penalty 942.811710 = -9723.041294 nChanged 3 SP:Iteration 6Q (175.443182 sec): 3 clusters Score: Raw -10668.764579 + Penalty 942.790789 = -9725.973790 nChanged 2 SP:Iteration 7Q (175.443705 sec): 3 clusters Score: Raw -10671.753201 + Penalty 941.264845 = -9730.488355 nChanged 1 SP:Iteration 8Q (175.444228 sec): 3 clusters Score: Raw -10673.286489 + Penalty 941.420416 = -9731.866073 nChanged 1 SP:Iteration 9Q (175.444750 sec): 3 clusters Score: Raw -10674.566779 + Penalty 941.420416 = -9733.146363 nChanged 0 SP:Iteration 10F (175.445286 sec): 3 clusters Score: Raw -10674.566779 + Penalty 941.420416 = -9733.146363 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 28 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (175.446407 sec): 2 clusters Score: Raw -5465.097129 + Penalty 497.766576 = -4967.330554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (175.446779 sec): 3 clusters Score: Raw -5514.117972 + Penalty 994.744853 = -4519.373119 nChanged 4 SP:Iteration 1Q (175.447135 sec): 3 clusters Score: Raw -5527.185994 + Penalty 994.744853 = -4532.441141 nChanged 0 SP:Iteration 2F (175.447501 sec): 3 clusters Score: Raw -5527.185994 + Penalty 994.744853 = -4532.441141 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 31 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (175.448356 sec): 2 clusters Score: Raw -1126.510072 + Penalty 283.032550 = -843.477521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (175.448608 sec): 3 clusters Score: Raw -1182.584370 + Penalty 568.015650 = -614.568720 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 32 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (175.449401 sec): 2 clusters Score: Raw -501.953385 + Penalty 173.888537 = -328.064848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (175.449625 sec): 3 clusters Score: Raw -526.886422 + Penalty 353.928126 = -172.958296 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 33 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (175.451004 sec): 2 clusters Score: Raw -4906.540855 + Penalty 380.412046 = -4526.128809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (175.451442 sec): 3 clusters Score: Raw -4949.439753 + Penalty 767.275564 = -4182.164188 nChanged 21 SP:Iteration 1F (175.451872 sec): 3 clusters Score: Raw -4993.040961 + Penalty 769.304023 = -4223.736938 nChanged 2 SP:Iteration 2Q (175.452292 sec): 3 clusters Score: Raw -4999.841655 + Penalty 769.304023 = -4230.537632 nChanged 0 SP:Iteration 3F (175.452721 sec): 3 clusters Score: Raw -4999.841655 + Penalty 769.304023 = -4230.537632 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 34 (153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (175.453977 sec): 2 clusters Score: Raw -9326.193231 + Penalty 644.491899 = -8681.701332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (175.454458 sec): 3 clusters Score: Raw -9387.150708 + Penalty 1289.163655 = -8097.987053 nChanged 20 SP:Iteration 1F (175.454934 sec): 3 clusters Score: Raw -9448.564055 + Penalty 1289.212219 = -8159.351837 nChanged 5 SP:Iteration 2Q (175.455386 sec): 3 clusters Score: Raw -9468.268405 + Penalty 1289.235284 = -8179.033122 nChanged 5 SP:Iteration 3Q (175.455862 sec): 3 clusters Score: Raw -9481.069880 + Penalty 1289.235284 = -8191.834596 nChanged 0 SP:Iteration 4F (175.456336 sec): 3 clusters Score: Raw -9481.069880 + Penalty 1289.235284 = -8191.834596 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 36 (117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (175.457481 sec): 2 clusters Score: Raw -6739.152952 + Penalty 625.888717 = -6113.264235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (175.457903 sec): 3 clusters Score: Raw -6874.264647 + Penalty 1251.825967 = -5622.438680 nChanged 8 SP:Iteration 1F (175.458319 sec): 3 clusters Score: Raw -6895.080774 + Penalty 1251.735760 = -5643.345014 nChanged 1 SP:Iteration 2Q (175.458711 sec): 3 clusters Score: Raw -6898.134486 + Penalty 1251.735760 = -5646.398726 nChanged 0 SP:Iteration 3F (175.459125 sec): 3 clusters Score: Raw -6898.134486 + Penalty 1251.735760 = -5646.398726 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 37 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (175.460131 sec): 2 clusters Score: Raw -3599.882430 + Penalty 421.553761 = -3178.328668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (175.460475 sec): 3 clusters Score: Raw -3639.997262 + Penalty 846.242244 = -2793.755018 nChanged 3 SP:Iteration 1Q (175.460804 sec): 3 clusters Score: Raw -3646.867366 + Penalty 847.391276 = -2799.476090 nChanged 1 SP:Iteration 2Q (175.461129 sec): 3 clusters Score: Raw -3650.432178 + Penalty 847.391276 = -2803.040902 nChanged 0 SP:Iteration 3F (175.461474 sec): 3 clusters Score: Raw -3650.432178 + Penalty 847.391276 = -2803.040902 nChanged 0 Memory request: 0.01 GB would take us to total of 0.54 GB. Trying to split cluster 38 (751 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (175.465672 sec): 2 clusters Score: Raw -37451.463029 + Penalty 64.036995 = -37387.426035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (175.467255 sec): 3 clusters Score: Raw -37014.406265 + Penalty 156.877370 = -36857.528896 nChanged 363 SP:Iteration 1F (175.468853 sec): 3 clusters Score: Raw -37607.578763 + Penalty 151.074820 = -37456.503943 nChanged 75 SP:Iteration 2F (175.470437 sec): 3 clusters Score: Raw -37750.993375 + Penalty 146.526038 = -37604.467337 nChanged 32 SP:Iteration 3Q (175.471917 sec): 3 clusters Score: Raw -37818.297745 + Penalty 142.426669 = -37675.871077 nChanged 29 SP:Iteration 4Q (175.473373 sec): 3 clusters Score: Raw -37910.152943 + Penalty 139.321320 = -37770.831623 nChanged 28 SP:Iteration 5Q (175.474823 sec): 3 clusters Score: Raw -37989.564106 + Penalty 136.878263 = -37852.685843 nChanged 24 SP:Iteration 6Q (175.476261 sec): 3 clusters Score: Raw -38026.003164 + Penalty 137.687724 = -37888.315440 nChanged 13 SP:Iteration 7Q (175.477677 sec): 3 clusters Score: Raw -38046.015409 + Penalty 136.682065 = -37909.333344 nChanged 8 SP:Iteration 8Q (175.479082 sec): 3 clusters Score: Raw -38055.167528 + Penalty 136.145750 = -37919.021778 nChanged 4 SP:Iteration 9Q (175.480505 sec): 3 clusters Score: Raw -38059.291394 + Penalty 136.469500 = -37922.821894 nChanged 5 SP:Iteration 10F (175.482002 sec): 3 clusters Score: Raw -38062.717101 + Penalty 136.415957 = -37926.301144 nChanged 5 SP:Iteration 11Q (175.483442 sec): 3 clusters Score: Raw -38064.685667 + Penalty 136.278163 = -37928.407504 nChanged 3 SP:Iteration 12Q (175.484892 sec): 3 clusters Score: Raw -38065.614887 + Penalty 136.173206 = -37929.441681 nChanged 1 SP:Iteration 13Q (175.486318 sec): 3 clusters Score: Raw -38065.798798 + Penalty 136.033488 = -37929.765310 nChanged 1 SP:Iteration 14Q (175.487730 sec): 3 clusters Score: Raw -38066.160383 + Penalty 136.066813 = -37930.093570 nChanged 4 SP:Iteration 15Q (175.489159 sec): 3 clusters Score: Raw -38068.375104 + Penalty 135.526537 = -37932.848567 nChanged 4 SP:Iteration 16Q (175.490648 sec): 3 clusters Score: Raw -38069.780340 + Penalty 135.388903 = -37934.391437 nChanged 2 SP:Iteration 17Q (175.492089 sec): 3 clusters Score: Raw -38069.976012 + Penalty 135.388903 = -37934.587109 nChanged 0 SP:Iteration 18F (175.493575 sec): 3 clusters Score: Raw -38069.976012 + Penalty 135.388903 = -37934.587109 nChanged 0 Score: Raw -3031592.830957 + Penalty 99709.837226 = -2931882.993731 Splitting cluster 38 changes total score from -2899976.650796 to -2931882.993731 So it's getting split into cluster 20. Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 41 (155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.657465 sec): 2 clusters Score: Raw -8117.843320 + Penalty 547.303802 = -7570.539518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.657960 sec): 3 clusters Score: Raw -8132.189015 + Penalty 1095.817459 = -7036.371556 nChanged 23 SP:Iteration 1F (178.658445 sec): 3 clusters Score: Raw -8184.442361 + Penalty 1096.596865 = -7087.845495 nChanged 5 SP:Iteration 2Q (178.658908 sec): 3 clusters Score: Raw -8199.187647 + Penalty 1096.596865 = -7102.590781 nChanged 0 SP:Iteration 3F (178.659390 sec): 3 clusters Score: Raw -8199.187647 + Penalty 1096.596865 = -7102.590781 nChanged 0 Memory request: 0.01 GB would take us to total of 0.54 GB. Trying to split cluster 43 (989 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.662862 sec): 2 clusters Score: Raw -51003.399376 + Penalty 48.258672 = -50955.140704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.664876 sec): 3 clusters Score: Raw -50393.170712 + Penalty 100.777992 = -50292.392720 nChanged 434 SP:Iteration 1F (178.666799 sec): 3 clusters Score: Raw -50799.256141 + Penalty 102.858899 = -50696.397241 nChanged 46 SP:Iteration 2Q (178.668725 sec): 3 clusters Score: Raw -50898.814420 + Penalty 102.096527 = -50796.717893 nChanged 29 SP:Iteration 3Q (178.670549 sec): 3 clusters Score: Raw -50929.174221 + Penalty 101.319838 = -50827.854383 nChanged 16 SP:Iteration 4Q (178.672273 sec): 3 clusters Score: Raw -50937.593188 + Penalty 99.109894 = -50838.483295 nChanged 19 SP:Iteration 5Q (178.673983 sec): 3 clusters Score: Raw -50947.291850 + Penalty 98.695777 = -50848.596072 nChanged 21 SP:Iteration 6Q (178.675688 sec): 3 clusters Score: Raw -50952.768350 + Penalty 98.445717 = -50854.322633 nChanged 14 SP:Iteration 7Q (178.677390 sec): 3 clusters Score: Raw -50958.030224 + Penalty 97.721155 = -50860.309069 nChanged 18 SP:Iteration 8Q (178.679095 sec): 3 clusters Score: Raw -50970.064588 + Penalty 97.173485 = -50872.891104 nChanged 23 SP:Iteration 9Q (178.680843 sec): 3 clusters Score: Raw -50981.784655 + Penalty 96.881486 = -50884.903169 nChanged 21 SP:Iteration 10F (178.682776 sec): 3 clusters Score: Raw -50996.442078 + Penalty 96.495206 = -50899.946872 nChanged 27 SP:Iteration 11Q (178.684593 sec): 3 clusters Score: Raw -51025.365806 + Penalty 96.330729 = -50929.035077 nChanged 24 SP:Iteration 12Q (178.686306 sec): 3 clusters Score: Raw -51053.811358 + Penalty 96.265146 = -50957.546212 nChanged 21 SP:Iteration 13Q (178.687995 sec): 3 clusters Score: Raw -51077.063833 + Penalty 96.381326 = -50980.682507 nChanged 9 SP:Iteration 14Q (178.689678 sec): 3 clusters Score: Raw -51092.107153 + Penalty 96.710774 = -50995.396379 nChanged 7 SP:Iteration 15Q (178.691363 sec): 3 clusters Score: Raw -51130.493119 + Penalty 96.661249 = -51033.831870 nChanged 6 SP:Iteration 16Q (178.693011 sec): 3 clusters Score: Raw -51137.462579 + Penalty 96.629922 = -51040.832656 nChanged 4 SP:Iteration 17Q (178.694684 sec): 3 clusters Score: Raw -51138.305225 + Penalty 96.615656 = -51041.689569 nChanged 2 SP:Iteration 18Q (178.696325 sec): 3 clusters Score: Raw -51138.622115 + Penalty 96.615656 = -51042.006459 nChanged 0 SP:Iteration 19F (178.698231 sec): 3 clusters Score: Raw -51138.622115 + Penalty 96.615656 = -51042.006459 nChanged 0 Score: Raw -3031728.053199 + Penalty 99786.790109 = -2931941.263090 Splitting cluster 43 changes total score from -2899976.650796 to -2931941.263090 So it's getting split into cluster 26. Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 44 (118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.884727 sec): 2 clusters Score: Raw -5797.968072 + Penalty 124.764150 = -5673.203923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.885176 sec): 3 clusters Score: Raw -5759.891297 + Penalty 256.826331 = -5503.064965 nChanged 39 SP:Iteration 1F (181.885619 sec): 3 clusters Score: Raw -5818.503972 + Penalty 262.286451 = -5556.217521 nChanged 17 SP:Iteration 2F (181.886049 sec): 3 clusters Score: Raw -5853.507221 + Penalty 260.880543 = -5592.626678 nChanged 9 SP:Iteration 3F (181.886481 sec): 3 clusters Score: Raw -5876.476399 + Penalty 257.523031 = -5618.953368 nChanged 6 SP:Iteration 4F (181.886910 sec): 3 clusters Score: Raw -5887.385259 + Penalty 257.523031 = -5629.862228 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 45 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.887942 sec): 2 clusters Score: Raw -1551.959418 + Penalty 190.761673 = -1361.197745 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.888218 sec): 3 clusters Score: Raw -1585.003548 + Penalty 381.523374 = -1203.480175 nChanged 2 SP:Iteration 1F (181.888493 sec): 3 clusters Score: Raw -1589.312071 + Penalty 381.523374 = -1207.788698 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 46 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.889517 sec): 2 clusters Score: Raw -2617.877191 + Penalty 436.063228 = -2181.813963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.889833 sec): 3 clusters Score: Raw -2703.576598 + Penalty 871.547456 = -1832.029142 nChanged 2 SP:Iteration 1Q (181.890126 sec): 3 clusters Score: Raw -2724.056589 + Penalty 871.547456 = -1852.509133 nChanged 0 SP:Iteration 2F (181.890433 sec): 3 clusters Score: Raw -2724.056589 + Penalty 871.547456 = -1852.509133 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 47 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.891342 sec): 2 clusters Score: Raw -297.408708 + Penalty 114.050564 = -183.358144 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.891564 sec): 3 clusters Score: Raw -300.069114 + Penalty 231.720800 = -68.348314 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 48 (175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.892915 sec): 2 clusters Score: Raw -8323.039984 + Penalty 221.137713 = -8101.902271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.893460 sec): 3 clusters Score: Raw -8293.259399 + Penalty 442.879812 = -7850.379587 nChanged 42 SP:Iteration 1F (181.893994 sec): 3 clusters Score: Raw -8340.988550 + Penalty 446.332799 = -7894.655751 nChanged 7 SP:Iteration 2Q (181.894521 sec): 3 clusters Score: Raw -8351.243285 + Penalty 450.291981 = -7900.951304 nChanged 6 SP:Iteration 3Q (181.895045 sec): 3 clusters Score: Raw -8357.952112 + Penalty 453.299245 = -7904.652867 nChanged 2 SP:Iteration 4Q (181.895563 sec): 3 clusters Score: Raw -8361.716365 + Penalty 457.708037 = -7904.008328 nChanged 6 SP:Iteration 5F (181.896093 sec): 3 clusters Score: Raw -8374.487792 + Penalty 466.003503 = -7908.484289 nChanged 4 SP:Iteration 6Q (181.896606 sec): 3 clusters Score: Raw -8382.601388 + Penalty 466.003503 = -7916.597885 nChanged 0 SP:Iteration 7F (181.897128 sec): 3 clusters Score: Raw -8382.601388 + Penalty 466.003503 = -7916.597885 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 49 (88 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.898297 sec): 2 clusters Score: Raw -4064.977498 + Penalty 259.738601 = -3805.238897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.898700 sec): 3 clusters Score: Raw -4093.903895 + Penalty 525.006628 = -3568.897268 nChanged 11 SP:Iteration 1F (181.899064 sec): 3 clusters Score: Raw -4110.467705 + Penalty 525.006628 = -3585.461077 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 50 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.899903 sec): 2 clusters Score: Raw -585.361026 + Penalty 190.133034 = -395.227992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.900130 sec): 3 clusters Score: Raw -604.937243 + Penalty 382.198627 = -222.738616 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 51 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.900980 sec): 2 clusters Score: Raw -1801.737611 + Penalty 343.252050 = -1458.485561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.901245 sec): 3 clusters Score: Raw -1875.280682 + Penalty 685.477093 = -1189.803589 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 54 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.902115 sec): 2 clusters Score: Raw -2014.662258 + Penalty 297.066346 = -1717.595912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.902395 sec): 3 clusters Score: Raw -2069.493976 + Penalty 593.639645 = -1475.854331 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 55 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.903214 sec): 2 clusters Score: Raw -790.264677 + Penalty 222.150139 = -568.114538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.903455 sec): 3 clusters Score: Raw -845.164714 + Penalty 438.877387 = -406.287327 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 56 (100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.904479 sec): 2 clusters Score: Raw -5126.396110 + Penalty 589.104241 = -4537.291869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.904877 sec): 3 clusters Score: Raw -5204.639089 + Penalty 1178.420307 = -4026.218782 nChanged 1 SP:Iteration 1Q (181.905245 sec): 3 clusters Score: Raw -5207.044078 + Penalty 1178.420307 = -4028.623772 nChanged 0 SP:Iteration 2F (181.905631 sec): 3 clusters Score: Raw -5207.044078 + Penalty 1178.420307 = -4028.623772 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 57 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.906533 sec): 2 clusters Score: Raw -2286.254146 + Penalty 332.629152 = -1953.624994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.906810 sec): 3 clusters Score: Raw -2310.440707 + Penalty 669.502607 = -1640.938100 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 58 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.907671 sec): 2 clusters Score: Raw -1722.043268 + Penalty 287.213428 = -1434.829841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.907945 sec): 3 clusters Score: Raw -1753.988301 + Penalty 588.350403 = -1165.637898 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 59 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.908730 sec): 2 clusters Score: Raw -391.482931 + Penalty 119.360554 = -272.122377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.908950 sec): 3 clusters Score: Raw -408.572868 + Penalty 276.413127 = -132.159741 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 60 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.909827 sec): 2 clusters Score: Raw -2214.271600 + Penalty 366.276148 = -1847.995452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.910138 sec): 3 clusters Score: Raw -2302.854784 + Penalty 731.500393 = -1571.354392 nChanged 0 Memory request: 0.00 GB would take us to total of 0.54 GB. Trying to split cluster 61 (285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.912231 sec): 2 clusters Score: Raw -15014.518917 + Penalty 547.669806 = -14466.849111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.912940 sec): 3 clusters Score: Raw -14940.366745 + Penalty 1095.359392 = -13845.007353 nChanged 70 SP:Iteration 1F (181.913651 sec): 3 clusters Score: Raw -15011.361671 + Penalty 1095.386387 = -13915.975284 nChanged 14 SP:Iteration 2Q (181.914338 sec): 3 clusters Score: Raw -15034.614863 + Penalty 1096.718339 = -13937.896523 nChanged 10 SP:Iteration 3Q (181.915023 sec): 3 clusters Score: Raw -15045.768943 + Penalty 1098.458644 = -13947.310300 nChanged 6 SP:Iteration 4Q (181.915703 sec): 3 clusters Score: Raw -15051.825887 + Penalty 1099.409839 = -13952.416048 nChanged 4 SP:Iteration 5Q (181.916381 sec): 3 clusters Score: Raw -15057.554956 + Penalty 1101.639911 = -13955.915046 nChanged 4 SP:Iteration 6Q (181.917061 sec): 3 clusters Score: Raw -15062.368059 + Penalty 1101.639911 = -13960.728148 nChanged 0 SP:Iteration 7F (181.917774 sec): 3 clusters Score: Raw -15062.368059 + Penalty 1101.639911 = -13960.728148 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 62 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.919219 sec): 2 clusters Score: Raw -8165.529608 + Penalty 690.774030 = -7474.755579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.919709 sec): 3 clusters Score: Raw -8219.884722 + Penalty 1381.687579 = -6838.197143 nChanged 16 SP:Iteration 1F (181.920190 sec): 3 clusters Score: Raw -8259.965063 + Penalty 1381.723317 = -6878.241746 nChanged 3 SP:Iteration 2Q (181.920652 sec): 3 clusters Score: Raw -8279.737639 + Penalty 1381.698320 = -6898.039319 nChanged 1 SP:Iteration 3Q (181.921110 sec): 3 clusters Score: Raw -8284.583187 + Penalty 1381.825693 = -6902.757494 nChanged 1 SP:Iteration 4Q (181.921586 sec): 3 clusters Score: Raw -8289.622061 + Penalty 1381.706936 = -6907.915125 nChanged 1 SP:Iteration 5Q (181.922039 sec): 3 clusters Score: Raw -8291.604118 + Penalty 1381.706936 = -6909.897182 nChanged 0 SP:Iteration 6F (181.922519 sec): 3 clusters Score: Raw -8291.604118 + Penalty 1381.706936 = -6909.897182 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 63 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.923455 sec): 2 clusters Score: Raw -1865.530466 + Penalty 355.266025 = -1510.264441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.923734 sec): 3 clusters Score: Raw -1936.710494 + Penalty 710.532050 = -1226.178444 nChanged 1 SP:Iteration 1Q (181.923993 sec): 3 clusters Score: Raw -1939.909274 + Penalty 710.532050 = -1229.377224 nChanged 0 SP:Iteration 2F (181.924262 sec): 3 clusters Score: Raw -1939.909274 + Penalty 710.532050 = -1229.377224 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 64 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.925079 sec): 2 clusters Score: Raw -699.456022 + Penalty 236.957280 = -462.498743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.925311 sec): 3 clusters Score: Raw -735.915554 + Penalty 467.555544 = -268.360010 nChanged 0 Memory request: 0.01 GB would take us to total of 0.54 GB. Trying to split cluster 68 (1680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.932954 sec): 2 clusters Score: Raw -90079.836718 + Penalty 58.118596 = -90021.718123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.936222 sec): 3 clusters Score: Raw -88970.927879 + Penalty 125.831976 = -88845.095903 nChanged 802 SP:Iteration 1F (181.939341 sec): 3 clusters Score: Raw -89954.832657 + Penalty 113.520085 = -89841.312572 nChanged 71 SP:Iteration 2Q (181.942234 sec): 3 clusters Score: Raw -90116.065587 + Penalty 115.159986 = -90000.905601 nChanged 13 SP:Iteration 3Q (181.944700 sec): 3 clusters Score: Raw -90133.755953 + Penalty 113.166286 = -90020.589667 nChanged 14 SP:Iteration 4Q (181.947247 sec): 3 clusters Score: Raw -90142.705447 + Penalty 114.549688 = -90028.155759 nChanged 13 SP:Iteration 5Q (181.949761 sec): 3 clusters Score: Raw -90150.600221 + Penalty 114.827957 = -90035.772265 nChanged 14 SP:Iteration 6Q (181.952210 sec): 3 clusters Score: Raw -90155.415789 + Penalty 114.854198 = -90040.561591 nChanged 5 SP:Iteration 7Q (181.954684 sec): 3 clusters Score: Raw -90156.471247 + Penalty 114.211527 = -90042.259720 nChanged 7 SP:Iteration 8Q (181.957265 sec): 3 clusters Score: Raw -90157.846478 + Penalty 114.110534 = -90043.735945 nChanged 1 SP:Iteration 9Q (181.959709 sec): 3 clusters Score: Raw -90157.951152 + Penalty 114.103606 = -90043.847546 nChanged 1 SP:Iteration 10F (181.962721 sec): 3 clusters Score: Raw -90158.032096 + Penalty 114.103606 = -90043.928490 nChanged 0 Score: Raw -3031806.249133 + Penalty 99869.525509 = -2931936.723623 Splitting cluster 68 changes total score from -2899976.650796 to -2931936.723623 So it's getting split into cluster 29. Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 70 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.183492 sec): 2 clusters Score: Raw -839.761278 + Penalty 244.100768 = -595.660510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.183752 sec): 3 clusters Score: Raw -911.189155 + Penalty 488.201536 = -422.987619 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 71 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.184438 sec): 2 clusters Score: Raw -3192.079685 + Penalty 359.381077 = -2832.698609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.184773 sec): 3 clusters Score: Raw -3235.957192 + Penalty 719.168992 = -2516.788200 nChanged 2 SP:Iteration 1Q (185.185093 sec): 3 clusters Score: Raw -3242.714061 + Penalty 720.238651 = -2522.475410 nChanged 1 SP:Iteration 2Q (185.185408 sec): 3 clusters Score: Raw -3244.775516 + Penalty 720.238651 = -2524.536864 nChanged 0 SP:Iteration 3F (185.185733 sec): 3 clusters Score: Raw -3244.775516 + Penalty 720.238651 = -2524.536864 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 72 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.186253 sec): 2 clusters Score: Raw -737.671297 + Penalty 191.188322 = -546.482976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.186487 sec): 3 clusters Score: Raw -776.020729 + Penalty 381.747301 = -394.273428 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 73 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.186983 sec): 2 clusters Score: Raw -439.453831 + Penalty 161.089878 = -278.363953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.187202 sec): 3 clusters Score: Raw -434.887565 + Penalty 346.477088 = -88.410477 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 74 (65 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.187853 sec): 2 clusters Score: Raw -3650.507394 + Penalty 450.062044 = -3200.445350 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.188180 sec): 3 clusters Score: Raw -3694.775101 + Penalty 900.140876 = -2794.634225 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 75 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.188666 sec): 2 clusters Score: Raw -123.282533 + Penalty 49.099005 = -74.183528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.188894 sec): 2 clusters Score: Raw -123.282533 + Penalty 49.099005 = -74.183528 nChanged 0 Memory request: 0.01 GB would take us to total of 0.54 GB. Trying to split cluster 77 (811 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.193024 sec): 2 clusters Score: Raw -45000.413273 + Penalty 426.497358 = -44573.915915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.194672 sec): 3 clusters Score: Raw -44572.016392 + Penalty 852.405798 = -43719.610594 nChanged 277 SP:Iteration 1F (185.196277 sec): 3 clusters Score: Raw -44738.794140 + Penalty 854.256971 = -43884.537169 nChanged 96 SP:Iteration 2F (185.197853 sec): 3 clusters Score: Raw -44823.510701 + Penalty 859.524864 = -43963.985837 nChanged 73 SP:Iteration 3F (185.199424 sec): 3 clusters Score: Raw -44888.984051 + Penalty 872.465467 = -44016.518583 nChanged 47 SP:Iteration 4F (185.200993 sec): 3 clusters Score: Raw -44933.420652 + Penalty 894.370622 = -44039.050030 nChanged 43 SP:Iteration 5F (185.202607 sec): 3 clusters Score: Raw -44972.666949 + Penalty 912.329030 = -44060.337918 nChanged 29 SP:Iteration 6Q (185.204175 sec): 3 clusters Score: Raw -44993.899369 + Penalty 928.803408 = -44065.095961 nChanged 24 SP:Iteration 7Q (185.205720 sec): 3 clusters Score: Raw -45011.157139 + Penalty 947.782601 = -44063.374539 nChanged 24 SP:Iteration 8F (185.207293 sec): 3 clusters Score: Raw -45030.853214 + Penalty 974.923509 = -44055.929705 nChanged 23 SP:Iteration 9F (185.208864 sec): 3 clusters Score: Raw -45054.941137 + Penalty 988.925704 = -44066.015433 nChanged 14 SP:Iteration 10F (185.210433 sec): 3 clusters Score: Raw -45066.940980 + Penalty 999.353381 = -44067.587599 nChanged 10 SP:Iteration 11Q (185.211912 sec): 3 clusters Score: Raw -45079.322036 + Penalty 1010.258160 = -44069.063876 nChanged 9 SP:Iteration 12Q (185.213362 sec): 3 clusters Score: Raw -45086.470193 + Penalty 1012.739868 = -44073.730325 nChanged 4 SP:Iteration 13Q (185.214798 sec): 3 clusters Score: Raw -45088.202724 + Penalty 1013.753808 = -44074.448916 nChanged 3 SP:Iteration 14Q (185.216289 sec): 3 clusters Score: Raw -45091.776296 + Penalty 1014.520391 = -44077.255904 nChanged 1 SP:Iteration 15Q (185.217741 sec): 3 clusters Score: Raw -45092.832181 + Penalty 1015.865765 = -44076.966416 nChanged 2 SP:Iteration 16F (185.219333 sec): 3 clusters Score: Raw -45093.219543 + Penalty 1017.898868 = -44075.320675 nChanged 1 SP:Iteration 17F (185.220902 sec): 3 clusters Score: Raw -45093.550771 + Penalty 1018.776627 = -44074.774144 nChanged 1 SP:Iteration 18F (185.222510 sec): 3 clusters Score: Raw -45093.806444 + Penalty 1018.776627 = -44075.029817 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 78 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.223734 sec): 2 clusters Score: Raw -1290.685565 + Penalty 249.962141 = -1040.723425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.223993 sec): 3 clusters Score: Raw -1331.340562 + Penalty 499.924281 = -831.416280 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 79 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.224517 sec): 2 clusters Score: Raw -943.859038 + Penalty 255.270918 = -688.588120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.224753 sec): 3 clusters Score: Raw -980.165955 + Penalty 507.568030 = -472.597924 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 80 (59 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.225409 sec): 2 clusters Score: Raw -3051.425403 + Penalty 428.744069 = -2622.681334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.225726 sec): 3 clusters Score: Raw -3125.248459 + Penalty 843.893723 = -2281.354736 nChanged 2 SP:Iteration 1Q (185.226024 sec): 3 clusters Score: Raw -3133.396896 + Penalty 843.893723 = -2289.503174 nChanged 0 SP:Iteration 2F (185.226371 sec): 3 clusters Score: Raw -3133.396896 + Penalty 843.893723 = -2289.503174 nChanged 0 Memory request: 0.00 GB would take us to total of 0.54 GB. Trying to split cluster 84 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.227401 sec): 2 clusters Score: Raw -7274.640847 + Penalty 753.860166 = -6520.780681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.227986 sec): 3 clusters Score: Raw -7367.743631 + Penalty 1505.699181 = -5862.044450 nChanged 30 SP:Iteration 1F (185.228542 sec): 3 clusters Score: Raw -7453.899077 + Penalty 1506.910224 = -5946.988853 nChanged 11 SP:Iteration 2F (185.229103 sec): 3 clusters Score: Raw -7489.518112 + Penalty 1505.603782 = -5983.914330 nChanged 6 SP:Iteration 3Q (185.229627 sec): 3 clusters Score: Raw -7520.545798 + Penalty 1508.202275 = -6012.343523 nChanged 5 SP:Iteration 4Q (185.230142 sec): 3 clusters Score: Raw -7542.400781 + Penalty 1509.302687 = -6033.098094 nChanged 2 SP:Iteration 5Q (185.230652 sec): 3 clusters Score: Raw -7548.643630 + Penalty 1509.298736 = -6039.344894 nChanged 1 SP:Iteration 6Q (185.231160 sec): 3 clusters Score: Raw -7552.002268 + Penalty 1509.298736 = -6042.703532 nChanged 0 SP:Iteration 7F (185.231719 sec): 3 clusters Score: Raw -7552.002268 + Penalty 1509.298736 = -6042.703532 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 85 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.232256 sec): 2 clusters Score: Raw -581.897900 + Penalty 175.020144 = -406.877756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.232481 sec): 3 clusters Score: Raw -614.757521 + Penalty 325.152471 = -289.605051 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 86 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.232993 sec): 2 clusters Score: Raw -716.903108 + Penalty 196.772976 = -520.130132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.233222 sec): 3 clusters Score: Raw -748.521880 + Penalty 407.885681 = -340.636199 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 87 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.233771 sec): 2 clusters Score: Raw -1686.552540 + Penalty 345.379073 = -1341.173467 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.234030 sec): 3 clusters Score: Raw -1759.449866 + Penalty 684.271829 = -1075.178037 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 88 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.234533 sec): 2 clusters Score: Raw -538.967630 + Penalty 210.994439 = -327.973191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.234758 sec): 3 clusters Score: Raw -556.321710 + Penalty 433.715929 = -122.605780 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 90 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.235271 sec): 2 clusters Score: Raw -771.860552 + Penalty 236.328858 = -535.531694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.235506 sec): 3 clusters Score: Raw -843.958737 + Penalty 480.674831 = -363.283906 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 93 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.235997 sec): 2 clusters Score: Raw -308.042832 + Penalty 127.656046 = -180.386787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.236195 sec): 2 clusters Score: Raw -308.042832 + Penalty 127.656046 = -180.386787 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 94 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.236728 sec): 2 clusters Score: Raw -579.111000 + Penalty 173.313832 = -405.797168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.236954 sec): 3 clusters Score: Raw -597.682019 + Penalty 355.615771 = -242.066248 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 95 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.237544 sec): 2 clusters Score: Raw -2163.444622 + Penalty 54.107397 = -2109.337225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.237839 sec): 3 clusters Score: Raw -2151.018313 + Penalty 108.447160 = -2042.571153 nChanged 13 SP:Iteration 1F (185.238130 sec): 3 clusters Score: Raw -2167.621990 + Penalty 109.549847 = -2058.072144 nChanged 5 SP:Iteration 2F (185.238418 sec): 3 clusters Score: Raw -2173.320139 + Penalty 110.451608 = -2062.868531 nChanged 2 SP:Iteration 3Q (185.238700 sec): 3 clusters Score: Raw -2175.897545 + Penalty 108.440283 = -2067.457262 nChanged 1 SP:Iteration 4Q (185.238981 sec): 3 clusters Score: Raw -2182.218249 + Penalty 108.966280 = -2073.251968 nChanged 1 SP:Iteration 5Q (185.239258 sec): 3 clusters Score: Raw -2185.114911 + Penalty 107.360167 = -2077.754743 nChanged 1 SP:Iteration 6Q (185.239534 sec): 3 clusters Score: Raw -2188.732997 + Penalty 107.360167 = -2081.372829 nChanged 0 SP:Iteration 7F (185.239822 sec): 3 clusters Score: Raw -2188.732997 + Penalty 107.360167 = -2081.372829 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 96 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.240317 sec): 2 clusters Score: Raw -465.364938 + Penalty 190.359481 = -275.005457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.240532 sec): 3 clusters Score: Raw -490.111568 + Penalty 360.111991 = -129.999577 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 97 (73 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.241217 sec): 2 clusters Score: Raw -4357.322867 + Penalty 460.658567 = -3896.664300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.241562 sec): 3 clusters Score: Raw -4404.682409 + Penalty 917.595345 = -3487.087064 nChanged 2 SP:Iteration 1Q (185.241887 sec): 3 clusters Score: Raw -4409.153848 + Penalty 918.881716 = -3490.272133 nChanged 2 SP:Iteration 2Q (185.242210 sec): 3 clusters Score: Raw -4417.444240 + Penalty 919.501218 = -3497.943022 nChanged 1 SP:Iteration 3Q (185.242531 sec): 3 clusters Score: Raw -4420.453353 + Penalty 919.501218 = -3500.952135 nChanged 0 SP:Iteration 4F (185.242866 sec): 3 clusters Score: Raw -4420.453353 + Penalty 919.501218 = -3500.952135 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 98 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.243675 sec): 2 clusters Score: Raw -5961.477248 + Penalty 166.973362 = -5794.503886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.244104 sec): 3 clusters Score: Raw -5948.380555 + Penalty 392.261358 = -5556.119197 nChanged 34 SP:Iteration 1F (185.244524 sec): 3 clusters Score: Raw -6006.810767 + Penalty 435.742961 = -5571.067807 nChanged 13 SP:Iteration 2F (185.244944 sec): 3 clusters Score: Raw -6029.140639 + Penalty 435.742961 = -5593.397679 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 99 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.245469 sec): 2 clusters Score: Raw -844.560202 + Penalty 263.802728 = -580.757474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.245706 sec): 3 clusters Score: Raw -913.110015 + Penalty 537.954967 = -375.155048 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 102 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.246198 sec): 2 clusters Score: Raw -344.213736 + Penalty 133.830025 = -210.383712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.246445 sec): 3 clusters Score: Raw -352.912021 + Penalty 301.426028 = -51.485993 nChanged 0 Memory request: 0.00 GB would take us to total of 0.54 GB. Trying to split cluster 103 (324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.248286 sec): 2 clusters Score: Raw -17906.595200 + Penalty 92.654176 = -17813.941024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.249055 sec): 3 clusters Score: Raw -17753.243269 + Penalty 177.055163 = -17576.188106 nChanged 129 SP:Iteration 1F (185.249833 sec): 3 clusters Score: Raw -17883.972737 + Penalty 170.600633 = -17713.372105 nChanged 23 SP:Iteration 2F (185.250610 sec): 3 clusters Score: Raw -17901.895696 + Penalty 167.659655 = -17734.236041 nChanged 9 SP:Iteration 3Q (185.251367 sec): 3 clusters Score: Raw -17907.917288 + Penalty 165.861016 = -17742.056272 nChanged 6 SP:Iteration 4Q (185.252122 sec): 3 clusters Score: Raw -17911.267000 + Penalty 159.901398 = -17751.365601 nChanged 5 SP:Iteration 5Q (185.252876 sec): 3 clusters Score: Raw -17915.284741 + Penalty 148.630929 = -17766.653811 nChanged 6 SP:Iteration 6Q (185.253630 sec): 3 clusters Score: Raw -17918.544175 + Penalty 148.493442 = -17770.050733 nChanged 2 SP:Iteration 7Q (185.254384 sec): 3 clusters Score: Raw -17919.288181 + Penalty 148.886349 = -17770.401832 nChanged 3 SP:Iteration 8Q (185.255142 sec): 3 clusters Score: Raw -17921.509123 + Penalty 151.326733 = -17770.182390 nChanged 3 SP:Iteration 9F (185.255898 sec): 3 clusters Score: Raw -17922.549615 + Penalty 151.478938 = -17771.070677 nChanged 2 SP:Iteration 10F (185.256656 sec): 3 clusters Score: Raw -17923.822424 + Penalty 156.168021 = -17767.654403 nChanged 4 SP:Iteration 11F (185.257412 sec): 3 clusters Score: Raw -17925.862275 + Penalty 151.274087 = -17774.588188 nChanged 2 SP:Iteration 12Q (185.258166 sec): 3 clusters Score: Raw -17926.918584 + Penalty 157.345399 = -17769.573185 nChanged 3 SP:Iteration 13F (185.258921 sec): 3 clusters Score: Raw -17929.061229 + Penalty 158.221600 = -17770.839629 nChanged 1 SP:Iteration 14Q (185.259675 sec): 3 clusters Score: Raw -17929.766142 + Penalty 135.504070 = -17794.262072 nChanged 2 SP:Iteration 15Q (185.260390 sec): 3 clusters Score: Raw -17931.232648 + Penalty 135.504070 = -17795.728577 nChanged 0 SP:Iteration 16F (185.261106 sec): 3 clusters Score: Raw -17931.232648 + Penalty 135.504070 = -17795.728577 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 106 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.261783 sec): 2 clusters Score: Raw -654.670294 + Penalty 221.566582 = -433.103712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.262015 sec): 3 clusters Score: Raw -679.476137 + Penalty 442.314197 = -237.161941 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 110 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.262589 sec): 2 clusters Score: Raw -1862.838400 + Penalty 328.662600 = -1534.175800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.262862 sec): 3 clusters Score: Raw -1918.579261 + Penalty 657.915736 = -1260.663525 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 112 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.263377 sec): 2 clusters Score: Raw -780.326708 + Penalty 263.741405 = -516.585303 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.263610 sec): 3 clusters Score: Raw -826.927207 + Penalty 512.726875 = -314.200332 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 114 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.264126 sec): 2 clusters Score: Raw -923.136062 + Penalty 273.360140 = -649.775922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.264428 sec): 3 clusters Score: Raw -963.347709 + Penalty 549.887539 = -413.460170 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 118 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.264926 sec): 2 clusters Score: Raw -393.834840 + Penalty 120.523534 = -273.311306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.265146 sec): 3 clusters Score: Raw -409.576913 + Penalty 244.925909 = -164.651004 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 122 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.265657 sec): 2 clusters Score: Raw -710.273743 + Penalty 252.925268 = -457.348475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.265888 sec): 3 clusters Score: Raw -759.191148 + Penalty 513.440788 = -245.750360 nChanged 0 Memory request: 0.00 GB would take us to total of 0.54 GB. Trying to split cluster 125 (279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.267095 sec): 2 clusters Score: Raw -17432.334665 + Penalty 722.122012 = -16710.212652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.267789 sec): 3 clusters Score: Raw -17432.916873 + Penalty 1444.283076 = -15988.633797 nChanged 47 SP:Iteration 1F (185.268474 sec): 3 clusters Score: Raw -17510.688962 + Penalty 1444.471471 = -16066.217490 nChanged 11 SP:Iteration 2Q (185.269133 sec): 3 clusters Score: Raw -17528.622161 + Penalty 1444.551854 = -16084.070307 nChanged 3 SP:Iteration 3Q (185.269789 sec): 3 clusters Score: Raw -17532.605455 + Penalty 1444.593185 = -16088.012270 nChanged 1 SP:Iteration 4Q (185.270447 sec): 3 clusters Score: Raw -17534.034060 + Penalty 1444.593185 = -16089.440875 nChanged 0 SP:Iteration 5F (185.271129 sec): 3 clusters Score: Raw -17534.034060 + Penalty 1444.593185 = -16089.440875 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 127 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.271644 sec): 2 clusters Score: Raw -121.678882 + Penalty 60.778398 = -60.900484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.271859 sec): 3 clusters Score: Raw -117.010729 + Penalty 121.556796 = 4.546067 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 128 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.272386 sec): 2 clusters Score: Raw -998.516865 + Penalty 283.144412 = -715.372452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.272629 sec): 3 clusters Score: Raw -1073.380565 + Penalty 565.399487 = -507.981078 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 129 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.273137 sec): 2 clusters Score: Raw -600.415975 + Penalty 214.266020 = -386.149955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.273363 sec): 3 clusters Score: Raw -633.487362 + Penalty 418.222139 = -215.265223 nChanged 0 Memory request: 0.01 GB would take us to total of 0.54 GB. Trying to split cluster 133 (567 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.275390 sec): 2 clusters Score: Raw -30448.016843 + Penalty 51.058555 = -30396.958288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.276598 sec): 3 clusters Score: Raw -30096.458012 + Penalty 102.747767 = -29993.710245 nChanged 250 SP:Iteration 1F (185.277778 sec): 3 clusters Score: Raw -30279.563379 + Penalty 104.045844 = -30175.517535 nChanged 81 SP:Iteration 2F (185.278960 sec): 3 clusters Score: Raw -30374.689837 + Penalty 103.179003 = -30271.510834 nChanged 38 SP:Iteration 3F (185.280156 sec): 3 clusters Score: Raw -30430.078191 + Penalty 103.576512 = -30326.501679 nChanged 35 SP:Iteration 4F (185.281404 sec): 3 clusters Score: Raw -30465.756469 + Penalty 103.242774 = -30362.513695 nChanged 15 SP:Iteration 5Q (185.282580 sec): 3 clusters Score: Raw -30469.676105 + Penalty 103.155320 = -30366.520784 nChanged 9 SP:Iteration 6Q (185.283712 sec): 3 clusters Score: Raw -30471.618081 + Penalty 102.365696 = -30369.252385 nChanged 8 SP:Iteration 7Q (185.284836 sec): 3 clusters Score: Raw -30474.403866 + Penalty 102.335226 = -30372.068640 nChanged 7 SP:Iteration 8Q (185.285978 sec): 3 clusters Score: Raw -30476.531528 + Penalty 102.140878 = -30374.390650 nChanged 6 SP:Iteration 9Q (185.287107 sec): 3 clusters Score: Raw -30477.468908 + Penalty 102.179961 = -30375.288947 nChanged 1 SP:Iteration 10F (185.288357 sec): 3 clusters Score: Raw -30477.527481 + Penalty 102.131875 = -30375.395606 nChanged 1 SP:Iteration 11Q (185.289481 sec): 3 clusters Score: Raw -30477.556003 + Penalty 102.131875 = -30375.424128 nChanged 0 SP:Iteration 12F (185.290655 sec): 3 clusters Score: Raw -30477.556003 + Penalty 102.131875 = -30375.424128 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 136 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.291245 sec): 2 clusters Score: Raw -1025.739715 + Penalty 231.241780 = -794.497936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.291497 sec): 3 clusters Score: Raw -1070.490802 + Penalty 480.871781 = -589.619021 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 137 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.292011 sec): 2 clusters Score: Raw -714.167688 + Penalty 242.036984 = -472.130704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.292242 sec): 3 clusters Score: Raw -764.386175 + Penalty 474.296666 = -290.089508 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 138 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.292755 sec): 2 clusters Score: Raw -769.743889 + Penalty 224.429068 = -545.314821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.292988 sec): 3 clusters Score: Raw -826.451077 + Penalty 458.019458 = -368.431619 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 140 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.293512 sec): 2 clusters Score: Raw -1049.195381 + Penalty 197.459010 = -851.736371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.293754 sec): 3 clusters Score: Raw -1079.615937 + Penalty 392.863062 = -686.752875 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 141 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.294260 sec): 2 clusters Score: Raw -631.872389 + Penalty 212.398896 = -419.473493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.294487 sec): 3 clusters Score: Raw -641.213140 + Penalty 424.797791 = -216.415348 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 144 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.294985 sec): 2 clusters Score: Raw -471.291325 + Penalty 173.572707 = -297.718618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.295206 sec): 3 clusters Score: Raw -491.373468 + Penalty 347.145414 = -144.228054 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 146 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.295696 sec): 2 clusters Score: Raw -298.700069 + Penalty 130.555037 = -168.145032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.295909 sec): 3 clusters Score: Raw -301.597277 + Penalty 249.529699 = -52.067578 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 147 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.296429 sec): 2 clusters Score: Raw -446.677871 + Penalty 186.521590 = -260.156281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.296646 sec): 3 clusters Score: Raw -449.909927 + Penalty 370.819981 = -79.089946 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 149 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.297158 sec): 2 clusters Score: Raw -756.989134 + Penalty 235.866609 = -521.122524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.297390 sec): 3 clusters Score: Raw -782.549014 + Penalty 474.469619 = -308.079396 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 150 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.297904 sec): 2 clusters Score: Raw -918.802905 + Penalty 237.639960 = -681.162945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.298139 sec): 3 clusters Score: Raw -938.786550 + Penalty 476.260961 = -462.525589 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 152 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.298631 sec): 2 clusters Score: Raw -353.993496 + Penalty 130.859522 = -223.133974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.298848 sec): 3 clusters Score: Raw -364.163722 + Penalty 248.459157 = -115.704564 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 153 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.299349 sec): 2 clusters Score: Raw -523.311035 + Penalty 146.848371 = -376.462664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.299574 sec): 3 clusters Score: Raw -537.773449 + Penalty 290.511168 = -247.262281 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 157 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.300081 sec): 2 clusters Score: Raw -651.892611 + Penalty 246.399954 = -405.492657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.300311 sec): 3 clusters Score: Raw -699.679496 + Penalty 489.292111 = -210.387384 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 165 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.300796 sec): 2 clusters Score: Raw -253.395576 + Penalty 130.431584 = -122.963992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.301003 sec): 3 clusters Score: Raw -246.510148 + Penalty 264.138494 = 17.628346 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 167 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.301489 sec): 2 clusters Score: Raw -189.328804 + Penalty 83.947657 = -105.381146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.301701 sec): 3 clusters Score: Raw -184.127410 + Penalty 166.556913 = -17.570498 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 171 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.302214 sec): 2 clusters Score: Raw -800.429221 + Penalty 237.056481 = -563.372740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.302446 sec): 3 clusters Score: Raw -841.176512 + Penalty 484.267783 = -356.908729 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 172 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.302942 sec): 2 clusters Score: Raw -427.922788 + Penalty 135.495044 = -292.427744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.303161 sec): 3 clusters Score: Raw -430.790681 + Penalty 268.682092 = -162.108589 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 173 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.303662 sec): 2 clusters Score: Raw -253.993100 + Penalty 110.773606 = -143.219494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.303872 sec): 3 clusters Score: Raw -247.149952 + Penalty 205.837640 = -41.312312 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 174 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.304378 sec): 2 clusters Score: Raw -638.673990 + Penalty 255.154865 = -383.519125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.304606 sec): 3 clusters Score: Raw -682.807456 + Penalty 514.192728 = -168.614729 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 177 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.305098 sec): 2 clusters Score: Raw -387.650681 + Penalty 175.338151 = -212.312530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.305316 sec): 3 clusters Score: Raw -388.964870 + Penalty 350.921652 = -38.043217 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 189 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.305805 sec): 2 clusters Score: Raw -306.733523 + Penalty 138.853920 = -167.879603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.306017 sec): 3 clusters Score: Raw -308.559739 + Penalty 260.023450 = -48.536288 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 207 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.306507 sec): 2 clusters Score: Raw -259.004626 + Penalty 130.659382 = -128.345244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.306718 sec): 3 clusters Score: Raw -254.278585 + Penalty 261.318764 = 7.040179 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 208 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.307205 sec): 2 clusters Score: Raw -244.307031 + Penalty 110.120153 = -134.186879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.307417 sec): 3 clusters Score: Raw -242.054521 + Penalty 220.240305 = -21.814216 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 210 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.307905 sec): 2 clusters Score: Raw -255.092118 + Penalty 129.874307 = -125.217811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.308100 sec): 2 clusters Score: Raw -255.092118 + Penalty 129.874307 = -125.217811 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 222 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.308580 sec): 2 clusters Score: Raw -60.443815 + Penalty 0.000000 = -60.443815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.308772 sec): 2 clusters Score: Raw -60.443815 + Penalty 0.000000 = -60.443815 nChanged 0 Deleting Class 88 (9 points): Lose 44.692219 but Gain 1053.909279 Iteration 119Q (186.003803 sec): 119 clusters Score: Raw -3001372.880530 + Penalty 99247.061441 = -2902125.819090 nChanged 671 Deleting Class 174 (11 points): Lose 157.664078 but Gain 1167.831835 Iteration 120F (189.245454 sec): 118 clusters Score: Raw -3001574.062327 + Penalty 98139.492665 = -2903434.569662 nChanged 439 Deleting Class 87 (28 points): Lose 136.800074 but Gain 1137.551425 Iteration 121Q (189.643392 sec): 117 clusters Score: Raw -3001641.140019 + Penalty 97042.791992 = -2904598.348027 nChanged 314 Deleting Class 25 (7 points): Lose 45.460806 but Gain 1043.030921 Iteration 122Q (190.030650 sec): 116 clusters Score: Raw -3001743.496006 + Penalty 96018.708757 = -2905724.787249 nChanged 192 Deleting Class 207 (4 points): Lose 40.836587 but Gain 1034.407856 Iteration 123Q (190.398413 sec): 115 clusters Score: Raw -3001765.843036 + Penalty 94985.906925 = -2906779.936110 nChanged 130 Deleting Class 122 (13 points): Lose 88.898879 but Gain 1082.231303 Iteration 124Q (190.760605 sec): 114 clusters Score: Raw -3001703.109114 + Penalty 93933.415806 = -2907769.693307 nChanged 95 Deleting Class 114 (17 points): Lose 130.768043 but Gain 1116.456495 Iteration 125Q (191.118402 sec): 113 clusters Score: Raw -3001615.468130 + Penalty 92920.346317 = -2908695.121813 nChanged 93 Deleting Class 157 (12 points): Lose 103.799743 but Gain 1088.271390 Iteration 126Q (191.472925 sec): 112 clusters Score: Raw -3001591.444421 + Penalty 91869.021701 = -2909722.422720 nChanged 78 Deleting Class 165 (4 points): Lose 51.792679 but Gain 1032.604418 Iteration 127Q (191.825652 sec): 111 clusters Score: Raw -3001584.684258 + Penalty 90831.990955 = -2910752.693303 nChanged 55 Deleting Class 222 (1 points): Lose 17.010827 but Gain 995.831301 Iteration 128Q (192.175668 sec): 110 clusters Score: Raw -3001589.934765 + Penalty 89845.149635 = -2911744.785130 nChanged 41 Deleting Class 147 (7 points): Lose 77.263911 but Gain 1051.993348 Iteration 129Q (192.522163 sec): 109 clusters Score: Raw -3001529.170619 + Penalty 88793.889206 = -2912735.281413 nChanged 36 Deleting Class 177 (6 points): Lose 101.508030 but Gain 1073.997775 Iteration 130F (195.529060 sec): 108 clusters Score: Raw -3001443.971154 + Penalty 87739.664349 = -2913704.306805 nChanged 35 Deleting Class 210 (4 points): Lose 62.847456 but Gain 1028.192555 Iteration 131Q (195.872875 sec): 107 clusters Score: Raw -3001411.005021 + Penalty 86703.305044 = -2914707.699976 nChanged 30 Deleting Class 137 (12 points): Lose 103.702860 but Gain 1069.001520 Iteration 132Q (196.216246 sec): 106 clusters Score: Raw -3001320.539278 + Penalty 85639.541564 = -2915680.997714 nChanged 28 Deleting Class 106 (11 points): Lose 53.486529 but Gain 1014.099840 Iteration 133Q (196.556064 sec): 105 clusters Score: Raw -3001295.083778 + Penalty 84632.572931 = -2916662.510846 nChanged 26 Deleting Class 64 (12 points): Lose 94.035475 but Gain 1046.566056 Iteration 134Q (196.893706 sec): 104 clusters Score: Raw -3001218.161721 + Penalty 83602.411492 = -2917615.750229 nChanged 29 Deleting Class 96 (8 points): Lose 54.488506 but Gain 1004.695517 Iteration 135Q (197.235016 sec): 103 clusters Score: Raw -3001195.398004 + Penalty 82623.918315 = -2918571.479689 nChanged 36 Deleting Class 63 (34 points): Lose 157.272265 but Gain 1105.690640 Iteration 136Q (197.570181 sec): 102 clusters Score: Raw -3001063.234810 + Penalty 81547.352577 = -2919515.882233 nChanged 48 Deleting Class 31 (20 points): Lose 91.758833 but Gain 1036.907591 Iteration 137Q (197.904138 sec): 101 clusters Score: Raw -3001037.209453 + Penalty 80545.739033 = -2920491.470420 nChanged 43 Deleting Class 149 (15 points): Lose 78.415429 but Gain 1023.605390 Iteration 138Q (198.237292 sec): 100 clusters Score: Raw -3001011.680053 + Penalty 79543.872599 = -2921467.807454 nChanged 33 Deleting Class 141 (10 points): Lose 68.489419 but Gain 1012.379245 Iteration 139Q (198.566739 sec): 99 clusters Score: Raw -3000976.285957 + Penalty 78572.605745 = -2922403.680213 nChanged 35 Deleting Class 51 (32 points): Lose 179.682415 but Gain 1115.580671 Iteration 140F (201.246320 sec): 98 clusters Score: Raw -3000827.136964 + Penalty 77601.729187 = -2923225.407777 nChanged 59 Deleting Class 127 (2 points): Lose 33.898285 but Gain 962.344248 Iteration 141Q (201.584774 sec): 97 clusters Score: Raw -3000888.000096 + Penalty 76649.277370 = -2924238.722726 nChanged 38 Deleting Class 189 (5 points): Lose 22.526024 but Gain 946.870496 Iteration 142Q (201.919993 sec): 96 clusters Score: Raw -3000900.895558 + Penalty 75708.479708 = -2925192.415850 nChanged 39 Deleting Class 15 (14 points): Lose 121.822699 but Gain 1038.123005 Iteration 143Q (202.257292 sec): 95 clusters Score: Raw -3000800.244507 + Penalty 74657.053361 = -2926143.191146 nChanged 47 Deleting Class 79 (16 points): Lose 97.657110 but Gain 1010.467977 Iteration 144Q (202.580957 sec): 94 clusters Score: Raw -3000757.927296 + Penalty 73649.814000 = -2927108.113296 nChanged 44 Deleting Class 112 (14 points): Lose 184.271378 but Gain 1096.822013 Iteration 145Q (202.899326 sec): 93 clusters Score: Raw -3000621.647074 + Penalty 72570.783923 = -2928050.863152 nChanged 46 Deleting Class 128 (18 points): Lose 171.899813 but Gain 1075.129945 Iteration 146Q (203.219079 sec): 92 clusters Score: Raw -3000506.956220 + Penalty 71533.142796 = -2928973.813424 nChanged 40 Deleting Class 150 (15 points): Lose 60.795236 but Gain 963.095665 Iteration 147Q (203.534912 sec): 91 clusters Score: Raw -3000515.061523 + Penalty 70572.321547 = -2929942.739977 nChanged 42 Deleting Class 129 (10 points): Lose 120.110529 but Gain 1021.278715 Iteration 148Q (203.854185 sec): 90 clusters Score: Raw -3000448.613711 + Penalty 69560.176406 = -2930888.437305 nChanged 33 Deleting Class 97 (77 points): Lose 280.115181 but Gain 1177.619818 Iteration 149Q (204.179796 sec): 89 clusters Score: Raw -3000225.757057 + Penalty 68424.517160 = -2931801.239897 nChanged 93 Deleting Class 57 (43 points): Lose 116.462870 but Gain 1038.741782 Iteration 150F (206.625742 sec): 88 clusters Score: Raw -3000243.039554 + Penalty 67404.473235 = -2932838.566319 nChanged 81 Deleting Class 73 (7 points): Lose 33.532052 but Gain 908.556910 Iteration 151Q (206.939544 sec): 87 clusters Score: Raw -3000288.815897 + Penalty 66497.215526 = -2933791.600371 nChanged 46 Deleting Class 110 (36 points): Lose 140.393609 but Gain 1014.187049 Iteration 152Q (207.254146 sec): 86 clusters Score: Raw -3000183.204313 + Penalty 65525.334064 = -2934657.870250 nChanged 61 Deleting Class 56 (104 points): Lose 541.171899 but Gain 1413.682826 Iteration 153Q (207.568893 sec): 85 clusters Score: Raw -2999735.016571 + Penalty 64329.968003 = -2935405.048567 nChanged 131 Deleting Class 208 (5 points): Lose 55.715711 but Gain 954.394332 Iteration 154Q (207.884240 sec): 84 clusters Score: Raw -2999977.236340 + Penalty 63401.872281 = -2936575.364059 nChanged 45 Deleting Class 74 (69 points): Lose 316.559433 but Gain 1182.248852 Iteration 155Q (208.191344 sec): 83 clusters Score: Raw -2999740.749699 + Penalty 62256.513774 = -2937484.235925 nChanged 100 Deleting Class 99 (21 points): Lose 186.339450 but Gain 1046.400998 Iteration 156Q (208.497796 sec): 82 clusters Score: Raw -2999738.977130 + Penalty 61278.143673 = -2938460.833457 nChanged 65 Deleting Class 173 (4 points): Lose 18.183190 but Gain 876.975588 Iteration 157Q (208.803395 sec): 81 clusters Score: Raw -2999858.741603 + Penalty 60497.338201 = -2939361.403401 nChanged 29 Deleting Class 171 (14 points): Lose 128.898229 but Gain 985.847355 Iteration 158Q (209.104779 sec): 80 clusters Score: Raw -2999783.502082 + Penalty 59547.828008 = -2940235.674074 nChanged 39 Deleting Class 146 (5 points): Lose 33.491627 but Gain 890.278880 Iteration 159Q (209.401964 sec): 79 clusters Score: Raw -2999818.887614 + Penalty 58686.162184 = -2941132.725430 nChanged 27 Deleting Class 90 (19 points): Lose 237.721638 but Gain 1111.135763 Iteration 160F (211.567343 sec): 78 clusters Score: Raw -2999626.479518 + Penalty 57466.609943 = -2942159.869574 nChanged 39 Deleting Class 144 (10 points): Lose 85.724047 but Gain 940.222742 Iteration 161Q (211.863846 sec): 77 clusters Score: Raw -2999611.910048 + Penalty 56561.950022 = -2943049.960026 nChanged 22 Deleting Class 138 (14 points): Lose 93.577064 but Gain 933.333704 Iteration 162Q (212.159390 sec): 76 clusters Score: Raw -2999563.976974 + Penalty 55697.779982 = -2943866.196992 nChanged 28 Deleting Class 28 (100 points): Lose 364.353438 but Gain 1204.205190 Iteration 163Q (212.451324 sec): 75 clusters Score: Raw -2999255.873348 + Penalty 54553.905159 = -2944701.968189 nChanged 112 Deleting Class 86 (15 points): Lose 82.966479 but Gain 919.572853 Iteration 164Q (212.751595 sec): 74 clusters Score: Raw -2999404.508086 + Penalty 53626.650549 = -2945777.857537 nChanged 49 Deleting Class 50 (10 points): Lose 77.717570 but Gain 906.251124 Iteration 165Q (213.040875 sec): 73 clusters Score: Raw -2999378.386125 + Penalty 52752.574685 = -2946625.811440 nChanged 26 Deleting Class 80 (72 points): Lose 331.218767 but Gain 1175.756971 Iteration 166Q (213.330256 sec): 72 clusters Score: Raw -2999080.650020 + Penalty 51749.999733 = -2947330.650287 nChanged 85 Deleting Class 32 (11 points): Lose 74.108153 but Gain 925.641731 Iteration 167Q (213.623868 sec): 71 clusters Score: Raw -2999189.069350 + Penalty 50816.633279 = -2948372.436071 nChanged 39 Deleting Class 93 (5 points): Lose 47.749157 but Gain 870.510126 Iteration 168Q (213.909296 sec): 70 clusters Score: Raw -2999194.198235 + Penalty 49962.172067 = -2949232.026168 nChanged 22 Deleting Class 46 (59 points): Lose 388.019246 but Gain 1209.635800 Iteration 169Q (214.196892 sec): 69 clusters Score: Raw -2998841.400134 + Penalty 48831.289255 = -2950010.110879 nChanged 75 Deleting Class 70 (18 points): Lose 148.460130 but Gain 981.313225 Iteration 170F (216.123175 sec): 68 clusters Score: Raw -2998884.617426 + Penalty 47948.900392 = -2950935.717033 nChanged 48 Deleting Class 60 (50 points): Lose 269.888981 but Gain 1091.348529 Iteration 171Q (216.406532 sec): 67 clusters Score: Raw -2998758.526219 + Penalty 46913.584227 = -2951844.941993 nChanged 85 Deleting Class 167 (3 points): Lose 20.217025 but Gain 838.630777 Iteration 172Q (216.690926 sec): 66 clusters Score: Raw -2998918.461461 + Penalty 46135.133280 = -2952783.328181 nChanged 45 Deleting Class 23 (12 points): Lose 91.765554 but Gain 909.686996 Iteration 173Q (216.972707 sec): 65 clusters Score: Raw -2998909.096208 + Penalty 45268.905201 = -2953640.191007 nChanged 40 Deleting Class 22 (17 points): Lose 99.162959 but Gain 909.838793 Iteration 174Q (217.249118 sec): 64 clusters Score: Raw -2998887.887939 + Penalty 44385.456731 = -2954502.431207 nChanged 36 Deleting Class 36 (132 points): Lose 642.182217 but Gain 1444.667554 Iteration 175Q (217.522150 sec): 63 clusters Score: Raw -2998303.336273 + Penalty 43031.604664 = -2955271.731609 nChanged 159 Deleting Class 58 (44 points): Lose 210.520847 but Gain 991.563230 Iteration 176Q (217.799849 sec): 62 clusters Score: Raw -2998358.049017 + Penalty 42087.097445 = -2956270.951572 nChanged 88 Deleting Class 94 (13 points): Lose 66.158444 but Gain 844.098622 Iteration 177Q (218.071452 sec): 61 clusters Score: Raw -2998418.049496 + Penalty 41282.298754 = -2957135.750741 nChanged 53 Deleting Class 153 (10 points): Lose 65.488023 but Gain 833.188220 Iteration 178Q (218.338908 sec): 60 clusters Score: Raw -2998414.710168 + Penalty 40477.027390 = -2957937.682778 nChanged 46 Deleting Class 140 (34 points): Lose 162.160545 but Gain 927.429176 Iteration 179Q (218.605741 sec): 59 clusters Score: Raw -2998302.521194 + Penalty 39553.992348 = -2958748.528847 nChanged 57 Deleting Class 55 (17 points): Lose 153.295558 but Gain 910.693437 Iteration 180F (220.224938 sec): 58 clusters Score: Raw -2998223.786019 + Penalty 38641.994619 = -2959581.791400 nChanged 47 Deleting Class 102 (6 points): Lose 63.791296 but Gain 819.748287 Iteration 181Q (220.493182 sec): 57 clusters Score: Raw -2998230.117504 + Penalty 37849.629743 = -2960380.487761 nChanged 42 Deleting Class 75 (2 points): Lose 21.527064 but Gain 777.416753 Iteration 182Q (220.757841 sec): 56 clusters Score: Raw -2998265.272860 + Penalty 37063.301404 = -2961201.971455 nChanged 29 Deleting Class 136 (21 points): Lose 97.262895 but Gain 847.617244 Iteration 183Q (221.018682 sec): 55 clusters Score: Raw -2998201.107010 + Penalty 36227.786509 = -2961973.320501 nChanged 41 Deleting Class 172 (8 points): Lose 43.246427 but Gain 792.071110 Iteration 184Q (221.276462 sec): 54 clusters Score: Raw -2998211.835947 + Penalty 35429.995963 = -2962781.839984 nChanged 27 Deleting Class 47 (5 points): Lose 43.759950 but Gain 777.731836 Iteration 185Q (221.535085 sec): 53 clusters Score: Raw -2998198.230700 + Penalty 34638.841622 = -2963559.389078 nChanged 19 Deleting Class 54 (47 points): Lose 232.369720 but Gain 958.581476 Iteration 186Q (221.789052 sec): 52 clusters Score: Raw -2997984.149285 + Penalty 33714.414739 = -2964269.734546 nChanged 62 Deleting Class 78 (25 points): Lose 135.202141 but Gain 858.002543 Iteration 187Q (222.044192 sec): 51 clusters Score: Raw -2997943.757532 + Penalty 32848.935793 = -2965094.821739 nChanged 54 Deleting Class 72 (16 points): Lose 137.564494 but Gain 854.228390 Iteration 188Q (222.295078 sec): 50 clusters Score: Raw -2997864.426666 + Penalty 32006.254433 = -2965858.172233 nChanged 34 Deleting Class 152 (6 points): Lose 106.128495 but Gain 801.553085 Iteration 189Q (222.547652 sec): 49 clusters Score: Raw -2997803.912124 + Penalty 31205.566490 = -2966598.345633 nChanged 29 Deleting Class 85 (11 points): Lose 107.752263 but Gain 794.706223 Iteration 190F (223.912889 sec): 48 clusters Score: Raw -2997749.763099 + Penalty 30418.752407 = -2967331.010692 nChanged 36 Deleting Class 24 (162 points): Lose 833.410117 but Gain 1463.166421 Iteration 191Q (224.162596 sec): 47 clusters Score: Raw -2996963.123348 + Penalty 29289.063432 = -2967674.059916 nChanged 186 Deleting Class 59 (8 points): Lose 96.547575 but Gain 757.646425 Iteration 192Q (224.413136 sec): 46 clusters Score: Raw -2997301.727755 + Penalty 28424.917254 = -2968876.810500 nChanged 74 Deleting Class 5 (54 points): Lose 80.680100 but Gain 686.096214 Iteration 193Q (224.664605 sec): 45 clusters Score: Raw -2997301.498668 + Penalty 27775.568450 = -2969525.930218 nChanged 107 Deleting Class 118 (8 points): Lose 81.313966 but Gain 664.778374 Iteration 194Q (224.906625 sec): 44 clusters Score: Raw -2997327.825544 + Penalty 27123.842880 = -2970203.982664 nChanged 48 Deleting Class 71 (111 points): Lose 568.375418 but Gain 1133.427078 Iteration 195Q (225.150096 sec): 43 clusters Score: Raw -2996796.725093 + Penalty 26096.620714 = -2970700.104379 nChanged 141 Deleting Class 62 (234 points): Lose 1060.526207 but Gain 1518.784599 Iteration 196Q (225.391807 sec): 42 clusters Score: Raw -2996048.041737 + Penalty 24763.142169 = -2971284.899568 nChanged 294 Deleting Class 34 (183 points): Lose 940.170953 but Gain 1364.781158 Iteration 197Q (225.638251 sec): 41 clusters Score: Raw -2995662.612705 + Penalty 23471.654674 = -2972190.958032 nChanged 280 Deleting Class 45 (94 points): Lose 810.375576 but Gain 1132.172319 Iteration 198Q (225.877189 sec): 40 clusters Score: Raw -2995437.117606 + Penalty 22430.433899 = -2973006.683707 nChanged 212 Deleting Class 41 (301 points): Lose 1047.168064 but Gain 1359.953645 Iteration 199Q (226.125848 sec): 39 clusters Score: Raw -2994806.903455 + Penalty 21372.987998 = -2973433.915457 nChanged 413 Deleting Class 49 (129 points): Lose 477.477745 but Gain 712.358348 Iteration 200F (227.213708 sec): 38 clusters Score: Raw -2995025.710759 + Penalty 20690.255721 = -2974335.455037 nChanged 293 Deleting Class 44 (108 points): Lose 398.300084 but Gain 477.596475 Iteration 201Q (227.458957 sec): 37 clusters Score: Raw -2995016.054846 + Penalty 20215.252535 = -2974800.802311 nChanged 273 Iteration 202Q (227.700874 sec): 37 clusters Score: Raw -2995351.512979 + Penalty 20297.810199 = -2975053.702780 nChanged 152 Iteration 203Q (227.951759 sec): 37 clusters Score: Raw -2995442.520936 + Penalty 20362.925689 = -2975079.595247 nChanged 106 Iteration 204Q (228.182038 sec): 37 clusters Score: Raw -2995503.949857 + Penalty 20397.949787 = -2975106.000070 nChanged 61 Iteration 205Q (228.409006 sec): 37 clusters Score: Raw -2995536.865971 + Penalty 20427.669737 = -2975109.196234 nChanged 63 Iteration 206Q (228.637641 sec): 37 clusters Score: Raw -2995565.143243 + Penalty 20440.327468 = -2975124.815775 nChanged 52 Iteration 207Q (228.875530 sec): 37 clusters Score: Raw -2995594.917930 + Penalty 20461.963457 = -2975132.954474 nChanged 48 Iteration 208Q (229.102861 sec): 37 clusters Score: Raw -2995618.163997 + Penalty 20488.220665 = -2975129.943332 nChanged 34 Iteration 209F (230.142407 sec): 37 clusters Score: Raw -2995638.113572 + Penalty 20501.716165 = -2975136.397407 nChanged 25 Iteration 210F (231.179149 sec): 37 clusters Score: Raw -2995651.068562 + Penalty 20513.834305 = -2975137.234257 nChanged 24 Iteration 211Q (231.405248 sec): 37 clusters Score: Raw -2995663.822305 + Penalty 20517.340279 = -2975146.482026 nChanged 14 Iteration 212Q (231.641485 sec): 37 clusters Score: Raw -2995668.388828 + Penalty 20519.285261 = -2975149.103567 nChanged 12 Iteration 213Q (231.869082 sec): 37 clusters Score: Raw -2995673.337797 + Penalty 20518.086119 = -2975155.251678 nChanged 9 Iteration 214Q (232.104128 sec): 37 clusters Score: Raw -2995676.850227 + Penalty 20519.603286 = -2975157.246941 nChanged 6 Iteration 215Q (232.340847 sec): 37 clusters Score: Raw -2995680.049699 + Penalty 20523.761649 = -2975156.288050 nChanged 4 Iteration 216F (233.378260 sec): 37 clusters Score: Raw -2995681.566031 + Penalty 20524.122508 = -2975157.443523 nChanged 2 Iteration 217Q (233.607977 sec): 37 clusters Score: Raw -2995683.120429 + Penalty 20524.489357 = -2975158.631072 nChanged 1 Iteration 218Q (233.844215 sec): 37 clusters Score: Raw -2995683.613805 + Penalty 20524.489357 = -2975159.124448 nChanged 0 Writing temp clu file Memory request: 0.27 GB would take us to total of 0.53 GB. Compute initial score before splitting: Score: Raw -2995683.613805 + Penalty 20524.489357 = -2975159.124448Memory request: 0.00 GB would take us to total of 0.54 GB. Trying to split cluster 1 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (234.018746 sec): 2 clusters Score: Raw -13065.741395 + Penalty 37.375922 = -13028.365473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (234.019348 sec): 3 clusters Score: Raw -12917.688400 + Penalty 71.801959 = -12845.886442 nChanged 106 SP:Iteration 1F (234.019943 sec): 3 clusters Score: Raw -12986.662039 + Penalty 71.911035 = -12914.751004 nChanged 22 SP:Iteration 2F (234.020541 sec): 3 clusters Score: Raw -13013.501874 + Penalty 73.038133 = -12940.463741 nChanged 25 SP:Iteration 3F (234.021133 sec): 3 clusters Score: Raw -13041.811904 + Penalty 74.552181 = -12967.259722 nChanged 10 SP:Iteration 4Q (234.021684 sec): 3 clusters Score: Raw -13049.056273 + Penalty 80.097184 = -12968.959089 nChanged 8 SP:Iteration 5Q (234.022228 sec): 3 clusters Score: Raw -13056.762710 + Penalty 37.375922 = -13019.386788 nChanged 7 SP:Iteration 6Q (234.022716 sec): 2 clusters Score: Raw -13065.741395 + Penalty 37.375922 = -13028.365473 nChanged 0 SP:Iteration 7F (234.023203 sec): 2 clusters Score: Raw -13065.741395 + Penalty 37.375922 = -13028.365473 nChanged 0 Memory request: 0.02 GB would take us to total of 0.55 GB. Trying to split cluster 2 (3008 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (234.036675 sec): 2 clusters Score: Raw -170239.123612 + Penalty 60.701702 = -170178.421910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (234.042538 sec): 3 clusters Score: Raw -168249.258975 + Penalty 123.238189 = -168126.020786 nChanged 1424 SP:Iteration 1F (234.048310 sec): 3 clusters Score: Raw -169262.842291 + Penalty 122.179581 = -169140.662710 nChanged 419 SP:Iteration 2F (234.053679 sec): 3 clusters Score: Raw -169642.423643 + Penalty 122.364786 = -169520.058857 nChanged 235 SP:Iteration 3F (234.059086 sec): 3 clusters Score: Raw -169886.539248 + Penalty 121.062614 = -169765.476635 nChanged 150 SP:Iteration 4Q (234.064477 sec): 3 clusters Score: Raw -170062.216149 + Penalty 128.981025 = -169933.235124 nChanged 93 SP:Iteration 5Q (234.070103 sec): 3 clusters Score: Raw -170246.725349 + Penalty 129.151840 = -170117.573509 nChanged 3 SP:Iteration 6Q (234.074328 sec): 3 clusters Score: Raw -170247.734521 + Penalty 129.000296 = -170118.734225 nChanged 2 SP:Iteration 7Q (234.078643 sec): 3 clusters Score: Raw -170248.078277 + Penalty 129.000296 = -170119.077981 nChanged 0 SP:Iteration 8F (234.083954 sec): 3 clusters Score: Raw -170248.078277 + Penalty 129.000296 = -170119.077981 nChanged 0 Memory request: 0.01 GB would take us to total of 0.54 GB. Trying to split cluster 3 (1228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (234.090186 sec): 2 clusters Score: Raw -61441.201245 + Penalty 55.238731 = -61385.962514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (234.092887 sec): 3 clusters Score: Raw -60669.065138 + Penalty 110.574400 = -60558.490738 nChanged 564 SP:Iteration 1F (234.095390 sec): 3 clusters Score: Raw -61054.417510 + Penalty 109.052080 = -60945.365430 nChanged 119 SP:Iteration 2F (234.097732 sec): 3 clusters Score: Raw -61149.774688 + Penalty 108.443869 = -61041.330819 nChanged 72 SP:Iteration 3F (234.100158 sec): 3 clusters Score: Raw -61185.491614 + Penalty 107.509836 = -61077.981778 nChanged 47 SP:Iteration 4Q (234.102426 sec): 3 clusters Score: Raw -61204.667324 + Penalty 106.892665 = -61097.774658 nChanged 42 SP:Iteration 5Q (234.104696 sec): 3 clusters Score: Raw -61223.921476 + Penalty 106.216781 = -61117.704695 nChanged 49 SP:Iteration 6Q (234.106911 sec): 3 clusters Score: Raw -61248.472376 + Penalty 105.187181 = -61143.285195 nChanged 43 SP:Iteration 7Q (234.109183 sec): 3 clusters Score: Raw -61266.120446 + Penalty 104.916115 = -61161.204331 nChanged 31 SP:Iteration 8Q (234.111419 sec): 3 clusters Score: Raw -61279.321127 + Penalty 104.433329 = -61174.887797 nChanged 31 SP:Iteration 9Q (234.113658 sec): 3 clusters Score: Raw -61295.007440 + Penalty 104.513330 = -61190.494110 nChanged 25 SP:Iteration 10F (234.115986 sec): 3 clusters Score: Raw -61307.309865 + Penalty 102.863253 = -61204.446612 nChanged 33 SP:Iteration 11Q (234.118124 sec): 3 clusters Score: Raw -61327.359502 + Penalty 104.148284 = -61223.211218 nChanged 43 SP:Iteration 12Q (234.120224 sec): 3 clusters Score: Raw -61364.353429 + Penalty 104.025405 = -61260.328024 nChanged 36 SP:Iteration 13Q (234.122220 sec): 3 clusters Score: Raw -61397.489192 + Penalty 102.195632 = -61295.293560 nChanged 25 SP:Iteration 14Q (234.124121 sec): 3 clusters Score: Raw -61419.048148 + Penalty 106.587063 = -61312.461085 nChanged 16 SP:Iteration 15Q (234.126054 sec): 3 clusters Score: Raw -61432.618651 + Penalty 108.481401 = -61324.137250 nChanged 4 SP:Iteration 16Q (234.127972 sec): 3 clusters Score: Raw -61434.761146 + Penalty 112.406705 = -61322.354440 nChanged 5 SP:Iteration 17F (234.130222 sec): 3 clusters Score: Raw -61437.446028 + Penalty 120.423783 = -61317.022245 nChanged 6 SP:Iteration 18F (234.132484 sec): 3 clusters Score: Raw -61441.229189 + Penalty 124.641936 = -61316.587253 nChanged 2 SP:Iteration 19F (234.134717 sec): 3 clusters Score: Raw -61442.411964 + Penalty 130.276975 = -61312.134989 nChanged 2 SP:Iteration 20F (234.136927 sec): 3 clusters Score: Raw -61443.478376 + Penalty 130.276975 = -61313.201401 nChanged 0 Memory request: 0.01 GB would take us to total of 0.54 GB. Trying to split cluster 4 (674 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (234.140388 sec): 2 clusters Score: Raw -36884.126134 + Penalty 358.816737 = -36525.309397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (234.141941 sec): 3 clusters Score: Raw -36518.047608 + Penalty 723.283161 = -35794.764447 nChanged 215 SP:Iteration 1F (234.143540 sec): 3 clusters Score: Raw -36627.664324 + Penalty 740.499129 = -35887.165195 nChanged 75 SP:Iteration 2F (234.145068 sec): 3 clusters Score: Raw -36714.351417 + Penalty 782.446925 = -35931.904492 nChanged 88 SP:Iteration 3F (234.146492 sec): 3 clusters Score: Raw -36835.619118 + Penalty 840.285780 = -35995.333338 nChanged 55 SP:Iteration 4F (234.147873 sec): 3 clusters Score: Raw -36919.335500 + Penalty 890.004310 = -36029.331190 nChanged 25 SP:Iteration 5Q (234.149237 sec): 3 clusters Score: Raw -36955.156044 + Penalty 913.676801 = -36041.479243 nChanged 8 SP:Iteration 6Q (234.150533 sec): 3 clusters Score: Raw -36970.797167 + Penalty 928.591238 = -36042.205929 nChanged 5 SP:Iteration 7Q (234.151781 sec): 3 clusters Score: Raw -36981.606377 + Penalty 941.097946 = -36040.508431 nChanged 4 SP:Iteration 8F (234.153187 sec): 3 clusters Score: Raw -36989.494619 + Penalty 943.903616 = -36045.591002 nChanged 1 SP:Iteration 9Q (234.154389 sec): 3 clusters Score: Raw -36992.357424 + Penalty 943.903616 = -36048.453808 nChanged 0 SP:Iteration 10F (234.155772 sec): 3 clusters Score: Raw -36992.357424 + Penalty 943.903616 = -36048.453808 nChanged 0 Memory request: 0.00 GB would take us to total of 0.54 GB. Trying to split cluster 6 (408 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (234.158725 sec): 2 clusters Score: Raw -24681.019897 + Penalty 185.775416 = -24495.244481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (234.159669 sec): 3 clusters Score: Raw -24451.295985 + Penalty 372.633559 = -24078.662425 nChanged 156 SP:Iteration 1F (234.160623 sec): 3 clusters Score: Raw -24551.929489 + Penalty 377.384965 = -24174.544524 nChanged 38 SP:Iteration 2F (234.161553 sec): 3 clusters Score: Raw -24589.769282 + Penalty 381.463505 = -24208.305776 nChanged 32 SP:Iteration 3F (234.162481 sec): 3 clusters Score: Raw -24625.032814 + Penalty 387.353014 = -24237.679800 nChanged 28 SP:Iteration 4F (234.163410 sec): 3 clusters Score: Raw -24660.095704 + Penalty 400.573006 = -24259.522698 nChanged 21 SP:Iteration 5F (234.164346 sec): 3 clusters Score: Raw -24686.451641 + Penalty 405.251634 = -24281.200006 nChanged 11 SP:Iteration 6Q (234.165217 sec): 3 clusters Score: Raw -24694.371552 + Penalty 405.244071 = -24289.127481 nChanged 4 SP:Iteration 7Q (234.166096 sec): 3 clusters Score: Raw -24695.328085 + Penalty 407.396873 = -24287.931212 nChanged 3 SP:Iteration 8F (234.167040 sec): 3 clusters Score: Raw -24696.452299 + Penalty 408.673135 = -24287.779164 nChanged 1 SP:Iteration 9F (234.167970 sec): 3 clusters Score: Raw -24696.898648 + Penalty 408.942001 = -24287.956646 nChanged 1 SP:Iteration 10F (234.168917 sec): 3 clusters Score: Raw -24697.391024 + Penalty 412.056420 = -24285.334604 nChanged 2 SP:Iteration 11F (234.169846 sec): 3 clusters Score: Raw -24697.920539 + Penalty 416.713628 = -24281.206911 nChanged 4 SP:Iteration 12F (234.170775 sec): 3 clusters Score: Raw -24699.285543 + Penalty 421.339201 = -24277.946342 nChanged 5 SP:Iteration 13F (234.171705 sec): 3 clusters Score: Raw -24703.557256 + Penalty 426.249266 = -24277.307990 nChanged 3 SP:Iteration 14F (234.172633 sec): 3 clusters Score: Raw -24705.156546 + Penalty 427.097939 = -24278.058608 nChanged 1 SP:Iteration 15Q (234.173473 sec): 3 clusters Score: Raw -24705.651184 + Penalty 430.558000 = -24275.093184 nChanged 2 SP:Iteration 16F (234.174405 sec): 3 clusters Score: Raw -24707.340165 + Penalty 430.158880 = -24277.181285 nChanged 3 SP:Iteration 17Q (234.175239 sec): 3 clusters Score: Raw -24710.233417 + Penalty 430.762145 = -24279.471272 nChanged 1 SP:Iteration 18Q (234.176072 sec): 3 clusters Score: Raw -24710.802032 + Penalty 430.762145 = -24280.039887 nChanged 0 SP:Iteration 19F (234.177002 sec): 3 clusters Score: Raw -24710.802032 + Penalty 430.762145 = -24280.039887 nChanged 0 Memory request: 0.15 GB would take us to total of 0.68 GB. Trying to split cluster 7 (32661 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (234.317919 sec): 2 clusters Score: Raw -1767827.161351 + Penalty 94.412936 = -1767732.748415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (234.380515 sec): 3 clusters Score: Raw -1745575.915146 + Penalty 193.351303 = -1745382.563843 nChanged 16005 SP:Iteration 1F (234.442512 sec): 3 clusters Score: Raw -1753117.179660 + Penalty 200.789243 = -1752916.390417 nChanged 5678 SP:Iteration 2F (234.504029 sec): 3 clusters Score: Raw -1758804.139742 + Penalty 199.987452 = -1758604.152290 nChanged 4581 SP:Iteration 3F (234.566365 sec): 3 clusters Score: Raw -1764030.351509 + Penalty 185.853020 = -1763844.498489 nChanged 2267 SP:Iteration 4F (234.628331 sec): 3 clusters Score: Raw -1766600.195254 + Penalty 176.800198 = -1766423.395056 nChanged 790 SP:Iteration 5Q (234.684925 sec): 3 clusters Score: Raw -1767389.680507 + Penalty 167.595214 = -1767222.085293 nChanged 329 SP:Iteration 6Q (234.736815 sec): 3 clusters Score: Raw -1767746.069976 + Penalty 467.380841 = -1767278.689135 nChanged 76 SP:Iteration 7Q (234.785920 sec): 3 clusters Score: Raw -1767832.286680 + Penalty 467.380841 = -1767364.905839 nChanged 0 SP:Iteration 8F (234.846801 sec): 3 clusters Score: Raw -1767832.286680 + Penalty 467.380841 = -1767364.905839 nChanged 0 Memory request: 0.01 GB would take us to total of 0.54 GB. Trying to split cluster 8 (655 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (234.868660 sec): 2 clusters Score: Raw -34895.562720 + Penalty 483.042073 = -34412.520647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (234.870033 sec): 3 clusters Score: Raw -34577.227357 + Penalty 965.741402 = -33611.485954 nChanged 207 SP:Iteration 1F (234.871382 sec): 3 clusters Score: Raw -34677.272313 + Penalty 965.185948 = -33712.086366 nChanged 61 SP:Iteration 2F (234.872754 sec): 3 clusters Score: Raw -34719.471841 + Penalty 964.384761 = -33755.087080 nChanged 40 SP:Iteration 3F (234.874124 sec): 3 clusters Score: Raw -34749.607605 + Penalty 964.140606 = -33785.466998 nChanged 31 SP:Iteration 4Q (234.875484 sec): 3 clusters Score: Raw -34773.496000 + Penalty 964.580571 = -33808.915429 nChanged 19 SP:Iteration 5Q (234.876864 sec): 3 clusters Score: Raw -34787.745466 + Penalty 965.247372 = -33822.498094 nChanged 21 SP:Iteration 6Q (234.878219 sec): 3 clusters Score: Raw -34802.004037 + Penalty 965.865139 = -33836.138898 nChanged 16 SP:Iteration 7Q (234.879572 sec): 3 clusters Score: Raw -34811.785561 + Penalty 966.989528 = -33844.796033 nChanged 16 SP:Iteration 8Q (234.880960 sec): 3 clusters Score: Raw -34822.097221 + Penalty 967.407160 = -33854.690061 nChanged 14 SP:Iteration 9Q (234.882398 sec): 3 clusters Score: Raw -34830.820604 + Penalty 968.079738 = -33862.740866 nChanged 13 SP:Iteration 10F (234.883766 sec): 3 clusters Score: Raw -34840.399958 + Penalty 968.319626 = -33872.080332 nChanged 13 SP:Iteration 11Q (234.885117 sec): 3 clusters Score: Raw -34848.420190 + Penalty 968.322789 = -33880.097401 nChanged 6 SP:Iteration 12Q (234.886464 sec): 3 clusters Score: Raw -34854.274738 + Penalty 968.552500 = -33885.722237 nChanged 5 SP:Iteration 13Q (234.887807 sec): 3 clusters Score: Raw -34861.811561 + Penalty 968.658777 = -33893.152784 nChanged 3 SP:Iteration 14Q (234.889157 sec): 3 clusters Score: Raw -34863.364407 + Penalty 968.855082 = -33894.509325 nChanged 3 SP:Iteration 15Q (234.890500 sec): 3 clusters Score: Raw -34863.923747 + Penalty 969.225887 = -33894.697860 nChanged 3 SP:Iteration 16Q (234.891840 sec): 3 clusters Score: Raw -34864.841030 + Penalty 969.368645 = -33895.472385 nChanged 1 SP:Iteration 17Q (234.893189 sec): 3 clusters Score: Raw -34865.302150 + Penalty 969.495688 = -33895.806462 nChanged 1 SP:Iteration 18Q (234.894535 sec): 3 clusters Score: Raw -34865.453305 + Penalty 969.518407 = -33895.934898 nChanged 1 SP:Iteration 19Q (234.895873 sec): 3 clusters Score: Raw -34865.746574 + Penalty 969.518407 = -33896.228167 nChanged 0 SP:Iteration 20F (234.897210 sec): 3 clusters Score: Raw -34865.746574 + Penalty 969.518407 = -33896.228167 nChanged 0 Memory request: 0.01 GB would take us to total of 0.54 GB. Trying to split cluster 9 (1269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (234.912172 sec): 2 clusters Score: Raw -71350.731797 + Penalty 244.177568 = -71106.554229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (234.914613 sec): 3 clusters Score: Raw -70574.693865 + Penalty 506.863234 = -70067.830631 nChanged 533 SP:Iteration 1F (234.917039 sec): 3 clusters Score: Raw -71044.119606 + Penalty 523.583217 = -70520.536389 nChanged 141 SP:Iteration 2F (234.919424 sec): 3 clusters Score: Raw -71157.598870 + Penalty 538.141095 = -70619.457775 nChanged 68 SP:Iteration 3F (234.921795 sec): 3 clusters Score: Raw -71203.932993 + Penalty 551.815560 = -70652.117432 nChanged 46 SP:Iteration 4Q (234.924201 sec): 3 clusters Score: Raw -71239.265480 + Penalty 570.181449 = -70669.084031 nChanged 40 SP:Iteration 5Q (234.926486 sec): 3 clusters Score: Raw -71274.754804 + Penalty 583.860410 = -70690.894394 nChanged 26 SP:Iteration 6Q (234.928729 sec): 3 clusters Score: Raw -71298.805673 + Penalty 596.424917 = -70702.380756 nChanged 24 SP:Iteration 7Q (234.931050 sec): 3 clusters Score: Raw -71323.669027 + Penalty 607.861578 = -70715.807450 nChanged 21 SP:Iteration 8Q (234.933351 sec): 3 clusters Score: Raw -71339.529315 + Penalty 610.891948 = -70728.637367 nChanged 17 SP:Iteration 9Q (234.935564 sec): 3 clusters Score: Raw -71352.724620 + Penalty 613.814903 = -70738.909717 nChanged 15 SP:Iteration 10F (234.937973 sec): 3 clusters Score: Raw -71365.746378 + Penalty 620.825920 = -70744.920459 nChanged 12 SP:Iteration 11Q (234.940093 sec): 3 clusters Score: Raw -71375.379283 + Penalty 624.642808 = -70750.736475 nChanged 13 SP:Iteration 12Q (234.942189 sec): 3 clusters Score: Raw -71382.839289 + Penalty 632.000414 = -70750.838875 nChanged 16 SP:Iteration 13Q (234.944292 sec): 3 clusters Score: Raw -71391.592612 + Penalty 637.740697 = -70753.851915 nChanged 6 SP:Iteration 14Q (234.946371 sec): 3 clusters Score: Raw -71392.996497 + Penalty 645.213052 = -70747.783445 nChanged 7 SP:Iteration 15F (234.948730 sec): 3 clusters Score: Raw -71394.610051 + Penalty 651.832773 = -70742.777277 nChanged 7 SP:Iteration 16F (234.951105 sec): 3 clusters Score: Raw -71396.246292 + Penalty 657.439406 = -70738.806887 nChanged 8 SP:Iteration 17F (234.953485 sec): 3 clusters Score: Raw -71399.971967 + Penalty 662.132080 = -70737.839887 nChanged 6 SP:Iteration 18F (234.955848 sec): 3 clusters Score: Raw -71401.441004 + Penalty 666.153719 = -70735.287285 nChanged 4 SP:Iteration 19F (234.958203 sec): 3 clusters Score: Raw -71403.286682 + Penalty 669.456430 = -70733.830252 nChanged 2 SP:Iteration 20F (234.960575 sec): 3 clusters Score: Raw -71403.684194 + Penalty 669.456430 = -70734.227764 nChanged 0 Memory request: 0.00 GB would take us to total of 0.54 GB. Trying to split cluster 10 (240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (234.961765 sec): 2 clusters Score: Raw -12231.002315 + Penalty 346.831843 = -11884.170472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (234.962425 sec): 3 clusters Score: Raw -12167.539545 + Penalty 715.478067 = -11452.061478 nChanged 66 SP:Iteration 1F (234.963054 sec): 3 clusters Score: Raw -12276.346844 + Penalty 762.783549 = -11513.563294 nChanged 28 SP:Iteration 2F (234.963676 sec): 3 clusters Score: Raw -12339.803590 + Penalty 804.930698 = -11534.872892 nChanged 15 SP:Iteration 3F (234.964301 sec): 3 clusters Score: Raw -12379.375223 + Penalty 849.359454 = -11530.015769 nChanged 8 SP:Iteration 4F (234.964921 sec): 3 clusters Score: Raw -12402.231824 + Penalty 881.533365 = -11520.698459 nChanged 5 SP:Iteration 5F (234.965541 sec): 3 clusters Score: Raw -12428.512225 + Penalty 880.191311 = -11548.320914 nChanged 1 SP:Iteration 6Q (234.966094 sec): 3 clusters Score: Raw -12431.070329 + Penalty 880.191311 = -11550.879018 nChanged 0 SP:Iteration 7F (234.966713 sec): 3 clusters Score: Raw -12431.070329 + Penalty 880.191311 = -11550.879018 nChanged 0 Memory request: 0.00 GB would take us to total of 0.54 GB. Trying to split cluster 11 (477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (234.968462 sec): 2 clusters Score: Raw -22421.708594 + Penalty 842.169480 = -21579.539114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (234.969519 sec): 3 clusters Score: Raw -22364.346251 + Penalty 1684.420933 = -20679.925318 nChanged 121 SP:Iteration 1F (234.970560 sec): 3 clusters Score: Raw -22514.865540 + Penalty 1684.367222 = -20830.498317 nChanged 33 SP:Iteration 2F (234.971599 sec): 3 clusters Score: Raw -22568.115082 + Penalty 1684.281583 = -20883.833499 nChanged 19 SP:Iteration 3Q (234.972599 sec): 3 clusters Score: Raw -22589.973090 + Penalty 1684.190491 = -20905.782599 nChanged 15 SP:Iteration 4Q (234.973596 sec): 3 clusters Score: Raw -22607.360253 + Penalty 1684.120364 = -20923.239889 nChanged 7 SP:Iteration 5Q (234.974597 sec): 3 clusters Score: Raw -22616.388903 + Penalty 1684.270276 = -20932.118627 nChanged 6 SP:Iteration 6Q (234.975591 sec): 3 clusters Score: Raw -22630.164983 + Penalty 1684.355569 = -20945.809414 nChanged 5 SP:Iteration 7Q (234.976617 sec): 3 clusters Score: Raw -22645.987977 + Penalty 1684.335956 = -20961.652021 nChanged 8 SP:Iteration 8Q (234.977613 sec): 3 clusters Score: Raw -22658.019870 + Penalty 1684.422577 = -20973.597293 nChanged 8 SP:Iteration 9Q (234.978601 sec): 3 clusters Score: Raw -22674.179874 + Penalty 1684.398861 = -20989.781013 nChanged 5 SP:Iteration 10F (234.979641 sec): 3 clusters Score: Raw -22680.816888 + Penalty 1684.391288 = -20996.425599 nChanged 3 SP:Iteration 11Q (234.980624 sec): 3 clusters Score: Raw -22684.115070 + Penalty 1684.431191 = -20999.683879 nChanged 1 SP:Iteration 12Q (234.981608 sec): 3 clusters Score: Raw -22685.001506 + Penalty 1684.479022 = -21000.522484 nChanged 1 SP:Iteration 13Q (234.982618 sec): 3 clusters Score: Raw -22685.391407 + Penalty 1684.440448 = -21000.950960 nChanged 1 SP:Iteration 14Q (234.983627 sec): 3 clusters Score: Raw -22686.815657 + Penalty 1684.335531 = -21002.480126 nChanged 1 SP:Iteration 15Q (234.984619 sec): 3 clusters Score: Raw -22688.147707 + Penalty 1684.264375 = -21003.883333 nChanged 2 SP:Iteration 16Q (234.985604 sec): 3 clusters Score: Raw -22690.612160 + Penalty 1684.306491 = -21006.305669 nChanged 4 SP:Iteration 17Q (234.986589 sec): 3 clusters Score: Raw -22700.675054 + Penalty 1684.373098 = -21016.301956 nChanged 3 SP:Iteration 18Q (234.987572 sec): 3 clusters Score: Raw -22705.485423 + Penalty 1684.256955 = -21021.228468 nChanged 2 SP:Iteration 19Q (234.988559 sec): 3 clusters Score: Raw -22709.431505 + Penalty 1684.302210 = -21025.129295 nChanged 2 SP:Iteration 20F (234.989601 sec): 3 clusters Score: Raw -22711.816632 + Penalty 1684.302210 = -21027.514422 nChanged 0 Memory request: 0.00 GB would take us to total of 0.54 GB. Trying to split cluster 12 (235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (234.990727 sec): 2 clusters Score: Raw -11879.433285 + Penalty 468.001975 = -11411.431310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (234.991355 sec): 3 clusters Score: Raw -11825.151175 + Penalty 937.053202 = -10888.097973 nChanged 39 SP:Iteration 1F (234.991972 sec): 3 clusters Score: Raw -11861.225002 + Penalty 937.467419 = -10923.757583 nChanged 11 SP:Iteration 2Q (234.992584 sec): 3 clusters Score: Raw -11880.864507 + Penalty 939.077607 = -10941.786901 nChanged 7 SP:Iteration 3Q (234.993193 sec): 3 clusters Score: Raw -11893.187309 + Penalty 939.032704 = -10954.154605 nChanged 5 SP:Iteration 4Q (234.993803 sec): 3 clusters Score: Raw -11904.408753 + Penalty 939.088148 = -10965.320604 nChanged 2 SP:Iteration 5Q (234.994442 sec): 3 clusters Score: Raw -11905.659240 + Penalty 939.539695 = -10966.119545 nChanged 1 SP:Iteration 6Q (234.995062 sec): 3 clusters Score: Raw -11906.895781 + Penalty 939.539695 = -10967.356086 nChanged 0 SP:Iteration 7F (234.995718 sec): 3 clusters Score: Raw -11906.895781 + Penalty 939.539695 = -10967.356086 nChanged 0 Memory request: 0.01 GB would take us to total of 0.54 GB. Trying to split cluster 13 (1273 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (234.999541 sec): 2 clusters Score: Raw -65228.225969 + Penalty 71.200026 = -65157.025943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (235.001969 sec): 3 clusters Score: Raw -64439.427826 + Penalty 187.004601 = -64252.423225 nChanged 572 SP:Iteration 1F (235.004329 sec): 3 clusters Score: Raw -65101.383016 + Penalty 248.240883 = -64853.142133 nChanged 120 SP:Iteration 2F (235.006669 sec): 3 clusters Score: Raw -65261.067951 + Penalty 340.434151 = -64920.633800 nChanged 44 SP:Iteration 3Q (235.009009 sec): 3 clusters Score: Raw -65342.761781 + Penalty 368.986607 = -64973.775173 nChanged 7 SP:Iteration 4Q (235.011092 sec): 3 clusters Score: Raw -65362.613831 + Penalty 382.144898 = -64980.468933 nChanged 4 SP:Iteration 5Q (235.013030 sec): 3 clusters Score: Raw -65365.971061 + Penalty 386.400390 = -64979.570671 nChanged 2 SP:Iteration 6F (235.015404 sec): 3 clusters Score: Raw -65366.387235 + Penalty 389.109792 = -64977.277442 nChanged 1 SP:Iteration 7F (235.017760 sec): 3 clusters Score: Raw -65366.492507 + Penalty 394.987966 = -64971.504541 nChanged 1 SP:Iteration 8F (235.020098 sec): 3 clusters Score: Raw -65367.719778 + Penalty 408.176523 = -64959.543255 nChanged 2 SP:Iteration 9F (235.022430 sec): 3 clusters Score: Raw -65368.716257 + Penalty 415.434314 = -64953.281943 nChanged 1 SP:Iteration 10F (235.025168 sec): 3 clusters Score: Raw -65369.033654 + Penalty 415.434314 = -64953.599340 nChanged 0 Memory request: 0.01 GB would take us to total of 0.54 GB. Trying to split cluster 14 (2116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (235.033132 sec): 2 clusters Score: Raw -118518.571543 + Penalty 279.144757 = -118239.426786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (235.037336 sec): 3 clusters Score: Raw -117252.685740 + Penalty 560.089484 = -116692.596256 nChanged 908 SP:Iteration 1F (235.041310 sec): 3 clusters Score: Raw -118193.085244 + Penalty 553.062550 = -117640.022694 nChanged 248 SP:Iteration 2F (235.045159 sec): 3 clusters Score: Raw -118418.708710 + Penalty 535.780602 = -117882.928107 nChanged 102 SP:Iteration 3Q (235.048987 sec): 3 clusters Score: Raw -118516.577328 + Penalty 525.885634 = -117990.691694 nChanged 40 SP:Iteration 4Q (235.053077 sec): 3 clusters Score: Raw -118553.614349 + Penalty 517.387390 = -118036.226959 nChanged 14 SP:Iteration 5Q (235.057205 sec): 3 clusters Score: Raw -118565.027006 + Penalty 505.352269 = -118059.674737 nChanged 13 SP:Iteration 6Q (235.061297 sec): 3 clusters Score: Raw -118576.757711 + Penalty 503.757004 = -118073.000707 nChanged 5 SP:Iteration 7Q (235.065095 sec): 3 clusters Score: Raw -118579.092265 + Penalty 504.318277 = -118074.773988 nChanged 2 SP:Iteration 8Q (235.068909 sec): 3 clusters Score: Raw -118579.186233 + Penalty 504.318277 = -118074.867956 nChanged 0 SP:Iteration 9F (235.072841 sec): 3 clusters Score: Raw -118579.186233 + Penalty 504.318277 = -118074.867956 nChanged 0 Memory request: 0.01 GB would take us to total of 0.54 GB. Trying to split cluster 16 (586 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (235.077130 sec): 2 clusters Score: Raw -33898.482026 + Penalty 730.384686 = -33168.097340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (235.078393 sec): 3 clusters Score: Raw -33695.513014 + Penalty 1460.259196 = -32235.253818 nChanged 154 SP:Iteration 1F (235.079623 sec): 3 clusters Score: Raw -33793.292220 + Penalty 1460.073190 = -32333.219029 nChanged 37 SP:Iteration 2F (235.080850 sec): 3 clusters Score: Raw -33840.553780 + Penalty 1461.580935 = -32378.972845 nChanged 31 SP:Iteration 3F (235.082074 sec): 3 clusters Score: Raw -33876.575697 + Penalty 1469.427836 = -32407.147861 nChanged 37 SP:Iteration 4F (235.083296 sec): 3 clusters Score: Raw -33927.562365 + Penalty 1484.860350 = -32442.702014 nChanged 32 SP:Iteration 5F (235.084521 sec): 3 clusters Score: Raw -33973.661795 + Penalty 1494.513845 = -32479.147950 nChanged 26 SP:Iteration 6Q (235.085726 sec): 3 clusters Score: Raw -34009.554638 + Penalty 1504.564957 = -32504.989681 nChanged 13 SP:Iteration 7Q (235.086922 sec): 3 clusters Score: Raw -34026.965920 + Penalty 1513.802912 = -32513.163008 nChanged 9 SP:Iteration 8Q (235.088095 sec): 3 clusters Score: Raw -34042.720574 + Penalty 1516.581735 = -32526.138840 nChanged 4 SP:Iteration 9Q (235.089249 sec): 3 clusters Score: Raw -34046.947266 + Penalty 1517.276600 = -32529.670666 nChanged 1 SP:Iteration 10F (235.090466 sec): 3 clusters Score: Raw -34047.941014 + Penalty 1517.276600 = -32530.664415 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 17 (139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (235.091347 sec): 2 clusters Score: Raw -6873.489945 + Penalty 219.698825 = -6653.791120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (235.091810 sec): 3 clusters Score: Raw -6844.935256 + Penalty 439.302147 = -6405.633108 nChanged 32 SP:Iteration 1F (235.092321 sec): 3 clusters Score: Raw -6877.014035 + Penalty 439.531638 = -6437.482397 nChanged 8 SP:Iteration 2F (235.092782 sec): 3 clusters Score: Raw -6897.389701 + Penalty 439.885911 = -6457.503790 nChanged 3 SP:Iteration 3Q (235.093231 sec): 3 clusters Score: Raw -6901.134891 + Penalty 440.126805 = -6461.008086 nChanged 1 SP:Iteration 4Q (235.093679 sec): 3 clusters Score: Raw -6902.936080 + Penalty 440.268779 = -6462.667301 nChanged 1 SP:Iteration 5Q (235.094126 sec): 3 clusters Score: Raw -6904.095008 + Penalty 440.268779 = -6463.826229 nChanged 0 SP:Iteration 6F (235.095420 sec): 3 clusters Score: Raw -6904.095008 + Penalty 440.268779 = -6463.826229 nChanged 0 Memory request: 0.01 GB would take us to total of 0.54 GB. Trying to split cluster 18 (1316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (235.102614 sec): 2 clusters Score: Raw -69895.021797 + Penalty 363.972219 = -69531.049578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (235.105291 sec): 3 clusters Score: Raw -69159.590439 + Penalty 722.617428 = -68436.973011 nChanged 506 SP:Iteration 1F (235.108216 sec): 3 clusters Score: Raw -69490.004318 + Penalty 713.902564 = -68776.101754 nChanged 155 SP:Iteration 2F (235.111034 sec): 3 clusters Score: Raw -69593.239574 + Penalty 705.801034 = -68887.438540 nChanged 72 SP:Iteration 3F (235.113824 sec): 3 clusters Score: Raw -69648.632579 + Penalty 703.069573 = -68945.563006 nChanged 45 SP:Iteration 4Q (235.116478 sec): 3 clusters Score: Raw -69686.165960 + Penalty 703.063260 = -68983.102700 nChanged 47 SP:Iteration 5Q (235.118977 sec): 3 clusters Score: Raw -69722.230447 + Penalty 708.324029 = -69013.906418 nChanged 44 SP:Iteration 6Q (235.121446 sec): 3 clusters Score: Raw -69761.253150 + Penalty 720.454052 = -69040.799098 nChanged 46 SP:Iteration 7Q (235.123904 sec): 3 clusters Score: Raw -69806.464252 + Penalty 744.541808 = -69061.922444 nChanged 58 SP:Iteration 8Q (235.126354 sec): 3 clusters Score: Raw -69867.247631 + Penalty 772.358387 = -69094.889244 nChanged 57 SP:Iteration 9Q (235.128821 sec): 3 clusters Score: Raw -69922.996668 + Penalty 798.545773 = -69124.450895 nChanged 36 SP:Iteration 10F (235.131381 sec): 3 clusters Score: Raw -69955.656525 + Penalty 828.086676 = -69127.569849 nChanged 29 SP:Iteration 11Q (235.133745 sec): 3 clusters Score: Raw -69976.402591 + Penalty 840.194408 = -69136.208183 nChanged 17 SP:Iteration 12Q (235.136218 sec): 3 clusters Score: Raw -69990.215378 + Penalty 851.656362 = -69138.559017 nChanged 17 SP:Iteration 13Q (235.138663 sec): 3 clusters Score: Raw -70002.901834 + Penalty 859.457484 = -69143.444350 nChanged 7 SP:Iteration 14Q (235.140953 sec): 3 clusters Score: Raw -70006.082122 + Penalty 868.552562 = -69137.529560 nChanged 5 SP:Iteration 15F (235.143528 sec): 3 clusters Score: Raw -70007.592867 + Penalty 870.373419 = -69137.219448 nChanged 1 SP:Iteration 16F (235.146042 sec): 3 clusters Score: Raw -70007.906119 + Penalty 870.373419 = -69137.532700 nChanged 0 Memory request: 0.01 GB would take us to total of 0.54 GB. Trying to split cluster 19 (2415 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (235.154682 sec): 2 clusters Score: Raw -134657.024274 + Penalty 57.851047 = -134599.173227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (235.159224 sec): 3 clusters Score: Raw -133042.526457 + Penalty 116.112584 = -132926.413874 nChanged 1148 SP:Iteration 1F (235.163915 sec): 3 clusters Score: Raw -133897.221856 + Penalty 116.534016 = -133780.687839 nChanged 214 SP:Iteration 2F (235.168415 sec): 3 clusters Score: Raw -134030.996563 + Penalty 117.563829 = -133913.432734 nChanged 187 SP:Iteration 3F (235.172916 sec): 3 clusters Score: Raw -134160.808780 + Penalty 117.505265 = -134043.303515 nChanged 157 SP:Iteration 4F (235.177424 sec): 3 clusters Score: Raw -134283.261936 + Penalty 117.270584 = -134165.991352 nChanged 125 SP:Iteration 5F (235.182079 sec): 3 clusters Score: Raw -134383.413252 + Penalty 117.118133 = -134266.295119 nChanged 95 SP:Iteration 6Q (235.186550 sec): 3 clusters Score: Raw -134467.167265 + Penalty 116.712659 = -134350.454606 nChanged 88 SP:Iteration 7Q (235.191152 sec): 3 clusters Score: Raw -134555.680707 + Penalty 116.775932 = -134438.904775 nChanged 76 SP:Iteration 8Q (235.195695 sec): 3 clusters Score: Raw -134613.016841 + Penalty 116.375949 = -134496.640892 nChanged 49 SP:Iteration 9Q (235.199979 sec): 3 clusters Score: Raw -134652.110596 + Penalty 115.808550 = -134536.302046 nChanged 36 SP:Iteration 10F (235.204471 sec): 3 clusters Score: Raw -134684.261372 + Penalty 114.695684 = -134569.565688 nChanged 38 SP:Iteration 11Q (235.208676 sec): 3 clusters Score: Raw -134716.254658 + Penalty 114.780885 = -134601.473773 nChanged 35 SP:Iteration 12Q (235.212917 sec): 3 clusters Score: Raw -134735.879174 + Penalty 114.565569 = -134621.313606 nChanged 17 SP:Iteration 13Q (235.217038 sec): 3 clusters Score: Raw -134741.112613 + Penalty 114.685116 = -134626.427496 nChanged 14 SP:Iteration 14Q (235.221122 sec): 3 clusters Score: Raw -134744.347605 + Penalty 114.559795 = -134629.787810 nChanged 16 SP:Iteration 15Q (235.225183 sec): 3 clusters Score: Raw -134749.051818 + Penalty 114.347543 = -134634.704275 nChanged 16 SP:Iteration 16Q (235.229346 sec): 3 clusters Score: Raw -134753.559899 + Penalty 114.422076 = -134639.137823 nChanged 13 SP:Iteration 17Q (235.233381 sec): 3 clusters Score: Raw -134756.057689 + Penalty 114.401723 = -134641.655965 nChanged 14 SP:Iteration 18Q (235.237394 sec): 3 clusters Score: Raw -134758.376359 + Penalty 114.351574 = -134644.024785 nChanged 9 SP:Iteration 19Q (235.241423 sec): 3 clusters Score: Raw -134759.339469 + Penalty 114.210280 = -134645.129189 nChanged 3 SP:Iteration 20F (235.246199 sec): 3 clusters Score: Raw -134759.521842 + Penalty 114.238955 = -134645.282887 nChanged 2 SP:Iteration 21Q (235.250246 sec): 3 clusters Score: Raw -134759.596539 + Penalty 114.238955 = -134645.357584 nChanged 0 SP:Iteration 22F (235.254752 sec): 3 clusters Score: Raw -134759.596539 + Penalty 114.238955 = -134645.357584 nChanged 0 Score: Raw -3025051.160601 + Penalty 20603.937839 = -3004447.222762 Splitting cluster 19 changes total score from -2975159.124448 to -3004447.222762 So it's getting split into cluster 5. Memory request: 0.01 GB would take us to total of 0.54 GB. Trying to split cluster 20 (612 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (236.311508 sec): 2 clusters Score: Raw -32343.552842 + Penalty 53.041230 = -32290.511613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (236.312929 sec): 3 clusters Score: Raw -32010.705016 + Penalty 106.102784 = -31904.602231 nChanged 262 SP:Iteration 1F (236.314276 sec): 3 clusters Score: Raw -32392.731555 + Penalty 107.071809 = -32285.659746 nChanged 47 SP:Iteration 2F (236.315621 sec): 3 clusters Score: Raw -32424.179607 + Penalty 106.483162 = -32317.696445 nChanged 16 SP:Iteration 3Q (236.316961 sec): 3 clusters Score: Raw -32433.212028 + Penalty 106.565944 = -32326.646084 nChanged 10 SP:Iteration 4Q (236.318274 sec): 3 clusters Score: Raw -32439.289117 + Penalty 106.818204 = -32332.470913 nChanged 6 SP:Iteration 5Q (236.319577 sec): 3 clusters Score: Raw -32441.468135 + Penalty 106.577939 = -32334.890196 nChanged 5 SP:Iteration 6Q (236.320834 sec): 3 clusters Score: Raw -32443.241123 + Penalty 106.857335 = -32336.383788 nChanged 4 SP:Iteration 7Q (236.322071 sec): 3 clusters Score: Raw -32444.205457 + Penalty 106.782277 = -32337.423179 nChanged 1 SP:Iteration 8Q (236.323306 sec): 3 clusters Score: Raw -32444.285241 + Penalty 106.801227 = -32337.484014 nChanged 1 SP:Iteration 9Q (236.324544 sec): 3 clusters Score: Raw -32444.405900 + Penalty 106.927170 = -32337.478730 nChanged 2 SP:Iteration 10F (236.325805 sec): 3 clusters Score: Raw -32444.692828 + Penalty 106.792126 = -32337.900701 nChanged 2 SP:Iteration 11Q (236.327041 sec): 3 clusters Score: Raw -32445.003443 + Penalty 106.706068 = -32338.297375 nChanged 3 SP:Iteration 12Q (236.328314 sec): 3 clusters Score: Raw -32445.376576 + Penalty 106.555919 = -32338.820657 nChanged 4 SP:Iteration 13Q (236.329553 sec): 3 clusters Score: Raw -32446.281752 + Penalty 106.319479 = -32339.962273 nChanged 4 SP:Iteration 14Q (236.330800 sec): 3 clusters Score: Raw -32447.251560 + Penalty 106.392129 = -32340.859430 nChanged 5 SP:Iteration 15Q (236.332029 sec): 3 clusters Score: Raw -32449.074509 + Penalty 106.562484 = -32342.512024 nChanged 8 SP:Iteration 16Q (236.333257 sec): 3 clusters Score: Raw -32452.451773 + Penalty 106.290027 = -32346.161745 nChanged 7 SP:Iteration 17Q (236.334500 sec): 3 clusters Score: Raw -32455.072979 + Penalty 106.037196 = -32349.035783 nChanged 6 SP:Iteration 18Q (236.335721 sec): 3 clusters Score: Raw -32456.499876 + Penalty 105.962730 = -32350.537146 nChanged 5 SP:Iteration 19Q (236.336939 sec): 3 clusters Score: Raw -32457.515412 + Penalty 105.882674 = -32351.632739 nChanged 4 SP:Iteration 20F (236.338203 sec): 3 clusters Score: Raw -32458.125717 + Penalty 105.821597 = -32352.304120 nChanged 2 SP:Iteration 21Q (236.339418 sec): 3 clusters Score: Raw -32458.275013 + Penalty 105.782438 = -32352.492575 nChanged 2 SP:Iteration 22Q (236.340664 sec): 3 clusters Score: Raw -32458.529246 + Penalty 105.783697 = -32352.745548 nChanged 4 SP:Iteration 23Q (236.341881 sec): 3 clusters Score: Raw -32459.148959 + Penalty 105.746991 = -32353.401967 nChanged 2 SP:Iteration 24Q (236.343095 sec): 3 clusters Score: Raw -32459.279118 + Penalty 105.743510 = -32353.535608 nChanged 2 SP:Iteration 25Q (236.344286 sec): 3 clusters Score: Raw -32459.484233 + Penalty 105.707572 = -32353.776661 nChanged 2 SP:Iteration 26Q (236.345481 sec): 3 clusters Score: Raw -32459.702626 + Penalty 105.687473 = -32354.015152 nChanged 1 SP:Iteration 27Q (236.346701 sec): 3 clusters Score: Raw -32459.786947 + Penalty 105.668345 = -32354.118602 nChanged 1 SP:Iteration 28Q (236.347989 sec): 3 clusters Score: Raw -32459.849845 + Penalty 105.668345 = -32354.181500 nChanged 0 SP:Iteration 29F (236.349252 sec): 3 clusters Score: Raw -32459.849845 + Penalty 105.668345 = -32354.181500 nChanged 0 Score: Raw -3025167.454194 + Penalty 20693.950233 = -3004473.503961 Splitting cluster 20 changes total score from -2975159.124448 to -3004473.503961 So it's getting split into cluster 15. Memory request: 0.01 GB would take us to total of 0.54 GB. Trying to split cluster 21 (778 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (237.439224 sec): 2 clusters Score: Raw -43009.339931 + Penalty 205.428068 = -42803.911863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (237.440950 sec): 3 clusters Score: Raw -42550.786349 + Penalty 407.551251 = -42143.235097 nChanged 305 SP:Iteration 1F (237.442744 sec): 3 clusters Score: Raw -42748.790973 + Penalty 400.519152 = -42348.271821 nChanged 113 SP:Iteration 2F (237.444496 sec): 3 clusters Score: Raw -42832.528246 + Penalty 394.816284 = -42437.711962 nChanged 61 SP:Iteration 3F (237.446212 sec): 3 clusters Score: Raw -42888.323453 + Penalty 391.430796 = -42496.892657 nChanged 38 SP:Iteration 4Q (237.447916 sec): 3 clusters Score: Raw -42925.839265 + Penalty 388.474102 = -42537.365163 nChanged 25 SP:Iteration 5Q (237.449699 sec): 3 clusters Score: Raw -42955.162865 + Penalty 386.880927 = -42568.281938 nChanged 14 SP:Iteration 6Q (237.451388 sec): 3 clusters Score: Raw -42975.284099 + Penalty 386.025441 = -42589.258658 nChanged 10 SP:Iteration 7Q (237.452986 sec): 3 clusters Score: Raw -42982.796951 + Penalty 386.177079 = -42596.619872 nChanged 10 SP:Iteration 8Q (237.454546 sec): 3 clusters Score: Raw -42992.821086 + Penalty 384.201067 = -42608.620019 nChanged 8 SP:Iteration 9Q (237.456075 sec): 3 clusters Score: Raw -42999.790274 + Penalty 386.512893 = -42613.277380 nChanged 7 SP:Iteration 10F (237.457774 sec): 3 clusters Score: Raw -43006.272961 + Penalty 385.651966 = -42620.620995 nChanged 5 SP:Iteration 11Q (237.459331 sec): 3 clusters Score: Raw -43009.410503 + Penalty 381.918021 = -42627.492482 nChanged 5 SP:Iteration 12Q (237.460867 sec): 3 clusters Score: Raw -43013.062086 + Penalty 381.497225 = -42631.564861 nChanged 4 SP:Iteration 13Q (237.462354 sec): 3 clusters Score: Raw -43014.112650 + Penalty 383.403041 = -42630.709609 nChanged 2 SP:Iteration 14F (237.464012 sec): 3 clusters Score: Raw -43014.545900 + Penalty 383.132340 = -42631.413560 nChanged 1 SP:Iteration 15Q (237.465444 sec): 3 clusters Score: Raw -43014.609302 + Penalty 383.132340 = -42631.476962 nChanged 0 SP:Iteration 16F (237.467140 sec): 3 clusters Score: Raw -43014.609302 + Penalty 383.132340 = -42631.476962 nChanged 0 Memory request: 0.00 GB would take us to total of 0.54 GB. Trying to split cluster 26 (517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (237.470195 sec): 2 clusters Score: Raw -27534.485046 + Penalty 48.343753 = -27486.141293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (237.471418 sec): 3 clusters Score: Raw -27233.225946 + Penalty 97.304915 = -27135.921031 nChanged 239 SP:Iteration 1F (237.472576 sec): 3 clusters Score: Raw -27438.598751 + Penalty 95.867676 = -27342.731075 nChanged 63 SP:Iteration 2F (237.473725 sec): 3 clusters Score: Raw -27513.551613 + Penalty 94.505201 = -27419.046412 nChanged 34 SP:Iteration 3F (237.474870 sec): 3 clusters Score: Raw -27551.120426 + Penalty 93.797006 = -27457.323420 nChanged 34 SP:Iteration 4F (237.475983 sec): 3 clusters Score: Raw -27585.440016 + Penalty 93.654594 = -27491.785422 nChanged 26 SP:Iteration 5F (237.477074 sec): 3 clusters Score: Raw -27604.903788 + Penalty 93.560526 = -27511.343262 nChanged 9 SP:Iteration 6Q (237.478134 sec): 3 clusters Score: Raw -27609.646583 + Penalty 93.577173 = -27516.069410 nChanged 4 SP:Iteration 7Q (237.479198 sec): 3 clusters Score: Raw -27610.156531 + Penalty 93.594461 = -27516.562070 nChanged 1 SP:Iteration 8Q (237.480260 sec): 3 clusters Score: Raw -27610.180815 + Penalty 93.594461 = -27516.586354 nChanged 0 SP:Iteration 9F (237.481350 sec): 3 clusters Score: Raw -27610.180815 + Penalty 93.594461 = -27516.586354 nChanged 0 Score: Raw -3025243.145826 + Penalty 20773.435758 = -3004469.710068 Splitting cluster 26 changes total score from -2975159.124448 to -3004469.710068 So it's getting split into cluster 22. Memory request: 0.01 GB would take us to total of 0.54 GB. Trying to split cluster 27 (839 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (238.586628 sec): 2 clusters Score: Raw -44445.110173 + Penalty 787.288785 = -43657.821389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (238.588293 sec): 3 clusters Score: Raw -44106.712858 + Penalty 1575.238526 = -42531.474332 nChanged 269 SP:Iteration 1F (238.589920 sec): 3 clusters Score: Raw -44304.934054 + Penalty 1576.190547 = -42728.743507 nChanged 71 SP:Iteration 2F (238.591548 sec): 3 clusters Score: Raw -44386.272394 + Penalty 1577.576088 = -42808.696306 nChanged 47 SP:Iteration 3F (238.593216 sec): 3 clusters Score: Raw -44446.322741 + Penalty 1580.405718 = -42865.917024 nChanged 51 SP:Iteration 4F (238.594866 sec): 3 clusters Score: Raw -44516.765317 + Penalty 1587.136286 = -42929.629032 nChanged 47 SP:Iteration 5F (238.596488 sec): 3 clusters Score: Raw -44569.374453 + Penalty 1594.791976 = -42974.582477 nChanged 32 SP:Iteration 6Q (238.598065 sec): 3 clusters Score: Raw -44605.234611 + Penalty 1601.053160 = -43004.181450 nChanged 22 SP:Iteration 7Q (238.599719 sec): 3 clusters Score: Raw -44635.209458 + Penalty 1609.120185 = -43026.089273 nChanged 22 SP:Iteration 8Q (238.601312 sec): 3 clusters Score: Raw -44668.962104 + Penalty 1616.117376 = -43052.844728 nChanged 15 SP:Iteration 9Q (238.602883 sec): 3 clusters Score: Raw -44697.299251 + Penalty 1619.984726 = -43077.314525 nChanged 15 SP:Iteration 10F (238.604505 sec): 3 clusters Score: Raw -44716.963004 + Penalty 1621.256664 = -43095.706340 nChanged 5 SP:Iteration 11Q (238.606014 sec): 3 clusters Score: Raw -44720.596178 + Penalty 1621.964059 = -43098.632119 nChanged 3 SP:Iteration 12Q (238.607551 sec): 3 clusters Score: Raw -44723.227593 + Penalty 1622.218615 = -43101.008978 nChanged 1 SP:Iteration 13Q (238.609095 sec): 3 clusters Score: Raw -44723.557993 + Penalty 1621.838249 = -43101.719744 nChanged 1 SP:Iteration 14Q (238.610614 sec): 3 clusters Score: Raw -44723.811002 + Penalty 1621.838249 = -43101.972753 nChanged 0 SP:Iteration 15F (238.612244 sec): 3 clusters Score: Raw -44723.811002 + Penalty 1621.838249 = -43101.972753 nChanged 0 Memory request: 0.01 GB would take us to total of 0.54 GB. Trying to split cluster 29 (1446 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (238.620464 sec): 2 clusters Score: Raw -77692.317761 + Penalty 57.315528 = -77635.002233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (238.623412 sec): 3 clusters Score: Raw -76751.873010 + Penalty 114.608495 = -76637.264515 nChanged 682 SP:Iteration 1F (238.626242 sec): 3 clusters Score: Raw -77212.344666 + Penalty 114.661889 = -77097.682777 nChanged 117 SP:Iteration 2F (238.628910 sec): 3 clusters Score: Raw -77262.845532 + Penalty 114.525230 = -77148.320302 nChanged 61 SP:Iteration 3Q (238.631538 sec): 3 clusters Score: Raw -77280.043147 + Penalty 114.330916 = -77165.712231 nChanged 45 SP:Iteration 4Q (238.634178 sec): 3 clusters Score: Raw -77292.362388 + Penalty 114.175942 = -77178.186446 nChanged 40 SP:Iteration 5Q (238.636794 sec): 3 clusters Score: Raw -77303.796216 + Penalty 114.136606 = -77189.659610 nChanged 43 SP:Iteration 6Q (238.639389 sec): 3 clusters Score: Raw -77316.904054 + Penalty 114.012743 = -77202.891311 nChanged 42 SP:Iteration 7Q (238.641969 sec): 3 clusters Score: Raw -77335.274382 + Penalty 113.999898 = -77221.274484 nChanged 58 SP:Iteration 8Q (238.644537 sec): 3 clusters Score: Raw -77377.126310 + Penalty 114.152694 = -77262.973616 nChanged 75 SP:Iteration 9F (238.647190 sec): 3 clusters Score: Raw -77454.870077 + Penalty 113.541538 = -77341.328538 nChanged 70 SP:Iteration 10F (238.649844 sec): 3 clusters Score: Raw -77525.809104 + Penalty 113.921096 = -77411.888008 nChanged 60 SP:Iteration 11Q (238.652297 sec): 3 clusters Score: Raw -77573.231738 + Penalty 113.873352 = -77459.358386 nChanged 52 SP:Iteration 12Q (238.654781 sec): 3 clusters Score: Raw -77604.483608 + Penalty 113.083827 = -77491.399782 nChanged 45 SP:Iteration 13Q (238.657229 sec): 3 clusters Score: Raw -77627.295434 + Penalty 113.463666 = -77513.831768 nChanged 35 SP:Iteration 14Q (238.659669 sec): 3 clusters Score: Raw -77641.423792 + Penalty 113.656142 = -77527.767650 nChanged 27 SP:Iteration 15Q (238.662115 sec): 3 clusters Score: Raw -77652.732574 + Penalty 113.308426 = -77539.424148 nChanged 29 SP:Iteration 16Q (238.664474 sec): 3 clusters Score: Raw -77665.995614 + Penalty 113.546776 = -77552.448837 nChanged 22 SP:Iteration 17Q (238.666813 sec): 3 clusters Score: Raw -77675.610734 + Penalty 112.725056 = -77562.885678 nChanged 18 SP:Iteration 18Q (238.669113 sec): 3 clusters Score: Raw -77683.331559 + Penalty 112.955354 = -77570.376205 nChanged 11 SP:Iteration 19Q (238.671422 sec): 3 clusters Score: Raw -77687.706416 + Penalty 113.246691 = -77574.459724 nChanged 10 SP:Iteration 20F (238.674067 sec): 3 clusters Score: Raw -77690.358248 + Penalty 113.082496 = -77577.275751 nChanged 8 SP:Iteration 21Q (238.676329 sec): 3 clusters Score: Raw -77691.890395 + Penalty 112.493199 = -77579.397196 nChanged 8 SP:Iteration 22Q (238.678593 sec): 3 clusters Score: Raw -77693.420524 + Penalty 112.582316 = -77580.838208 nChanged 5 SP:Iteration 23Q (238.680849 sec): 3 clusters Score: Raw -77694.422423 + Penalty 111.921758 = -77582.500665 nChanged 9 SP:Iteration 24Q (238.683133 sec): 3 clusters Score: Raw -77696.087111 + Penalty 112.271807 = -77583.815304 nChanged 7 SP:Iteration 25Q (238.685384 sec): 3 clusters Score: Raw -77697.018489 + Penalty 111.577453 = -77585.441036 nChanged 5 SP:Iteration 26Q (238.687636 sec): 3 clusters Score: Raw -77697.891532 + Penalty 111.947542 = -77585.943990 nChanged 5 SP:Iteration 27Q (238.689963 sec): 3 clusters Score: Raw -77698.495930 + Penalty 112.143826 = -77586.352104 nChanged 3 SP:Iteration 28Q (238.692215 sec): 3 clusters Score: Raw -77698.912188 + Penalty 112.286578 = -77586.625610 nChanged 3 SP:Iteration 29Q (238.694457 sec): 3 clusters Score: Raw -77699.154250 + Penalty 112.286578 = -77586.867672 nChanged 0 SP:Iteration 30F (238.697101 sec): 3 clusters Score: Raw -77699.154250 + Penalty 112.286578 = -77586.867672 nChanged 0 Memory request: 0.00 GB would take us to total of 0.54 GB. Trying to split cluster 33 (318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (238.699025 sec): 2 clusters Score: Raw -11957.224743 + Penalty 461.413680 = -11495.811062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (238.699835 sec): 3 clusters Score: Raw -11917.870711 + Penalty 928.223176 = -10989.647536 nChanged 75 SP:Iteration 1F (238.700602 sec): 3 clusters Score: Raw -12033.241459 + Penalty 932.377051 = -11100.864409 nChanged 23 SP:Iteration 2F (238.701365 sec): 3 clusters Score: Raw -12069.115874 + Penalty 934.971382 = -11134.144492 nChanged 15 SP:Iteration 3Q (238.702099 sec): 3 clusters Score: Raw -12103.732122 + Penalty 940.722924 = -11163.009198 nChanged 10 SP:Iteration 4Q (238.702832 sec): 3 clusters Score: Raw -12123.026616 + Penalty 952.813246 = -11170.213370 nChanged 8 SP:Iteration 5Q (238.703557 sec): 3 clusters Score: Raw -12133.104887 + Penalty 958.688385 = -11174.416502 nChanged 5 SP:Iteration 6Q (238.704277 sec): 3 clusters Score: Raw -12140.228065 + Penalty 960.054254 = -11180.173811 nChanged 4 SP:Iteration 7Q (238.704995 sec): 3 clusters Score: Raw -12145.760848 + Penalty 961.567770 = -11184.193078 nChanged 4 SP:Iteration 8Q (238.705708 sec): 3 clusters Score: Raw -12150.808694 + Penalty 963.598933 = -11187.209760 nChanged 1 SP:Iteration 9Q (238.706418 sec): 3 clusters Score: Raw -12151.288905 + Penalty 963.598933 = -11187.689971 nChanged 0 SP:Iteration 10F (238.707179 sec): 3 clusters Score: Raw -12151.288905 + Penalty 963.598933 = -11187.689971 nChanged 0 Memory request: 0.00 GB would take us to total of 0.54 GB. Trying to split cluster 37 (480 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (238.708973 sec): 2 clusters Score: Raw -21998.063496 + Penalty 704.698213 = -21293.365283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (238.710021 sec): 3 clusters Score: Raw -21837.732954 + Penalty 1413.136717 = -20424.596238 nChanged 109 SP:Iteration 1F (238.711054 sec): 3 clusters Score: Raw -21931.987728 + Penalty 1416.026246 = -20515.961482 nChanged 38 SP:Iteration 2F (238.712085 sec): 3 clusters Score: Raw -21983.440784 + Penalty 1418.464931 = -20564.975853 nChanged 27 SP:Iteration 3F (238.713116 sec): 3 clusters Score: Raw -22024.372307 + Penalty 1419.242389 = -20605.129918 nChanged 18 SP:Iteration 4Q (238.714132 sec): 3 clusters Score: Raw -22046.840503 + Penalty 1420.158944 = -20626.681559 nChanged 15 SP:Iteration 5Q (238.715139 sec): 3 clusters Score: Raw -22069.507098 + Penalty 1422.209408 = -20647.297689 nChanged 10 SP:Iteration 6Q (238.716157 sec): 3 clusters Score: Raw -22080.864555 + Penalty 1422.795570 = -20658.068985 nChanged 3 SP:Iteration 7Q (238.717169 sec): 3 clusters Score: Raw -22083.885340 + Penalty 1422.753388 = -20661.131952 nChanged 6 SP:Iteration 8Q (238.718173 sec): 3 clusters Score: Raw -22092.948181 + Penalty 1421.142352 = -20671.805829 nChanged 4 SP:Iteration 9Q (238.719185 sec): 3 clusters Score: Raw -22105.037811 + Penalty 1421.444105 = -20683.593705 nChanged 6 SP:Iteration 10F (238.720233 sec): 3 clusters Score: Raw -22111.444759 + Penalty 1421.073029 = -20690.371730 nChanged 1 SP:Iteration 11Q (238.721232 sec): 3 clusters Score: Raw -22113.282562 + Penalty 1421.073029 = -20692.209532 nChanged 0 SP:Iteration 12F (238.722283 sec): 3 clusters Score: Raw -22113.282562 + Penalty 1421.073029 = -20692.209532 nChanged 0 Memory request: 0.00 GB would take us to total of 0.54 GB. Trying to split cluster 38 (328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (238.723631 sec): 2 clusters Score: Raw -15170.107068 + Penalty 114.618807 = -15055.488261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (238.724450 sec): 3 clusters Score: Raw -15032.033043 + Penalty 231.417436 = -14800.615607 nChanged 130 SP:Iteration 1F (238.725248 sec): 3 clusters Score: Raw -15200.279551 + Penalty 234.871589 = -14965.407962 nChanged 21 SP:Iteration 2F (238.726048 sec): 3 clusters Score: Raw -15229.921907 + Penalty 237.350819 = -14992.571088 nChanged 13 SP:Iteration 3Q (238.726826 sec): 3 clusters Score: Raw -15242.801907 + Penalty 237.068107 = -15005.733801 nChanged 3 SP:Iteration 4Q (238.727591 sec): 3 clusters Score: Raw -15244.979997 + Penalty 238.304008 = -15006.675988 nChanged 5 SP:Iteration 5Q (238.728329 sec): 3 clusters Score: Raw -15251.387755 + Penalty 239.233431 = -15012.154324 nChanged 4 SP:Iteration 6Q (238.729094 sec): 3 clusters Score: Raw -15267.170462 + Penalty 238.961884 = -15028.208578 nChanged 3 SP:Iteration 7Q (238.729822 sec): 3 clusters Score: Raw -15271.921042 + Penalty 239.362310 = -15032.558732 nChanged 1 SP:Iteration 8Q (238.730547 sec): 3 clusters Score: Raw -15272.108526 + Penalty 238.782196 = -15033.326330 nChanged 1 SP:Iteration 9Q (238.731270 sec): 3 clusters Score: Raw -15272.159255 + Penalty 238.782196 = -15033.377060 nChanged 0 SP:Iteration 10F (238.732034 sec): 3 clusters Score: Raw -15272.159255 + Penalty 238.782196 = -15033.377060 nChanged 0 Memory request: 0.01 GB would take us to total of 0.54 GB. Trying to split cluster 43 (559 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (238.733927 sec): 2 clusters Score: Raw -29724.634492 + Penalty 44.291709 = -29680.342783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (238.735108 sec): 3 clusters Score: Raw -29379.569557 + Penalty 90.886529 = -29288.683028 nChanged 249 SP:Iteration 1F (238.736280 sec): 3 clusters Score: Raw -29681.030513 + Penalty 90.452540 = -29590.577973 nChanged 64 SP:Iteration 2F (238.737448 sec): 3 clusters Score: Raw -29743.215703 + Penalty 89.997546 = -29653.218157 nChanged 21 SP:Iteration 3Q (238.738614 sec): 3 clusters Score: Raw -29755.577995 + Penalty 89.565219 = -29666.012776 nChanged 9 SP:Iteration 4Q (238.739767 sec): 3 clusters Score: Raw -29758.353549 + Penalty 89.187911 = -29669.165638 nChanged 6 SP:Iteration 5Q (238.740910 sec): 3 clusters Score: Raw -29760.142776 + Penalty 88.813674 = -29671.329101 nChanged 7 SP:Iteration 6Q (238.742077 sec): 3 clusters Score: Raw -29762.484321 + Penalty 88.577076 = -29673.907245 nChanged 5 SP:Iteration 7Q (238.743217 sec): 3 clusters Score: Raw -29765.088208 + Penalty 88.218815 = -29676.869393 nChanged 11 SP:Iteration 8Q (238.744355 sec): 3 clusters Score: Raw -29772.658408 + Penalty 88.192347 = -29684.466061 nChanged 10 SP:Iteration 9Q (238.745487 sec): 3 clusters Score: Raw -29780.353349 + Penalty 88.080712 = -29692.272637 nChanged 8 SP:Iteration 10F (238.746647 sec): 3 clusters Score: Raw -29785.709215 + Penalty 88.448362 = -29697.260852 nChanged 9 SP:Iteration 11Q (238.747770 sec): 3 clusters Score: Raw -29789.756310 + Penalty 88.375156 = -29701.381154 nChanged 3 SP:Iteration 12Q (238.748892 sec): 3 clusters Score: Raw -29790.155359 + Penalty 88.375156 = -29701.780203 nChanged 0 SP:Iteration 13F (238.750044 sec): 3 clusters Score: Raw -29790.155359 + Penalty 88.375156 = -29701.780203 nChanged 0 Score: Raw -3025308.662934 + Penalty 20849.914857 = -3004458.748078 Splitting cluster 43 changes total score from -2975159.124448 to -3004458.748078 So it's getting split into cluster 23. Memory request: 0.00 GB would take us to total of 0.54 GB. Trying to split cluster 48 (270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (239.890062 sec): 2 clusters Score: Raw -12599.591084 + Penalty 275.369624 = -12324.221460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (239.890785 sec): 3 clusters Score: Raw -12525.214935 + Penalty 560.256708 = -11964.958227 nChanged 63 SP:Iteration 1F (239.891525 sec): 3 clusters Score: Raw -12607.943886 + Penalty 571.477931 = -12036.465956 nChanged 26 SP:Iteration 2F (239.892229 sec): 3 clusters Score: Raw -12645.233924 + Penalty 580.138731 = -12065.095193 nChanged 15 SP:Iteration 3F (239.892933 sec): 3 clusters Score: Raw -12669.293185 + Penalty 583.371961 = -12085.921224 nChanged 6 SP:Iteration 4Q (239.893604 sec): 3 clusters Score: Raw -12679.056449 + Penalty 591.016205 = -12088.040244 nChanged 5 SP:Iteration 5Q (239.894255 sec): 3 clusters Score: Raw -12687.200077 + Penalty 592.315997 = -12094.884080 nChanged 1 SP:Iteration 6Q (239.894901 sec): 3 clusters Score: Raw -12687.469792 + Penalty 592.315997 = -12095.153794 nChanged 0 SP:Iteration 7F (239.895575 sec): 3 clusters Score: Raw -12687.469792 + Penalty 592.315997 = -12095.153794 nChanged 0 Memory request: 0.00 GB would take us to total of 0.54 GB. Trying to split cluster 61 (459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (239.897845 sec): 2 clusters Score: Raw -23202.063664 + Penalty 622.268784 = -22579.794879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (239.898872 sec): 3 clusters Score: Raw -23041.585326 + Penalty 1244.315748 = -21797.269578 nChanged 127 SP:Iteration 1F (239.899888 sec): 3 clusters Score: Raw -23157.024860 + Penalty 1242.850045 = -21914.174815 nChanged 45 SP:Iteration 2F (239.900899 sec): 3 clusters Score: Raw -23210.975067 + Penalty 1240.732744 = -21970.242323 nChanged 31 SP:Iteration 3F (239.901930 sec): 3 clusters Score: Raw -23245.931818 + Penalty 1240.272748 = -22005.659070 nChanged 11 SP:Iteration 4Q (239.902918 sec): 3 clusters Score: Raw -23259.594724 + Penalty 1239.127070 = -22020.467653 nChanged 6 SP:Iteration 5Q (239.903897 sec): 3 clusters Score: Raw -23269.619867 + Penalty 1237.835397 = -22031.784470 nChanged 3 SP:Iteration 6Q (239.904870 sec): 3 clusters Score: Raw -23274.990906 + Penalty 1237.395524 = -22037.595383 nChanged 1 SP:Iteration 7Q (239.905846 sec): 3 clusters Score: Raw -23276.493210 + Penalty 1237.395524 = -22039.097687 nChanged 0 SP:Iteration 8F (239.906857 sec): 3 clusters Score: Raw -23276.493210 + Penalty 1237.395524 = -22039.097687 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 68 (119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (239.908131 sec): 2 clusters Score: Raw -6714.959282 + Penalty 36.528124 = -6678.431158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (239.908551 sec): 3 clusters Score: Raw -6655.630049 + Penalty 73.209336 = -6582.420712 nChanged 48 SP:Iteration 1F (239.908964 sec): 3 clusters Score: Raw -6708.438160 + Penalty 73.081215 = -6635.356945 nChanged 10 SP:Iteration 2F (239.909375 sec): 3 clusters Score: Raw -6717.336835 + Penalty 72.959275 = -6644.377559 nChanged 3 SP:Iteration 3Q (239.909779 sec): 3 clusters Score: Raw -6719.199617 + Penalty 72.872738 = -6646.326879 nChanged 4 SP:Iteration 4Q (239.910182 sec): 3 clusters Score: Raw -6720.765458 + Penalty 72.782451 = -6647.983008 nChanged 1 SP:Iteration 5Q (239.910585 sec): 3 clusters Score: Raw -6721.256523 + Penalty 72.146782 = -6649.109742 nChanged 1 SP:Iteration 6Q (239.910986 sec): 3 clusters Score: Raw -6721.807275 + Penalty 72.146782 = -6649.660494 nChanged 0 SP:Iteration 7F (239.911396 sec): 3 clusters Score: Raw -6721.807275 + Penalty 72.146782 = -6649.660494 nChanged 0 Memory request: 0.01 GB would take us to total of 0.54 GB. Trying to split cluster 77 (949 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (239.915031 sec): 2 clusters Score: Raw -51132.002135 + Penalty 533.604081 = -50598.398054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (239.916897 sec): 3 clusters Score: Raw -50637.830854 + Penalty 1067.463410 = -49570.367444 nChanged 323 SP:Iteration 1F (239.918753 sec): 3 clusters Score: Raw -50831.842414 + Penalty 1067.042549 = -49764.799865 nChanged 131 SP:Iteration 2F (239.920641 sec): 3 clusters Score: Raw -50957.735250 + Penalty 1068.222894 = -49889.512356 nChanged 83 SP:Iteration 3F (239.922484 sec): 3 clusters Score: Raw -51028.374866 + Penalty 1077.884057 = -49950.490809 nChanged 67 SP:Iteration 4F (239.924357 sec): 3 clusters Score: Raw -51090.298670 + Penalty 1099.868710 = -49990.429961 nChanged 67 SP:Iteration 5F (239.926211 sec): 3 clusters Score: Raw -51160.150483 + Penalty 1128.616840 = -50031.533642 nChanged 53 SP:Iteration 6F (239.928065 sec): 3 clusters Score: Raw -51222.132129 + Penalty 1154.732294 = -50067.399834 nChanged 37 SP:Iteration 7Q (239.929894 sec): 3 clusters Score: Raw -51259.111606 + Penalty 1167.836809 = -50091.274797 nChanged 18 SP:Iteration 8Q (239.931708 sec): 3 clusters Score: Raw -51274.868293 + Penalty 1173.132758 = -50101.735535 nChanged 11 SP:Iteration 9Q (239.933577 sec): 3 clusters Score: Raw -51281.363582 + Penalty 1175.570954 = -50105.792628 nChanged 4 SP:Iteration 10F (239.935491 sec): 3 clusters Score: Raw -51284.978506 + Penalty 1177.898955 = -50107.079551 nChanged 3 SP:Iteration 11Q (239.937278 sec): 3 clusters Score: Raw -51287.058713 + Penalty 1183.558816 = -50103.499897 nChanged 4 SP:Iteration 12F (239.939134 sec): 3 clusters Score: Raw -51289.752941 + Penalty 1184.964327 = -50104.788615 nChanged 2 SP:Iteration 13Q (239.940898 sec): 3 clusters Score: Raw -51292.156005 + Penalty 1187.991247 = -50104.164758 nChanged 2 SP:Iteration 14F (239.942754 sec): 3 clusters Score: Raw -51295.288787 + Penalty 1194.109680 = -50101.179107 nChanged 7 SP:Iteration 15F (239.944613 sec): 3 clusters Score: Raw -51309.970484 + Penalty 1198.486111 = -50111.484373 nChanged 5 SP:Iteration 16Q (239.946349 sec): 3 clusters Score: Raw -51315.287685 + Penalty 1201.524728 = -50113.762958 nChanged 2 SP:Iteration 17Q (239.948077 sec): 3 clusters Score: Raw -51317.932066 + Penalty 1201.894200 = -50116.037866 nChanged 1 SP:Iteration 18Q (239.949792 sec): 3 clusters Score: Raw -51318.100075 + Penalty 1201.894200 = -50116.205875 nChanged 0 SP:Iteration 19F (239.951700 sec): 3 clusters Score: Raw -51318.100075 + Penalty 1201.894200 = -50116.205875 nChanged 0 Memory request: 0.00 GB would take us to total of 0.54 GB. Trying to split cluster 84 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (239.953269 sec): 2 clusters Score: Raw -6971.888297 + Penalty 698.088759 = -6273.799538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (239.953856 sec): 3 clusters Score: Raw -7049.304598 + Penalty 1396.253874 = -5653.050724 nChanged 36 SP:Iteration 1F (239.954445 sec): 3 clusters Score: Raw -7144.599302 + Penalty 1396.271950 = -5748.327352 nChanged 8 SP:Iteration 2Q (239.954994 sec): 3 clusters Score: Raw -7174.566205 + Penalty 1396.367846 = -5778.198360 nChanged 3 SP:Iteration 3Q (239.955534 sec): 3 clusters Score: Raw -7187.101359 + Penalty 1396.473614 = -5790.627745 nChanged 1 SP:Iteration 4Q (239.956071 sec): 3 clusters Score: Raw -7189.628429 + Penalty 1396.473614 = -5793.154815 nChanged 0 SP:Iteration 5F (239.956647 sec): 3 clusters Score: Raw -7189.628429 + Penalty 1396.473614 = -5793.154815 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 95 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (239.957644 sec): 2 clusters Score: Raw -2204.490593 + Penalty 55.947632 = -2148.542961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (239.957941 sec): 3 clusters Score: Raw -2190.681434 + Penalty 109.279567 = -2081.401867 nChanged 11 SP:Iteration 1F (239.958255 sec): 3 clusters Score: Raw -2204.666292 + Penalty 113.302761 = -2091.363531 nChanged 2 SP:Iteration 2Q (239.958544 sec): 3 clusters Score: Raw -2211.580507 + Penalty 114.492182 = -2097.088325 nChanged 1 SP:Iteration 3Q (239.958839 sec): 3 clusters Score: Raw -2213.178517 + Penalty 113.001319 = -2100.177198 nChanged 2 SP:Iteration 4Q (239.959134 sec): 3 clusters Score: Raw -2216.347859 + Penalty 113.001319 = -2103.346540 nChanged 0 SP:Iteration 5F (239.959463 sec): 3 clusters Score: Raw -2216.347859 + Penalty 113.001319 = -2103.346540 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 98 (140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (239.960627 sec): 2 clusters Score: Raw -6843.723725 + Penalty 221.704508 = -6622.019217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (239.961099 sec): 3 clusters Score: Raw -6815.379375 + Penalty 485.205800 = -6330.173575 nChanged 40 SP:Iteration 1F (239.961563 sec): 3 clusters Score: Raw -6885.863182 + Penalty 510.968618 = -6374.894564 nChanged 13 SP:Iteration 2F (239.962025 sec): 3 clusters Score: Raw -6916.348979 + Penalty 518.334922 = -6398.014058 nChanged 1 SP:Iteration 3Q (239.962454 sec): 3 clusters Score: Raw -6916.829397 + Penalty 518.334922 = -6398.494475 nChanged 0 SP:Iteration 4F (239.962921 sec): 3 clusters Score: Raw -6916.829397 + Penalty 518.334922 = -6398.494475 nChanged 0 Memory request: 0.00 GB would take us to total of 0.54 GB. Trying to split cluster 103 (442 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (239.964882 sec): 2 clusters Score: Raw -24259.195617 + Penalty 128.514717 = -24130.680900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (239.965871 sec): 3 clusters Score: Raw -24033.107961 + Penalty 258.315451 = -23774.792511 nChanged 174 SP:Iteration 1F (239.966859 sec): 3 clusters Score: Raw -24164.690041 + Penalty 263.166180 = -23901.523861 nChanged 27 SP:Iteration 2F (239.967834 sec): 3 clusters Score: Raw -24182.767605 + Penalty 267.688735 = -23915.078870 nChanged 21 SP:Iteration 3Q (239.968804 sec): 3 clusters Score: Raw -24204.239202 + Penalty 272.266598 = -23931.972604 nChanged 25 SP:Iteration 4F (239.969777 sec): 3 clusters Score: Raw -24228.031969 + Penalty 284.571326 = -23943.460643 nChanged 22 SP:Iteration 5Q (239.970745 sec): 3 clusters Score: Raw -24260.131092 + Penalty 296.767378 = -23963.363715 nChanged 19 SP:Iteration 6Q (239.971707 sec): 3 clusters Score: Raw -24306.947172 + Penalty 300.687074 = -24006.260097 nChanged 5 SP:Iteration 7Q (239.972601 sec): 3 clusters Score: Raw -24318.732894 + Penalty 304.208373 = -24014.524521 nChanged 4 SP:Iteration 8Q (239.973469 sec): 3 clusters Score: Raw -24322.806458 + Penalty 304.208373 = -24018.598084 nChanged 0 SP:Iteration 9F (239.974438 sec): 3 clusters Score: Raw -24322.806458 + Penalty 304.208373 = -24018.598084 nChanged 0 Memory request: 0.00 GB would take us to total of 0.54 GB. Trying to split cluster 125 (382 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (239.976360 sec): 2 clusters Score: Raw -23492.972694 + Penalty 758.616871 = -22734.355823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (239.977248 sec): 3 clusters Score: Raw -23413.492678 + Penalty 1517.242599 = -21896.250080 nChanged 88 SP:Iteration 1F (239.978130 sec): 3 clusters Score: Raw -23554.968371 + Penalty 1517.325349 = -22037.643022 nChanged 18 SP:Iteration 2Q (239.978982 sec): 3 clusters Score: Raw -23579.931428 + Penalty 1517.294516 = -22062.636912 nChanged 4 SP:Iteration 3Q (239.979824 sec): 3 clusters Score: Raw -23585.824060 + Penalty 1517.263862 = -22068.560198 nChanged 2 SP:Iteration 4Q (239.980665 sec): 3 clusters Score: Raw -23587.607562 + Penalty 1517.280001 = -22070.327561 nChanged 1 SP:Iteration 5Q (239.981505 sec): 3 clusters Score: Raw -23590.309255 + Penalty 1517.280001 = -22073.029254 nChanged 2 SP:Iteration 6Q (239.982345 sec): 3 clusters Score: Raw -23591.694922 + Penalty 1517.296863 = -22074.398059 nChanged 1 SP:Iteration 7Q (239.983187 sec): 3 clusters Score: Raw -23593.437233 + Penalty 1517.317398 = -22076.119835 nChanged 1 SP:Iteration 8Q (239.984027 sec): 3 clusters Score: Raw -23596.167716 + Penalty 1517.404118 = -22078.763598 nChanged 3 SP:Iteration 9Q (239.984865 sec): 3 clusters Score: Raw -23602.809854 + Penalty 1517.550046 = -22085.259808 nChanged 3 SP:Iteration 10F (239.985772 sec): 3 clusters Score: Raw -23610.404772 + Penalty 1517.888823 = -22092.515949 nChanged 5 SP:Iteration 11Q (239.986612 sec): 3 clusters Score: Raw -23622.668653 + Penalty 1518.100006 = -22104.568646 nChanged 5 SP:Iteration 12Q (239.987446 sec): 3 clusters Score: Raw -23632.120641 + Penalty 1518.214631 = -22113.906010 nChanged 3 SP:Iteration 13Q (239.988279 sec): 3 clusters Score: Raw -23636.008218 + Penalty 1518.036157 = -22117.972060 nChanged 4 SP:Iteration 14Q (239.989109 sec): 3 clusters Score: Raw -23640.435577 + Penalty 1518.069631 = -22122.365946 nChanged 4 SP:Iteration 15Q (239.989947 sec): 3 clusters Score: Raw -23654.146379 + Penalty 1518.364633 = -22135.781746 nChanged 5 SP:Iteration 16Q (239.990782 sec): 3 clusters Score: Raw -23661.544370 + Penalty 1518.374444 = -22143.169926 nChanged 1 SP:Iteration 17Q (239.991607 sec): 3 clusters Score: Raw -23662.840214 + Penalty 1518.534978 = -22144.305236 nChanged 2 SP:Iteration 18Q (239.992448 sec): 3 clusters Score: Raw -23665.529793 + Penalty 1518.534978 = -22146.994816 nChanged 0 SP:Iteration 19F (239.993325 sec): 3 clusters Score: Raw -23665.529793 + Penalty 1518.534978 = -22146.994816 nChanged 0 Memory request: 0.01 GB would take us to total of 0.54 GB. Trying to split cluster 133 (569 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (239.995691 sec): 2 clusters Score: Raw -30604.308261 + Penalty 49.651567 = -30554.656694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (239.996912 sec): 3 clusters Score: Raw -30283.191171 + Penalty 98.929256 = -30184.261915 nChanged 242 SP:Iteration 1F (239.998106 sec): 3 clusters Score: Raw -30485.281701 + Penalty 97.545398 = -30387.736303 nChanged 57 SP:Iteration 2F (239.999296 sec): 3 clusters Score: Raw -30526.778122 + Penalty 97.891144 = -30428.886978 nChanged 39 SP:Iteration 3F (240.000489 sec): 3 clusters Score: Raw -30552.423851 + Penalty 94.511188 = -30457.912663 nChanged 21 SP:Iteration 4Q (240.001664 sec): 3 clusters Score: Raw -30568.121264 + Penalty 94.301863 = -30473.819401 nChanged 17 SP:Iteration 5Q (240.002847 sec): 3 clusters Score: Raw -30580.974179 + Penalty 95.000398 = -30485.973780 nChanged 11 SP:Iteration 6Q (240.004021 sec): 3 clusters Score: Raw -30587.107879 + Penalty 94.782414 = -30492.325465 nChanged 6 SP:Iteration 7Q (240.005192 sec): 3 clusters Score: Raw -30589.595745 + Penalty 95.207477 = -30494.388268 nChanged 3 SP:Iteration 8Q (240.006343 sec): 3 clusters Score: Raw -30591.525106 + Penalty 96.810309 = -30494.714797 nChanged 3 SP:Iteration 9Q (240.007500 sec): 3 clusters Score: Raw -30594.126195 + Penalty 94.361602 = -30499.764593 nChanged 4 SP:Iteration 10F (240.008661 sec): 3 clusters Score: Raw -30595.952139 + Penalty 95.113699 = -30500.838440 nChanged 2 SP:Iteration 11Q (240.009802 sec): 3 clusters Score: Raw -30596.484127 + Penalty 94.616388 = -30501.867740 nChanged 1 SP:Iteration 12Q (240.010937 sec): 3 clusters Score: Raw -30596.569316 + Penalty 94.616388 = -30501.952928 nChanged 0 SP:Iteration 13F (240.012068 sec): 3 clusters Score: Raw -30596.569316 + Penalty 94.616388 = -30501.952928 nChanged 0 Iteration 219F (241.188180 sec): 41 clusters Score: Raw -2996246.368700 + Penalty 20860.722955 = -2975385.645745 nChanged 322 Iteration 220F (242.319030 sec): 41 clusters Score: Raw -2996335.759001 + Penalty 20875.688913 = -2975460.070088 nChanged 139 Iteration 221Q (242.552999 sec): 41 clusters Score: Raw -2996393.108130 + Penalty 20889.279943 = -2975503.828186 nChanged 100 Iteration 222Q (242.787567 sec): 41 clusters Score: Raw -2996415.808220 + Penalty 20901.919406 = -2975513.888814 nChanged 50 Iteration 223Q (243.025367 sec): 41 clusters Score: Raw -2996427.526266 + Penalty 20906.135615 = -2975521.390651 nChanged 43 Iteration 224Q (243.258028 sec): 41 clusters Score: Raw -2996435.872647 + Penalty 20917.417789 = -2975518.454858 nChanged 49 Iteration 225F (244.395274 sec): 41 clusters Score: Raw -2996445.476668 + Penalty 20918.458622 = -2975527.018046 nChanged 23 Iteration 226Q (244.629410 sec): 41 clusters Score: Raw -2996447.555310 + Penalty 20917.571904 = -2975529.983406 nChanged 21 Iteration 227Q (244.862794 sec): 41 clusters Score: Raw -2996449.075200 + Penalty 20918.299563 = -2975530.775638 nChanged 11 Iteration 228Q (245.096471 sec): 41 clusters Score: Raw -2996449.747257 + Penalty 20919.832182 = -2975529.915075 nChanged 10 Iteration 229F (246.227959 sec): 41 clusters Score: Raw -2996452.693842 + Penalty 20922.944393 = -2975529.749449 nChanged 15 Iteration 230F (247.364354 sec): 41 clusters Score: Raw -2996458.219058 + Penalty 20924.931855 = -2975533.287203 nChanged 14 Iteration 231Q (247.598075 sec): 41 clusters Score: Raw -2996461.044885 + Penalty 20924.302358 = -2975536.742527 nChanged 17 Iteration 232Q (247.829401 sec): 41 clusters Score: Raw -2996463.320472 + Penalty 20926.643427 = -2975536.677045 nChanged 11 Iteration 233F (248.964884 sec): 41 clusters Score: Raw -2996469.197156 + Penalty 20930.146603 = -2975539.050553 nChanged 9 Iteration 234Q (249.196270 sec): 41 clusters Score: Raw -2996472.579789 + Penalty 20932.079381 = -2975540.500409 nChanged 5 Iteration 235Q (249.433066 sec): 41 clusters Score: Raw -2996473.498375 + Penalty 20935.051993 = -2975538.446383 nChanged 8 Iteration 236F (250.571809 sec): 41 clusters Score: Raw -2996475.076292 + Penalty 20936.065688 = -2975539.010605 nChanged 8 Iteration 237Q (250.806338 sec): 41 clusters Score: Raw -2996476.069559 + Penalty 20936.749547 = -2975539.320013 nChanged 2 Iteration 238Q (251.044693 sec): 41 clusters Score: Raw -2996476.204572 + Penalty 20937.348871 = -2975538.855701 nChanged 3 Iteration 239F (252.186337 sec): 41 clusters Score: Raw -2996476.315715 + Penalty 20937.286925 = -2975539.028789 nChanged 1 Iteration 240F (253.330574 sec): 41 clusters Score: Raw -2996476.352435 + Penalty 20937.286925 = -2975539.065510 nChanged 0 Writing temp clu file Memory request: 0.27 GB would take us to total of 0.53 GB. Compute initial score before splitting: Score: Raw -2996476.352435 + Penalty 20937.286925 = -2975539.065510Memory request: 0.00 GB would take us to total of 0.54 GB. Trying to split cluster 1 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (253.513394 sec): 2 clusters Score: Raw -13065.741395 + Penalty 37.375922 = -13028.365473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (253.514045 sec): 3 clusters Score: Raw -12930.231938 + Penalty 77.079994 = -12853.151944 nChanged 96 SP:Iteration 1F (253.514668 sec): 3 clusters Score: Raw -13038.181116 + Penalty 77.317041 = -12960.864075 nChanged 14 SP:Iteration 2F (253.515294 sec): 3 clusters Score: Raw -13050.242200 + Penalty 78.168029 = -12972.074172 nChanged 6 SP:Iteration 3Q (253.515877 sec): 3 clusters Score: Raw -13052.876223 + Penalty 79.562571 = -12973.313651 nChanged 5 SP:Iteration 4Q (253.516457 sec): 3 clusters Score: Raw -13054.056763 + Penalty 81.800095 = -12972.256668 nChanged 4 SP:Iteration 5F (253.517071 sec): 3 clusters Score: Raw -13054.919342 + Penalty 84.033473 = -12970.885869 nChanged 3 SP:Iteration 6F (253.517682 sec): 3 clusters Score: Raw -13056.087030 + Penalty 85.899131 = -12970.187898 nChanged 2 SP:Iteration 7F (253.518295 sec): 3 clusters Score: Raw -13057.257810 + Penalty 86.978694 = -12970.279116 nChanged 1 SP:Iteration 8Q (253.518861 sec): 3 clusters Score: Raw -13057.125706 + Penalty 86.978694 = -12970.147012 nChanged 0 SP:Iteration 9F (253.519476 sec): 3 clusters Score: Raw -13057.125706 + Penalty 86.978694 = -12970.147012 nChanged 0 Memory request: 0.02 GB would take us to total of 0.55 GB. Trying to split cluster 2 (2964 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (253.532759 sec): 2 clusters Score: Raw -167900.344214 + Penalty 60.364288 = -167839.979926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (253.538425 sec): 3 clusters Score: Raw -165947.360932 + Penalty 120.682884 = -165826.678048 nChanged 1422 SP:Iteration 1F (253.543827 sec): 3 clusters Score: Raw -166975.394866 + Penalty 120.184521 = -166855.210346 nChanged 252 SP:Iteration 2F (253.549459 sec): 3 clusters Score: Raw -167238.856082 + Penalty 119.711055 = -167119.145027 nChanged 151 SP:Iteration 3F (253.554993 sec): 3 clusters Score: Raw -167592.560778 + Penalty 119.707184 = -167472.853595 nChanged 75 SP:Iteration 4Q (253.560290 sec): 3 clusters Score: Raw -167617.440759 + Penalty 119.595063 = -167497.845697 nChanged 45 SP:Iteration 5Q (253.565369 sec): 3 clusters Score: Raw -167630.532825 + Penalty 119.720557 = -167510.812268 nChanged 33 SP:Iteration 6Q (253.570415 sec): 3 clusters Score: Raw -167642.932349 + Penalty 119.775204 = -167523.157145 nChanged 31 SP:Iteration 7Q (253.575514 sec): 3 clusters Score: Raw -167656.359364 + Penalty 119.710359 = -167536.649005 nChanged 28 SP:Iteration 8Q (253.580518 sec): 3 clusters Score: Raw -167670.713802 + Penalty 119.643607 = -167551.070195 nChanged 29 SP:Iteration 9Q (253.585519 sec): 3 clusters Score: Raw -167681.161903 + Penalty 119.233143 = -167561.928760 nChanged 29 SP:Iteration 10F (253.591026 sec): 3 clusters Score: Raw -167690.988920 + Penalty 119.353676 = -167571.635243 nChanged 31 SP:Iteration 11Q (253.595896 sec): 3 clusters Score: Raw -167699.022720 + Penalty 119.167301 = -167579.855418 nChanged 20 SP:Iteration 12Q (253.600739 sec): 3 clusters Score: Raw -167703.773894 + Penalty 118.553011 = -167585.220884 nChanged 19 SP:Iteration 13Q (253.605555 sec): 3 clusters Score: Raw -167709.115559 + Penalty 118.379305 = -167590.736254 nChanged 22 SP:Iteration 14Q (253.610362 sec): 3 clusters Score: Raw -167716.849081 + Penalty 118.376910 = -167598.472171 nChanged 18 SP:Iteration 15Q (253.615128 sec): 3 clusters Score: Raw -167721.962768 + Penalty 118.415727 = -167603.547041 nChanged 19 SP:Iteration 16Q (253.625458 sec): 3 clusters Score: Raw -167731.658320 + Penalty 118.371451 = -167613.286869 nChanged 26 SP:Iteration 17Q (253.631677 sec): 3 clusters Score: Raw -167743.821435 + Penalty 118.167243 = -167625.654191 nChanged 30 SP:Iteration 18Q (253.637070 sec): 3 clusters Score: Raw -167763.100636 + Penalty 118.038674 = -167645.061962 nChanged 37 SP:Iteration 19Q (253.642359 sec): 3 clusters Score: Raw -167787.449280 + Penalty 118.295067 = -167669.154212 nChanged 34 SP:Iteration 20F (253.648175 sec): 3 clusters Score: Raw -167807.448588 + Penalty 118.097236 = -167689.351352 nChanged 36 SP:Iteration 21Q (253.653375 sec): 3 clusters Score: Raw -167833.929305 + Penalty 118.102516 = -167715.826789 nChanged 43 SP:Iteration 22Q (253.658573 sec): 3 clusters Score: Raw -167864.868913 + Penalty 118.163752 = -167746.705161 nChanged 32 SP:Iteration 23Q (253.663853 sec): 3 clusters Score: Raw -167883.984214 + Penalty 117.622429 = -167766.361785 nChanged 37 SP:Iteration 24Q (253.668982 sec): 3 clusters Score: Raw -167902.328887 + Penalty 116.958152 = -167785.370735 nChanged 34 SP:Iteration 25Q (253.674138 sec): 3 clusters Score: Raw -167916.348967 + Penalty 116.820678 = -167799.528289 nChanged 31 SP:Iteration 26Q (253.679253 sec): 3 clusters Score: Raw -167928.122441 + Penalty 116.949868 = -167811.172573 nChanged 29 SP:Iteration 27Q (253.684406 sec): 3 clusters Score: Raw -167936.666467 + Penalty 116.858540 = -167819.807927 nChanged 24 SP:Iteration 28Q (253.689515 sec): 3 clusters Score: Raw -167942.032741 + Penalty 116.499126 = -167825.533615 nChanged 18 SP:Iteration 29Q (253.694600 sec): 3 clusters Score: Raw -167945.392504 + Penalty 116.725269 = -167828.667235 nChanged 19 SP:Iteration 30F (253.700467 sec): 3 clusters Score: Raw -167948.176173 + Penalty 116.551807 = -167831.624366 nChanged 16 SP:Iteration 31Q (253.706410 sec): 3 clusters Score: Raw -167949.860416 + Penalty 116.490329 = -167833.370087 nChanged 5 SP:Iteration 32Q (253.712547 sec): 3 clusters Score: Raw -167949.958358 + Penalty 116.442356 = -167833.516002 nChanged 5 SP:Iteration 33Q (253.718005 sec): 3 clusters Score: Raw -167949.790655 + Penalty 116.381539 = -167833.409116 nChanged 3 SP:Iteration 34F (253.724110 sec): 3 clusters Score: Raw -167949.968461 + Penalty 116.381539 = -167833.586922 nChanged 0 Memory request: 0.01 GB would take us to total of 0.54 GB. Trying to split cluster 3 (1228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (253.730301 sec): 2 clusters Score: Raw -61441.201245 + Penalty 55.238731 = -61385.962514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (253.732639 sec): 3 clusters Score: Raw -60667.823850 + Penalty 105.960272 = -60561.863578 nChanged 578 SP:Iteration 1F (253.734919 sec): 3 clusters Score: Raw -61137.982230 + Penalty 102.905237 = -61035.076993 nChanged 125 SP:Iteration 2F (253.737299 sec): 3 clusters Score: Raw -61251.203182 + Penalty 101.895505 = -61149.307677 nChanged 87 SP:Iteration 3F (253.739623 sec): 3 clusters Score: Raw -61338.432729 + Penalty 102.052574 = -61236.380155 nChanged 55 SP:Iteration 4Q (253.741950 sec): 3 clusters Score: Raw -61390.556469 + Penalty 105.343942 = -61285.212528 nChanged 23 SP:Iteration 5Q (253.744226 sec): 3 clusters Score: Raw -61406.817843 + Penalty 104.855426 = -61301.962416 nChanged 15 SP:Iteration 6Q (253.746497 sec): 3 clusters Score: Raw -61419.320405 + Penalty 110.730767 = -61308.589638 nChanged 7 SP:Iteration 7Q (253.748734 sec): 3 clusters Score: Raw -61427.054101 + Penalty 140.179008 = -61286.875093 nChanged 8 SP:Iteration 8F (253.751184 sec): 3 clusters Score: Raw -61448.165710 + Penalty 126.069177 = -61322.096533 nChanged 2 SP:Iteration 9Q (253.753056 sec): 3 clusters Score: Raw -61449.792515 + Penalty 121.665899 = -61328.126616 nChanged 1 SP:Iteration 10F (253.755410 sec): 3 clusters Score: Raw -61450.186797 + Penalty 121.665899 = -61328.520898 nChanged 0 Memory request: 0.01 GB would take us to total of 0.54 GB. Trying to split cluster 4 (674 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (253.758889 sec): 2 clusters Score: Raw -36884.126134 + Penalty 358.816737 = -36525.309397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (253.760300 sec): 3 clusters Score: Raw -36538.993853 + Penalty 722.542061 = -35816.451792 nChanged 225 SP:Iteration 1F (253.761683 sec): 3 clusters Score: Raw -36686.614023 + Penalty 736.183198 = -35950.430825 nChanged 89 SP:Iteration 2F (253.763066 sec): 3 clusters Score: Raw -36777.358862 + Penalty 756.151833 = -36021.207029 nChanged 60 SP:Iteration 3F (253.764416 sec): 3 clusters Score: Raw -36848.626942 + Penalty 768.104707 = -36080.522235 nChanged 35 SP:Iteration 4F (253.765781 sec): 3 clusters Score: Raw -36887.681757 + Penalty 777.934263 = -36109.747494 nChanged 25 SP:Iteration 5Q (253.767113 sec): 3 clusters Score: Raw -36911.215962 + Penalty 788.687882 = -36122.528079 nChanged 23 SP:Iteration 6Q (253.768470 sec): 3 clusters Score: Raw -36931.207629 + Penalty 795.101979 = -36136.105650 nChanged 12 SP:Iteration 7Q (253.769807 sec): 3 clusters Score: Raw -36938.835381 + Penalty 801.339211 = -36137.496169 nChanged 10 SP:Iteration 8Q (253.771136 sec): 3 clusters Score: Raw -36947.677275 + Penalty 804.298152 = -36143.379123 nChanged 5 SP:Iteration 9Q (253.772490 sec): 3 clusters Score: Raw -36952.861767 + Penalty 808.002972 = -36144.858795 nChanged 7 SP:Iteration 10F (253.773872 sec): 3 clusters Score: Raw -36957.717829 + Penalty 812.093444 = -36145.624384 nChanged 4 SP:Iteration 11Q (253.775192 sec): 3 clusters Score: Raw -36958.764288 + Penalty 812.166571 = -36146.597718 nChanged 1 SP:Iteration 12Q (253.777918 sec): 3 clusters Score: Raw -36959.305789 + Penalty 815.251050 = -36144.054739 nChanged 3 SP:Iteration 13F (253.780221 sec): 3 clusters Score: Raw -36960.834068 + Penalty 820.033326 = -36140.800742 nChanged 5 SP:Iteration 14F (253.782349 sec): 3 clusters Score: Raw -36962.931371 + Penalty 822.143526 = -36140.787844 nChanged 2 SP:Iteration 15F (253.784191 sec): 3 clusters Score: Raw -36966.490932 + Penalty 826.447760 = -36140.043172 nChanged 3 SP:Iteration 16F (253.785585 sec): 3 clusters Score: Raw -36967.858949 + Penalty 826.447760 = -36141.411189 nChanged 0 Memory request: 0.01 GB would take us to total of 0.54 GB. Trying to split cluster 5 (1785 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (253.792016 sec): 2 clusters Score: Raw -100387.779308 + Penalty 55.728174 = -100332.051134 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (253.795413 sec): 3 clusters Score: Raw -99245.342282 + Penalty 113.257904 = -99132.084378 nChanged 863 SP:Iteration 1F (253.798776 sec): 3 clusters Score: Raw -99975.500078 + Penalty 113.361794 = -99862.138284 nChanged 108 SP:Iteration 2F (253.802225 sec): 3 clusters Score: Raw -100054.733805 + Penalty 113.305936 = -99941.427869 nChanged 89 SP:Iteration 3Q (253.805591 sec): 3 clusters Score: Raw -100114.168835 + Penalty 113.004608 = -100001.164227 nChanged 77 SP:Iteration 4Q (253.808989 sec): 3 clusters Score: Raw -100160.911509 + Penalty 112.644036 = -100048.267473 nChanged 64 SP:Iteration 5Q (253.812328 sec): 3 clusters Score: Raw -100196.240503 + Penalty 112.374691 = -100083.865811 nChanged 55 SP:Iteration 6Q (253.815648 sec): 3 clusters Score: Raw -100218.064297 + Penalty 112.345774 = -100105.718523 nChanged 41 SP:Iteration 7Q (253.818995 sec): 3 clusters Score: Raw -100231.464047 + Penalty 112.591774 = -100118.872273 nChanged 37 SP:Iteration 8Q (253.822290 sec): 3 clusters Score: Raw -100248.973076 + Penalty 112.675772 = -100136.297304 nChanged 36 SP:Iteration 9Q (253.825563 sec): 3 clusters Score: Raw -100264.674730 + Penalty 112.799065 = -100151.875665 nChanged 26 SP:Iteration 10F (253.828914 sec): 3 clusters Score: Raw -100275.150399 + Penalty 112.822129 = -100162.328270 nChanged 23 SP:Iteration 11Q (253.832159 sec): 3 clusters Score: Raw -100281.296448 + Penalty 112.969835 = -100168.326613 nChanged 24 SP:Iteration 12Q (253.835469 sec): 3 clusters Score: Raw -100288.674577 + Penalty 112.825285 = -100175.849292 nChanged 23 SP:Iteration 13Q (253.838749 sec): 3 clusters Score: Raw -100293.354270 + Penalty 112.822590 = -100180.531680 nChanged 12 SP:Iteration 14Q (253.842014 sec): 3 clusters Score: Raw -100295.891809 + Penalty 112.683302 = -100183.208508 nChanged 8 SP:Iteration 15Q (253.845332 sec): 3 clusters Score: Raw -100297.368681 + Penalty 112.787748 = -100184.580933 nChanged 9 SP:Iteration 16Q (253.848888 sec): 3 clusters Score: Raw -100299.363630 + Penalty 112.823149 = -100186.540480 nChanged 8 SP:Iteration 17Q (253.852115 sec): 3 clusters Score: Raw -100300.920630 + Penalty 112.942485 = -100187.978146 nChanged 10 SP:Iteration 18Q (253.855346 sec): 3 clusters Score: Raw -100302.303741 + Penalty 113.037252 = -100189.266489 nChanged 7 SP:Iteration 19Q (253.858598 sec): 3 clusters Score: Raw -100303.218436 + Penalty 113.129677 = -100190.088759 nChanged 7 SP:Iteration 20F (253.862028 sec): 3 clusters Score: Raw -100303.780139 + Penalty 113.225676 = -100190.554463 nChanged 9 SP:Iteration 21Q (253.865259 sec): 3 clusters Score: Raw -100304.558596 + Penalty 113.213056 = -100191.345540 nChanged 10 SP:Iteration 22Q (253.868615 sec): 3 clusters Score: Raw -100305.901385 + Penalty 113.478592 = -100192.422793 nChanged 14 SP:Iteration 23Q (253.872318 sec): 3 clusters Score: Raw -100307.562136 + Penalty 113.559328 = -100194.002808 nChanged 9 SP:Iteration 24Q (253.876032 sec): 3 clusters Score: Raw -100308.577036 + Penalty 113.654144 = -100194.922892 nChanged 8 SP:Iteration 25Q (253.879596 sec): 3 clusters Score: Raw -100309.167297 + Penalty 113.749688 = -100195.417609 nChanged 5 SP:Iteration 26Q (253.882971 sec): 3 clusters Score: Raw -100309.351627 + Penalty 113.778143 = -100195.573484 nChanged 3 SP:Iteration 27Q (253.886342 sec): 3 clusters Score: Raw -100309.431531 + Penalty 113.792404 = -100195.639127 nChanged 1 SP:Iteration 28Q (253.889581 sec): 3 clusters Score: Raw -100309.436788 + Penalty 113.747766 = -100195.689022 nChanged 1 SP:Iteration 29Q (253.892787 sec): 3 clusters Score: Raw -100309.445522 + Penalty 113.752157 = -100195.693365 nChanged 1 SP:Iteration 30F (253.896161 sec): 3 clusters Score: Raw -100309.445683 + Penalty 113.752157 = -100195.693526 nChanged 0 Memory request: 0.00 GB would take us to total of 0.54 GB. Trying to split cluster 6 (408 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (253.900135 sec): 2 clusters Score: Raw -24681.019897 + Penalty 185.775416 = -24495.244481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (253.901078 sec): 3 clusters Score: Raw -24474.783747 + Penalty 383.734376 = -24091.049371 nChanged 153 SP:Iteration 1F (253.902006 sec): 3 clusters Score: Raw -24605.638283 + Penalty 398.705329 = -24206.932954 nChanged 33 SP:Iteration 2F (253.902935 sec): 3 clusters Score: Raw -24651.583859 + Penalty 404.140991 = -24247.442867 nChanged 20 SP:Iteration 3Q (253.903845 sec): 3 clusters Score: Raw -24672.153166 + Penalty 405.971112 = -24266.182053 nChanged 13 SP:Iteration 4Q (253.904735 sec): 3 clusters Score: Raw -24679.520353 + Penalty 411.264649 = -24268.255704 nChanged 7 SP:Iteration 5Q (253.905614 sec): 3 clusters Score: Raw -24683.271608 + Penalty 417.689861 = -24265.581747 nChanged 9 SP:Iteration 6F (253.906543 sec): 3 clusters Score: Raw -24691.314461 + Penalty 434.633470 = -24256.680991 nChanged 11 SP:Iteration 7F (253.907448 sec): 3 clusters Score: Raw -24703.793942 + Penalty 442.804183 = -24260.989759 nChanged 5 SP:Iteration 8Q (253.908272 sec): 3 clusters Score: Raw -24706.389431 + Penalty 446.433186 = -24259.956246 nChanged 2 SP:Iteration 9F (253.909178 sec): 3 clusters Score: Raw -24707.505335 + Penalty 447.799129 = -24259.706207 nChanged 1 SP:Iteration 10F (253.910082 sec): 3 clusters Score: Raw -24707.898146 + Penalty 446.985990 = -24260.912156 nChanged 1 SP:Iteration 11Q (253.910888 sec): 3 clusters Score: Raw -24708.426387 + Penalty 444.996718 = -24263.429669 nChanged 1 SP:Iteration 12Q (253.911694 sec): 3 clusters Score: Raw -24710.458748 + Penalty 444.996718 = -24265.462031 nChanged 0 SP:Iteration 13F (253.912598 sec): 3 clusters Score: Raw -24710.458748 + Penalty 444.996718 = -24265.462031 nChanged 0 Memory request: 0.15 GB would take us to total of 0.68 GB. Trying to split cluster 7 (32665 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (254.055520 sec): 2 clusters Score: Raw -1768189.428676 + Penalty 94.448105 = -1768094.980571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (254.118522 sec): 3 clusters Score: Raw -1745926.419996 + Penalty 183.849190 = -1745742.570806 nChanged 16076 SP:Iteration 1F (254.180573 sec): 3 clusters Score: Raw -1754564.325350 + Penalty 176.671859 = -1754387.653491 nChanged 4798 SP:Iteration 2F (254.243615 sec): 3 clusters Score: Raw -1759266.656864 + Penalty 169.261986 = -1759097.394878 nChanged 4880 SP:Iteration 3F (254.307478 sec): 3 clusters Score: Raw -1765181.149683 + Penalty 158.798808 = -1765022.350875 nChanged 2038 SP:Iteration 4F (254.370716 sec): 3 clusters Score: Raw -1767419.145626 + Penalty 160.526146 = -1767258.619480 nChanged 553 SP:Iteration 5Q (254.442038 sec): 3 clusters Score: Raw -1768022.149305 + Penalty 159.543629 = -1767862.605675 nChanged 140 SP:Iteration 6Q (254.498897 sec): 3 clusters Score: Raw -1768196.023708 + Penalty 164.126859 = -1768031.896849 nChanged 13 SP:Iteration 7Q (254.548017 sec): 3 clusters Score: Raw -1768208.482983 + Penalty 162.005810 = -1768046.477173 nChanged 4 SP:Iteration 8Q (254.597319 sec): 3 clusters Score: Raw -1768210.305132 + Penalty 164.161921 = -1768046.143211 nChanged 3 SP:Iteration 9F (254.661305 sec): 3 clusters Score: Raw -1768211.251679 + Penalty 163.451604 = -1768047.800075 nChanged 2 SP:Iteration 10F (254.725478 sec): 3 clusters Score: Raw -1768211.492796 + Penalty 165.002585 = -1768046.490211 nChanged 2 SP:Iteration 11F (254.789108 sec): 3 clusters Score: Raw -1768211.356166 + Penalty 164.053547 = -1768047.302619 nChanged 2 SP:Iteration 12Q (254.840483 sec): 3 clusters Score: Raw -1768211.589853 + Penalty 163.614715 = -1768047.975139 nChanged 1 SP:Iteration 13Q (254.891771 sec): 3 clusters Score: Raw -1768211.695495 + Penalty 163.656050 = -1768048.039445 nChanged 1 SP:Iteration 14Q (254.944372 sec): 3 clusters Score: Raw -1768211.892900 + Penalty 162.858382 = -1768049.034518 nChanged 2 SP:Iteration 15Q (254.995465 sec): 3 clusters Score: Raw -1768212.085271 + Penalty 162.131850 = -1768049.953421 nChanged 2 SP:Iteration 16Q (255.046932 sec): 3 clusters Score: Raw -1768212.072464 + Penalty 161.792361 = -1768050.280103 nChanged 1 SP:Iteration 17Q (255.097969 sec): 3 clusters Score: Raw -1768212.184810 + Penalty 161.792361 = -1768050.392450 nChanged 0 SP:Iteration 18F (255.161932 sec): 3 clusters Score: Raw -1768212.184810 + Penalty 161.792361 = -1768050.392450 nChanged 0 Memory request: 0.01 GB would take us to total of 0.54 GB. Trying to split cluster 8 (655 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (255.184872 sec): 2 clusters Score: Raw -34895.562720 + Penalty 483.042073 = -34412.520647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (255.186240 sec): 3 clusters Score: Raw -34602.132917 + Penalty 970.414888 = -33631.718028 nChanged 222 SP:Iteration 1F (255.187585 sec): 3 clusters Score: Raw -34773.737333 + Penalty 977.318517 = -33796.418816 nChanged 58 SP:Iteration 2F (255.188925 sec): 3 clusters Score: Raw -34808.086727 + Penalty 987.186087 = -33820.900640 nChanged 30 SP:Iteration 3Q (255.190261 sec): 3 clusters Score: Raw -34829.731035 + Penalty 997.555435 = -33832.175599 nChanged 23 SP:Iteration 4Q (255.191597 sec): 3 clusters Score: Raw -34846.350887 + Penalty 1007.117211 = -33839.233676 nChanged 20 SP:Iteration 5Q (255.192933 sec): 3 clusters Score: Raw -34864.274083 + Penalty 1019.259304 = -33845.014779 nChanged 13 SP:Iteration 6Q (255.194316 sec): 3 clusters Score: Raw -34876.828660 + Penalty 1037.552186 = -33839.276473 nChanged 15 SP:Iteration 7F (255.195676 sec): 3 clusters Score: Raw -34902.205007 + Penalty 1069.247716 = -33832.957291 nChanged 13 SP:Iteration 8F (255.197037 sec): 3 clusters Score: Raw -34929.357037 + Penalty 1079.321963 = -33850.035075 nChanged 7 SP:Iteration 9Q (255.198395 sec): 3 clusters Score: Raw -34940.119236 + Penalty 1083.379397 = -33856.739839 nChanged 6 SP:Iteration 10F (255.199758 sec): 3 clusters Score: Raw -34956.402117 + Penalty 1084.892403 = -33871.509715 nChanged 2 SP:Iteration 11Q (255.201050 sec): 3 clusters Score: Raw -34960.151862 + Penalty 1088.432878 = -33871.718983 nChanged 4 SP:Iteration 12Q (255.202329 sec): 3 clusters Score: Raw -34966.555990 + Penalty 1091.864702 = -33874.691288 nChanged 1 SP:Iteration 13Q (255.203592 sec): 3 clusters Score: Raw -34968.212882 + Penalty 1092.661781 = -33875.551101 nChanged 1 SP:Iteration 14Q (255.204848 sec): 3 clusters Score: Raw -34971.468070 + Penalty 1093.959956 = -33877.508115 nChanged 1 SP:Iteration 15Q (255.206105 sec): 3 clusters Score: Raw -34972.923987 + Penalty 1096.166337 = -33876.757650 nChanged 1 SP:Iteration 16F (255.207469 sec): 3 clusters Score: Raw -34974.418393 + Penalty 1098.841437 = -33875.576956 nChanged 2 SP:Iteration 17F (255.208839 sec): 3 clusters Score: Raw -34977.946343 + Penalty 1100.431792 = -33877.514551 nChanged 2 SP:Iteration 18Q (255.210082 sec): 3 clusters Score: Raw -34980.432265 + Penalty 1102.101015 = -33878.331250 nChanged 2 SP:Iteration 19Q (255.211351 sec): 3 clusters Score: Raw -34984.422286 + Penalty 1105.557621 = -33878.864665 nChanged 2 SP:Iteration 20F (255.212730 sec): 3 clusters Score: Raw -34987.184532 + Penalty 1105.557621 = -33881.626911 nChanged 0 Memory request: 0.01 GB would take us to total of 0.54 GB. Trying to split cluster 9 (1269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (255.228556 sec): 2 clusters Score: Raw -71350.731797 + Penalty 244.177568 = -71106.554229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (255.231027 sec): 3 clusters Score: Raw -70580.291265 + Penalty 545.332224 = -70034.959041 nChanged 519 SP:Iteration 1F (255.233429 sec): 3 clusters Score: Raw -71068.223601 + Penalty 577.912522 = -70490.311079 nChanged 140 SP:Iteration 2F (255.235877 sec): 3 clusters Score: Raw -71240.683225 + Penalty 584.840804 = -70655.842420 nChanged 71 SP:Iteration 3F (255.238281 sec): 3 clusters Score: Raw -71314.365525 + Penalty 588.397651 = -70725.967874 nChanged 39 SP:Iteration 4Q (255.240504 sec): 3 clusters Score: Raw -71348.321308 + Penalty 590.730089 = -70757.591219 nChanged 32 SP:Iteration 5Q (255.242656 sec): 3 clusters Score: Raw -71363.954980 + Penalty 592.128039 = -70771.826941 nChanged 13 SP:Iteration 6Q (255.244899 sec): 3 clusters Score: Raw -71367.810791 + Penalty 593.053382 = -70774.757409 nChanged 11 SP:Iteration 7Q (255.247087 sec): 3 clusters Score: Raw -71372.414521 + Penalty 593.844721 = -70778.569800 nChanged 10 SP:Iteration 8Q (255.249263 sec): 3 clusters Score: Raw -71374.712771 + Penalty 593.821629 = -70780.891142 nChanged 4 SP:Iteration 9Q (255.251390 sec): 3 clusters Score: Raw -71376.054426 + Penalty 594.877376 = -70781.177050 nChanged 2 SP:Iteration 10F (255.253759 sec): 3 clusters Score: Raw -71376.206079 + Penalty 596.263360 = -70779.942719 nChanged 2 SP:Iteration 11F (255.256127 sec): 3 clusters Score: Raw -71376.401169 + Penalty 597.687045 = -70778.714124 nChanged 2 SP:Iteration 12F (255.258498 sec): 3 clusters Score: Raw -71376.544827 + Penalty 598.521621 = -70778.023207 nChanged 1 SP:Iteration 13F (255.260918 sec): 3 clusters Score: Raw -71376.569338 + Penalty 598.521621 = -70778.047717 nChanged 0 Memory request: 0.00 GB would take us to total of 0.54 GB. Trying to split cluster 10 (240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (255.262130 sec): 2 clusters Score: Raw -12231.002315 + Penalty 346.831843 = -11884.170472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (255.262765 sec): 3 clusters Score: Raw -12181.208611 + Penalty 738.581321 = -11442.627290 nChanged 61 SP:Iteration 1F (255.263389 sec): 3 clusters Score: Raw -12291.780945 + Penalty 805.942487 = -11485.838458 nChanged 21 SP:Iteration 2F (255.264010 sec): 3 clusters Score: Raw -12362.278133 + Penalty 855.701388 = -11506.576745 nChanged 9 SP:Iteration 3Q (255.264583 sec): 3 clusters Score: Raw -12389.706133 + Penalty 866.464873 = -11523.241260 nChanged 3 SP:Iteration 4Q (255.265135 sec): 3 clusters Score: Raw -12395.673742 + Penalty 866.464873 = -11529.208869 nChanged 0 SP:Iteration 5F (255.265755 sec): 3 clusters Score: Raw -12395.673742 + Penalty 866.464873 = -11529.208869 nChanged 0 Memory request: 0.00 GB would take us to total of 0.54 GB. Trying to split cluster 11 (477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (255.267545 sec): 2 clusters Score: Raw -22421.708594 + Penalty 842.169480 = -21579.539114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (255.268601 sec): 3 clusters Score: Raw -22344.521146 + Penalty 1684.858269 = -20659.662877 nChanged 120 SP:Iteration 1F (255.269632 sec): 3 clusters Score: Raw -22516.037286 + Penalty 1684.840462 = -20831.196825 nChanged 37 SP:Iteration 2F (255.270661 sec): 3 clusters Score: Raw -22589.862298 + Penalty 1686.179829 = -20903.682470 nChanged 25 SP:Iteration 3F (255.271689 sec): 3 clusters Score: Raw -22638.344938 + Penalty 1685.837881 = -20952.507056 nChanged 10 SP:Iteration 4Q (255.272683 sec): 3 clusters Score: Raw -22660.156962 + Penalty 1685.480890 = -20974.676072 nChanged 4 SP:Iteration 5Q (255.273675 sec): 3 clusters Score: Raw -22666.670635 + Penalty 1685.153898 = -20981.516738 nChanged 2 SP:Iteration 6Q (255.274666 sec): 3 clusters Score: Raw -22669.109172 + Penalty 1685.153898 = -20983.955274 nChanged 0 SP:Iteration 7F (255.275692 sec): 3 clusters Score: Raw -22669.109172 + Penalty 1685.153898 = -20983.955274 nChanged 0 Memory request: 0.00 GB would take us to total of 0.54 GB. Trying to split cluster 12 (235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (255.276837 sec): 2 clusters Score: Raw -11879.433285 + Penalty 468.001975 = -11411.431310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (255.277475 sec): 3 clusters Score: Raw -11830.308328 + Penalty 936.021086 = -10894.287242 nChanged 47 SP:Iteration 1F (255.278092 sec): 3 clusters Score: Raw -11885.394072 + Penalty 935.800290 = -10949.593781 nChanged 18 SP:Iteration 2F (255.278741 sec): 3 clusters Score: Raw -11909.339144 + Penalty 934.180289 = -10975.158854 nChanged 9 SP:Iteration 3Q (255.279346 sec): 3 clusters Score: Raw -11924.340923 + Penalty 932.368055 = -10991.972869 nChanged 6 SP:Iteration 4Q (255.279949 sec): 3 clusters Score: Raw -11935.460127 + Penalty 930.042421 = -11005.417706 nChanged 7 SP:Iteration 5Q (255.280550 sec): 3 clusters Score: Raw -11954.288353 + Penalty 929.929120 = -11024.359233 nChanged 4 SP:Iteration 6Q (255.281147 sec): 3 clusters Score: Raw -11958.566746 + Penalty 929.081227 = -11029.485519 nChanged 3 SP:Iteration 7Q (255.281742 sec): 3 clusters Score: Raw -11961.106451 + Penalty 929.207960 = -11031.898491 nChanged 2 SP:Iteration 8Q (255.282336 sec): 3 clusters Score: Raw -11963.570203 + Penalty 928.177664 = -11035.392539 nChanged 1 SP:Iteration 9Q (255.282929 sec): 3 clusters Score: Raw -11965.095312 + Penalty 928.177664 = -11036.917648 nChanged 0 SP:Iteration 10F (255.283550 sec): 3 clusters Score: Raw -11965.095312 + Penalty 928.177664 = -11036.917648 nChanged 0 Memory request: 0.01 GB would take us to total of 0.54 GB. Trying to split cluster 13 (1274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (255.287235 sec): 2 clusters Score: Raw -65276.017818 + Penalty 71.373508 = -65204.644310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (255.289705 sec): 3 clusters Score: Raw -64490.104284 + Penalty 165.314227 = -64324.790056 nChanged 593 SP:Iteration 1F (255.292087 sec): 3 clusters Score: Raw -65057.730314 + Penalty 186.199762 = -64871.530552 nChanged 123 SP:Iteration 2F (255.294499 sec): 3 clusters Score: Raw -65170.777385 + Penalty 219.616326 = -64951.161060 nChanged 87 SP:Iteration 3F (255.296881 sec): 3 clusters Score: Raw -65276.217169 + Penalty 297.659136 = -64978.558033 nChanged 63 SP:Iteration 4Q (255.299180 sec): 3 clusters Score: Raw -65369.062098 + Penalty 363.780706 = -65005.281392 nChanged 20 SP:Iteration 5Q (255.301377 sec): 3 clusters Score: Raw -65409.425235 + Penalty 380.298044 = -65029.127191 nChanged 5 SP:Iteration 6Q (255.303408 sec): 3 clusters Score: Raw -65414.063056 + Penalty 392.294097 = -65021.768958 nChanged 4 SP:Iteration 7F (255.305852 sec): 3 clusters Score: Raw -65415.340415 + Penalty 395.209245 = -65020.131170 nChanged 1 SP:Iteration 8F (255.308261 sec): 3 clusters Score: Raw -65415.496092 + Penalty 408.398937 = -65007.097154 nChanged 2 SP:Iteration 9F (255.310726 sec): 3 clusters Score: Raw -65416.494681 + Penalty 415.657373 = -65000.837309 nChanged 1 SP:Iteration 10F (255.313161 sec): 3 clusters Score: Raw -65416.812930 + Penalty 415.657373 = -65001.155557 nChanged 0 Memory request: 0.01 GB would take us to total of 0.54 GB. Trying to split cluster 14 (2115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (255.320975 sec): 2 clusters Score: Raw -118483.930562 + Penalty 278.982926 = -118204.947637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (255.324887 sec): 3 clusters Score: Raw -117220.473971 + Penalty 581.274554 = -116639.199417 nChanged 895 SP:Iteration 1F (255.328748 sec): 3 clusters Score: Raw -117950.101675 + Penalty 618.526300 = -117331.575375 nChanged 266 SP:Iteration 2F (255.332565 sec): 3 clusters Score: Raw -118175.138240 + Penalty 660.405310 = -117514.732930 nChanged 150 SP:Iteration 3F (255.336388 sec): 3 clusters Score: Raw -118321.252890 + Penalty 695.385238 = -117625.867652 nChanged 87 SP:Iteration 4Q (255.340263 sec): 3 clusters Score: Raw -118404.857964 + Penalty 723.973445 = -117680.884519 nChanged 47 SP:Iteration 5Q (255.344124 sec): 3 clusters Score: Raw -118446.827279 + Penalty 751.950438 = -117694.876840 nChanged 35 SP:Iteration 6Q (255.347705 sec): 3 clusters Score: Raw -118481.238250 + Penalty 773.947143 = -117707.291107 nChanged 25 SP:Iteration 7Q (255.351133 sec): 3 clusters Score: Raw -118506.924035 + Penalty 788.913341 = -117718.010695 nChanged 20 SP:Iteration 8Q (255.354536 sec): 3 clusters Score: Raw -118528.264153 + Penalty 783.147856 = -117745.116297 nChanged 16 SP:Iteration 9Q (255.357802 sec): 3 clusters Score: Raw -118545.488384 + Penalty 781.779080 = -117763.709303 nChanged 6 SP:Iteration 10F (255.361669 sec): 3 clusters Score: Raw -118554.568806 + Penalty 780.792187 = -117773.776619 nChanged 4 SP:Iteration 11Q (255.364831 sec): 3 clusters Score: Raw -118558.959923 + Penalty 783.455057 = -117775.504866 nChanged 3 SP:Iteration 12Q (255.367986 sec): 3 clusters Score: Raw -118561.943160 + Penalty 786.507401 = -117775.435760 nChanged 1 SP:Iteration 13F (255.371803 sec): 3 clusters Score: Raw -118562.350384 + Penalty 786.507401 = -117775.842983 nChanged 0 Memory request: 0.00 GB would take us to total of 0.54 GB. Trying to split cluster 15 (371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (255.375377 sec): 2 clusters Score: Raw -20347.555842 + Penalty 47.913209 = -20299.642633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (255.376286 sec): 3 clusters Score: Raw -20126.585856 + Penalty 94.979015 = -20031.606841 nChanged 172 SP:Iteration 1F (255.377174 sec): 3 clusters Score: Raw -20273.044378 + Penalty 94.178139 = -20178.866239 nChanged 27 SP:Iteration 2F (255.378049 sec): 3 clusters Score: Raw -20299.568292 + Penalty 95.257953 = -20204.310340 nChanged 22 SP:Iteration 3F (255.378923 sec): 3 clusters Score: Raw -20319.475133 + Penalty 95.338176 = -20224.136957 nChanged 9 SP:Iteration 4Q (255.379719 sec): 3 clusters Score: Raw -20327.095675 + Penalty 96.540029 = -20230.555646 nChanged 10 SP:Iteration 5Q (255.380490 sec): 3 clusters Score: Raw -20334.672704 + Penalty 96.554214 = -20238.118490 nChanged 7 SP:Iteration 6Q (255.381251 sec): 3 clusters Score: Raw -20336.754055 + Penalty 96.773670 = -20239.980385 nChanged 1 SP:Iteration 7Q (255.382007 sec): 3 clusters Score: Raw -20337.981995 + Penalty 97.001740 = -20240.980255 nChanged 1 SP:Iteration 8Q (255.382762 sec): 3 clusters Score: Raw -20339.412932 + Penalty 97.168525 = -20242.244406 nChanged 2 SP:Iteration 9Q (255.383521 sec): 3 clusters Score: Raw -20341.410430 + Penalty 96.353676 = -20245.056755 nChanged 2 SP:Iteration 10F (255.384366 sec): 3 clusters Score: Raw -20342.362388 + Penalty 96.320270 = -20246.042117 nChanged 2 SP:Iteration 11Q (255.385120 sec): 3 clusters Score: Raw -20342.356824 + Penalty 96.320270 = -20246.036554 nChanged 0 SP:Iteration 12F (255.385959 sec): 3 clusters Score: Raw -20342.356824 + Penalty 96.320270 = -20246.036554 nChanged 0 Memory request: 0.01 GB would take us to total of 0.54 GB. Trying to split cluster 16 (586 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (255.388056 sec): 2 clusters Score: Raw -33898.482026 + Penalty 730.384686 = -33168.097340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (255.389300 sec): 3 clusters Score: Raw -33701.105335 + Penalty 1465.689743 = -32235.415591 nChanged 170 SP:Iteration 1F (255.390525 sec): 3 clusters Score: Raw -33850.250733 + Penalty 1471.355798 = -32378.894935 nChanged 47 SP:Iteration 2F (255.391746 sec): 3 clusters Score: Raw -33898.325311 + Penalty 1475.873161 = -32422.452151 nChanged 19 SP:Iteration 3Q (255.392968 sec): 3 clusters Score: Raw -33917.380983 + Penalty 1481.647773 = -32435.733210 nChanged 14 SP:Iteration 4Q (255.394227 sec): 3 clusters Score: Raw -33929.614166 + Penalty 1485.380123 = -32444.234043 nChanged 12 SP:Iteration 5Q (255.395438 sec): 3 clusters Score: Raw -33940.865757 + Penalty 1487.935133 = -32452.930624 nChanged 5 SP:Iteration 6Q (255.396646 sec): 3 clusters Score: Raw -33945.672773 + Penalty 1489.723865 = -32455.948908 nChanged 3 SP:Iteration 7Q (255.397859 sec): 3 clusters Score: Raw -33947.795788 + Penalty 1492.170422 = -32455.625366 nChanged 4 SP:Iteration 8F (255.399086 sec): 3 clusters Score: Raw -33950.961771 + Penalty 1493.307860 = -32457.653911 nChanged 2 SP:Iteration 9Q (255.400315 sec): 3 clusters Score: Raw -33952.363386 + Penalty 1493.890899 = -32458.472488 nChanged 1 SP:Iteration 10F (255.401537 sec): 3 clusters Score: Raw -33952.845515 + Penalty 1493.890899 = -32458.954616 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 17 (139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (255.402454 sec): 2 clusters Score: Raw -6873.489945 + Penalty 219.698825 = -6653.791120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (255.402914 sec): 3 clusters Score: Raw -6837.834929 + Penalty 435.492019 = -6402.342910 nChanged 25 SP:Iteration 1F (255.403367 sec): 3 clusters Score: Raw -6872.379449 + Penalty 444.310995 = -6428.068454 nChanged 12 SP:Iteration 2F (255.403836 sec): 3 clusters Score: Raw -6895.836117 + Penalty 444.146720 = -6451.689397 nChanged 6 SP:Iteration 3Q (255.404284 sec): 3 clusters Score: Raw -6909.992175 + Penalty 448.239573 = -6461.752602 nChanged 6 SP:Iteration 4Q (255.404728 sec): 3 clusters Score: Raw -6920.061452 + Penalty 444.868519 = -6475.192932 nChanged 4 SP:Iteration 5Q (255.405168 sec): 3 clusters Score: Raw -6925.460827 + Penalty 441.777208 = -6483.683620 nChanged 1 SP:Iteration 6Q (255.405603 sec): 3 clusters Score: Raw -6927.561211 + Penalty 441.777208 = -6485.784004 nChanged 0 SP:Iteration 7F (255.406061 sec): 3 clusters Score: Raw -6927.561211 + Penalty 441.777208 = -6485.784004 nChanged 0 Memory request: 0.01 GB would take us to total of 0.54 GB. Trying to split cluster 18 (1316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (255.410196 sec): 2 clusters Score: Raw -69895.021797 + Penalty 363.972219 = -69531.049578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (255.412796 sec): 3 clusters Score: Raw -69140.375901 + Penalty 732.168325 = -68408.207576 nChanged 528 SP:Iteration 1F (255.415320 sec): 3 clusters Score: Raw -69482.102004 + Penalty 743.066569 = -68739.035435 nChanged 150 SP:Iteration 2F (255.417781 sec): 3 clusters Score: Raw -69595.382241 + Penalty 755.217827 = -68840.164414 nChanged 100 SP:Iteration 3F (255.420278 sec): 3 clusters Score: Raw -69666.293133 + Penalty 771.768549 = -68894.524584 nChanged 76 SP:Iteration 4F (255.422816 sec): 3 clusters Score: Raw -69726.084587 + Penalty 786.661796 = -68939.422791 nChanged 65 SP:Iteration 5Q (255.425319 sec): 3 clusters Score: Raw -69782.448324 + Penalty 802.060541 = -68980.387782 nChanged 51 SP:Iteration 6Q (255.427815 sec): 3 clusters Score: Raw -69822.447143 + Penalty 816.392410 = -69006.054732 nChanged 36 SP:Iteration 7Q (255.430320 sec): 3 clusters Score: Raw -69854.008906 + Penalty 823.878714 = -69030.130191 nChanged 36 SP:Iteration 8Q (255.433493 sec): 3 clusters Score: Raw -69889.918956 + Penalty 840.521042 = -69049.397914 nChanged 31 SP:Iteration 9Q (255.436439 sec): 3 clusters Score: Raw -69917.190833 + Penalty 854.281173 = -69062.909660 nChanged 19 SP:Iteration 10F (255.439731 sec): 3 clusters Score: Raw -69936.845096 + Penalty 868.156028 = -69068.689068 nChanged 16 SP:Iteration 11Q (255.442342 sec): 3 clusters Score: Raw -69957.644175 + Penalty 894.435253 = -69063.208922 nChanged 11 SP:Iteration 12F (255.444966 sec): 3 clusters Score: Raw -69972.054899 + Penalty 908.414847 = -69063.640052 nChanged 6 SP:Iteration 13Q (255.447263 sec): 3 clusters Score: Raw -69980.821615 + Penalty 914.380478 = -69066.441137 nChanged 5 SP:Iteration 14Q (255.449474 sec): 3 clusters Score: Raw -69988.760183 + Penalty 913.766054 = -69074.994129 nChanged 4 SP:Iteration 15Q (255.451654 sec): 3 clusters Score: Raw -69994.963799 + Penalty 917.048868 = -69077.914931 nChanged 3 SP:Iteration 16Q (255.453822 sec): 3 clusters Score: Raw -69998.903614 + Penalty 920.489307 = -69078.414307 nChanged 2 SP:Iteration 17Q (255.455976 sec): 3 clusters Score: Raw -70000.839361 + Penalty 920.489307 = -69080.350053 nChanged 0 SP:Iteration 18F (255.458467 sec): 3 clusters Score: Raw -70000.839361 + Penalty 920.489307 = -69080.350053 nChanged 0 Memory request: 0.01 GB would take us to total of 0.54 GB. Trying to split cluster 19 (676 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (255.462072 sec): 2 clusters Score: Raw -38351.356166 + Penalty 48.020122 = -38303.336044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (255.463480 sec): 3 clusters Score: Raw -37930.912309 + Penalty 100.891011 = -37830.021298 nChanged 306 SP:Iteration 1F (255.464852 sec): 3 clusters Score: Raw -38193.146682 + Penalty 102.689815 = -38090.456866 nChanged 67 SP:Iteration 2F (255.466223 sec): 3 clusters Score: Raw -38245.183004 + Penalty 102.422787 = -38142.760217 nChanged 36 SP:Iteration 3F (255.467606 sec): 3 clusters Score: Raw -38285.261796 + Penalty 111.450946 = -38173.810849 nChanged 26 SP:Iteration 4Q (255.468978 sec): 3 clusters Score: Raw -38314.423728 + Penalty 149.042561 = -38165.381167 nChanged 19 SP:Iteration 5F (255.470375 sec): 3 clusters Score: Raw -38340.065615 + Penalty 259.825948 = -38080.239666 nChanged 9 SP:Iteration 6F (255.471746 sec): 3 clusters Score: Raw -38350.534833 + Penalty 295.882825 = -38054.652008 nChanged 1 SP:Iteration 7F (255.475218 sec): 3 clusters Score: Raw -38350.753771 + Penalty 295.882825 = -38054.870945 nChanged 0 Memory request: 0.00 GB would take us to total of 0.54 GB. Trying to split cluster 20 (261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (255.479479 sec): 2 clusters Score: Raw -13518.366233 + Penalty 46.733188 = -13471.633045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (255.480547 sec): 3 clusters Score: Raw -13372.995894 + Penalty 95.694323 = -13277.301572 nChanged 109 SP:Iteration 1F (255.481598 sec): 3 clusters Score: Raw -13478.362162 + Penalty 96.091249 = -13382.270913 nChanged 24 SP:Iteration 2F (255.482649 sec): 3 clusters Score: Raw -13503.050980 + Penalty 97.613373 = -13405.437607 nChanged 8 SP:Iteration 3Q (255.483556 sec): 3 clusters Score: Raw -13509.503810 + Penalty 96.620193 = -13412.883618 nChanged 3 SP:Iteration 4Q (255.484430 sec): 3 clusters Score: Raw -13511.982105 + Penalty 98.256543 = -13413.725562 nChanged 1 SP:Iteration 5Q (255.485226 sec): 3 clusters Score: Raw -13512.924774 + Penalty 96.293147 = -13416.631627 nChanged 1 SP:Iteration 6Q (255.485832 sec): 3 clusters Score: Raw -13514.031813 + Penalty 97.318377 = -13416.713436 nChanged 2 SP:Iteration 7Q (255.486427 sec): 3 clusters Score: Raw -13514.922049 + Penalty 99.790905 = -13415.131144 nChanged 1 SP:Iteration 8F (255.487085 sec): 3 clusters Score: Raw -13516.372924 + Penalty 106.645436 = -13409.727488 nChanged 2 SP:Iteration 9F (255.487742 sec): 3 clusters Score: Raw -13520.337448 + Penalty 106.645436 = -13413.692012 nChanged 0 Memory request: 0.01 GB would take us to total of 0.54 GB. Trying to split cluster 21 (778 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (255.492404 sec): 2 clusters Score: Raw -43009.339931 + Penalty 205.428068 = -42803.911863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (255.493995 sec): 3 clusters Score: Raw -42554.795187 + Penalty 424.191571 = -42130.603616 nChanged 323 SP:Iteration 1F (255.495537 sec): 3 clusters Score: Raw -42767.709972 + Penalty 452.649907 = -42315.060065 nChanged 101 SP:Iteration 2F (255.497073 sec): 3 clusters Score: Raw -42868.065683 + Penalty 475.887278 = -42392.178405 nChanged 64 SP:Iteration 3F (255.498650 sec): 3 clusters Score: Raw -42934.797562 + Penalty 490.907973 = -42443.889589 nChanged 36 SP:Iteration 4Q (255.500157 sec): 3 clusters Score: Raw -42970.953680 + Penalty 508.243516 = -42462.710164 nChanged 24 SP:Iteration 5Q (255.501586 sec): 3 clusters Score: Raw -42992.029878 + Penalty 518.351874 = -42473.678004 nChanged 19 SP:Iteration 6Q (255.502986 sec): 3 clusters Score: Raw -43009.912647 + Penalty 535.882412 = -42474.030234 nChanged 14 SP:Iteration 7Q (255.504402 sec): 3 clusters Score: Raw -43020.089360 + Penalty 535.739563 = -42484.349797 nChanged 8 SP:Iteration 8Q (255.505776 sec): 3 clusters Score: Raw -43030.023120 + Penalty 541.123488 = -42488.899631 nChanged 5 SP:Iteration 9Q (255.507117 sec): 3 clusters Score: Raw -43035.418809 + Penalty 539.355348 = -42496.063461 nChanged 3 SP:Iteration 10F (255.508731 sec): 3 clusters Score: Raw -43041.956080 + Penalty 545.859921 = -42496.096159 nChanged 1 SP:Iteration 11Q (255.510040 sec): 3 clusters Score: Raw -43042.504578 + Penalty 547.814413 = -42494.690165 nChanged 1 SP:Iteration 12F (255.511593 sec): 3 clusters Score: Raw -43042.726853 + Penalty 547.814413 = -42494.912439 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 22 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (255.513730 sec): 2 clusters Score: Raw -8968.609150 + Penalty 34.258942 = -8934.350208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (255.514256 sec): 3 clusters Score: Raw -8882.125281 + Penalty 68.958224 = -8813.167056 nChanged 71 SP:Iteration 1F (255.514770 sec): 3 clusters Score: Raw -8968.422252 + Penalty 69.389195 = -8899.033057 nChanged 12 SP:Iteration 2F (255.515291 sec): 3 clusters Score: Raw -8977.482696 + Penalty 69.192974 = -8908.289723 nChanged 6 SP:Iteration 3Q (255.515798 sec): 3 clusters Score: Raw -8981.908072 + Penalty 69.036114 = -8912.871958 nChanged 4 SP:Iteration 4Q (255.516299 sec): 3 clusters Score: Raw -8983.177529 + Penalty 69.111697 = -8914.065833 nChanged 1 SP:Iteration 5Q (255.516807 sec): 3 clusters Score: Raw -8983.254749 + Penalty 69.111697 = -8914.143052 nChanged 0 SP:Iteration 6F (255.517325 sec): 3 clusters Score: Raw -8983.254749 + Penalty 69.111697 = -8914.143052 nChanged 0 Memory request: 0.00 GB would take us to total of 0.54 GB. Trying to split cluster 23 (233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (255.518400 sec): 2 clusters Score: Raw -12196.900089 + Penalty 38.364356 = -12158.535734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (255.519044 sec): 3 clusters Score: Raw -12076.683670 + Penalty 76.692667 = -11999.991003 nChanged 87 SP:Iteration 1F (255.519662 sec): 3 clusters Score: Raw -12168.978741 + Penalty 77.011736 = -12091.967005 nChanged 23 SP:Iteration 2F (255.520274 sec): 3 clusters Score: Raw -12194.490241 + Penalty 77.386253 = -12117.103988 nChanged 10 SP:Iteration 3Q (255.520872 sec): 3 clusters Score: Raw -12203.245819 + Penalty 77.607155 = -12125.638664 nChanged 4 SP:Iteration 4Q (255.521478 sec): 3 clusters Score: Raw -12206.023929 + Penalty 77.436209 = -12128.587720 nChanged 2 SP:Iteration 5Q (255.522093 sec): 3 clusters Score: Raw -12212.825085 + Penalty 77.356302 = -12135.468782 nChanged 1 SP:Iteration 6Q (255.522697 sec): 3 clusters Score: Raw -12213.131357 + Penalty 77.280033 = -12135.851324 nChanged 1 SP:Iteration 7Q (255.523293 sec): 3 clusters Score: Raw -12213.333543 + Penalty 77.207352 = -12136.126191 nChanged 1 SP:Iteration 8Q (255.523914 sec): 3 clusters Score: Raw -12213.408733 + Penalty 77.207352 = -12136.201381 nChanged 0 SP:Iteration 9F (255.524538 sec): 3 clusters Score: Raw -12213.408733 + Penalty 77.207352 = -12136.201381 nChanged 0 Memory request: 0.00 GB would take us to total of 0.54 GB. Trying to split cluster 26 (425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (255.526125 sec): 2 clusters Score: Raw -23133.056682 + Penalty 47.733176 = -23085.323506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (255.527136 sec): 3 clusters Score: Raw -22884.630339 + Penalty 101.028716 = -22783.601623 nChanged 178 SP:Iteration 1F (255.528086 sec): 3 clusters Score: Raw -23022.867554 + Penalty 103.412376 = -22919.455178 nChanged 27 SP:Iteration 2F (255.529018 sec): 3 clusters Score: Raw -23053.036465 + Penalty 107.534959 = -22945.501506 nChanged 21 SP:Iteration 3Q (255.529942 sec): 3 clusters Score: Raw -23073.493383 + Penalty 108.816672 = -22964.676711 nChanged 19 SP:Iteration 4Q (255.530855 sec): 3 clusters Score: Raw -23090.573540 + Penalty 116.590170 = -22973.983370 nChanged 15 SP:Iteration 5Q (255.531758 sec): 3 clusters Score: Raw -23100.663622 + Penalty 121.443909 = -22979.219713 nChanged 10 SP:Iteration 6Q (255.532657 sec): 3 clusters Score: Raw -23107.626208 + Penalty 125.468067 = -22982.158141 nChanged 6 SP:Iteration 7Q (255.533590 sec): 3 clusters Score: Raw -23110.456603 + Penalty 134.745056 = -22975.711548 nChanged 6 SP:Iteration 8F (255.534517 sec): 3 clusters Score: Raw -23113.986721 + Penalty 141.223470 = -22972.763251 nChanged 3 SP:Iteration 9F (255.535443 sec): 3 clusters Score: Raw -23115.991876 + Penalty 134.812809 = -22981.179066 nChanged 8 SP:Iteration 10F (255.536370 sec): 3 clusters Score: Raw -23124.147246 + Penalty 143.715250 = -22980.431996 nChanged 3 SP:Iteration 11F (255.537323 sec): 3 clusters Score: Raw -23127.808892 + Penalty 152.520945 = -22975.287947 nChanged 2 SP:Iteration 12F (255.538277 sec): 3 clusters Score: Raw -23129.902243 + Penalty 165.202629 = -22964.699614 nChanged 2 SP:Iteration 13F (255.539234 sec): 3 clusters Score: Raw -23132.912663 + Penalty 182.987656 = -22949.925007 nChanged 2 SP:Iteration 14F (255.540188 sec): 3 clusters Score: Raw -23133.737303 + Penalty 194.856966 = -22938.880337 nChanged 1 SP:Iteration 15F (255.541143 sec): 3 clusters Score: Raw -23135.096906 + Penalty 209.702982 = -22925.393925 nChanged 1 SP:Iteration 16F (255.542070 sec): 3 clusters Score: Raw -23135.248065 + Penalty 228.801357 = -22906.446707 nChanged 1 SP:Iteration 17F (255.542996 sec): 3 clusters Score: Raw -23137.130220 + Penalty 254.278184 = -22882.852036 nChanged 1 SP:Iteration 18F (255.543921 sec): 3 clusters Score: Raw -23139.508854 + Penalty 289.486726 = -22850.022129 nChanged 1 SP:Iteration 19F (255.544857 sec): 3 clusters Score: Raw -23147.773780 + Penalty 289.486726 = -22858.287054 nChanged 0 Memory request: 0.01 GB would take us to total of 0.54 GB. Trying to split cluster 27 (839 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (255.547847 sec): 2 clusters Score: Raw -44445.110173 + Penalty 787.288785 = -43657.821389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (255.549597 sec): 3 clusters Score: Raw -44109.547053 + Penalty 1574.738795 = -42534.808258 nChanged 262 SP:Iteration 1F (255.551300 sec): 3 clusters Score: Raw -44299.998232 + Penalty 1577.600206 = -42722.398027 nChanged 74 SP:Iteration 2F (255.552963 sec): 3 clusters Score: Raw -44379.482188 + Penalty 1584.147267 = -42795.334921 nChanged 70 SP:Iteration 3F (255.554619 sec): 3 clusters Score: Raw -44473.000269 + Penalty 1592.252594 = -42880.747675 nChanged 60 SP:Iteration 4F (255.556242 sec): 3 clusters Score: Raw -44547.789783 + Penalty 1598.569408 = -42949.220375 nChanged 35 SP:Iteration 5Q (255.557852 sec): 3 clusters Score: Raw -44594.175744 + Penalty 1601.636133 = -42992.539611 nChanged 19 SP:Iteration 6Q (255.559447 sec): 3 clusters Score: Raw -44614.445072 + Penalty 1604.049024 = -43010.396048 nChanged 15 SP:Iteration 7Q (255.561082 sec): 3 clusters Score: Raw -44635.634762 + Penalty 1602.680140 = -43032.954623 nChanged 16 SP:Iteration 8Q (255.562715 sec): 3 clusters Score: Raw -44660.777570 + Penalty 1605.918949 = -43054.858621 nChanged 12 SP:Iteration 9Q (255.564325 sec): 3 clusters Score: Raw -44675.734907 + Penalty 1604.719207 = -43071.015700 nChanged 10 SP:Iteration 10F (255.565956 sec): 3 clusters Score: Raw -44687.422080 + Penalty 1604.678621 = -43082.743459 nChanged 6 SP:Iteration 11Q (255.567533 sec): 3 clusters Score: Raw -44694.498376 + Penalty 1605.946134 = -43088.552242 nChanged 7 SP:Iteration 12Q (255.569104 sec): 3 clusters Score: Raw -44702.981962 + Penalty 1607.713485 = -43095.268477 nChanged 7 SP:Iteration 13Q (255.570709 sec): 3 clusters Score: Raw -44712.414281 + Penalty 1606.186023 = -43106.228258 nChanged 4 SP:Iteration 14Q (255.572294 sec): 3 clusters Score: Raw -44715.245966 + Penalty 1605.560090 = -43109.685875 nChanged 2 SP:Iteration 15Q (255.573852 sec): 3 clusters Score: Raw -44717.542288 + Penalty 1605.722257 = -43111.820032 nChanged 3 SP:Iteration 16Q (255.575406 sec): 3 clusters Score: Raw -44719.819622 + Penalty 1605.454906 = -43114.364716 nChanged 1 SP:Iteration 17Q (255.576958 sec): 3 clusters Score: Raw -44720.605879 + Penalty 1605.454906 = -43115.150973 nChanged 0 SP:Iteration 18F (255.578621 sec): 3 clusters Score: Raw -44720.605879 + Penalty 1605.454906 = -43115.150973 nChanged 0 Memory request: 0.01 GB would take us to total of 0.54 GB. Trying to split cluster 29 (1445 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (255.583055 sec): 2 clusters Score: Raw -77503.111169 + Penalty 57.614622 = -77445.496547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (255.585878 sec): 3 clusters Score: Raw -76629.653491 + Penalty 118.640311 = -76511.013180 nChanged 673 SP:Iteration 1F (255.588574 sec): 3 clusters Score: Raw -77268.907376 + Penalty 118.962201 = -77149.945175 nChanged 89 SP:Iteration 2F (255.591238 sec): 3 clusters Score: Raw -77351.835856 + Penalty 117.224382 = -77234.611474 nChanged 56 SP:Iteration 3Q (255.593907 sec): 3 clusters Score: Raw -77458.451442 + Penalty 115.412739 = -77343.038703 nChanged 29 SP:Iteration 4Q (255.596587 sec): 3 clusters Score: Raw -77502.203794 + Penalty 115.174286 = -77387.029508 nChanged 11 SP:Iteration 5Q (255.599049 sec): 3 clusters Score: Raw -77508.510437 + Penalty 114.975923 = -77393.534514 nChanged 10 SP:Iteration 6Q (255.601433 sec): 3 clusters Score: Raw -77512.665034 + Penalty 114.610431 = -77398.054603 nChanged 9 SP:Iteration 7Q (255.603792 sec): 3 clusters Score: Raw -77515.159111 + Penalty 114.628449 = -77400.530661 nChanged 8 SP:Iteration 8Q (255.606139 sec): 3 clusters Score: Raw -77516.663663 + Penalty 114.889764 = -77401.773899 nChanged 6 SP:Iteration 9Q (255.608472 sec): 3 clusters Score: Raw -77517.413286 + Penalty 114.992948 = -77402.420338 nChanged 3 SP:Iteration 10F (255.611139 sec): 3 clusters Score: Raw -77517.645412 + Penalty 115.157026 = -77402.488387 nChanged 2 SP:Iteration 11Q (255.613504 sec): 3 clusters Score: Raw -77517.760718 + Penalty 115.157026 = -77402.603693 nChanged 0 SP:Iteration 12F (255.616224 sec): 3 clusters Score: Raw -77517.760718 + Penalty 115.157026 = -77402.603693 nChanged 0 Memory request: 0.00 GB would take us to total of 0.54 GB. Trying to split cluster 33 (318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (255.618256 sec): 2 clusters Score: Raw -11957.224743 + Penalty 461.413680 = -11495.811062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (255.619045 sec): 3 clusters Score: Raw -11922.939559 + Penalty 921.352977 = -11001.586583 nChanged 81 SP:Iteration 1F (255.619816 sec): 3 clusters Score: Raw -12033.320243 + Penalty 924.761669 = -11108.558574 nChanged 33 SP:Iteration 2F (255.620585 sec): 3 clusters Score: Raw -12110.241052 + Penalty 928.808019 = -11181.433033 nChanged 18 SP:Iteration 3F (255.621352 sec): 3 clusters Score: Raw -12156.072726 + Penalty 929.437746 = -11226.634980 nChanged 16 SP:Iteration 4F (255.622122 sec): 3 clusters Score: Raw -12190.130812 + Penalty 931.248212 = -11258.882600 nChanged 11 SP:Iteration 5Q (255.622847 sec): 3 clusters Score: Raw -12227.625314 + Penalty 928.579278 = -11299.046036 nChanged 11 SP:Iteration 6Q (255.623561 sec): 3 clusters Score: Raw -12258.952686 + Penalty 928.700944 = -11330.251742 nChanged 10 SP:Iteration 7Q (255.624268 sec): 3 clusters Score: Raw -12282.808704 + Penalty 927.123869 = -11355.684835 nChanged 9 SP:Iteration 8Q (255.624998 sec): 3 clusters Score: Raw -12296.357605 + Penalty 927.372361 = -11368.985245 nChanged 5 SP:Iteration 9Q (255.625725 sec): 3 clusters Score: Raw -12306.431479 + Penalty 927.969477 = -11378.462002 nChanged 2 SP:Iteration 10F (255.626492 sec): 3 clusters Score: Raw -12309.040479 + Penalty 928.871572 = -11380.168906 nChanged 1 SP:Iteration 11Q (255.627193 sec): 3 clusters Score: Raw -12311.403148 + Penalty 928.871572 = -11382.531576 nChanged 0 SP:Iteration 12F (255.627969 sec): 3 clusters Score: Raw -12311.403148 + Penalty 928.871572 = -11382.531576 nChanged 0 Memory request: 0.00 GB would take us to total of 0.54 GB. Trying to split cluster 37 (480 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (255.630541 sec): 2 clusters Score: Raw -21998.063496 + Penalty 704.698213 = -21293.365283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (255.631635 sec): 3 clusters Score: Raw -21830.378215 + Penalty 1422.491739 = -20407.886476 nChanged 125 SP:Iteration 1F (255.632676 sec): 3 clusters Score: Raw -21959.430413 + Penalty 1424.705202 = -20534.725210 nChanged 43 SP:Iteration 2F (255.633759 sec): 3 clusters Score: Raw -22006.400946 + Penalty 1423.423029 = -20582.977917 nChanged 17 SP:Iteration 3Q (255.634785 sec): 3 clusters Score: Raw -22026.265260 + Penalty 1424.255104 = -20602.010156 nChanged 12 SP:Iteration 4Q (255.635795 sec): 3 clusters Score: Raw -22039.030959 + Penalty 1424.970694 = -20614.060265 nChanged 7 SP:Iteration 5Q (255.636800 sec): 3 clusters Score: Raw -22043.255348 + Penalty 1424.960716 = -20618.294632 nChanged 1 SP:Iteration 6Q (255.637804 sec): 3 clusters Score: Raw -22044.660800 + Penalty 1425.338865 = -20619.321935 nChanged 2 SP:Iteration 7Q (255.638806 sec): 3 clusters Score: Raw -22047.173030 + Penalty 1425.227695 = -20621.945336 nChanged 1 SP:Iteration 8Q (255.639807 sec): 3 clusters Score: Raw -22047.492532 + Penalty 1425.081243 = -20622.411289 nChanged 1 SP:Iteration 9Q (255.640808 sec): 3 clusters Score: Raw -22049.588679 + Penalty 1424.551992 = -20625.036687 nChanged 2 SP:Iteration 10F (255.641839 sec): 3 clusters Score: Raw -22051.126661 + Penalty 1424.594370 = -20626.532291 nChanged 1 SP:Iteration 11Q (255.644634 sec): 3 clusters Score: Raw -22052.138966 + Penalty 1424.582594 = -20627.556372 nChanged 1 SP:Iteration 12Q (255.646720 sec): 3 clusters Score: Raw -22054.007592 + Penalty 1424.582594 = -20629.424997 nChanged 0 SP:Iteration 13F (255.648803 sec): 3 clusters Score: Raw -22054.007592 + Penalty 1424.582594 = -20629.424997 nChanged 0 Memory request: 0.00 GB would take us to total of 0.54 GB. Trying to split cluster 38 (223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (255.651045 sec): 2 clusters Score: Raw -10167.976963 + Penalty 149.672603 = -10018.304360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (255.651934 sec): 3 clusters Score: Raw -10110.416544 + Penalty 297.167935 = -9813.248610 nChanged 83 SP:Iteration 1F (255.652835 sec): 3 clusters Score: Raw -10231.685347 + Penalty 303.466538 = -9928.218809 nChanged 19 SP:Iteration 2F (255.653663 sec): 3 clusters Score: Raw -10251.650823 + Penalty 304.470608 = -9947.180215 nChanged 3 SP:Iteration 3Q (255.654461 sec): 3 clusters Score: Raw -10254.689766 + Penalty 302.850223 = -9951.839543 nChanged 2 SP:Iteration 4Q (255.655198 sec): 3 clusters Score: Raw -10258.216404 + Penalty 302.850223 = -9955.366181 nChanged 0 SP:Iteration 5F (255.655789 sec): 3 clusters Score: Raw -10258.216404 + Penalty 302.850223 = -9955.366181 nChanged 0 Memory request: 0.00 GB would take us to total of 0.54 GB. Trying to split cluster 43 (410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (255.657693 sec): 2 clusters Score: Raw -22408.417392 + Penalty 40.458017 = -22367.959375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (255.658624 sec): 3 clusters Score: Raw -22184.924423 + Penalty 79.868691 = -22105.055733 nChanged 175 SP:Iteration 1F (255.659534 sec): 3 clusters Score: Raw -22315.794368 + Penalty 80.850054 = -22234.944314 nChanged 22 SP:Iteration 2F (255.660442 sec): 3 clusters Score: Raw -22328.681990 + Penalty 81.745997 = -22246.935993 nChanged 15 SP:Iteration 3Q (255.661342 sec): 3 clusters Score: Raw -22345.453698 + Penalty 82.930432 = -22262.523267 nChanged 23 SP:Iteration 4F (255.662253 sec): 3 clusters Score: Raw -22367.165584 + Penalty 83.839221 = -22283.326363 nChanged 20 SP:Iteration 5Q (255.663122 sec): 3 clusters Score: Raw -22375.782429 + Penalty 83.751952 = -22292.030477 nChanged 7 SP:Iteration 6Q (255.663976 sec): 3 clusters Score: Raw -22379.051053 + Penalty 83.782268 = -22295.268785 nChanged 1 SP:Iteration 7Q (255.664831 sec): 3 clusters Score: Raw -22382.100744 + Penalty 83.753001 = -22298.347743 nChanged 3 SP:Iteration 8Q (255.665714 sec): 3 clusters Score: Raw -22383.521458 + Penalty 83.868705 = -22299.652752 nChanged 1 SP:Iteration 9Q (255.666556 sec): 3 clusters Score: Raw -22384.058802 + Penalty 83.987492 = -22300.071310 nChanged 1 SP:Iteration 10F (255.667459 sec): 3 clusters Score: Raw -22385.090946 + Penalty 84.109447 = -22300.981500 nChanged 3 SP:Iteration 11Q (255.668297 sec): 3 clusters Score: Raw -22385.568825 + Penalty 84.109447 = -22301.459378 nChanged 2 SP:Iteration 12Q (255.669133 sec): 3 clusters Score: Raw -22385.767837 + Penalty 83.987492 = -22301.780345 nChanged 1 SP:Iteration 13Q (255.669969 sec): 3 clusters Score: Raw -22385.916121 + Penalty 83.868705 = -22302.047415 nChanged 1 SP:Iteration 14Q (255.670805 sec): 3 clusters Score: Raw -22386.081835 + Penalty 83.643046 = -22302.438789 nChanged 2 SP:Iteration 15Q (255.671641 sec): 3 clusters Score: Raw -22386.467400 + Penalty 83.533217 = -22302.934183 nChanged 1 SP:Iteration 16Q (255.672479 sec): 3 clusters Score: Raw -22386.555281 + Penalty 83.533217 = -22303.022064 nChanged 0 SP:Iteration 17F (255.673384 sec): 3 clusters Score: Raw -22386.555281 + Penalty 83.533217 = -22303.022064 nChanged 0 Memory request: 0.00 GB would take us to total of 0.54 GB. Trying to split cluster 48 (269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (255.675024 sec): 2 clusters Score: Raw -12554.208532 + Penalty 275.721579 = -12278.486953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (255.675716 sec): 3 clusters Score: Raw -12467.238362 + Penalty 551.236855 = -11916.001507 nChanged 73 SP:Iteration 1F (255.676396 sec): 3 clusters Score: Raw -12547.557679 + Penalty 551.482655 = -11996.075025 nChanged 24 SP:Iteration 2F (255.677077 sec): 3 clusters Score: Raw -12586.651418 + Penalty 551.387907 = -12035.263511 nChanged 16 SP:Iteration 3F (255.677756 sec): 3 clusters Score: Raw -12620.756587 + Penalty 551.800220 = -12068.956367 nChanged 15 SP:Iteration 4F (255.678434 sec): 3 clusters Score: Raw -12639.779620 + Penalty 552.271633 = -12087.507987 nChanged 8 SP:Iteration 5Q (255.679087 sec): 3 clusters Score: Raw -12661.152401 + Penalty 555.815329 = -12105.337072 nChanged 9 SP:Iteration 6Q (255.679735 sec): 3 clusters Score: Raw -12672.999242 + Penalty 557.426719 = -12115.572523 nChanged 3 SP:Iteration 7Q (255.680380 sec): 3 clusters Score: Raw -12676.005124 + Penalty 558.231501 = -12117.773623 nChanged 2 SP:Iteration 8Q (255.681025 sec): 3 clusters Score: Raw -12677.701060 + Penalty 557.875195 = -12119.825865 nChanged 1 SP:Iteration 9Q (255.681668 sec): 3 clusters Score: Raw -12680.721634 + Penalty 558.459111 = -12122.262524 nChanged 2 SP:Iteration 10F (255.682348 sec): 3 clusters Score: Raw -12686.409382 + Penalty 561.317522 = -12125.091859 nChanged 5 SP:Iteration 11Q (255.682991 sec): 3 clusters Score: Raw -12699.188071 + Penalty 562.363205 = -12136.824866 nChanged 2 SP:Iteration 12Q (255.683631 sec): 3 clusters Score: Raw -12700.831425 + Penalty 562.363205 = -12138.468220 nChanged 0 SP:Iteration 13F (255.684305 sec): 3 clusters Score: Raw -12700.831425 + Penalty 562.363205 = -12138.468220 nChanged 0 Memory request: 0.00 GB would take us to total of 0.54 GB. Trying to split cluster 61 (459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (255.686506 sec): 2 clusters Score: Raw -23202.063664 + Penalty 622.268784 = -22579.794879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (255.687536 sec): 3 clusters Score: Raw -23055.056515 + Penalty 1244.059797 = -21810.996718 nChanged 131 SP:Iteration 1F (255.688548 sec): 3 clusters Score: Raw -23203.924233 + Penalty 1244.275937 = -21959.648295 nChanged 31 SP:Iteration 2F (255.689561 sec): 3 clusters Score: Raw -23234.010218 + Penalty 1245.217232 = -21988.792986 nChanged 15 SP:Iteration 3Q (255.690545 sec): 3 clusters Score: Raw -23246.494959 + Penalty 1246.974999 = -21999.519959 nChanged 11 SP:Iteration 4Q (255.691526 sec): 3 clusters Score: Raw -23258.047338 + Penalty 1250.511547 = -22007.535791 nChanged 10 SP:Iteration 5Q (255.692541 sec): 3 clusters Score: Raw -23270.173523 + Penalty 1254.159522 = -22016.014001 nChanged 11 SP:Iteration 6Q (255.693517 sec): 3 clusters Score: Raw -23281.966695 + Penalty 1261.734465 = -22020.232230 nChanged 15 SP:Iteration 7Q (255.694491 sec): 3 clusters Score: Raw -23298.243717 + Penalty 1270.070922 = -22028.172795 nChanged 15 SP:Iteration 8Q (255.695460 sec): 3 clusters Score: Raw -23312.079525 + Penalty 1276.996107 = -22035.083417 nChanged 11 SP:Iteration 9Q (255.696425 sec): 3 clusters Score: Raw -23331.813910 + Penalty 1288.211514 = -22043.602397 nChanged 14 SP:Iteration 10F (255.697427 sec): 3 clusters Score: Raw -23350.930325 + Penalty 1295.019020 = -22055.911304 nChanged 6 SP:Iteration 11Q (255.698369 sec): 3 clusters Score: Raw -23357.270034 + Penalty 1301.222581 = -22056.047453 nChanged 7 SP:Iteration 12Q (255.699302 sec): 3 clusters Score: Raw -23367.809999 + Penalty 1304.683933 = -22063.126066 nChanged 5 SP:Iteration 13Q (255.700224 sec): 3 clusters Score: Raw -23373.491568 + Penalty 1308.166410 = -22065.325158 nChanged 4 SP:Iteration 14Q (255.701143 sec): 3 clusters Score: Raw -23381.617718 + Penalty 1310.114778 = -22071.502940 nChanged 3 SP:Iteration 15Q (255.702061 sec): 3 clusters Score: Raw -23386.546930 + Penalty 1316.540908 = -22070.006022 nChanged 4 SP:Iteration 16F (255.703057 sec): 3 clusters Score: Raw -23393.460544 + Penalty 1317.958112 = -22075.502432 nChanged 1 SP:Iteration 17Q (255.703966 sec): 3 clusters Score: Raw -23397.217553 + Penalty 1324.387934 = -22072.829618 nChanged 3 SP:Iteration 18F (255.704983 sec): 3 clusters Score: Raw -23401.222332 + Penalty 1324.884292 = -22076.338040 nChanged 1 SP:Iteration 19Q (255.705887 sec): 3 clusters Score: Raw -23401.919714 + Penalty 1324.884292 = -22077.035423 nChanged 0 SP:Iteration 20F (255.706884 sec): 3 clusters Score: Raw -23401.919714 + Penalty 1324.884292 = -22077.035423 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 68 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (255.707958 sec): 2 clusters Score: Raw -2641.729484 + Penalty 32.446885 = -2609.282599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (255.708245 sec): 3 clusters Score: Raw -2629.576522 + Penalty 66.560346 = -2563.016176 nChanged 14 SP:Iteration 1F (255.708542 sec): 3 clusters Score: Raw -2643.243690 + Penalty 67.468888 = -2575.774801 nChanged 2 SP:Iteration 2Q (255.708828 sec): 3 clusters Score: Raw -2645.463192 + Penalty 66.024418 = -2579.438774 nChanged 2 SP:Iteration 3Q (255.709115 sec): 3 clusters Score: Raw -2646.142319 + Penalty 66.743225 = -2579.399093 nChanged 1 SP:Iteration 4F (255.709411 sec): 3 clusters Score: Raw -2653.628105 + Penalty 67.577547 = -2586.050558 nChanged 1 SP:Iteration 5Q (255.709692 sec): 3 clusters Score: Raw -2656.551776 + Penalty 67.577547 = -2588.974229 nChanged 0 SP:Iteration 6F (255.709978 sec): 3 clusters Score: Raw -2656.551776 + Penalty 67.577547 = -2588.974229 nChanged 0 Memory request: 0.01 GB would take us to total of 0.54 GB. Trying to split cluster 77 (949 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (255.713556 sec): 2 clusters Score: Raw -51132.002135 + Penalty 533.604081 = -50598.398054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (255.715474 sec): 3 clusters Score: Raw -50657.236048 + Penalty 1083.217178 = -49574.018870 nChanged 321 SP:Iteration 1F (255.717353 sec): 3 clusters Score: Raw -50940.244122 + Penalty 1106.042716 = -49834.201406 nChanged 117 SP:Iteration 2F (255.719220 sec): 3 clusters Score: Raw -51070.820880 + Penalty 1126.727001 = -49944.093879 nChanged 75 SP:Iteration 3F (255.721156 sec): 3 clusters Score: Raw -51137.062790 + Penalty 1138.982976 = -49998.079814 nChanged 40 SP:Iteration 4Q (255.723182 sec): 3 clusters Score: Raw -51177.775408 + Penalty 1147.758674 = -50030.016734 nChanged 29 SP:Iteration 5Q (255.725131 sec): 3 clusters Score: Raw -51207.596059 + Penalty 1156.309785 = -50051.286274 nChanged 29 SP:Iteration 6Q (255.727045 sec): 3 clusters Score: Raw -51237.277401 + Penalty 1162.882074 = -50074.395327 nChanged 17 SP:Iteration 7Q (255.728942 sec): 3 clusters Score: Raw -51248.417748 + Penalty 1168.064424 = -50080.353324 nChanged 7 SP:Iteration 8Q (255.730768 sec): 3 clusters Score: Raw -51250.882582 + Penalty 1169.778912 = -50081.103669 nChanged 6 SP:Iteration 9Q (255.732547 sec): 3 clusters Score: Raw -51253.815437 + Penalty 1171.673388 = -50082.142049 nChanged 2 SP:Iteration 10F (255.734395 sec): 3 clusters Score: Raw -51255.375064 + Penalty 1172.692535 = -50082.682529 nChanged 2 SP:Iteration 11Q (255.736166 sec): 3 clusters Score: Raw -51256.637132 + Penalty 1171.347239 = -50085.289893 nChanged 2 SP:Iteration 12Q (255.737932 sec): 3 clusters Score: Raw -51257.996434 + Penalty 1171.347239 = -50086.649195 nChanged 0 SP:Iteration 13F (255.739763 sec): 3 clusters Score: Raw -51257.996434 + Penalty 1171.347239 = -50086.649195 nChanged 0 Memory request: 0.00 GB would take us to total of 0.54 GB. Trying to split cluster 84 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (255.740977 sec): 2 clusters Score: Raw -6933.859352 + Penalty 696.626217 = -6237.233135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (255.741573 sec): 3 clusters Score: Raw -7055.652138 + Penalty 1404.681308 = -5650.970829 nChanged 42 SP:Iteration 1F (255.742143 sec): 3 clusters Score: Raw -7175.811482 + Penalty 1414.805744 = -5761.005738 nChanged 12 SP:Iteration 2F (255.742710 sec): 3 clusters Score: Raw -7219.079929 + Penalty 1416.571379 = -5802.508550 nChanged 2 SP:Iteration 3Q (255.743228 sec): 3 clusters Score: Raw -7225.356902 + Penalty 1417.284619 = -5808.072283 nChanged 1 SP:Iteration 4Q (255.743744 sec): 3 clusters Score: Raw -7228.091755 + Penalty 1417.284619 = -5810.807136 nChanged 0 SP:Iteration 5F (255.744310 sec): 3 clusters Score: Raw -7228.091755 + Penalty 1417.284619 = -5810.807136 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 95 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (255.744963 sec): 2 clusters Score: Raw -2204.490593 + Penalty 55.947632 = -2148.542961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (255.745272 sec): 3 clusters Score: Raw -2193.085377 + Penalty 123.935111 = -2069.150266 nChanged 10 SP:Iteration 1F (255.745569 sec): 3 clusters Score: Raw -2208.498951 + Penalty 157.821148 = -2050.677803 nChanged 9 SP:Iteration 2F (255.745861 sec): 3 clusters Score: Raw -2234.800470 + Penalty 168.294535 = -2066.505935 nChanged 1 SP:Iteration 3Q (255.746135 sec): 3 clusters Score: Raw -2236.702568 + Penalty 198.737985 = -2037.964584 nChanged 2 SP:Iteration 4F (255.746427 sec): 3 clusters Score: Raw -2241.722435 + Penalty 198.737985 = -2042.984451 nChanged 0 Memory request: 0.00 GB would take us to total of 0.53 GB. Trying to split cluster 98 (140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (255.747750 sec): 2 clusters Score: Raw -6843.723725 + Penalty 221.704508 = -6622.019217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (255.748223 sec): 3 clusters Score: Raw -6815.365049 + Penalty 455.968316 = -6359.396733 nChanged 36 SP:Iteration 1F (255.748689 sec): 3 clusters Score: Raw -6858.636268 + Penalty 468.498558 = -6390.137709 nChanged 8 SP:Iteration 2F (255.749154 sec): 3 clusters Score: Raw -6876.563380 + Penalty 483.060275 = -6393.503105 nChanged 5 SP:Iteration 3Q (255.749610 sec): 3 clusters Score: Raw -6890.060925 + Penalty 501.725998 = -6388.334927 nChanged 4 SP:Iteration 4F (255.750075 sec): 3 clusters Score: Raw -6898.111165 + Penalty 512.779175 = -6385.331989 nChanged 2 SP:Iteration 5F (255.750539 sec): 3 clusters Score: Raw -6901.754265 + Penalty 529.117867 = -6372.636398 nChanged 3 SP:Iteration 6F (255.751004 sec): 3 clusters Score: Raw -6906.209370 + Penalty 539.354942 = -6366.854428 nChanged 3 SP:Iteration 7F (255.751497 sec): 3 clusters Score: Raw -6912.580966 + Penalty 547.394320 = -6365.186646 nChanged 1 SP:Iteration 8F (255.751966 sec): 3 clusters Score: Raw -6913.845188 + Penalty 554.096978 = -6359.748211 nChanged 1 SP:Iteration 9F (255.752431 sec): 3 clusters Score: Raw -6915.660745 + Penalty 568.425931 = -6347.234814 nChanged 2 SP:Iteration 10F (255.752896 sec): 3 clusters Score: Raw -6920.301026 + Penalty 592.849697 = -6327.451329 nChanged 2 SP:Iteration 11F (255.753360 sec): 3 clusters Score: Raw -6925.462403 + Penalty 620.231798 = -6305.230605 nChanged 2 SP:Iteration 12F (255.753828 sec): 3 clusters Score: Raw -6931.657919 + Penalty 636.579335 = -6295.078584 nChanged 1 SP:Iteration 13F (255.754292 sec): 3 clusters Score: Raw -6942.418663 + Penalty 645.921068 = -6296.497595 nChanged 1 SP:Iteration 14Q (255.754714 sec): 3 clusters Score: Raw -6949.304820 + Penalty 649.425533 = -6299.879287 nChanged 2 SP:Iteration 15Q (255.755133 sec): 3 clusters Score: Raw -6962.770599 + Penalty 649.425533 = -6313.345066 nChanged 0 SP:Iteration 16F (255.755601 sec): 3 clusters Score: Raw -6962.770599 + Penalty 649.425533 = -6313.345066 nChanged 0 Memory request: 0.00 GB would take us to total of 0.54 GB. Trying to split cluster 103 (442 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (255.757632 sec): 2 clusters Score: Raw -24259.195617 + Penalty 128.514717 = -24130.680900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (255.758624 sec): 3 clusters Score: Raw -24031.350243 + Penalty 291.516740 = -23739.833503 nChanged 183 SP:Iteration 1F (255.759621 sec): 3 clusters Score: Raw -24220.449705 + Penalty 289.531483 = -23930.918222 nChanged 30 SP:Iteration 2F (255.760614 sec): 3 clusters Score: Raw -24251.793127 + Penalty 289.364420 = -23962.428707 nChanged 22 SP:Iteration 3Q (255.761608 sec): 3 clusters Score: Raw -24278.703423 + Penalty 278.436449 = -24000.266974 nChanged 8 SP:Iteration 4Q (255.762604 sec): 3 clusters Score: Raw -24287.548089 + Penalty 278.215663 = -24009.332426 nChanged 3 SP:Iteration 5Q (255.763589 sec): 3 clusters Score: Raw -24289.968737 + Penalty 278.215663 = -24011.753074 nChanged 0 SP:Iteration 6F (255.764583 sec): 3 clusters Score: Raw -24289.968737 + Penalty 278.215663 = -24011.753074 nChanged 0 Memory request: 0.00 GB would take us to total of 0.54 GB. Trying to split cluster 125 (382 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (255.766544 sec): 2 clusters Score: Raw -23492.972694 + Penalty 758.616871 = -22734.355823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (255.767430 sec): 3 clusters Score: Raw -23428.773075 + Penalty 1517.673409 = -21911.099666 nChanged 83 SP:Iteration 1F (255.768305 sec): 3 clusters Score: Raw -23522.518279 + Penalty 1517.854788 = -22004.663491 nChanged 17 SP:Iteration 2Q (255.769167 sec): 3 clusters Score: Raw -23547.123117 + Penalty 1518.057390 = -22029.065727 nChanged 5 SP:Iteration 3Q (255.770023 sec): 3 clusters Score: Raw -23553.609020 + Penalty 1518.129888 = -22035.479132 nChanged 1 SP:Iteration 4Q (255.770884 sec): 3 clusters Score: Raw -23553.860347 + Penalty 1518.129888 = -22035.730459 nChanged 0 SP:Iteration 5F (255.771759 sec): 3 clusters Score: Raw -23553.860347 + Penalty 1518.129888 = -22035.730459 nChanged 0 Memory request: 0.01 GB would take us to total of 0.54 GB. Trying to split cluster 133 (559 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (255.774101 sec): 2 clusters Score: Raw -30063.111988 + Penalty 48.409939 = -30014.702049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (255.775302 sec): 3 clusters Score: Raw -29723.950024 + Penalty 99.697910 = -29624.252114 nChanged 250 SP:Iteration 1F (255.776496 sec): 3 clusters Score: Raw -29997.378774 + Penalty 94.732261 = -29902.646513 nChanged 56 SP:Iteration 2F (255.777693 sec): 3 clusters Score: Raw -30041.444976 + Penalty 97.204477 = -29944.240499 nChanged 13 SP:Iteration 3Q (255.778890 sec): 3 clusters Score: Raw -30048.146716 + Penalty 99.172532 = -29948.974183 nChanged 11 SP:Iteration 4Q (255.780129 sec): 3 clusters Score: Raw -30054.177799 + Penalty 97.245038 = -29956.932761 nChanged 7 SP:Iteration 5Q (255.781329 sec): 3 clusters Score: Raw -30057.447623 + Penalty 99.225211 = -29958.222411 nChanged 4 SP:Iteration 6Q (255.782526 sec): 3 clusters Score: Raw -30059.683179 + Penalty 95.717951 = -29963.965229 nChanged 1 SP:Iteration 7Q (255.783716 sec): 3 clusters Score: Raw -30060.837909 + Penalty 96.206387 = -29964.631522 nChanged 1 SP:Iteration 8Q (255.784886 sec): 3 clusters Score: Raw -30061.448418 + Penalty 97.253468 = -29964.194950 nChanged 2 SP:Iteration 9F (255.786096 sec): 3 clusters Score: Raw -30061.948854 + Penalty 97.860378 = -29964.088476 nChanged 1 SP:Iteration 10F (255.787294 sec): 3 clusters Score: Raw -30062.125735 + Penalty 98.516514 = -29963.609222 nChanged 1 SP:Iteration 11F (255.788493 sec): 3 clusters Score: Raw -30062.525383 + Penalty 100.001016 = -29962.524367 nChanged 2 SP:Iteration 12F (255.789713 sec): 3 clusters Score: Raw -30063.045077 + Penalty 100.001016 = -29963.044061 nChanged 0 Time taken for this iteration:254.232529 seconds. 300->41 Clusters: Score -2975539.065510, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 241 (time per iteration =1061.647212 ms) Total iterations: 2952 (time per iteration =86.672418 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 11703266250.000000 (time per metric unit =21.862015ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 292581656250.000000 (time per metric unit=874.480585ps) That took 255.856978 seconds. FileBase PeterP-2013-10-10_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 0.26 and 0.39 GB of RAM. Memory request: 0.13 GB would take us to total of 0.13 GB. ---------------------------------------------------------- Loaded 27997 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 27997 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 211 (1 points): Lose 2.419120 but Gain 1616.396123 Iteration 0F (3.831807 sec): 232 clusters Score: Raw -1284298.338419 + Penalty 236255.517188 = -1048042.821230 nChanged 8699 Deleting Class 171 (1 points): Lose 2.235778 but Gain 1530.530051 Iteration 1F (6.767243 sec): 227 clusters Score: Raw -1303955.532383 + Penalty 233997.166220 = -1069958.366163 nChanged 3654 Deleting Class 220 (1 points): Lose 12.708137 but Gain 1538.383979 Iteration 2F (9.679008 sec): 225 clusters Score: Raw -1311850.242807 + Penalty 231730.675855 = -1080119.566953 nChanged 2362 Deleting Class 231 (1 points): Lose 11.371567 but Gain 1502.081588 Iteration 3F (12.594271 sec): 223 clusters Score: Raw -1315834.532146 + Penalty 228460.810919 = -1087373.721227 nChanged 1606 Deleting Class 148 (3 points): Lose 55.812742 but Gain 1527.503385 Iteration 4F (15.473830 sec): 221 clusters Score: Raw -1317854.256578 + Penalty 225705.448212 = -1092148.808366 nChanged 1066 Deleting Class 212 (2 points): Lose 28.715450 but Gain 1490.532301 Iteration 5Q (15.791520 sec): 219 clusters Score: Raw -1318961.253252 + Penalty 224422.191332 = -1094539.061919 nChanged 743 Deleting Class 75 (9 points): Lose 106.147322 but Gain 1529.628907 Iteration 6Q (16.059700 sec): 218 clusters Score: Raw -1319566.134493 + Penalty 223036.330973 = -1096529.803521 nChanged 510 Deleting Class 209 (2 points): Lose 23.385458 but Gain 1422.599768 Iteration 7Q (16.294399 sec): 217 clusters Score: Raw -1320019.218359 + Penalty 221883.728564 = -1098135.489794 nChanged 381 Deleting Class 162 (3 points): Lose 42.518271 but Gain 1438.802481 Iteration 8Q (16.515025 sec): 216 clusters Score: Raw -1320290.920125 + Penalty 220226.491912 = -1100064.428213 nChanged 305 Deleting Class 102 (3 points): Lose 44.326946 but Gain 1418.409904 Iteration 9Q (16.731999 sec): 215 clusters Score: Raw -1320596.456690 + Penalty 218957.788863 = -1101638.667828 nChanged 260 Deleting Class 29 (32 points): Lose 226.650959 but Gain 1602.142029 Iteration 10F (19.463419 sec): 214 clusters Score: Raw -1320663.299383 + Penalty 217456.116925 = -1103207.182458 nChanged 261 Deleting Class 122 (8 points): Lose 102.111096 but Gain 1474.743283 Iteration 11Q (19.665025 sec): 213 clusters Score: Raw -1320907.861622 + Penalty 216130.438993 = -1104777.422629 nChanged 214 Deleting Class 96 (45 points): Lose 265.394543 but Gain 1625.761389 Iteration 12Q (19.858398 sec): 212 clusters Score: Raw -1320877.443352 + Penalty 214753.476335 = -1106123.967018 nChanged 223 Deleting Class 144 (2 points): Lose 21.463390 but Gain 1373.909692 Iteration 13Q (20.055801 sec): 211 clusters Score: Raw -1321144.084321 + Penalty 213513.813815 = -1107630.270505 nChanged 168 Deleting Class 150 (10 points): Lose 103.234856 but Gain 1453.200812 Iteration 14Q (20.246681 sec): 210 clusters Score: Raw -1321206.115287 + Penalty 212315.173397 = -1108890.941890 nChanged 128 Deleting Class 184 (6 points): Lose 70.999946 but Gain 1420.080137 Iteration 15Q (20.429170 sec): 209 clusters Score: Raw -1321255.346163 + Penalty 210988.024916 = -1110267.321247 nChanged 99 Deleting Class 57 (30 points): Lose 226.398719 but Gain 1573.625738 Iteration 16Q (20.608496 sec): 208 clusters Score: Raw -1321128.780495 + Penalty 210206.084489 = -1110922.696006 nChanged 116 Deleting Class 84 (17 points): Lose 173.798330 but Gain 1508.574258 Iteration 17Q (20.788132 sec): 207 clusters Score: Raw -1321194.546801 + Penalty 208766.271768 = -1112428.275033 nChanged 103 Deleting Class 126 (1 points): Lose 20.948344 but Gain 1354.066795 Iteration 18Q (20.965861 sec): 206 clusters Score: Raw -1321283.720972 + Penalty 207480.375967 = -1113803.345005 nChanged 99 Deleting Class 145 (13 points): Lose 146.317354 but Gain 1474.885580 Iteration 19Q (21.141573 sec): 205 clusters Score: Raw -1321223.694398 + Penalty 206086.954469 = -1115136.739929 nChanged 96 Writing temp clu file Memory request: 0.13 GB would take us to total of 0.26 GB. Compute initial score before splitting: Score: Raw -1321223.694398 + Penalty 206086.954469 = -1115136.739929Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 1 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.244441 sec): 2 clusters Score: Raw -8721.807033 + Penalty 536.185622 = -8185.621411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.244919 sec): 3 clusters Score: Raw -8693.062838 + Penalty 1069.264952 = -7623.797886 nChanged 22 SP:Iteration 1F (21.245387 sec): 3 clusters Score: Raw -8736.287875 + Penalty 1070.790473 = -7665.497402 nChanged 7 SP:Iteration 2Q (21.245847 sec): 3 clusters Score: Raw -8744.908384 + Penalty 1070.790473 = -7674.117911 nChanged 0 SP:Iteration 3F (21.246305 sec): 3 clusters Score: Raw -8744.908384 + Penalty 1070.790473 = -7674.117911 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 2 (889 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.250805 sec): 2 clusters Score: Raw -46009.923161 + Penalty 169.089544 = -45840.833616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.252542 sec): 3 clusters Score: Raw -45459.513309 + Penalty 338.173393 = -45121.339915 nChanged 376 SP:Iteration 1F (21.254251 sec): 3 clusters Score: Raw -45614.256120 + Penalty 338.256451 = -45275.999669 nChanged 108 SP:Iteration 2F (21.255975 sec): 3 clusters Score: Raw -45654.365762 + Penalty 338.703671 = -45315.662091 nChanged 62 SP:Iteration 3F (21.257686 sec): 3 clusters Score: Raw -45679.780226 + Penalty 338.817923 = -45340.962303 nChanged 47 SP:Iteration 4F (21.259408 sec): 3 clusters Score: Raw -45698.140181 + Penalty 338.852487 = -45359.287694 nChanged 33 SP:Iteration 5Q (21.261148 sec): 3 clusters Score: Raw -45714.684573 + Penalty 338.669014 = -45376.015559 nChanged 26 SP:Iteration 6Q (21.262926 sec): 3 clusters Score: Raw -45732.094458 + Penalty 336.644368 = -45395.450090 nChanged 32 SP:Iteration 7Q (21.264678 sec): 3 clusters Score: Raw -45805.633394 + Penalty 333.334139 = -45472.299255 nChanged 34 SP:Iteration 8Q (21.266374 sec): 3 clusters Score: Raw -45907.729579 + Penalty 331.793763 = -45575.935816 nChanged 20 SP:Iteration 9Q (21.268022 sec): 3 clusters Score: Raw -45915.014603 + Penalty 330.357144 = -45584.657459 nChanged 12 SP:Iteration 10F (21.269727 sec): 3 clusters Score: Raw -45918.038121 + Penalty 329.313750 = -45588.724371 nChanged 10 SP:Iteration 11Q (21.271364 sec): 3 clusters Score: Raw -45921.397924 + Penalty 328.284462 = -45593.113462 nChanged 12 SP:Iteration 12Q (21.273040 sec): 3 clusters Score: Raw -45925.999749 + Penalty 327.906817 = -45598.092932 nChanged 6 SP:Iteration 13Q (21.274721 sec): 3 clusters Score: Raw -45927.107734 + Penalty 327.422899 = -45599.684834 nChanged 4 SP:Iteration 14Q (21.276376 sec): 3 clusters Score: Raw -45928.066603 + Penalty 327.058658 = -45601.007945 nChanged 4 SP:Iteration 15Q (21.278047 sec): 3 clusters Score: Raw -45929.273004 + Penalty 326.741821 = -45602.531183 nChanged 3 SP:Iteration 16Q (21.279699 sec): 3 clusters Score: Raw -45929.720832 + Penalty 326.376702 = -45603.344130 nChanged 2 SP:Iteration 17Q (21.281358 sec): 3 clusters Score: Raw -45929.857366 + Penalty 326.376702 = -45603.480664 nChanged 0 SP:Iteration 18F (21.283221 sec): 3 clusters Score: Raw -45929.857366 + Penalty 326.376702 = -45603.480664 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 3 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.283767 sec): 2 clusters Score: Raw -444.765652 + Penalty 164.436480 = -280.329172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.283996 sec): 3 clusters Score: Raw -452.243511 + Penalty 328.872960 = -123.370551 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 4 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.284483 sec): 2 clusters Score: Raw -374.864946 + Penalty 143.616408 = -231.248538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.284709 sec): 3 clusters Score: Raw -376.699851 + Penalty 290.293223 = -86.406627 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 5 (216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.285835 sec): 2 clusters Score: Raw -13171.760807 + Penalty 722.051430 = -12449.709377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.286461 sec): 3 clusters Score: Raw -13156.874969 + Penalty 1441.903180 = -11714.971788 nChanged 35 SP:Iteration 1F (21.287076 sec): 3 clusters Score: Raw -13213.283437 + Penalty 1441.183679 = -11772.099758 nChanged 11 SP:Iteration 2F (21.287688 sec): 3 clusters Score: Raw -13228.104832 + Penalty 1440.347769 = -11787.757063 nChanged 3 SP:Iteration 3Q (21.288280 sec): 3 clusters Score: Raw -13234.598586 + Penalty 1439.166920 = -11795.431665 nChanged 2 SP:Iteration 4Q (21.288878 sec): 3 clusters Score: Raw -13238.645603 + Penalty 1438.352183 = -11800.293420 nChanged 2 SP:Iteration 5Q (21.289471 sec): 3 clusters Score: Raw -13242.279722 + Penalty 1439.038096 = -11803.241626 nChanged 1 SP:Iteration 6Q (21.290066 sec): 3 clusters Score: Raw -13246.261864 + Penalty 1439.038096 = -11807.223768 nChanged 0 SP:Iteration 7F (21.290675 sec): 3 clusters Score: Raw -13246.261864 + Penalty 1439.038096 = -11807.223768 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 6 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.291495 sec): 2 clusters Score: Raw -7472.007762 + Penalty 305.006658 = -7167.001104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.291954 sec): 3 clusters Score: Raw -7413.801136 + Penalty 609.953939 = -6803.847197 nChanged 33 SP:Iteration 1F (21.292398 sec): 3 clusters Score: Raw -7439.349530 + Penalty 610.070011 = -6829.279519 nChanged 8 SP:Iteration 2F (21.292846 sec): 3 clusters Score: Raw -7451.727855 + Penalty 610.595130 = -6841.132725 nChanged 11 SP:Iteration 3F (21.293295 sec): 3 clusters Score: Raw -7462.992908 + Penalty 610.079298 = -6852.913609 nChanged 3 SP:Iteration 4Q (21.293739 sec): 3 clusters Score: Raw -7464.822600 + Penalty 610.013316 = -6854.809285 nChanged 2 SP:Iteration 5Q (21.294184 sec): 3 clusters Score: Raw -7467.143872 + Penalty 610.013316 = -6857.130556 nChanged 2 SP:Iteration 6Q (21.294626 sec): 3 clusters Score: Raw -7468.282819 + Penalty 610.013316 = -6858.269503 nChanged 2 SP:Iteration 7Q (21.295071 sec): 3 clusters Score: Raw -7470.369988 + Penalty 610.013316 = -6860.356673 nChanged 2 SP:Iteration 8Q (21.295543 sec): 3 clusters Score: Raw -7471.273779 + Penalty 609.965346 = -6861.308433 nChanged 1 SP:Iteration 9Q (21.295979 sec): 3 clusters Score: Raw -7472.036845 + Penalty 609.838517 = -6862.198328 nChanged 1 SP:Iteration 10F (21.296417 sec): 3 clusters Score: Raw -7472.508090 + Penalty 609.838517 = -6862.669574 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 7 (2650 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.308449 sec): 2 clusters Score: Raw -133862.053969 + Penalty 198.581686 = -133663.472283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.313468 sec): 3 clusters Score: Raw -132150.421300 + Penalty 414.813526 = -131735.607773 nChanged 1240 SP:Iteration 1F (21.318340 sec): 3 clusters Score: Raw -133113.905799 + Penalty 425.266953 = -132688.638846 nChanged 325 SP:Iteration 2F (21.323203 sec): 3 clusters Score: Raw -133336.050036 + Penalty 429.764064 = -132906.285972 nChanged 189 SP:Iteration 3F (21.328061 sec): 3 clusters Score: Raw -133464.410072 + Penalty 432.734616 = -133031.675456 nChanged 131 SP:Iteration 4Q (21.332757 sec): 3 clusters Score: Raw -133542.084504 + Penalty 435.425941 = -133106.658563 nChanged 79 SP:Iteration 5Q (21.337390 sec): 3 clusters Score: Raw -133577.157312 + Penalty 438.595141 = -133138.562171 nChanged 69 SP:Iteration 6Q (21.342006 sec): 3 clusters Score: Raw -133604.799085 + Penalty 443.136361 = -133161.662725 nChanged 60 SP:Iteration 7Q (21.346561 sec): 3 clusters Score: Raw -133630.011521 + Penalty 448.471188 = -133181.540333 nChanged 72 SP:Iteration 8Q (21.351101 sec): 3 clusters Score: Raw -133664.549660 + Penalty 450.696908 = -133213.852752 nChanged 74 SP:Iteration 9Q (21.355588 sec): 3 clusters Score: Raw -133711.618493 + Penalty 452.321417 = -133259.297076 nChanged 67 SP:Iteration 10F (21.360343 sec): 3 clusters Score: Raw -133753.927428 + Penalty 450.685938 = -133303.241490 nChanged 65 SP:Iteration 11Q (21.364802 sec): 3 clusters Score: Raw -133797.882299 + Penalty 448.328851 = -133349.553448 nChanged 53 SP:Iteration 12Q (21.369123 sec): 3 clusters Score: Raw -133833.764484 + Penalty 440.187517 = -133393.576967 nChanged 46 SP:Iteration 13Q (21.373352 sec): 3 clusters Score: Raw -133868.954082 + Penalty 435.231474 = -133433.722607 nChanged 39 SP:Iteration 14Q (21.377515 sec): 3 clusters Score: Raw -133894.541053 + Penalty 426.224664 = -133468.316389 nChanged 29 SP:Iteration 15Q (21.381588 sec): 3 clusters Score: Raw -133914.781540 + Penalty 423.759415 = -133491.022126 nChanged 26 SP:Iteration 16Q (21.385607 sec): 3 clusters Score: Raw -133930.861124 + Penalty 417.737800 = -133513.123324 nChanged 26 SP:Iteration 17Q (21.389656 sec): 3 clusters Score: Raw -133948.270434 + Penalty 411.784141 = -133536.486293 nChanged 23 SP:Iteration 18Q (21.393682 sec): 3 clusters Score: Raw -133960.646274 + Penalty 407.161512 = -133553.484762 nChanged 22 SP:Iteration 19Q (21.397660 sec): 3 clusters Score: Raw -133978.557230 + Penalty 400.493570 = -133578.063660 nChanged 20 SP:Iteration 20F (21.402415 sec): 3 clusters Score: Raw -133998.039524 + Penalty 394.464366 = -133603.575158 nChanged 29 SP:Iteration 21Q (21.406436 sec): 3 clusters Score: Raw -134029.358819 + Penalty 392.396680 = -133636.962139 nChanged 39 SP:Iteration 22Q (21.410563 sec): 3 clusters Score: Raw -134069.867926 + Penalty 387.024423 = -133682.843503 nChanged 46 SP:Iteration 23Q (21.414670 sec): 3 clusters Score: Raw -134121.133570 + Penalty 384.158179 = -133736.975391 nChanged 51 SP:Iteration 24Q (21.418955 sec): 3 clusters Score: Raw -134165.856517 + Penalty 382.642769 = -133783.213748 nChanged 39 SP:Iteration 25Q (21.423391 sec): 3 clusters Score: Raw -134189.571442 + Penalty 382.459117 = -133807.112325 nChanged 30 SP:Iteration 26Q (21.427821 sec): 3 clusters Score: Raw -134203.179969 + Penalty 381.292169 = -133821.887801 nChanged 23 SP:Iteration 27Q (21.432206 sec): 3 clusters Score: Raw -134212.857968 + Penalty 382.819170 = -133830.038798 nChanged 18 SP:Iteration 28Q (21.436227 sec): 3 clusters Score: Raw -134218.403046 + Penalty 383.969743 = -133834.433303 nChanged 18 SP:Iteration 29Q (21.440184 sec): 3 clusters Score: Raw -134225.999611 + Penalty 386.477263 = -133839.522348 nChanged 21 SP:Iteration 30F (21.444932 sec): 3 clusters Score: Raw -134261.965436 + Penalty 384.751677 = -133877.213759 nChanged 37 SP:Iteration 31Q (21.449066 sec): 3 clusters Score: Raw -134310.846769 + Penalty 383.725619 = -133927.121150 nChanged 55 SP:Iteration 32Q (21.453180 sec): 3 clusters Score: Raw -134371.629454 + Penalty 383.990742 = -133987.638712 nChanged 41 SP:Iteration 33Q (21.457291 sec): 3 clusters Score: Raw -134397.482146 + Penalty 383.522506 = -134013.959639 nChanged 30 SP:Iteration 34Q (21.461469 sec): 3 clusters Score: Raw -134411.094814 + Penalty 384.815748 = -134026.279066 nChanged 27 SP:Iteration 35Q (21.465880 sec): 3 clusters Score: Raw -134423.599917 + Penalty 385.783177 = -134037.816741 nChanged 26 SP:Iteration 36Q (21.470031 sec): 3 clusters Score: Raw -134435.537438 + Penalty 386.812540 = -134048.724899 nChanged 27 SP:Iteration 37Q (21.474103 sec): 3 clusters Score: Raw -134445.704597 + Penalty 387.298110 = -134058.406487 nChanged 18 SP:Iteration 38Q (21.478157 sec): 3 clusters Score: Raw -134449.955053 + Penalty 387.170052 = -134062.785000 nChanged 12 SP:Iteration 39Q (21.482186 sec): 3 clusters Score: Raw -134452.206344 + Penalty 387.096891 = -134065.109453 nChanged 12 SP:Iteration 40F (21.486912 sec): 3 clusters Score: Raw -134453.901127 + Penalty 387.212920 = -134066.688207 nChanged 3 SP:Iteration 41Q (21.491396 sec): 3 clusters Score: Raw -134454.083881 + Penalty 387.185644 = -134066.898236 nChanged 3 SP:Iteration 42Q (21.495989 sec): 3 clusters Score: Raw -134454.209525 + Penalty 387.335710 = -134066.873815 nChanged 1 SP:Iteration 43F (21.500751 sec): 3 clusters Score: Raw -134454.257103 + Penalty 387.420487 = -134066.836616 nChanged 1 SP:Iteration 44F (21.505507 sec): 3 clusters Score: Raw -134454.288190 + Penalty 387.420487 = -134066.867702 nChanged 0 Score: Raw -1338134.193256 + Penalty 206332.273454 = -1131801.919802 Splitting cluster 7 changes total score from -1115136.739929 to -1131801.919802 So it's getting split into cluster 29. Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 8 (417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.134620 sec): 2 clusters Score: Raw -23427.843701 + Penalty 631.700968 = -22796.142733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.135558 sec): 3 clusters Score: Raw -23280.725371 + Penalty 1267.119556 = -22013.605814 nChanged 101 SP:Iteration 1F (24.136480 sec): 3 clusters Score: Raw -23390.094465 + Penalty 1270.542445 = -22119.552020 nChanged 32 SP:Iteration 2F (24.137399 sec): 3 clusters Score: Raw -23423.755918 + Penalty 1276.120942 = -22147.634977 nChanged 16 SP:Iteration 3Q (24.138319 sec): 3 clusters Score: Raw -23439.802515 + Penalty 1282.786648 = -22157.015867 nChanged 14 SP:Iteration 4Q (24.139232 sec): 3 clusters Score: Raw -23453.400865 + Penalty 1283.902088 = -22169.498777 nChanged 6 SP:Iteration 5Q (24.140142 sec): 3 clusters Score: Raw -23460.195255 + Penalty 1285.543547 = -22174.651708 nChanged 4 SP:Iteration 6Q (24.141053 sec): 3 clusters Score: Raw -23462.820319 + Penalty 1285.809930 = -22177.010389 nChanged 5 SP:Iteration 7Q (24.141964 sec): 3 clusters Score: Raw -23466.929230 + Penalty 1285.881973 = -22181.047256 nChanged 1 SP:Iteration 8Q (24.142875 sec): 3 clusters Score: Raw -23467.530554 + Penalty 1286.501751 = -22181.028803 nChanged 2 SP:Iteration 9F (24.143799 sec): 3 clusters Score: Raw -23468.804217 + Penalty 1286.994570 = -22181.809647 nChanged 1 SP:Iteration 10F (24.144716 sec): 3 clusters Score: Raw -23470.344192 + Penalty 1287.194048 = -22183.150144 nChanged 1 SP:Iteration 11Q (24.145629 sec): 3 clusters Score: Raw -23471.101094 + Penalty 1286.099582 = -22185.001512 nChanged 1 SP:Iteration 12Q (24.146572 sec): 3 clusters Score: Raw -23473.206840 + Penalty 1286.099582 = -22187.107258 nChanged 0 SP:Iteration 13F (24.147489 sec): 3 clusters Score: Raw -23473.206840 + Penalty 1286.099582 = -22187.107258 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 9 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.148838 sec): 2 clusters Score: Raw -6447.689692 + Penalty 202.706689 = -6244.983003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.149254 sec): 3 clusters Score: Raw -6377.981498 + Penalty 406.446592 = -5971.534906 nChanged 34 SP:Iteration 1F (24.149663 sec): 3 clusters Score: Raw -6404.504796 + Penalty 413.034673 = -5991.470123 nChanged 14 SP:Iteration 2F (24.150071 sec): 3 clusters Score: Raw -6418.151584 + Penalty 415.235681 = -6002.915903 nChanged 8 SP:Iteration 3F (24.150479 sec): 3 clusters Score: Raw -6427.426525 + Penalty 416.620499 = -6010.806026 nChanged 4 SP:Iteration 4Q (24.150888 sec): 3 clusters Score: Raw -6431.655046 + Penalty 417.281070 = -6014.373977 nChanged 2 SP:Iteration 5Q (24.151296 sec): 3 clusters Score: Raw -6433.293515 + Penalty 417.281070 = -6016.012446 nChanged 0 SP:Iteration 6F (24.151702 sec): 3 clusters Score: Raw -6433.293515 + Penalty 417.281070 = -6016.012446 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 10 (957 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.156859 sec): 2 clusters Score: Raw -47366.828603 + Penalty 217.470876 = -47149.357727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.158721 sec): 3 clusters Score: Raw -46768.830195 + Penalty 554.346550 = -46214.483646 nChanged 409 SP:Iteration 1F (24.160569 sec): 3 clusters Score: Raw -47180.820346 + Penalty 669.392692 = -46511.427654 nChanged 119 SP:Iteration 2F (24.162413 sec): 3 clusters Score: Raw -47313.274933 + Penalty 735.291307 = -46577.983626 nChanged 41 SP:Iteration 3Q (24.164169 sec): 3 clusters Score: Raw -47355.159379 + Penalty 768.087313 = -46587.072066 nChanged 17 SP:Iteration 4Q (24.165811 sec): 3 clusters Score: Raw -47373.872849 + Penalty 801.130450 = -46572.742399 nChanged 8 SP:Iteration 5F (24.167660 sec): 3 clusters Score: Raw -47386.416377 + Penalty 794.651922 = -46591.764455 nChanged 3 SP:Iteration 6Q (24.169205 sec): 3 clusters Score: Raw -47389.327663 + Penalty 793.733197 = -46595.594467 nChanged 2 SP:Iteration 7Q (24.170725 sec): 3 clusters Score: Raw -47392.394939 + Penalty 793.733197 = -46598.661743 nChanged 0 SP:Iteration 8F (24.172570 sec): 3 clusters Score: Raw -47392.394939 + Penalty 793.733197 = -46598.661743 nChanged 0 Memory request: 0.05 GB would take us to total of 0.31 GB. Trying to split cluster 11 (11098 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.221349 sec): 2 clusters Score: Raw -534210.266754 + Penalty 204.319831 = -534005.946923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.241697 sec): 3 clusters Score: Raw -526717.173698 + Penalty 410.877083 = -526306.296615 nChanged 5223 SP:Iteration 1F (24.261522 sec): 3 clusters Score: Raw -530634.164990 + Penalty 358.898066 = -530275.266924 nChanged 2344 SP:Iteration 2F (24.281533 sec): 3 clusters Score: Raw -533555.058562 + Penalty 291.226079 = -533263.832482 nChanged 528 SP:Iteration 3Q (24.301647 sec): 3 clusters Score: Raw -534133.130313 + Penalty 276.448151 = -533856.682162 nChanged 84 SP:Iteration 4Q (24.321506 sec): 3 clusters Score: Raw -534190.126388 + Penalty 272.424948 = -533917.701440 nChanged 28 SP:Iteration 5Q (24.340407 sec): 3 clusters Score: Raw -534208.792475 + Penalty 272.583977 = -533936.208498 nChanged 17 SP:Iteration 6Q (24.358010 sec): 3 clusters Score: Raw -534216.160362 + Penalty 270.752189 = -533945.408172 nChanged 10 SP:Iteration 7Q (24.374419 sec): 3 clusters Score: Raw -534222.317226 + Penalty 272.035645 = -533950.281581 nChanged 3 SP:Iteration 8Q (24.390456 sec): 3 clusters Score: Raw -534224.865078 + Penalty 273.289924 = -533951.575153 nChanged 4 SP:Iteration 9Q (24.406407 sec): 3 clusters Score: Raw -534234.132250 + Penalty 273.584921 = -533960.547329 nChanged 4 SP:Iteration 10F (24.426100 sec): 3 clusters Score: Raw -534235.954982 + Penalty 272.923431 = -533963.031551 nChanged 3 SP:Iteration 11Q (24.441842 sec): 3 clusters Score: Raw -534236.360327 + Penalty 272.431025 = -533963.929302 nChanged 2 SP:Iteration 12Q (24.457335 sec): 3 clusters Score: Raw -534236.870490 + Penalty 272.030401 = -533964.840088 nChanged 1 SP:Iteration 13Q (24.472748 sec): 3 clusters Score: Raw -534236.932035 + Penalty 272.030401 = -533964.901633 nChanged 0 SP:Iteration 14F (24.492724 sec): 3 clusters Score: Raw -534236.932035 + Penalty 272.030401 = -533964.901633 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 12 (927 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.502171 sec): 2 clusters Score: Raw -52993.856522 + Penalty 398.576316 = -52595.280206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.504015 sec): 3 clusters Score: Raw -52462.128463 + Penalty 807.849829 = -51654.278634 nChanged 371 SP:Iteration 1F (24.505804 sec): 3 clusters Score: Raw -52695.402439 + Penalty 814.421781 = -51880.980658 nChanged 77 SP:Iteration 2F (24.507582 sec): 3 clusters Score: Raw -52734.783628 + Penalty 819.243864 = -51915.539764 nChanged 42 SP:Iteration 3Q (24.509369 sec): 3 clusters Score: Raw -52763.605440 + Penalty 822.333263 = -51941.272177 nChanged 35 SP:Iteration 4Q (24.511181 sec): 3 clusters Score: Raw -52781.709354 + Penalty 826.536550 = -51955.172804 nChanged 28 SP:Iteration 5Q (24.512993 sec): 3 clusters Score: Raw -52809.902390 + Penalty 829.364525 = -51980.537864 nChanged 30 SP:Iteration 6Q (24.514787 sec): 3 clusters Score: Raw -52831.908628 + Penalty 838.396232 = -51993.512396 nChanged 31 SP:Iteration 7Q (24.516559 sec): 3 clusters Score: Raw -52851.218210 + Penalty 844.071908 = -52007.146302 nChanged 31 SP:Iteration 8Q (24.518278 sec): 3 clusters Score: Raw -52871.699266 + Penalty 853.387058 = -52018.312208 nChanged 28 SP:Iteration 9Q (24.519991 sec): 3 clusters Score: Raw -52888.108749 + Penalty 860.752354 = -52027.356395 nChanged 18 SP:Iteration 10F (24.521768 sec): 3 clusters Score: Raw -52897.824950 + Penalty 863.418441 = -52034.406509 nChanged 19 SP:Iteration 11Q (24.523425 sec): 3 clusters Score: Raw -52907.999608 + Penalty 868.036626 = -52039.962982 nChanged 18 SP:Iteration 12Q (24.525060 sec): 3 clusters Score: Raw -52921.981957 + Penalty 878.958453 = -52043.023504 nChanged 22 SP:Iteration 13Q (24.526727 sec): 3 clusters Score: Raw -52939.807747 + Penalty 900.737467 = -52039.070279 nChanged 21 SP:Iteration 14F (24.528540 sec): 3 clusters Score: Raw -52955.801410 + Penalty 919.263150 = -52036.538261 nChanged 15 SP:Iteration 15F (24.530334 sec): 3 clusters Score: Raw -52965.553640 + Penalty 944.869731 = -52020.683909 nChanged 14 SP:Iteration 16F (24.532111 sec): 3 clusters Score: Raw -52973.933817 + Penalty 942.274697 = -52031.659120 nChanged 10 SP:Iteration 17Q (24.533607 sec): 3 clusters Score: Raw -52982.856970 + Penalty 954.576185 = -52028.280785 nChanged 6 SP:Iteration 18F (24.535412 sec): 3 clusters Score: Raw -52984.894448 + Penalty 964.228633 = -52020.665815 nChanged 5 SP:Iteration 19F (24.537197 sec): 3 clusters Score: Raw -52984.822948 + Penalty 994.798636 = -51990.024312 nChanged 7 SP:Iteration 20F (24.539060 sec): 3 clusters Score: Raw -52989.619638 + Penalty 1050.406745 = -51939.212892 nChanged 5 SP:Iteration 21F (24.540928 sec): 3 clusters Score: Raw -52992.317051 + Penalty 1068.102706 = -51924.214345 nChanged 2 SP:Iteration 22F (24.542738 sec): 3 clusters Score: Raw -52991.986493 + Penalty 1073.880220 = -51918.106274 nChanged 2 SP:Iteration 23F (24.544548 sec): 3 clusters Score: Raw -52993.135114 + Penalty 1073.880220 = -51919.254894 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 13 (266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.545917 sec): 2 clusters Score: Raw -14821.684613 + Penalty 277.738953 = -14543.945660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.546596 sec): 3 clusters Score: Raw -14672.068868 + Penalty 554.827302 = -14117.241567 nChanged 92 SP:Iteration 1F (24.547261 sec): 3 clusters Score: Raw -14738.755695 + Penalty 551.994025 = -14186.761671 nChanged 29 SP:Iteration 2F (24.547928 sec): 3 clusters Score: Raw -14763.312364 + Penalty 549.500870 = -14213.811494 nChanged 17 SP:Iteration 3F (24.548593 sec): 3 clusters Score: Raw -14783.231387 + Penalty 550.673835 = -14232.557552 nChanged 10 SP:Iteration 4Q (24.549254 sec): 3 clusters Score: Raw -14790.700758 + Penalty 549.173729 = -14241.527028 nChanged 3 SP:Iteration 5Q (24.549904 sec): 3 clusters Score: Raw -14793.299760 + Penalty 549.404723 = -14243.895037 nChanged 3 SP:Iteration 6Q (24.550553 sec): 3 clusters Score: Raw -14794.149496 + Penalty 550.023274 = -14244.126223 nChanged 2 SP:Iteration 7Q (24.551199 sec): 3 clusters Score: Raw -14794.552178 + Penalty 550.023274 = -14244.528904 nChanged 0 SP:Iteration 8F (24.551862 sec): 3 clusters Score: Raw -14794.552178 + Penalty 550.023274 = -14244.528904 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 14 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.552411 sec): 2 clusters Score: Raw -1587.270324 + Penalty 401.261087 = -1186.009237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.552681 sec): 3 clusters Score: Raw -1670.448168 + Penalty 808.945331 = -861.502837 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 15 (815 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.555324 sec): 2 clusters Score: Raw -29855.245825 + Penalty 1046.904281 = -28808.341544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.556957 sec): 3 clusters Score: Raw -29729.915346 + Penalty 2092.716612 = -27637.198734 nChanged 245 SP:Iteration 1F (24.558578 sec): 3 clusters Score: Raw -30209.111663 + Penalty 2090.097881 = -28119.013782 nChanged 92 SP:Iteration 2F (24.560181 sec): 3 clusters Score: Raw -30465.568998 + Penalty 2087.367277 = -28378.201721 nChanged 58 SP:Iteration 3F (24.561763 sec): 3 clusters Score: Raw -30606.081321 + Penalty 2087.254743 = -28518.826578 nChanged 32 SP:Iteration 4Q (24.563245 sec): 3 clusters Score: Raw -30679.799545 + Penalty 2087.641558 = -28592.157987 nChanged 22 SP:Iteration 5Q (24.564723 sec): 3 clusters Score: Raw -30728.340937 + Penalty 2088.582456 = -28639.758481 nChanged 13 SP:Iteration 6Q (24.566180 sec): 3 clusters Score: Raw -30751.231219 + Penalty 2089.210213 = -28662.021006 nChanged 8 SP:Iteration 7Q (24.567611 sec): 3 clusters Score: Raw -30769.961594 + Penalty 2089.497582 = -28680.464013 nChanged 7 SP:Iteration 8Q (24.569036 sec): 3 clusters Score: Raw -30781.895069 + Penalty 2089.808854 = -28692.086215 nChanged 4 SP:Iteration 9Q (24.570506 sec): 3 clusters Score: Raw -30788.025828 + Penalty 2090.098604 = -28697.927224 nChanged 5 SP:Iteration 10F (24.572110 sec): 3 clusters Score: Raw -30792.662946 + Penalty 2090.199617 = -28702.463329 nChanged 2 SP:Iteration 11Q (24.573544 sec): 3 clusters Score: Raw -30795.119383 + Penalty 2090.359530 = -28704.759853 nChanged 2 SP:Iteration 12Q (24.574965 sec): 3 clusters Score: Raw -30796.718380 + Penalty 2090.359530 = -28706.358849 nChanged 0 SP:Iteration 13F (24.576583 sec): 3 clusters Score: Raw -30796.718380 + Penalty 2090.359530 = -28706.358849 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 16 (817 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.579293 sec): 2 clusters Score: Raw -44909.122241 + Penalty 495.031494 = -44414.090747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.580944 sec): 3 clusters Score: Raw -44466.476121 + Penalty 986.941081 = -43479.535039 nChanged 305 SP:Iteration 1F (24.582597 sec): 3 clusters Score: Raw -44646.281594 + Penalty 980.858312 = -43665.423282 nChanged 94 SP:Iteration 2F (24.584220 sec): 3 clusters Score: Raw -44722.042446 + Penalty 973.936463 = -43748.105983 nChanged 63 SP:Iteration 3F (24.585816 sec): 3 clusters Score: Raw -44768.207410 + Penalty 979.091519 = -43789.115891 nChanged 38 SP:Iteration 4Q (24.587416 sec): 3 clusters Score: Raw -44789.271186 + Penalty 985.558132 = -43803.713055 nChanged 25 SP:Iteration 5Q (24.589181 sec): 3 clusters Score: Raw -44803.658564 + Penalty 999.759780 = -43803.898784 nChanged 26 SP:Iteration 6Q (24.590949 sec): 3 clusters Score: Raw -44823.813184 + Penalty 1022.230117 = -43801.583066 nChanged 29 SP:Iteration 7F (24.592685 sec): 3 clusters Score: Raw -44852.589944 + Penalty 1044.967278 = -43807.622665 nChanged 25 SP:Iteration 8Q (24.594320 sec): 3 clusters Score: Raw -44883.868141 + Penalty 1055.283681 = -43828.584460 nChanged 14 SP:Iteration 9Q (24.595923 sec): 3 clusters Score: Raw -44900.839908 + Penalty 1070.887017 = -43829.952891 nChanged 10 SP:Iteration 10F (24.597526 sec): 3 clusters Score: Raw -44912.508976 + Penalty 1080.019921 = -43832.489055 nChanged 11 SP:Iteration 11Q (24.599009 sec): 3 clusters Score: Raw -44925.346262 + Penalty 1088.313360 = -43837.032902 nChanged 5 SP:Iteration 12Q (24.600508 sec): 3 clusters Score: Raw -44928.961211 + Penalty 1104.502946 = -43824.458265 nChanged 5 SP:Iteration 13F (24.602133 sec): 3 clusters Score: Raw -44931.874208 + Penalty 1124.536493 = -43807.337715 nChanged 7 SP:Iteration 14F (24.603729 sec): 3 clusters Score: Raw -44936.204270 + Penalty 1124.104283 = -43812.099987 nChanged 2 SP:Iteration 15Q (24.605153 sec): 3 clusters Score: Raw -44937.174673 + Penalty 1124.104283 = -43813.070390 nChanged 0 SP:Iteration 16F (24.606766 sec): 3 clusters Score: Raw -44937.174673 + Penalty 1124.104283 = -43813.070390 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 17 (193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.608155 sec): 2 clusters Score: Raw -10273.977876 + Penalty 361.467261 = -9912.510615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.608705 sec): 3 clusters Score: Raw -10196.275831 + Penalty 722.840667 = -9473.435164 nChanged 50 SP:Iteration 1F (24.609243 sec): 3 clusters Score: Raw -10239.756264 + Penalty 722.394573 = -9517.361691 nChanged 12 SP:Iteration 2F (24.609781 sec): 3 clusters Score: Raw -10251.971459 + Penalty 722.489344 = -9529.482115 nChanged 7 SP:Iteration 3Q (24.610314 sec): 3 clusters Score: Raw -10257.649146 + Penalty 722.033186 = -9535.615960 nChanged 5 SP:Iteration 4Q (24.610847 sec): 3 clusters Score: Raw -10263.526678 + Penalty 721.914820 = -9541.611858 nChanged 2 SP:Iteration 5Q (24.611379 sec): 3 clusters Score: Raw -10265.091428 + Penalty 721.482614 = -9543.608814 nChanged 1 SP:Iteration 6Q (24.611933 sec): 3 clusters Score: Raw -10265.468320 + Penalty 721.482614 = -9543.985706 nChanged 0 SP:Iteration 7F (24.612469 sec): 3 clusters Score: Raw -10265.468320 + Penalty 721.482614 = -9543.985706 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 18 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.613233 sec): 2 clusters Score: Raw -1432.144651 + Penalty 419.846103 = -1012.298548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.613492 sec): 3 clusters Score: Raw -1492.110518 + Penalty 839.419566 = -652.690952 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 19 (423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.615137 sec): 2 clusters Score: Raw -22860.471413 + Penalty 836.321484 = -22024.149928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.616121 sec): 3 clusters Score: Raw -22795.076663 + Penalty 1670.377732 = -21124.698930 nChanged 122 SP:Iteration 1F (24.617079 sec): 3 clusters Score: Raw -22954.220400 + Penalty 1670.463172 = -21283.757229 nChanged 28 SP:Iteration 2F (24.618041 sec): 3 clusters Score: Raw -22998.103546 + Penalty 1670.045211 = -21328.058335 nChanged 16 SP:Iteration 3Q (24.618933 sec): 3 clusters Score: Raw -23012.810080 + Penalty 1669.818091 = -21342.991990 nChanged 12 SP:Iteration 4Q (24.619824 sec): 3 clusters Score: Raw -23032.542796 + Penalty 1668.631680 = -21363.911116 nChanged 12 SP:Iteration 5Q (24.620710 sec): 3 clusters Score: Raw -23044.652725 + Penalty 1668.261806 = -21376.390919 nChanged 4 SP:Iteration 6Q (24.621595 sec): 3 clusters Score: Raw -23049.101126 + Penalty 1668.261806 = -21380.839320 nChanged 0 SP:Iteration 7F (24.622519 sec): 3 clusters Score: Raw -23049.101126 + Penalty 1668.261806 = -21380.839320 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 20 (124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.623335 sec): 2 clusters Score: Raw -6584.256314 + Penalty 359.995163 = -6224.261150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.623763 sec): 3 clusters Score: Raw -6555.535751 + Penalty 724.287543 = -5831.248208 nChanged 30 SP:Iteration 1F (24.624185 sec): 3 clusters Score: Raw -6585.674455 + Penalty 730.121919 = -5855.552535 nChanged 9 SP:Iteration 2F (24.624607 sec): 3 clusters Score: Raw -6594.597549 + Penalty 731.368979 = -5863.228570 nChanged 4 SP:Iteration 3Q (24.625021 sec): 3 clusters Score: Raw -6599.199875 + Penalty 735.119427 = -5864.080448 nChanged 4 SP:Iteration 4Q (24.625433 sec): 3 clusters Score: Raw -6602.454689 + Penalty 735.587337 = -5866.867352 nChanged 6 SP:Iteration 5Q (24.625852 sec): 3 clusters Score: Raw -6609.085072 + Penalty 735.395722 = -5873.689350 nChanged 2 SP:Iteration 6Q (24.626267 sec): 3 clusters Score: Raw -6610.865729 + Penalty 735.395722 = -5875.470007 nChanged 0 SP:Iteration 7F (24.626688 sec): 3 clusters Score: Raw -6610.865729 + Penalty 735.395722 = -5875.470007 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 21 (139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.627524 sec): 2 clusters Score: Raw -6100.220366 + Penalty 385.549653 = -5714.670712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.627991 sec): 3 clusters Score: Raw -6123.238796 + Penalty 771.791263 = -5351.447533 nChanged 22 SP:Iteration 1F (24.628446 sec): 3 clusters Score: Raw -6157.620768 + Penalty 772.164904 = -5385.455863 nChanged 5 SP:Iteration 2Q (24.628888 sec): 3 clusters Score: Raw -6170.912659 + Penalty 773.248735 = -5397.663924 nChanged 2 SP:Iteration 3Q (24.629336 sec): 3 clusters Score: Raw -6173.210918 + Penalty 773.248735 = -5399.962182 nChanged 0 SP:Iteration 4F (24.629791 sec): 3 clusters Score: Raw -6173.210918 + Penalty 773.248735 = -5399.962182 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 22 (108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.630521 sec): 2 clusters Score: Raw -5284.294579 + Penalty 453.319315 = -4830.975264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.630928 sec): 3 clusters Score: Raw -5314.293915 + Penalty 903.445581 = -4410.848335 nChanged 17 SP:Iteration 1F (24.631326 sec): 3 clusters Score: Raw -5342.414314 + Penalty 906.017009 = -4436.397305 nChanged 3 SP:Iteration 2Q (24.631711 sec): 3 clusters Score: Raw -5346.773054 + Penalty 909.519660 = -4437.253393 nChanged 3 SP:Iteration 3Q (24.632123 sec): 3 clusters Score: Raw -5350.633507 + Penalty 908.971954 = -4441.661553 nChanged 1 SP:Iteration 4Q (24.632512 sec): 3 clusters Score: Raw -5358.462078 + Penalty 908.971954 = -4449.490124 nChanged 0 SP:Iteration 5F (24.632910 sec): 3 clusters Score: Raw -5358.462078 + Penalty 908.971954 = -4449.490124 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 23 (363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.634416 sec): 2 clusters Score: Raw -19204.406817 + Penalty 893.878479 = -18310.528338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.635278 sec): 3 clusters Score: Raw -19152.814648 + Penalty 1788.343593 = -17364.471054 nChanged 75 SP:Iteration 1F (24.636110 sec): 3 clusters Score: Raw -19272.901144 + Penalty 1788.400789 = -17484.500355 nChanged 11 SP:Iteration 2Q (24.636914 sec): 3 clusters Score: Raw -19295.645043 + Penalty 1788.358290 = -17507.286753 nChanged 7 SP:Iteration 3Q (24.637711 sec): 3 clusters Score: Raw -19307.561433 + Penalty 1788.371452 = -17519.189981 nChanged 8 SP:Iteration 4Q (24.638510 sec): 3 clusters Score: Raw -19325.692580 + Penalty 1788.634040 = -17537.058540 nChanged 7 SP:Iteration 5Q (24.639324 sec): 3 clusters Score: Raw -19340.899479 + Penalty 1789.191444 = -17551.708035 nChanged 3 SP:Iteration 6Q (24.640121 sec): 3 clusters Score: Raw -19344.303150 + Penalty 1789.850086 = -17554.453065 nChanged 3 SP:Iteration 7Q (24.640927 sec): 3 clusters Score: Raw -19348.615393 + Penalty 1790.225044 = -17558.390349 nChanged 2 SP:Iteration 8Q (24.641717 sec): 3 clusters Score: Raw -19351.039646 + Penalty 1790.120366 = -17560.919280 nChanged 1 SP:Iteration 9Q (24.642503 sec): 3 clusters Score: Raw -19355.995587 + Penalty 1790.120366 = -17565.875221 nChanged 0 SP:Iteration 10F (24.643324 sec): 3 clusters Score: Raw -19355.995587 + Penalty 1790.120366 = -17565.875221 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 24 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.643933 sec): 2 clusters Score: Raw -2340.766630 + Penalty 518.439887 = -1822.326744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.644239 sec): 3 clusters Score: Raw -2452.708092 + Penalty 1040.660147 = -1412.047945 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 25 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.645041 sec): 2 clusters Score: Raw -5672.546189 + Penalty 185.689265 = -5486.856924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.645492 sec): 3 clusters Score: Raw -5631.695208 + Penalty 381.011973 = -5250.683234 nChanged 34 SP:Iteration 1F (24.645939 sec): 3 clusters Score: Raw -5674.695098 + Penalty 387.246959 = -5287.448138 nChanged 7 SP:Iteration 2F (24.646385 sec): 3 clusters Score: Raw -5682.787073 + Penalty 398.276235 = -5284.510838 nChanged 9 SP:Iteration 3F (24.646832 sec): 3 clusters Score: Raw -5694.993522 + Penalty 402.820066 = -5292.173456 nChanged 3 SP:Iteration 4Q (24.647266 sec): 3 clusters Score: Raw -5697.036564 + Penalty 406.282816 = -5290.753748 nChanged 1 SP:Iteration 5F (24.647713 sec): 3 clusters Score: Raw -5699.547069 + Penalty 410.363764 = -5289.183305 nChanged 1 SP:Iteration 6F (24.648162 sec): 3 clusters Score: Raw -5699.817480 + Penalty 410.363764 = -5289.453716 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 26 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.648731 sec): 2 clusters Score: Raw -2087.665121 + Penalty 362.774715 = -1724.890406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.649011 sec): 3 clusters Score: Raw -2123.912300 + Penalty 717.550860 = -1406.361440 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 27 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.649502 sec): 2 clusters Score: Raw -722.680413 + Penalty 275.442738 = -447.237675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.649733 sec): 3 clusters Score: Raw -753.310585 + Penalty 539.171709 = -214.138876 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 28 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.650195 sec): 2 clusters Score: Raw -177.355795 + Penalty 108.199415 = -69.156380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.650429 sec): 3 clusters Score: Raw -168.664090 + Penalty 199.661553 = 30.997463 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 30 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.651138 sec): 2 clusters Score: Raw -5344.284933 + Penalty 310.153039 = -5034.131893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.651520 sec): 3 clusters Score: Raw -5311.094859 + Penalty 634.498785 = -4676.596074 nChanged 25 SP:Iteration 1F (24.651894 sec): 3 clusters Score: Raw -5344.705754 + Penalty 637.760397 = -4706.945356 nChanged 7 SP:Iteration 2F (24.652268 sec): 3 clusters Score: Raw -5352.833087 + Penalty 647.874879 = -4704.958208 nChanged 2 SP:Iteration 3F (24.652642 sec): 3 clusters Score: Raw -5356.839972 + Penalty 646.200012 = -4710.639960 nChanged 2 SP:Iteration 4Q (24.653013 sec): 3 clusters Score: Raw -5360.485710 + Penalty 646.200012 = -4714.285698 nChanged 0 SP:Iteration 5F (24.653385 sec): 3 clusters Score: Raw -5360.485710 + Penalty 646.200012 = -4714.285698 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 31 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.653913 sec): 2 clusters Score: Raw -1455.955590 + Penalty 126.888804 = -1329.066786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.654172 sec): 3 clusters Score: Raw -1452.070490 + Penalty 301.077763 = -1150.992728 nChanged 7 SP:Iteration 1F (24.654428 sec): 3 clusters Score: Raw -1461.964614 + Penalty 356.083295 = -1105.881319 nChanged 1 SP:Iteration 2F (24.654680 sec): 3 clusters Score: Raw -1463.744587 + Penalty 356.083295 = -1107.661292 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 32 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.655318 sec): 2 clusters Score: Raw -4176.343095 + Penalty 432.498877 = -3743.844218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.655657 sec): 3 clusters Score: Raw -4176.891219 + Penalty 867.564739 = -3309.326480 nChanged 10 SP:Iteration 1F (24.655992 sec): 3 clusters Score: Raw -4192.569197 + Penalty 865.952715 = -3326.616482 nChanged 2 SP:Iteration 2Q (24.656323 sec): 3 clusters Score: Raw -4197.313271 + Penalty 864.997754 = -3332.315517 nChanged 2 SP:Iteration 3Q (24.656652 sec): 3 clusters Score: Raw -4198.846323 + Penalty 863.987293 = -3334.859029 nChanged 2 SP:Iteration 4Q (24.656983 sec): 3 clusters Score: Raw -4200.656533 + Penalty 863.464037 = -3337.192496 nChanged 1 SP:Iteration 5Q (24.657312 sec): 3 clusters Score: Raw -4201.310939 + Penalty 863.464037 = -3337.846902 nChanged 0 SP:Iteration 6F (24.657646 sec): 3 clusters Score: Raw -4201.310939 + Penalty 863.464037 = -3337.846902 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 33 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.658194 sec): 2 clusters Score: Raw -1989.060584 + Penalty 353.603117 = -1635.457468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.658467 sec): 3 clusters Score: Raw -2017.917799 + Penalty 707.626588 = -1310.291211 nChanged 1 SP:Iteration 1Q (24.658730 sec): 3 clusters Score: Raw -2021.874146 + Penalty 707.626588 = -1314.247558 nChanged 0 SP:Iteration 2F (24.658997 sec): 3 clusters Score: Raw -2021.874146 + Penalty 707.626588 = -1314.247558 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 34 (509 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.660882 sec): 2 clusters Score: Raw -30255.438486 + Penalty 660.280235 = -29595.158251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.662001 sec): 3 clusters Score: Raw -30042.594972 + Penalty 1321.268194 = -28721.326778 nChanged 148 SP:Iteration 1F (24.663083 sec): 3 clusters Score: Raw -30143.119493 + Penalty 1314.852848 = -28828.266646 nChanged 41 SP:Iteration 2F (24.664193 sec): 3 clusters Score: Raw -30186.546511 + Penalty 1311.057961 = -28875.488550 nChanged 25 SP:Iteration 3Q (24.665270 sec): 3 clusters Score: Raw -30206.935072 + Penalty 1306.552837 = -28900.382235 nChanged 17 SP:Iteration 4Q (24.666347 sec): 3 clusters Score: Raw -30219.005786 + Penalty 1304.634144 = -28914.371643 nChanged 8 SP:Iteration 5Q (24.667445 sec): 3 clusters Score: Raw -30225.388393 + Penalty 1300.805310 = -28924.583083 nChanged 8 SP:Iteration 6Q (24.668547 sec): 3 clusters Score: Raw -30230.757837 + Penalty 1301.789530 = -28928.968308 nChanged 4 SP:Iteration 7Q (24.669692 sec): 3 clusters Score: Raw -30235.007343 + Penalty 1303.632869 = -28931.374475 nChanged 6 SP:Iteration 8Q (24.670858 sec): 3 clusters Score: Raw -30241.619105 + Penalty 1304.972945 = -28936.646160 nChanged 7 SP:Iteration 9Q (24.672050 sec): 3 clusters Score: Raw -30249.606588 + Penalty 1307.123525 = -28942.483062 nChanged 8 SP:Iteration 10F (24.673220 sec): 3 clusters Score: Raw -30254.081341 + Penalty 1308.663149 = -28945.418192 nChanged 3 SP:Iteration 11Q (24.674365 sec): 3 clusters Score: Raw -30256.487352 + Penalty 1310.939890 = -28945.547463 nChanged 2 SP:Iteration 12Q (24.675511 sec): 3 clusters Score: Raw -30257.344993 + Penalty 1312.404184 = -28944.940809 nChanged 2 SP:Iteration 13F (24.676665 sec): 3 clusters Score: Raw -30258.390337 + Penalty 1314.207891 = -28944.182446 nChanged 1 SP:Iteration 14F (24.677795 sec): 3 clusters Score: Raw -30258.847745 + Penalty 1314.207891 = -28944.639854 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 35 (117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.678593 sec): 2 clusters Score: Raw -4953.413127 + Penalty 381.132492 = -4572.280636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.679011 sec): 3 clusters Score: Raw -4988.756823 + Penalty 779.716907 = -4209.039915 nChanged 19 SP:Iteration 1F (24.679427 sec): 3 clusters Score: Raw -5029.901102 + Penalty 789.807875 = -4240.093226 nChanged 5 SP:Iteration 2Q (24.679823 sec): 3 clusters Score: Raw -5039.153562 + Penalty 792.439554 = -4246.714008 nChanged 1 SP:Iteration 3Q (24.680217 sec): 3 clusters Score: Raw -5040.566712 + Penalty 795.172971 = -4245.393741 nChanged 2 SP:Iteration 4F (24.680627 sec): 3 clusters Score: Raw -5043.206494 + Penalty 795.172971 = -4248.033523 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 36 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.681270 sec): 2 clusters Score: Raw -3801.524760 + Penalty 405.823774 = -3395.700986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.681593 sec): 3 clusters Score: Raw -3796.903503 + Penalty 829.944957 = -2966.958545 nChanged 5 SP:Iteration 1F (24.681911 sec): 3 clusters Score: Raw -3804.323461 + Penalty 833.770653 = -2970.552809 nChanged 3 SP:Iteration 2Q (24.682246 sec): 3 clusters Score: Raw -3807.935724 + Penalty 844.641613 = -2963.294111 nChanged 2 SP:Iteration 3F (24.682563 sec): 3 clusters Score: Raw -3813.765274 + Penalty 844.641613 = -2969.123661 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 37 (664 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.684816 sec): 2 clusters Score: Raw -33346.815370 + Penalty 998.099310 = -32348.716060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.686252 sec): 3 clusters Score: Raw -33161.088536 + Penalty 1996.929940 = -31164.158597 nChanged 188 SP:Iteration 1F (24.687618 sec): 3 clusters Score: Raw -33370.376690 + Penalty 1997.643321 = -31372.733369 nChanged 57 SP:Iteration 2F (24.688977 sec): 3 clusters Score: Raw -33449.266755 + Penalty 1997.402462 = -31451.864293 nChanged 28 SP:Iteration 3Q (24.690405 sec): 3 clusters Score: Raw -33488.664506 + Penalty 1997.281917 = -31491.382590 nChanged 18 SP:Iteration 4Q (24.691779 sec): 3 clusters Score: Raw -33512.448685 + Penalty 1998.554062 = -31513.894623 nChanged 15 SP:Iteration 5Q (24.693190 sec): 3 clusters Score: Raw -33532.274688 + Penalty 1999.415230 = -31532.859457 nChanged 12 SP:Iteration 6Q (24.694515 sec): 3 clusters Score: Raw -33546.888454 + Penalty 2000.541833 = -31546.346621 nChanged 9 SP:Iteration 7Q (24.695809 sec): 3 clusters Score: Raw -33560.800315 + Penalty 2001.036114 = -31559.764201 nChanged 10 SP:Iteration 8Q (24.697099 sec): 3 clusters Score: Raw -33570.890310 + Penalty 2002.441886 = -31568.448424 nChanged 10 SP:Iteration 9Q (24.698390 sec): 3 clusters Score: Raw -33581.094875 + Penalty 2003.358798 = -31577.736077 nChanged 4 SP:Iteration 10F (24.699732 sec): 3 clusters Score: Raw -33585.215098 + Penalty 2004.181571 = -31581.033528 nChanged 5 SP:Iteration 11Q (24.701022 sec): 3 clusters Score: Raw -33591.836028 + Penalty 2004.297197 = -31587.538831 nChanged 3 SP:Iteration 12Q (24.702327 sec): 3 clusters Score: Raw -33593.880043 + Penalty 2004.297197 = -31589.582846 nChanged 0 SP:Iteration 13F (24.703667 sec): 3 clusters Score: Raw -33593.880043 + Penalty 2004.297197 = -31589.582846 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 38 (411 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.705355 sec): 2 clusters Score: Raw -22953.384552 + Penalty 797.970185 = -22155.414367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.706278 sec): 3 clusters Score: Raw -22860.072372 + Penalty 1594.263690 = -21265.808682 nChanged 92 SP:Iteration 1F (24.707186 sec): 3 clusters Score: Raw -22981.290133 + Penalty 1592.229314 = -21389.060819 nChanged 28 SP:Iteration 2F (24.708096 sec): 3 clusters Score: Raw -23006.801624 + Penalty 1591.985718 = -21414.815906 nChanged 10 SP:Iteration 3Q (24.708984 sec): 3 clusters Score: Raw -23016.746015 + Penalty 1591.588406 = -21425.157609 nChanged 3 SP:Iteration 4Q (24.709891 sec): 3 clusters Score: Raw -23022.687003 + Penalty 1591.480581 = -21431.206422 nChanged 7 SP:Iteration 5Q (24.710779 sec): 3 clusters Score: Raw -23032.514617 + Penalty 1591.245838 = -21441.268779 nChanged 4 SP:Iteration 6Q (24.711668 sec): 3 clusters Score: Raw -23036.903952 + Penalty 1591.072479 = -21445.831473 nChanged 4 SP:Iteration 7Q (24.712551 sec): 3 clusters Score: Raw -23038.708087 + Penalty 1591.333752 = -21447.374335 nChanged 2 SP:Iteration 8Q (24.713433 sec): 3 clusters Score: Raw -23044.570069 + Penalty 1590.920180 = -21453.649889 nChanged 4 SP:Iteration 9Q (24.714317 sec): 3 clusters Score: Raw -23050.679539 + Penalty 1590.166958 = -21460.512581 nChanged 5 SP:Iteration 10F (24.715222 sec): 3 clusters Score: Raw -23057.053985 + Penalty 1589.364345 = -21467.689641 nChanged 4 SP:Iteration 11Q (24.716105 sec): 3 clusters Score: Raw -23059.793768 + Penalty 1589.207911 = -21470.585858 nChanged 4 SP:Iteration 12Q (24.716986 sec): 3 clusters Score: Raw -23062.220940 + Penalty 1588.702967 = -21473.517973 nChanged 1 SP:Iteration 13Q (24.717866 sec): 3 clusters Score: Raw -23062.618718 + Penalty 1588.767989 = -21473.850729 nChanged 1 SP:Iteration 14Q (24.718759 sec): 3 clusters Score: Raw -23062.980519 + Penalty 1588.165676 = -21474.814843 nChanged 2 SP:Iteration 15Q (24.719652 sec): 3 clusters Score: Raw -23064.537673 + Penalty 1588.165676 = -21476.371997 nChanged 0 SP:Iteration 16F (24.720559 sec): 3 clusters Score: Raw -23064.537673 + Penalty 1588.165676 = -21476.371997 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 39 (462 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.722504 sec): 2 clusters Score: Raw -25745.105477 + Penalty 453.951820 = -25291.153657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.723520 sec): 3 clusters Score: Raw -25506.054179 + Penalty 908.337768 = -24597.716411 nChanged 144 SP:Iteration 1F (24.724516 sec): 3 clusters Score: Raw -25602.777929 + Penalty 909.158648 = -24693.619282 nChanged 49 SP:Iteration 2F (24.725513 sec): 3 clusters Score: Raw -25652.551199 + Penalty 911.055886 = -24741.495313 nChanged 38 SP:Iteration 3F (24.726543 sec): 3 clusters Score: Raw -25696.981215 + Penalty 911.440050 = -24785.541165 nChanged 20 SP:Iteration 4Q (24.727566 sec): 3 clusters Score: Raw -25711.192943 + Penalty 910.741109 = -24800.451834 nChanged 23 SP:Iteration 5Q (24.728558 sec): 3 clusters Score: Raw -25733.253672 + Penalty 909.781273 = -24823.472399 nChanged 18 SP:Iteration 6Q (24.729548 sec): 3 clusters Score: Raw -25753.028434 + Penalty 909.164980 = -24843.863454 nChanged 14 SP:Iteration 7Q (24.730525 sec): 3 clusters Score: Raw -25772.551048 + Penalty 908.471859 = -24864.079188 nChanged 11 SP:Iteration 8Q (24.731498 sec): 3 clusters Score: Raw -25783.854202 + Penalty 907.208978 = -24876.645224 nChanged 13 SP:Iteration 9Q (24.732462 sec): 3 clusters Score: Raw -25797.401556 + Penalty 906.728723 = -24890.672833 nChanged 8 SP:Iteration 10F (24.733455 sec): 3 clusters Score: Raw -25803.591816 + Penalty 906.809100 = -24896.782716 nChanged 6 SP:Iteration 11Q (24.734400 sec): 3 clusters Score: Raw -25808.318482 + Penalty 907.049308 = -24901.269174 nChanged 6 SP:Iteration 12Q (24.735334 sec): 3 clusters Score: Raw -25810.950699 + Penalty 907.145302 = -24903.805397 nChanged 2 SP:Iteration 13Q (24.736265 sec): 3 clusters Score: Raw -25812.411425 + Penalty 907.145302 = -24905.266123 nChanged 0 SP:Iteration 14F (24.737258 sec): 3 clusters Score: Raw -25812.411425 + Penalty 907.145302 = -24905.266123 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 40 (573 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.739599 sec): 2 clusters Score: Raw -31755.245080 + Penalty 586.523378 = -31168.721702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.740833 sec): 3 clusters Score: Raw -31507.581458 + Penalty 1173.605561 = -30333.975898 nChanged 168 SP:Iteration 1F (24.742047 sec): 3 clusters Score: Raw -31626.591883 + Penalty 1174.059406 = -30452.532476 nChanged 55 SP:Iteration 2F (24.743254 sec): 3 clusters Score: Raw -31670.226811 + Penalty 1179.473931 = -30490.752880 nChanged 41 SP:Iteration 3F (24.744485 sec): 3 clusters Score: Raw -31707.402287 + Penalty 1187.030666 = -30520.371621 nChanged 27 SP:Iteration 4Q (24.745684 sec): 3 clusters Score: Raw -31727.606346 + Penalty 1191.599283 = -30536.007064 nChanged 25 SP:Iteration 5Q (24.746862 sec): 3 clusters Score: Raw -31750.641160 + Penalty 1195.904364 = -30554.736795 nChanged 19 SP:Iteration 6Q (24.748039 sec): 3 clusters Score: Raw -31763.226714 + Penalty 1199.314340 = -30563.912375 nChanged 12 SP:Iteration 7Q (24.749212 sec): 3 clusters Score: Raw -31772.013751 + Penalty 1204.699148 = -30567.314603 nChanged 11 SP:Iteration 8Q (24.750380 sec): 3 clusters Score: Raw -31783.434072 + Penalty 1206.552484 = -30576.881588 nChanged 2 SP:Iteration 9Q (24.751527 sec): 3 clusters Score: Raw -31784.772575 + Penalty 1211.136855 = -30573.635720 nChanged 2 SP:Iteration 10F (24.752701 sec): 3 clusters Score: Raw -31788.174347 + Penalty 1213.090933 = -30575.083414 nChanged 2 SP:Iteration 11Q (24.753871 sec): 3 clusters Score: Raw -31789.651675 + Penalty 1213.745040 = -30575.906635 nChanged 1 SP:Iteration 12Q (24.755023 sec): 3 clusters Score: Raw -31789.577381 + Penalty 1213.745040 = -30575.832341 nChanged 0 SP:Iteration 13F (24.756210 sec): 3 clusters Score: Raw -31789.577381 + Penalty 1213.745040 = -30575.832341 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 41 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.756875 sec): 2 clusters Score: Raw -3945.290374 + Penalty 609.862606 = -3335.427768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.757210 sec): 3 clusters Score: Raw -4071.027763 + Penalty 1219.328641 = -2851.699122 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 42 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.757763 sec): 2 clusters Score: Raw -1145.195688 + Penalty 374.655482 = -770.540206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.758018 sec): 3 clusters Score: Raw -1179.458860 + Penalty 754.174556 = -425.284304 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 43 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.758648 sec): 2 clusters Score: Raw -2734.415491 + Penalty 81.122716 = -2653.292775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.758977 sec): 3 clusters Score: Raw -2733.510431 + Penalty 201.378135 = -2532.132296 nChanged 17 SP:Iteration 1F (24.759303 sec): 3 clusters Score: Raw -2767.654209 + Penalty 200.763140 = -2566.891069 nChanged 3 SP:Iteration 2Q (24.759613 sec): 3 clusters Score: Raw -2781.918298 + Penalty 193.252617 = -2588.665681 nChanged 1 SP:Iteration 3Q (24.759918 sec): 3 clusters Score: Raw -2782.680248 + Penalty 193.252617 = -2589.427631 nChanged 0 SP:Iteration 4F (24.760240 sec): 3 clusters Score: Raw -2782.680248 + Penalty 193.252617 = -2589.427631 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 44 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.760720 sec): 2 clusters Score: Raw -353.734117 + Penalty 183.752109 = -169.982009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.760939 sec): 3 clusters Score: Raw -353.010087 + Penalty 374.782443 = 21.772356 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 45 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.761425 sec): 2 clusters Score: Raw -686.429448 + Penalty 248.164190 = -438.265258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.761658 sec): 3 clusters Score: Raw -690.374607 + Penalty 457.533892 = -232.840715 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 46 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.762242 sec): 2 clusters Score: Raw -2463.699839 + Penalty 479.654309 = -1984.045530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.762543 sec): 3 clusters Score: Raw -2546.313167 + Penalty 966.856664 = -1579.456503 nChanged 1 SP:Iteration 1Q (24.762829 sec): 3 clusters Score: Raw -2552.244949 + Penalty 966.856664 = -1585.388285 nChanged 0 SP:Iteration 2F (24.763127 sec): 3 clusters Score: Raw -2552.244949 + Penalty 966.856664 = -1585.388285 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 47 (98 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.763867 sec): 2 clusters Score: Raw -4964.396901 + Penalty 655.022047 = -4309.374854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.764264 sec): 3 clusters Score: Raw -5039.002846 + Penalty 1308.610938 = -3730.391908 nChanged 5 SP:Iteration 1F (24.764655 sec): 3 clusters Score: Raw -5057.967815 + Penalty 1309.536776 = -3748.431039 nChanged 3 SP:Iteration 2Q (24.765019 sec): 3 clusters Score: Raw -5066.077231 + Penalty 1310.068478 = -3756.008753 nChanged 1 SP:Iteration 3Q (24.765380 sec): 3 clusters Score: Raw -5067.146946 + Penalty 1310.068478 = -3757.078468 nChanged 0 SP:Iteration 4F (24.765770 sec): 3 clusters Score: Raw -5067.146946 + Penalty 1310.068478 = -3757.078468 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 48 (265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.766925 sec): 2 clusters Score: Raw -17188.686608 + Penalty 824.505383 = -16364.181225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.767597 sec): 3 clusters Score: Raw -17177.138855 + Penalty 1648.031704 = -15529.107151 nChanged 40 SP:Iteration 1F (24.768260 sec): 3 clusters Score: Raw -17255.531465 + Penalty 1647.561564 = -15607.969901 nChanged 10 SP:Iteration 2Q (24.768905 sec): 3 clusters Score: Raw -17288.781412 + Penalty 1647.493145 = -15641.288267 nChanged 5 SP:Iteration 3Q (24.769587 sec): 3 clusters Score: Raw -17297.333395 + Penalty 1647.493145 = -15649.840251 nChanged 0 SP:Iteration 4F (24.770244 sec): 3 clusters Score: Raw -17297.333395 + Penalty 1647.493145 = -15649.840251 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 49 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.770743 sec): 2 clusters Score: Raw -566.473048 + Penalty 254.131396 = -312.341652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.770975 sec): 3 clusters Score: Raw -586.531072 + Penalty 508.262792 = -78.268281 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 50 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.771476 sec): 2 clusters Score: Raw -830.645682 + Penalty 266.564024 = -564.081659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.771712 sec): 3 clusters Score: Raw -864.059446 + Penalty 540.541121 = -323.518325 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 51 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.772212 sec): 2 clusters Score: Raw -986.373016 + Penalty 318.024778 = -668.348238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.772455 sec): 3 clusters Score: Raw -1013.637405 + Penalty 622.773528 = -390.863877 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 52 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.772951 sec): 2 clusters Score: Raw -707.185369 + Penalty 207.101106 = -500.084263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.773188 sec): 3 clusters Score: Raw -731.597593 + Penalty 412.375527 = -319.222065 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 53 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.773713 sec): 2 clusters Score: Raw -1049.733719 + Penalty 233.617639 = -816.116080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.773964 sec): 3 clusters Score: Raw -1086.811483 + Penalty 466.403161 = -620.408322 nChanged 1 SP:Iteration 1Q (24.774205 sec): 3 clusters Score: Raw -1091.659229 + Penalty 466.403161 = -625.256069 nChanged 0 SP:Iteration 2F (24.774450 sec): 3 clusters Score: Raw -1091.659229 + Penalty 466.403161 = -625.256069 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 54 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.775122 sec): 2 clusters Score: Raw -3969.149746 + Penalty 335.209224 = -3633.940522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.775480 sec): 3 clusters Score: Raw -3967.592815 + Penalty 667.957671 = -3299.635144 nChanged 7 SP:Iteration 1F (24.775831 sec): 3 clusters Score: Raw -3982.591354 + Penalty 669.331918 = -3313.259436 nChanged 3 SP:Iteration 2Q (24.776175 sec): 3 clusters Score: Raw -3987.177528 + Penalty 670.418448 = -3316.759079 nChanged 3 SP:Iteration 3Q (24.776517 sec): 3 clusters Score: Raw -3993.479227 + Penalty 671.615250 = -3321.863977 nChanged 1 SP:Iteration 4Q (24.776861 sec): 3 clusters Score: Raw -3997.727468 + Penalty 673.172326 = -3324.555142 nChanged 2 SP:Iteration 5Q (24.777203 sec): 3 clusters Score: Raw -4002.629265 + Penalty 673.172326 = -3329.456939 nChanged 0 SP:Iteration 6F (24.777562 sec): 3 clusters Score: Raw -4002.629265 + Penalty 673.172326 = -3329.456939 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 55 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.778229 sec): 2 clusters Score: Raw -3555.091765 + Penalty 131.165214 = -3423.926551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.778591 sec): 3 clusters Score: Raw -3548.121903 + Penalty 287.966421 = -3260.155482 nChanged 18 SP:Iteration 1F (24.778976 sec): 3 clusters Score: Raw -3586.546519 + Penalty 295.151090 = -3291.395429 nChanged 9 SP:Iteration 2F (24.779330 sec): 3 clusters Score: Raw -3609.922708 + Penalty 291.801271 = -3318.121437 nChanged 2 SP:Iteration 3Q (24.779661 sec): 3 clusters Score: Raw -3613.538215 + Penalty 291.386570 = -3322.151644 nChanged 2 SP:Iteration 4Q (24.779987 sec): 3 clusters Score: Raw -3618.878856 + Penalty 291.745782 = -3327.133074 nChanged 1 SP:Iteration 5Q (24.780311 sec): 3 clusters Score: Raw -3621.861249 + Penalty 291.745782 = -3330.115467 nChanged 0 SP:Iteration 6F (24.780664 sec): 3 clusters Score: Raw -3621.861249 + Penalty 291.745782 = -3330.115467 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 56 (87 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.781354 sec): 2 clusters Score: Raw -4265.662536 + Penalty 698.331097 = -3567.331439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.781722 sec): 3 clusters Score: Raw -4394.092176 + Penalty 1393.922685 = -3000.169491 nChanged 1 SP:Iteration 1Q (24.782064 sec): 3 clusters Score: Raw -4398.691125 + Penalty 1393.922685 = -3004.768440 nChanged 0 SP:Iteration 2F (24.782428 sec): 3 clusters Score: Raw -4398.691125 + Penalty 1393.922685 = -3004.768440 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 58 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.782949 sec): 2 clusters Score: Raw -1502.651315 + Penalty 329.346549 = -1173.304766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.783203 sec): 3 clusters Score: Raw -1503.286139 + Penalty 664.202377 = -839.083763 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 59 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.783848 sec): 2 clusters Score: Raw -2782.210546 + Penalty 173.180134 = -2609.030412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.784191 sec): 3 clusters Score: Raw -2804.413634 + Penalty 350.334983 = -2454.078652 nChanged 12 SP:Iteration 1F (24.784529 sec): 3 clusters Score: Raw -2826.314373 + Penalty 364.782135 = -2461.532237 nChanged 8 SP:Iteration 2F (24.784867 sec): 3 clusters Score: Raw -2838.760087 + Penalty 367.834036 = -2470.926051 nChanged 1 SP:Iteration 3Q (24.785194 sec): 3 clusters Score: Raw -2840.018226 + Penalty 367.834036 = -2472.184190 nChanged 0 SP:Iteration 4F (24.785532 sec): 3 clusters Score: Raw -2840.018226 + Penalty 367.834036 = -2472.184190 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 60 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.786895 sec): 2 clusters Score: Raw -9747.756625 + Penalty 745.639614 = -9002.117011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.787479 sec): 3 clusters Score: Raw -9766.861884 + Penalty 1490.798480 = -8276.063405 nChanged 24 SP:Iteration 1F (24.788041 sec): 3 clusters Score: Raw -9829.426809 + Penalty 1491.381661 = -8338.045147 nChanged 13 SP:Iteration 2F (24.788597 sec): 3 clusters Score: Raw -9860.045112 + Penalty 1490.977384 = -8369.067728 nChanged 4 SP:Iteration 3Q (24.789129 sec): 3 clusters Score: Raw -9871.369442 + Penalty 1490.885079 = -8380.484363 nChanged 2 SP:Iteration 4Q (24.789664 sec): 3 clusters Score: Raw -9875.238437 + Penalty 1490.885079 = -8384.353358 nChanged 0 SP:Iteration 5F (24.790220 sec): 3 clusters Score: Raw -9875.238437 + Penalty 1490.885079 = -8384.353358 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 61 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.790936 sec): 2 clusters Score: Raw -311.760647 + Penalty 201.624638 = -110.136009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.791151 sec): 3 clusters Score: Raw -300.829615 + Penalty 399.981666 = 99.152051 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 62 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.791747 sec): 2 clusters Score: Raw -2094.784088 + Penalty 223.156974 = -1871.627115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.792036 sec): 3 clusters Score: Raw -2139.396865 + Penalty 446.177600 = -1693.219265 nChanged 3 SP:Iteration 1F (24.792319 sec): 3 clusters Score: Raw -2153.305393 + Penalty 446.177600 = -1707.127793 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 63 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.792917 sec): 2 clusters Score: Raw -2994.719355 + Penalty 504.577039 = -2490.142316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.793228 sec): 3 clusters Score: Raw -3044.738013 + Penalty 1007.499798 = -2037.238215 nChanged 3 SP:Iteration 1F (24.793533 sec): 3 clusters Score: Raw -3058.314985 + Penalty 1007.499798 = -2050.815187 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 64 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.794016 sec): 2 clusters Score: Raw -590.963511 + Penalty 254.865337 = -336.098174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.794255 sec): 3 clusters Score: Raw -608.308941 + Penalty 507.161169 = -101.147772 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 65 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.794763 sec): 2 clusters Score: Raw -1117.746929 + Penalty 286.389496 = -831.357433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.795008 sec): 3 clusters Score: Raw -1137.243744 + Penalty 554.206506 = -583.037238 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 66 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.795548 sec): 2 clusters Score: Raw -1695.083311 + Penalty 427.049927 = -1268.033384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.795815 sec): 3 clusters Score: Raw -1780.103559 + Penalty 857.358904 = -922.744654 nChanged 1 SP:Iteration 1Q (24.796065 sec): 3 clusters Score: Raw -1785.091489 + Penalty 857.358904 = -927.732585 nChanged 0 SP:Iteration 2F (24.796325 sec): 3 clusters Score: Raw -1785.091489 + Penalty 857.358904 = -927.732585 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 67 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.796799 sec): 2 clusters Score: Raw -343.850808 + Penalty 177.747753 = -166.103055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.797019 sec): 3 clusters Score: Raw -363.206050 + Penalty 358.570470 = -4.635580 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 68 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.797513 sec): 2 clusters Score: Raw -925.631693 + Penalty 303.577352 = -622.054341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.797748 sec): 3 clusters Score: Raw -929.792293 + Penalty 608.534531 = -321.257762 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 69 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.798222 sec): 2 clusters Score: Raw -349.892912 + Penalty 180.201362 = -169.691549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.798442 sec): 3 clusters Score: Raw -343.193514 + Penalty 360.402724 = 17.209210 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 70 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.798941 sec): 2 clusters Score: Raw -970.264994 + Penalty 340.749242 = -629.515752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.799201 sec): 3 clusters Score: Raw -1016.623205 + Penalty 686.014334 = -330.608871 nChanged 1 SP:Iteration 1F (24.799440 sec): 3 clusters Score: Raw -1025.916970 + Penalty 686.014334 = -339.902636 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 71 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.799933 sec): 2 clusters Score: Raw -858.224469 + Penalty 277.823911 = -580.400558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.800170 sec): 3 clusters Score: Raw -890.378590 + Penalty 557.588399 = -332.790191 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 72 (99 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.800898 sec): 2 clusters Score: Raw -5577.776101 + Penalty 351.317722 = -5226.458379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.801296 sec): 3 clusters Score: Raw -5546.773347 + Penalty 709.613751 = -4837.159596 nChanged 21 SP:Iteration 1F (24.801685 sec): 3 clusters Score: Raw -5577.721073 + Penalty 722.380539 = -4855.340534 nChanged 6 SP:Iteration 2F (24.802072 sec): 3 clusters Score: Raw -5584.979824 + Penalty 722.380539 = -4862.599285 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 73 (80 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.802745 sec): 2 clusters Score: Raw -4385.228989 + Penalty 592.368689 = -3792.860300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.803103 sec): 3 clusters Score: Raw -4508.710251 + Penalty 1191.168380 = -3317.541871 nChanged 7 SP:Iteration 1F (24.803454 sec): 3 clusters Score: Raw -4535.365510 + Penalty 1191.734389 = -3343.631121 nChanged 1 SP:Iteration 2Q (24.803783 sec): 3 clusters Score: Raw -4538.229263 + Penalty 1191.734389 = -3346.494874 nChanged 0 SP:Iteration 3F (24.804133 sec): 3 clusters Score: Raw -4538.229263 + Penalty 1191.734389 = -3346.494874 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 74 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.804611 sec): 2 clusters Score: Raw -406.843722 + Penalty 177.462434 = -229.381288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.804831 sec): 3 clusters Score: Raw -402.577592 + Penalty 366.433856 = -36.143737 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 76 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.805333 sec): 2 clusters Score: Raw -1036.956820 + Penalty 319.285485 = -717.671335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.805580 sec): 3 clusters Score: Raw -1064.223508 + Penalty 635.189738 = -429.033770 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 77 (99 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.806298 sec): 2 clusters Score: Raw -5041.367636 + Penalty 361.401964 = -4679.965672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.806697 sec): 3 clusters Score: Raw -5057.589963 + Penalty 725.057585 = -4332.532378 nChanged 14 SP:Iteration 1F (24.807094 sec): 3 clusters Score: Raw -5085.117687 + Penalty 727.221650 = -4357.896037 nChanged 4 SP:Iteration 2Q (24.807478 sec): 3 clusters Score: Raw -5092.776752 + Penalty 731.971739 = -4360.805013 nChanged 4 SP:Iteration 3Q (24.807862 sec): 3 clusters Score: Raw -5099.384978 + Penalty 733.719136 = -4365.665842 nChanged 2 SP:Iteration 4Q (24.808246 sec): 3 clusters Score: Raw -5101.548849 + Penalty 734.146874 = -4367.401974 nChanged 1 SP:Iteration 5Q (24.808627 sec): 3 clusters Score: Raw -5102.553489 + Penalty 736.254933 = -4366.298556 nChanged 1 SP:Iteration 6F (24.809021 sec): 3 clusters Score: Raw -5102.754960 + Penalty 737.421524 = -4365.333437 nChanged 1 SP:Iteration 7F (24.809435 sec): 3 clusters Score: Raw -5102.879184 + Penalty 737.421524 = -4365.457661 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 78 (454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.811086 sec): 2 clusters Score: Raw -20969.286908 + Penalty 127.353872 = -20841.933036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.812115 sec): 3 clusters Score: Raw -20723.028972 + Penalty 252.089365 = -20470.939607 nChanged 191 SP:Iteration 1F (24.813098 sec): 3 clusters Score: Raw -20884.056823 + Penalty 245.982504 = -20638.074319 nChanged 40 SP:Iteration 2F (24.814078 sec): 3 clusters Score: Raw -20913.122824 + Penalty 244.998834 = -20668.123990 nChanged 23 SP:Iteration 3F (24.815081 sec): 3 clusters Score: Raw -20930.086316 + Penalty 246.745769 = -20683.340546 nChanged 15 SP:Iteration 4Q (24.816058 sec): 3 clusters Score: Raw -20950.060778 + Penalty 244.961689 = -20705.099089 nChanged 10 SP:Iteration 5Q (24.817032 sec): 3 clusters Score: Raw -20964.216035 + Penalty 248.414986 = -20715.801049 nChanged 15 SP:Iteration 6Q (24.818009 sec): 3 clusters Score: Raw -20991.345997 + Penalty 245.758709 = -20745.587288 nChanged 14 SP:Iteration 7Q (24.818967 sec): 3 clusters Score: Raw -21008.624833 + Penalty 234.061561 = -20774.563272 nChanged 11 SP:Iteration 8Q (24.819891 sec): 3 clusters Score: Raw -21017.596260 + Penalty 230.404856 = -20787.191404 nChanged 6 SP:Iteration 9Q (24.820784 sec): 3 clusters Score: Raw -21019.983547 + Penalty 228.676948 = -20791.306599 nChanged 3 SP:Iteration 10F (24.821760 sec): 3 clusters Score: Raw -21020.741211 + Penalty 232.861813 = -20787.879399 nChanged 1 SP:Iteration 11F (24.822738 sec): 3 clusters Score: Raw -21021.112217 + Penalty 232.861813 = -20788.250405 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 79 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.823237 sec): 2 clusters Score: Raw -450.767027 + Penalty 149.935819 = -300.831208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.823464 sec): 3 clusters Score: Raw -444.899204 + Penalty 299.871638 = -145.027566 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 80 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.823940 sec): 2 clusters Score: Raw -318.444495 + Penalty 207.851808 = -110.592687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.824158 sec): 3 clusters Score: Raw -308.033814 + Penalty 414.145394 = 106.111580 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 81 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.824684 sec): 2 clusters Score: Raw -1304.687496 + Penalty 105.824300 = -1198.863196 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.824945 sec): 3 clusters Score: Raw -1303.291386 + Penalty 218.556048 = -1084.735338 nChanged 5 SP:Iteration 1F (24.825200 sec): 3 clusters Score: Raw -1309.768876 + Penalty 241.881524 = -1067.887352 nChanged 3 SP:Iteration 2F (24.825457 sec): 3 clusters Score: Raw -1320.274506 + Penalty 241.881524 = -1078.392982 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 82 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.825933 sec): 2 clusters Score: Raw -445.404844 + Penalty 233.162954 = -212.241890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.826156 sec): 3 clusters Score: Raw -464.094952 + Penalty 468.042642 = 3.947690 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 83 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.826635 sec): 2 clusters Score: Raw -527.635767 + Penalty 209.149757 = -318.486010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.826858 sec): 3 clusters Score: Raw -531.420425 + Penalty 400.225157 = -131.195268 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 85 (90 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.827580 sec): 2 clusters Score: Raw -5162.785139 + Penalty 444.081324 = -4718.703815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.827956 sec): 3 clusters Score: Raw -5160.395772 + Penalty 893.890357 = -4266.505415 nChanged 13 SP:Iteration 1F (24.828329 sec): 3 clusters Score: Raw -5190.951512 + Penalty 896.623809 = -4294.327703 nChanged 2 SP:Iteration 2Q (24.828691 sec): 3 clusters Score: Raw -5193.429521 + Penalty 899.129808 = -4294.299713 nChanged 1 SP:Iteration 3F (24.829062 sec): 3 clusters Score: Raw -5194.433954 + Penalty 899.129808 = -4295.304146 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 86 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.829579 sec): 2 clusters Score: Raw -1032.289624 + Penalty 238.837244 = -793.452380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.829826 sec): 3 clusters Score: Raw -1069.711392 + Penalty 465.448691 = -604.262701 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 87 (102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.830534 sec): 2 clusters Score: Raw -4792.510831 + Penalty 710.103879 = -4082.406952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.830930 sec): 3 clusters Score: Raw -4935.624335 + Penalty 1419.862616 = -3515.761719 nChanged 4 SP:Iteration 1Q (24.831301 sec): 3 clusters Score: Raw -4951.705281 + Penalty 1419.862616 = -3531.842666 nChanged 0 SP:Iteration 2F (24.831689 sec): 3 clusters Score: Raw -4951.705281 + Penalty 1419.862616 = -3531.842666 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 88 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.832181 sec): 2 clusters Score: Raw -765.467289 + Penalty 268.239045 = -497.228244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.832416 sec): 3 clusters Score: Raw -790.299311 + Penalty 543.823744 = -246.475567 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 89 (277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.833622 sec): 2 clusters Score: Raw -16219.668037 + Penalty 674.693411 = -15544.974626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.834313 sec): 3 clusters Score: Raw -16143.496841 + Penalty 1351.918028 = -14791.578813 nChanged 62 SP:Iteration 1F (24.834993 sec): 3 clusters Score: Raw -16221.503248 + Penalty 1353.581570 = -14867.921678 nChanged 16 SP:Iteration 2F (24.835698 sec): 3 clusters Score: Raw -16244.881924 + Penalty 1355.742742 = -14889.139182 nChanged 6 SP:Iteration 3Q (24.836367 sec): 3 clusters Score: Raw -16253.788292 + Penalty 1357.033472 = -14896.754820 nChanged 6 SP:Iteration 4Q (24.837033 sec): 3 clusters Score: Raw -16261.927032 + Penalty 1357.760665 = -14904.166367 nChanged 2 SP:Iteration 5Q (24.837697 sec): 3 clusters Score: Raw -16264.709631 + Penalty 1357.760665 = -14906.948966 nChanged 0 SP:Iteration 6F (24.838379 sec): 3 clusters Score: Raw -16264.709631 + Penalty 1357.760665 = -14906.948966 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 90 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.838902 sec): 2 clusters Score: Raw -1162.098148 + Penalty 331.520338 = -830.577810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.839153 sec): 3 clusters Score: Raw -1183.824151 + Penalty 680.620754 = -503.203397 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 91 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.839678 sec): 2 clusters Score: Raw -1265.780029 + Penalty 250.704025 = -1015.076004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.839955 sec): 3 clusters Score: Raw -1285.510250 + Penalty 501.905780 = -783.604470 nChanged 1 SP:Iteration 1Q (24.840199 sec): 3 clusters Score: Raw -1288.951427 + Penalty 500.758630 = -788.192797 nChanged 1 SP:Iteration 2Q (24.840441 sec): 3 clusters Score: Raw -1291.784751 + Penalty 500.758630 = -791.026121 nChanged 0 SP:Iteration 3F (24.840688 sec): 3 clusters Score: Raw -1291.784751 + Penalty 500.758630 = -791.026121 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 92 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.841180 sec): 2 clusters Score: Raw -631.832519 + Penalty 300.516281 = -331.316238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.841410 sec): 3 clusters Score: Raw -658.977585 + Penalty 603.656383 = -55.321202 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 93 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.841911 sec): 2 clusters Score: Raw -1178.751984 + Penalty 373.709362 = -805.042622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.842154 sec): 3 clusters Score: Raw -1176.745173 + Penalty 747.418724 = -429.326449 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 94 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.842713 sec): 2 clusters Score: Raw -1982.150833 + Penalty 520.661392 = -1461.489441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.842996 sec): 3 clusters Score: Raw -2144.949587 + Penalty 1042.577788 = -1102.371798 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 95 (71 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.843657 sec): 2 clusters Score: Raw -3682.082724 + Penalty 364.926377 = -3317.156347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.844012 sec): 3 clusters Score: Raw -3684.817829 + Penalty 729.884584 = -2954.933245 nChanged 1 SP:Iteration 1Q (24.844370 sec): 3 clusters Score: Raw -3685.727256 + Penalty 730.023160 = -2955.704096 nChanged 1 SP:Iteration 2Q (24.844709 sec): 3 clusters Score: Raw -3687.377787 + Penalty 732.281800 = -2955.095986 nChanged 1 SP:Iteration 3F (24.845049 sec): 3 clusters Score: Raw -3688.858447 + Penalty 732.281800 = -2956.576647 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 97 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.845553 sec): 2 clusters Score: Raw -785.391166 + Penalty 358.929836 = -426.461330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.845787 sec): 3 clusters Score: Raw -826.397678 + Penalty 715.222188 = -111.175490 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 98 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.846307 sec): 2 clusters Score: Raw -1284.547415 + Penalty 451.112879 = -833.434536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.846561 sec): 3 clusters Score: Raw -1365.386140 + Penalty 898.181705 = -467.204435 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 99 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.847036 sec): 2 clusters Score: Raw -413.140860 + Penalty 179.550249 = -233.590610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.847260 sec): 3 clusters Score: Raw -433.915437 + Penalty 356.559247 = -77.356190 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 100 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.847732 sec): 2 clusters Score: Raw -402.374646 + Penalty 190.796296 = -211.578351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.847977 sec): 3 clusters Score: Raw -402.722615 + Penalty 380.378179 = -22.344436 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 101 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.848469 sec): 2 clusters Score: Raw -822.102203 + Penalty 378.430202 = -443.672001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.848702 sec): 3 clusters Score: Raw -872.588481 + Penalty 756.880170 = -115.708311 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 103 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.849203 sec): 2 clusters Score: Raw -953.581151 + Penalty 296.732698 = -656.848452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.849445 sec): 3 clusters Score: Raw -991.555370 + Penalty 598.622098 = -392.933272 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 104 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.849927 sec): 2 clusters Score: Raw -617.199004 + Penalty 228.450603 = -388.748401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.850155 sec): 3 clusters Score: Raw -629.032222 + Penalty 460.469932 = -168.562290 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 105 (90 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.850851 sec): 2 clusters Score: Raw -5284.196218 + Penalty 491.314143 = -4792.882075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.851228 sec): 3 clusters Score: Raw -5303.179867 + Penalty 982.610425 = -4320.569441 nChanged 8 SP:Iteration 1F (24.851596 sec): 3 clusters Score: Raw -5333.528907 + Penalty 982.628285 = -4350.900622 nChanged 3 SP:Iteration 2Q (24.851955 sec): 3 clusters Score: Raw -5347.316659 + Penalty 983.044450 = -4364.272208 nChanged 2 SP:Iteration 3Q (24.852309 sec): 3 clusters Score: Raw -5349.147292 + Penalty 983.044450 = -4366.102842 nChanged 0 SP:Iteration 4F (24.852676 sec): 3 clusters Score: Raw -5349.147292 + Penalty 983.044450 = -4366.102842 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 106 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.853173 sec): 2 clusters Score: Raw -905.687596 + Penalty 348.689773 = -556.997823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.853409 sec): 3 clusters Score: Raw -927.096543 + Penalty 701.407422 = -225.689121 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 107 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.853880 sec): 2 clusters Score: Raw -312.500185 + Penalty 82.264349 = -230.235836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.854091 sec): 3 clusters Score: Raw -310.584394 + Penalty 164.528699 = -146.055695 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 108 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.854568 sec): 2 clusters Score: Raw -451.069676 + Penalty 207.958476 = -243.111199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.854793 sec): 3 clusters Score: Raw -470.211933 + Penalty 444.191656 = -26.020277 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 109 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.855343 sec): 2 clusters Score: Raw -1799.026050 + Penalty 448.986543 = -1350.039507 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.855614 sec): 3 clusters Score: Raw -1862.495041 + Penalty 895.182578 = -967.312463 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 110 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.856151 sec): 2 clusters Score: Raw -1296.239652 + Penalty 336.667205 = -959.572447 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.856403 sec): 3 clusters Score: Raw -1340.743821 + Penalty 673.829242 = -666.914579 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 111 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.856887 sec): 2 clusters Score: Raw -596.853861 + Penalty 211.582509 = -385.271353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.857115 sec): 3 clusters Score: Raw -623.175056 + Penalty 423.689022 = -199.486034 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 112 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.857592 sec): 2 clusters Score: Raw -517.239261 + Penalty 273.865891 = -243.373369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.857818 sec): 3 clusters Score: Raw -531.443232 + Penalty 550.325753 = 18.882521 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 113 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.858318 sec): 2 clusters Score: Raw -991.669108 + Penalty 341.273696 = -650.395413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.858559 sec): 3 clusters Score: Raw -1027.824346 + Penalty 676.799466 = -351.024879 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 114 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.859030 sec): 2 clusters Score: Raw -321.132593 + Penalty 132.419240 = -188.713353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.859231 sec): 2 clusters Score: Raw -321.132593 + Penalty 132.419240 = -188.713353 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 115 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.859700 sec): 2 clusters Score: Raw -369.615725 + Penalty 221.553373 = -148.062352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.859919 sec): 3 clusters Score: Raw -362.939618 + Penalty 444.663425 = 81.723808 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 117 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.860424 sec): 2 clusters Score: Raw -1060.239112 + Penalty 357.981326 = -702.257785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.860670 sec): 3 clusters Score: Raw -1132.871807 + Penalty 703.165688 = -429.706120 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 118 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.861165 sec): 2 clusters Score: Raw -595.693586 + Penalty 146.454988 = -449.238598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.861399 sec): 3 clusters Score: Raw -632.482654 + Penalty 291.862364 = -340.620290 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 119 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.861900 sec): 2 clusters Score: Raw -1110.010500 + Penalty 177.713704 = -932.296797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.862149 sec): 3 clusters Score: Raw -1093.068215 + Penalty 350.669207 = -742.399008 nChanged 1 SP:Iteration 1F (24.862388 sec): 3 clusters Score: Raw -1094.808774 + Penalty 348.469749 = -746.339024 nChanged 4 SP:Iteration 2F (24.862629 sec): 3 clusters Score: Raw -1101.939504 + Penalty 177.713704 = -924.225800 nChanged 3 SP:Iteration 3F (24.862845 sec): 2 clusters Score: Raw -1110.010500 + Penalty 177.713704 = -932.296797 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 120 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.863318 sec): 2 clusters Score: Raw -120.390013 + Penalty 86.157673 = -34.232340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.863527 sec): 3 clusters Score: Raw -110.238162 + Penalty 172.315345 = 62.077183 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 121 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.863985 sec): 2 clusters Score: Raw -108.882048 + Penalty 43.889704 = -64.992344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.864191 sec): 3 clusters Score: Raw -102.765838 + Penalty 87.779408 = -14.986430 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 123 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.864662 sec): 2 clusters Score: Raw -373.201675 + Penalty 210.176870 = -163.024805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.864882 sec): 3 clusters Score: Raw -363.916955 + Penalty 420.353741 = 56.436785 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 124 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.865383 sec): 2 clusters Score: Raw -1076.907439 + Penalty 395.233952 = -681.673487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.865624 sec): 3 clusters Score: Raw -1152.095082 + Penalty 791.580065 = -360.515017 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 125 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.866089 sec): 2 clusters Score: Raw -229.847349 + Penalty 138.714391 = -91.132958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.866303 sec): 3 clusters Score: Raw -222.993319 + Penalty 296.341010 = 73.347691 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 127 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.866770 sec): 2 clusters Score: Raw -308.047505 + Penalty 172.453664 = -135.593841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.866988 sec): 3 clusters Score: Raw -298.298468 + Penalty 341.339590 = 43.041121 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 128 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.867447 sec): 2 clusters Score: Raw -121.005257 + Penalty 85.742038 = -35.263219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.867641 sec): 2 clusters Score: Raw -121.005257 + Penalty 85.742038 = -35.263219 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 129 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.868110 sec): 2 clusters Score: Raw -247.013221 + Penalty 103.380836 = -143.632385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.868323 sec): 3 clusters Score: Raw -246.129726 + Penalty 216.797470 = -29.332256 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 130 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.868791 sec): 2 clusters Score: Raw -265.385881 + Penalty 114.747370 = -150.638511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.869004 sec): 3 clusters Score: Raw -264.728213 + Penalty 206.552619 = -58.175594 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 131 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.869472 sec): 2 clusters Score: Raw -298.624199 + Penalty 178.532711 = -120.091488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.869685 sec): 3 clusters Score: Raw -289.733706 + Penalty 385.769311 = 96.035605 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 132 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.870177 sec): 2 clusters Score: Raw -430.664920 + Penalty 112.473775 = -318.191146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.870402 sec): 3 clusters Score: Raw -443.082717 + Penalty 253.312483 = -189.770234 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 133 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.870876 sec): 2 clusters Score: Raw -487.010046 + Penalty 208.897268 = -278.112778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.871098 sec): 3 clusters Score: Raw -483.318967 + Penalty 408.035125 = -75.283842 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 134 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.871570 sec): 2 clusters Score: Raw -334.010852 + Penalty 59.879742 = -274.131110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.871788 sec): 3 clusters Score: Raw -333.124076 + Penalty 126.791498 = -206.332578 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 135 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.872252 sec): 2 clusters Score: Raw -185.413814 + Penalty 129.899328 = -55.514486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.872447 sec): 2 clusters Score: Raw -185.413814 + Penalty 129.899328 = -55.514486 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 136 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.872930 sec): 2 clusters Score: Raw -667.358929 + Penalty 265.332733 = -402.026196 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.873159 sec): 3 clusters Score: Raw -672.420384 + Penalty 530.865918 = -141.554466 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 137 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.873620 sec): 2 clusters Score: Raw -176.037486 + Penalty 129.828389 = -46.209097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.873817 sec): 2 clusters Score: Raw -176.037486 + Penalty 129.828389 = -46.209097 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 138 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.874303 sec): 2 clusters Score: Raw -762.805125 + Penalty 283.351141 = -479.453984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.874536 sec): 3 clusters Score: Raw -773.216191 + Penalty 559.231251 = -213.984940 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 139 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.875010 sec): 2 clusters Score: Raw -338.262182 + Penalty 133.834951 = -204.427230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.875228 sec): 3 clusters Score: Raw -333.492578 + Penalty 266.936700 = -66.555878 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 140 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.875692 sec): 2 clusters Score: Raw -231.712777 + Penalty 144.190715 = -87.522062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.875906 sec): 3 clusters Score: Raw -225.200321 + Penalty 288.381431 = 63.181110 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 141 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.876406 sec): 2 clusters Score: Raw -1028.700669 + Penalty 277.458120 = -751.242548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.876647 sec): 3 clusters Score: Raw -1038.947514 + Penalty 564.875594 = -474.071920 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 142 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.877125 sec): 2 clusters Score: Raw -170.727087 + Penalty 102.674091 = -68.052996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.877321 sec): 2 clusters Score: Raw -170.727087 + Penalty 102.674091 = -68.052996 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 143 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.877799 sec): 2 clusters Score: Raw -379.685587 + Penalty 175.035091 = -204.650496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.878024 sec): 3 clusters Score: Raw -392.941819 + Penalty 349.414749 = -43.527070 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 146 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.878494 sec): 2 clusters Score: Raw -370.952471 + Penalty 194.945115 = -176.007356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.878713 sec): 3 clusters Score: Raw -363.209735 + Penalty 389.890230 = 26.680495 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 147 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.879207 sec): 2 clusters Score: Raw -716.601355 + Penalty 172.736994 = -543.864361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.879437 sec): 3 clusters Score: Raw -729.636638 + Penalty 345.536053 = -384.100585 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 149 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.879908 sec): 2 clusters Score: Raw -296.176563 + Penalty 106.866559 = -189.310004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.880126 sec): 3 clusters Score: Raw -296.358554 + Penalty 158.689885 = -137.668670 nChanged 1 SP:Iteration 1F (24.880332 sec): 3 clusters Score: Raw -298.046212 + Penalty 158.689885 = -139.356328 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 151 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.880810 sec): 2 clusters Score: Raw -491.083846 + Penalty 214.453725 = -276.630122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.881035 sec): 3 clusters Score: Raw -509.105059 + Penalty 430.104353 = -79.000706 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 152 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.881507 sec): 2 clusters Score: Raw -410.497282 + Penalty 218.507324 = -191.989958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.881727 sec): 3 clusters Score: Raw -414.864847 + Penalty 447.412444 = 32.547597 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 153 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.882193 sec): 2 clusters Score: Raw -290.652412 + Penalty 178.893929 = -111.758483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.882407 sec): 3 clusters Score: Raw -286.646976 + Penalty 348.407730 = 61.760755 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 154 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.882869 sec): 2 clusters Score: Raw -215.947388 + Penalty 113.731003 = -102.216384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.883083 sec): 3 clusters Score: Raw -210.810704 + Penalty 251.746635 = 40.935931 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 155 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.883550 sec): 2 clusters Score: Raw -306.387026 + Penalty 177.345448 = -129.041579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.883775 sec): 3 clusters Score: Raw -298.391273 + Penalty 367.155210 = 68.763937 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 156 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.884236 sec): 2 clusters Score: Raw -113.591491 + Penalty 82.630557 = -30.960935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.884444 sec): 3 clusters Score: Raw -105.704483 + Penalty 165.261113 = 59.556630 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 157 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.884914 sec): 2 clusters Score: Raw -296.435380 + Penalty 134.113817 = -162.321563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.885133 sec): 3 clusters Score: Raw -305.220750 + Penalty 268.227633 = -36.993117 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 158 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.885634 sec): 2 clusters Score: Raw -1050.314031 + Penalty 425.230676 = -625.083355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.885877 sec): 3 clusters Score: Raw -1133.019832 + Penalty 849.390845 = -283.628986 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 159 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.886365 sec): 2 clusters Score: Raw -621.525334 + Penalty 199.282586 = -422.242748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.886593 sec): 3 clusters Score: Raw -622.453115 + Penalty 415.125631 = -207.327484 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 160 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.887068 sec): 2 clusters Score: Raw -515.983936 + Penalty 250.712910 = -265.271026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.887289 sec): 3 clusters Score: Raw -510.506809 + Penalty 502.094944 = -8.411866 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 163 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.887747 sec): 2 clusters Score: Raw -121.362694 + Penalty 82.939839 = -38.422855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.887942 sec): 2 clusters Score: Raw -121.362694 + Penalty 82.939839 = -38.422855 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 164 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.888434 sec): 2 clusters Score: Raw -429.468585 + Penalty 254.491731 = -174.976854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.888658 sec): 3 clusters Score: Raw -431.060268 + Penalty 476.334651 = 45.274382 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 165 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.889129 sec): 2 clusters Score: Raw -174.683473 + Penalty 100.065592 = -74.617882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.889337 sec): 3 clusters Score: Raw -165.829213 + Penalty 203.545184 = 37.715971 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 166 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.889804 sec): 2 clusters Score: Raw -298.738547 + Penalty 175.062048 = -123.676499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.890018 sec): 3 clusters Score: Raw -291.957518 + Penalty 350.711193 = 58.753675 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 167 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.890479 sec): 2 clusters Score: Raw -176.514542 + Penalty 116.137601 = -60.376942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.890711 sec): 3 clusters Score: Raw -167.096266 + Penalty 243.658668 = 76.562402 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 168 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.891191 sec): 2 clusters Score: Raw -493.165634 + Penalty 76.108721 = -417.056913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.891415 sec): 3 clusters Score: Raw -490.345150 + Penalty 141.786811 = -348.558339 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 169 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.891878 sec): 2 clusters Score: Raw -116.350813 + Penalty 68.614158 = -47.736655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.892086 sec): 3 clusters Score: Raw -107.546495 + Penalty 137.228316 = 29.681821 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 170 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.892541 sec): 2 clusters Score: Raw -55.489566 + Penalty 0.000000 = -55.489566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.892731 sec): 2 clusters Score: Raw -55.489566 + Penalty 0.000000 = -55.489566 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 173 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.893185 sec): 2 clusters Score: Raw -55.935624 + Penalty 0.000000 = -55.935624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.893376 sec): 2 clusters Score: Raw -55.935624 + Penalty 0.000000 = -55.935624 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 174 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.893858 sec): 2 clusters Score: Raw -496.539186 + Penalty 206.419939 = -290.119246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.894083 sec): 3 clusters Score: Raw -511.506271 + Penalty 414.935353 = -96.570917 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 175 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.894551 sec): 2 clusters Score: Raw -116.167290 + Penalty 69.404491 = -46.762799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.894758 sec): 3 clusters Score: Raw -107.439827 + Penalty 138.808982 = 31.369155 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 176 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.895219 sec): 2 clusters Score: Raw -186.283122 + Penalty 143.141540 = -43.141582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.895430 sec): 3 clusters Score: Raw -174.896144 + Penalty 289.613144 = 114.717000 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 177 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.895903 sec): 2 clusters Score: Raw -176.180252 + Penalty 106.135969 = -70.044283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.896115 sec): 3 clusters Score: Raw -166.966201 + Penalty 218.029711 = 51.063509 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 178 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.896589 sec): 2 clusters Score: Raw -429.284450 + Penalty 255.983022 = -173.301429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.896809 sec): 3 clusters Score: Raw -429.684213 + Penalty 517.309463 = 87.625250 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 179 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.897281 sec): 2 clusters Score: Raw -432.424369 + Penalty 220.978739 = -211.445631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.897518 sec): 3 clusters Score: Raw -427.083597 + Penalty 446.485042 = 19.401445 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 180 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.897984 sec): 2 clusters Score: Raw -173.951383 + Penalty 123.593810 = -50.357572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.898179 sec): 2 clusters Score: Raw -173.951383 + Penalty 123.593810 = -50.357572 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 181 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.898658 sec): 2 clusters Score: Raw -546.430291 + Penalty 305.950294 = -240.479998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.898882 sec): 3 clusters Score: Raw -562.946440 + Penalty 612.796850 = 49.850410 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 182 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.899361 sec): 2 clusters Score: Raw -536.870761 + Penalty 219.438969 = -317.431792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.899585 sec): 3 clusters Score: Raw -533.454038 + Penalty 440.077088 = -93.376950 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 183 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.900044 sec): 2 clusters Score: Raw -110.666105 + Penalty 55.732954 = -54.933151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.900256 sec): 2 clusters Score: Raw -110.666105 + Penalty 55.732954 = -54.933151 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 185 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.900798 sec): 2 clusters Score: Raw -211.514123 + Penalty 89.000636 = -122.513487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.901049 sec): 3 clusters Score: Raw -209.610990 + Penalty 178.001272 = -31.609719 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 186 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.901507 sec): 2 clusters Score: Raw -115.935346 + Penalty 69.773496 = -46.161850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.901716 sec): 3 clusters Score: Raw -107.209906 + Penalty 139.546991 = 32.337085 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 187 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.902176 sec): 2 clusters Score: Raw -116.711690 + Penalty 62.977497 = -53.734193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.902380 sec): 3 clusters Score: Raw -107.011953 + Penalty 125.954994 = 18.943041 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 188 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.902844 sec): 2 clusters Score: Raw -216.867411 + Penalty 111.540254 = -105.327157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.903057 sec): 3 clusters Score: Raw -213.261884 + Penalty 251.543393 = 38.281509 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 189 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.903524 sec): 2 clusters Score: Raw -289.585297 + Penalty 168.382784 = -121.202512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.903736 sec): 3 clusters Score: Raw -286.275462 + Penalty 288.054055 = 1.778593 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 190 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.904199 sec): 2 clusters Score: Raw -250.774886 + Penalty 174.899355 = -75.875531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.904427 sec): 3 clusters Score: Raw -241.030249 + Penalty 336.963477 = 95.933228 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 191 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.904908 sec): 2 clusters Score: Raw -627.165855 + Penalty 246.505746 = -380.660109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.905132 sec): 3 clusters Score: Raw -614.157837 + Penalty 543.211071 = -70.946766 nChanged 1 SP:Iteration 1F (24.905355 sec): 3 clusters Score: Raw -618.497507 + Penalty 246.505746 = -371.991761 nChanged 1 SP:Iteration 2F (24.905558 sec): 2 clusters Score: Raw -627.165855 + Penalty 246.505746 = -380.660109 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 192 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.906033 sec): 2 clusters Score: Raw -479.055130 + Penalty 237.756324 = -241.298806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.906270 sec): 3 clusters Score: Raw -485.380323 + Penalty 475.512648 = -9.867675 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 193 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.906812 sec): 2 clusters Score: Raw -175.521701 + Penalty 126.547057 = -48.974644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.907057 sec): 3 clusters Score: Raw -169.976476 + Penalty 234.637771 = 64.661294 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 194 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.907522 sec): 2 clusters Score: Raw -255.566870 + Penalty 158.518103 = -97.048767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.907734 sec): 3 clusters Score: Raw -245.664774 + Penalty 158.518103 = -87.146671 nChanged 1 SP:Iteration 1F (24.907927 sec): 2 clusters Score: Raw -255.566870 + Penalty 158.518103 = -97.048767 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 195 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.908405 sec): 2 clusters Score: Raw -442.537446 + Penalty 212.885617 = -229.651829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.908627 sec): 3 clusters Score: Raw -450.124520 + Penalty 418.719836 = -31.404684 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 196 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.909086 sec): 2 clusters Score: Raw -116.474438 + Penalty 68.290360 = -48.184078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.909295 sec): 3 clusters Score: Raw -107.732347 + Penalty 136.580720 = 28.848373 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 197 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.909753 sec): 2 clusters Score: Raw -109.287149 + Penalty 48.420794 = -60.866355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.909955 sec): 3 clusters Score: Raw -103.888748 + Penalty 96.841589 = -7.047160 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 199 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.910422 sec): 2 clusters Score: Raw -311.156781 + Penalty 210.179803 = -100.976977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.910640 sec): 3 clusters Score: Raw -304.535757 + Penalty 416.402883 = 111.867126 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 200 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.911110 sec): 2 clusters Score: Raw -173.176085 + Penalty 103.658528 = -69.517557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.911335 sec): 3 clusters Score: Raw -164.845106 + Penalty 212.956869 = 48.111763 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 201 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.911806 sec): 2 clusters Score: Raw -398.590767 + Penalty 236.054944 = -162.535824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.912026 sec): 3 clusters Score: Raw -380.392093 + Penalty 472.109887 = 91.717795 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 202 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.912627 sec): 2 clusters Score: Raw -2232.372076 + Penalty 73.360465 = -2159.011612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.912938 sec): 3 clusters Score: Raw -2245.442043 + Penalty 151.740378 = -2093.701665 nChanged 10 SP:Iteration 1F (24.913245 sec): 3 clusters Score: Raw -2298.544154 + Penalty 154.058171 = -2144.485984 nChanged 5 SP:Iteration 2F (24.913589 sec): 3 clusters Score: Raw -2319.978104 + Penalty 157.237027 = -2162.741077 nChanged 1 SP:Iteration 3Q (24.913913 sec): 3 clusters Score: Raw -2323.428802 + Penalty 157.237027 = -2166.191775 nChanged 0 SP:Iteration 4F (24.914258 sec): 3 clusters Score: Raw -2323.428802 + Penalty 157.237027 = -2166.191775 nChanged 0 Score: Raw -1338225.213851 + Penalty 206546.601437 = -1131678.612414 Splitting cluster 202 changes total score from -1115136.739929 to -1131678.612414 So it's getting split into cluster 57. Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 203 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.550812 sec): 2 clusters Score: Raw -350.957880 + Penalty 192.472617 = -158.485263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.551041 sec): 3 clusters Score: Raw -348.588379 + Penalty 374.102800 = 25.514420 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 204 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.551520 sec): 2 clusters Score: Raw -229.314280 + Penalty 120.626650 = -108.687630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.551736 sec): 3 clusters Score: Raw -221.206849 + Penalty 237.346654 = 16.139805 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 205 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.552200 sec): 2 clusters Score: Raw -180.032334 + Penalty 123.136720 = -56.895613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.552397 sec): 2 clusters Score: Raw -180.032334 + Penalty 123.136720 = -56.895613 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 206 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.552862 sec): 2 clusters Score: Raw -211.053600 + Penalty 84.759902 = -126.293698 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.553071 sec): 3 clusters Score: Raw -208.823243 + Penalty 139.033592 = -69.789651 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 207 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.553531 sec): 2 clusters Score: Raw -120.909778 + Penalty 91.453906 = -29.455871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.553741 sec): 3 clusters Score: Raw -111.214656 + Penalty 182.907813 = 71.693157 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 208 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.554219 sec): 2 clusters Score: Raw -420.965402 + Penalty 212.963882 = -208.001520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.554440 sec): 3 clusters Score: Raw -419.689731 + Penalty 423.393418 = 3.703687 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 210 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.554932 sec): 2 clusters Score: Raw -117.116249 + Penalty 90.081110 = -27.035140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.555140 sec): 3 clusters Score: Raw -108.152392 + Penalty 180.162219 = 72.009827 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 213 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.555604 sec): 2 clusters Score: Raw -185.346772 + Penalty 141.866697 = -43.480075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.555815 sec): 3 clusters Score: Raw -174.002845 + Penalty 283.556151 = 109.553306 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 215 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.556375 sec): 2 clusters Score: Raw -1647.883876 + Penalty 152.741378 = -1495.142497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.556655 sec): 3 clusters Score: Raw -1663.609756 + Penalty 326.867936 = -1336.741820 nChanged 4 SP:Iteration 1F (27.556934 sec): 3 clusters Score: Raw -1674.809191 + Penalty 323.068647 = -1351.740544 nChanged 1 SP:Iteration 2Q (27.557201 sec): 3 clusters Score: Raw -1676.857288 + Penalty 317.626205 = -1359.231084 nChanged 1 SP:Iteration 3Q (27.557474 sec): 3 clusters Score: Raw -1679.109482 + Penalty 320.540190 = -1358.569293 nChanged 2 SP:Iteration 4F (27.557753 sec): 3 clusters Score: Raw -1689.897149 + Penalty 320.540190 = -1369.356960 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 216 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.558219 sec): 2 clusters Score: Raw -179.705861 + Penalty 127.673234 = -52.032627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.558431 sec): 3 clusters Score: Raw -171.127383 + Penalty 253.557347 = 82.429964 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 217 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.558890 sec): 2 clusters Score: Raw -108.366298 + Penalty 70.509773 = -37.856525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.559099 sec): 3 clusters Score: Raw -102.667844 + Penalty 141.019545 = 38.351702 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 218 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.559564 sec): 2 clusters Score: Raw -258.606289 + Penalty 163.414322 = -95.191966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.559777 sec): 3 clusters Score: Raw -247.216573 + Penalty 163.414322 = -83.802251 nChanged 1 SP:Iteration 1F (27.559970 sec): 2 clusters Score: Raw -258.606289 + Penalty 163.414322 = -95.191966 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 219 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.560434 sec): 2 clusters Score: Raw -248.851704 + Penalty 175.993156 = -72.858548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.560648 sec): 3 clusters Score: Raw -238.142934 + Penalty 351.986311 = 113.843378 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 221 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.561107 sec): 2 clusters Score: Raw -115.425747 + Penalty 71.245138 = -44.180610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.561314 sec): 3 clusters Score: Raw -107.723796 + Penalty 142.490276 = 34.766480 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 223 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.561774 sec): 2 clusters Score: Raw -119.445820 + Penalty 78.826202 = -40.619618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.561985 sec): 2 clusters Score: Raw -119.445820 + Penalty 78.826202 = -40.619618 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 226 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.562436 sec): 2 clusters Score: Raw -49.640706 + Penalty 0.000000 = -49.640706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.562623 sec): 2 clusters Score: Raw -49.640706 + Penalty 0.000000 = -49.640706 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 227 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.563082 sec): 2 clusters Score: Raw -107.137116 + Penalty 47.556493 = -59.580622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.563290 sec): 3 clusters Score: Raw -100.681406 + Penalty 95.112986 = -5.568420 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 228 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.563744 sec): 2 clusters Score: Raw -54.694632 + Penalty 0.000000 = -54.694632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.563935 sec): 2 clusters Score: Raw -54.694632 + Penalty 0.000000 = -54.694632 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 229 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.564386 sec): 2 clusters Score: Raw -47.972476 + Penalty 0.000000 = -47.972476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.564575 sec): 2 clusters Score: Raw -47.972476 + Penalty 0.000000 = -47.972476 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 230 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.565037 sec): 2 clusters Score: Raw -158.975636 + Penalty 98.231684 = -60.743952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.565246 sec): 3 clusters Score: Raw -160.419290 + Penalty 172.787983 = 12.368693 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 232 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.565702 sec): 2 clusters Score: Raw -54.418757 + Penalty 0.000000 = -54.418757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.565893 sec): 2 clusters Score: Raw -54.418757 + Penalty 0.000000 = -54.418757 nChanged 0 Deleting Class 158 (18 points): Lose 174.902783 but Gain 1506.484227 Iteration 20F (30.282974 sec): 206 clusters Score: Raw -1321932.166815 + Penalty 205254.506506 = -1116677.660309 nChanged 343 Deleting Class 207 (2 points): Lose 25.202601 but Gain 1351.047152 Iteration 21Q (30.495604 sec): 205 clusters Score: Raw -1322112.350278 + Penalty 203950.863454 = -1118161.486824 nChanged 161 Deleting Class 176 (3 points): Lose 24.538701 but Gain 1334.181574 Iteration 22Q (30.689368 sec): 204 clusters Score: Raw -1322192.725836 + Penalty 202719.990038 = -1119472.735798 nChanged 121 Deleting Class 201 (6 points): Lose 41.366543 but Gain 1349.047056 Iteration 23Q (30.879537 sec): 203 clusters Score: Raw -1322233.546257 + Penalty 201380.846256 = -1120852.700001 nChanged 123 Deleting Class 210 (2 points): Lose 27.491113 but Gain 1330.766846 Iteration 24Q (31.066965 sec): 202 clusters Score: Raw -1322274.926799 + Penalty 200065.032386 = -1122209.894413 nChanged 95 Deleting Class 80 (5 points): Lose 41.069608 but Gain 1322.431808 Iteration 25Q (31.250669 sec): 201 clusters Score: Raw -1322277.710944 + Penalty 198749.375727 = -1123528.335217 nChanged 84 Deleting Class 97 (13 points): Lose 154.658072 but Gain 1432.928341 Iteration 26Q (31.433422 sec): 200 clusters Score: Raw -1322170.999898 + Penalty 197405.320765 = -1124765.679133 nChanged 69 Deleting Class 164 (8 points): Lose 81.395569 but Gain 1365.587391 Iteration 27Q (31.615044 sec): 199 clusters Score: Raw -1322148.366139 + Penalty 196056.309882 = -1126092.056257 nChanged 50 Deleting Class 213 (3 points): Lose 47.697059 but Gain 1322.299124 Iteration 28Q (31.791495 sec): 198 clusters Score: Raw -1322143.800969 + Penalty 194898.272665 = -1127245.528304 nChanged 36 Deleting Class 228 (1 points): Lose 10.704204 but Gain 1279.653516 Iteration 29Q (31.971876 sec): 197 clusters Score: Raw -1322169.488530 + Penalty 193746.650102 = -1128422.838428 nChanged 25 Deleting Class 199 (5 points): Lose 69.088828 but Gain 1337.243392 Iteration 30F (34.521252 sec): 196 clusters Score: Raw -1322123.731510 + Penalty 192529.437803 = -1129594.293707 nChanged 35 Deleting Class 101 (14 points): Lose 203.773925 but Gain 1468.353666 Iteration 31Q (34.698190 sec): 195 clusters Score: Raw -1321958.935996 + Penalty 191170.527702 = -1130788.408294 nChanged 39 Deleting Class 120 (3 points): Lose 32.606762 but Gain 1345.925223 Iteration 32Q (34.875257 sec): 194 clusters Score: Raw -1321993.635747 + Penalty 189971.274734 = -1132022.361013 nChanged 25 Deleting Class 181 (9 points): Lose 166.513279 but Gain 1425.837829 Iteration 33Q (35.049089 sec): 193 clusters Score: Raw -1321856.528289 + Penalty 188631.948443 = -1133224.579846 nChanged 38 Deleting Class 128 (2 points): Lose 12.116649 but Gain 1266.665806 Iteration 34Q (35.221389 sec): 192 clusters Score: Raw -1321918.516568 + Penalty 187377.044851 = -1134541.471718 nChanged 19 Deleting Class 219 (4 points): Lose 53.309414 but Gain 1299.972091 Iteration 35Q (35.385591 sec): 191 clusters Score: Raw -1321885.345091 + Penalty 186079.589108 = -1135805.755982 nChanged 14 Deleting Class 178 (7 points): Lose 101.299343 but Gain 1347.044941 Iteration 36Q (35.549302 sec): 190 clusters Score: Raw -1321799.702202 + Penalty 184847.154947 = -1136952.547255 nChanged 18 Deleting Class 124 (19 points): Lose 137.888478 but Gain 1374.502053 Iteration 37Q (35.716753 sec): 189 clusters Score: Raw -1321707.573140 + Penalty 183550.158682 = -1138157.414458 nChanged 26 Deleting Class 173 (1 points): Lose 17.783015 but Gain 1250.992891 Iteration 38Q (35.880710 sec): 188 clusters Score: Raw -1321748.620150 + Penalty 182308.042795 = -1139440.577355 nChanged 7 Deleting Class 190 (4 points): Lose 62.701320 but Gain 1291.892743 Iteration 39Q (36.042551 sec): 187 clusters Score: Raw -1321698.319152 + Penalty 181022.313020 = -1140676.006132 nChanged 6 Deleting Class 61 (5 points): Lose 61.797813 but Gain 1282.812193 Iteration 40F (38.470751 sec): 186 clusters Score: Raw -1321657.951664 + Penalty 179763.805399 = -1141894.146265 nChanged 12 Deleting Class 163 (2 points): Lose 7.204740 but Gain 1225.268972 Iteration 41Q (38.634913 sec): 185 clusters Score: Raw -1321716.172962 + Penalty 178662.414055 = -1143053.758907 nChanged 10 Deleting Class 156 (2 points): Lose 14.665308 but Gain 1220.699944 Iteration 42Q (38.794697 sec): 184 clusters Score: Raw -1321729.038659 + Penalty 177443.822065 = -1144285.216594 nChanged 9 Deleting Class 112 (9 points): Lose 72.353351 but Gain 1276.313035 Iteration 43Q (38.955119 sec): 183 clusters Score: Raw -1321667.708088 + Penalty 176171.348656 = -1145496.359432 nChanged 15 Deleting Class 115 (6 points): Lose 68.424255 but Gain 1266.171006 Iteration 44Q (39.115921 sec): 182 clusters Score: Raw -1321634.835600 + Penalty 174916.453896 = -1146718.381704 nChanged 17 Deleting Class 93 (18 points): Lose 128.691041 but Gain 1323.957303 Iteration 45Q (39.275594 sec): 181 clusters Score: Raw -1321524.979879 + Penalty 173660.119052 = -1147864.860827 nChanged 25 Deleting Class 170 (1 points): Lose 10.463320 but Gain 1199.768986 Iteration 46Q (39.446935 sec): 180 clusters Score: Raw -1321572.836450 + Penalty 172462.974078 = -1149109.862372 nChanged 11 Deleting Class 218 (4 points): Lose 18.145150 but Gain 1207.058636 Iteration 47Q (39.612123 sec): 179 clusters Score: Raw -1321567.682756 + Penalty 171255.515358 = -1150312.167398 nChanged 10 Deleting Class 106 (15 points): Lose 129.126808 but Gain 1318.488073 Iteration 48Q (39.772387 sec): 178 clusters Score: Raw -1321451.245111 + Penalty 170007.914826 = -1151443.330285 nChanged 22 Deleting Class 137 (3 points): Lose 21.689061 but Gain 1210.093480 Iteration 49Q (39.930696 sec): 177 clusters Score: Raw -1321478.712853 + Penalty 168827.113211 = -1152651.599643 nChanged 10 Deleting Class 135 (3 points): Lose 22.678541 but Gain 1210.754687 Iteration 50F (42.218850 sec): 176 clusters Score: Raw -1321500.477380 + Penalty 167140.904523 = -1154359.572856 nChanged 9 Deleting Class 42 (19 points): Lose 120.766153 but Gain 1302.936468 Iteration 51Q (42.375223 sec): 175 clusters Score: Raw -1321439.772913 + Penalty 165607.501835 = -1155832.271078 nChanged 26 Deleting Class 194 (5 points): Lose 14.571218 but Gain 1217.183456 Iteration 52Q (42.534034 sec): 174 clusters Score: Raw -1321503.353201 + Penalty 164407.906010 = -1157095.447191 nChanged 9 Deleting Class 160 (8 points): Lose 53.199452 but Gain 1234.592657 Iteration 53Q (42.690811 sec): 173 clusters Score: Raw -1321466.231140 + Penalty 163194.779519 = -1158271.451621 nChanged 12 Deleting Class 18 (26 points): Lose 143.160980 but Gain 1319.531873 Iteration 54Q (42.850546 sec): 172 clusters Score: Raw -1321346.032779 + Penalty 161913.915771 = -1159432.117009 nChanged 29 Deleting Class 41 (69 points): Lose 310.882922 but Gain 1480.626034 Iteration 55Q (43.007798 sec): 171 clusters Score: Raw -1321101.135024 + Penalty 160536.509410 = -1160564.625614 nChanged 74 Deleting Class 94 (42 points): Lose 280.734376 but Gain 1445.072871 Iteration 56Q (43.168131 sec): 170 clusters Score: Raw -1320994.510088 + Penalty 159379.729408 = -1161614.780680 nChanged 60 Deleting Class 123 (6 points): Lose 44.458906 but Gain 1201.154629 Iteration 57Q (43.327210 sec): 169 clusters Score: Raw -1321112.787283 + Penalty 158238.588872 = -1162874.198411 nChanged 18 Deleting Class 223 (2 points): Lose 10.677360 but Gain 1164.498269 Iteration 58Q (43.484996 sec): 168 clusters Score: Raw -1321137.831946 + Penalty 157080.899349 = -1164056.932597 nChanged 9 Deleting Class 216 (3 points): Lose 51.469078 but Gain 1190.005898 Iteration 59Q (43.637504 sec): 167 clusters Score: Raw -1321096.154696 + Penalty 155915.245237 = -1165180.909459 nChanged 7 Deleting Class 193 (3 points): Lose 45.293603 but Gain 1179.509119 Iteration 60F (45.780910 sec): 166 clusters Score: Raw -1321093.276889 + Penalty 154841.181354 = -1166252.095535 nChanged 6 Deleting Class 179 (8 points): Lose 68.281143 but Gain 1192.293762 Iteration 61Q (45.932279 sec): 165 clusters Score: Raw -1321063.681664 + Penalty 153741.682852 = -1167321.998812 nChanged 13 Deleting Class 24 (44 points): Lose 242.240019 but Gain 1362.282912 Iteration 62Q (46.082586 sec): 164 clusters Score: Raw -1320851.629305 + Penalty 152443.067918 = -1168408.561387 nChanged 47 Deleting Class 131 (6 points): Lose 70.094872 but Gain 1188.256553 Iteration 63Q (46.237197 sec): 163 clusters Score: Raw -1320941.858477 + Penalty 151326.164729 = -1169615.693747 nChanged 23 Deleting Class 192 (8 points): Lose 60.539394 but Gain 1170.790174 Iteration 64Q (46.389736 sec): 162 clusters Score: Raw -1320946.752801 + Penalty 150290.773848 = -1170655.978953 nChanged 19 Deleting Class 205 (3 points): Lose 38.449466 but Gain 1147.722343 Iteration 65Q (46.540757 sec): 161 clusters Score: Raw -1320950.919127 + Penalty 149115.945804 = -1171834.973324 nChanged 18 Deleting Class 180 (3 points): Lose 43.111461 but Gain 1151.982749 Iteration 66Q (46.690010 sec): 160 clusters Score: Raw -1320938.181312 + Penalty 147957.550689 = -1172980.630623 nChanged 16 Deleting Class 152 (7 points): Lose 51.429701 but Gain 1149.838704 Iteration 67Q (46.839243 sec): 159 clusters Score: Raw -1320907.259059 + Penalty 146819.808673 = -1174087.450387 nChanged 17 Deleting Class 113 (18 points): Lose 142.202806 but Gain 1237.591028 Iteration 68Q (46.993015 sec): 158 clusters Score: Raw -1320793.843007 + Penalty 145687.463410 = -1175106.379597 nChanged 30 Deleting Class 109 (33 points): Lose 225.155533 but Gain 1315.096781 Iteration 69Q (47.143020 sec): 157 clusters Score: Raw -1320635.790265 + Penalty 144394.726747 = -1176241.063518 nChanged 45 Deleting Class 166 (5 points): Lose 24.796890 but Gain 1113.810956 Iteration 70F (49.166406 sec): 156 clusters Score: Raw -1320681.823707 + Penalty 143282.715218 = -1177399.108489 nChanged 29 Deleting Class 155 (5 points): Lose 43.591322 but Gain 1128.338804 Iteration 71Q (49.324219 sec): 155 clusters Score: Raw -1320664.218147 + Penalty 142179.280507 = -1178484.937640 nChanged 20 Deleting Class 153 (5 points): Lose 73.230434 but Gain 1154.664950 Iteration 72Q (49.480251 sec): 154 clusters Score: Raw -1320615.314439 + Penalty 141067.579785 = -1179547.734654 nChanged 15 Deleting Class 46 (52 points): Lose 205.631788 but Gain 1284.702815 Iteration 73Q (49.634331 sec): 153 clusters Score: Raw -1320435.871608 + Penalty 139940.309561 = -1180495.562048 nChanged 58 Deleting Class 127 (5 points): Lose 23.596967 but Gain 1097.215426 Iteration 74Q (49.791830 sec): 152 clusters Score: Raw -1320532.559600 + Penalty 138870.116835 = -1181662.442765 nChanged 17 Deleting Class 138 (12 points): Lose 87.859366 but Gain 1161.107733 Iteration 75Q (49.945372 sec): 151 clusters Score: Raw -1320472.507870 + Penalty 137746.264134 = -1182726.243736 nChanged 18 Deleting Class 208 (7 points): Lose 48.186875 but Gain 1120.667758 Iteration 76Q (50.097164 sec): 150 clusters Score: Raw -1320455.994425 + Penalty 136626.885010 = -1183829.109416 nChanged 9 Deleting Class 98 (24 points): Lose 381.990680 but Gain 1453.508862 Iteration 77Q (50.248557 sec): 149 clusters Score: Raw -1320088.459431 + Penalty 135201.363525 = -1184887.095907 nChanged 31 Deleting Class 28 (4 points): Lose 21.938156 but Gain 1090.760121 Iteration 78Q (50.402202 sec): 148 clusters Score: Raw -1320133.516117 + Penalty 134164.061572 = -1185969.454544 nChanged 20 Deleting Class 44 (7 points): Lose 32.221490 but Gain 1096.880384 Iteration 79Q (50.553074 sec): 147 clusters Score: Raw -1320128.278070 + Penalty 133075.760708 = -1187052.517362 nChanged 9 Deleting Class 66 (31 points): Lose 224.790423 but Gain 1289.096220 Iteration 80F (52.426140 sec): 146 clusters Score: Raw -1319915.325305 + Penalty 131912.743311 = -1188002.581994 nChanged 33 Deleting Class 146 (6 points): Lose 50.857704 but Gain 1114.105595 Iteration 81Q (52.578715 sec): 145 clusters Score: Raw -1319960.152035 + Penalty 130896.176644 = -1189063.975390 nChanged 15 Deleting Class 167 (3 points): Lose 23.474558 but Gain 1082.485541 Iteration 82Q (52.736832 sec): 144 clusters Score: Raw -1319987.023221 + Penalty 129825.838511 = -1190161.184710 nChanged 13 Deleting Class 203 (6 points): Lose 42.874294 but Gain 1099.975342 Iteration 83Q (52.885881 sec): 143 clusters Score: Raw -1319960.904569 + Penalty 128711.672159 = -1191249.232411 nChanged 16 Deleting Class 64 (10 points): Lose 78.644269 but Gain 1133.414572 Iteration 84Q (53.034938 sec): 142 clusters Score: Raw -1319903.303544 + Penalty 127601.481083 = -1192301.822461 nChanged 17 Deleting Class 49 (12 points): Lose 105.081147 but Gain 1158.051911 Iteration 85Q (53.177952 sec): 141 clusters Score: Raw -1319822.676539 + Penalty 126483.741586 = -1193338.934953 nChanged 17 Deleting Class 68 (16 points): Lose 107.662054 but Gain 1160.516668 Iteration 86Q (53.319341 sec): 140 clusters Score: Raw -1319752.427138 + Penalty 125357.494551 = -1194394.932586 nChanged 21 Deleting Class 70 (20 points): Lose 170.505384 but Gain 1220.325106 Iteration 87Q (53.461187 sec): 139 clusters Score: Raw -1319618.862762 + Penalty 124186.206667 = -1195432.656095 nChanged 28 Deleting Class 92 (13 points): Lose 210.039437 but Gain 1257.789698 Iteration 88Q (53.607938 sec): 138 clusters Score: Raw -1319464.539651 + Penalty 123050.313268 = -1196414.226383 nChanged 25 Deleting Class 117 (22 points): Lose 189.257239 but Gain 1235.285425 Iteration 89Q (53.754447 sec): 137 clusters Score: Raw -1319352.464033 + Penalty 121911.382502 = -1197441.081530 nChanged 39 Deleting Class 82 (8 points): Lose 105.625595 but Gain 1148.170910 Iteration 90F (55.548160 sec): 136 clusters Score: Raw -1319328.021730 + Penalty 121844.066202 = -1197483.955528 nChanged 25 Deleting Class 27 (15 points): Lose 96.445594 but Gain 1138.939136 Iteration 91Q (55.691018 sec): 135 clusters Score: Raw -1319263.345409 + Penalty 120828.077132 = -1198435.268277 nChanged 27 Deleting Class 191 (11 points): Lose 56.141056 but Gain 1098.635339 Iteration 92Q (55.831812 sec): 134 clusters Score: Raw -1319253.219728 + Penalty 119752.822919 = -1199500.396808 nChanged 26 Deleting Class 200 (4 points): Lose 24.465739 but Gain 1060.483949 Iteration 93Q (55.971864 sec): 133 clusters Score: Raw -1319257.796678 + Penalty 118701.373945 = -1200556.422733 nChanged 19 Deleting Class 140 (4 points): Lose 29.939406 but Gain 1065.063611 Iteration 94Q (56.112144 sec): 132 clusters Score: Raw -1319243.719564 + Penalty 117675.928701 = -1201567.790864 nChanged 15 Deleting Class 189 (5 points): Lose 38.278851 but Gain 1071.314951 Iteration 95Q (56.250916 sec): 131 clusters Score: Raw -1319223.574777 + Penalty 116619.287291 = -1202604.287486 nChanged 13 Deleting Class 136 (11 points): Lose 100.037949 but Gain 1133.063697 Iteration 96Q (56.396957 sec): 130 clusters Score: Raw -1319137.792381 + Penalty 115447.182890 = -1203690.609490 nChanged 16 Deleting Class 175 (3 points): Lose 27.387854 but Gain 1050.879277 Iteration 97Q (56.533711 sec): 129 clusters Score: Raw -1319153.959359 + Penalty 114396.301659 = -1204757.657700 nChanged 8 Deleting Class 221 (2 points): Lose 29.710717 but Gain 1052.503326 Iteration 98Q (56.672730 sec): 128 clusters Score: Raw -1319132.427021 + Penalty 113351.916173 = -1205780.510848 nChanged 2 Deleting Class 232 (1 points): Lose 9.947639 but Gain 1029.560118 Iteration 99Q (56.807493 sec): 127 clusters Score: Raw -1319131.536220 + Penalty 112325.361059 = -1206806.175161 nChanged 2 Deleting Class 177 (4 points): Lose 48.153348 but Gain 1066.854692 Iteration 100F (58.480681 sec): 126 clusters Score: Raw -1319085.805398 + Penalty 111375.770260 = -1207710.035139 nChanged 6 Deleting Class 186 (2 points): Lose 12.672103 but Gain 1030.762779 Iteration 101Q (58.620656 sec): 125 clusters Score: Raw -1319090.057343 + Penalty 110346.495617 = -1208743.561726 nChanged 3 Deleting Class 51 (20 points): Lose 131.780710 but Gain 1149.059684 Iteration 102Q (58.759698 sec): 124 clusters Score: Raw -1318962.835884 + Penalty 109299.697757 = -1209663.138127 nChanged 21 Deleting Class 151 (11 points): Lose 99.865589 but Gain 1112.429926 Iteration 103Q (58.898950 sec): 123 clusters Score: Raw -1318917.281424 + Penalty 108224.651089 = -1210692.630334 nChanged 17 Deleting Class 69 (6 points): Lose 19.221878 but Gain 1029.845482 Iteration 104Q (59.041046 sec): 122 clusters Score: Raw -1318930.058792 + Penalty 107202.860736 = -1211727.198056 nChanged 11 Deleting Class 169 (2 points): Lose 17.929013 but Gain 1013.635904 Iteration 105Q (59.175071 sec): 121 clusters Score: Raw -1318926.374308 + Penalty 106188.958435 = -1212737.415873 nChanged 3 Deleting Class 90 (20 points): Lose 138.150681 but Gain 1133.185177 Iteration 106Q (59.308082 sec): 120 clusters Score: Raw -1318793.608753 + Penalty 105062.049256 = -1213731.559497 nChanged 22 Deleting Class 196 (2 points): Lose 17.248629 but Gain 1008.852435 Iteration 107Q (59.440911 sec): 119 clusters Score: Raw -1318824.285500 + Penalty 104065.526351 = -1214758.759149 nChanged 8 Deleting Class 71 (16 points): Lose 75.479190 but Gain 1063.813899 Iteration 108Q (59.574403 sec): 118 clusters Score: Raw -1318772.531664 + Penalty 103043.970241 = -1215728.561423 nChanged 16 Deleting Class 182 (10 points): Lose 53.947308 but Gain 1042.170324 Iteration 109Q (59.708228 sec): 117 clusters Score: Raw -1318750.355302 + Penalty 102011.278799 = -1216739.076503 nChanged 12 Deleting Class 87 (120 points): Lose 587.911035 but Gain 1569.712999 Iteration 110F (61.229075 sec): 116 clusters Score: Raw -1318191.251530 + Penalty 100540.685903 = -1217650.565627 nChanged 130 Deleting Class 88 (19 points): Lose 122.942245 but Gain 1100.487857 Iteration 111Q (61.374594 sec): 115 clusters Score: Raw -1318305.065935 + Penalty 99618.559192 = -1218686.506743 nChanged 37 Deleting Class 14 (38 points): Lose 246.774537 but Gain 1222.382309 Iteration 112Q (61.507665 sec): 114 clusters Score: Raw -1318140.855517 + Penalty 98475.336152 = -1219665.519364 nChanged 50 Deleting Class 133 (8 points): Lose 58.607030 but Gain 1028.678709 Iteration 113Q (61.641004 sec): 113 clusters Score: Raw -1318177.573276 + Penalty 97441.551828 = -1220736.021448 nChanged 25 Deleting Class 110 (25 points): Lose 131.831725 but Gain 1103.486455 Iteration 114Q (61.771894 sec): 112 clusters Score: Raw -1318084.683597 + Penalty 96360.391630 = -1221724.291967 nChanged 45 Deleting Class 195 (9 points): Lose 117.824855 but Gain 1081.849827 Iteration 115Q (61.902660 sec): 111 clusters Score: Raw -1318032.017271 + Penalty 95377.903259 = -1222654.114013 nChanged 30 Deleting Class 76 (26 points): Lose 199.173949 but Gain 1161.824460 Iteration 116Q (62.032391 sec): 110 clusters Score: Raw -1317904.159726 + Penalty 94352.630288 = -1223551.529438 nChanged 40 Deleting Class 125 (4 points): Lose 65.103096 but Gain 1024.612780 Iteration 117Q (62.162114 sec): 109 clusters Score: Raw -1317906.469162 + Penalty 93474.795805 = -1224431.673357 nChanged 24 Deleting Class 119 (1 points): Lose 2.793853 but Gain 1114.279000 Iteration 118Q (62.291951 sec): 108 clusters Score: Raw -1317945.896427 + Penalty 92654.779212 = -1225291.117215 nChanged 21 Writing temp clu file Memory request: 0.13 GB would take us to total of 0.26 GB. Compute initial score before splitting: Score: Raw -1317945.896427 + Penalty 92654.779212 = -1225291.117215Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 1 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.350649 sec): 2 clusters Score: Raw -9701.595637 + Penalty 552.428336 = -9149.167301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.351153 sec): 3 clusters Score: Raw -9668.450160 + Penalty 1109.401460 = -8559.048699 nChanged 21 SP:Iteration 1F (62.351644 sec): 3 clusters Score: Raw -9707.613424 + Penalty 1113.694431 = -8593.918993 nChanged 7 SP:Iteration 2Q (62.352145 sec): 3 clusters Score: Raw -9718.855041 + Penalty 1116.959362 = -8601.895679 nChanged 4 SP:Iteration 3Q (62.352623 sec): 3 clusters Score: Raw -9724.247280 + Penalty 1118.410135 = -8605.837146 nChanged 1 SP:Iteration 4Q (62.353099 sec): 3 clusters Score: Raw -9725.632647 + Penalty 1121.421877 = -8604.210770 nChanged 2 SP:Iteration 5F (62.353583 sec): 3 clusters Score: Raw -9730.749920 + Penalty 1122.763764 = -8607.986156 nChanged 2 SP:Iteration 6Q (62.354061 sec): 3 clusters Score: Raw -9734.428887 + Penalty 1125.998923 = -8608.429964 nChanged 2 SP:Iteration 7Q (62.354533 sec): 3 clusters Score: Raw -9736.640837 + Penalty 1128.215769 = -8608.425067 nChanged 1 SP:Iteration 8F (62.355016 sec): 3 clusters Score: Raw -9739.021501 + Penalty 1130.017525 = -8609.003976 nChanged 2 SP:Iteration 9Q (62.355482 sec): 3 clusters Score: Raw -9741.587944 + Penalty 1132.602186 = -8608.985758 nChanged 1 SP:Iteration 10F (62.355965 sec): 3 clusters Score: Raw -9743.017946 + Penalty 1132.602186 = -8610.415761 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 2 (888 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.359540 sec): 2 clusters Score: Raw -45961.329196 + Penalty 169.083233 = -45792.245962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.361300 sec): 3 clusters Score: Raw -45408.519176 + Penalty 326.358741 = -45082.160434 nChanged 410 SP:Iteration 1F (62.363012 sec): 3 clusters Score: Raw -45677.976947 + Penalty 318.700823 = -45359.276123 nChanged 105 SP:Iteration 2F (62.364723 sec): 3 clusters Score: Raw -45743.361950 + Penalty 317.231191 = -45426.130759 nChanged 61 SP:Iteration 3F (62.366437 sec): 3 clusters Score: Raw -45772.085565 + Penalty 319.249945 = -45452.835620 nChanged 41 SP:Iteration 4Q (62.368163 sec): 3 clusters Score: Raw -45797.116985 + Penalty 320.898470 = -45476.218515 nChanged 31 SP:Iteration 5Q (62.369881 sec): 3 clusters Score: Raw -45822.624439 + Penalty 323.565689 = -45499.058750 nChanged 23 SP:Iteration 6Q (62.371566 sec): 3 clusters Score: Raw -45834.579849 + Penalty 324.127953 = -45510.451896 nChanged 26 SP:Iteration 7Q (62.373338 sec): 3 clusters Score: Raw -45847.410173 + Penalty 323.806927 = -45523.603245 nChanged 16 SP:Iteration 8Q (62.375054 sec): 3 clusters Score: Raw -45852.232090 + Penalty 323.472422 = -45528.759668 nChanged 9 SP:Iteration 9Q (62.376714 sec): 3 clusters Score: Raw -45853.858484 + Penalty 322.729724 = -45531.128761 nChanged 9 SP:Iteration 10F (62.378426 sec): 3 clusters Score: Raw -45855.413645 + Penalty 322.038628 = -45533.375017 nChanged 8 SP:Iteration 11Q (62.380102 sec): 3 clusters Score: Raw -45856.828924 + Penalty 322.303647 = -45534.525277 nChanged 7 SP:Iteration 12Q (62.381755 sec): 3 clusters Score: Raw -45858.406208 + Penalty 321.712864 = -45536.693344 nChanged 6 SP:Iteration 13Q (62.383439 sec): 3 clusters Score: Raw -45859.533385 + Penalty 321.234154 = -45538.299232 nChanged 5 SP:Iteration 14Q (62.385136 sec): 3 clusters Score: Raw -45860.172096 + Penalty 320.356259 = -45539.815837 nChanged 6 SP:Iteration 15Q (62.386774 sec): 3 clusters Score: Raw -45861.013316 + Penalty 320.182282 = -45540.831034 nChanged 4 SP:Iteration 16Q (62.388418 sec): 3 clusters Score: Raw -45861.340438 + Penalty 319.801613 = -45541.538825 nChanged 2 SP:Iteration 17Q (62.390077 sec): 3 clusters Score: Raw -45861.449285 + Penalty 319.476312 = -45541.972973 nChanged 3 SP:Iteration 18Q (62.391759 sec): 3 clusters Score: Raw -45861.747316 + Penalty 318.959428 = -45542.787888 nChanged 4 SP:Iteration 19Q (62.393464 sec): 3 clusters Score: Raw -45862.302010 + Penalty 317.709264 = -45544.592746 nChanged 11 SP:Iteration 20F (62.395208 sec): 3 clusters Score: Raw -45865.358380 + Penalty 316.068818 = -45549.289562 nChanged 13 SP:Iteration 21Q (62.396840 sec): 3 clusters Score: Raw -45868.745593 + Penalty 315.331591 = -45553.414002 nChanged 12 SP:Iteration 22Q (62.398468 sec): 3 clusters Score: Raw -45871.960364 + Penalty 315.242038 = -45556.718326 nChanged 10 SP:Iteration 23Q (62.400089 sec): 3 clusters Score: Raw -45874.182854 + Penalty 315.123917 = -45559.058937 nChanged 8 SP:Iteration 24Q (62.401708 sec): 3 clusters Score: Raw -45875.839000 + Penalty 314.336444 = -45561.502556 nChanged 7 SP:Iteration 25Q (62.403355 sec): 3 clusters Score: Raw -45877.208171 + Penalty 313.052648 = -45564.155523 nChanged 9 SP:Iteration 26Q (62.404991 sec): 3 clusters Score: Raw -45878.774847 + Penalty 311.631824 = -45567.143024 nChanged 8 SP:Iteration 27Q (62.406607 sec): 3 clusters Score: Raw -45881.284016 + Penalty 310.608739 = -45570.675277 nChanged 8 SP:Iteration 28Q (62.408205 sec): 3 clusters Score: Raw -45884.047295 + Penalty 308.411179 = -45575.636116 nChanged 5 SP:Iteration 29Q (62.409799 sec): 3 clusters Score: Raw -45885.195123 + Penalty 307.013997 = -45578.181126 nChanged 7 SP:Iteration 30F (62.411521 sec): 3 clusters Score: Raw -45887.087638 + Penalty 305.190913 = -45581.896725 nChanged 8 SP:Iteration 31Q (62.413161 sec): 3 clusters Score: Raw -45889.178888 + Penalty 303.831993 = -45585.346895 nChanged 5 SP:Iteration 32Q (62.414773 sec): 3 clusters Score: Raw -45890.493306 + Penalty 303.465603 = -45587.027704 nChanged 5 SP:Iteration 33Q (62.416381 sec): 3 clusters Score: Raw -45891.328503 + Penalty 302.046839 = -45589.281664 nChanged 9 SP:Iteration 34Q (62.417970 sec): 3 clusters Score: Raw -45893.471812 + Penalty 302.047098 = -45591.424713 nChanged 7 SP:Iteration 35Q (62.419542 sec): 3 clusters Score: Raw -45894.954906 + Penalty 300.770558 = -45594.184348 nChanged 7 SP:Iteration 36Q (62.421163 sec): 3 clusters Score: Raw -45896.194796 + Penalty 298.641270 = -45597.553526 nChanged 7 SP:Iteration 37Q (62.422751 sec): 3 clusters Score: Raw -45897.958178 + Penalty 298.542765 = -45599.415412 nChanged 9 SP:Iteration 38Q (62.424316 sec): 3 clusters Score: Raw -45901.789825 + Penalty 299.010098 = -45602.779727 nChanged 7 SP:Iteration 39Q (62.425863 sec): 3 clusters Score: Raw -45904.703390 + Penalty 299.372101 = -45605.331289 nChanged 6 SP:Iteration 40F (62.427583 sec): 3 clusters Score: Raw -45907.018133 + Penalty 299.770632 = -45607.247501 nChanged 5 SP:Iteration 41Q (62.429192 sec): 3 clusters Score: Raw -45907.922807 + Penalty 300.131927 = -45607.790880 nChanged 5 SP:Iteration 42Q (62.430752 sec): 3 clusters Score: Raw -45908.430128 + Penalty 300.335983 = -45608.094145 nChanged 1 SP:Iteration 43Q (62.432287 sec): 3 clusters Score: Raw -45908.448461 + Penalty 300.530454 = -45607.918007 nChanged 1 SP:Iteration 44F (62.433993 sec): 3 clusters Score: Raw -45908.470669 + Penalty 300.530454 = -45607.940215 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 3 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.434528 sec): 2 clusters Score: Raw -507.038811 + Penalty 191.674100 = -315.364711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.434759 sec): 3 clusters Score: Raw -508.978797 + Penalty 386.951961 = -122.026837 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 4 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.435232 sec): 2 clusters Score: Raw -323.369375 + Penalty 138.400951 = -184.968424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.435449 sec): 3 clusters Score: Raw -323.104392 + Penalty 274.612016 = -48.492376 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 5 (212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.436480 sec): 2 clusters Score: Raw -12837.800872 + Penalty 727.176907 = -12110.623964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.437078 sec): 3 clusters Score: Raw -12812.866871 + Penalty 1454.635780 = -11358.231091 nChanged 39 SP:Iteration 1F (62.437656 sec): 3 clusters Score: Raw -12878.993315 + Penalty 1454.879813 = -11424.113502 nChanged 7 SP:Iteration 2Q (62.438214 sec): 3 clusters Score: Raw -12891.323575 + Penalty 1455.114157 = -11436.209418 nChanged 4 SP:Iteration 3Q (62.438771 sec): 3 clusters Score: Raw -12901.300786 + Penalty 1455.114157 = -11446.186628 nChanged 0 SP:Iteration 4F (62.439339 sec): 3 clusters Score: Raw -12901.300786 + Penalty 1455.114157 = -11446.186628 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 6 (244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.440430 sec): 2 clusters Score: Raw -13535.345189 + Penalty 312.744117 = -13222.601071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.441086 sec): 3 clusters Score: Raw -13408.259530 + Penalty 625.488235 = -12782.771295 nChanged 77 SP:Iteration 1F (62.441730 sec): 3 clusters Score: Raw -13448.518791 + Penalty 629.309398 = -12819.209393 nChanged 23 SP:Iteration 2F (62.442372 sec): 3 clusters Score: Raw -13481.388567 + Penalty 638.320393 = -12843.068174 nChanged 30 SP:Iteration 3F (62.443015 sec): 3 clusters Score: Raw -13520.963226 + Penalty 644.808183 = -12876.155044 nChanged 13 SP:Iteration 4F (62.443652 sec): 3 clusters Score: Raw -13537.378097 + Penalty 653.081408 = -12884.296689 nChanged 12 SP:Iteration 5Q (62.444268 sec): 3 clusters Score: Raw -13554.112021 + Penalty 659.239742 = -12894.872280 nChanged 5 SP:Iteration 6Q (62.444881 sec): 3 clusters Score: Raw -13559.426246 + Penalty 660.789072 = -12898.637173 nChanged 2 SP:Iteration 7Q (62.445483 sec): 3 clusters Score: Raw -13561.169470 + Penalty 662.096524 = -12899.072946 nChanged 2 SP:Iteration 8Q (62.446084 sec): 3 clusters Score: Raw -13562.135675 + Penalty 662.534425 = -12899.601250 nChanged 1 SP:Iteration 9Q (62.446683 sec): 3 clusters Score: Raw -13563.674663 + Penalty 662.806895 = -12900.867768 nChanged 1 SP:Iteration 10F (62.447305 sec): 3 clusters Score: Raw -13564.652700 + Penalty 664.040437 = -12900.612263 nChanged 1 SP:Iteration 11F (62.447926 sec): 3 clusters Score: Raw -13564.913380 + Penalty 664.040437 = -12900.872943 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 7 (1240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.452425 sec): 2 clusters Score: Raw -60393.574168 + Penalty 164.664429 = -60228.909739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.454788 sec): 3 clusters Score: Raw -59632.967718 + Penalty 327.451997 = -59305.515721 nChanged 539 SP:Iteration 1F (62.457145 sec): 3 clusters Score: Raw -60166.435009 + Penalty 312.186972 = -59854.248037 nChanged 140 SP:Iteration 2F (62.459465 sec): 3 clusters Score: Raw -60286.160651 + Penalty 324.798387 = -59961.362264 nChanged 65 SP:Iteration 3F (62.461790 sec): 3 clusters Score: Raw -60353.729882 + Penalty 372.818323 = -59980.911560 nChanged 32 SP:Iteration 4Q (62.464073 sec): 3 clusters Score: Raw -60391.437349 + Penalty 463.937061 = -59927.500287 nChanged 18 SP:Iteration 5F (62.466376 sec): 3 clusters Score: Raw -60424.044752 + Penalty 491.363371 = -59932.681381 nChanged 3 SP:Iteration 6Q (62.468278 sec): 3 clusters Score: Raw -60428.435491 + Penalty 505.170677 = -59923.264814 nChanged 1 SP:Iteration 7F (62.470622 sec): 3 clusters Score: Raw -60429.029377 + Penalty 505.170677 = -59923.858700 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 8 (418 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.472974 sec): 2 clusters Score: Raw -23278.888439 + Penalty 635.430090 = -22643.458349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.473931 sec): 3 clusters Score: Raw -23150.854278 + Penalty 1272.525500 = -21878.328779 nChanged 114 SP:Iteration 1F (62.474867 sec): 3 clusters Score: Raw -23253.759638 + Penalty 1274.317009 = -21979.442629 nChanged 19 SP:Iteration 2Q (62.475784 sec): 3 clusters Score: Raw -23276.418213 + Penalty 1275.236301 = -22001.181912 nChanged 14 SP:Iteration 3Q (62.476694 sec): 3 clusters Score: Raw -23295.317588 + Penalty 1276.075438 = -22019.242150 nChanged 13 SP:Iteration 4Q (62.477597 sec): 3 clusters Score: Raw -23312.155762 + Penalty 1277.582668 = -22034.573093 nChanged 10 SP:Iteration 5Q (62.478498 sec): 3 clusters Score: Raw -23322.319418 + Penalty 1278.605706 = -22043.713712 nChanged 8 SP:Iteration 6Q (62.479396 sec): 3 clusters Score: Raw -23328.417142 + Penalty 1280.745295 = -22047.671848 nChanged 8 SP:Iteration 7Q (62.480291 sec): 3 clusters Score: Raw -23334.531877 + Penalty 1282.497797 = -22052.034080 nChanged 13 SP:Iteration 8Q (62.481185 sec): 3 clusters Score: Raw -23343.385720 + Penalty 1283.335566 = -22060.050154 nChanged 7 SP:Iteration 9Q (62.482073 sec): 3 clusters Score: Raw -23351.289454 + Penalty 1284.952488 = -22066.336966 nChanged 6 SP:Iteration 10F (62.482997 sec): 3 clusters Score: Raw -23355.943067 + Penalty 1286.421092 = -22069.521975 nChanged 7 SP:Iteration 11Q (62.483885 sec): 3 clusters Score: Raw -23359.913740 + Penalty 1287.852930 = -22072.060810 nChanged 4 SP:Iteration 12Q (62.484772 sec): 3 clusters Score: Raw -23361.212138 + Penalty 1289.676265 = -22071.535872 nChanged 3 SP:Iteration 13F (62.485696 sec): 3 clusters Score: Raw -23362.810264 + Penalty 1291.996291 = -22070.813973 nChanged 3 SP:Iteration 14F (62.486620 sec): 3 clusters Score: Raw -23363.995538 + Penalty 1293.139822 = -22070.855716 nChanged 1 SP:Iteration 15Q (62.487504 sec): 3 clusters Score: Raw -23364.490713 + Penalty 1295.189277 = -22069.301436 nChanged 4 SP:Iteration 16F (62.488428 sec): 3 clusters Score: Raw -23370.514838 + Penalty 1297.587063 = -22072.927774 nChanged 1 SP:Iteration 17Q (62.489312 sec): 3 clusters Score: Raw -23371.701893 + Penalty 1297.587063 = -22074.114830 nChanged 0 SP:Iteration 18F (62.490241 sec): 3 clusters Score: Raw -23371.701893 + Penalty 1297.587063 = -22074.114830 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 9 (101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.490993 sec): 2 clusters Score: Raw -5595.447281 + Penalty 202.098673 = -5393.348608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.491420 sec): 3 clusters Score: Raw -5542.821435 + Penalty 420.117972 = -5122.703463 nChanged 25 SP:Iteration 1F (62.491814 sec): 3 clusters Score: Raw -5567.755584 + Penalty 436.940314 = -5130.815271 nChanged 11 SP:Iteration 2F (62.492213 sec): 3 clusters Score: Raw -5580.110204 + Penalty 441.772959 = -5138.337246 nChanged 4 SP:Iteration 3Q (62.492601 sec): 3 clusters Score: Raw -5582.554107 + Penalty 456.493486 = -5126.060621 nChanged 4 SP:Iteration 4F (62.492985 sec): 3 clusters Score: Raw -5585.007639 + Penalty 467.065824 = -5117.941815 nChanged 4 SP:Iteration 5F (62.493370 sec): 3 clusters Score: Raw -5586.430523 + Penalty 482.827551 = -5103.602972 nChanged 5 SP:Iteration 6F (62.493756 sec): 3 clusters Score: Raw -5589.585807 + Penalty 485.075880 = -5104.509927 nChanged 2 SP:Iteration 7Q (62.494142 sec): 3 clusters Score: Raw -5590.957086 + Penalty 500.446411 = -5090.510676 nChanged 3 SP:Iteration 8F (62.494529 sec): 3 clusters Score: Raw -5594.298281 + Penalty 500.655360 = -5093.642921 nChanged 1 SP:Iteration 9Q (62.494908 sec): 3 clusters Score: Raw -5594.527086 + Penalty 554.422970 = -5040.104117 nChanged 4 SP:Iteration 10F (62.495294 sec): 3 clusters Score: Raw -5599.999135 + Penalty 701.387427 = -4898.611708 nChanged 3 SP:Iteration 11F (62.495678 sec): 3 clusters Score: Raw -5600.404976 + Penalty 701.387427 = -4899.017550 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 10 (975 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.498715 sec): 2 clusters Score: Raw -48291.799739 + Penalty 230.638936 = -48061.160803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.500602 sec): 3 clusters Score: Raw -47698.625111 + Penalty 533.734175 = -47164.890936 nChanged 417 SP:Iteration 1F (62.502451 sec): 3 clusters Score: Raw -48096.842328 + Penalty 572.534832 = -47524.307496 nChanged 107 SP:Iteration 2F (62.504302 sec): 3 clusters Score: Raw -48179.644051 + Penalty 582.931161 = -47596.712889 nChanged 48 SP:Iteration 3Q (62.506101 sec): 3 clusters Score: Raw -48220.857905 + Penalty 595.830935 = -47625.026970 nChanged 31 SP:Iteration 4Q (62.507826 sec): 3 clusters Score: Raw -48243.714708 + Penalty 620.030514 = -47623.684193 nChanged 28 SP:Iteration 5F (62.509685 sec): 3 clusters Score: Raw -48262.185509 + Penalty 641.240986 = -47620.944524 nChanged 17 SP:Iteration 6F (62.511672 sec): 3 clusters Score: Raw -48272.638059 + Penalty 701.592666 = -47571.045394 nChanged 19 SP:Iteration 7F (62.513681 sec): 3 clusters Score: Raw -48294.111929 + Penalty 764.206125 = -47529.905804 nChanged 15 SP:Iteration 8F (62.515653 sec): 3 clusters Score: Raw -48312.786944 + Penalty 796.507107 = -47516.279836 nChanged 10 SP:Iteration 9F (62.517495 sec): 3 clusters Score: Raw -48322.501084 + Penalty 811.085205 = -47511.415879 nChanged 5 SP:Iteration 10F (62.519338 sec): 3 clusters Score: Raw -48327.585803 + Penalty 812.229496 = -47515.356307 nChanged 4 SP:Iteration 11Q (62.520894 sec): 3 clusters Score: Raw -48332.293668 + Penalty 811.946918 = -47520.346750 nChanged 2 SP:Iteration 12Q (62.522409 sec): 3 clusters Score: Raw -48334.775283 + Penalty 812.482322 = -47522.292961 nChanged 1 SP:Iteration 13Q (62.523943 sec): 3 clusters Score: Raw -48335.744336 + Penalty 823.843137 = -47511.901199 nChanged 2 SP:Iteration 14F (62.525784 sec): 3 clusters Score: Raw -48337.878144 + Penalty 823.843137 = -47514.035007 nChanged 0 Memory request: 0.05 GB would take us to total of 0.31 GB. Trying to split cluster 11 (11037 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.575962 sec): 2 clusters Score: Raw -531077.678596 + Penalty 209.889579 = -530867.789017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.596404 sec): 3 clusters Score: Raw -523649.013405 + Penalty 423.574353 = -523225.439052 nChanged 5258 SP:Iteration 1F (62.616604 sec): 3 clusters Score: Raw -528699.757750 + Penalty 339.613699 = -528360.144050 nChanged 1700 SP:Iteration 2F (62.636420 sec): 3 clusters Score: Raw -530699.854776 + Penalty 300.437104 = -530399.417672 nChanged 303 SP:Iteration 3Q (62.656699 sec): 3 clusters Score: Raw -531025.147686 + Penalty 263.714190 = -530761.433496 nChanged 49 SP:Iteration 4Q (62.674040 sec): 3 clusters Score: Raw -531073.544281 + Penalty 260.235465 = -530813.308817 nChanged 9 SP:Iteration 5Q (62.689698 sec): 3 clusters Score: Raw -531085.533477 + Penalty 260.458549 = -530825.074928 nChanged 1 SP:Iteration 6Q (62.705007 sec): 3 clusters Score: Raw -531086.563599 + Penalty 261.014539 = -530825.549061 nChanged 2 SP:Iteration 7Q (62.720326 sec): 3 clusters Score: Raw -531089.979844 + Penalty 262.688407 = -530827.291437 nChanged 1 SP:Iteration 8Q (62.735664 sec): 3 clusters Score: Raw -531090.203801 + Penalty 262.688407 = -530827.515394 nChanged 0 SP:Iteration 9F (62.755128 sec): 3 clusters Score: Raw -531090.203801 + Penalty 262.688407 = -530827.515394 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 12 (1011 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.764408 sec): 2 clusters Score: Raw -57449.512263 + Penalty 410.750298 = -57038.761965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.766367 sec): 3 clusters Score: Raw -56848.336287 + Penalty 834.453033 = -56013.883254 nChanged 398 SP:Iteration 1F (62.768290 sec): 3 clusters Score: Raw -57111.419617 + Penalty 848.944445 = -56262.475172 nChanged 114 SP:Iteration 2F (62.770211 sec): 3 clusters Score: Raw -57173.409235 + Penalty 861.974219 = -56311.435016 nChanged 60 SP:Iteration 3F (62.772136 sec): 3 clusters Score: Raw -57205.685447 + Penalty 873.359193 = -56332.326253 nChanged 34 SP:Iteration 4Q (62.774086 sec): 3 clusters Score: Raw -57227.760541 + Penalty 888.537889 = -56339.222652 nChanged 44 SP:Iteration 5Q (62.776018 sec): 3 clusters Score: Raw -57253.336825 + Penalty 906.256746 = -56347.080079 nChanged 44 SP:Iteration 6Q (62.777985 sec): 3 clusters Score: Raw -57286.213634 + Penalty 931.509335 = -56354.704300 nChanged 48 SP:Iteration 7Q (62.779932 sec): 3 clusters Score: Raw -57327.443439 + Penalty 962.831990 = -56364.611449 nChanged 38 SP:Iteration 8Q (62.781890 sec): 3 clusters Score: Raw -57362.686136 + Penalty 1006.663359 = -56356.022777 nChanged 34 SP:Iteration 9F (62.783809 sec): 3 clusters Score: Raw -57407.760896 + Penalty 1065.060190 = -56342.700706 nChanged 29 SP:Iteration 10F (62.785773 sec): 3 clusters Score: Raw -57451.879514 + Penalty 1117.044181 = -56334.835333 nChanged 15 SP:Iteration 11F (62.787725 sec): 3 clusters Score: Raw -57470.509009 + Penalty 1157.539345 = -56312.969664 nChanged 8 SP:Iteration 12F (62.789644 sec): 3 clusters Score: Raw -57478.658645 + Penalty 1169.937268 = -56308.721376 nChanged 5 SP:Iteration 13F (62.791595 sec): 3 clusters Score: Raw -57481.341330 + Penalty 1172.456744 = -56308.884586 nChanged 1 SP:Iteration 14Q (62.793242 sec): 3 clusters Score: Raw -57482.247218 + Penalty 1172.456744 = -56309.790473 nChanged 0 SP:Iteration 15F (62.795201 sec): 3 clusters Score: Raw -57482.247218 + Penalty 1172.456744 = -56309.790473 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 13 (219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.796735 sec): 2 clusters Score: Raw -12251.569347 + Penalty 255.631802 = -11995.937545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.797353 sec): 3 clusters Score: Raw -12125.937465 + Penalty 507.757798 = -11618.179667 nChanged 70 SP:Iteration 1F (62.797963 sec): 3 clusters Score: Raw -12167.517483 + Penalty 506.181637 = -11661.335846 nChanged 27 SP:Iteration 2F (62.798574 sec): 3 clusters Score: Raw -12198.101918 + Penalty 507.761426 = -11690.340492 nChanged 22 SP:Iteration 3F (62.799177 sec): 3 clusters Score: Raw -12222.737159 + Penalty 508.838483 = -11713.898676 nChanged 9 SP:Iteration 4Q (62.799773 sec): 3 clusters Score: Raw -12229.520303 + Penalty 509.388549 = -11720.131754 nChanged 7 SP:Iteration 5Q (62.800363 sec): 3 clusters Score: Raw -12231.465986 + Penalty 509.662761 = -11721.803226 nChanged 1 SP:Iteration 6Q (62.800985 sec): 3 clusters Score: Raw -12232.380199 + Penalty 509.712752 = -11722.667448 nChanged 1 SP:Iteration 7Q (62.801568 sec): 3 clusters Score: Raw -12232.738764 + Penalty 509.712752 = -11723.026012 nChanged 0 SP:Iteration 8F (62.802149 sec): 3 clusters Score: Raw -12232.738764 + Penalty 509.712752 = -11723.026012 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 15 (905 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.805780 sec): 2 clusters Score: Raw -33125.500125 + Penalty 1045.966289 = -32079.533836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.807587 sec): 3 clusters Score: Raw -32914.754927 + Penalty 2090.987964 = -30823.766963 nChanged 276 SP:Iteration 1F (62.809382 sec): 3 clusters Score: Raw -33246.693192 + Penalty 2090.195987 = -31156.497205 nChanged 101 SP:Iteration 2F (62.811160 sec): 3 clusters Score: Raw -33446.800087 + Penalty 2089.054925 = -31357.745162 nChanged 74 SP:Iteration 3F (62.812895 sec): 3 clusters Score: Raw -33638.756590 + Penalty 2086.791430 = -31551.965159 nChanged 57 SP:Iteration 4F (62.814634 sec): 3 clusters Score: Raw -33773.535315 + Penalty 2085.667169 = -31687.868146 nChanged 49 SP:Iteration 5F (62.816374 sec): 3 clusters Score: Raw -33883.928275 + Penalty 2085.210860 = -31798.717415 nChanged 26 SP:Iteration 6Q (62.817997 sec): 3 clusters Score: Raw -33917.265718 + Penalty 2084.598606 = -31832.667112 nChanged 15 SP:Iteration 7Q (62.819602 sec): 3 clusters Score: Raw -33934.234606 + Penalty 2084.731929 = -31849.502677 nChanged 5 SP:Iteration 8Q (62.821255 sec): 3 clusters Score: Raw -33947.845068 + Penalty 2085.016007 = -31862.829061 nChanged 4 SP:Iteration 9Q (62.822878 sec): 3 clusters Score: Raw -33961.582982 + Penalty 2085.405041 = -31876.177941 nChanged 7 SP:Iteration 10F (62.824616 sec): 3 clusters Score: Raw -33972.208909 + Penalty 2085.410452 = -31886.798456 nChanged 5 SP:Iteration 11Q (62.826206 sec): 3 clusters Score: Raw -33978.274919 + Penalty 2085.714246 = -31892.560673 nChanged 4 SP:Iteration 12Q (62.827873 sec): 3 clusters Score: Raw -33985.354031 + Penalty 2085.851207 = -31899.502824 nChanged 3 SP:Iteration 13Q (62.829532 sec): 3 clusters Score: Raw -33989.009491 + Penalty 2085.851207 = -31903.158284 nChanged 2 SP:Iteration 14Q (62.831629 sec): 3 clusters Score: Raw -33990.014258 + Penalty 2085.851207 = -31904.163050 nChanged 0 SP:Iteration 15F (62.834785 sec): 3 clusters Score: Raw -33990.014258 + Penalty 2085.851207 = -31904.163050 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 16 (819 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.838481 sec): 2 clusters Score: Raw -44975.189430 + Penalty 501.669704 = -44473.519726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.840214 sec): 3 clusters Score: Raw -44522.391141 + Penalty 990.606834 = -43531.784307 nChanged 334 SP:Iteration 1F (62.841838 sec): 3 clusters Score: Raw -44723.018266 + Penalty 972.772587 = -43750.245678 nChanged 106 SP:Iteration 2F (62.843468 sec): 3 clusters Score: Raw -44811.951568 + Penalty 955.306378 = -43856.645190 nChanged 68 SP:Iteration 3F (62.845164 sec): 3 clusters Score: Raw -44877.566111 + Penalty 953.277340 = -43924.288771 nChanged 45 SP:Iteration 4F (62.846824 sec): 3 clusters Score: Raw -44915.497743 + Penalty 951.243402 = -43964.254341 nChanged 33 SP:Iteration 5Q (62.848409 sec): 3 clusters Score: Raw -44937.300143 + Penalty 950.303273 = -43986.996870 nChanged 13 SP:Iteration 6Q (62.849973 sec): 3 clusters Score: Raw -44948.570306 + Penalty 950.520409 = -43998.049898 nChanged 17 SP:Iteration 7Q (62.851518 sec): 3 clusters Score: Raw -44958.077027 + Penalty 951.641378 = -44006.435648 nChanged 7 SP:Iteration 8Q (62.853089 sec): 3 clusters Score: Raw -44960.351333 + Penalty 950.919100 = -44009.432233 nChanged 1 SP:Iteration 9Q (62.854632 sec): 3 clusters Score: Raw -44961.150625 + Penalty 950.262944 = -44010.887681 nChanged 1 SP:Iteration 10F (62.856294 sec): 3 clusters Score: Raw -44962.701939 + Penalty 948.914423 = -44013.787516 nChanged 3 SP:Iteration 11Q (62.857826 sec): 3 clusters Score: Raw -44963.290747 + Penalty 949.207420 = -44014.083327 nChanged 1 SP:Iteration 12Q (62.859339 sec): 3 clusters Score: Raw -44963.528367 + Penalty 949.968264 = -44013.560102 nChanged 3 SP:Iteration 13F (62.861012 sec): 3 clusters Score: Raw -44964.427400 + Penalty 950.298020 = -44014.129380 nChanged 1 SP:Iteration 14Q (62.862555 sec): 3 clusters Score: Raw -44964.955385 + Penalty 950.298020 = -44014.657364 nChanged 0 SP:Iteration 15F (62.864186 sec): 3 clusters Score: Raw -44964.955385 + Penalty 950.298020 = -44014.657364 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 17 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.865266 sec): 2 clusters Score: Raw -11077.058566 + Penalty 414.645819 = -10662.412748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.865858 sec): 3 clusters Score: Raw -11013.091103 + Penalty 827.354736 = -10185.736367 nChanged 57 SP:Iteration 1F (62.866440 sec): 3 clusters Score: Raw -11065.160732 + Penalty 829.759503 = -10235.401229 nChanged 12 SP:Iteration 2F (62.867020 sec): 3 clusters Score: Raw -11079.837838 + Penalty 838.494635 = -10241.343203 nChanged 10 SP:Iteration 3Q (62.867592 sec): 3 clusters Score: Raw -11087.662119 + Penalty 848.695840 = -10238.966278 nChanged 6 SP:Iteration 4F (62.868172 sec): 3 clusters Score: Raw -11093.260043 + Penalty 854.907876 = -10238.352167 nChanged 3 SP:Iteration 5F (62.868751 sec): 3 clusters Score: Raw -11094.994939 + Penalty 858.963721 = -10236.031218 nChanged 2 SP:Iteration 6F (62.869334 sec): 3 clusters Score: Raw -11096.449863 + Penalty 863.115721 = -10233.334142 nChanged 3 SP:Iteration 7F (62.869896 sec): 3 clusters Score: Raw -11099.714794 + Penalty 866.206665 = -10233.508129 nChanged 2 SP:Iteration 8Q (62.870449 sec): 3 clusters Score: Raw -11104.267902 + Penalty 870.640977 = -10233.626925 nChanged 2 SP:Iteration 9Q (62.871004 sec): 3 clusters Score: Raw -11108.466067 + Penalty 874.565242 = -10233.900825 nChanged 2 SP:Iteration 10F (62.871566 sec): 3 clusters Score: Raw -11112.122709 + Penalty 878.804193 = -10233.318516 nChanged 2 SP:Iteration 11F (62.872128 sec): 3 clusters Score: Raw -11113.835739 + Penalty 879.667737 = -10234.168002 nChanged 1 SP:Iteration 12Q (62.872679 sec): 3 clusters Score: Raw -11116.532718 + Penalty 879.667737 = -10236.864981 nChanged 0 SP:Iteration 13F (62.873243 sec): 3 clusters Score: Raw -11116.532718 + Penalty 879.667737 = -10236.864981 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 19 (469 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.875211 sec): 2 clusters Score: Raw -25355.886701 + Penalty 855.724679 = -24500.162021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.876277 sec): 3 clusters Score: Raw -25265.051258 + Penalty 1707.504706 = -23557.546552 nChanged 113 SP:Iteration 1F (62.877293 sec): 3 clusters Score: Raw -25441.490547 + Penalty 1701.652127 = -23739.838421 nChanged 42 SP:Iteration 2F (62.878307 sec): 3 clusters Score: Raw -25515.581415 + Penalty 1698.449840 = -23817.131575 nChanged 21 SP:Iteration 3Q (62.879294 sec): 3 clusters Score: Raw -25563.177586 + Penalty 1692.812674 = -23870.364912 nChanged 18 SP:Iteration 4Q (62.880281 sec): 3 clusters Score: Raw -25595.162804 + Penalty 1690.668321 = -23904.494483 nChanged 12 SP:Iteration 5Q (62.881256 sec): 3 clusters Score: Raw -25615.152181 + Penalty 1688.588864 = -23926.563318 nChanged 6 SP:Iteration 6Q (62.882224 sec): 3 clusters Score: Raw -25621.777723 + Penalty 1687.601652 = -23934.176071 nChanged 3 SP:Iteration 7Q (62.883188 sec): 3 clusters Score: Raw -25628.014700 + Penalty 1687.248078 = -23940.766621 nChanged 2 SP:Iteration 8Q (62.884151 sec): 3 clusters Score: Raw -25636.140519 + Penalty 1686.611306 = -23949.529213 nChanged 4 SP:Iteration 9Q (62.885146 sec): 3 clusters Score: Raw -25640.812935 + Penalty 1685.937843 = -23954.875093 nChanged 4 SP:Iteration 10F (62.886179 sec): 3 clusters Score: Raw -25649.129286 + Penalty 1686.884506 = -23962.244780 nChanged 1 SP:Iteration 11Q (62.887149 sec): 3 clusters Score: Raw -25656.927576 + Penalty 1686.588130 = -23970.339447 nChanged 1 SP:Iteration 12Q (62.888108 sec): 3 clusters Score: Raw -25657.814144 + Penalty 1686.588130 = -23971.226014 nChanged 0 SP:Iteration 13F (62.889119 sec): 3 clusters Score: Raw -25657.814144 + Penalty 1686.588130 = -23971.226014 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 20 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.890016 sec): 2 clusters Score: Raw -8577.037521 + Penalty 414.547930 = -8162.489591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.890510 sec): 3 clusters Score: Raw -8540.386645 + Penalty 825.462640 = -7714.924005 nChanged 37 SP:Iteration 1F (62.891000 sec): 3 clusters Score: Raw -8579.587094 + Penalty 820.372973 = -7759.214121 nChanged 9 SP:Iteration 2F (62.891485 sec): 3 clusters Score: Raw -8594.805732 + Penalty 817.870778 = -7776.934954 nChanged 11 SP:Iteration 3F (62.891993 sec): 3 clusters Score: Raw -8612.173976 + Penalty 813.324769 = -7798.849207 nChanged 9 SP:Iteration 4F (62.892490 sec): 3 clusters Score: Raw -8622.100552 + Penalty 808.040840 = -7814.059711 nChanged 8 SP:Iteration 5Q (62.892972 sec): 3 clusters Score: Raw -8633.005413 + Penalty 807.880226 = -7825.125187 nChanged 2 SP:Iteration 6Q (62.893452 sec): 3 clusters Score: Raw -8635.863691 + Penalty 809.583894 = -7826.279796 nChanged 1 SP:Iteration 7Q (62.893929 sec): 3 clusters Score: Raw -8646.646524 + Penalty 811.246549 = -7835.399975 nChanged 1 SP:Iteration 8Q (62.894402 sec): 3 clusters Score: Raw -8647.750308 + Penalty 811.246549 = -7836.503759 nChanged 0 SP:Iteration 9F (62.894898 sec): 3 clusters Score: Raw -8647.750308 + Penalty 811.246549 = -7836.503759 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 21 (170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.895798 sec): 2 clusters Score: Raw -7274.508368 + Penalty 438.497556 = -6836.010812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.896319 sec): 3 clusters Score: Raw -7300.014291 + Penalty 890.063080 = -6409.951211 nChanged 38 SP:Iteration 1F (62.896831 sec): 3 clusters Score: Raw -7362.430297 + Penalty 900.992143 = -6461.438154 nChanged 7 SP:Iteration 2Q (62.897326 sec): 3 clusters Score: Raw -7375.460505 + Penalty 905.620587 = -6469.839917 nChanged 4 SP:Iteration 3Q (62.897821 sec): 3 clusters Score: Raw -7381.609296 + Penalty 906.221210 = -6475.388086 nChanged 2 SP:Iteration 4Q (62.898321 sec): 3 clusters Score: Raw -7386.617917 + Penalty 906.221210 = -6480.396707 nChanged 0 SP:Iteration 5F (62.898834 sec): 3 clusters Score: Raw -7386.617917 + Penalty 906.221210 = -6480.396707 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 22 (157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.899705 sec): 2 clusters Score: Raw -7698.257189 + Penalty 530.499819 = -7167.757371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.900225 sec): 3 clusters Score: Raw -7679.991171 + Penalty 1061.815584 = -6618.175587 nChanged 22 SP:Iteration 1F (62.900718 sec): 3 clusters Score: Raw -7719.541071 + Penalty 1062.440782 = -6657.100289 nChanged 7 SP:Iteration 2Q (62.901197 sec): 3 clusters Score: Raw -7733.281520 + Penalty 1061.518211 = -6671.763309 nChanged 2 SP:Iteration 3Q (62.901672 sec): 3 clusters Score: Raw -7735.050101 + Penalty 1061.020607 = -6674.029494 nChanged 4 SP:Iteration 4Q (62.902147 sec): 3 clusters Score: Raw -7738.840351 + Penalty 1061.289222 = -6677.551129 nChanged 2 SP:Iteration 5Q (62.902620 sec): 3 clusters Score: Raw -7740.553120 + Penalty 1062.010078 = -6678.543043 nChanged 2 SP:Iteration 6Q (62.903121 sec): 3 clusters Score: Raw -7742.155608 + Penalty 1062.523532 = -6679.632075 nChanged 1 SP:Iteration 7Q (62.903582 sec): 3 clusters Score: Raw -7743.687660 + Penalty 1063.666536 = -6680.021123 nChanged 2 SP:Iteration 8Q (62.904049 sec): 3 clusters Score: Raw -7745.048210 + Penalty 1066.045358 = -6679.002852 nChanged 4 SP:Iteration 9F (62.904528 sec): 3 clusters Score: Raw -7751.766628 + Penalty 1067.534294 = -6684.232334 nChanged 1 SP:Iteration 10F (62.905006 sec): 3 clusters Score: Raw -7754.152901 + Penalty 1068.494516 = -6685.658385 nChanged 1 SP:Iteration 11Q (62.905470 sec): 3 clusters Score: Raw -7755.598552 + Penalty 1068.494516 = -6687.104035 nChanged 0 SP:Iteration 12F (62.905948 sec): 3 clusters Score: Raw -7755.598552 + Penalty 1068.494516 = -6687.104035 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 23 (474 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.907751 sec): 2 clusters Score: Raw -24530.653846 + Penalty 927.631161 = -23603.022685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.908782 sec): 3 clusters Score: Raw -24435.352459 + Penalty 1855.131939 = -22580.220520 nChanged 98 SP:Iteration 1F (62.909795 sec): 3 clusters Score: Raw -24563.808680 + Penalty 1855.133990 = -22708.674690 nChanged 23 SP:Iteration 2Q (62.910802 sec): 3 clusters Score: Raw -24603.752189 + Penalty 1855.139152 = -22748.613036 nChanged 11 SP:Iteration 3Q (62.911791 sec): 3 clusters Score: Raw -24625.897978 + Penalty 1855.048707 = -22770.849271 nChanged 5 SP:Iteration 4Q (62.912776 sec): 3 clusters Score: Raw -24632.544305 + Penalty 1855.034737 = -22777.509568 nChanged 1 SP:Iteration 5Q (62.913758 sec): 3 clusters Score: Raw -24634.242326 + Penalty 1855.004832 = -22779.237493 nChanged 1 SP:Iteration 6Q (62.914740 sec): 3 clusters Score: Raw -24635.264853 + Penalty 1854.956138 = -22780.308715 nChanged 1 SP:Iteration 7Q (62.915722 sec): 3 clusters Score: Raw -24636.601317 + Penalty 1854.906387 = -22781.694930 nChanged 1 SP:Iteration 8Q (62.916727 sec): 3 clusters Score: Raw -24637.090964 + Penalty 1854.940793 = -22782.150171 nChanged 1 SP:Iteration 9Q (62.917720 sec): 3 clusters Score: Raw -24639.024965 + Penalty 1854.940793 = -22784.084173 nChanged 0 SP:Iteration 10F (62.918734 sec): 3 clusters Score: Raw -24639.024965 + Penalty 1854.940793 = -22784.084173 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 25 (150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.919597 sec): 2 clusters Score: Raw -6634.780796 + Penalty 227.731173 = -6407.049623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.920084 sec): 3 clusters Score: Raw -6605.189473 + Penalty 458.123971 = -6147.065501 nChanged 28 SP:Iteration 1F (62.920563 sec): 3 clusters Score: Raw -6632.206025 + Penalty 465.171941 = -6167.034084 nChanged 7 SP:Iteration 2Q (62.921039 sec): 3 clusters Score: Raw -6636.642751 + Penalty 460.574548 = -6176.068203 nChanged 1 SP:Iteration 3Q (62.921511 sec): 3 clusters Score: Raw -6639.470049 + Penalty 459.052785 = -6180.417264 nChanged 1 SP:Iteration 4Q (62.921982 sec): 3 clusters Score: Raw -6642.936739 + Penalty 454.257194 = -6188.679545 nChanged 1 SP:Iteration 5Q (62.922452 sec): 3 clusters Score: Raw -6644.655221 + Penalty 454.257194 = -6190.398027 nChanged 0 SP:Iteration 6F (62.922930 sec): 3 clusters Score: Raw -6644.655221 + Penalty 454.257194 = -6190.398027 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 26 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.923507 sec): 2 clusters Score: Raw -2347.002944 + Penalty 395.352055 = -1951.650889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.923801 sec): 3 clusters Score: Raw -2390.841876 + Penalty 789.779296 = -1601.062580 nChanged 1 SP:Iteration 1Q (62.924108 sec): 3 clusters Score: Raw -2395.700917 + Penalty 789.779296 = -1605.921621 nChanged 0 SP:Iteration 2F (62.924393 sec): 3 clusters Score: Raw -2395.700917 + Penalty 789.779296 = -1605.921621 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 29 (1844 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.933083 sec): 2 clusters Score: Raw -96313.345914 + Penalty 189.322404 = -96124.023510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.936534 sec): 3 clusters Score: Raw -95149.446734 + Penalty 365.112849 = -94784.333885 nChanged 840 SP:Iteration 1F (62.939979 sec): 3 clusters Score: Raw -95810.759716 + Penalty 352.404882 = -95458.354834 nChanged 168 SP:Iteration 2F (62.943399 sec): 3 clusters Score: Raw -95996.326154 + Penalty 349.389407 = -95646.936748 nChanged 116 SP:Iteration 3F (62.946791 sec): 3 clusters Score: Raw -96081.005612 + Penalty 347.279894 = -95733.725718 nChanged 56 SP:Iteration 4Q (62.949981 sec): 3 clusters Score: Raw -96104.027198 + Penalty 344.654628 = -95759.372570 nChanged 20 SP:Iteration 5Q (62.953133 sec): 3 clusters Score: Raw -96111.455836 + Penalty 341.946915 = -95769.508921 nChanged 24 SP:Iteration 6Q (62.956269 sec): 3 clusters Score: Raw -96117.490496 + Penalty 341.229261 = -95776.261235 nChanged 21 SP:Iteration 7Q (62.959417 sec): 3 clusters Score: Raw -96121.987072 + Penalty 339.539292 = -95782.447780 nChanged 18 SP:Iteration 8Q (62.962544 sec): 3 clusters Score: Raw -96125.476775 + Penalty 337.900996 = -95787.575779 nChanged 14 SP:Iteration 9Q (62.965630 sec): 3 clusters Score: Raw -96128.129999 + Penalty 337.224561 = -95790.905438 nChanged 17 SP:Iteration 10F (62.968991 sec): 3 clusters Score: Raw -96131.063213 + Penalty 336.087881 = -95794.975332 nChanged 16 SP:Iteration 11Q (62.972089 sec): 3 clusters Score: Raw -96134.420505 + Penalty 332.718133 = -95801.702371 nChanged 15 SP:Iteration 12Q (62.975219 sec): 3 clusters Score: Raw -96138.147354 + Penalty 330.295544 = -95807.851810 nChanged 17 SP:Iteration 13Q (62.978319 sec): 3 clusters Score: Raw -96141.903243 + Penalty 329.050833 = -95812.852410 nChanged 16 SP:Iteration 14Q (62.981359 sec): 3 clusters Score: Raw -96145.273970 + Penalty 327.979056 = -95817.294914 nChanged 14 SP:Iteration 15Q (62.984500 sec): 3 clusters Score: Raw -96148.359142 + Penalty 328.593133 = -95819.766009 nChanged 14 SP:Iteration 16Q (62.987598 sec): 3 clusters Score: Raw -96151.606638 + Penalty 328.120318 = -95823.486320 nChanged 12 SP:Iteration 17Q (62.990663 sec): 3 clusters Score: Raw -96153.801729 + Penalty 326.426231 = -95827.375498 nChanged 14 SP:Iteration 18Q (62.993655 sec): 3 clusters Score: Raw -96157.614689 + Penalty 324.326320 = -95833.288369 nChanged 19 SP:Iteration 19Q (62.996634 sec): 3 clusters Score: Raw -96162.794152 + Penalty 324.979656 = -95837.814496 nChanged 22 SP:Iteration 20F (62.999972 sec): 3 clusters Score: Raw -96170.660044 + Penalty 322.185542 = -95848.474502 nChanged 27 SP:Iteration 21Q (63.002962 sec): 3 clusters Score: Raw -96182.802328 + Penalty 317.480593 = -95865.321735 nChanged 31 SP:Iteration 22Q (63.005912 sec): 3 clusters Score: Raw -96197.243970 + Penalty 314.963160 = -95882.280810 nChanged 27 SP:Iteration 23Q (63.008885 sec): 3 clusters Score: Raw -96209.294647 + Penalty 310.581294 = -95898.713353 nChanged 28 SP:Iteration 24Q (63.011808 sec): 3 clusters Score: Raw -96225.245345 + Penalty 305.564260 = -95919.681085 nChanged 25 SP:Iteration 25Q (63.014636 sec): 3 clusters Score: Raw -96239.662634 + Penalty 305.294424 = -95934.368210 nChanged 26 SP:Iteration 26Q (63.017440 sec): 3 clusters Score: Raw -96260.439777 + Penalty 294.970743 = -95965.469034 nChanged 25 SP:Iteration 27Q (63.020233 sec): 3 clusters Score: Raw -96277.362601 + Penalty 291.206381 = -95986.156220 nChanged 15 SP:Iteration 28Q (63.022979 sec): 3 clusters Score: Raw -96285.270600 + Penalty 292.315844 = -95992.954756 nChanged 12 SP:Iteration 29Q (63.025713 sec): 3 clusters Score: Raw -96290.905817 + Penalty 295.766811 = -95995.139006 nChanged 9 SP:Iteration 30F (63.029100 sec): 3 clusters Score: Raw -96293.507981 + Penalty 331.282454 = -95962.225527 nChanged 10 SP:Iteration 31F (63.032428 sec): 3 clusters Score: Raw -96300.478019 + Penalty 189.322404 = -96111.155616 nChanged 11 SP:Iteration 32Q (63.035034 sec): 2 clusters Score: Raw -96313.345914 + Penalty 189.322404 = -96124.023510 nChanged 0 SP:Iteration 33F (63.037634 sec): 2 clusters Score: Raw -96313.345914 + Penalty 189.322404 = -96124.023510 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 30 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.043149 sec): 2 clusters Score: Raw -6710.699455 + Penalty 366.596693 = -6344.102762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.043591 sec): 3 clusters Score: Raw -6677.808710 + Penalty 796.963890 = -5880.844820 nChanged 26 SP:Iteration 1F (63.044049 sec): 3 clusters Score: Raw -6720.140242 + Penalty 815.980675 = -5904.159567 nChanged 8 SP:Iteration 2F (63.044490 sec): 3 clusters Score: Raw -6733.486143 + Penalty 827.634067 = -5905.852075 nChanged 4 SP:Iteration 3Q (63.044925 sec): 3 clusters Score: Raw -6740.060152 + Penalty 831.331469 = -5908.728684 nChanged 1 SP:Iteration 4Q (63.045351 sec): 3 clusters Score: Raw -6745.177080 + Penalty 842.471177 = -5902.705904 nChanged 1 SP:Iteration 5F (63.045793 sec): 3 clusters Score: Raw -6748.070325 + Penalty 851.409965 = -5896.660361 nChanged 1 SP:Iteration 6F (63.046233 sec): 3 clusters Score: Raw -6751.225646 + Penalty 851.409965 = -5899.815681 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 31 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.046764 sec): 2 clusters Score: Raw -1403.514812 + Penalty 133.185559 = -1270.329253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.047022 sec): 3 clusters Score: Raw -1402.247232 + Penalty 311.056506 = -1091.190726 nChanged 5 SP:Iteration 1F (63.047279 sec): 3 clusters Score: Raw -1413.062365 + Penalty 337.542251 = -1075.520114 nChanged 2 SP:Iteration 2F (63.047535 sec): 3 clusters Score: Raw -1415.280038 + Penalty 343.768956 = -1071.511082 nChanged 1 SP:Iteration 3F (63.047791 sec): 3 clusters Score: Raw -1416.174291 + Penalty 343.768956 = -1072.405334 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 32 (86 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.048475 sec): 2 clusters Score: Raw -4953.348604 + Penalty 467.516919 = -4485.831685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.048840 sec): 3 clusters Score: Raw -4964.922583 + Penalty 925.688296 = -4039.234287 nChanged 10 SP:Iteration 1F (63.049198 sec): 3 clusters Score: Raw -4978.131727 + Penalty 926.802512 = -4051.329215 nChanged 1 SP:Iteration 2Q (63.049549 sec): 3 clusters Score: Raw -4979.670992 + Penalty 926.802512 = -4052.868480 nChanged 0 SP:Iteration 3F (63.049906 sec): 3 clusters Score: Raw -4979.670992 + Penalty 926.802512 = -4052.868480 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 33 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.050502 sec): 2 clusters Score: Raw -2957.513711 + Penalty 439.061548 = -2518.452163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.050808 sec): 3 clusters Score: Raw -2998.540090 + Penalty 876.644102 = -2121.895987 nChanged 5 SP:Iteration 1F (63.051104 sec): 3 clusters Score: Raw -3015.451453 + Penalty 876.644102 = -2138.807351 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 34 (530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.053021 sec): 2 clusters Score: Raw -31508.855347 + Penalty 673.239728 = -30835.615619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.054174 sec): 3 clusters Score: Raw -31274.876988 + Penalty 1343.257844 = -29931.619143 nChanged 143 SP:Iteration 1F (63.055335 sec): 3 clusters Score: Raw -31380.917089 + Penalty 1342.632086 = -30038.285004 nChanged 45 SP:Iteration 2F (63.056458 sec): 3 clusters Score: Raw -31413.258196 + Penalty 1342.424606 = -30070.833589 nChanged 22 SP:Iteration 3Q (63.057578 sec): 3 clusters Score: Raw -31425.906951 + Penalty 1343.036154 = -30082.870798 nChanged 14 SP:Iteration 4Q (63.058695 sec): 3 clusters Score: Raw -31433.435945 + Penalty 1343.624180 = -30089.811765 nChanged 9 SP:Iteration 5Q (63.059812 sec): 3 clusters Score: Raw -31440.602063 + Penalty 1344.716002 = -30095.886061 nChanged 15 SP:Iteration 6Q (63.060932 sec): 3 clusters Score: Raw -31449.929845 + Penalty 1347.386816 = -30102.543030 nChanged 10 SP:Iteration 7Q (63.062033 sec): 3 clusters Score: Raw -31455.301619 + Penalty 1347.993306 = -30107.308313 nChanged 10 SP:Iteration 8Q (63.063135 sec): 3 clusters Score: Raw -31461.878770 + Penalty 1348.253373 = -30113.625396 nChanged 5 SP:Iteration 9Q (63.064258 sec): 3 clusters Score: Raw -31464.269072 + Penalty 1351.221304 = -30113.047768 nChanged 7 SP:Iteration 10F (63.065376 sec): 3 clusters Score: Raw -31469.306785 + Penalty 1354.510162 = -30114.796623 nChanged 7 SP:Iteration 11Q (63.066489 sec): 3 clusters Score: Raw -31474.241697 + Penalty 1355.318841 = -30118.922856 nChanged 6 SP:Iteration 12Q (63.067599 sec): 3 clusters Score: Raw -31480.348730 + Penalty 1357.261210 = -30123.087521 nChanged 5 SP:Iteration 13Q (63.068708 sec): 3 clusters Score: Raw -31483.972506 + Penalty 1359.442924 = -30124.529582 nChanged 6 SP:Iteration 14Q (63.069815 sec): 3 clusters Score: Raw -31487.185296 + Penalty 1360.410877 = -30126.774420 nChanged 3 SP:Iteration 15Q (63.070930 sec): 3 clusters Score: Raw -31489.727924 + Penalty 1362.209330 = -30127.518594 nChanged 4 SP:Iteration 16Q (63.072038 sec): 3 clusters Score: Raw -31492.612809 + Penalty 1362.226066 = -30130.386744 nChanged 2 SP:Iteration 17Q (63.073144 sec): 3 clusters Score: Raw -31493.681487 + Penalty 1361.887851 = -30131.793636 nChanged 1 SP:Iteration 18Q (63.074378 sec): 3 clusters Score: Raw -31493.840802 + Penalty 1361.887851 = -30131.952951 nChanged 0 SP:Iteration 19F (63.075580 sec): 3 clusters Score: Raw -31493.840802 + Penalty 1361.887851 = -30131.952951 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 35 (163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.076521 sec): 2 clusters Score: Raw -6752.366259 + Penalty 407.938009 = -6344.428250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.077040 sec): 3 clusters Score: Raw -6763.610206 + Penalty 815.674665 = -5947.935540 nChanged 31 SP:Iteration 1F (63.077550 sec): 3 clusters Score: Raw -6823.102430 + Penalty 816.024311 = -6007.078120 nChanged 9 SP:Iteration 2F (63.078056 sec): 3 clusters Score: Raw -6853.293226 + Penalty 815.920783 = -6037.372443 nChanged 5 SP:Iteration 3Q (63.078540 sec): 3 clusters Score: Raw -6866.560075 + Penalty 815.766365 = -6050.793710 nChanged 3 SP:Iteration 4Q (63.079019 sec): 3 clusters Score: Raw -6874.276629 + Penalty 815.649517 = -6058.627112 nChanged 4 SP:Iteration 5Q (63.079490 sec): 3 clusters Score: Raw -6884.903251 + Penalty 815.816059 = -6069.087192 nChanged 4 SP:Iteration 6Q (63.079956 sec): 3 clusters Score: Raw -6892.755147 + Penalty 815.373059 = -6077.382088 nChanged 2 SP:Iteration 7Q (63.080420 sec): 3 clusters Score: Raw -6898.268484 + Penalty 815.590736 = -6082.677748 nChanged 1 SP:Iteration 8Q (63.080885 sec): 3 clusters Score: Raw -6900.315855 + Penalty 816.228679 = -6084.087176 nChanged 2 SP:Iteration 9Q (63.081347 sec): 3 clusters Score: Raw -6902.052182 + Penalty 816.228679 = -6085.823504 nChanged 0 SP:Iteration 10F (63.081838 sec): 3 clusters Score: Raw -6902.052182 + Penalty 816.228679 = -6085.823504 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 36 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.082513 sec): 2 clusters Score: Raw -4031.433510 + Penalty 416.908538 = -3614.524972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.082844 sec): 3 clusters Score: Raw -4023.905030 + Penalty 832.792916 = -3191.112115 nChanged 2 SP:Iteration 1Q (63.083166 sec): 3 clusters Score: Raw -4029.357474 + Penalty 833.737310 = -3195.620164 nChanged 1 SP:Iteration 2Q (63.083487 sec): 3 clusters Score: Raw -4030.239460 + Penalty 833.737310 = -3196.502150 nChanged 0 SP:Iteration 3F (63.083811 sec): 3 clusters Score: Raw -4030.239460 + Penalty 833.737310 = -3196.502150 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 37 (675 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.087214 sec): 2 clusters Score: Raw -33795.269811 + Penalty 999.160223 = -32796.109587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.088609 sec): 3 clusters Score: Raw -33618.296863 + Penalty 1997.951818 = -31620.345044 nChanged 180 SP:Iteration 1F (63.089984 sec): 3 clusters Score: Raw -33805.281814 + Penalty 1997.787942 = -31807.493872 nChanged 49 SP:Iteration 2F (63.091360 sec): 3 clusters Score: Raw -33883.999835 + Penalty 1997.196723 = -31886.803112 nChanged 31 SP:Iteration 3Q (63.092715 sec): 3 clusters Score: Raw -33929.972075 + Penalty 1997.430872 = -31932.541203 nChanged 19 SP:Iteration 4Q (63.094042 sec): 3 clusters Score: Raw -33969.328970 + Penalty 1997.683021 = -31971.645949 nChanged 17 SP:Iteration 5Q (63.095360 sec): 3 clusters Score: Raw -33997.846579 + Penalty 1998.153280 = -31999.693300 nChanged 14 SP:Iteration 6Q (63.096679 sec): 3 clusters Score: Raw -34017.844910 + Penalty 1998.427742 = -32019.417169 nChanged 24 SP:Iteration 7Q (63.097978 sec): 3 clusters Score: Raw -34054.042354 + Penalty 1998.612448 = -32055.429906 nChanged 18 SP:Iteration 8Q (63.099266 sec): 3 clusters Score: Raw -34091.341877 + Penalty 1998.612139 = -32092.729738 nChanged 16 SP:Iteration 9Q (63.100545 sec): 3 clusters Score: Raw -34120.670817 + Penalty 1998.752850 = -32121.917967 nChanged 13 SP:Iteration 10F (63.101930 sec): 3 clusters Score: Raw -34143.813803 + Penalty 1998.890321 = -32144.923482 nChanged 9 SP:Iteration 11Q (63.103198 sec): 3 clusters Score: Raw -34158.921449 + Penalty 1998.950037 = -32159.971412 nChanged 8 SP:Iteration 12Q (63.104451 sec): 3 clusters Score: Raw -34178.073535 + Penalty 1999.349362 = -32178.724173 nChanged 7 SP:Iteration 13Q (63.105709 sec): 3 clusters Score: Raw -34193.203235 + Penalty 1999.494521 = -32193.708714 nChanged 9 SP:Iteration 14Q (63.106938 sec): 3 clusters Score: Raw -34220.909191 + Penalty 2000.107318 = -32220.801873 nChanged 12 SP:Iteration 15Q (63.108153 sec): 3 clusters Score: Raw -34252.442762 + Penalty 2000.409404 = -32252.033358 nChanged 7 SP:Iteration 16Q (63.109355 sec): 3 clusters Score: Raw -34269.186332 + Penalty 2000.378208 = -32268.808125 nChanged 6 SP:Iteration 17Q (63.110553 sec): 3 clusters Score: Raw -34284.274324 + Penalty 2000.127300 = -32284.147024 nChanged 6 SP:Iteration 18Q (63.111738 sec): 3 clusters Score: Raw -34309.610286 + Penalty 2000.266368 = -32309.343918 nChanged 5 SP:Iteration 19Q (63.112910 sec): 3 clusters Score: Raw -34325.190925 + Penalty 2000.611941 = -32324.578984 nChanged 6 SP:Iteration 20F (63.114274 sec): 3 clusters Score: Raw -34340.669033 + Penalty 2001.259611 = -32339.409422 nChanged 6 SP:Iteration 21Q (63.115430 sec): 3 clusters Score: Raw -34360.376726 + Penalty 2001.994304 = -32358.382421 nChanged 6 SP:Iteration 22Q (63.116593 sec): 3 clusters Score: Raw -34376.031791 + Penalty 2002.511744 = -32373.520047 nChanged 4 SP:Iteration 23Q (63.117730 sec): 3 clusters Score: Raw -34388.517130 + Penalty 2002.636327 = -32385.880803 nChanged 3 SP:Iteration 24Q (63.118865 sec): 3 clusters Score: Raw -34393.314322 + Penalty 2002.767534 = -32390.546788 nChanged 1 SP:Iteration 25Q (63.119998 sec): 3 clusters Score: Raw -34394.117764 + Penalty 2002.767534 = -32391.350230 nChanged 0 SP:Iteration 26F (63.121396 sec): 3 clusters Score: Raw -34394.117764 + Penalty 2002.767534 = -32391.350230 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 38 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.123544 sec): 2 clusters Score: Raw -12868.717020 + Penalty 722.075204 = -12146.641816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.124173 sec): 3 clusters Score: Raw -12830.284197 + Penalty 1443.619049 = -11386.665147 nChanged 39 SP:Iteration 1F (63.124789 sec): 3 clusters Score: Raw -12893.001992 + Penalty 1443.765242 = -11449.236750 nChanged 13 SP:Iteration 2F (63.125404 sec): 3 clusters Score: Raw -12910.907174 + Penalty 1443.370165 = -11467.537009 nChanged 6 SP:Iteration 3Q (63.126008 sec): 3 clusters Score: Raw -12924.387016 + Penalty 1443.000022 = -11481.386994 nChanged 3 SP:Iteration 4Q (63.126608 sec): 3 clusters Score: Raw -12933.513892 + Penalty 1443.287982 = -11490.225909 nChanged 2 SP:Iteration 5Q (63.127205 sec): 3 clusters Score: Raw -12937.562758 + Penalty 1443.287982 = -11494.274776 nChanged 0 SP:Iteration 6F (63.127821 sec): 3 clusters Score: Raw -12937.562758 + Penalty 1443.287982 = -11494.274776 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 39 (496 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.129770 sec): 2 clusters Score: Raw -27534.372400 + Penalty 478.217170 = -27056.155230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.130848 sec): 3 clusters Score: Raw -27290.267758 + Penalty 979.156613 = -26311.111145 nChanged 165 SP:Iteration 1F (63.131904 sec): 3 clusters Score: Raw -27427.325507 + Penalty 1008.795487 = -26418.530020 nChanged 56 SP:Iteration 2F (63.132959 sec): 3 clusters Score: Raw -27498.948071 + Penalty 1046.870870 = -26452.077201 nChanged 39 SP:Iteration 3F (63.134013 sec): 3 clusters Score: Raw -27552.325434 + Penalty 1054.813155 = -26497.512279 nChanged 5 SP:Iteration 4Q (63.135022 sec): 3 clusters Score: Raw -27556.883464 + Penalty 1054.337597 = -26502.545867 nChanged 3 SP:Iteration 5Q (63.136018 sec): 3 clusters Score: Raw -27560.555799 + Penalty 1057.168896 = -26503.386903 nChanged 1 SP:Iteration 6Q (63.137005 sec): 3 clusters Score: Raw -27561.437910 + Penalty 1060.008584 = -26501.429326 nChanged 3 SP:Iteration 7F (63.138058 sec): 3 clusters Score: Raw -27566.504351 + Penalty 1057.485653 = -26509.018697 nChanged 2 SP:Iteration 8Q (63.139037 sec): 3 clusters Score: Raw -27568.348985 + Penalty 1057.474656 = -26510.874330 nChanged 1 SP:Iteration 9Q (63.140009 sec): 3 clusters Score: Raw -27568.730559 + Penalty 1060.809964 = -26507.920595 nChanged 1 SP:Iteration 10F (63.141083 sec): 3 clusters Score: Raw -27569.204517 + Penalty 1060.809964 = -26508.394553 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 40 (762 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.144961 sec): 2 clusters Score: Raw -42703.663041 + Penalty 705.575632 = -41998.087409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.146497 sec): 3 clusters Score: Raw -42371.862727 + Penalty 1405.319057 = -40966.543670 nChanged 238 SP:Iteration 1F (63.147993 sec): 3 clusters Score: Raw -42572.683092 + Penalty 1393.725944 = -41178.957148 nChanged 90 SP:Iteration 2F (63.149487 sec): 3 clusters Score: Raw -42719.432863 + Penalty 1383.935801 = -41335.497062 nChanged 72 SP:Iteration 3F (63.151027 sec): 3 clusters Score: Raw -42830.106494 + Penalty 1381.943166 = -41448.163328 nChanged 41 SP:Iteration 4F (63.152539 sec): 3 clusters Score: Raw -42891.958992 + Penalty 1385.313388 = -41506.645604 nChanged 27 SP:Iteration 5Q (63.153978 sec): 3 clusters Score: Raw -42922.698023 + Penalty 1388.122495 = -41534.575527 nChanged 19 SP:Iteration 6Q (63.155393 sec): 3 clusters Score: Raw -42941.333719 + Penalty 1392.672405 = -41548.661314 nChanged 21 SP:Iteration 7Q (63.156844 sec): 3 clusters Score: Raw -42964.835132 + Penalty 1400.239427 = -41564.595704 nChanged 20 SP:Iteration 8Q (63.158296 sec): 3 clusters Score: Raw -42983.744220 + Penalty 1403.979799 = -41579.764421 nChanged 12 SP:Iteration 9Q (63.159705 sec): 3 clusters Score: Raw -42993.334230 + Penalty 1406.556613 = -41586.777617 nChanged 4 SP:Iteration 10F (63.161213 sec): 3 clusters Score: Raw -42999.578483 + Penalty 1408.509621 = -41591.068862 nChanged 3 SP:Iteration 11Q (63.162633 sec): 3 clusters Score: Raw -43002.016547 + Penalty 1409.835278 = -41592.181268 nChanged 4 SP:Iteration 12Q (63.164038 sec): 3 clusters Score: Raw -43004.869780 + Penalty 1411.151264 = -41593.718516 nChanged 2 SP:Iteration 13Q (63.165443 sec): 3 clusters Score: Raw -43006.346245 + Penalty 1412.461397 = -41593.884848 nChanged 2 SP:Iteration 14Q (63.166864 sec): 3 clusters Score: Raw -43007.194102 + Penalty 1413.125248 = -41594.068854 nChanged 1 SP:Iteration 15Q (63.168264 sec): 3 clusters Score: Raw -43007.417845 + Penalty 1413.125248 = -41594.292597 nChanged 0 SP:Iteration 16F (63.169768 sec): 3 clusters Score: Raw -43007.417845 + Penalty 1413.125248 = -41594.292597 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 43 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.170547 sec): 2 clusters Score: Raw -3222.435943 + Penalty 113.422962 = -3109.012980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.170908 sec): 3 clusters Score: Raw -3236.312494 + Penalty 227.416056 = -3008.896438 nChanged 13 SP:Iteration 1F (63.171261 sec): 3 clusters Score: Raw -3249.893445 + Penalty 225.990157 = -3023.903288 nChanged 4 SP:Iteration 2F (63.171614 sec): 3 clusters Score: Raw -3259.997796 + Penalty 225.857373 = -3034.140423 nChanged 1 SP:Iteration 3Q (63.171965 sec): 3 clusters Score: Raw -3260.558494 + Penalty 226.215364 = -3034.343129 nChanged 1 SP:Iteration 4Q (63.172312 sec): 3 clusters Score: Raw -3260.917768 + Penalty 226.215364 = -3034.702404 nChanged 0 SP:Iteration 5F (63.172667 sec): 3 clusters Score: Raw -3260.917768 + Penalty 226.215364 = -3034.702404 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 45 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.173156 sec): 2 clusters Score: Raw -686.429448 + Penalty 248.164190 = -438.265258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.173382 sec): 3 clusters Score: Raw -690.222833 + Penalty 468.383164 = -221.839669 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 47 (92 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.174092 sec): 2 clusters Score: Raw -4651.951711 + Penalty 635.600101 = -4016.351610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.174469 sec): 3 clusters Score: Raw -4729.958454 + Penalty 1271.200202 = -3458.758252 nChanged 5 SP:Iteration 1F (63.174840 sec): 3 clusters Score: Raw -4751.538488 + Penalty 1271.200202 = -3480.338285 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 48 (276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.176062 sec): 2 clusters Score: Raw -17876.865434 + Penalty 829.598739 = -17047.266695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.176775 sec): 3 clusters Score: Raw -17842.316791 + Penalty 1659.998504 = -16182.318287 nChanged 37 SP:Iteration 1F (63.177487 sec): 3 clusters Score: Raw -17908.545666 + Penalty 1660.617923 = -16247.927743 nChanged 11 SP:Iteration 2Q (63.178177 sec): 3 clusters Score: Raw -17935.140005 + Penalty 1660.825956 = -16274.314049 nChanged 7 SP:Iteration 3Q (63.178840 sec): 3 clusters Score: Raw -17944.219206 + Penalty 1661.018508 = -16283.200699 nChanged 3 SP:Iteration 4Q (63.179500 sec): 3 clusters Score: Raw -17951.211347 + Penalty 1660.948293 = -16290.263054 nChanged 1 SP:Iteration 5Q (63.180161 sec): 3 clusters Score: Raw -17953.703617 + Penalty 1660.948293 = -16292.755324 nChanged 0 SP:Iteration 6F (63.180887 sec): 3 clusters Score: Raw -17953.703617 + Penalty 1660.948293 = -16292.755324 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 50 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.181401 sec): 2 clusters Score: Raw -888.564484 + Penalty 280.488805 = -608.075679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.181642 sec): 3 clusters Score: Raw -924.840174 + Penalty 557.601025 = -367.239149 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 52 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.182154 sec): 2 clusters Score: Raw -903.685537 + Penalty 248.661173 = -655.024365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.182395 sec): 3 clusters Score: Raw -935.978027 + Penalty 488.899231 = -447.078796 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 53 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.182909 sec): 2 clusters Score: Raw -1108.696151 + Penalty 251.840117 = -856.856034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.183159 sec): 3 clusters Score: Raw -1165.303827 + Penalty 507.132463 = -658.171365 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 54 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.183809 sec): 2 clusters Score: Raw -3710.683128 + Penalty 378.957471 = -3331.725657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.184159 sec): 3 clusters Score: Raw -3729.011846 + Penalty 767.098375 = -2961.913470 nChanged 11 SP:Iteration 1F (63.184502 sec): 3 clusters Score: Raw -3756.809816 + Penalty 769.595838 = -2987.213978 nChanged 3 SP:Iteration 2Q (63.184836 sec): 3 clusters Score: Raw -3766.501112 + Penalty 769.595838 = -2996.905274 nChanged 0 SP:Iteration 3F (63.185177 sec): 3 clusters Score: Raw -3766.501112 + Penalty 769.595838 = -2996.905274 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 55 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.185762 sec): 2 clusters Score: Raw -2174.040624 + Penalty 126.861842 = -2047.178782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.186072 sec): 3 clusters Score: Raw -2183.103251 + Penalty 254.821095 = -1928.282156 nChanged 6 SP:Iteration 1F (63.186370 sec): 3 clusters Score: Raw -2191.347461 + Penalty 261.172903 = -1930.174558 nChanged 3 SP:Iteration 2F (63.186666 sec): 3 clusters Score: Raw -2198.086547 + Penalty 261.172903 = -1936.913644 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 56 (97 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.187391 sec): 2 clusters Score: Raw -4678.599861 + Penalty 707.016520 = -3971.583341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.187777 sec): 3 clusters Score: Raw -4825.379707 + Penalty 1413.730871 = -3411.648836 nChanged 5 SP:Iteration 1F (63.188157 sec): 3 clusters Score: Raw -4854.168575 + Penalty 1413.980729 = -3440.187846 nChanged 1 SP:Iteration 2Q (63.188504 sec): 3 clusters Score: Raw -4860.967105 + Penalty 1413.980729 = -3446.986377 nChanged 0 SP:Iteration 3F (63.188882 sec): 3 clusters Score: Raw -4860.967105 + Penalty 1413.980729 = -3446.986377 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 57 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.189453 sec): 2 clusters Score: Raw -1908.336553 + Penalty 78.886610 = -1829.449943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.189744 sec): 3 clusters Score: Raw -1905.562448 + Penalty 157.773220 = -1747.789228 nChanged 15 SP:Iteration 1F (63.190028 sec): 3 clusters Score: Raw -1927.565000 + Penalty 169.230593 = -1758.334408 nChanged 5 SP:Iteration 2F (63.190333 sec): 3 clusters Score: Raw -1942.880075 + Penalty 179.402295 = -1763.477779 nChanged 2 SP:Iteration 3Q (63.190610 sec): 3 clusters Score: Raw -1950.409477 + Penalty 179.402295 = -1771.007182 nChanged 0 SP:Iteration 4F (63.190896 sec): 3 clusters Score: Raw -1950.409477 + Penalty 179.402295 = -1771.007182 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 58 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.191424 sec): 2 clusters Score: Raw -1673.533024 + Penalty 352.162172 = -1321.370852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.191687 sec): 3 clusters Score: Raw -1701.436344 + Penalty 707.832174 = -993.604170 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 59 (70 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.192318 sec): 2 clusters Score: Raw -2272.768366 + Penalty 310.191619 = -1962.576747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.192652 sec): 3 clusters Score: Raw -2346.266067 + Penalty 658.166388 = -1688.099679 nChanged 6 SP:Iteration 1F (63.192982 sec): 3 clusters Score: Raw -2370.087806 + Penalty 671.006145 = -1699.081661 nChanged 2 SP:Iteration 2Q (63.193288 sec): 3 clusters Score: Raw -2377.435692 + Penalty 671.006145 = -1706.429547 nChanged 0 SP:Iteration 3F (63.193616 sec): 3 clusters Score: Raw -2377.435692 + Penalty 671.006145 = -1706.429547 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 60 (278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.194804 sec): 2 clusters Score: Raw -12903.049440 + Penalty 788.625272 = -12114.424168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.195503 sec): 3 clusters Score: Raw -12904.411271 + Penalty 1578.663475 = -11325.747797 nChanged 45 SP:Iteration 1F (63.196206 sec): 3 clusters Score: Raw -12992.759094 + Penalty 1578.962918 = -11413.796177 nChanged 7 SP:Iteration 2Q (63.196864 sec): 3 clusters Score: Raw -13006.075003 + Penalty 1579.852798 = -11426.222205 nChanged 3 SP:Iteration 3Q (63.197517 sec): 3 clusters Score: Raw -13013.445908 + Penalty 1580.543954 = -11432.901953 nChanged 1 SP:Iteration 4Q (63.198168 sec): 3 clusters Score: Raw -13014.363789 + Penalty 1580.704784 = -11433.659005 nChanged 1 SP:Iteration 5Q (63.198818 sec): 3 clusters Score: Raw -13015.207012 + Penalty 1580.704784 = -11434.502228 nChanged 0 SP:Iteration 6F (63.199497 sec): 3 clusters Score: Raw -13015.207012 + Penalty 1580.704784 = -11434.502228 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 62 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.200101 sec): 2 clusters Score: Raw -2478.603158 + Penalty 262.990352 = -2215.612806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.200411 sec): 3 clusters Score: Raw -2537.641273 + Penalty 538.352094 = -1999.289179 nChanged 3 SP:Iteration 1F (63.200719 sec): 3 clusters Score: Raw -2551.022537 + Penalty 538.352094 = -2012.670443 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 63 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.201339 sec): 2 clusters Score: Raw -3394.139810 + Penalty 529.349182 = -2864.790628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.201671 sec): 3 clusters Score: Raw -3455.517218 + Penalty 1056.845883 = -2398.671334 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 65 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.202193 sec): 2 clusters Score: Raw -1117.746929 + Penalty 286.389496 = -831.357433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.202438 sec): 3 clusters Score: Raw -1138.789751 + Penalty 576.007417 = -562.782334 nChanged 1 SP:Iteration 1Q (63.202701 sec): 3 clusters Score: Raw -1143.767158 + Penalty 576.007417 = -567.759741 nChanged 0 SP:Iteration 2F (63.202941 sec): 3 clusters Score: Raw -1143.767158 + Penalty 576.007417 = -567.759741 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 67 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.203416 sec): 2 clusters Score: Raw -343.850808 + Penalty 177.747753 = -166.103055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.203636 sec): 3 clusters Score: Raw -361.566256 + Penalty 352.022126 = -9.544131 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 72 (114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.204401 sec): 2 clusters Score: Raw -6337.031217 + Penalty 385.041220 = -5951.989997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.204825 sec): 3 clusters Score: Raw -6303.453298 + Penalty 774.303330 = -5529.149968 nChanged 25 SP:Iteration 1F (63.205244 sec): 3 clusters Score: Raw -6335.878641 + Penalty 780.060160 = -5555.818481 nChanged 5 SP:Iteration 2Q (63.205657 sec): 3 clusters Score: Raw -6341.033009 + Penalty 779.919032 = -5561.113978 nChanged 1 SP:Iteration 3Q (63.206068 sec): 3 clusters Score: Raw -6341.811919 + Penalty 780.212711 = -5561.599208 nChanged 1 SP:Iteration 4Q (63.206479 sec): 3 clusters Score: Raw -6343.850531 + Penalty 780.212711 = -5563.637821 nChanged 0 SP:Iteration 5F (63.206897 sec): 3 clusters Score: Raw -6343.850531 + Penalty 780.212711 = -5563.637821 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 73 (93 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.207601 sec): 2 clusters Score: Raw -5148.286252 + Penalty 615.094980 = -4533.191272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.207984 sec): 3 clusters Score: Raw -5271.681064 + Penalty 1234.921053 = -4036.760011 nChanged 10 SP:Iteration 1F (63.208360 sec): 3 clusters Score: Raw -5313.257628 + Penalty 1234.565409 = -4078.692219 nChanged 1 SP:Iteration 2Q (63.208713 sec): 3 clusters Score: Raw -5318.821342 + Penalty 1234.565409 = -4084.255933 nChanged 0 SP:Iteration 3F (63.209087 sec): 3 clusters Score: Raw -5318.821342 + Penalty 1234.565409 = -4084.255933 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 74 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.209567 sec): 2 clusters Score: Raw -526.440761 + Penalty 205.964386 = -320.476375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.209789 sec): 3 clusters Score: Raw -521.785976 + Penalty 414.379812 = -107.406165 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 77 (129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.210570 sec): 2 clusters Score: Raw -6525.217005 + Penalty 422.137224 = -6103.079781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.211017 sec): 3 clusters Score: Raw -6551.134705 + Penalty 853.175916 = -5697.958789 nChanged 16 SP:Iteration 1F (63.211454 sec): 3 clusters Score: Raw -6579.539604 + Penalty 856.906814 = -5722.632791 nChanged 3 SP:Iteration 2Q (63.211881 sec): 3 clusters Score: Raw -6582.994730 + Penalty 856.906814 = -5726.087916 nChanged 0 SP:Iteration 3F (63.212317 sec): 3 clusters Score: Raw -6582.994730 + Penalty 856.906814 = -5726.087916 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 78 (194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.213261 sec): 2 clusters Score: Raw -8649.059116 + Penalty 116.714649 = -8532.344468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.213822 sec): 3 clusters Score: Raw -8553.860108 + Penalty 235.089651 = -8318.770457 nChanged 63 SP:Iteration 1F (63.214357 sec): 3 clusters Score: Raw -8621.392119 + Penalty 240.913891 = -8380.478227 nChanged 25 SP:Iteration 2F (63.214940 sec): 3 clusters Score: Raw -8649.625280 + Penalty 241.102231 = -8408.523049 nChanged 7 SP:Iteration 3Q (63.215471 sec): 3 clusters Score: Raw -8655.103628 + Penalty 240.506721 = -8414.596907 nChanged 1 SP:Iteration 4Q (63.215997 sec): 3 clusters Score: Raw -8655.956507 + Penalty 240.652426 = -8415.304081 nChanged 1 SP:Iteration 5Q (63.216523 sec): 3 clusters Score: Raw -8656.370467 + Penalty 239.421970 = -8416.948497 nChanged 2 SP:Iteration 6Q (63.217049 sec): 3 clusters Score: Raw -8658.722414 + Penalty 241.017079 = -8417.705335 nChanged 2 SP:Iteration 7Q (63.217575 sec): 3 clusters Score: Raw -8663.915890 + Penalty 241.891759 = -8422.024131 nChanged 1 SP:Iteration 8Q (63.218102 sec): 3 clusters Score: Raw -8665.070226 + Penalty 241.597903 = -8423.472323 nChanged 1 SP:Iteration 9Q (63.218628 sec): 3 clusters Score: Raw -8665.753542 + Penalty 241.915564 = -8423.837978 nChanged 1 SP:Iteration 10F (63.219164 sec): 3 clusters Score: Raw -8666.502416 + Penalty 241.927361 = -8424.575056 nChanged 1 SP:Iteration 11Q (63.219692 sec): 3 clusters Score: Raw -8667.216346 + Penalty 241.927361 = -8425.288985 nChanged 0 SP:Iteration 12F (63.220231 sec): 3 clusters Score: Raw -8667.216346 + Penalty 241.927361 = -8425.288985 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 79 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.220732 sec): 2 clusters Score: Raw -450.767027 + Penalty 149.935819 = -300.831208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.220960 sec): 3 clusters Score: Raw -442.640349 + Penalty 364.101721 = -78.538628 nChanged 1 SP:Iteration 1F (63.221178 sec): 3 clusters Score: Raw -444.873307 + Penalty 149.935819 = -294.937488 nChanged 1 SP:Iteration 2F (63.221376 sec): 2 clusters Score: Raw -450.767027 + Penalty 149.935819 = -300.831208 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 81 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.221919 sec): 2 clusters Score: Raw -1529.935207 + Penalty 162.922872 = -1367.012335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.222188 sec): 3 clusters Score: Raw -1540.323497 + Penalty 353.765505 = -1186.557993 nChanged 6 SP:Iteration 1F (63.222453 sec): 3 clusters Score: Raw -1555.826884 + Penalty 405.845414 = -1149.981470 nChanged 3 SP:Iteration 2F (63.222715 sec): 3 clusters Score: Raw -1569.558843 + Penalty 405.845414 = -1163.713429 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 83 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.223196 sec): 2 clusters Score: Raw -588.105164 + Penalty 228.161425 = -359.943739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.223421 sec): 3 clusters Score: Raw -594.009187 + Penalty 456.322850 = -137.686336 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 85 (99 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.224135 sec): 2 clusters Score: Raw -5639.562978 + Penalty 475.578594 = -5163.984384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.224530 sec): 3 clusters Score: Raw -5637.420363 + Penalty 948.889384 = -4688.530978 nChanged 9 SP:Iteration 1F (63.224918 sec): 3 clusters Score: Raw -5651.534703 + Penalty 953.811696 = -4697.723007 nChanged 3 SP:Iteration 2Q (63.225299 sec): 3 clusters Score: Raw -5655.605115 + Penalty 962.120016 = -4693.485098 nChanged 4 SP:Iteration 3F (63.225686 sec): 3 clusters Score: Raw -5664.997078 + Penalty 967.294846 = -4697.702233 nChanged 2 SP:Iteration 4Q (63.226064 sec): 3 clusters Score: Raw -5669.592380 + Penalty 973.097033 = -4696.495347 nChanged 2 SP:Iteration 5F (63.226451 sec): 3 clusters Score: Raw -5673.425919 + Penalty 975.927143 = -4697.498776 nChanged 2 SP:Iteration 6Q (63.226827 sec): 3 clusters Score: Raw -5681.968110 + Penalty 980.018806 = -4701.949304 nChanged 1 SP:Iteration 7Q (63.227221 sec): 3 clusters Score: Raw -5682.799233 + Penalty 980.018806 = -4702.780427 nChanged 0 SP:Iteration 8F (63.227607 sec): 3 clusters Score: Raw -5682.799233 + Penalty 980.018806 = -4702.780427 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 86 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.228118 sec): 2 clusters Score: Raw -1066.383323 + Penalty 254.921838 = -811.461485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.228365 sec): 3 clusters Score: Raw -1085.974684 + Penalty 505.363595 = -580.611089 nChanged 1 SP:Iteration 1Q (63.228602 sec): 3 clusters Score: Raw -1091.023748 + Penalty 505.363595 = -585.660153 nChanged 0 SP:Iteration 2F (63.228843 sec): 3 clusters Score: Raw -1091.023748 + Penalty 505.363595 = -585.660153 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 89 (316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.230175 sec): 2 clusters Score: Raw -18306.239480 + Penalty 693.840879 = -17612.398601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.230932 sec): 3 clusters Score: Raw -18219.412320 + Penalty 1390.643025 = -16828.769295 nChanged 54 SP:Iteration 1F (63.231676 sec): 3 clusters Score: Raw -18290.568969 + Penalty 1396.203196 = -16894.365774 nChanged 22 SP:Iteration 2F (63.232429 sec): 3 clusters Score: Raw -18322.638339 + Penalty 1403.097446 = -16919.540893 nChanged 12 SP:Iteration 3Q (63.233163 sec): 3 clusters Score: Raw -18341.366671 + Penalty 1410.828952 = -16930.537720 nChanged 14 SP:Iteration 4Q (63.233893 sec): 3 clusters Score: Raw -18355.833089 + Penalty 1415.664385 = -16940.168704 nChanged 8 SP:Iteration 5Q (63.234620 sec): 3 clusters Score: Raw -18366.700365 + Penalty 1420.460479 = -16946.239887 nChanged 8 SP:Iteration 6Q (63.235349 sec): 3 clusters Score: Raw -18378.414103 + Penalty 1423.187861 = -16955.226242 nChanged 4 SP:Iteration 7Q (63.236065 sec): 3 clusters Score: Raw -18383.002875 + Penalty 1426.723266 = -16956.279609 nChanged 3 SP:Iteration 8Q (63.236783 sec): 3 clusters Score: Raw -18387.613246 + Penalty 1431.125462 = -16956.487783 nChanged 4 SP:Iteration 9Q (63.237500 sec): 3 clusters Score: Raw -18393.797021 + Penalty 1432.796078 = -16961.000943 nChanged 3 SP:Iteration 10F (63.238243 sec): 3 clusters Score: Raw -18399.403343 + Penalty 1432.796078 = -16966.607264 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 91 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.238766 sec): 2 clusters Score: Raw -1074.870045 + Penalty 235.167712 = -839.702333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.239017 sec): 3 clusters Score: Raw -1098.755619 + Penalty 470.335424 = -628.420195 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 95 (89 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.239716 sec): 2 clusters Score: Raw -4587.854688 + Penalty 419.525327 = -4168.329361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.240088 sec): 3 clusters Score: Raw -4603.175959 + Penalty 841.759184 = -3761.416775 nChanged 11 SP:Iteration 1F (63.240452 sec): 3 clusters Score: Raw -4628.044885 + Penalty 845.588123 = -3782.456762 nChanged 2 SP:Iteration 2Q (63.240809 sec): 3 clusters Score: Raw -4633.882140 + Penalty 849.829473 = -3784.052667 nChanged 2 SP:Iteration 3Q (63.241161 sec): 3 clusters Score: Raw -4638.151142 + Penalty 852.546438 = -3785.604704 nChanged 2 SP:Iteration 4Q (63.241508 sec): 3 clusters Score: Raw -4643.424229 + Penalty 849.906403 = -3793.517826 nChanged 1 SP:Iteration 5Q (63.241854 sec): 3 clusters Score: Raw -4644.477349 + Penalty 849.906403 = -3794.570946 nChanged 0 SP:Iteration 6F (63.242219 sec): 3 clusters Score: Raw -4644.477349 + Penalty 849.906403 = -3794.570946 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 99 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.242721 sec): 2 clusters Score: Raw -413.140860 + Penalty 179.550249 = -233.590610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.242944 sec): 3 clusters Score: Raw -430.932362 + Penalty 371.398463 = -59.533899 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 100 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.243417 sec): 2 clusters Score: Raw -402.374646 + Penalty 190.796296 = -211.578351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.243636 sec): 3 clusters Score: Raw -402.005117 + Penalty 389.715975 = -12.289141 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 103 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.244137 sec): 2 clusters Score: Raw -897.326151 + Penalty 295.456200 = -601.869951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.244376 sec): 3 clusters Score: Raw -940.110309 + Penalty 596.296202 = -343.814107 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 104 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.244858 sec): 2 clusters Score: Raw -618.596719 + Penalty 225.791344 = -392.805376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.245085 sec): 3 clusters Score: Raw -633.205308 + Penalty 448.952038 = -184.253270 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 105 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.245745 sec): 2 clusters Score: Raw -4683.125199 + Penalty 523.609541 = -4159.515658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.246096 sec): 3 clusters Score: Raw -4725.687016 + Penalty 1048.326656 = -3677.360360 nChanged 7 SP:Iteration 1F (63.246443 sec): 3 clusters Score: Raw -4744.083002 + Penalty 1048.326656 = -3695.756346 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 107 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.246913 sec): 2 clusters Score: Raw -312.500185 + Penalty 82.264349 = -230.235836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.247122 sec): 3 clusters Score: Raw -310.727425 + Penalty 151.764907 = -158.962518 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 108 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.247598 sec): 2 clusters Score: Raw -451.069676 + Penalty 207.958476 = -243.111199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.247821 sec): 3 clusters Score: Raw -478.022767 + Penalty 413.842746 = -64.180021 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 111 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.248301 sec): 2 clusters Score: Raw -596.853861 + Penalty 211.582509 = -385.271353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.248530 sec): 3 clusters Score: Raw -617.330125 + Penalty 424.069206 = -193.260920 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 114 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.249002 sec): 2 clusters Score: Raw -378.014343 + Penalty 152.252732 = -225.761611 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.249222 sec): 3 clusters Score: Raw -376.666954 + Penalty 322.040093 = -54.626861 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 118 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.249710 sec): 2 clusters Score: Raw -595.693586 + Penalty 146.454988 = -449.238598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.249945 sec): 3 clusters Score: Raw -628.780723 + Penalty 271.068365 = -357.712357 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 121 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.250403 sec): 2 clusters Score: Raw -108.882048 + Penalty 43.889704 = -64.992344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.250609 sec): 3 clusters Score: Raw -102.765838 + Penalty 87.779408 = -14.986430 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 129 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.251078 sec): 2 clusters Score: Raw -247.013221 + Penalty 103.380836 = -143.632385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.251294 sec): 3 clusters Score: Raw -251.916494 + Penalty 207.642026 = -44.274468 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 130 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.251771 sec): 2 clusters Score: Raw -497.592119 + Penalty 214.807926 = -282.784193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.251994 sec): 3 clusters Score: Raw -500.733334 + Penalty 455.319270 = -45.414064 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 132 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.252472 sec): 2 clusters Score: Raw -430.664920 + Penalty 112.473775 = -318.191146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.252695 sec): 3 clusters Score: Raw -445.706206 + Penalty 226.661871 = -219.044335 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 134 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.253218 sec): 2 clusters Score: Raw -1399.766410 + Penalty 275.778148 = -1123.988262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.253477 sec): 3 clusters Score: Raw -1413.919673 + Penalty 551.556296 = -862.363376 nChanged 2 SP:Iteration 1F (63.253736 sec): 3 clusters Score: Raw -1419.909153 + Penalty 551.556296 = -868.352857 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 139 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.254206 sec): 2 clusters Score: Raw -338.262182 + Penalty 133.834951 = -204.427230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.254422 sec): 3 clusters Score: Raw -335.113178 + Penalty 302.640330 = -32.472848 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 141 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.254923 sec): 2 clusters Score: Raw -1028.700669 + Penalty 277.458120 = -751.242548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.255166 sec): 3 clusters Score: Raw -1037.908444 + Penalty 584.026786 = -453.881658 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 142 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.255627 sec): 2 clusters Score: Raw -170.727087 + Penalty 102.674091 = -68.052996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.255836 sec): 3 clusters Score: Raw -162.840252 + Penalty 221.993620 = 59.153368 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 143 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.256309 sec): 2 clusters Score: Raw -438.891973 + Penalty 198.464539 = -240.427434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.256528 sec): 3 clusters Score: Raw -452.809305 + Penalty 396.929078 = -55.880227 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 147 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.257034 sec): 2 clusters Score: Raw -772.371988 + Penalty 186.077825 = -586.294163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.257265 sec): 3 clusters Score: Raw -780.422014 + Penalty 367.601186 = -412.820829 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 149 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.257736 sec): 2 clusters Score: Raw -347.723093 + Penalty 127.435355 = -220.287738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.257955 sec): 3 clusters Score: Raw -349.935323 + Penalty 256.138711 = -93.796612 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 154 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.258423 sec): 2 clusters Score: Raw -331.927050 + Penalty 156.738697 = -175.188353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.258621 sec): 2 clusters Score: Raw -331.927050 + Penalty 156.738697 = -175.188353 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 157 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.259088 sec): 2 clusters Score: Raw -296.435380 + Penalty 134.113817 = -162.321563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.259304 sec): 3 clusters Score: Raw -300.080276 + Penalty 274.823145 = -25.257131 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 159 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.259779 sec): 2 clusters Score: Raw -508.978073 + Penalty 188.113485 = -320.864588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.260001 sec): 3 clusters Score: Raw -506.531520 + Penalty 368.174590 = -138.356930 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 165 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.260462 sec): 2 clusters Score: Raw -174.683473 + Penalty 100.065592 = -74.617882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.260657 sec): 2 clusters Score: Raw -174.683473 + Penalty 100.065592 = -74.617882 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 168 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.261140 sec): 2 clusters Score: Raw -543.367639 + Penalty 98.004866 = -445.362773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.261367 sec): 3 clusters Score: Raw -547.577454 + Penalty 191.131734 = -356.445721 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 174 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.261847 sec): 2 clusters Score: Raw -606.575764 + Penalty 236.068831 = -370.506933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.262074 sec): 3 clusters Score: Raw -610.785084 + Penalty 432.707386 = -178.077698 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 183 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.262530 sec): 2 clusters Score: Raw -110.666105 + Penalty 55.732954 = -54.933151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.262722 sec): 2 clusters Score: Raw -110.666105 + Penalty 55.732954 = -54.933151 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 185 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.263185 sec): 2 clusters Score: Raw -211.514123 + Penalty 89.000636 = -122.513487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.263396 sec): 3 clusters Score: Raw -207.592093 + Penalty 241.377868 = 33.785775 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 187 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.263868 sec): 2 clusters Score: Raw -116.711690 + Penalty 62.977497 = -53.734193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.264061 sec): 2 clusters Score: Raw -116.711690 + Penalty 62.977497 = -53.734193 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 188 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.264522 sec): 2 clusters Score: Raw -216.867411 + Penalty 111.540254 = -105.327157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.264717 sec): 2 clusters Score: Raw -216.867411 + Penalty 111.540254 = -105.327157 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 197 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.265173 sec): 2 clusters Score: Raw -109.287149 + Penalty 48.420794 = -60.866355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.265374 sec): 3 clusters Score: Raw -103.888748 + Penalty 96.841589 = -7.047160 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 202 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.265865 sec): 2 clusters Score: Raw -628.922522 + Penalty 113.459137 = -515.463385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.266102 sec): 3 clusters Score: Raw -641.172069 + Penalty 200.986619 = -440.185450 nChanged 1 SP:Iteration 1F (63.266332 sec): 3 clusters Score: Raw -648.592565 + Penalty 200.986619 = -447.605946 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 204 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.266794 sec): 2 clusters Score: Raw -229.314280 + Penalty 120.626650 = -108.687630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.267007 sec): 3 clusters Score: Raw -221.071905 + Penalty 250.213815 = 29.141911 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 206 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.267468 sec): 2 clusters Score: Raw -211.053600 + Penalty 84.759902 = -126.293698 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.267674 sec): 3 clusters Score: Raw -208.823243 + Penalty 139.033592 = -69.789651 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 215 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.268276 sec): 2 clusters Score: Raw -2493.748975 + Penalty 253.972570 = -2239.776405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.268595 sec): 3 clusters Score: Raw -2523.153887 + Penalty 526.488592 = -1996.665295 nChanged 5 SP:Iteration 1F (63.268906 sec): 3 clusters Score: Raw -2538.932144 + Penalty 541.194097 = -1997.738046 nChanged 2 SP:Iteration 2Q (63.269212 sec): 3 clusters Score: Raw -2544.225928 + Penalty 541.194097 = -2003.031830 nChanged 0 SP:Iteration 3F (63.269522 sec): 3 clusters Score: Raw -2544.225928 + Penalty 541.194097 = -2003.031830 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 217 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.269986 sec): 2 clusters Score: Raw -164.766187 + Penalty 106.222784 = -58.543403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.270192 sec): 3 clusters Score: Raw -159.517755 + Penalty 206.913006 = 47.395251 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 226 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.270642 sec): 2 clusters Score: Raw -49.640706 + Penalty 0.000000 = -49.640706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.270844 sec): 2 clusters Score: Raw -49.640706 + Penalty 0.000000 = -49.640706 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 227 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.271302 sec): 2 clusters Score: Raw -107.137116 + Penalty 47.556493 = -59.580622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.271508 sec): 3 clusters Score: Raw -100.681406 + Penalty 95.112986 = -5.568420 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 229 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.271959 sec): 2 clusters Score: Raw -47.972476 + Penalty 0.000000 = -47.972476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.272146 sec): 2 clusters Score: Raw -47.972476 + Penalty 0.000000 = -47.972476 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 230 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.272607 sec): 2 clusters Score: Raw -158.975636 + Penalty 98.231684 = -60.743952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.272817 sec): 3 clusters Score: Raw -155.602087 + Penalty 229.303662 = 73.701575 nChanged 0 Deleting Class 50 (16 points): Lose 76.724009 but Gain 1035.914201 Iteration 119Q (63.417357 sec): 107 clusters Score: Raw -1317891.476357 + Penalty 91638.413830 = -1226253.062527 nChanged 32 Deleting Class 47 (92 points): Lose 478.408901 but Gain 1439.353314 Iteration 120F (64.807301 sec): 106 clusters Score: Raw -1317456.154036 + Penalty 90238.793045 = -1227217.360991 nChanged 106 Deleting Class 63 (63 points): Lose 353.482452 but Gain 1308.298661 Iteration 121Q (64.945091 sec): 105 clusters Score: Raw -1317358.973722 + Penalty 89074.491963 = -1228284.481759 nChanged 103 Deleting Class 58 (28 points): Lose 128.514908 but Gain 1082.193104 Iteration 122Q (65.076529 sec): 104 clusters Score: Raw -1317462.180399 + Penalty 88034.631420 = -1229427.548979 nChanged 65 Deleting Class 100 (7 points): Lose 52.721017 but Gain 1004.016528 Iteration 123Q (65.204892 sec): 103 clusters Score: Raw -1317500.709783 + Penalty 87023.633257 = -1230477.076526 nChanged 43 Deleting Class 83 (10 points): Lose 65.059376 but Gain 1014.659297 Iteration 124Q (65.331947 sec): 102 clusters Score: Raw -1317494.423056 + Penalty 86070.154914 = -1231424.268142 nChanged 32 Deleting Class 217 (3 points): Lose 43.426139 but Gain 990.072352 Iteration 125Q (65.458080 sec): 101 clusters Score: Raw -1317487.633043 + Penalty 85095.685091 = -1232391.947952 nChanged 16 Deleting Class 45 (12 points): Lose 76.377380 but Gain 1022.639918 Iteration 126Q (65.586210 sec): 100 clusters Score: Raw -1317435.227708 + Penalty 84100.652649 = -1233334.575059 nChanged 33 Deleting Class 174 (11 points): Lose 62.109926 but Gain 1008.096586 Iteration 127Q (65.714177 sec): 99 clusters Score: Raw -1317416.536932 + Penalty 83106.260964 = -1234310.275967 nChanged 33 Deleting Class 103 (17 points): Lose 123.644760 but Gain 1067.843323 Iteration 128Q (65.837401 sec): 98 clusters Score: Raw -1317331.423814 + Penalty 82107.970163 = -1235223.453651 nChanged 30 Deleting Class 130 (9 points): Lose 65.864217 but Gain 1001.081788 Iteration 129Q (65.963443 sec): 97 clusters Score: Raw -1317323.726431 + Penalty 81152.846340 = -1236170.880091 nChanged 23 Deleting Class 33 (50 points): Lose 222.034747 but Gain 1159.319005 Iteration 130F (67.233718 sec): 96 clusters Score: Raw -1317139.091115 + Penalty 80084.727396 = -1237054.363719 nChanged 61 Deleting Class 142 (3 points): Lose 21.626488 but Gain 956.995993 Iteration 131Q (67.357564 sec): 95 clusters Score: Raw -1317217.427679 + Penalty 79180.721946 = -1238036.705732 nChanged 33 Deleting Class 104 (11 points): Lose 42.873315 but Gain 964.208117 Iteration 132Q (67.480141 sec): 94 clusters Score: Raw -1317198.646600 + Penalty 78171.601822 = -1239027.044778 nChanged 31 Deleting Class 65 (19 points): Lose 76.181929 but Gain 994.014164 Iteration 133Q (67.603826 sec): 93 clusters Score: Raw -1317151.445893 + Penalty 77131.122499 = -1240020.323394 nChanged 37 Deleting Class 74 (9 points): Lose 42.572214 but Gain 959.867729 Iteration 134Q (67.724473 sec): 92 clusters Score: Raw -1317156.646552 + Penalty 76222.087997 = -1240934.558555 nChanged 20 Deleting Class 187 (2 points): Lose 18.144730 but Gain 930.365592 Iteration 135Q (67.846826 sec): 91 clusters Score: Raw -1317158.646277 + Penalty 75344.706723 = -1241813.939553 nChanged 12 Deleting Class 141 (18 points): Lose 74.508967 but Gain 982.963614 Iteration 136Q (67.965087 sec): 90 clusters Score: Raw -1317098.613368 + Penalty 74413.616854 = -1242684.996514 nChanged 22 Deleting Class 143 (8 points): Lose 86.527274 but Gain 977.304529 Iteration 137Q (68.083977 sec): 89 clusters Score: Raw -1317045.156475 + Penalty 73441.477860 = -1243603.678615 nChanged 13 Deleting Class 26 (47 points): Lose 208.578886 but Gain 1089.687149 Iteration 138Q (68.203211 sec): 88 clusters Score: Raw -1316856.327416 + Penalty 72343.811143 = -1244512.516272 nChanged 51 Deleting Class 108 (9 points): Lose 91.062850 but Gain 969.160901 Iteration 139Q (68.322821 sec): 87 clusters Score: Raw -1316853.033972 + Penalty 71415.401388 = -1245437.632585 nChanged 23 Deleting Class 165 (3 points): Lose 57.223233 but Gain 932.682917 Iteration 140F (69.444561 sec): 86 clusters Score: Raw -1316845.090408 + Penalty 70515.084616 = -1246330.005792 nChanged 14 Deleting Class 204 (4 points): Lose 18.284652 but Gain 891.007820 Iteration 141Q (69.564149 sec): 85 clusters Score: Raw -1316857.814479 + Penalty 69632.733932 = -1247225.080547 nChanged 9 Deleting Class 230 (3 points): Lose 43.316531 but Gain 915.589582 Iteration 142Q (69.680054 sec): 84 clusters Score: Raw -1316828.386629 + Penalty 68714.551060 = -1248113.835570 nChanged 6 Deleting Class 67 (7 points): Lose 72.393185 but Gain 935.351924 Iteration 143Q (69.794937 sec): 83 clusters Score: Raw -1316765.808862 + Penalty 67759.374995 = -1249006.433867 nChanged 11 Deleting Class 154 (6 points): Lose 34.210404 but Gain 895.757040 Iteration 144Q (69.910155 sec): 82 clusters Score: Raw -1316761.214471 + Penalty 66768.921021 = -1249992.293450 nChanged 9 Deleting Class 3 (10 points): Lose 53.961778 but Gain 911.556669 Iteration 145Q (70.026276 sec): 81 clusters Score: Raw -1316719.650861 + Penalty 65848.672689 = -1250870.978172 nChanged 14 Deleting Class 99 (9 points): Lose 55.938894 but Gain 912.188005 Iteration 146Q (70.140738 sec): 80 clusters Score: Raw -1316682.701267 + Penalty 64942.762723 = -1251739.938544 nChanged 18 Deleting Class 32 (89 points): Lose 227.734694 but Gain 1081.138064 Iteration 147Q (70.254900 sec): 79 clusters Score: Raw -1316501.115333 + Penalty 63930.611459 = -1252570.503874 nChanged 101 Deleting Class 73 (111 points): Lose 536.929525 but Gain 1387.353045 Iteration 148Q (70.371464 sec): 78 clusters Score: Raw -1316132.701373 + Penalty 62790.080410 = -1253342.620963 nChanged 132 Deleting Class 105 (80 points): Lose 406.779444 but Gain 1237.527625 Iteration 149Q (70.489104 sec): 77 clusters Score: Raw -1315978.089250 + Penalty 61691.803071 = -1254286.286178 nChanged 110 Deleting Class 111 (11 points): Lose 75.916445 but Gain 903.531415 Iteration 150F (71.509918 sec): 76 clusters Score: Raw -1316171.449316 + Penalty 60793.725432 = -1255377.723885 nChanged 35 Deleting Class 183 (2 points): Lose 18.895594 but Gain 823.342073 Iteration 151Q (71.624733 sec): 75 clusters Score: Raw -1316200.878529 + Penalty 60006.082011 = -1256194.796518 nChanged 23 Deleting Class 36 (66 points): Lose 215.719532 but Gain 1011.934991 Iteration 152Q (71.737096 sec): 74 clusters Score: Raw -1316011.169608 + Penalty 59058.818291 = -1256952.351317 nChanged 87 Deleting Class 85 (109 points): Lose 303.467990 but Gain 1096.429861 Iteration 153Q (71.852068 sec): 73 clusters Score: Raw -1315849.722355 + Penalty 58100.563519 = -1257749.158836 nChanged 151 Deleting Class 188 (4 points): Lose 33.953773 but Gain 823.891228 Iteration 154Q (71.968681 sec): 72 clusters Score: Raw -1316037.930310 + Penalty 57304.367554 = -1258733.562756 nChanged 73 Deleting Class 159 (8 points): Lose 50.752792 but Gain 821.648418 Iteration 155Q (72.083535 sec): 71 clusters Score: Raw -1316065.508874 + Penalty 56559.045485 = -1259506.463389 nChanged 54 Deleting Class 114 (8 points): Lose 39.666798 but Gain 804.472359 Iteration 156Q (72.195216 sec): 70 clusters Score: Raw -1316078.244287 + Penalty 55783.286141 = -1260294.958146 nChanged 28 Deleting Class 139 (6 points): Lose 20.123253 but Gain 764.862809 Iteration 157Q (72.304737 sec): 69 clusters Score: Raw -1316086.325977 + Penalty 55025.062973 = -1261061.263004 nChanged 21 Deleting Class 53 (23 points): Lose 124.501925 but Gain 864.170280 Iteration 158Q (72.413737 sec): 68 clusters Score: Raw -1315978.338584 + Penalty 54195.788622 = -1261782.549961 nChanged 32 Deleting Class 157 (6 points): Lose 48.406938 but Gain 766.456515 Iteration 159Q (72.522715 sec): 67 clusters Score: Raw -1315987.419769 + Penalty 53457.750307 = -1262529.669461 nChanged 20 Deleting Class 4 (9 points): Lose 59.221977 but Gain 771.071082 Iteration 160F (73.400823 sec): 66 clusters Score: Raw -1315962.487218 + Penalty 52706.213889 = -1263256.273329 nChanged 22 Deleting Class 86 (21 points): Lose 151.254476 but Gain 857.396228 Iteration 161Q (73.509049 sec): 65 clusters Score: Raw -1315847.818211 + Penalty 51916.338955 = -1263931.479257 nChanged 37 Deleting Class 134 (32 points): Lose 181.320473 but Gain 883.570220 Iteration 162Q (73.617629 sec): 64 clusters Score: Raw -1315729.924900 + Penalty 51075.237614 = -1264654.687286 nChanged 53 Deleting Class 91 (20 points): Lose 108.203447 but Gain 803.837758 Iteration 163Q (73.726152 sec): 63 clusters Score: Raw -1315720.249477 + Penalty 50368.773108 = -1265351.476369 nChanged 38 Deleting Class 197 (2 points): Lose 24.845727 but Gain 715.319650 Iteration 164Q (73.832847 sec): 62 clusters Score: Raw -1315759.459773 + Penalty 49710.993194 = -1266048.466579 nChanged 22 Deleting Class 227 (2 points): Lose 18.700677 but Gain 702.551342 Iteration 165Q (73.938749 sec): 61 clusters Score: Raw -1315773.509556 + Penalty 49038.137053 = -1266735.372503 nChanged 15 Deleting Class 147 (13 points): Lose 49.298516 but Gain 728.600641 Iteration 166Q (74.045061 sec): 60 clusters Score: Raw -1315739.228601 + Penalty 48341.027222 = -1267398.201379 nChanged 23 Deleting Class 52 (31 points): Lose 219.905883 but Gain 889.720117 Iteration 167Q (74.150149 sec): 59 clusters Score: Raw -1315548.168339 + Penalty 47484.445154 = -1268063.723185 nChanged 41 Deleting Class 121 (2 points): Lose 5.215276 but Gain 648.381922 Iteration 168Q (74.255428 sec): 58 clusters Score: Raw -1315620.329380 + Penalty 46867.229967 = -1268753.099413 nChanged 17 Deleting Class 54 (113 points): Lose 357.796498 but Gain 996.225079 Iteration 169Q (74.364363 sec): 57 clusters Score: Raw -1315286.327588 + Penalty 46040.027200 = -1269246.300388 nChanged 118 Deleting Class 185 (4 points): Lose 24.851106 but Gain 657.402512 Iteration 170F (75.102923 sec): 56 clusters Score: Raw -1315458.790429 + Penalty 45432.637786 = -1270026.152644 nChanged 32 Deleting Class 79 (2 points): Lose 7.140279 but Gain 638.669930 Iteration 171Q (75.205472 sec): 55 clusters Score: Raw -1315495.307937 + Penalty 44814.433186 = -1270680.874752 nChanged 21 Deleting Class 129 (4 points): Lose 43.700459 but Gain 670.630106 Iteration 172Q (75.306509 sec): 54 clusters Score: Raw -1315470.918929 + Penalty 44167.656565 = -1271303.262363 nChanged 14 Deleting Class 226 (1 points): Lose 20.724957 but Gain 646.251757 Iteration 173Q (75.407602 sec): 53 clusters Score: Raw -1315468.244562 + Penalty 43527.976481 = -1271940.268081 nChanged 6 Deleting Class 56 (96 points): Lose 964.947222 but Gain 1587.646571 Iteration 174Q (75.507224 sec): 52 clusters Score: Raw -1314514.467029 + Penalty 42043.027936 = -1272471.439094 nChanged 99 Deleting Class 206 (4 points): Lose 24.213125 but Gain 626.078363 Iteration 175Q (75.612267 sec): 51 clusters Score: Raw -1314829.265822 + Penalty 41458.107679 = -1273371.158142 nChanged 31 Deleting Class 1 (215 points): Lose 594.318936 but Gain 1159.938937 Iteration 176Q (75.714636 sec): 50 clusters Score: Raw -1314276.913586 + Penalty 40410.205224 = -1273866.708362 nChanged 234 Deleting Class 30 (147 points): Lose 696.725895 but Gain 1258.182942 Iteration 177Q (75.817837 sec): 49 clusters Score: Raw -1313974.249182 + Penalty 39217.680942 = -1274756.568240 nChanged 199 Deleting Class 95 (109 points): Lose 437.537490 but Gain 962.033607 Iteration 178Q (75.920778 sec): 48 clusters Score: Raw -1313851.483250 + Penalty 38333.708730 = -1275517.774519 nChanged 184 Deleting Class 149 (7 points): Lose 55.841080 but Gain 552.885163 Iteration 179Q (76.021451 sec): 47 clusters Score: Raw -1314029.006215 + Penalty 37806.073076 = -1276222.933139 nChanged 94 Deleting Class 5 (212 points): Lose 908.764008 but Gain 1405.444373 Iteration 180F (76.641079 sec): 46 clusters Score: Raw -1313177.400261 + Penalty 36506.513675 = -1276670.886586 nChanged 263 Deleting Class 118 (13 points): Lose 93.624436 but Gain 584.681133 Iteration 181Q (76.742971 sec): 45 clusters Score: Raw -1313512.868728 + Penalty 35940.824079 = -1277572.044650 nChanged 84 Deleting Class 132 (9 points): Lose 37.860975 but Gain 524.168030 Iteration 182Q (76.840196 sec): 44 clusters Score: Raw -1313551.531801 + Penalty 35439.176575 = -1278112.355227 nChanged 53 Deleting Class 31 (27 points): Lose 78.793425 but Gain 535.099375 Iteration 183Q (76.936258 sec): 43 clusters Score: Raw -1313534.901013 + Penalty 34930.176965 = -1278604.724048 nChanged 71 Deleting Class 168 (15 points): Lose 99.340672 but Gain 545.178553 Iteration 184Q (77.031799 sec): 42 clusters Score: Raw -1313514.089492 + Penalty 34377.888605 = -1279136.200888 nChanged 53 Deleting Class 62 (48 points): Lose 262.029035 but Gain 703.572604 Iteration 185Q (77.129220 sec): 41 clusters Score: Raw -1313317.571537 + Penalty 33662.651197 = -1279654.920340 nChanged 85 Deleting Class 107 (6 points): Lose 29.810662 but Gain 470.138337 Iteration 186Q (77.227955 sec): 40 clusters Score: Raw -1313418.848648 + Penalty 33180.057347 = -1280238.791301 nChanged 49 Deleting Class 22 (179 points): Lose 709.998768 but Gain 1119.258110 Iteration 187Q (77.321908 sec): 39 clusters Score: Raw -1312742.629189 + Penalty 32189.735185 = -1280552.894004 nChanged 211 Deleting Class 9 (83 points): Lose 87.487968 but Gain 471.520900 Iteration 188Q (77.417805 sec): 38 clusters Score: Raw -1313099.487522 + Penalty 31747.395849 = -1281352.091673 nChanged 151 Deleting Class 229 (1 points): Lose 13.127280 but Gain 392.360938 Iteration 189Q (77.512458 sec): 37 clusters Score: Raw -1313240.184664 + Penalty 31365.612237 = -1281874.572427 nChanged 55 Deleting Class 202 (17 points): Lose 112.012110 but Gain 437.156085 Iteration 190F (78.011827 sec): 36 clusters Score: Raw -1313161.062512 + Penalty 30907.018207 = -1282254.044305 nChanged 52 Deleting Class 48 (284 points): Lose 1220.474821 but Gain 1511.846889 Iteration 191Q (78.103825 sec): 35 clusters Score: Raw -1312004.030949 + Penalty 29543.466534 = -1282460.564415 nChanged 317 Deleting Class 17 (244 points): Lose 580.558135 but Gain 843.829450 Iteration 192Q (78.200320 sec): 34 clusters Score: Raw -1312194.002210 + Penalty 28750.646337 = -1283443.355873 nChanged 332 Deleting Class 13 (194 points): Lose 270.824760 but Gain 509.897187 Iteration 193Q (78.294739 sec): 33 clusters Score: Raw -1312351.194847 + Penalty 28267.543414 = -1284083.651433 nChanged 273 Deleting Class 81 (33 points): Lose 338.651795 but Gain 498.736130 Iteration 194Q (78.387935 sec): 32 clusters Score: Raw -1312291.601247 + Penalty 27791.172057 = -1284500.429190 nChanged 111 Deleting Class 77 (230 points): Lose 879.379102 but Gain 937.895061 Iteration 195Q (78.478897 sec): 31 clusters Score: Raw -1311566.304043 + Penalty 26803.671506 = -1284762.632537 nChanged 299 Iteration 196Q (78.571541 sec): 31 clusters Score: Raw -1312053.176600 + Penalty 26808.551336 = -1285244.625263 nChanged 88 Iteration 197Q (78.659486 sec): 31 clusters Score: Raw -1312098.491356 + Penalty 26841.749001 = -1285256.742354 nChanged 73 Iteration 198Q (78.748262 sec): 31 clusters Score: Raw -1312131.908443 + Penalty 26850.575422 = -1285281.333022 nChanged 44 Iteration 199Q (78.834601 sec): 31 clusters Score: Raw -1312143.313637 + Penalty 26851.620217 = -1285291.693421 nChanged 29 Iteration 200F (79.254743 sec): 31 clusters Score: Raw -1312154.043096 + Penalty 26856.716972 = -1285297.326124 nChanged 26 Iteration 201Q (79.343097 sec): 31 clusters Score: Raw -1312164.508936 + Penalty 26863.253522 = -1285301.255415 nChanged 24 Iteration 202Q (79.431890 sec): 31 clusters Score: Raw -1312172.290653 + Penalty 26870.463195 = -1285301.827458 nChanged 18 Iteration 203Q (79.520524 sec): 31 clusters Score: Raw -1312178.469038 + Penalty 26872.859098 = -1285305.609941 nChanged 9 Iteration 204Q (79.609563 sec): 31 clusters Score: Raw -1312180.637807 + Penalty 26873.470294 = -1285307.167513 nChanged 6 Iteration 205Q (79.697342 sec): 31 clusters Score: Raw -1312182.112962 + Penalty 26872.974241 = -1285309.138721 nChanged 7 Iteration 206Q (79.785086 sec): 31 clusters Score: Raw -1312183.835804 + Penalty 26870.757169 = -1285313.078635 nChanged 4 Iteration 207Q (79.873323 sec): 31 clusters Score: Raw -1312183.974804 + Penalty 26870.646572 = -1285313.328231 nChanged 1 Iteration 208Q (79.961185 sec): 31 clusters Score: Raw -1312183.977216 + Penalty 26870.646572 = -1285313.330643 nChanged 0 Iteration 209F (80.382213 sec): 31 clusters Score: Raw -1312183.977216 + Penalty 26870.646572 = -1285313.330643 nChanged 0 Writing temp clu file Memory request: 0.13 GB would take us to total of 0.26 GB. Compute initial score before splitting: Score: Raw -1312183.977216 + Penalty 26870.646572 = -1285313.330643Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 2 (877 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.439046 sec): 2 clusters Score: Raw -45406.003448 + Penalty 167.335032 = -45238.668417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.440768 sec): 3 clusters Score: Raw -44859.467426 + Penalty 334.042412 = -44525.425014 nChanged 378 SP:Iteration 1F (80.442475 sec): 3 clusters Score: Raw -45083.020338 + Penalty 334.378476 = -44748.641862 nChanged 120 SP:Iteration 2F (80.444163 sec): 3 clusters Score: Raw -45189.780194 + Penalty 336.013269 = -44853.766925 nChanged 77 SP:Iteration 3F (80.445854 sec): 3 clusters Score: Raw -45264.721338 + Penalty 338.303700 = -44926.417638 nChanged 52 SP:Iteration 4F (80.447539 sec): 3 clusters Score: Raw -45295.394039 + Penalty 339.002408 = -44956.391631 nChanged 25 SP:Iteration 5Q (80.449183 sec): 3 clusters Score: Raw -45302.630820 + Penalty 339.989969 = -44962.640851 nChanged 14 SP:Iteration 6Q (80.450824 sec): 3 clusters Score: Raw -45305.442204 + Penalty 340.788862 = -44964.653342 nChanged 7 SP:Iteration 7Q (80.452460 sec): 3 clusters Score: Raw -45306.575722 + Penalty 341.219689 = -44965.356033 nChanged 7 SP:Iteration 8Q (80.454098 sec): 3 clusters Score: Raw -45308.553304 + Penalty 342.260641 = -44966.292663 nChanged 9 SP:Iteration 9Q (80.455737 sec): 3 clusters Score: Raw -45310.502193 + Penalty 344.356856 = -44966.145337 nChanged 10 SP:Iteration 10F (80.457425 sec): 3 clusters Score: Raw -45313.633272 + Penalty 346.904289 = -44966.728983 nChanged 11 SP:Iteration 11Q (80.459099 sec): 3 clusters Score: Raw -45316.427810 + Penalty 349.137451 = -44967.290359 nChanged 10 SP:Iteration 12Q (80.460773 sec): 3 clusters Score: Raw -45318.037410 + Penalty 350.162237 = -44967.875173 nChanged 6 SP:Iteration 13Q (80.462403 sec): 3 clusters Score: Raw -45318.787375 + Penalty 350.379366 = -44968.408009 nChanged 4 SP:Iteration 14Q (80.464030 sec): 3 clusters Score: Raw -45319.331429 + Penalty 351.003411 = -44968.328018 nChanged 4 SP:Iteration 15F (80.465719 sec): 3 clusters Score: Raw -45319.727593 + Penalty 351.697355 = -44968.030238 nChanged 3 SP:Iteration 16F (80.467447 sec): 3 clusters Score: Raw -45319.921186 + Penalty 352.591460 = -44967.329726 nChanged 5 SP:Iteration 17F (80.469201 sec): 3 clusters Score: Raw -45320.436615 + Penalty 353.534577 = -44966.902038 nChanged 4 SP:Iteration 18F (80.470951 sec): 3 clusters Score: Raw -45320.920856 + Penalty 354.129419 = -44966.791438 nChanged 2 SP:Iteration 19F (80.472714 sec): 3 clusters Score: Raw -45321.120909 + Penalty 354.504862 = -44966.616047 nChanged 3 SP:Iteration 20F (80.474404 sec): 3 clusters Score: Raw -45321.300405 + Penalty 354.673128 = -44966.627276 nChanged 2 SP:Iteration 21Q (80.476075 sec): 3 clusters Score: Raw -45321.466747 + Penalty 354.991740 = -44966.475007 nChanged 2 SP:Iteration 22F (80.477770 sec): 3 clusters Score: Raw -45321.944417 + Penalty 355.956781 = -44965.987637 nChanged 5 SP:Iteration 23F (80.479456 sec): 3 clusters Score: Raw -45323.001149 + Penalty 356.838258 = -44966.162891 nChanged 5 SP:Iteration 24Q (80.481113 sec): 3 clusters Score: Raw -45324.678809 + Penalty 358.258749 = -44966.420060 nChanged 8 SP:Iteration 25Q (80.482761 sec): 3 clusters Score: Raw -45327.215023 + Penalty 360.746631 = -44966.468392 nChanged 15 SP:Iteration 26Q (80.484379 sec): 3 clusters Score: Raw -45333.307269 + Penalty 362.287850 = -44971.019419 nChanged 11 SP:Iteration 27Q (80.486032 sec): 3 clusters Score: Raw -45335.607933 + Penalty 363.302470 = -44972.305463 nChanged 5 SP:Iteration 28Q (80.487692 sec): 3 clusters Score: Raw -45336.774743 + Penalty 364.551075 = -44972.223668 nChanged 6 SP:Iteration 29F (80.489414 sec): 3 clusters Score: Raw -45338.081319 + Penalty 365.908571 = -44972.172748 nChanged 6 SP:Iteration 30F (80.491130 sec): 3 clusters Score: Raw -45338.659016 + Penalty 367.678452 = -44970.980564 nChanged 4 SP:Iteration 31F (80.492934 sec): 3 clusters Score: Raw -45339.185359 + Penalty 369.571824 = -44969.613535 nChanged 6 SP:Iteration 32F (80.494742 sec): 3 clusters Score: Raw -45339.975482 + Penalty 370.872551 = -44969.102931 nChanged 6 SP:Iteration 33F (80.496461 sec): 3 clusters Score: Raw -45340.516279 + Penalty 371.614353 = -44968.901926 nChanged 4 SP:Iteration 34F (80.498214 sec): 3 clusters Score: Raw -45340.857214 + Penalty 372.549465 = -44968.307749 nChanged 3 SP:Iteration 35F (80.499915 sec): 3 clusters Score: Raw -45341.069272 + Penalty 372.918066 = -44968.151206 nChanged 1 SP:Iteration 36F (80.501634 sec): 3 clusters Score: Raw -45341.075775 + Penalty 373.334943 = -44967.740832 nChanged 1 SP:Iteration 37F (80.503369 sec): 3 clusters Score: Raw -45341.077708 + Penalty 373.334943 = -44967.742765 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 6 (276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.505222 sec): 2 clusters Score: Raw -15235.970262 + Penalty 322.377084 = -14913.593179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.505953 sec): 3 clusters Score: Raw -15104.643362 + Penalty 645.672670 = -14458.970692 nChanged 88 SP:Iteration 1F (80.506663 sec): 3 clusters Score: Raw -15204.857279 + Penalty 653.705794 = -14551.151485 nChanged 21 SP:Iteration 2F (80.507369 sec): 3 clusters Score: Raw -15234.173731 + Penalty 654.758664 = -14579.415068 nChanged 7 SP:Iteration 3Q (80.508050 sec): 3 clusters Score: Raw -15242.273123 + Penalty 658.817362 = -14583.455761 nChanged 7 SP:Iteration 4Q (80.508721 sec): 3 clusters Score: Raw -15252.466581 + Penalty 660.965748 = -14591.500833 nChanged 2 SP:Iteration 5Q (80.509376 sec): 3 clusters Score: Raw -15254.315731 + Penalty 663.038010 = -14591.277720 nChanged 1 SP:Iteration 6F (80.510057 sec): 3 clusters Score: Raw -15255.840975 + Penalty 664.309963 = -14591.531012 nChanged 1 SP:Iteration 7Q (80.510696 sec): 3 clusters Score: Raw -15256.059310 + Penalty 664.309963 = -14591.749347 nChanged 0 SP:Iteration 8F (80.511376 sec): 3 clusters Score: Raw -15256.059310 + Penalty 664.309963 = -14591.749347 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 7 (1299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.517860 sec): 2 clusters Score: Raw -63115.380762 + Penalty 185.467233 = -62929.913529 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.520327 sec): 3 clusters Score: Raw -62298.281613 + Penalty 401.295307 = -61896.986305 nChanged 583 SP:Iteration 1F (80.522858 sec): 3 clusters Score: Raw -62707.864683 + Penalty 459.451147 = -62248.413536 nChanged 206 SP:Iteration 2F (80.525283 sec): 3 clusters Score: Raw -62884.367999 + Penalty 548.200868 = -62336.167131 nChanged 109 SP:Iteration 3F (80.527761 sec): 3 clusters Score: Raw -63025.677900 + Penalty 649.563442 = -62376.114459 nChanged 62 SP:Iteration 4Q (80.530190 sec): 3 clusters Score: Raw -63112.233440 + Penalty 697.022209 = -62415.211232 nChanged 26 SP:Iteration 5Q (80.532575 sec): 3 clusters Score: Raw -63145.839982 + Penalty 716.607691 = -62429.232291 nChanged 12 SP:Iteration 6Q (80.534722 sec): 3 clusters Score: Raw -63156.299124 + Penalty 723.568367 = -62432.730757 nChanged 10 SP:Iteration 7Q (80.536802 sec): 3 clusters Score: Raw -63167.343526 + Penalty 741.225020 = -62426.118506 nChanged 6 SP:Iteration 8F (80.539195 sec): 3 clusters Score: Raw -63174.419450 + Penalty 748.417089 = -62426.002360 nChanged 4 SP:Iteration 9F (80.541721 sec): 3 clusters Score: Raw -63176.743866 + Penalty 748.779069 = -62427.964797 nChanged 2 SP:Iteration 10F (80.544136 sec): 3 clusters Score: Raw -63178.056465 + Penalty 751.450123 = -62426.606342 nChanged 2 SP:Iteration 11F (80.546533 sec): 3 clusters Score: Raw -63179.888647 + Penalty 751.450123 = -62428.438525 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 8 (411 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.548934 sec): 2 clusters Score: Raw -22723.687136 + Penalty 616.010142 = -22107.676994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.549864 sec): 3 clusters Score: Raw -22580.808304 + Penalty 1231.529394 = -21349.278911 nChanged 100 SP:Iteration 1F (80.550776 sec): 3 clusters Score: Raw -22674.653957 + Penalty 1230.881935 = -21443.772021 nChanged 29 SP:Iteration 2F (80.551686 sec): 3 clusters Score: Raw -22714.454484 + Penalty 1230.868097 = -21483.586387 nChanged 25 SP:Iteration 3F (80.552596 sec): 3 clusters Score: Raw -22742.783163 + Penalty 1228.979281 = -21513.803883 nChanged 17 SP:Iteration 4Q (80.553494 sec): 3 clusters Score: Raw -22761.456144 + Penalty 1226.028517 = -21535.427627 nChanged 14 SP:Iteration 5Q (80.554392 sec): 3 clusters Score: Raw -22775.344377 + Penalty 1220.678001 = -21554.666376 nChanged 16 SP:Iteration 6Q (80.555283 sec): 3 clusters Score: Raw -22788.800962 + Penalty 1217.207767 = -21571.593194 nChanged 6 SP:Iteration 7Q (80.556173 sec): 3 clusters Score: Raw -22794.932169 + Penalty 1213.838935 = -21581.093235 nChanged 6 SP:Iteration 8Q (80.557062 sec): 3 clusters Score: Raw -22800.917398 + Penalty 1209.653666 = -21591.263731 nChanged 8 SP:Iteration 9Q (80.557950 sec): 3 clusters Score: Raw -22809.563977 + Penalty 1208.248924 = -21601.315052 nChanged 4 SP:Iteration 10F (80.558858 sec): 3 clusters Score: Raw -22817.783434 + Penalty 1206.189481 = -21611.593953 nChanged 7 SP:Iteration 11Q (80.559742 sec): 3 clusters Score: Raw -22825.133359 + Penalty 1205.475739 = -21619.657620 nChanged 8 SP:Iteration 12Q (80.560622 sec): 3 clusters Score: Raw -22838.270968 + Penalty 1205.542779 = -21632.728189 nChanged 5 SP:Iteration 13Q (80.561498 sec): 3 clusters Score: Raw -22846.557344 + Penalty 1206.837654 = -21639.719690 nChanged 1 SP:Iteration 14Q (80.562374 sec): 3 clusters Score: Raw -22852.584769 + Penalty 1207.992883 = -21644.591885 nChanged 2 SP:Iteration 15Q (80.563248 sec): 3 clusters Score: Raw -22855.531010 + Penalty 1206.243849 = -21649.287161 nChanged 5 SP:Iteration 16Q (80.564121 sec): 3 clusters Score: Raw -22860.682357 + Penalty 1205.901668 = -21654.780688 nChanged 2 SP:Iteration 17Q (80.564996 sec): 3 clusters Score: Raw -22863.736002 + Penalty 1206.060167 = -21657.675835 nChanged 4 SP:Iteration 18Q (80.565866 sec): 3 clusters Score: Raw -22870.193930 + Penalty 1205.687773 = -21664.506157 nChanged 2 SP:Iteration 19Q (80.566734 sec): 3 clusters Score: Raw -22871.915699 + Penalty 1206.472399 = -21665.443300 nChanged 1 SP:Iteration 20F (80.567694 sec): 3 clusters Score: Raw -22876.807214 + Penalty 1206.472399 = -21670.334814 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 10 (991 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.571337 sec): 2 clusters Score: Raw -49050.104699 + Penalty 231.695071 = -48818.409628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.573309 sec): 3 clusters Score: Raw -48450.877805 + Penalty 460.504255 = -47990.373550 nChanged 411 SP:Iteration 1F (80.575238 sec): 3 clusters Score: Raw -48638.738313 + Penalty 458.626968 = -48180.111344 nChanged 107 SP:Iteration 2F (80.577177 sec): 3 clusters Score: Raw -48694.411744 + Penalty 458.799551 = -48235.612193 nChanged 74 SP:Iteration 3F (80.579100 sec): 3 clusters Score: Raw -48755.716009 + Penalty 457.447049 = -48298.268961 nChanged 62 SP:Iteration 4F (80.580990 sec): 3 clusters Score: Raw -48799.883093 + Penalty 456.922832 = -48342.960260 nChanged 36 SP:Iteration 5Q (80.582843 sec): 3 clusters Score: Raw -48816.489060 + Penalty 458.715316 = -48357.773745 nChanged 28 SP:Iteration 6Q (80.584688 sec): 3 clusters Score: Raw -48825.533721 + Penalty 461.209418 = -48364.324303 nChanged 26 SP:Iteration 7Q (80.586561 sec): 3 clusters Score: Raw -48834.836796 + Penalty 465.122682 = -48369.714114 nChanged 26 SP:Iteration 8Q (80.588456 sec): 3 clusters Score: Raw -48844.008239 + Penalty 470.077043 = -48373.931196 nChanged 31 SP:Iteration 9Q (80.590271 sec): 3 clusters Score: Raw -48858.741852 + Penalty 478.130264 = -48380.611589 nChanged 40 SP:Iteration 10F (80.592229 sec): 3 clusters Score: Raw -48878.007274 + Penalty 482.177150 = -48395.830124 nChanged 36 SP:Iteration 11Q (80.594122 sec): 3 clusters Score: Raw -48897.709003 + Penalty 494.757850 = -48402.951153 nChanged 36 SP:Iteration 12Q (80.596136 sec): 3 clusters Score: Raw -48917.671691 + Penalty 505.404847 = -48412.266844 nChanged 31 SP:Iteration 13Q (80.598027 sec): 3 clusters Score: Raw -48935.712359 + Penalty 530.610917 = -48405.101442 nChanged 33 SP:Iteration 14F (80.599956 sec): 3 clusters Score: Raw -48960.368665 + Penalty 602.856642 = -48357.512022 nChanged 43 SP:Iteration 15F (80.601850 sec): 3 clusters Score: Raw -49007.858378 + Penalty 669.070257 = -48338.788120 nChanged 29 SP:Iteration 16F (80.603778 sec): 3 clusters Score: Raw -49040.170158 + Penalty 690.475961 = -48349.694197 nChanged 19 SP:Iteration 17Q (80.605421 sec): 3 clusters Score: Raw -49061.285150 + Penalty 682.273843 = -48379.011306 nChanged 12 SP:Iteration 18Q (80.607017 sec): 3 clusters Score: Raw -49077.528200 + Penalty 692.214408 = -48385.313792 nChanged 3 SP:Iteration 19Q (80.608574 sec): 3 clusters Score: Raw -49079.664523 + Penalty 697.412318 = -48382.252204 nChanged 2 SP:Iteration 20F (80.610455 sec): 3 clusters Score: Raw -49081.516225 + Penalty 682.549731 = -48398.966494 nChanged 2 SP:Iteration 21Q (80.611966 sec): 3 clusters Score: Raw -49083.080603 + Penalty 682.549731 = -48400.530872 nChanged 0 SP:Iteration 22F (80.613860 sec): 3 clusters Score: Raw -49083.080603 + Penalty 682.549731 = -48400.530872 nChanged 0 Memory request: 0.05 GB would take us to total of 0.31 GB. Trying to split cluster 11 (11305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.662800 sec): 2 clusters Score: Raw -543701.690007 + Penalty 217.387556 = -543484.302451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.683794 sec): 3 clusters Score: Raw -536107.795508 + Penalty 507.383890 = -535600.411619 nChanged 5385 SP:Iteration 1F (80.704646 sec): 3 clusters Score: Raw -541486.357952 + Penalty 554.674879 = -540931.683073 nChanged 1602 SP:Iteration 2F (80.724793 sec): 3 clusters Score: Raw -543244.042892 + Penalty 539.257144 = -542704.785748 nChanged 309 SP:Iteration 3Q (80.745934 sec): 3 clusters Score: Raw -543573.315435 + Penalty 536.099265 = -543037.216169 nChanged 88 SP:Iteration 4Q (80.762660 sec): 3 clusters Score: Raw -543636.958995 + Penalty 526.435602 = -543110.523393 nChanged 41 SP:Iteration 5Q (80.779084 sec): 3 clusters Score: Raw -543662.203203 + Penalty 540.968685 = -543121.234518 nChanged 24 SP:Iteration 6Q (80.795460 sec): 3 clusters Score: Raw -543675.599969 + Penalty 583.781396 = -543091.818573 nChanged 15 SP:Iteration 7F (80.816098 sec): 3 clusters Score: Raw -543685.535359 + Penalty 561.823723 = -543123.711636 nChanged 15 SP:Iteration 8Q (80.832215 sec): 3 clusters Score: Raw -543700.388300 + Penalty 502.571365 = -543197.816935 nChanged 13 SP:Iteration 9Q (80.848158 sec): 3 clusters Score: Raw -543715.374242 + Penalty 491.305571 = -543224.068670 nChanged 2 SP:Iteration 10F (80.868591 sec): 3 clusters Score: Raw -543717.617941 + Penalty 502.398921 = -543215.219020 nChanged 1 SP:Iteration 11F (80.889289 sec): 3 clusters Score: Raw -543718.822643 + Penalty 501.501474 = -543217.321169 nChanged 2 SP:Iteration 12Q (80.905333 sec): 3 clusters Score: Raw -543721.670937 + Penalty 501.501474 = -543220.169464 nChanged 0 SP:Iteration 13F (80.926479 sec): 3 clusters Score: Raw -543721.670937 + Penalty 501.501474 = -543220.169464 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 12 (1403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.939637 sec): 2 clusters Score: Raw -78318.799390 + Penalty 432.719558 = -77886.079832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.942692 sec): 3 clusters Score: Raw -77465.583637 + Penalty 867.725593 = -76597.858044 nChanged 568 SP:Iteration 1F (80.945282 sec): 3 clusters Score: Raw -77927.124585 + Penalty 870.938270 = -77056.186315 nChanged 188 SP:Iteration 2F (80.947872 sec): 3 clusters Score: Raw -78056.036772 + Penalty 875.735482 = -77180.301290 nChanged 80 SP:Iteration 3F (80.950459 sec): 3 clusters Score: Raw -78100.328213 + Penalty 881.112815 = -77219.215398 nChanged 50 SP:Iteration 4Q (80.953039 sec): 3 clusters Score: Raw -78130.533090 + Penalty 887.531782 = -77243.001308 nChanged 47 SP:Iteration 5Q (80.955621 sec): 3 clusters Score: Raw -78168.519966 + Penalty 893.666015 = -77274.853951 nChanged 44 SP:Iteration 6Q (80.958177 sec): 3 clusters Score: Raw -78198.275012 + Penalty 898.697961 = -77299.577051 nChanged 33 SP:Iteration 7Q (80.960702 sec): 3 clusters Score: Raw -78219.504841 + Penalty 905.588043 = -77313.916798 nChanged 35 SP:Iteration 8Q (80.963182 sec): 3 clusters Score: Raw -78243.943233 + Penalty 911.776132 = -77332.167101 nChanged 31 SP:Iteration 9Q (80.965650 sec): 3 clusters Score: Raw -78261.913360 + Penalty 917.515393 = -77344.397968 nChanged 29 SP:Iteration 10F (80.968218 sec): 3 clusters Score: Raw -78276.139471 + Penalty 925.256025 = -77350.883446 nChanged 24 SP:Iteration 11Q (80.970826 sec): 3 clusters Score: Raw -78285.797587 + Penalty 930.298920 = -77355.498667 nChanged 22 SP:Iteration 12Q (80.973198 sec): 3 clusters Score: Raw -78293.353619 + Penalty 935.063185 = -77358.290434 nChanged 15 SP:Iteration 13Q (80.975590 sec): 3 clusters Score: Raw -78296.648691 + Penalty 936.844325 = -77359.804366 nChanged 10 SP:Iteration 14Q (80.978039 sec): 3 clusters Score: Raw -78299.697108 + Penalty 938.778502 = -77360.918606 nChanged 10 SP:Iteration 15Q (80.980497 sec): 3 clusters Score: Raw -78302.167883 + Penalty 937.442316 = -77364.725567 nChanged 10 SP:Iteration 16Q (80.982843 sec): 3 clusters Score: Raw -78306.439874 + Penalty 941.039319 = -77365.400555 nChanged 12 SP:Iteration 17Q (80.985183 sec): 3 clusters Score: Raw -78310.988263 + Penalty 944.710288 = -77366.277975 nChanged 15 SP:Iteration 18Q (80.987582 sec): 3 clusters Score: Raw -78319.790902 + Penalty 946.804470 = -77372.986432 nChanged 8 SP:Iteration 19Q (80.989983 sec): 3 clusters Score: Raw -78323.448071 + Penalty 949.789836 = -77373.658235 nChanged 11 SP:Iteration 20F (80.992593 sec): 3 clusters Score: Raw -78327.137533 + Penalty 955.230025 = -77371.907507 nChanged 11 SP:Iteration 21F (80.995246 sec): 3 clusters Score: Raw -78330.181753 + Penalty 959.468200 = -77370.713552 nChanged 10 SP:Iteration 22F (80.997955 sec): 3 clusters Score: Raw -78335.524170 + Penalty 964.003469 = -77371.520701 nChanged 10 SP:Iteration 23Q (81.000247 sec): 3 clusters Score: Raw -78339.280006 + Penalty 969.631499 = -77369.648507 nChanged 14 SP:Iteration 24F (81.002816 sec): 3 clusters Score: Raw -78344.876402 + Penalty 980.002209 = -77364.874192 nChanged 16 SP:Iteration 25F (81.005486 sec): 3 clusters Score: Raw -78351.271540 + Penalty 990.479285 = -77360.792255 nChanged 18 SP:Iteration 26F (81.008180 sec): 3 clusters Score: Raw -78359.892723 + Penalty 1000.987825 = -77358.904898 nChanged 15 SP:Iteration 27F (81.010912 sec): 3 clusters Score: Raw -78370.178612 + Penalty 1010.585137 = -77359.593475 nChanged 14 SP:Iteration 28Q (81.013269 sec): 3 clusters Score: Raw -78385.541419 + Penalty 1019.158646 = -77366.382773 nChanged 13 SP:Iteration 29Q (81.015534 sec): 3 clusters Score: Raw -78403.432866 + Penalty 1027.193318 = -77376.239547 nChanged 11 SP:Iteration 30F (81.018100 sec): 3 clusters Score: Raw -78416.864907 + Penalty 1032.070721 = -77384.794187 nChanged 8 SP:Iteration 31Q (81.020359 sec): 3 clusters Score: Raw -78420.629767 + Penalty 1031.667669 = -77388.962098 nChanged 8 SP:Iteration 32Q (81.022586 sec): 3 clusters Score: Raw -78426.400592 + Penalty 1034.742853 = -77391.657739 nChanged 4 SP:Iteration 33Q (81.024818 sec): 3 clusters Score: Raw -78428.084975 + Penalty 1034.360890 = -77393.724085 nChanged 2 SP:Iteration 34Q (81.027050 sec): 3 clusters Score: Raw -78428.802153 + Penalty 1034.360890 = -77394.441263 nChanged 0 SP:Iteration 35F (81.029629 sec): 3 clusters Score: Raw -78428.802153 + Penalty 1034.360890 = -77394.441263 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 15 (798 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.033896 sec): 2 clusters Score: Raw -29389.344863 + Penalty 1039.607964 = -28349.736899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.035507 sec): 3 clusters Score: Raw -29235.701003 + Penalty 2079.592147 = -27156.108857 nChanged 243 SP:Iteration 1F (81.037094 sec): 3 clusters Score: Raw -29597.812155 + Penalty 2079.391460 = -27518.420695 nChanged 89 SP:Iteration 2F (81.038674 sec): 3 clusters Score: Raw -29748.396811 + Penalty 2079.347483 = -27669.049329 nChanged 53 SP:Iteration 3F (81.040226 sec): 3 clusters Score: Raw -29813.180678 + Penalty 2079.083539 = -27734.097139 nChanged 36 SP:Iteration 4Q (81.041706 sec): 3 clusters Score: Raw -29852.784688 + Penalty 2078.293518 = -27774.491170 nChanged 27 SP:Iteration 5Q (81.043198 sec): 3 clusters Score: Raw -29885.352020 + Penalty 2076.746099 = -27808.605921 nChanged 28 SP:Iteration 6Q (81.044713 sec): 3 clusters Score: Raw -29931.637087 + Penalty 2075.573111 = -27856.063976 nChanged 27 SP:Iteration 7Q (81.046226 sec): 3 clusters Score: Raw -29987.213056 + Penalty 2073.100573 = -27914.112482 nChanged 27 SP:Iteration 8Q (81.047708 sec): 3 clusters Score: Raw -30031.679958 + Penalty 2072.046320 = -27959.633638 nChanged 19 SP:Iteration 9Q (81.049162 sec): 3 clusters Score: Raw -30056.856032 + Penalty 2071.900625 = -27984.955407 nChanged 7 SP:Iteration 10F (81.050756 sec): 3 clusters Score: Raw -30063.319160 + Penalty 2071.848166 = -27991.470994 nChanged 4 SP:Iteration 11Q (81.052213 sec): 3 clusters Score: Raw -30067.218125 + Penalty 2071.716594 = -27995.501532 nChanged 3 SP:Iteration 12Q (81.053659 sec): 3 clusters Score: Raw -30069.693015 + Penalty 2071.312478 = -27998.380537 nChanged 3 SP:Iteration 13Q (81.055095 sec): 3 clusters Score: Raw -30072.408258 + Penalty 2071.465858 = -28000.942400 nChanged 3 SP:Iteration 14Q (81.056523 sec): 3 clusters Score: Raw -30075.990086 + Penalty 2071.777384 = -28004.212702 nChanged 4 SP:Iteration 15Q (81.057950 sec): 3 clusters Score: Raw -30081.324994 + Penalty 2072.072227 = -28009.252767 nChanged 4 SP:Iteration 16Q (81.059373 sec): 3 clusters Score: Raw -30085.049351 + Penalty 2071.925717 = -28013.123634 nChanged 1 SP:Iteration 17Q (81.060912 sec): 3 clusters Score: Raw -30086.195112 + Penalty 2071.777384 = -28014.417728 nChanged 1 SP:Iteration 18Q (81.062392 sec): 3 clusters Score: Raw -30087.305975 + Penalty 2071.627211 = -28015.678764 nChanged 1 SP:Iteration 19Q (81.063899 sec): 3 clusters Score: Raw -30090.635866 + Penalty 2071.365119 = -28019.270747 nChanged 3 SP:Iteration 20F (81.065452 sec): 3 clusters Score: Raw -30096.240989 + Penalty 2070.567528 = -28025.673461 nChanged 5 SP:Iteration 21Q (81.066909 sec): 3 clusters Score: Raw -30105.250891 + Penalty 2070.402158 = -28034.848733 nChanged 3 SP:Iteration 22Q (81.068354 sec): 3 clusters Score: Raw -30109.942254 + Penalty 2070.320007 = -28039.622247 nChanged 1 SP:Iteration 23Q (81.069783 sec): 3 clusters Score: Raw -30112.001118 + Penalty 2070.269201 = -28041.731917 nChanged 1 SP:Iteration 24Q (81.071216 sec): 3 clusters Score: Raw -30113.562948 + Penalty 2070.269201 = -28043.293747 nChanged 0 SP:Iteration 25F (81.072806 sec): 3 clusters Score: Raw -30113.562948 + Penalty 2070.269201 = -28043.293747 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 16 (1054 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.076974 sec): 2 clusters Score: Raw -56800.145524 + Penalty 541.618967 = -56258.526557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.079077 sec): 3 clusters Score: Raw -56218.029490 + Penalty 1084.072345 = -55133.957145 nChanged 405 SP:Iteration 1F (81.081147 sec): 3 clusters Score: Raw -56535.389435 + Penalty 1083.465623 = -55451.923813 nChanged 125 SP:Iteration 2F (81.083205 sec): 3 clusters Score: Raw -56635.776577 + Penalty 1083.174602 = -55552.601976 nChanged 76 SP:Iteration 3F (81.085244 sec): 3 clusters Score: Raw -56708.195192 + Penalty 1083.209145 = -55624.986047 nChanged 68 SP:Iteration 4F (81.087248 sec): 3 clusters Score: Raw -56769.475386 + Penalty 1083.495571 = -55685.979815 nChanged 55 SP:Iteration 5F (81.089232 sec): 3 clusters Score: Raw -56810.131886 + Penalty 1084.148135 = -55725.983750 nChanged 41 SP:Iteration 6Q (81.091166 sec): 3 clusters Score: Raw -56829.828558 + Penalty 1084.833442 = -55744.995116 nChanged 30 SP:Iteration 7Q (81.093111 sec): 3 clusters Score: Raw -56845.945342 + Penalty 1086.065569 = -55759.879772 nChanged 24 SP:Iteration 8Q (81.095046 sec): 3 clusters Score: Raw -56855.754121 + Penalty 1087.374174 = -55768.379947 nChanged 17 SP:Iteration 9Q (81.096972 sec): 3 clusters Score: Raw -56861.429093 + Penalty 1089.602504 = -55771.826589 nChanged 16 SP:Iteration 10F (81.098949 sec): 3 clusters Score: Raw -56867.136728 + Penalty 1092.398889 = -55774.737839 nChanged 14 SP:Iteration 11Q (81.100871 sec): 3 clusters Score: Raw -56872.666659 + Penalty 1094.822593 = -55777.844067 nChanged 11 SP:Iteration 12Q (81.102793 sec): 3 clusters Score: Raw -56875.459328 + Penalty 1096.408176 = -55779.051152 nChanged 9 SP:Iteration 13Q (81.104752 sec): 3 clusters Score: Raw -56878.986346 + Penalty 1099.049199 = -55779.937147 nChanged 10 SP:Iteration 14Q (81.106714 sec): 3 clusters Score: Raw -56883.162250 + Penalty 1101.806720 = -55781.355530 nChanged 12 SP:Iteration 15Q (81.108686 sec): 3 clusters Score: Raw -56886.416462 + Penalty 1103.855403 = -55782.561060 nChanged 8 SP:Iteration 16Q (81.110672 sec): 3 clusters Score: Raw -56888.703123 + Penalty 1106.651267 = -55782.051856 nChanged 12 SP:Iteration 17F (81.112710 sec): 3 clusters Score: Raw -56892.783075 + Penalty 1110.722179 = -55782.060896 nChanged 12 SP:Iteration 18Q (81.114650 sec): 3 clusters Score: Raw -56898.938427 + Penalty 1115.042607 = -55783.895820 nChanged 12 SP:Iteration 19Q (81.116585 sec): 3 clusters Score: Raw -56906.101952 + Penalty 1118.091605 = -55788.010347 nChanged 12 SP:Iteration 20F (81.118587 sec): 3 clusters Score: Raw -56912.852129 + Penalty 1124.507918 = -55788.344211 nChanged 21 SP:Iteration 21Q (81.120549 sec): 3 clusters Score: Raw -56929.503988 + Penalty 1127.324137 = -55802.179852 nChanged 15 SP:Iteration 22Q (81.122631 sec): 3 clusters Score: Raw -56939.839114 + Penalty 1131.509720 = -55808.329394 nChanged 13 SP:Iteration 23Q (81.124753 sec): 3 clusters Score: Raw -56945.708781 + Penalty 1133.160963 = -55812.547818 nChanged 4 SP:Iteration 24Q (81.126689 sec): 3 clusters Score: Raw -56946.755197 + Penalty 1134.188642 = -55812.566555 nChanged 3 SP:Iteration 25Q (81.128606 sec): 3 clusters Score: Raw -56947.255265 + Penalty 1134.682659 = -55812.572606 nChanged 1 SP:Iteration 26Q (81.130515 sec): 3 clusters Score: Raw -56947.593925 + Penalty 1135.142041 = -55812.451884 nChanged 1 SP:Iteration 27F (81.132493 sec): 3 clusters Score: Raw -56947.889200 + Penalty 1135.461325 = -55812.427875 nChanged 1 SP:Iteration 28F (81.134472 sec): 3 clusters Score: Raw -56948.200293 + Penalty 1135.461325 = -55812.738968 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 19 (567 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.137001 sec): 2 clusters Score: Raw -30428.130773 + Penalty 894.829669 = -29533.301104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.138256 sec): 3 clusters Score: Raw -30273.113834 + Penalty 1787.721742 = -28485.392092 nChanged 138 SP:Iteration 1F (81.139434 sec): 3 clusters Score: Raw -30465.446909 + Penalty 1786.694667 = -28678.752242 nChanged 51 SP:Iteration 2F (81.140612 sec): 3 clusters Score: Raw -30549.630745 + Penalty 1785.791072 = -28763.839673 nChanged 33 SP:Iteration 3F (81.141788 sec): 3 clusters Score: Raw -30623.982862 + Penalty 1786.335416 = -28837.647446 nChanged 23 SP:Iteration 4Q (81.142922 sec): 3 clusters Score: Raw -30670.253424 + Penalty 1786.120591 = -28884.132833 nChanged 15 SP:Iteration 5Q (81.144050 sec): 3 clusters Score: Raw -30687.018962 + Penalty 1785.913083 = -28901.105880 nChanged 1 SP:Iteration 6Q (81.145177 sec): 3 clusters Score: Raw -30688.296811 + Penalty 1785.720137 = -28902.576675 nChanged 1 SP:Iteration 7Q (81.146299 sec): 3 clusters Score: Raw -30688.795833 + Penalty 1785.720137 = -28903.075696 nChanged 0 SP:Iteration 8F (81.147474 sec): 3 clusters Score: Raw -30688.795833 + Penalty 1785.720137 = -28903.075696 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 20 (254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.149121 sec): 2 clusters Score: Raw -13612.353282 + Penalty 533.231714 = -13079.121568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.149776 sec): 3 clusters Score: Raw -13558.418839 + Penalty 1060.599409 = -12497.819430 nChanged 62 SP:Iteration 1F (81.150420 sec): 3 clusters Score: Raw -13631.810389 + Penalty 1057.274321 = -12574.536067 nChanged 22 SP:Iteration 2F (81.151065 sec): 3 clusters Score: Raw -13661.227925 + Penalty 1054.869208 = -12606.358717 nChanged 13 SP:Iteration 3F (81.151706 sec): 3 clusters Score: Raw -13676.394312 + Penalty 1059.663030 = -12616.731283 nChanged 6 SP:Iteration 4Q (81.152333 sec): 3 clusters Score: Raw -13688.568529 + Penalty 1070.863797 = -12617.704732 nChanged 8 SP:Iteration 5Q (81.152976 sec): 3 clusters Score: Raw -13696.672882 + Penalty 1079.788619 = -12616.884263 nChanged 6 SP:Iteration 6F (81.153619 sec): 3 clusters Score: Raw -13704.508384 + Penalty 1090.179360 = -12614.329024 nChanged 7 SP:Iteration 7F (81.154261 sec): 3 clusters Score: Raw -13711.917828 + Penalty 1103.048690 = -12608.869138 nChanged 7 SP:Iteration 8F (81.154906 sec): 3 clusters Score: Raw -13736.216591 + Penalty 1113.706029 = -12622.510562 nChanged 6 SP:Iteration 9Q (81.155508 sec): 3 clusters Score: Raw -13750.029968 + Penalty 1117.483016 = -12632.546951 nChanged 2 SP:Iteration 10F (81.156148 sec): 3 clusters Score: Raw -13754.547974 + Penalty 1119.320382 = -12635.227592 nChanged 1 SP:Iteration 11Q (81.156746 sec): 3 clusters Score: Raw -13755.578980 + Penalty 1121.521431 = -12634.057549 nChanged 1 SP:Iteration 12F (81.157387 sec): 3 clusters Score: Raw -13756.371785 + Penalty 1124.574234 = -12631.797551 nChanged 2 SP:Iteration 13F (81.158028 sec): 3 clusters Score: Raw -13759.013533 + Penalty 1124.574234 = -12634.439299 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 21 (242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.163167 sec): 2 clusters Score: Raw -10148.021620 + Penalty 530.431928 = -9617.589692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.163833 sec): 3 clusters Score: Raw -10156.774314 + Penalty 1060.601833 = -9096.172480 nChanged 50 SP:Iteration 1F (81.164455 sec): 3 clusters Score: Raw -10221.038667 + Penalty 1062.013234 = -9159.025434 nChanged 16 SP:Iteration 2F (81.165700 sec): 3 clusters Score: Raw -10240.148395 + Penalty 1062.489920 = -9177.658475 nChanged 5 SP:Iteration 3Q (81.166817 sec): 3 clusters Score: Raw -10246.787479 + Penalty 1063.318531 = -9183.468948 nChanged 4 SP:Iteration 4Q (81.167793 sec): 3 clusters Score: Raw -10250.902302 + Penalty 1064.187177 = -9186.715125 nChanged 2 SP:Iteration 5Q (81.168763 sec): 3 clusters Score: Raw -10252.313590 + Penalty 1064.187177 = -9188.126413 nChanged 0 SP:Iteration 6F (81.169769 sec): 3 clusters Score: Raw -10252.313590 + Penalty 1064.187177 = -9188.126413 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 23 (583 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.173015 sec): 2 clusters Score: Raw -29403.748359 + Penalty 937.518980 = -28466.229379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.174239 sec): 3 clusters Score: Raw -29227.166285 + Penalty 1875.745524 = -27351.420761 nChanged 152 SP:Iteration 1F (81.175446 sec): 3 clusters Score: Raw -29377.537179 + Penalty 1875.623552 = -27501.913627 nChanged 32 SP:Iteration 2F (81.176656 sec): 3 clusters Score: Raw -29409.862197 + Penalty 1876.041852 = -27533.820345 nChanged 17 SP:Iteration 3Q (81.177843 sec): 3 clusters Score: Raw -29437.014872 + Penalty 1876.315568 = -27560.699304 nChanged 17 SP:Iteration 4Q (81.179023 sec): 3 clusters Score: Raw -29460.823387 + Penalty 1876.288626 = -27584.534760 nChanged 9 SP:Iteration 5Q (81.180229 sec): 3 clusters Score: Raw -29472.039588 + Penalty 1876.337955 = -27595.701633 nChanged 5 SP:Iteration 6Q (81.181428 sec): 3 clusters Score: Raw -29478.982780 + Penalty 1876.440016 = -27602.542764 nChanged 6 SP:Iteration 7Q (81.182600 sec): 3 clusters Score: Raw -29485.469631 + Penalty 1876.682611 = -27608.787020 nChanged 4 SP:Iteration 8Q (81.183767 sec): 3 clusters Score: Raw -29493.343284 + Penalty 1877.358348 = -27615.984936 nChanged 7 SP:Iteration 9Q (81.184939 sec): 3 clusters Score: Raw -29498.584801 + Penalty 1877.401571 = -27621.183230 nChanged 1 SP:Iteration 10F (81.186142 sec): 3 clusters Score: Raw -29499.706110 + Penalty 1877.401571 = -27622.304539 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 25 (258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.188219 sec): 2 clusters Score: Raw -11611.113539 + Penalty 391.568526 = -11219.545013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.188879 sec): 3 clusters Score: Raw -11514.302277 + Penalty 781.757080 = -10732.545198 nChanged 68 SP:Iteration 1F (81.189528 sec): 3 clusters Score: Raw -11591.059585 + Penalty 778.111101 = -10812.948484 nChanged 34 SP:Iteration 2F (81.190175 sec): 3 clusters Score: Raw -11631.426777 + Penalty 770.623565 = -10860.803212 nChanged 17 SP:Iteration 3F (81.190820 sec): 3 clusters Score: Raw -11649.294626 + Penalty 770.816028 = -10878.478597 nChanged 8 SP:Iteration 4Q (81.191457 sec): 3 clusters Score: Raw -11665.720168 + Penalty 773.255555 = -10892.464613 nChanged 6 SP:Iteration 5Q (81.192098 sec): 3 clusters Score: Raw -11678.321532 + Penalty 775.067194 = -10903.254339 nChanged 6 SP:Iteration 6Q (81.192729 sec): 3 clusters Score: Raw -11686.302283 + Penalty 773.028033 = -10913.274250 nChanged 3 SP:Iteration 7Q (81.193370 sec): 3 clusters Score: Raw -11689.559331 + Penalty 770.687107 = -10918.872225 nChanged 3 SP:Iteration 8Q (81.194032 sec): 3 clusters Score: Raw -11704.021501 + Penalty 769.894083 = -10934.127418 nChanged 5 SP:Iteration 9Q (81.194662 sec): 3 clusters Score: Raw -11715.015115 + Penalty 772.531286 = -10942.483829 nChanged 5 SP:Iteration 10F (81.195306 sec): 3 clusters Score: Raw -11718.479699 + Penalty 773.797682 = -10944.682017 nChanged 1 SP:Iteration 11Q (81.195926 sec): 3 clusters Score: Raw -11718.970158 + Penalty 773.797682 = -10945.172476 nChanged 0 SP:Iteration 12F (81.196570 sec): 3 clusters Score: Raw -11718.970158 + Penalty 773.797682 = -10945.172476 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 29 (1844 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.205936 sec): 2 clusters Score: Raw -96313.849017 + Penalty 188.093922 = -96125.755095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.209383 sec): 3 clusters Score: Raw -95130.883899 + Penalty 376.658705 = -94754.225194 nChanged 862 SP:Iteration 1F (81.212811 sec): 3 clusters Score: Raw -95811.467659 + Penalty 377.541201 = -95433.926458 nChanged 193 SP:Iteration 2F (81.216261 sec): 3 clusters Score: Raw -96018.814307 + Penalty 379.127306 = -95639.687002 nChanged 157 SP:Iteration 3F (81.219626 sec): 3 clusters Score: Raw -96138.661722 + Penalty 380.164119 = -95758.497603 nChanged 63 SP:Iteration 4Q (81.222921 sec): 3 clusters Score: Raw -96159.979817 + Penalty 381.022596 = -95778.957221 nChanged 26 SP:Iteration 5Q (81.226229 sec): 3 clusters Score: Raw -96166.671912 + Penalty 381.736201 = -95784.935711 nChanged 14 SP:Iteration 6Q (81.229472 sec): 3 clusters Score: Raw -96168.978302 + Penalty 382.297238 = -95786.681064 nChanged 19 SP:Iteration 7Q (81.232695 sec): 3 clusters Score: Raw -96173.520662 + Penalty 383.546118 = -95789.974544 nChanged 21 SP:Iteration 8Q (81.235912 sec): 3 clusters Score: Raw -96177.014510 + Penalty 384.505832 = -95792.508678 nChanged 18 SP:Iteration 9Q (81.239397 sec): 3 clusters Score: Raw -96179.980216 + Penalty 385.236692 = -95794.743523 nChanged 13 SP:Iteration 10F (81.242912 sec): 3 clusters Score: Raw -96182.321281 + Penalty 386.091940 = -95796.229341 nChanged 14 SP:Iteration 11Q (81.246131 sec): 3 clusters Score: Raw -96184.422517 + Penalty 386.905227 = -95797.517290 nChanged 14 SP:Iteration 12Q (81.249336 sec): 3 clusters Score: Raw -96186.516204 + Penalty 387.308197 = -95799.208006 nChanged 10 SP:Iteration 13Q (81.252571 sec): 3 clusters Score: Raw -96187.932101 + Penalty 388.303083 = -95799.629018 nChanged 11 SP:Iteration 14Q (81.255894 sec): 3 clusters Score: Raw -96189.971676 + Penalty 389.110803 = -95800.860873 nChanged 16 SP:Iteration 15Q (81.259118 sec): 3 clusters Score: Raw -96193.783850 + Penalty 389.580158 = -95804.203693 nChanged 13 SP:Iteration 16Q (81.262341 sec): 3 clusters Score: Raw -96195.532004 + Penalty 390.530135 = -95805.001870 nChanged 14 SP:Iteration 17Q (81.265581 sec): 3 clusters Score: Raw -96198.118365 + Penalty 391.322750 = -95806.795615 nChanged 16 SP:Iteration 18Q (81.268761 sec): 3 clusters Score: Raw -96201.403877 + Penalty 392.418941 = -95808.984937 nChanged 13 SP:Iteration 19Q (81.271901 sec): 3 clusters Score: Raw -96204.553643 + Penalty 393.521550 = -95811.032094 nChanged 18 SP:Iteration 20F (81.275249 sec): 3 clusters Score: Raw -96208.113029 + Penalty 393.865217 = -95814.247812 nChanged 7 SP:Iteration 21Q (81.278397 sec): 3 clusters Score: Raw -96209.209839 + Penalty 394.434230 = -95814.775609 nChanged 12 SP:Iteration 22Q (81.281535 sec): 3 clusters Score: Raw -96210.731881 + Penalty 394.657553 = -95816.074328 nChanged 8 SP:Iteration 23Q (81.284737 sec): 3 clusters Score: Raw -96211.729209 + Penalty 394.472995 = -95817.256215 nChanged 13 SP:Iteration 24Q (81.287945 sec): 3 clusters Score: Raw -96213.950500 + Penalty 395.095267 = -95818.855233 nChanged 13 SP:Iteration 25Q (81.291068 sec): 3 clusters Score: Raw -96216.489024 + Penalty 395.374469 = -95821.114555 nChanged 15 SP:Iteration 26Q (81.294200 sec): 3 clusters Score: Raw -96220.012408 + Penalty 395.481738 = -95824.530670 nChanged 18 SP:Iteration 27Q (81.297329 sec): 3 clusters Score: Raw -96223.932341 + Penalty 396.151645 = -95827.780696 nChanged 10 SP:Iteration 28Q (81.300444 sec): 3 clusters Score: Raw -96225.961981 + Penalty 396.888167 = -95829.073814 nChanged 16 SP:Iteration 29Q (81.303510 sec): 3 clusters Score: Raw -96229.745148 + Penalty 397.141485 = -95832.603663 nChanged 17 SP:Iteration 30F (81.306910 sec): 3 clusters Score: Raw -96233.330668 + Penalty 397.271854 = -95836.058814 nChanged 10 SP:Iteration 31Q (81.310053 sec): 3 clusters Score: Raw -96234.783529 + Penalty 396.564296 = -95838.219233 nChanged 9 SP:Iteration 32Q (81.313152 sec): 3 clusters Score: Raw -96236.411038 + Penalty 397.688274 = -95838.722764 nChanged 13 SP:Iteration 33Q (81.316226 sec): 3 clusters Score: Raw -96238.654773 + Penalty 398.397056 = -95840.257717 nChanged 11 SP:Iteration 34Q (81.319250 sec): 3 clusters Score: Raw -96240.565650 + Penalty 399.136256 = -95841.429394 nChanged 10 SP:Iteration 35Q (81.322275 sec): 3 clusters Score: Raw -96242.200498 + Penalty 398.935607 = -95843.264891 nChanged 11 SP:Iteration 36Q (81.325282 sec): 3 clusters Score: Raw -96245.115746 + Penalty 397.525349 = -95847.590397 nChanged 14 SP:Iteration 37Q (81.328309 sec): 3 clusters Score: Raw -96249.261083 + Penalty 398.007341 = -95851.253741 nChanged 10 SP:Iteration 38Q (81.331301 sec): 3 clusters Score: Raw -96253.051822 + Penalty 396.729840 = -95856.321982 nChanged 9 SP:Iteration 39Q (81.334362 sec): 3 clusters Score: Raw -96255.522456 + Penalty 396.507733 = -95859.014723 nChanged 5 SP:Iteration 40F (81.337841 sec): 3 clusters Score: Raw -96256.772489 + Penalty 395.254374 = -95861.518116 nChanged 4 SP:Iteration 41Q (81.340820 sec): 3 clusters Score: Raw -96257.898405 + Penalty 395.062561 = -95862.835844 nChanged 5 SP:Iteration 42Q (81.343775 sec): 3 clusters Score: Raw -96258.635915 + Penalty 395.598265 = -95863.037650 nChanged 3 SP:Iteration 43Q (81.346719 sec): 3 clusters Score: Raw -96258.938391 + Penalty 396.538664 = -95862.399727 nChanged 4 SP:Iteration 44F (81.350063 sec): 3 clusters Score: Raw -96259.522678 + Penalty 396.894508 = -95862.628170 nChanged 1 SP:Iteration 45Q (81.352996 sec): 3 clusters Score: Raw -96259.594245 + Penalty 396.894508 = -95862.699737 nChanged 0 SP:Iteration 46F (81.356347 sec): 3 clusters Score: Raw -96259.594245 + Penalty 396.894508 = -95862.699737 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 34 (739 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.360334 sec): 2 clusters Score: Raw -43395.417634 + Penalty 753.506684 = -42641.910950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.361837 sec): 3 clusters Score: Raw -43088.351246 + Penalty 1515.840773 = -41572.510473 nChanged 228 SP:Iteration 1F (81.363312 sec): 3 clusters Score: Raw -43279.825713 + Penalty 1532.845091 = -41746.980623 nChanged 74 SP:Iteration 2F (81.364809 sec): 3 clusters Score: Raw -43384.713770 + Penalty 1557.345111 = -41827.368659 nChanged 49 SP:Iteration 3F (81.366279 sec): 3 clusters Score: Raw -43471.462641 + Penalty 1574.386355 = -41897.076286 nChanged 41 SP:Iteration 4F (81.367745 sec): 3 clusters Score: Raw -43542.500589 + Penalty 1594.955148 = -41947.545441 nChanged 33 SP:Iteration 5Q (81.369129 sec): 3 clusters Score: Raw -43591.114129 + Penalty 1602.998070 = -41988.116059 nChanged 16 SP:Iteration 6Q (81.370514 sec): 3 clusters Score: Raw -43612.195516 + Penalty 1608.530338 = -42003.665178 nChanged 10 SP:Iteration 7Q (81.371878 sec): 3 clusters Score: Raw -43624.187255 + Penalty 1611.103792 = -42013.083463 nChanged 5 SP:Iteration 8Q (81.373230 sec): 3 clusters Score: Raw -43629.222717 + Penalty 1613.202494 = -42016.020223 nChanged 2 SP:Iteration 9Q (81.374604 sec): 3 clusters Score: Raw -43629.779396 + Penalty 1615.132917 = -42014.646479 nChanged 3 SP:Iteration 10F (81.376076 sec): 3 clusters Score: Raw -43633.201791 + Penalty 1616.885321 = -42016.316469 nChanged 1 SP:Iteration 11Q (81.377451 sec): 3 clusters Score: Raw -43636.141283 + Penalty 1617.910433 = -42018.230850 nChanged 1 SP:Iteration 12Q (81.378804 sec): 3 clusters Score: Raw -43637.016270 + Penalty 1618.726368 = -42018.289902 nChanged 1 SP:Iteration 13Q (81.380139 sec): 3 clusters Score: Raw -43637.831008 + Penalty 1618.104893 = -42019.726115 nChanged 2 SP:Iteration 14Q (81.381462 sec): 3 clusters Score: Raw -43638.940840 + Penalty 1617.690390 = -42021.250450 nChanged 1 SP:Iteration 15Q (81.382792 sec): 3 clusters Score: Raw -43639.542614 + Penalty 1619.575833 = -42019.966782 nChanged 1 SP:Iteration 16F (81.384268 sec): 3 clusters Score: Raw -43641.624351 + Penalty 1619.575833 = -42022.048519 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 35 (221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.385538 sec): 2 clusters Score: Raw -9224.414875 + Penalty 433.679668 = -8790.735207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.386168 sec): 3 clusters Score: Raw -9216.664333 + Penalty 879.987546 = -8336.676788 nChanged 37 SP:Iteration 1F (81.386772 sec): 3 clusters Score: Raw -9292.954579 + Penalty 886.246758 = -8406.707821 nChanged 19 SP:Iteration 2F (81.387373 sec): 3 clusters Score: Raw -9333.499024 + Penalty 887.251747 = -8446.247276 nChanged 9 SP:Iteration 3Q (81.387961 sec): 3 clusters Score: Raw -9348.547222 + Penalty 891.222370 = -8457.324852 nChanged 4 SP:Iteration 4Q (81.388530 sec): 3 clusters Score: Raw -9364.394921 + Penalty 893.070560 = -8471.324361 nChanged 1 SP:Iteration 5Q (81.389091 sec): 3 clusters Score: Raw -9366.341663 + Penalty 894.009706 = -8472.331957 nChanged 1 SP:Iteration 6Q (81.389647 sec): 3 clusters Score: Raw -9367.042937 + Penalty 894.195811 = -8472.847126 nChanged 1 SP:Iteration 7Q (81.390192 sec): 3 clusters Score: Raw -9369.086803 + Penalty 891.097984 = -8477.988820 nChanged 2 SP:Iteration 8Q (81.390739 sec): 3 clusters Score: Raw -9373.346822 + Penalty 894.071066 = -8479.275755 nChanged 2 SP:Iteration 9Q (81.391281 sec): 3 clusters Score: Raw -9377.969227 + Penalty 902.749511 = -8475.219716 nChanged 6 SP:Iteration 10F (81.391885 sec): 3 clusters Score: Raw -9388.828622 + Penalty 904.184784 = -8484.643838 nChanged 1 SP:Iteration 11Q (81.392419 sec): 3 clusters Score: Raw -9390.795887 + Penalty 904.184784 = -8486.611103 nChanged 0 SP:Iteration 12F (81.393009 sec): 3 clusters Score: Raw -9390.795887 + Penalty 904.184784 = -8486.611103 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 37 (619 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.395231 sec): 2 clusters Score: Raw -31065.055309 + Penalty 984.789889 = -30080.265419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.396589 sec): 3 clusters Score: Raw -30947.367626 + Penalty 1969.587536 = -28977.780090 nChanged 164 SP:Iteration 1F (81.397880 sec): 3 clusters Score: Raw -31144.439861 + Penalty 1969.564784 = -29174.875077 nChanged 42 SP:Iteration 2F (81.399156 sec): 3 clusters Score: Raw -31198.961393 + Penalty 1969.455698 = -29229.505695 nChanged 20 SP:Iteration 3Q (81.400399 sec): 3 clusters Score: Raw -31230.107624 + Penalty 1969.427257 = -29260.680367 nChanged 11 SP:Iteration 4Q (81.401625 sec): 3 clusters Score: Raw -31243.667258 + Penalty 1969.495763 = -29274.171496 nChanged 6 SP:Iteration 5Q (81.402852 sec): 3 clusters Score: Raw -31249.876734 + Penalty 1969.562364 = -29280.314370 nChanged 4 SP:Iteration 6Q (81.404072 sec): 3 clusters Score: Raw -31257.602282 + Penalty 1969.411150 = -29288.191132 nChanged 8 SP:Iteration 7Q (81.405301 sec): 3 clusters Score: Raw -31273.265341 + Penalty 1969.397823 = -29303.867518 nChanged 6 SP:Iteration 8Q (81.406515 sec): 3 clusters Score: Raw -31280.964159 + Penalty 1969.226923 = -29311.737236 nChanged 5 SP:Iteration 9Q (81.407724 sec): 3 clusters Score: Raw -31285.736097 + Penalty 1969.198822 = -29316.537275 nChanged 3 SP:Iteration 10F (81.409047 sec): 3 clusters Score: Raw -31294.605251 + Penalty 1969.124709 = -29325.480542 nChanged 6 SP:Iteration 11Q (81.410274 sec): 3 clusters Score: Raw -31304.166824 + Penalty 1968.982514 = -29335.184310 nChanged 4 SP:Iteration 12Q (81.411480 sec): 3 clusters Score: Raw -31309.664168 + Penalty 1968.860870 = -29340.803298 nChanged 4 SP:Iteration 13Q (81.412682 sec): 3 clusters Score: Raw -31318.085949 + Penalty 1968.468076 = -29349.617873 nChanged 5 SP:Iteration 14Q (81.413890 sec): 3 clusters Score: Raw -31327.030164 + Penalty 1968.307808 = -29358.722356 nChanged 5 SP:Iteration 15Q (81.415107 sec): 3 clusters Score: Raw -31331.270333 + Penalty 1968.208055 = -29363.062278 nChanged 3 SP:Iteration 16Q (81.416325 sec): 3 clusters Score: Raw -31334.478686 + Penalty 1968.013464 = -29366.465222 nChanged 3 SP:Iteration 17Q (81.417523 sec): 3 clusters Score: Raw -31338.263184 + Penalty 1968.013464 = -29370.249720 nChanged 4 SP:Iteration 18Q (81.418724 sec): 3 clusters Score: Raw -31343.296556 + Penalty 1967.864693 = -29375.431863 nChanged 4 SP:Iteration 19Q (81.419923 sec): 3 clusters Score: Raw -31345.491938 + Penalty 1967.715998 = -29377.775940 nChanged 3 SP:Iteration 20F (81.421198 sec): 3 clusters Score: Raw -31352.514540 + Penalty 1967.728432 = -29384.786108 nChanged 3 SP:Iteration 21Q (81.422387 sec): 3 clusters Score: Raw -31354.621572 + Penalty 1967.649556 = -29386.972016 nChanged 2 SP:Iteration 22Q (81.423574 sec): 3 clusters Score: Raw -31356.559367 + Penalty 1967.591730 = -29388.967636 nChanged 4 SP:Iteration 23Q (81.424770 sec): 3 clusters Score: Raw -31364.030796 + Penalty 1967.691215 = -29396.339581 nChanged 2 SP:Iteration 24Q (81.425935 sec): 3 clusters Score: Raw -31368.640348 + Penalty 1967.923203 = -29400.717145 nChanged 2 SP:Iteration 25Q (81.427127 sec): 3 clusters Score: Raw -31374.430781 + Penalty 1967.887458 = -29406.543323 nChanged 4 SP:Iteration 26Q (81.428325 sec): 3 clusters Score: Raw -31381.179588 + Penalty 1967.803205 = -29413.376383 nChanged 2 SP:Iteration 27Q (81.429504 sec): 3 clusters Score: Raw -31382.303593 + Penalty 1967.711880 = -29414.591712 nChanged 2 SP:Iteration 28Q (81.430683 sec): 3 clusters Score: Raw -31386.856805 + Penalty 1967.511613 = -29419.345193 nChanged 5 SP:Iteration 29Q (81.431844 sec): 3 clusters Score: Raw -31394.221757 + Penalty 1967.511613 = -29426.710144 nChanged 0 SP:Iteration 30F (81.433094 sec): 3 clusters Score: Raw -31394.221757 + Penalty 1967.511613 = -29426.710144 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 38 (330 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.434508 sec): 2 clusters Score: Raw -16782.643767 + Penalty 785.796123 = -15996.847644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.435291 sec): 3 clusters Score: Raw -16747.774389 + Penalty 1575.424648 = -15172.349741 nChanged 66 SP:Iteration 1F (81.436058 sec): 3 clusters Score: Raw -16875.826155 + Penalty 1579.032769 = -15296.793385 nChanged 24 SP:Iteration 2F (81.436825 sec): 3 clusters Score: Raw -16930.909151 + Penalty 1582.196508 = -15348.712643 nChanged 7 SP:Iteration 3Q (81.437562 sec): 3 clusters Score: Raw -16939.193899 + Penalty 1582.774660 = -15356.419239 nChanged 4 SP:Iteration 4Q (81.438313 sec): 3 clusters Score: Raw -16943.959884 + Penalty 1583.458925 = -15360.500960 nChanged 3 SP:Iteration 5Q (81.439048 sec): 3 clusters Score: Raw -16948.459156 + Penalty 1583.167725 = -15365.291431 nChanged 2 SP:Iteration 6Q (81.439798 sec): 3 clusters Score: Raw -16951.292310 + Penalty 1585.252717 = -15366.039593 nChanged 3 SP:Iteration 7Q (81.440536 sec): 3 clusters Score: Raw -16957.681283 + Penalty 1586.236299 = -15371.444984 nChanged 1 SP:Iteration 8Q (81.441316 sec): 3 clusters Score: Raw -16958.126020 + Penalty 1586.236299 = -15371.889721 nChanged 0 SP:Iteration 9F (81.442114 sec): 3 clusters Score: Raw -16958.126020 + Penalty 1586.236299 = -15371.889721 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 39 (648 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.445656 sec): 2 clusters Score: Raw -35541.221352 + Penalty 544.068989 = -34997.152363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.447112 sec): 3 clusters Score: Raw -35208.950832 + Penalty 1095.582349 = -34113.368483 nChanged 220 SP:Iteration 1F (81.448524 sec): 3 clusters Score: Raw -35351.875356 + Penalty 1115.403567 = -34236.471789 nChanged 86 SP:Iteration 2F (81.449948 sec): 3 clusters Score: Raw -35461.703864 + Penalty 1136.425930 = -34325.277934 nChanged 63 SP:Iteration 3F (81.451330 sec): 3 clusters Score: Raw -35549.786536 + Penalty 1152.719339 = -34397.067197 nChanged 39 SP:Iteration 4F (81.452646 sec): 3 clusters Score: Raw -35601.808117 + Penalty 1164.860826 = -34436.947291 nChanged 25 SP:Iteration 5Q (81.453930 sec): 3 clusters Score: Raw -35626.611635 + Penalty 1174.178056 = -34452.433579 nChanged 18 SP:Iteration 6Q (81.455222 sec): 3 clusters Score: Raw -35648.759493 + Penalty 1185.666129 = -34463.093364 nChanged 6 SP:Iteration 7Q (81.456488 sec): 3 clusters Score: Raw -35655.793461 + Penalty 1197.765940 = -34458.027521 nChanged 8 SP:Iteration 8F (81.457804 sec): 3 clusters Score: Raw -35664.376012 + Penalty 1202.170228 = -34462.205784 nChanged 5 SP:Iteration 9Q (81.459026 sec): 3 clusters Score: Raw -35670.594016 + Penalty 1204.237978 = -34466.356038 nChanged 1 SP:Iteration 10F (81.460382 sec): 3 clusters Score: Raw -35670.993592 + Penalty 1204.237978 = -34466.755614 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 40 (826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.463752 sec): 2 clusters Score: Raw -46035.404846 + Penalty 733.560839 = -45301.844007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.465412 sec): 3 clusters Score: Raw -45651.440810 + Penalty 1457.780723 = -44193.660086 nChanged 271 SP:Iteration 1F (81.467044 sec): 3 clusters Score: Raw -45917.871736 + Penalty 1442.841876 = -44475.029860 nChanged 104 SP:Iteration 2F (81.468667 sec): 3 clusters Score: Raw -46042.188070 + Penalty 1431.546892 = -44610.641178 nChanged 65 SP:Iteration 3F (81.470263 sec): 3 clusters Score: Raw -46128.690739 + Penalty 1436.140780 = -44692.549959 nChanged 48 SP:Iteration 4F (81.471873 sec): 3 clusters Score: Raw -46200.581594 + Penalty 1443.153962 = -44757.427632 nChanged 35 SP:Iteration 5Q (81.473415 sec): 3 clusters Score: Raw -46252.275303 + Penalty 1452.611511 = -44799.663792 nChanged 37 SP:Iteration 6Q (81.474989 sec): 3 clusters Score: Raw -46297.128051 + Penalty 1464.936591 = -44832.191460 nChanged 32 SP:Iteration 7Q (81.476534 sec): 3 clusters Score: Raw -46334.701026 + Penalty 1474.752522 = -44859.948504 nChanged 22 SP:Iteration 8Q (81.478075 sec): 3 clusters Score: Raw -46356.413147 + Penalty 1480.683693 = -44875.729455 nChanged 11 SP:Iteration 9Q (81.479593 sec): 3 clusters Score: Raw -46365.484480 + Penalty 1484.524955 = -44880.959524 nChanged 7 SP:Iteration 10F (81.481244 sec): 3 clusters Score: Raw -46371.367962 + Penalty 1486.290000 = -44885.077962 nChanged 5 SP:Iteration 11Q (81.482781 sec): 3 clusters Score: Raw -46373.921936 + Penalty 1486.985696 = -44886.936240 nChanged 3 SP:Iteration 12Q (81.484288 sec): 3 clusters Score: Raw -46374.448358 + Penalty 1486.985696 = -44887.462662 nChanged 0 SP:Iteration 13F (81.485894 sec): 3 clusters Score: Raw -46374.448358 + Penalty 1486.985696 = -44887.462662 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 43 (160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.487007 sec): 2 clusters Score: Raw -6274.373858 + Penalty 198.657818 = -6075.716039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.487533 sec): 3 clusters Score: Raw -6228.836317 + Penalty 394.477272 = -5834.359045 nChanged 41 SP:Iteration 1F (81.488066 sec): 3 clusters Score: Raw -6282.152943 + Penalty 392.177662 = -5889.975281 nChanged 14 SP:Iteration 2F (81.488606 sec): 3 clusters Score: Raw -6301.049313 + Penalty 391.752005 = -5909.297308 nChanged 9 SP:Iteration 3F (81.489098 sec): 3 clusters Score: Raw -6319.347394 + Penalty 393.011565 = -5926.335829 nChanged 6 SP:Iteration 4Q (81.489577 sec): 3 clusters Score: Raw -6329.889989 + Penalty 388.828311 = -5941.061678 nChanged 8 SP:Iteration 5Q (81.490050 sec): 3 clusters Score: Raw -6357.350649 + Penalty 382.490833 = -5974.859816 nChanged 7 SP:Iteration 6Q (81.490518 sec): 3 clusters Score: Raw -6381.820809 + Penalty 379.685950 = -6002.134858 nChanged 5 SP:Iteration 7Q (81.490978 sec): 3 clusters Score: Raw -6390.838303 + Penalty 382.451779 = -6008.386524 nChanged 2 SP:Iteration 8Q (81.491435 sec): 3 clusters Score: Raw -6393.160043 + Penalty 386.317388 = -6006.842656 nChanged 2 SP:Iteration 9F (81.491928 sec): 3 clusters Score: Raw -6396.538290 + Penalty 388.022767 = -6008.515522 nChanged 1 SP:Iteration 10F (81.492419 sec): 3 clusters Score: Raw -6398.921529 + Penalty 389.993162 = -6008.928367 nChanged 1 SP:Iteration 11Q (81.492875 sec): 3 clusters Score: Raw -6399.540487 + Penalty 391.996906 = -6007.543580 nChanged 1 SP:Iteration 12F (81.493374 sec): 3 clusters Score: Raw -6404.708648 + Penalty 395.648013 = -6009.060636 nChanged 2 SP:Iteration 13Q (81.493829 sec): 3 clusters Score: Raw -6408.838379 + Penalty 395.648013 = -6013.190366 nChanged 0 SP:Iteration 14F (81.494320 sec): 3 clusters Score: Raw -6408.838379 + Penalty 395.648013 = -6013.190366 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 55 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.495056 sec): 2 clusters Score: Raw -3944.257443 + Penalty 173.247494 = -3771.009948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.495439 sec): 3 clusters Score: Raw -3957.731346 + Penalty 345.873897 = -3611.857449 nChanged 15 SP:Iteration 1F (81.495815 sec): 3 clusters Score: Raw -3987.145211 + Penalty 342.919353 = -3644.225859 nChanged 6 SP:Iteration 2F (81.496191 sec): 3 clusters Score: Raw -3999.200818 + Penalty 340.189632 = -3659.011186 nChanged 1 SP:Iteration 3Q (81.496552 sec): 3 clusters Score: Raw -4002.381217 + Penalty 340.189632 = -3662.191585 nChanged 0 SP:Iteration 4F (81.496926 sec): 3 clusters Score: Raw -4002.381217 + Penalty 340.189632 = -3662.191585 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 57 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.497561 sec): 2 clusters Score: Raw -2416.144482 + Penalty 106.992777 = -2309.151705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.497877 sec): 3 clusters Score: Raw -2425.181740 + Penalty 245.584485 = -2179.597255 nChanged 14 SP:Iteration 1F (81.498188 sec): 3 clusters Score: Raw -2449.099522 + Penalty 252.458024 = -2196.641497 nChanged 2 SP:Iteration 2Q (81.498491 sec): 3 clusters Score: Raw -2455.904783 + Penalty 249.222143 = -2206.682640 nChanged 1 SP:Iteration 3Q (81.498787 sec): 3 clusters Score: Raw -2459.074459 + Penalty 256.339914 = -2202.734545 nChanged 1 SP:Iteration 4F (81.499093 sec): 3 clusters Score: Raw -2461.824797 + Penalty 261.727442 = -2200.097355 nChanged 1 SP:Iteration 5F (81.499397 sec): 3 clusters Score: Raw -2463.786541 + Penalty 261.727442 = -2202.059100 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 59 (119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.500289 sec): 2 clusters Score: Raw -3821.478329 + Penalty 442.540507 = -3378.937822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.500732 sec): 3 clusters Score: Raw -3893.803061 + Penalty 895.271841 = -2998.531220 nChanged 12 SP:Iteration 1F (81.501169 sec): 3 clusters Score: Raw -3930.790822 + Penalty 904.583742 = -3026.207080 nChanged 6 SP:Iteration 2F (81.501608 sec): 3 clusters Score: Raw -3961.695981 + Penalty 908.535107 = -3053.160874 nChanged 2 SP:Iteration 3Q (81.502038 sec): 3 clusters Score: Raw -3978.341180 + Penalty 913.108699 = -3065.232481 nChanged 1 SP:Iteration 4Q (81.502444 sec): 3 clusters Score: Raw -3987.780439 + Penalty 913.108699 = -3074.671739 nChanged 0 SP:Iteration 5F (81.502882 sec): 3 clusters Score: Raw -3987.780439 + Penalty 913.108699 = -3074.671739 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 60 (372 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.504386 sec): 2 clusters Score: Raw -17067.018028 + Penalty 816.554407 = -16250.463621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.505249 sec): 3 clusters Score: Raw -16997.760546 + Penalty 1631.106186 = -15366.654360 nChanged 77 SP:Iteration 1F (81.506106 sec): 3 clusters Score: Raw -17083.233358 + Penalty 1630.463069 = -15452.770289 nChanged 20 SP:Iteration 2F (81.506945 sec): 3 clusters Score: Raw -17116.156881 + Penalty 1630.274974 = -15485.881907 nChanged 15 SP:Iteration 3Q (81.507767 sec): 3 clusters Score: Raw -17149.571903 + Penalty 1631.663101 = -15517.908801 nChanged 5 SP:Iteration 4Q (81.508581 sec): 3 clusters Score: Raw -17162.857552 + Penalty 1632.761136 = -15530.096416 nChanged 3 SP:Iteration 5Q (81.509389 sec): 3 clusters Score: Raw -17172.556632 + Penalty 1632.437108 = -15540.119524 nChanged 7 SP:Iteration 6Q (81.510225 sec): 3 clusters Score: Raw -17183.622654 + Penalty 1632.469010 = -15551.153644 nChanged 6 SP:Iteration 7Q (81.511031 sec): 3 clusters Score: Raw -17188.684213 + Penalty 1632.782067 = -15555.902146 nChanged 1 SP:Iteration 8Q (81.511834 sec): 3 clusters Score: Raw -17192.554776 + Penalty 1632.782067 = -15559.772709 nChanged 0 SP:Iteration 9F (81.512670 sec): 3 clusters Score: Raw -17192.554776 + Penalty 1632.782067 = -15559.772709 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 72 (427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.514240 sec): 2 clusters Score: Raw -23814.652099 + Penalty 631.239187 = -23183.412912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.515192 sec): 3 clusters Score: Raw -23621.284747 + Penalty 1265.496127 = -22355.788619 nChanged 116 SP:Iteration 1F (81.516125 sec): 3 clusters Score: Raw -23740.569412 + Penalty 1267.193625 = -22473.375787 nChanged 46 SP:Iteration 2F (81.517098 sec): 3 clusters Score: Raw -23791.094072 + Penalty 1269.438558 = -22521.655513 nChanged 23 SP:Iteration 3F (81.518035 sec): 3 clusters Score: Raw -23813.345336 + Penalty 1270.809266 = -22542.536070 nChanged 18 SP:Iteration 4Q (81.518964 sec): 3 clusters Score: Raw -23841.543332 + Penalty 1273.064208 = -22568.479124 nChanged 20 SP:Iteration 5Q (81.519896 sec): 3 clusters Score: Raw -23873.349548 + Penalty 1280.772867 = -22592.576682 nChanged 14 SP:Iteration 6Q (81.520818 sec): 3 clusters Score: Raw -23891.382132 + Penalty 1286.160496 = -22605.221637 nChanged 7 SP:Iteration 7Q (81.521739 sec): 3 clusters Score: Raw -23897.854176 + Penalty 1291.580596 = -22606.273579 nChanged 6 SP:Iteration 8Q (81.522644 sec): 3 clusters Score: Raw -23902.595357 + Penalty 1291.580596 = -22611.014761 nChanged 0 SP:Iteration 9F (81.523573 sec): 3 clusters Score: Raw -23902.595357 + Penalty 1291.580596 = -22611.014761 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 78 (224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.524608 sec): 2 clusters Score: Raw -9967.976316 + Penalty 168.779869 = -9799.196448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.525208 sec): 3 clusters Score: Raw -9876.226114 + Penalty 337.915877 = -9538.310237 nChanged 76 SP:Iteration 1F (81.525798 sec): 3 clusters Score: Raw -9968.538778 + Penalty 343.112755 = -9625.426023 nChanged 16 SP:Iteration 2F (81.526387 sec): 3 clusters Score: Raw -9982.472421 + Penalty 347.696732 = -9634.775689 nChanged 4 SP:Iteration 3Q (81.526995 sec): 3 clusters Score: Raw -9985.436828 + Penalty 350.063604 = -9635.373224 nChanged 2 SP:Iteration 4Q (81.527598 sec): 3 clusters Score: Raw -9985.992162 + Penalty 350.612078 = -9635.380084 nChanged 1 SP:Iteration 5Q (81.528171 sec): 3 clusters Score: Raw -9986.592762 + Penalty 352.182139 = -9634.410624 nChanged 1 SP:Iteration 6F (81.528759 sec): 3 clusters Score: Raw -9989.268960 + Penalty 352.182139 = -9637.086822 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 89 (653 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.532330 sec): 2 clusters Score: Raw -38612.859475 + Penalty 860.159435 = -37752.700040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.533749 sec): 3 clusters Score: Raw -38365.467098 + Penalty 1714.708711 = -36650.758387 nChanged 196 SP:Iteration 1F (81.535133 sec): 3 clusters Score: Raw -38589.852240 + Penalty 1704.574057 = -36885.278183 nChanged 70 SP:Iteration 2F (81.536634 sec): 3 clusters Score: Raw -38707.381603 + Penalty 1702.130062 = -37005.251541 nChanged 47 SP:Iteration 3F (81.538267 sec): 3 clusters Score: Raw -38804.505240 + Penalty 1712.871329 = -37091.633912 nChanged 44 SP:Iteration 4F (81.539680 sec): 3 clusters Score: Raw -38893.356950 + Penalty 1722.246630 = -37171.110320 nChanged 32 SP:Iteration 5Q (81.540946 sec): 3 clusters Score: Raw -38957.590474 + Penalty 1728.389760 = -37229.200714 nChanged 15 SP:Iteration 6Q (81.542193 sec): 3 clusters Score: Raw -38980.017259 + Penalty 1732.256439 = -37247.760820 nChanged 11 SP:Iteration 7Q (81.543438 sec): 3 clusters Score: Raw -38998.179228 + Penalty 1733.291350 = -37264.887878 nChanged 2 SP:Iteration 8Q (81.544672 sec): 3 clusters Score: Raw -39001.873351 + Penalty 1733.868722 = -37268.004629 nChanged 1 SP:Iteration 9Q (81.545899 sec): 3 clusters Score: Raw -39005.289827 + Penalty 1734.416856 = -37270.872971 nChanged 1 SP:Iteration 10F (81.547223 sec): 3 clusters Score: Raw -39006.025601 + Penalty 1734.416856 = -37271.608744 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 215 (344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.549977 sec): 2 clusters Score: Raw -14985.801181 + Penalty 536.989889 = -14448.811292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.550788 sec): 3 clusters Score: Raw -14869.610740 + Penalty 1106.217290 = -13763.393450 nChanged 73 SP:Iteration 1F (81.551587 sec): 3 clusters Score: Raw -14943.798964 + Penalty 1129.061609 = -13814.737355 nChanged 27 SP:Iteration 2F (81.552382 sec): 3 clusters Score: Raw -14984.988482 + Penalty 1150.987872 = -13834.000609 nChanged 23 SP:Iteration 3F (81.553203 sec): 3 clusters Score: Raw -15019.876520 + Penalty 1154.809658 = -13865.066862 nChanged 10 SP:Iteration 4Q (81.553985 sec): 3 clusters Score: Raw -15037.802243 + Penalty 1155.311346 = -13882.490898 nChanged 3 SP:Iteration 5Q (81.554796 sec): 3 clusters Score: Raw -15042.454507 + Penalty 1153.834479 = -13888.620028 nChanged 2 SP:Iteration 6Q (81.555571 sec): 3 clusters Score: Raw -15045.754470 + Penalty 1153.772304 = -13891.982166 nChanged 1 SP:Iteration 7Q (81.556341 sec): 3 clusters Score: Raw -15047.324944 + Penalty 1154.304931 = -13893.020013 nChanged 1 SP:Iteration 8Q (81.557111 sec): 3 clusters Score: Raw -15048.183226 + Penalty 1154.304931 = -13893.878296 nChanged 0 SP:Iteration 9F (81.557905 sec): 3 clusters Score: Raw -15048.183226 + Penalty 1154.304931 = -13893.878296 nChanged 0 Time taken for this iteration:80.789654 seconds. 300->31 Clusters: Score -1285313.330643, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 210 (time per iteration =388.562395 ms) Total iterations: 2256 (time per iteration =36.169372 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 4577318125.000000 (time per metric unit =17.826618ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 114432953125.000000 (time per metric unit=713.064732ps) That took 81.598103 seconds. FileBase PeterP-2013-10-10_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 0.30 and 0.45 GB of RAM. Memory request: 0.15 GB would take us to total of 0.15 GB. ---------------------------------------------------------- Loaded 32948 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 32948 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 214 (1 points): Lose 4.260519 but Gain 1638.454310 Iteration 0F (4.729699 sec): 245 clusters Score: Raw -1439663.853833 + Penalty 267376.385853 = -1172287.467980 nChanged 12798 Deleting Class 199 (1 points): Lose 10.996838 but Gain 1612.796286 Iteration 1F (8.401709 sec): 243 clusters Score: Raw -1475433.811452 + Penalty 266665.408645 = -1208768.402806 nChanged 6051 Deleting Class 211 (3 points): Lose 16.690340 but Gain 1540.547428 Iteration 2F (12.103220 sec): 241 clusters Score: Raw -1487820.102249 + Penalty 265401.881840 = -1222418.220409 nChanged 3325 Deleting Class 226 (2 points): Lose 53.903199 but Gain 1570.260278 Iteration 3F (15.752306 sec): 240 clusters Score: Raw -1493646.179732 + Penalty 264261.958487 = -1229384.221246 nChanged 1776 Deleting Class 241 (4 points): Lose 125.786781 but Gain 1628.819745 Iteration 4F (19.419262 sec): 239 clusters Score: Raw -1495967.685737 + Penalty 262823.850864 = -1233143.834873 nChanged 963 Deleting Class 239 (1 points): Lose 10.319528 but Gain 1509.995769 Iteration 5Q (19.808379 sec): 238 clusters Score: Raw -1497138.155161 + Penalty 260188.305803 = -1236949.849359 nChanged 649 Deleting Class 152 (2 points): Lose 27.790653 but Gain 1511.410039 Iteration 6Q (20.139980 sec): 236 clusters Score: Raw -1497941.226517 + Penalty 258818.594066 = -1239122.632451 nChanged 482 Deleting Class 113 (10 points): Lose 174.290881 but Gain 1646.969559 Iteration 7Q (20.440810 sec): 235 clusters Score: Raw -1498375.737827 + Penalty 257418.059558 = -1240957.678269 nChanged 360 Deleting Class 117 (13 points): Lose 157.265176 but Gain 1616.082824 Iteration 8Q (20.727972 sec): 234 clusters Score: Raw -1498835.697277 + Penalty 256076.161594 = -1242759.535683 nChanged 307 Deleting Class 198 (9 points): Lose 113.478582 but Gain 1552.979498 Iteration 9Q (21.005747 sec): 233 clusters Score: Raw -1499206.950994 + Penalty 254360.950299 = -1244846.000695 nChanged 247 Deleting Class 116 (6 points): Lose 105.430508 but Gain 1536.616829 Iteration 10F (24.534663 sec): 232 clusters Score: Raw -1499439.920453 + Penalty 252031.098293 = -1247408.822159 nChanged 220 Deleting Class 217 (3 points): Lose 65.937206 but Gain 1489.692539 Iteration 11Q (24.798574 sec): 230 clusters Score: Raw -1499679.054910 + Penalty 250702.254890 = -1248976.800020 nChanged 202 Deleting Class 156 (6 points): Lose 54.383557 but Gain 1474.396300 Iteration 12Q (25.069965 sec): 229 clusters Score: Raw -1499904.926976 + Penalty 249196.728792 = -1250708.198184 nChanged 176 Deleting Class 151 (10 points): Lose 190.218845 but Gain 1607.319315 Iteration 13Q (25.326185 sec): 228 clusters Score: Raw -1499888.694460 + Penalty 247706.946529 = -1252181.747931 nChanged 129 Deleting Class 180 (2 points): Lose 53.147761 but Gain 1468.160906 Iteration 14Q (25.571596 sec): 227 clusters Score: Raw -1500009.422464 + Penalty 246352.653380 = -1253656.769083 nChanged 93 Deleting Class 243 (1 points): Lose 5.279433 but Gain 1398.864328 Iteration 15Q (25.814032 sec): 226 clusters Score: Raw -1500143.977940 + Penalty 245013.458215 = -1255130.519724 nChanged 87 Deleting Class 203 (5 points): Lose 68.281707 but Gain 1453.755982 Iteration 16Q (26.052724 sec): 225 clusters Score: Raw -1500202.572782 + Penalty 243587.668350 = -1256614.904432 nChanged 81 Deleting Class 106 (33 points): Lose 276.927761 but Gain 1645.183095 Iteration 17Q (26.290757 sec): 224 clusters Score: Raw -1500033.503650 + Penalty 242153.356969 = -1257880.146681 nChanged 118 Deleting Class 177 (6 points): Lose 99.928297 but Gain 1463.137258 Iteration 18Q (26.531133 sec): 223 clusters Score: Raw -1500149.925423 + Penalty 240851.042378 = -1259298.883045 nChanged 91 Deleting Class 104 (5 points): Lose 65.162994 but Gain 1428.159904 Iteration 19Q (26.774477 sec): 222 clusters Score: Raw -1500289.098324 + Penalty 239400.860331 = -1260888.237993 nChanged 89 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 -1500289.098324 + Penalty 239400.860331 = -1260888.237993Memory request: 0.08 GB would take us to total of 0.38 GB. Trying to split cluster 1 (16619 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.962490 sec): 2 clusters Score: Raw -773322.510185 + Penalty 206.004991 = -773116.505194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.993923 sec): 3 clusters Score: Raw -762121.681042 + Penalty 429.217710 = -761692.463333 nChanged 7891 SP:Iteration 1F (27.024528 sec): 3 clusters Score: Raw -765332.144227 + Penalty 496.073762 = -764836.070465 nChanged 2868 SP:Iteration 2F (27.054997 sec): 3 clusters Score: Raw -768475.786532 + Penalty 629.134400 = -767846.652132 nChanged 2531 SP:Iteration 3F (27.085474 sec): 3 clusters Score: Raw -771483.774084 + Penalty 756.058768 = -770727.715316 nChanged 1161 SP:Iteration 4F (27.115932 sec): 3 clusters Score: Raw -772689.073756 + Penalty 818.535881 = -771870.537874 nChanged 430 SP:Iteration 5Q (27.142515 sec): 3 clusters Score: Raw -773093.701767 + Penalty 809.642036 = -772284.059732 nChanged 184 SP:Iteration 6Q (27.167944 sec): 3 clusters Score: Raw -773265.864783 + Penalty 748.192588 = -772517.672194 nChanged 65 SP:Iteration 7Q (27.191990 sec): 3 clusters Score: Raw -773341.779990 + Penalty 705.770742 = -772636.009248 nChanged 22 SP:Iteration 8Q (27.215802 sec): 3 clusters Score: Raw -773376.559973 + Penalty 666.405584 = -772710.154389 nChanged 17 SP:Iteration 9Q (27.239942 sec): 3 clusters Score: Raw -773394.783547 + Penalty 635.851674 = -772758.931873 nChanged 8 SP:Iteration 10F (27.270589 sec): 3 clusters Score: Raw -773405.250784 + Penalty 615.920845 = -772789.329939 nChanged 7 SP:Iteration 11Q (27.294273 sec): 3 clusters Score: Raw -773413.341401 + Penalty 600.497439 = -772812.843962 nChanged 5 SP:Iteration 12Q (27.318796 sec): 3 clusters Score: Raw -773414.852064 + Penalty 597.615746 = -772817.236317 nChanged 2 SP:Iteration 13Q (27.343057 sec): 3 clusters Score: Raw -773415.084186 + Penalty 597.615746 = -772817.468440 nChanged 0 SP:Iteration 14F (27.374750 sec): 3 clusters Score: Raw -773415.084186 + Penalty 597.615746 = -772817.468440 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 2 (1225 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.389300 sec): 2 clusters Score: Raw -59113.731375 + Penalty 230.644558 = -58883.086817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.391800 sec): 3 clusters Score: Raw -58352.969018 + Penalty 450.363694 = -57902.605324 nChanged 524 SP:Iteration 1F (27.394228 sec): 3 clusters Score: Raw -58644.505015 + Penalty 441.706371 = -58202.798644 nChanged 134 SP:Iteration 2F (27.396611 sec): 3 clusters Score: Raw -58725.034625 + Penalty 436.008310 = -58289.026315 nChanged 114 SP:Iteration 3F (27.398967 sec): 3 clusters Score: Raw -58822.564793 + Penalty 437.793570 = -58384.771223 nChanged 86 SP:Iteration 4F (27.401317 sec): 3 clusters Score: Raw -58896.824768 + Penalty 445.972179 = -58450.852589 nChanged 55 SP:Iteration 5Q (27.403667 sec): 3 clusters Score: Raw -58962.953961 + Penalty 452.480875 = -58510.473085 nChanged 46 SP:Iteration 6Q (27.406061 sec): 3 clusters Score: Raw -59011.532724 + Penalty 463.185021 = -58548.347702 nChanged 30 SP:Iteration 7Q (27.408319 sec): 3 clusters Score: Raw -59051.665695 + Penalty 472.605768 = -58579.059927 nChanged 23 SP:Iteration 8Q (27.410498 sec): 3 clusters Score: Raw -59074.487406 + Penalty 477.865514 = -58596.621892 nChanged 19 SP:Iteration 9Q (27.412600 sec): 3 clusters Score: Raw -59089.851495 + Penalty 482.222142 = -58607.629353 nChanged 11 SP:Iteration 10F (27.414931 sec): 3 clusters Score: Raw -59099.444005 + Penalty 487.554635 = -58611.889371 nChanged 11 SP:Iteration 11Q (27.416915 sec): 3 clusters Score: Raw -59103.811914 + Penalty 491.623834 = -58612.188080 nChanged 8 SP:Iteration 12Q (27.418959 sec): 3 clusters Score: Raw -59107.203417 + Penalty 494.639870 = -58612.563547 nChanged 5 SP:Iteration 13Q (27.421067 sec): 3 clusters Score: Raw -59108.681947 + Penalty 494.233657 = -58614.448290 nChanged 6 SP:Iteration 14Q (27.423227 sec): 3 clusters Score: Raw -59110.098343 + Penalty 493.467490 = -58616.630853 nChanged 3 SP:Iteration 15Q (27.425451 sec): 3 clusters Score: Raw -59110.647863 + Penalty 494.786423 = -58615.861440 nChanged 2 SP:Iteration 16F (27.428441 sec): 3 clusters Score: Raw -59111.149861 + Penalty 495.120213 = -58616.029648 nChanged 2 SP:Iteration 17Q (27.431270 sec): 3 clusters Score: Raw -59111.396789 + Penalty 497.859598 = -58613.537191 nChanged 5 SP:Iteration 18F (27.434827 sec): 3 clusters Score: Raw -59112.571186 + Penalty 500.589642 = -58611.981544 nChanged 4 SP:Iteration 19F (27.437579 sec): 3 clusters Score: Raw -59113.811494 + Penalty 504.148098 = -58609.663395 nChanged 3 SP:Iteration 20F (27.439986 sec): 3 clusters Score: Raw -59114.448955 + Penalty 502.807951 = -58611.641004 nChanged 3 SP:Iteration 21Q (27.442008 sec): 3 clusters Score: Raw -59115.508137 + Penalty 501.307144 = -58614.200993 nChanged 2 SP:Iteration 22Q (27.444014 sec): 3 clusters Score: Raw -59115.996216 + Penalty 501.307144 = -58614.689072 nChanged 0 SP:Iteration 23F (27.446391 sec): 3 clusters Score: Raw -59115.996216 + Penalty 501.307144 = -58614.689072 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 3 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.447367 sec): 2 clusters Score: Raw -1162.496219 + Penalty 385.573825 = -776.922394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.447633 sec): 3 clusters Score: Raw -1265.871659 + Penalty 771.959048 = -493.912610 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 4 (874 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.450386 sec): 2 clusters Score: Raw -38147.867037 + Penalty 60.613127 = -38087.253910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.452236 sec): 3 clusters Score: Raw -37613.434626 + Penalty 121.122529 = -37492.312097 nChanged 402 SP:Iteration 1F (27.454215 sec): 3 clusters Score: Raw -38166.159460 + Penalty 122.509974 = -38043.649486 nChanged 79 SP:Iteration 2F (27.456042 sec): 3 clusters Score: Raw -38238.637688 + Penalty 122.100797 = -38116.536891 nChanged 48 SP:Iteration 3F (27.457801 sec): 3 clusters Score: Raw -38272.860028 + Penalty 121.054316 = -38151.805712 nChanged 26 SP:Iteration 4Q (27.459445 sec): 3 clusters Score: Raw -38289.977712 + Penalty 120.673241 = -38169.304471 nChanged 16 SP:Iteration 5Q (27.461137 sec): 3 clusters Score: Raw -38304.349536 + Penalty 121.351634 = -38182.997903 nChanged 9 SP:Iteration 6Q (27.462897 sec): 3 clusters Score: Raw -38327.635961 + Penalty 122.471684 = -38205.164277 nChanged 12 SP:Iteration 7Q (27.464615 sec): 3 clusters Score: Raw -38347.205017 + Penalty 122.360851 = -38224.844167 nChanged 7 SP:Iteration 8Q (27.466293 sec): 3 clusters Score: Raw -38355.779332 + Penalty 122.236206 = -38233.543127 nChanged 2 SP:Iteration 9Q (27.467940 sec): 3 clusters Score: Raw -38356.413713 + Penalty 122.070259 = -38234.343454 nChanged 2 SP:Iteration 10F (27.469665 sec): 3 clusters Score: Raw -38362.051544 + Penalty 121.935326 = -38240.116217 nChanged 2 SP:Iteration 11Q (27.471298 sec): 3 clusters Score: Raw -38364.050315 + Penalty 121.778449 = -38242.271866 nChanged 2 SP:Iteration 12Q (27.473012 sec): 3 clusters Score: Raw -38364.652840 + Penalty 122.218760 = -38242.434080 nChanged 1 SP:Iteration 13Q (27.474660 sec): 3 clusters Score: Raw -38364.797984 + Penalty 122.218760 = -38242.579224 nChanged 0 SP:Iteration 14F (27.476400 sec): 3 clusters Score: Raw -38364.797984 + Penalty 122.218760 = -38242.579224 nChanged 0 Score: Raw -1520936.784618 + Penalty 239495.479620 = -1281441.304998 Splitting cluster 4 changes total score from -1260888.237993 to -1281441.304998 So it's getting split into cluster 66. Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 5 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.904986 sec): 2 clusters Score: Raw -109.530059 + Penalty 62.348732 = -47.181327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.905204 sec): 3 clusters Score: Raw -103.196805 + Penalty 124.697464 = 21.500659 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 6 (348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.907428 sec): 2 clusters Score: Raw -10957.705848 + Penalty 910.319263 = -10047.386585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.908311 sec): 3 clusters Score: Raw -10967.200670 + Penalty 1820.744312 = -9146.456359 nChanged 76 SP:Iteration 1F (30.909169 sec): 3 clusters Score: Raw -11154.063034 + Penalty 1821.322646 = -9332.740388 nChanged 27 SP:Iteration 2F (30.910021 sec): 3 clusters Score: Raw -11247.916871 + Penalty 1822.202455 = -9425.714416 nChanged 12 SP:Iteration 3Q (30.910791 sec): 3 clusters Score: Raw -11296.230849 + Penalty 1822.154671 = -9474.076178 nChanged 4 SP:Iteration 4Q (30.911558 sec): 3 clusters Score: Raw -11301.632355 + Penalty 1822.122468 = -9479.509887 nChanged 1 SP:Iteration 5Q (30.912323 sec): 3 clusters Score: Raw -11302.043109 + Penalty 1822.122468 = -9479.920642 nChanged 0 SP:Iteration 6F (30.913172 sec): 3 clusters Score: Raw -11302.043109 + Penalty 1822.122468 = -9479.920642 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 7 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.913762 sec): 2 clusters Score: Raw -1286.130095 + Penalty 306.578793 = -979.551302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.914030 sec): 3 clusters Score: Raw -1350.524713 + Penalty 617.027877 = -733.496836 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 8 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.914736 sec): 2 clusters Score: Raw -3824.750980 + Penalty 56.784680 = -3767.966300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.915116 sec): 3 clusters Score: Raw -3801.741812 + Penalty 128.221139 = -3673.520673 nChanged 31 SP:Iteration 1F (30.915484 sec): 3 clusters Score: Raw -3839.305203 + Penalty 127.843151 = -3711.462052 nChanged 6 SP:Iteration 2F (30.915850 sec): 3 clusters Score: Raw -3857.245816 + Penalty 127.843151 = -3729.402664 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 9 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.916911 sec): 2 clusters Score: Raw -5850.421544 + Penalty 689.508609 = -5160.912935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.917346 sec): 3 clusters Score: Raw -5919.493684 + Penalty 1378.941139 = -4540.552545 nChanged 6 SP:Iteration 1F (30.917768 sec): 3 clusters Score: Raw -5936.246813 + Penalty 1379.186748 = -4557.060065 nChanged 2 SP:Iteration 2Q (30.918175 sec): 3 clusters Score: Raw -5943.835182 + Penalty 1379.186748 = -4564.648435 nChanged 0 SP:Iteration 3F (30.918597 sec): 3 clusters Score: Raw -5943.835182 + Penalty 1379.186748 = -4564.648435 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 10 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.919468 sec): 2 clusters Score: Raw -6580.341267 + Penalty 707.777891 = -5872.563376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.919923 sec): 3 clusters Score: Raw -6675.032154 + Penalty 1415.318395 = -5259.713759 nChanged 12 SP:Iteration 1F (30.920376 sec): 3 clusters Score: Raw -6717.622749 + Penalty 1415.309869 = -5302.312879 nChanged 2 SP:Iteration 2Q (30.920797 sec): 3 clusters Score: Raw -6730.459352 + Penalty 1415.309869 = -5315.149483 nChanged 0 SP:Iteration 3F (30.921245 sec): 3 clusters Score: Raw -6730.459352 + Penalty 1415.309869 = -5315.149483 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 11 (330 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.922734 sec): 2 clusters Score: Raw -17356.539299 + Penalty 924.625378 = -16431.913922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.923591 sec): 3 clusters Score: Raw -17344.187715 + Penalty 1849.169849 = -15495.017866 nChanged 62 SP:Iteration 1F (30.924425 sec): 3 clusters Score: Raw -17446.012318 + Penalty 1849.160827 = -15596.851491 nChanged 12 SP:Iteration 2Q (30.925233 sec): 3 clusters Score: Raw -17485.288771 + Penalty 1849.250756 = -15636.038016 nChanged 4 SP:Iteration 3Q (30.926033 sec): 3 clusters Score: Raw -17490.284212 + Penalty 1849.428253 = -15640.855959 nChanged 4 SP:Iteration 4Q (30.926831 sec): 3 clusters Score: Raw -17497.644348 + Penalty 1849.501550 = -15648.142799 nChanged 2 SP:Iteration 5Q (30.927626 sec): 3 clusters Score: Raw -17503.541150 + Penalty 1849.466183 = -15654.074967 nChanged 1 SP:Iteration 6Q (30.928423 sec): 3 clusters Score: Raw -17506.836350 + Penalty 1849.504468 = -15657.331882 nChanged 1 SP:Iteration 7Q (30.929216 sec): 3 clusters Score: Raw -17507.630586 + Penalty 1849.596688 = -15658.033898 nChanged 3 SP:Iteration 8Q (30.930010 sec): 3 clusters Score: Raw -17511.919446 + Penalty 1849.712314 = -15662.207132 nChanged 3 SP:Iteration 9Q (30.930800 sec): 3 clusters Score: Raw -17515.126435 + Penalty 1849.753549 = -15665.372886 nChanged 2 SP:Iteration 10F (30.931632 sec): 3 clusters Score: Raw -17520.073249 + Penalty 1849.894322 = -15670.178927 nChanged 4 SP:Iteration 11Q (30.932425 sec): 3 clusters Score: Raw -17526.969380 + Penalty 1849.909638 = -15677.059742 nChanged 2 SP:Iteration 12Q (30.933217 sec): 3 clusters Score: Raw -17532.322957 + Penalty 1849.921887 = -15682.401069 nChanged 2 SP:Iteration 13Q (30.934026 sec): 3 clusters Score: Raw -17542.902378 + Penalty 1849.815310 = -15693.087068 nChanged 5 SP:Iteration 14Q (30.934812 sec): 3 clusters Score: Raw -17550.536436 + Penalty 1849.815310 = -15700.721126 nChanged 2 SP:Iteration 15Q (30.935594 sec): 3 clusters Score: Raw -17553.081149 + Penalty 1849.815310 = -15703.265838 nChanged 0 SP:Iteration 16F (30.936421 sec): 3 clusters Score: Raw -17553.081149 + Penalty 1849.815310 = -15703.265838 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 12 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.936962 sec): 2 clusters Score: Raw -758.931685 + Penalty 225.078261 = -533.853424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.937237 sec): 3 clusters Score: Raw -798.772816 + Penalty 429.869086 = -368.903731 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 13 (121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.938047 sec): 2 clusters Score: Raw -5754.636436 + Penalty 716.873960 = -5037.762476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.938480 sec): 3 clusters Score: Raw -5836.456541 + Penalty 1434.271031 = -4402.185510 nChanged 8 SP:Iteration 1F (30.938908 sec): 3 clusters Score: Raw -5867.816146 + Penalty 1434.271745 = -4433.544401 nChanged 1 SP:Iteration 2Q (30.939306 sec): 3 clusters Score: Raw -5871.856350 + Penalty 1434.271745 = -4437.584606 nChanged 0 SP:Iteration 3F (30.939729 sec): 3 clusters Score: Raw -5871.856350 + Penalty 1434.271745 = -4437.584606 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 14 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.940239 sec): 2 clusters Score: Raw -921.604896 + Penalty 329.771593 = -591.833303 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.940476 sec): 3 clusters Score: Raw -960.335186 + Penalty 661.474336 = -298.860851 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 15 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.940963 sec): 2 clusters Score: Raw -538.971472 + Penalty 133.437314 = -405.534158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.941191 sec): 3 clusters Score: Raw -550.604320 + Penalty 271.910842 = -278.693478 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 16 (833 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.944041 sec): 2 clusters Score: Raw -47705.207407 + Penalty 1059.967254 = -46645.240153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.945786 sec): 3 clusters Score: Raw -47479.905504 + Penalty 2119.520809 = -45360.384696 nChanged 250 SP:Iteration 1F (30.947478 sec): 3 clusters Score: Raw -47710.367870 + Penalty 2118.280236 = -45592.087634 nChanged 71 SP:Iteration 2F (30.949183 sec): 3 clusters Score: Raw -47805.268291 + Penalty 2116.088319 = -45689.179972 nChanged 48 SP:Iteration 3F (30.950898 sec): 3 clusters Score: Raw -47863.637266 + Penalty 2112.233267 = -45751.403999 nChanged 48 SP:Iteration 4F (30.952602 sec): 3 clusters Score: Raw -47938.787127 + Penalty 2108.510911 = -45830.276216 nChanged 42 SP:Iteration 5F (30.954307 sec): 3 clusters Score: Raw -47995.517787 + Penalty 2104.119691 = -45891.398097 nChanged 38 SP:Iteration 6Q (30.955975 sec): 3 clusters Score: Raw -48064.229521 + Penalty 2099.609727 = -45964.619794 nChanged 30 SP:Iteration 7Q (30.957636 sec): 3 clusters Score: Raw -48109.214779 + Penalty 2097.870384 = -46011.344395 nChanged 17 SP:Iteration 8Q (30.959280 sec): 3 clusters Score: Raw -48129.821335 + Penalty 2097.804885 = -46032.016450 nChanged 12 SP:Iteration 9Q (30.960926 sec): 3 clusters Score: Raw -48150.099467 + Penalty 2097.956054 = -46052.143413 nChanged 14 SP:Iteration 10F (30.962644 sec): 3 clusters Score: Raw -48171.504609 + Penalty 2098.774715 = -46072.729894 nChanged 19 SP:Iteration 11Q (30.964236 sec): 3 clusters Score: Raw -48204.315002 + Penalty 2100.178437 = -46104.136565 nChanged 17 SP:Iteration 12Q (30.965915 sec): 3 clusters Score: Raw -48256.679737 + Penalty 2103.006489 = -46153.673248 nChanged 23 SP:Iteration 13Q (30.967502 sec): 3 clusters Score: Raw -48372.690411 + Penalty 2104.920695 = -46267.769716 nChanged 31 SP:Iteration 14Q (30.969048 sec): 3 clusters Score: Raw -48492.888552 + Penalty 2105.894665 = -46386.993887 nChanged 22 SP:Iteration 15Q (30.970567 sec): 3 clusters Score: Raw -48536.100834 + Penalty 2105.495409 = -46430.605425 nChanged 11 SP:Iteration 16Q (30.972070 sec): 3 clusters Score: Raw -48553.598711 + Penalty 2105.779702 = -46447.819009 nChanged 3 SP:Iteration 17Q (30.973609 sec): 3 clusters Score: Raw -48557.430515 + Penalty 2105.817823 = -46451.612691 nChanged 1 SP:Iteration 18Q (30.975094 sec): 3 clusters Score: Raw -48558.425163 + Penalty 2105.817823 = -46452.607340 nChanged 0 SP:Iteration 19F (30.976826 sec): 3 clusters Score: Raw -48558.827586 + Penalty 2105.956016 = -46452.871571 nChanged 1 SP:Iteration 20F (30.978544 sec): 3 clusters Score: Raw -48562.764114 + Penalty 2106.166976 = -46456.597139 nChanged 1 SP:Iteration 21Q (30.980054 sec): 3 clusters Score: Raw -48569.534212 + Penalty 2106.637654 = -46462.896558 nChanged 1 SP:Iteration 22Q (30.981540 sec): 3 clusters Score: Raw -48571.406820 + Penalty 2106.637654 = -46464.769166 nChanged 0 SP:Iteration 23F (30.983223 sec): 3 clusters Score: Raw -48571.406820 + Penalty 2106.637654 = -46464.769166 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 17 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.983774 sec): 2 clusters Score: Raw -553.226856 + Penalty 233.020531 = -320.206325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.984010 sec): 3 clusters Score: Raw -573.218574 + Penalty 459.346163 = -113.872412 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 18 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.984493 sec): 2 clusters Score: Raw -445.537587 + Penalty 206.517938 = -239.019649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.984715 sec): 3 clusters Score: Raw -452.360301 + Penalty 398.207630 = -54.152670 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 19 (639 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.987533 sec): 2 clusters Score: Raw -32810.756524 + Penalty 389.128401 = -32421.628123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.988983 sec): 3 clusters Score: Raw -32471.088588 + Penalty 776.809017 = -31694.279571 nChanged 251 SP:Iteration 1F (30.990353 sec): 3 clusters Score: Raw -32645.285412 + Penalty 778.294355 = -31866.991057 nChanged 56 SP:Iteration 2F (30.991706 sec): 3 clusters Score: Raw -32676.366976 + Penalty 778.514870 = -31897.852105 nChanged 43 SP:Iteration 3F (30.993057 sec): 3 clusters Score: Raw -32708.228713 + Penalty 774.982323 = -31933.246390 nChanged 44 SP:Iteration 4F (30.994410 sec): 3 clusters Score: Raw -32739.958331 + Penalty 770.664792 = -31969.293540 nChanged 37 SP:Iteration 5F (30.995745 sec): 3 clusters Score: Raw -32777.985256 + Penalty 763.378379 = -32014.606877 nChanged 33 SP:Iteration 6F (30.997092 sec): 3 clusters Score: Raw -32811.210669 + Penalty 760.108528 = -32051.102141 nChanged 14 SP:Iteration 7Q (30.998437 sec): 3 clusters Score: Raw -32822.067636 + Penalty 760.142610 = -32061.925025 nChanged 8 SP:Iteration 8Q (30.999748 sec): 3 clusters Score: Raw -32827.136998 + Penalty 758.982261 = -32068.154737 nChanged 6 SP:Iteration 9Q (31.001064 sec): 3 clusters Score: Raw -32832.142663 + Penalty 758.481179 = -32073.661484 nChanged 4 SP:Iteration 10F (31.002413 sec): 3 clusters Score: Raw -32833.313707 + Penalty 758.417411 = -32074.896295 nChanged 4 SP:Iteration 11Q (31.003723 sec): 3 clusters Score: Raw -32833.814274 + Penalty 758.441683 = -32075.372591 nChanged 1 SP:Iteration 12Q (31.005040 sec): 3 clusters Score: Raw -32834.039756 + Penalty 758.161614 = -32075.878141 nChanged 1 SP:Iteration 13Q (31.006363 sec): 3 clusters Score: Raw -32834.497324 + Penalty 758.076361 = -32076.420964 nChanged 1 SP:Iteration 14Q (31.007676 sec): 3 clusters Score: Raw -32835.169473 + Penalty 758.076361 = -32077.093113 nChanged 0 SP:Iteration 15F (31.009039 sec): 3 clusters Score: Raw -32835.169473 + Penalty 758.076361 = -32077.093113 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 20 (1009 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.013125 sec): 2 clusters Score: Raw -64125.502695 + Penalty 1046.584798 = -63078.917897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.015267 sec): 3 clusters Score: Raw -63735.420842 + Penalty 2093.663102 = -61641.757740 nChanged 311 SP:Iteration 1F (31.017365 sec): 3 clusters Score: Raw -63985.478478 + Penalty 2095.609343 = -61889.869135 nChanged 90 SP:Iteration 2F (31.019437 sec): 3 clusters Score: Raw -64146.566155 + Penalty 2096.523970 = -62050.042185 nChanged 93 SP:Iteration 3F (31.021520 sec): 3 clusters Score: Raw -64280.402539 + Penalty 2094.930064 = -62185.472475 nChanged 72 SP:Iteration 4F (31.023618 sec): 3 clusters Score: Raw -64376.629094 + Penalty 2092.064634 = -62284.564460 nChanged 59 SP:Iteration 5F (31.025730 sec): 3 clusters Score: Raw -64451.580826 + Penalty 2091.594759 = -62359.986067 nChanged 42 SP:Iteration 6Q (31.027817 sec): 3 clusters Score: Raw -64515.685340 + Penalty 2094.244668 = -62421.440672 nChanged 30 SP:Iteration 7Q (31.029920 sec): 3 clusters Score: Raw -64547.747330 + Penalty 2090.941159 = -62456.806171 nChanged 12 SP:Iteration 8Q (31.031989 sec): 3 clusters Score: Raw -64563.343790 + Penalty 2093.622092 = -62469.721698 nChanged 9 SP:Iteration 9Q (31.034075 sec): 3 clusters Score: Raw -64581.937626 + Penalty 2094.038914 = -62487.898712 nChanged 11 SP:Iteration 10F (31.036243 sec): 3 clusters Score: Raw -64601.430077 + Penalty 2094.295091 = -62507.134986 nChanged 2 SP:Iteration 11Q (31.038327 sec): 3 clusters Score: Raw -64604.647222 + Penalty 2095.398504 = -62509.248718 nChanged 5 SP:Iteration 12Q (31.040402 sec): 3 clusters Score: Raw -64611.448887 + Penalty 2097.002785 = -62514.446102 nChanged 3 SP:Iteration 13Q (31.042465 sec): 3 clusters Score: Raw -64614.704965 + Penalty 2096.234708 = -62518.470257 nChanged 2 SP:Iteration 14Q (31.044638 sec): 3 clusters Score: Raw -64616.955551 + Penalty 2096.106858 = -62520.848693 nChanged 1 SP:Iteration 15Q (31.046802 sec): 3 clusters Score: Raw -64619.728601 + Penalty 2097.025011 = -62522.703590 nChanged 1 SP:Iteration 16Q (31.048862 sec): 3 clusters Score: Raw -64621.125618 + Penalty 2098.583491 = -62522.542128 nChanged 1 SP:Iteration 17F (31.051090 sec): 3 clusters Score: Raw -64623.050739 + Penalty 2098.583491 = -62524.467249 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 21 (473 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.053234 sec): 2 clusters Score: Raw -28205.049618 + Penalty 888.007064 = -27317.042554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.054277 sec): 3 clusters Score: Raw -28060.790518 + Penalty 1779.529402 = -26281.261116 nChanged 107 SP:Iteration 1F (31.055304 sec): 3 clusters Score: Raw -28182.553685 + Penalty 1783.793824 = -26398.759861 nChanged 37 SP:Iteration 2F (31.056329 sec): 3 clusters Score: Raw -28232.097328 + Penalty 1786.119992 = -26445.977336 nChanged 16 SP:Iteration 3Q (31.057337 sec): 3 clusters Score: Raw -28253.350260 + Penalty 1786.496302 = -26466.853958 nChanged 12 SP:Iteration 4Q (31.058346 sec): 3 clusters Score: Raw -28268.173910 + Penalty 1786.041100 = -26482.132810 nChanged 7 SP:Iteration 5Q (31.059346 sec): 3 clusters Score: Raw -28280.817958 + Penalty 1787.155640 = -26493.662318 nChanged 9 SP:Iteration 6Q (31.060345 sec): 3 clusters Score: Raw -28294.315219 + Penalty 1788.541431 = -26505.773788 nChanged 7 SP:Iteration 7Q (31.061338 sec): 3 clusters Score: Raw -28305.115325 + Penalty 1789.037927 = -26516.077398 nChanged 6 SP:Iteration 8Q (31.062329 sec): 3 clusters Score: Raw -28312.376098 + Penalty 1789.970236 = -26522.405862 nChanged 5 SP:Iteration 9Q (31.063316 sec): 3 clusters Score: Raw -28319.432431 + Penalty 1791.151244 = -26528.281187 nChanged 2 SP:Iteration 10F (31.064338 sec): 3 clusters Score: Raw -28324.638678 + Penalty 1792.081833 = -26532.556845 nChanged 3 SP:Iteration 11Q (31.065325 sec): 3 clusters Score: Raw -28328.091502 + Penalty 1792.232816 = -26535.858686 nChanged 2 SP:Iteration 12Q (31.066340 sec): 3 clusters Score: Raw -28332.653856 + Penalty 1792.232816 = -26540.421040 nChanged 0 SP:Iteration 13F (31.067385 sec): 3 clusters Score: Raw -28332.653856 + Penalty 1792.232816 = -26540.421040 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 22 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.068649 sec): 2 clusters Score: Raw -9165.387815 + Penalty 395.717221 = -8769.670595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.069549 sec): 3 clusters Score: Raw -9112.057883 + Penalty 797.467898 = -8314.589985 nChanged 45 SP:Iteration 1F (31.070412 sec): 3 clusters Score: Raw -9183.582330 + Penalty 812.137216 = -8371.445114 nChanged 18 SP:Iteration 2F (31.071274 sec): 3 clusters Score: Raw -9203.948590 + Penalty 816.401002 = -8387.547588 nChanged 7 SP:Iteration 3Q (31.072147 sec): 3 clusters Score: Raw -9216.105920 + Penalty 817.356950 = -8398.748969 nChanged 3 SP:Iteration 4Q (31.072872 sec): 3 clusters Score: Raw -9222.038196 + Penalty 817.750120 = -8404.288077 nChanged 2 SP:Iteration 5Q (31.073604 sec): 3 clusters Score: Raw -9231.962155 + Penalty 817.750120 = -8414.212035 nChanged 0 SP:Iteration 6F (31.074356 sec): 3 clusters Score: Raw -9231.962155 + Penalty 817.750120 = -8414.212035 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 23 (160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.075672 sec): 2 clusters Score: Raw -7242.287175 + Penalty 754.729895 = -6487.557280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.076167 sec): 3 clusters Score: Raw -7311.708936 + Penalty 1503.532603 = -5808.176332 nChanged 15 SP:Iteration 1F (31.076653 sec): 3 clusters Score: Raw -7362.571316 + Penalty 1501.010629 = -5861.560687 nChanged 7 SP:Iteration 2Q (31.077124 sec): 3 clusters Score: Raw -7391.207247 + Penalty 1499.145017 = -5892.062230 nChanged 3 SP:Iteration 3Q (31.077592 sec): 3 clusters Score: Raw -7404.587652 + Penalty 1499.145017 = -5905.442635 nChanged 0 SP:Iteration 4F (31.078093 sec): 3 clusters Score: Raw -7404.587652 + Penalty 1499.145017 = -5905.442635 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 (31.084638 sec): 2 clusters Score: Raw -786.752678 + Penalty 332.006787 = -454.745891 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.084873 sec): 3 clusters Score: Raw -799.244455 + Penalty 664.853671 = -134.390784 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 25 (166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.086567 sec): 2 clusters Score: Raw -7409.044626 + Penalty 132.007717 = -7277.036909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.087084 sec): 3 clusters Score: Raw -7355.886105 + Penalty 239.703012 = -7116.183093 nChanged 62 SP:Iteration 1F (31.087593 sec): 3 clusters Score: Raw -7509.044380 + Penalty 231.296290 = -7277.748091 nChanged 12 SP:Iteration 2F (31.088103 sec): 3 clusters Score: Raw -7540.803353 + Penalty 230.663089 = -7310.140264 nChanged 2 SP:Iteration 3Q (31.088593 sec): 3 clusters Score: Raw -7543.354344 + Penalty 230.931646 = -7312.422698 nChanged 1 SP:Iteration 4Q (31.089083 sec): 3 clusters Score: Raw -7544.254692 + Penalty 230.931646 = -7313.323046 nChanged 0 SP:Iteration 5F (31.089577 sec): 3 clusters Score: Raw -7544.254692 + Penalty 230.931646 = -7313.323046 nChanged 0 Score: Raw -1521071.986584 + Penalty 239696.785765 = -1281375.200819 Splitting cluster 25 changes total score from -1260888.237993 to -1281375.200819 So it's getting split into cluster 104. Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 26 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.595702 sec): 2 clusters Score: Raw -1059.544526 + Penalty 264.587706 = -794.956821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.595993 sec): 3 clusters Score: Raw -1091.352969 + Penalty 536.789026 = -554.563943 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 27 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.596823 sec): 2 clusters Score: Raw -607.384964 + Penalty 215.031618 = -392.353346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.597058 sec): 3 clusters Score: Raw -625.243347 + Penalty 428.514047 = -196.729300 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 28 (297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.598762 sec): 2 clusters Score: Raw -17727.406110 + Penalty 808.669726 = -16918.736384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.599506 sec): 3 clusters Score: Raw -17657.324785 + Penalty 1617.630860 = -16039.693925 nChanged 55 SP:Iteration 1F (34.600235 sec): 3 clusters Score: Raw -17713.320869 + Penalty 1617.641819 = -16095.679049 nChanged 13 SP:Iteration 2Q (34.600956 sec): 3 clusters Score: Raw -17729.993060 + Penalty 1618.145859 = -16111.847201 nChanged 4 SP:Iteration 3Q (34.601673 sec): 3 clusters Score: Raw -17737.926430 + Penalty 1618.414536 = -16119.511893 nChanged 3 SP:Iteration 4Q (34.602387 sec): 3 clusters Score: Raw -17741.401516 + Penalty 1618.934295 = -16122.467220 nChanged 3 SP:Iteration 5Q (34.603102 sec): 3 clusters Score: Raw -17750.275783 + Penalty 1618.720953 = -16131.554830 nChanged 3 SP:Iteration 6Q (34.603817 sec): 3 clusters Score: Raw -17753.134269 + Penalty 1618.417474 = -16134.716795 nChanged 2 SP:Iteration 7Q (34.604530 sec): 3 clusters Score: Raw -17754.465827 + Penalty 1618.417474 = -16136.048353 nChanged 0 SP:Iteration 8F (34.605254 sec): 3 clusters Score: Raw -17754.465827 + Penalty 1618.417474 = -16136.048353 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 29 (111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.606406 sec): 2 clusters Score: Raw -4945.353185 + Penalty 31.988064 = -4913.365121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.606833 sec): 3 clusters Score: Raw -4914.973494 + Penalty 57.741732 = -4857.231762 nChanged 41 SP:Iteration 1F (34.607191 sec): 3 clusters Score: Raw -4958.236583 + Penalty 58.902350 = -4899.334233 nChanged 2 SP:Iteration 2Q (34.607551 sec): 3 clusters Score: Raw -4969.307794 + Penalty 58.902350 = -4910.405445 nChanged 0 SP:Iteration 3F (34.607911 sec): 3 clusters Score: Raw -4969.307794 + Penalty 58.902350 = -4910.405445 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 30 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.608954 sec): 2 clusters Score: Raw -3769.938466 + Penalty 403.016603 = -3366.921863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.609327 sec): 3 clusters Score: Raw -3789.052214 + Penalty 804.002717 = -2985.049498 nChanged 8 SP:Iteration 1F (34.609693 sec): 3 clusters Score: Raw -3808.510798 + Penalty 803.354525 = -3005.156273 nChanged 1 SP:Iteration 2Q (34.610046 sec): 3 clusters Score: Raw -3812.278446 + Penalty 802.787797 = -3009.490649 nChanged 1 SP:Iteration 3Q (34.610399 sec): 3 clusters Score: Raw -3812.842975 + Penalty 802.787797 = -3010.055178 nChanged 0 SP:Iteration 4F (34.610763 sec): 3 clusters Score: Raw -3812.842975 + Penalty 802.787797 = -3010.055178 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 31 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.611585 sec): 2 clusters Score: Raw -815.029600 + Penalty 227.803894 = -587.225706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.611828 sec): 3 clusters Score: Raw -842.880705 + Penalty 452.485517 = -390.395188 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 32 (323 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.613526 sec): 2 clusters Score: Raw -13447.030881 + Penalty 908.718510 = -12538.312371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.614323 sec): 3 clusters Score: Raw -13447.465888 + Penalty 1816.141468 = -11631.324420 nChanged 54 SP:Iteration 1F (34.615112 sec): 3 clusters Score: Raw -13554.398261 + Penalty 1816.079716 = -11738.318545 nChanged 7 SP:Iteration 2Q (34.615892 sec): 3 clusters Score: Raw -13568.348470 + Penalty 1816.415433 = -11751.933037 nChanged 5 SP:Iteration 3Q (34.616664 sec): 3 clusters Score: Raw -13582.869730 + Penalty 1816.792872 = -11766.076857 nChanged 5 SP:Iteration 4Q (34.617424 sec): 3 clusters Score: Raw -13597.597890 + Penalty 1816.929918 = -11780.667972 nChanged 4 SP:Iteration 5Q (34.618175 sec): 3 clusters Score: Raw -13605.574735 + Penalty 1816.971852 = -11788.602883 nChanged 2 SP:Iteration 6Q (34.618927 sec): 3 clusters Score: Raw -13610.699313 + Penalty 1817.039807 = -11793.659505 nChanged 2 SP:Iteration 7Q (34.619661 sec): 3 clusters Score: Raw -13613.079370 + Penalty 1817.099660 = -11795.979710 nChanged 3 SP:Iteration 8Q (34.620407 sec): 3 clusters Score: Raw -13620.536377 + Penalty 1817.154697 = -11803.381680 nChanged 1 SP:Iteration 9Q (34.621239 sec): 3 clusters Score: Raw -13621.078196 + Penalty 1817.154697 = -11803.923499 nChanged 0 SP:Iteration 10F (34.622017 sec): 3 clusters Score: Raw -13621.078196 + Penalty 1817.154697 = -11803.923499 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 33 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.623122 sec): 2 clusters Score: Raw -2369.708560 + Penalty 564.594153 = -1805.114407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.623426 sec): 3 clusters Score: Raw -2531.069166 + Penalty 1129.058963 = -1402.010203 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 34 (134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.624575 sec): 2 clusters Score: Raw -5843.049466 + Penalty 516.560990 = -5326.488476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.625032 sec): 3 clusters Score: Raw -5863.270787 + Penalty 1032.539955 = -4830.730832 nChanged 19 SP:Iteration 1F (34.625483 sec): 3 clusters Score: Raw -5911.514453 + Penalty 1035.026607 = -4876.487846 nChanged 8 SP:Iteration 2F (34.625932 sec): 3 clusters Score: Raw -5934.389845 + Penalty 1035.604570 = -4898.785275 nChanged 1 SP:Iteration 3Q (34.626359 sec): 3 clusters Score: Raw -5934.931771 + Penalty 1036.111734 = -4898.820036 nChanged 1 SP:Iteration 4Q (34.626785 sec): 3 clusters Score: Raw -5936.970993 + Penalty 1036.111734 = -4900.859258 nChanged 0 SP:Iteration 5F (34.627232 sec): 3 clusters Score: Raw -5936.970993 + Penalty 1036.111734 = -4900.859258 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 35 (156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.628461 sec): 2 clusters Score: Raw -7868.976273 + Penalty 263.064141 = -7605.912132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.628959 sec): 3 clusters Score: Raw -7797.251088 + Penalty 555.999550 = -7241.251538 nChanged 43 SP:Iteration 1F (34.629451 sec): 3 clusters Score: Raw -7848.832286 + Penalty 598.913931 = -7249.918355 nChanged 16 SP:Iteration 2F (34.629938 sec): 3 clusters Score: Raw -7887.584623 + Penalty 606.450430 = -7281.134192 nChanged 11 SP:Iteration 3F (34.630417 sec): 3 clusters Score: Raw -7914.507144 + Penalty 602.179325 = -7312.327819 nChanged 7 SP:Iteration 4Q (34.630866 sec): 3 clusters Score: Raw -7929.520041 + Penalty 601.082883 = -7328.437158 nChanged 4 SP:Iteration 5Q (34.631306 sec): 3 clusters Score: Raw -7934.280199 + Penalty 602.736286 = -7331.543913 nChanged 1 SP:Iteration 6Q (34.631741 sec): 3 clusters Score: Raw -7941.762336 + Penalty 602.736286 = -7339.026050 nChanged 0 SP:Iteration 7F (34.632247 sec): 3 clusters Score: Raw -7941.762336 + Penalty 602.736286 = -7339.026050 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 36 (494 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.634401 sec): 2 clusters Score: Raw -24947.895338 + Penalty 197.614824 = -24750.280514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.635485 sec): 3 clusters Score: Raw -24670.063578 + Penalty 409.264680 = -24260.798899 nChanged 200 SP:Iteration 1F (34.636547 sec): 3 clusters Score: Raw -24900.412162 + Penalty 420.547366 = -24479.864796 nChanged 54 SP:Iteration 2F (34.637607 sec): 3 clusters Score: Raw -24950.170475 + Penalty 421.214981 = -24528.955495 nChanged 18 SP:Iteration 3Q (34.638648 sec): 3 clusters Score: Raw -24966.960302 + Penalty 420.303625 = -24546.656677 nChanged 8 SP:Iteration 4Q (34.639680 sec): 3 clusters Score: Raw -24974.427066 + Penalty 416.990765 = -24557.436301 nChanged 11 SP:Iteration 5Q (34.640704 sec): 3 clusters Score: Raw -24986.117897 + Penalty 415.915973 = -24570.201924 nChanged 9 SP:Iteration 6Q (34.641743 sec): 3 clusters Score: Raw -24994.602380 + Penalty 414.660222 = -24579.942158 nChanged 11 SP:Iteration 7Q (34.642771 sec): 3 clusters Score: Raw -25005.567034 + Penalty 413.669143 = -24591.897891 nChanged 7 SP:Iteration 8Q (34.643786 sec): 3 clusters Score: Raw -25010.912329 + Penalty 413.836916 = -24597.075412 nChanged 9 SP:Iteration 9Q (34.644799 sec): 3 clusters Score: Raw -25016.741964 + Penalty 412.889995 = -24603.851969 nChanged 6 SP:Iteration 10F (34.645856 sec): 3 clusters Score: Raw -25019.186040 + Penalty 413.155566 = -24606.030474 nChanged 2 SP:Iteration 11Q (34.646878 sec): 3 clusters Score: Raw -25021.368846 + Penalty 413.199288 = -24608.169558 nChanged 2 SP:Iteration 12Q (34.647900 sec): 3 clusters Score: Raw -25021.865026 + Penalty 413.440367 = -24608.424660 nChanged 3 SP:Iteration 13Q (34.648919 sec): 3 clusters Score: Raw -25023.447085 + Penalty 413.168531 = -24610.278554 nChanged 1 SP:Iteration 14Q (34.649934 sec): 3 clusters Score: Raw -25023.665779 + Penalty 412.622431 = -24611.043348 nChanged 1 SP:Iteration 15Q (34.650942 sec): 3 clusters Score: Raw -25023.825189 + Penalty 412.622431 = -24611.202758 nChanged 0 SP:Iteration 16F (34.651999 sec): 3 clusters Score: Raw -25023.825189 + Penalty 412.622431 = -24611.202758 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 37 (681 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.654841 sec): 2 clusters Score: Raw -33155.789403 + Penalty 393.395433 = -32762.393970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.656291 sec): 3 clusters Score: Raw -32784.814824 + Penalty 793.115065 = -31991.699759 nChanged 264 SP:Iteration 1F (34.657681 sec): 3 clusters Score: Raw -32976.886946 + Penalty 802.487966 = -32174.398979 nChanged 87 SP:Iteration 2F (34.659075 sec): 3 clusters Score: Raw -33068.375136 + Penalty 820.119749 = -32248.255387 nChanged 57 SP:Iteration 3F (34.660474 sec): 3 clusters Score: Raw -33136.850745 + Penalty 830.114949 = -32306.735796 nChanged 40 SP:Iteration 4F (34.661875 sec): 3 clusters Score: Raw -33179.427816 + Penalty 834.629833 = -32344.797983 nChanged 23 SP:Iteration 5Q (34.663229 sec): 3 clusters Score: Raw -33196.818487 + Penalty 838.518339 = -32358.300148 nChanged 17 SP:Iteration 6Q (34.664611 sec): 3 clusters Score: Raw -33205.270381 + Penalty 843.167821 = -32362.102560 nChanged 13 SP:Iteration 7Q (34.665954 sec): 3 clusters Score: Raw -33216.275941 + Penalty 843.437480 = -32372.838461 nChanged 10 SP:Iteration 8Q (34.667304 sec): 3 clusters Score: Raw -33223.695256 + Penalty 843.369267 = -32380.325989 nChanged 7 SP:Iteration 9Q (34.668754 sec): 3 clusters Score: Raw -33230.262450 + Penalty 842.194365 = -32388.068085 nChanged 5 SP:Iteration 10F (34.670142 sec): 3 clusters Score: Raw -33234.557966 + Penalty 841.422513 = -32393.135453 nChanged 6 SP:Iteration 11Q (34.671504 sec): 3 clusters Score: Raw -33243.155406 + Penalty 841.077901 = -32402.077506 nChanged 4 SP:Iteration 12Q (34.672824 sec): 3 clusters Score: Raw -33247.712002 + Penalty 841.457456 = -32406.254546 nChanged 6 SP:Iteration 13Q (34.674117 sec): 3 clusters Score: Raw -33254.512904 + Penalty 839.947974 = -32414.564930 nChanged 3 SP:Iteration 14Q (34.675394 sec): 3 clusters Score: Raw -33256.581074 + Penalty 841.389187 = -32415.191887 nChanged 1 SP:Iteration 15Q (34.676666 sec): 3 clusters Score: Raw -33258.734304 + Penalty 842.844932 = -32415.889373 nChanged 2 SP:Iteration 16Q (34.677936 sec): 3 clusters Score: Raw -33261.325017 + Penalty 844.807799 = -32416.517218 nChanged 3 SP:Iteration 17Q (34.679207 sec): 3 clusters Score: Raw -33262.940328 + Penalty 844.099711 = -32418.840617 nChanged 2 SP:Iteration 18Q (34.680490 sec): 3 clusters Score: Raw -33264.942342 + Penalty 844.746007 = -32420.196335 nChanged 1 SP:Iteration 19Q (34.681749 sec): 3 clusters Score: Raw -33265.239517 + Penalty 844.746007 = -32420.493510 nChanged 0 SP:Iteration 20F (34.683132 sec): 3 clusters Score: Raw -33265.239517 + Penalty 844.746007 = -32420.493510 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 38 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.684190 sec): 2 clusters Score: Raw -1339.401646 + Penalty 353.365452 = -986.036194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.684456 sec): 3 clusters Score: Raw -1422.507256 + Penalty 697.303523 = -725.203733 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 39 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.685295 sec): 2 clusters Score: Raw -1176.510059 + Penalty 226.137574 = -950.372484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.685554 sec): 3 clusters Score: Raw -1205.102589 + Penalty 458.349188 = -746.753401 nChanged 1 SP:Iteration 1Q (34.685804 sec): 3 clusters Score: Raw -1206.796469 + Penalty 458.349188 = -748.447281 nChanged 0 SP:Iteration 2F (34.686060 sec): 3 clusters Score: Raw -1206.796469 + Penalty 458.349188 = -748.447281 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 40 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.686862 sec): 2 clusters Score: Raw -995.998931 + Penalty 295.497807 = -700.501123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.687105 sec): 3 clusters Score: Raw -1013.480158 + Penalty 590.046541 = -423.433616 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 41 (430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.689028 sec): 2 clusters Score: Raw -18660.617654 + Penalty 950.155231 = -17710.462423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.690963 sec): 3 clusters Score: Raw -18581.607527 + Penalty 1900.180969 = -16681.426558 nChanged 82 SP:Iteration 1F (34.692904 sec): 3 clusters Score: Raw -18720.235370 + Penalty 1899.446503 = -16820.788867 nChanged 33 SP:Iteration 2F (34.694487 sec): 3 clusters Score: Raw -18793.747120 + Penalty 1899.265763 = -16894.481357 nChanged 19 SP:Iteration 3Q (34.695999 sec): 3 clusters Score: Raw -18844.537945 + Penalty 1899.412403 = -16945.125542 nChanged 13 SP:Iteration 4Q (34.697445 sec): 3 clusters Score: Raw -18864.995997 + Penalty 1899.157701 = -16965.838296 nChanged 6 SP:Iteration 5Q (34.698723 sec): 3 clusters Score: Raw -18875.828018 + Penalty 1898.688148 = -16977.139869 nChanged 7 SP:Iteration 6Q (34.699891 sec): 3 clusters Score: Raw -18895.713143 + Penalty 1898.194629 = -16997.518514 nChanged 7 SP:Iteration 7Q (34.700796 sec): 3 clusters Score: Raw -18915.372792 + Penalty 1897.950338 = -17017.422455 nChanged 4 SP:Iteration 8Q (34.701718 sec): 3 clusters Score: Raw -18941.622056 + Penalty 1897.639596 = -17043.982459 nChanged 9 SP:Iteration 9Q (34.702671 sec): 3 clusters Score: Raw -18978.960113 + Penalty 1897.670813 = -17081.289300 nChanged 10 SP:Iteration 10F (34.703667 sec): 3 clusters Score: Raw -19014.499494 + Penalty 1898.356944 = -17116.142551 nChanged 10 SP:Iteration 11Q (34.704580 sec): 3 clusters Score: Raw -19067.670314 + Penalty 1898.858796 = -17168.811518 nChanged 15 SP:Iteration 12Q (34.705463 sec): 3 clusters Score: Raw -19152.381252 + Penalty 1899.494132 = -17252.887120 nChanged 16 SP:Iteration 13Q (34.706328 sec): 3 clusters Score: Raw -19188.620487 + Penalty 1900.310462 = -17288.310025 nChanged 12 SP:Iteration 14Q (34.707194 sec): 3 clusters Score: Raw -19222.996885 + Penalty 1900.673985 = -17322.322900 nChanged 8 SP:Iteration 15Q (34.708044 sec): 3 clusters Score: Raw -19256.459574 + Penalty 1901.039407 = -17355.420167 nChanged 5 SP:Iteration 16Q (34.708888 sec): 3 clusters Score: Raw -19266.148344 + Penalty 1901.409270 = -17364.739075 nChanged 5 SP:Iteration 17Q (34.709732 sec): 3 clusters Score: Raw -19272.919109 + Penalty 1901.748595 = -17371.170514 nChanged 4 SP:Iteration 18Q (34.710573 sec): 3 clusters Score: Raw -19283.639420 + Penalty 1901.827574 = -17381.811847 nChanged 2 SP:Iteration 19Q (34.711425 sec): 3 clusters Score: Raw -19285.871855 + Penalty 1902.121033 = -17383.750823 nChanged 3 SP:Iteration 20F (34.712374 sec): 3 clusters Score: Raw -19290.890478 + Penalty 1902.186766 = -17388.703712 nChanged 2 SP:Iteration 21Q (34.713219 sec): 3 clusters Score: Raw -19293.657280 + Penalty 1902.395033 = -17391.262247 nChanged 2 SP:Iteration 22Q (34.714058 sec): 3 clusters Score: Raw -19297.096112 + Penalty 1902.528740 = -17394.567372 nChanged 2 SP:Iteration 23Q (34.714895 sec): 3 clusters Score: Raw -19301.188959 + Penalty 1902.628290 = -17398.560669 nChanged 2 SP:Iteration 24Q (34.715731 sec): 3 clusters Score: Raw -19309.582898 + Penalty 1902.768843 = -17406.814055 nChanged 3 SP:Iteration 25Q (34.716582 sec): 3 clusters Score: Raw -19312.652780 + Penalty 1902.813801 = -17409.838980 nChanged 2 SP:Iteration 26Q (34.717417 sec): 3 clusters Score: Raw -19314.547945 + Penalty 1902.831353 = -17411.716592 nChanged 3 SP:Iteration 27Q (34.718249 sec): 3 clusters Score: Raw -19322.752183 + Penalty 1903.337991 = -17419.414192 nChanged 5 SP:Iteration 28Q (34.719087 sec): 3 clusters Score: Raw -19332.871827 + Penalty 1903.432827 = -17429.439000 nChanged 4 SP:Iteration 29Q (34.719964 sec): 3 clusters Score: Raw -19344.031565 + Penalty 1903.623360 = -17440.408204 nChanged 2 SP:Iteration 30F (34.720960 sec): 3 clusters Score: Raw -19349.134686 + Penalty 1903.592014 = -17445.542673 nChanged 2 SP:Iteration 31Q (34.721820 sec): 3 clusters Score: Raw -19352.860670 + Penalty 1903.571562 = -17449.289109 nChanged 1 SP:Iteration 32Q (34.722680 sec): 3 clusters Score: Raw -19353.976412 + Penalty 1903.571562 = -17450.404850 nChanged 0 SP:Iteration 33F (34.723665 sec): 3 clusters Score: Raw -19353.976412 + Penalty 1903.571562 = -17450.404850 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 42 (353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.726299 sec): 2 clusters Score: Raw -18575.803292 + Penalty 627.961607 = -17947.841686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.727205 sec): 3 clusters Score: Raw -18479.100089 + Penalty 1259.818426 = -17219.281663 nChanged 80 SP:Iteration 1F (34.728130 sec): 3 clusters Score: Raw -18554.430509 + Penalty 1265.627977 = -17288.802532 nChanged 28 SP:Iteration 2F (34.729039 sec): 3 clusters Score: Raw -18593.382653 + Penalty 1273.869574 = -17319.513079 nChanged 22 SP:Iteration 3F (34.729935 sec): 3 clusters Score: Raw -18627.259416 + Penalty 1278.152168 = -17349.107248 nChanged 9 SP:Iteration 4Q (34.730793 sec): 3 clusters Score: Raw -18643.019189 + Penalty 1280.298135 = -17362.721054 nChanged 3 SP:Iteration 5Q (34.731597 sec): 3 clusters Score: Raw -18647.181666 + Penalty 1279.833543 = -17367.348124 nChanged 4 SP:Iteration 6Q (34.732393 sec): 3 clusters Score: Raw -18652.060816 + Penalty 1280.062702 = -17371.998114 nChanged 2 SP:Iteration 7Q (34.733216 sec): 3 clusters Score: Raw -18653.857901 + Penalty 1280.062702 = -17373.795199 nChanged 0 SP:Iteration 8F (34.734065 sec): 3 clusters Score: Raw -18653.857901 + Penalty 1280.062702 = -17373.795199 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 43 (378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.737163 sec): 2 clusters Score: Raw -18748.248710 + Penalty 486.476321 = -18261.772389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.738036 sec): 3 clusters Score: Raw -18568.714111 + Penalty 976.646701 = -17592.067411 nChanged 111 SP:Iteration 1F (34.738893 sec): 3 clusters Score: Raw -18643.119696 + Penalty 987.309441 = -17655.810255 nChanged 43 SP:Iteration 2F (34.739753 sec): 3 clusters Score: Raw -18696.630559 + Penalty 1010.343336 = -17686.287223 nChanged 31 SP:Iteration 3F (34.740606 sec): 3 clusters Score: Raw -18739.989669 + Penalty 1027.657342 = -17712.332327 nChanged 14 SP:Iteration 4Q (34.741453 sec): 3 clusters Score: Raw -18755.169880 + Penalty 1032.557935 = -17722.611945 nChanged 5 SP:Iteration 5Q (34.742282 sec): 3 clusters Score: Raw -18760.910979 + Penalty 1032.943406 = -17727.967573 nChanged 2 SP:Iteration 6Q (34.743103 sec): 3 clusters Score: Raw -18763.559672 + Penalty 1032.943406 = -17730.616266 nChanged 0 SP:Iteration 7F (34.743954 sec): 3 clusters Score: Raw -18763.559672 + Penalty 1032.943406 = -17730.616266 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 44 (380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.746750 sec): 2 clusters Score: Raw -20551.504638 + Penalty 558.863605 = -19992.641033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.747633 sec): 3 clusters Score: Raw -20393.770286 + Penalty 1117.471139 = -19276.299147 nChanged 93 SP:Iteration 1F (34.748499 sec): 3 clusters Score: Raw -20458.752679 + Penalty 1117.272018 = -19341.480662 nChanged 28 SP:Iteration 2F (34.749368 sec): 3 clusters Score: Raw -20486.035489 + Penalty 1117.280576 = -19368.754912 nChanged 16 SP:Iteration 3Q (34.750228 sec): 3 clusters Score: Raw -20500.191544 + Penalty 1117.873296 = -19382.318248 nChanged 7 SP:Iteration 4Q (34.751085 sec): 3 clusters Score: Raw -20505.873649 + Penalty 1118.014181 = -19387.859468 nChanged 1 SP:Iteration 5Q (34.751942 sec): 3 clusters Score: Raw -20506.001468 + Penalty 1118.014181 = -19387.987287 nChanged 0 SP:Iteration 6F (34.752805 sec): 3 clusters Score: Raw -20506.001468 + Penalty 1118.014181 = -19387.987287 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 45 (627 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.755517 sec): 2 clusters Score: Raw -34327.855851 + Penalty 566.905474 = -33760.950377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.756838 sec): 3 clusters Score: Raw -33989.675063 + Penalty 1134.590102 = -32855.084961 nChanged 190 SP:Iteration 1F (34.758135 sec): 3 clusters Score: Raw -34111.699195 + Penalty 1135.045105 = -32976.654090 nChanged 73 SP:Iteration 2F (34.759436 sec): 3 clusters Score: Raw -34170.516484 + Penalty 1136.340507 = -33034.175977 nChanged 59 SP:Iteration 3F (34.760728 sec): 3 clusters Score: Raw -34216.096800 + Penalty 1138.964051 = -33077.132749 nChanged 36 SP:Iteration 4F (34.762042 sec): 3 clusters Score: Raw -34249.329038 + Penalty 1142.512985 = -33106.816054 nChanged 21 SP:Iteration 5Q (34.763349 sec): 3 clusters Score: Raw -34269.677450 + Penalty 1145.203991 = -33124.473459 nChanged 19 SP:Iteration 6Q (34.764632 sec): 3 clusters Score: Raw -34289.605261 + Penalty 1147.011261 = -33142.593999 nChanged 16 SP:Iteration 7Q (34.765899 sec): 3 clusters Score: Raw -34304.553357 + Penalty 1146.946644 = -33157.606713 nChanged 9 SP:Iteration 8Q (34.767160 sec): 3 clusters Score: Raw -34313.925123 + Penalty 1145.649150 = -33168.275972 nChanged 5 SP:Iteration 9Q (34.768455 sec): 3 clusters Score: Raw -34319.305598 + Penalty 1146.594621 = -33172.710977 nChanged 6 SP:Iteration 10F (34.769774 sec): 3 clusters Score: Raw -34322.060819 + Penalty 1148.156168 = -33173.904652 nChanged 6 SP:Iteration 11Q (34.771031 sec): 3 clusters Score: Raw -34325.727364 + Penalty 1148.506631 = -33177.220734 nChanged 3 SP:Iteration 12Q (34.772284 sec): 3 clusters Score: Raw -34327.981655 + Penalty 1149.180202 = -33178.801453 nChanged 3 SP:Iteration 13Q (34.773516 sec): 3 clusters Score: Raw -34329.456589 + Penalty 1152.001897 = -33177.454693 nChanged 3 SP:Iteration 14F (34.774807 sec): 3 clusters Score: Raw -34330.305622 + Penalty 1154.203024 = -33176.102597 nChanged 3 SP:Iteration 15F (34.776098 sec): 3 clusters Score: Raw -34331.081932 + Penalty 1156.171101 = -33174.910831 nChanged 2 SP:Iteration 16F (34.777389 sec): 3 clusters Score: Raw -34331.196857 + Penalty 1156.171101 = -33175.025756 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 46 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.778423 sec): 2 clusters Score: Raw -1386.283451 + Penalty 185.143076 = -1201.140375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.778696 sec): 3 clusters Score: Raw -1408.572963 + Penalty 371.735156 = -1036.837806 nChanged 1 SP:Iteration 1Q (34.778962 sec): 3 clusters Score: Raw -1411.736125 + Penalty 371.735156 = -1040.000969 nChanged 0 SP:Iteration 2F (34.779231 sec): 3 clusters Score: Raw -1411.736125 + Penalty 371.735156 = -1040.000969 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 47 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.780070 sec): 2 clusters Score: Raw -1282.575925 + Penalty 326.211003 = -956.364922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.780329 sec): 3 clusters Score: Raw -1337.690096 + Penalty 658.552592 = -679.137504 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 (34.781106 sec): 2 clusters Score: Raw -609.133202 + Penalty 276.086608 = -333.046594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.781334 sec): 3 clusters Score: Raw -635.332179 + Penalty 547.113703 = -88.218477 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 49 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.782286 sec): 2 clusters Score: Raw -3428.843929 + Penalty 575.287535 = -2853.556394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.782637 sec): 3 clusters Score: Raw -3549.477476 + Penalty 1150.247227 = -2399.230249 nChanged 1 SP:Iteration 1Q (34.782959 sec): 3 clusters Score: Raw -3555.819255 + Penalty 1150.247227 = -2405.572028 nChanged 0 SP:Iteration 2F (34.783298 sec): 3 clusters Score: Raw -3555.819255 + Penalty 1150.247227 = -2405.572028 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 50 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.784121 sec): 2 clusters Score: Raw -1005.144662 + Penalty 182.824365 = -822.320297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.784367 sec): 3 clusters Score: Raw -1029.073643 + Penalty 363.768737 = -665.304906 nChanged 1 SP:Iteration 1Q (34.784607 sec): 3 clusters Score: Raw -1030.957510 + Penalty 362.919770 = -668.037740 nChanged 1 SP:Iteration 2Q (34.784846 sec): 3 clusters Score: Raw -1035.011409 + Penalty 362.919770 = -672.091639 nChanged 0 SP:Iteration 3F (34.785086 sec): 3 clusters Score: Raw -1035.011409 + Penalty 362.919770 = -672.091639 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 51 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.785844 sec): 2 clusters Score: Raw -226.136670 + Penalty 130.886055 = -95.250615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.786077 sec): 3 clusters Score: Raw -217.715673 + Penalty 276.042536 = 58.326863 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 52 (166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.787247 sec): 2 clusters Score: Raw -8673.661672 + Penalty 597.343835 = -8076.317837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.787757 sec): 3 clusters Score: Raw -8660.014775 + Penalty 1196.151206 = -7463.863569 nChanged 18 SP:Iteration 1F (34.788258 sec): 3 clusters Score: Raw -8689.213915 + Penalty 1199.481235 = -7489.732680 nChanged 12 SP:Iteration 2F (34.788759 sec): 3 clusters Score: Raw -8717.736015 + Penalty 1204.503018 = -7513.232996 nChanged 5 SP:Iteration 3Q (34.789253 sec): 3 clusters Score: Raw -8735.150899 + Penalty 1205.532176 = -7529.618723 nChanged 3 SP:Iteration 4Q (34.789750 sec): 3 clusters Score: Raw -8739.819190 + Penalty 1205.532176 = -7534.287014 nChanged 0 SP:Iteration 5F (34.790243 sec): 3 clusters Score: Raw -8739.819190 + Penalty 1205.532176 = -7534.287014 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 (34.791075 sec): 2 clusters Score: Raw -351.100344 + Penalty 131.306970 = -219.793374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.791304 sec): 3 clusters Score: Raw -358.297193 + Penalty 268.214911 = -90.082282 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 54 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.792093 sec): 2 clusters Score: Raw -784.701398 + Penalty 292.508450 = -492.192948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.792333 sec): 3 clusters Score: Raw -857.397727 + Penalty 586.180950 = -271.216777 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 55 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.793121 sec): 2 clusters Score: Raw -836.576971 + Penalty 213.760029 = -622.816942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.793361 sec): 3 clusters Score: Raw -869.045433 + Penalty 424.559254 = -444.486179 nChanged 1 SP:Iteration 1F (34.793596 sec): 3 clusters Score: Raw -875.982681 + Penalty 424.559254 = -451.423426 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 56 (327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.795230 sec): 2 clusters Score: Raw -18026.835554 + Penalty 900.095411 = -17126.740143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.796040 sec): 3 clusters Score: Raw -18035.422594 + Penalty 1800.134345 = -16235.288249 nChanged 58 SP:Iteration 1F (34.796816 sec): 3 clusters Score: Raw -18150.317247 + Penalty 1800.036007 = -16350.281240 nChanged 23 SP:Iteration 2F (34.797589 sec): 3 clusters Score: Raw -18195.621112 + Penalty 1800.131911 = -16395.489201 nChanged 6 SP:Iteration 3Q (34.798325 sec): 3 clusters Score: Raw -18203.079449 + Penalty 1800.084995 = -16402.994454 nChanged 1 SP:Iteration 4Q (34.799061 sec): 3 clusters Score: Raw -18204.930538 + Penalty 1800.084995 = -16404.845543 nChanged 0 SP:Iteration 5F (34.801291 sec): 3 clusters Score: Raw -18204.930538 + Penalty 1800.084995 = -16404.845543 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 57 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.802941 sec): 2 clusters Score: Raw -1042.916004 + Penalty 316.325109 = -726.590896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.803362 sec): 3 clusters Score: Raw -1064.009581 + Penalty 633.696375 = -430.313206 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 58 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.805001 sec): 2 clusters Score: Raw -1990.163412 + Penalty 196.780622 = -1793.382789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.805401 sec): 3 clusters Score: Raw -2018.580346 + Penalty 394.941203 = -1623.639143 nChanged 2 SP:Iteration 1Q (34.805797 sec): 3 clusters Score: Raw -2023.622436 + Penalty 394.941203 = -1628.681233 nChanged 0 SP:Iteration 2F (34.806244 sec): 3 clusters Score: Raw -2023.622436 + Penalty 394.941203 = -1628.681233 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 59 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.807681 sec): 2 clusters Score: Raw -3257.663715 + Penalty 277.059207 = -2980.604508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.808167 sec): 3 clusters Score: Raw -3250.635322 + Penalty 580.552003 = -2670.083319 nChanged 14 SP:Iteration 1F (34.808658 sec): 3 clusters Score: Raw -3272.934278 + Penalty 588.298089 = -2684.636189 nChanged 2 SP:Iteration 2Q (34.809149 sec): 3 clusters Score: Raw -3275.546673 + Penalty 595.978175 = -2679.568498 nChanged 1 SP:Iteration 3F (34.809635 sec): 3 clusters Score: Raw -3277.823396 + Penalty 601.202942 = -2676.620454 nChanged 2 SP:Iteration 4F (34.810070 sec): 3 clusters Score: Raw -3281.377368 + Penalty 610.135434 = -2671.241933 nChanged 1 SP:Iteration 5F (34.810505 sec): 3 clusters Score: Raw -3282.885390 + Penalty 609.736439 = -2673.148952 nChanged 1 SP:Iteration 6Q (34.810922 sec): 3 clusters Score: Raw -3286.589044 + Penalty 609.736439 = -2676.852606 nChanged 0 SP:Iteration 7F (34.811356 sec): 3 clusters Score: Raw -3286.589044 + Penalty 609.736439 = -2676.852606 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 60 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.812339 sec): 2 clusters Score: Raw -231.170005 + Penalty 145.662777 = -85.507228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.812559 sec): 3 clusters Score: Raw -223.924998 + Penalty 290.216525 = 66.291527 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 61 (77 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.813528 sec): 2 clusters Score: Raw -4025.413355 + Penalty 555.456942 = -3469.956413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.813878 sec): 3 clusters Score: Raw -4107.809289 + Penalty 1117.645509 = -2990.163780 nChanged 3 SP:Iteration 1Q (34.814206 sec): 3 clusters Score: Raw -4115.480580 + Penalty 1117.645509 = -2997.835070 nChanged 0 SP:Iteration 2F (34.814551 sec): 3 clusters Score: Raw -4115.480580 + Penalty 1117.645509 = -2997.835070 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 62 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.815447 sec): 2 clusters Score: Raw -2249.777806 + Penalty 352.551578 = -1897.226228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.815740 sec): 3 clusters Score: Raw -2278.710485 + Penalty 714.491809 = -1564.218676 nChanged 1 SP:Iteration 1Q (34.816028 sec): 3 clusters Score: Raw -2282.484939 + Penalty 714.491809 = -1567.993130 nChanged 0 SP:Iteration 2F (34.816315 sec): 3 clusters Score: Raw -2282.484939 + Penalty 714.491809 = -1567.993130 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 63 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.817095 sec): 2 clusters Score: Raw -307.966174 + Penalty 154.836480 = -153.129694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.817312 sec): 3 clusters Score: Raw -307.425546 + Penalty 298.480137 = -8.945409 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 64 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.818124 sec): 2 clusters Score: Raw -879.188410 + Penalty 288.419751 = -590.768659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.818367 sec): 3 clusters Score: Raw -914.807732 + Penalty 531.930598 = -382.877134 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 65 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.819150 sec): 2 clusters Score: Raw -549.260150 + Penalty 201.161675 = -348.098475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.819376 sec): 3 clusters Score: Raw -555.909165 + Penalty 399.435659 = -156.473505 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 67 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.820688 sec): 2 clusters Score: Raw -11536.610279 + Penalty 680.099719 = -10856.510560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.821287 sec): 3 clusters Score: Raw -11522.671825 + Penalty 1357.741632 = -10164.930192 nChanged 34 SP:Iteration 1F (34.821857 sec): 3 clusters Score: Raw -11577.126831 + Penalty 1354.165938 = -10222.960893 nChanged 8 SP:Iteration 2Q (34.822412 sec): 3 clusters Score: Raw -11588.120862 + Penalty 1353.291661 = -10234.829200 nChanged 4 SP:Iteration 3Q (34.822965 sec): 3 clusters Score: Raw -11598.795361 + Penalty 1353.145816 = -10245.649545 nChanged 1 SP:Iteration 4Q (34.823521 sec): 3 clusters Score: Raw -11599.556577 + Penalty 1353.145816 = -10246.410761 nChanged 0 SP:Iteration 5F (34.824081 sec): 3 clusters Score: Raw -11599.556577 + Penalty 1353.145816 = -10246.410761 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 68 (71 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.825118 sec): 2 clusters Score: Raw -3716.265423 + Penalty 261.534697 = -3454.730726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.825465 sec): 3 clusters Score: Raw -3698.536038 + Penalty 521.697484 = -3176.838554 nChanged 10 SP:Iteration 1F (34.825802 sec): 3 clusters Score: Raw -3705.645998 + Penalty 521.851717 = -3183.794281 nChanged 2 SP:Iteration 2Q (34.826137 sec): 3 clusters Score: Raw -3708.287701 + Penalty 522.740685 = -3185.547016 nChanged 1 SP:Iteration 3Q (34.826472 sec): 3 clusters Score: Raw -3708.786055 + Penalty 522.740685 = -3186.045370 nChanged 0 SP:Iteration 4F (34.826808 sec): 3 clusters Score: Raw -3708.786055 + Penalty 522.740685 = -3186.045370 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 69 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.827723 sec): 2 clusters Score: Raw -1926.076854 + Penalty 319.979275 = -1606.097579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.828018 sec): 3 clusters Score: Raw -1970.186609 + Penalty 641.017856 = -1329.168753 nChanged 3 SP:Iteration 1F (34.828303 sec): 3 clusters Score: Raw -1976.237263 + Penalty 641.017856 = -1335.219407 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 70 (155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.829494 sec): 2 clusters Score: Raw -7782.705291 + Penalty 661.943191 = -7120.762100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.829993 sec): 3 clusters Score: Raw -7849.553828 + Penalty 1332.116844 = -6517.436983 nChanged 16 SP:Iteration 1F (34.830483 sec): 3 clusters Score: Raw -7891.731719 + Penalty 1335.259350 = -6556.472369 nChanged 5 SP:Iteration 2Q (34.830951 sec): 3 clusters Score: Raw -7909.445747 + Penalty 1335.259350 = -6574.186397 nChanged 0 SP:Iteration 3F (34.831446 sec): 3 clusters Score: Raw -7909.445747 + Penalty 1335.259350 = -6574.186397 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 71 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.832302 sec): 2 clusters Score: Raw -570.290711 + Penalty 228.021675 = -342.269036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.832571 sec): 3 clusters Score: Raw -596.137954 + Penalty 468.523674 = -127.614280 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 72 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.833480 sec): 2 clusters Score: Raw -2748.014221 + Penalty 508.390639 = -2239.623582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.833793 sec): 3 clusters Score: Raw -2843.386512 + Penalty 1007.370693 = -1836.015819 nChanged 4 SP:Iteration 1F (34.834102 sec): 3 clusters Score: Raw -2862.769665 + Penalty 1003.589893 = -1859.179772 nChanged 2 SP:Iteration 2Q (34.834394 sec): 3 clusters Score: Raw -2872.676859 + Penalty 1003.589893 = -1869.086966 nChanged 0 SP:Iteration 3F (34.834701 sec): 3 clusters Score: Raw -2872.676859 + Penalty 1003.589893 = -1869.086966 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 73 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.835500 sec): 2 clusters Score: Raw -775.035801 + Penalty 289.788882 = -485.246919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.835734 sec): 3 clusters Score: Raw -801.888418 + Penalty 576.613499 = -225.274919 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 74 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.836496 sec): 2 clusters Score: Raw -314.455201 + Penalty 165.246291 = -149.208910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.836715 sec): 3 clusters Score: Raw -327.602059 + Penalty 330.492582 = 2.890522 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 75 (241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.838101 sec): 2 clusters Score: Raw -14877.170476 + Penalty 768.846646 = -14108.323830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.838763 sec): 3 clusters Score: Raw -14833.196289 + Penalty 1537.701424 = -13295.494865 nChanged 41 SP:Iteration 1F (34.839471 sec): 3 clusters Score: Raw -14895.791278 + Penalty 1537.790269 = -13358.001009 nChanged 6 SP:Iteration 2Q (34.840122 sec): 3 clusters Score: Raw -14904.177996 + Penalty 1537.834669 = -13366.343327 nChanged 1 SP:Iteration 3Q (34.840766 sec): 3 clusters Score: Raw -14907.278866 + Penalty 1538.022597 = -13369.256269 nChanged 2 SP:Iteration 4Q (34.841403 sec): 3 clusters Score: Raw -14911.820535 + Penalty 1537.960574 = -13373.859961 nChanged 1 SP:Iteration 5Q (34.842040 sec): 3 clusters Score: Raw -14912.382138 + Penalty 1537.960574 = -13374.421563 nChanged 0 SP:Iteration 6F (34.842687 sec): 3 clusters Score: Raw -14912.382138 + Penalty 1537.960574 = -13374.421563 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 76 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.843683 sec): 2 clusters Score: Raw -2512.307373 + Penalty 332.102138 = -2180.205234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.843997 sec): 3 clusters Score: Raw -2541.210034 + Penalty 671.285618 = -1869.924416 nChanged 4 SP:Iteration 1F (34.844305 sec): 3 clusters Score: Raw -2554.954897 + Penalty 671.285618 = -1883.669279 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 77 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.845226 sec): 2 clusters Score: Raw -2651.124469 + Penalty 475.648519 = -2175.475950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.845556 sec): 3 clusters Score: Raw -2762.750159 + Penalty 953.031403 = -1809.718756 nChanged 3 SP:Iteration 1F (34.845865 sec): 3 clusters Score: Raw -2775.619937 + Penalty 953.031403 = -1822.588534 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 78 (342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.847602 sec): 2 clusters Score: Raw -19376.038102 + Penalty 722.402947 = -18653.635154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.848445 sec): 3 clusters Score: Raw -19266.423408 + Penalty 1444.753481 = -17821.669927 nChanged 64 SP:Iteration 1F (34.849281 sec): 3 clusters Score: Raw -19321.929804 + Penalty 1444.446403 = -17877.483401 nChanged 18 SP:Iteration 2F (34.850079 sec): 3 clusters Score: Raw -19342.688744 + Penalty 1443.761384 = -17898.927359 nChanged 6 SP:Iteration 3Q (34.850873 sec): 3 clusters Score: Raw -19347.548390 + Penalty 1443.335681 = -17904.212709 nChanged 4 SP:Iteration 4Q (34.851663 sec): 3 clusters Score: Raw -19351.102840 + Penalty 1442.854776 = -17908.248064 nChanged 2 SP:Iteration 5Q (34.852453 sec): 3 clusters Score: Raw -19351.647956 + Penalty 1442.399180 = -17909.248776 nChanged 3 SP:Iteration 6Q (34.853244 sec): 3 clusters Score: Raw -19354.922378 + Penalty 1442.494986 = -17912.427392 nChanged 2 SP:Iteration 7Q (34.854035 sec): 3 clusters Score: Raw -19356.934466 + Penalty 1442.580894 = -17914.353572 nChanged 4 SP:Iteration 8Q (34.854823 sec): 3 clusters Score: Raw -19359.773968 + Penalty 1442.580894 = -17917.193074 nChanged 0 SP:Iteration 9F (34.855619 sec): 3 clusters Score: Raw -19359.773968 + Penalty 1442.580894 = -17917.193074 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 79 (370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.857420 sec): 2 clusters Score: Raw -16049.344992 + Penalty 137.727495 = -15911.617497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.858275 sec): 3 clusters Score: Raw -15835.228539 + Penalty 325.056071 = -15510.172467 nChanged 139 SP:Iteration 1F (34.859120 sec): 3 clusters Score: Raw -15956.409707 + Penalty 363.125401 = -15593.284306 nChanged 56 SP:Iteration 2F (34.859960 sec): 3 clusters Score: Raw -16016.400315 + Penalty 381.624371 = -15634.775944 nChanged 24 SP:Iteration 3F (34.860798 sec): 3 clusters Score: Raw -16040.873530 + Penalty 375.218923 = -15665.654607 nChanged 3 SP:Iteration 4Q (34.861601 sec): 3 clusters Score: Raw -16046.523415 + Penalty 374.997538 = -15671.525877 nChanged 2 SP:Iteration 5Q (34.862394 sec): 3 clusters Score: Raw -16050.925759 + Penalty 374.076606 = -15676.849153 nChanged 1 SP:Iteration 6Q (34.863160 sec): 3 clusters Score: Raw -16053.699393 + Penalty 374.076606 = -15679.622787 nChanged 0 SP:Iteration 7F (34.864029 sec): 3 clusters Score: Raw -16053.699393 + Penalty 374.076606 = -15679.622787 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 80 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.865026 sec): 2 clusters Score: Raw -1311.800044 + Penalty 194.409112 = -1117.390932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.865297 sec): 3 clusters Score: Raw -1338.532420 + Penalty 396.055610 = -942.476810 nChanged 3 SP:Iteration 1F (34.865564 sec): 3 clusters Score: Raw -1344.186627 + Penalty 396.055610 = -948.131018 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 81 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.866443 sec): 2 clusters Score: Raw -2055.207167 + Penalty 566.681464 = -1488.525703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.866727 sec): 3 clusters Score: Raw -2215.297418 + Penalty 1129.250615 = -1086.046803 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 82 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.867547 sec): 2 clusters Score: Raw -1226.124013 + Penalty 407.429468 = -818.694545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.867799 sec): 3 clusters Score: Raw -1288.746917 + Penalty 817.114029 = -471.632888 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 83 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.868672 sec): 2 clusters Score: Raw -1365.850179 + Penalty 101.017538 = -1264.832642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.868942 sec): 3 clusters Score: Raw -1389.461348 + Penalty 200.564350 = -1188.896998 nChanged 2 SP:Iteration 1F (34.869212 sec): 3 clusters Score: Raw -1393.838432 + Penalty 200.564350 = -1193.274082 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 84 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.870043 sec): 2 clusters Score: Raw -1612.908941 + Penalty 401.952734 = -1210.956207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.870307 sec): 3 clusters Score: Raw -1655.881128 + Penalty 796.293055 = -859.588073 nChanged 1 SP:Iteration 1Q (34.870558 sec): 3 clusters Score: Raw -1659.998966 + Penalty 796.293055 = -863.705911 nChanged 0 SP:Iteration 2F (34.870818 sec): 3 clusters Score: Raw -1659.998966 + Penalty 796.293055 = -863.705911 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 85 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.871616 sec): 2 clusters Score: Raw -1028.193330 + Penalty 401.155327 = -627.038002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.871859 sec): 3 clusters Score: Raw -1121.238112 + Penalty 798.341001 = -322.897111 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 86 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.872615 sec): 2 clusters Score: Raw -240.095840 + Penalty 164.448126 = -75.647714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.872829 sec): 3 clusters Score: Raw -230.267460 + Penalty 328.896251 = 98.628791 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 87 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.873629 sec): 2 clusters Score: Raw -1031.458394 + Penalty 356.096650 = -675.361744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.873870 sec): 3 clusters Score: Raw -1058.024947 + Penalty 711.109596 = -346.915351 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 88 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.874679 sec): 2 clusters Score: Raw -833.586938 + Penalty 318.525700 = -515.061238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.874919 sec): 3 clusters Score: Raw -904.905346 + Penalty 639.411408 = -265.493938 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 89 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.875682 sec): 2 clusters Score: Raw -270.978381 + Penalty 133.061270 = -137.917111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.875896 sec): 3 clusters Score: Raw -263.913933 + Penalty 133.061270 = -130.852663 nChanged 1 SP:Iteration 1F (34.876090 sec): 2 clusters Score: Raw -270.978381 + Penalty 133.061270 = -137.917111 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 90 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.876865 sec): 2 clusters Score: Raw -738.299211 + Penalty 352.285756 = -386.013454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.877095 sec): 3 clusters Score: Raw -752.438093 + Penalty 708.798239 = -43.639855 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 91 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.877860 sec): 2 clusters Score: Raw -459.030584 + Penalty 183.239069 = -275.791515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.878101 sec): 3 clusters Score: Raw -472.874068 + Penalty 338.214145 = -134.659923 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 92 (209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.879381 sec): 2 clusters Score: Raw -8615.277442 + Penalty 117.043065 = -8498.234377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.879981 sec): 3 clusters Score: Raw -8532.282765 + Penalty 237.798010 = -8294.484755 nChanged 70 SP:Iteration 1F (34.880571 sec): 3 clusters Score: Raw -8598.872307 + Penalty 242.441278 = -8356.431029 nChanged 17 SP:Iteration 2F (34.881156 sec): 3 clusters Score: Raw -8618.341868 + Penalty 245.535027 = -8372.806840 nChanged 3 SP:Iteration 3Q (34.881753 sec): 3 clusters Score: Raw -8620.759831 + Penalty 245.535027 = -8375.224804 nChanged 0 SP:Iteration 4F (34.882333 sec): 3 clusters Score: Raw -8620.759831 + Penalty 245.535027 = -8375.224804 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 93 (162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.883601 sec): 2 clusters Score: Raw -8623.726319 + Penalty 405.500565 = -8218.225754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.884098 sec): 3 clusters Score: Raw -8567.785569 + Penalty 814.134864 = -7753.650705 nChanged 31 SP:Iteration 1F (34.884586 sec): 3 clusters Score: Raw -8591.144722 + Penalty 819.542282 = -7771.602439 nChanged 13 SP:Iteration 2F (34.885074 sec): 3 clusters Score: Raw -8607.265287 + Penalty 823.121980 = -7784.143307 nChanged 6 SP:Iteration 3Q (34.885556 sec): 3 clusters Score: Raw -8613.934678 + Penalty 825.212285 = -7788.722393 nChanged 2 SP:Iteration 4Q (34.886038 sec): 3 clusters Score: Raw -8617.006781 + Penalty 826.273211 = -7790.733570 nChanged 2 SP:Iteration 5Q (34.886518 sec): 3 clusters Score: Raw -8618.932442 + Penalty 826.433829 = -7792.498613 nChanged 2 SP:Iteration 6Q (34.887022 sec): 3 clusters Score: Raw -8620.257293 + Penalty 826.563442 = -7793.693852 nChanged 1 SP:Iteration 7Q (34.887519 sec): 3 clusters Score: Raw -8620.815888 + Penalty 827.413269 = -7793.402619 nChanged 1 SP:Iteration 8F (34.888018 sec): 3 clusters Score: Raw -8621.420699 + Penalty 831.327265 = -7790.093434 nChanged 2 SP:Iteration 9F (34.888516 sec): 3 clusters Score: Raw -8622.183797 + Penalty 836.865331 = -7785.318466 nChanged 3 SP:Iteration 10F (34.889014 sec): 3 clusters Score: Raw -8625.308292 + Penalty 836.865331 = -7788.442962 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 94 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.889860 sec): 2 clusters Score: Raw -398.256980 + Penalty 203.216093 = -195.040887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.890088 sec): 3 clusters Score: Raw -399.481634 + Penalty 400.090236 = 0.608601 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 95 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.890847 sec): 2 clusters Score: Raw -271.779558 + Penalty 153.264937 = -118.514621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.891063 sec): 3 clusters Score: Raw -272.722396 + Penalty 309.135783 = 36.413387 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 96 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.891848 sec): 2 clusters Score: Raw -753.634821 + Penalty 185.076869 = -568.557952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.892086 sec): 3 clusters Score: Raw -794.753411 + Penalty 337.787518 = -456.965893 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 97 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.892870 sec): 2 clusters Score: Raw -705.868575 + Penalty 270.859737 = -435.008838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.893127 sec): 3 clusters Score: Raw -735.377272 + Penalty 539.409682 = -195.967590 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 98 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.893934 sec): 2 clusters Score: Raw -1211.478064 + Penalty 384.663280 = -826.814784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.894184 sec): 3 clusters Score: Raw -1272.966750 + Penalty 769.180607 = -503.786143 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 99 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.894971 sec): 2 clusters Score: Raw -886.655771 + Penalty 276.167218 = -610.488552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.895210 sec): 3 clusters Score: Raw -899.870651 + Penalty 547.357526 = -352.513125 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 100 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.896056 sec): 2 clusters Score: Raw -1525.224715 + Penalty 167.853299 = -1357.371416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.896331 sec): 3 clusters Score: Raw -1547.754600 + Penalty 556.404913 = -991.349687 nChanged 7 SP:Iteration 1F (34.896599 sec): 3 clusters Score: Raw -1600.903904 + Penalty 556.404913 = -1044.498991 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 101 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.897368 sec): 2 clusters Score: Raw -334.048594 + Penalty 205.522520 = -128.526075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.897585 sec): 3 clusters Score: Raw -338.761037 + Penalty 390.663867 = 51.902829 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 102 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.898358 sec): 2 clusters Score: Raw -515.152271 + Penalty 150.703612 = -364.448659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.898586 sec): 3 clusters Score: Raw -539.814007 + Penalty 288.904675 = -250.909332 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 103 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.899360 sec): 2 clusters Score: Raw -399.677281 + Penalty 226.770853 = -172.906428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.899580 sec): 3 clusters Score: Raw -398.479556 + Penalty 436.605800 = 38.126244 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 105 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.900353 sec): 2 clusters Score: Raw -570.356882 + Penalty 252.791584 = -317.565298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.900579 sec): 3 clusters Score: Raw -573.267593 + Penalty 507.039137 = -66.228457 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 107 (228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.901933 sec): 2 clusters Score: Raw -12608.871486 + Penalty 589.327971 = -12019.543514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.902544 sec): 3 clusters Score: Raw -12554.615898 + Penalty 1182.493737 = -11372.122160 nChanged 52 SP:Iteration 1F (34.903145 sec): 3 clusters Score: Raw -12620.373256 + Penalty 1186.079851 = -11434.293405 nChanged 16 SP:Iteration 2F (34.903761 sec): 3 clusters Score: Raw -12647.181438 + Penalty 1183.008702 = -11464.172736 nChanged 9 SP:Iteration 3Q (34.904345 sec): 3 clusters Score: Raw -12669.696143 + Penalty 1181.797195 = -11487.898948 nChanged 7 SP:Iteration 4Q (34.904925 sec): 3 clusters Score: Raw -12686.805666 + Penalty 1190.318410 = -11496.487256 nChanged 5 SP:Iteration 5Q (34.905521 sec): 3 clusters Score: Raw -12702.318752 + Penalty 1190.482634 = -11511.836118 nChanged 2 SP:Iteration 6Q (34.906091 sec): 3 clusters Score: Raw -12706.030270 + Penalty 1196.081945 = -11509.948325 nChanged 3 SP:Iteration 7F (34.906686 sec): 3 clusters Score: Raw -12716.022187 + Penalty 1199.864721 = -11516.157466 nChanged 4 SP:Iteration 8Q (34.907261 sec): 3 clusters Score: Raw -12723.636448 + Penalty 1202.416354 = -11521.220093 nChanged 3 SP:Iteration 9Q (34.907826 sec): 3 clusters Score: Raw -12728.468828 + Penalty 1204.483788 = -11523.985039 nChanged 1 SP:Iteration 10F (34.908421 sec): 3 clusters Score: Raw -12730.115792 + Penalty 1204.483788 = -11525.632004 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 108 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.909293 sec): 2 clusters Score: Raw -462.533331 + Penalty 208.900215 = -253.633116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.909522 sec): 3 clusters Score: Raw -462.607290 + Penalty 417.305933 = -45.301357 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 109 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.910299 sec): 2 clusters Score: Raw -311.651148 + Penalty 213.356898 = -98.294250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.910512 sec): 3 clusters Score: Raw -302.398903 + Penalty 400.127694 = 97.728791 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 110 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.911292 sec): 2 clusters Score: Raw -645.951650 + Penalty 251.959801 = -393.991849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.911525 sec): 3 clusters Score: Raw -703.553650 + Penalty 501.655320 = -201.898330 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 111 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.912311 sec): 2 clusters Score: Raw -554.433921 + Penalty 197.720153 = -356.713768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.912541 sec): 3 clusters Score: Raw -580.497662 + Penalty 397.341214 = -183.156448 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 112 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.913300 sec): 2 clusters Score: Raw -114.637995 + Penalty 78.222441 = -36.415554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.913493 sec): 2 clusters Score: Raw -114.637995 + Penalty 78.222441 = -36.415554 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 114 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.914402 sec): 2 clusters Score: Raw -3321.458735 + Penalty 621.379194 = -2700.079541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.914729 sec): 3 clusters Score: Raw -3458.939060 + Penalty 1245.649284 = -2213.289776 nChanged 2 SP:Iteration 1Q (34.915039 sec): 3 clusters Score: Raw -3472.555603 + Penalty 1245.649284 = -2226.906319 nChanged 0 SP:Iteration 2F (34.915368 sec): 3 clusters Score: Raw -3472.555603 + Penalty 1245.649284 = -2226.906319 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 115 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.916249 sec): 2 clusters Score: Raw -1406.180329 + Penalty 487.932890 = -918.247439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.916524 sec): 3 clusters Score: Raw -1535.025304 + Penalty 974.768182 = -560.257122 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 118 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.917487 sec): 2 clusters Score: Raw -352.646027 + Penalty 206.707048 = -145.938979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.917735 sec): 3 clusters Score: Raw -351.353558 + Penalty 413.414097 = 62.060538 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 119 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.918634 sec): 2 clusters Score: Raw -1398.649802 + Penalty 453.577526 = -945.072277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.918898 sec): 3 clusters Score: Raw -1500.372174 + Penalty 907.155051 = -593.217122 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 120 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.919725 sec): 2 clusters Score: Raw -1416.307473 + Penalty 423.736013 = -992.571460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.919985 sec): 3 clusters Score: Raw -1509.480101 + Penalty 844.700489 = -664.779613 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 121 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.920744 sec): 2 clusters Score: Raw -175.395515 + Penalty 119.345126 = -56.050389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.920956 sec): 3 clusters Score: Raw -166.961234 + Penalty 237.272747 = 70.311513 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 122 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.921723 sec): 2 clusters Score: Raw -443.831088 + Penalty 230.276029 = -213.555059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.921948 sec): 3 clusters Score: Raw -464.459927 + Penalty 458.984728 = -5.475199 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 123 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.922763 sec): 2 clusters Score: Raw -1472.045948 + Penalty 380.472379 = -1091.573569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.923022 sec): 3 clusters Score: Raw -1511.691962 + Penalty 764.979714 = -746.712248 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 124 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.923814 sec): 2 clusters Score: Raw -631.741358 + Penalty 227.270421 = -404.470937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.924043 sec): 3 clusters Score: Raw -628.641228 + Penalty 458.789876 = -169.851352 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 125 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.924832 sec): 2 clusters Score: Raw -690.341967 + Penalty 254.286301 = -436.055665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.925069 sec): 3 clusters Score: Raw -728.756916 + Penalty 508.572602 = -220.184313 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 126 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.925862 sec): 2 clusters Score: Raw -1121.925453 + Penalty 380.534258 = -741.391195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.926105 sec): 3 clusters Score: Raw -1164.297476 + Penalty 761.276903 = -403.020573 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 127 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.926874 sec): 2 clusters Score: Raw -399.606407 + Penalty 216.370812 = -183.235595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.927093 sec): 3 clusters Score: Raw -403.930307 + Penalty 427.032948 = 23.102641 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 128 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.927885 sec): 2 clusters Score: Raw -791.037834 + Penalty 248.884064 = -542.153770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.928142 sec): 3 clusters Score: Raw -833.241672 + Penalty 481.747483 = -351.494189 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 129 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.928961 sec): 2 clusters Score: Raw -1345.508880 + Penalty 338.082789 = -1007.426091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.929224 sec): 3 clusters Score: Raw -1380.851090 + Penalty 677.208838 = -703.642253 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 130 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.930017 sec): 2 clusters Score: Raw -743.237505 + Penalty 297.788685 = -445.448820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.930253 sec): 3 clusters Score: Raw -805.878091 + Penalty 595.711112 = -210.166979 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 131 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.931036 sec): 2 clusters Score: Raw -608.694571 + Penalty 323.824867 = -284.869704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.931268 sec): 3 clusters Score: Raw -623.190619 + Penalty 647.649735 = 24.459116 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 132 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.932047 sec): 2 clusters Score: Raw -579.429178 + Penalty 223.997690 = -355.431488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.932276 sec): 3 clusters Score: Raw -583.786507 + Penalty 455.506963 = -128.279543 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 133 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.933087 sec): 2 clusters Score: Raw -919.793407 + Penalty 252.700215 = -667.093192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.933336 sec): 3 clusters Score: Raw -972.633304 + Penalty 506.682242 = -465.951062 nChanged 1 SP:Iteration 1Q (34.933572 sec): 3 clusters Score: Raw -976.947734 + Penalty 506.682242 = -470.265493 nChanged 0 SP:Iteration 2F (34.933816 sec): 3 clusters Score: Raw -976.947734 + Penalty 506.682242 = -470.265493 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 134 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.934599 sec): 2 clusters Score: Raw -691.479696 + Penalty 296.182643 = -395.297053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.934836 sec): 3 clusters Score: Raw -736.716009 + Penalty 586.472837 = -150.243171 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 135 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.935779 sec): 2 clusters Score: Raw -3992.374456 + Penalty 514.431475 = -3477.942981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.936136 sec): 3 clusters Score: Raw -4027.264466 + Penalty 1032.770946 = -2994.493520 nChanged 4 SP:Iteration 1F (34.936486 sec): 3 clusters Score: Raw -4038.624518 + Penalty 1032.770946 = -3005.853572 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 136 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.937457 sec): 2 clusters Score: Raw -2431.826283 + Penalty 578.084208 = -1853.742075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.937773 sec): 3 clusters Score: Raw -2621.363445 + Penalty 1153.502095 = -1467.861349 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 137 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.938639 sec): 2 clusters Score: Raw -647.477825 + Penalty 205.493142 = -441.984683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.938903 sec): 3 clusters Score: Raw -671.233463 + Penalty 417.543481 = -253.689982 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 138 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.939874 sec): 2 clusters Score: Raw -2544.316257 + Penalty 556.014959 = -1988.301299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.940204 sec): 3 clusters Score: Raw -2686.155051 + Penalty 1114.598698 = -1571.556353 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 139 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.941075 sec): 2 clusters Score: Raw -734.632103 + Penalty 226.254554 = -508.377549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.941315 sec): 3 clusters Score: Raw -772.690311 + Penalty 456.229771 = -316.460540 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 140 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.942155 sec): 2 clusters Score: Raw -445.430389 + Penalty 214.801827 = -230.628563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.942382 sec): 3 clusters Score: Raw -452.906345 + Penalty 421.926620 = -30.979725 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 141 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.943232 sec): 2 clusters Score: Raw -847.120618 + Penalty 269.370137 = -577.750480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.943473 sec): 3 clusters Score: Raw -855.236227 + Penalty 535.775958 = -319.460269 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 (34.944311 sec): 2 clusters Score: Raw -429.857840 + Penalty 200.907073 = -228.950767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.944554 sec): 3 clusters Score: Raw -435.967384 + Penalty 413.308715 = -22.658669 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 143 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.945459 sec): 2 clusters Score: Raw -375.428231 + Penalty 218.900653 = -156.527578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.945686 sec): 3 clusters Score: Raw -363.322838 + Penalty 443.407794 = 80.084955 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 144 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.946572 sec): 2 clusters Score: Raw -1002.460216 + Penalty 378.859129 = -623.601087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.946821 sec): 3 clusters Score: Raw -1043.567608 + Penalty 757.264235 = -286.303374 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 145 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.947646 sec): 2 clusters Score: Raw -327.248205 + Penalty 192.106484 = -135.141722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.947867 sec): 3 clusters Score: Raw -333.488684 + Penalty 398.927399 = 65.438716 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 146 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.948702 sec): 2 clusters Score: Raw -464.405368 + Penalty 182.088948 = -282.316420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.948932 sec): 3 clusters Score: Raw -487.514671 + Penalty 360.876406 = -126.638265 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 147 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.949807 sec): 2 clusters Score: Raw -422.721523 + Penalty 248.589467 = -174.132056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.950027 sec): 3 clusters Score: Raw -417.684627 + Penalty 497.697139 = 80.012513 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 148 (101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.951094 sec): 2 clusters Score: Raw -6060.443665 + Penalty 632.235842 = -5428.207823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.951498 sec): 3 clusters Score: Raw -6082.932924 + Penalty 1264.350251 = -4818.582673 nChanged 3 SP:Iteration 1Q (34.951888 sec): 3 clusters Score: Raw -6088.153218 + Penalty 1264.330113 = -4823.823105 nChanged 2 SP:Iteration 2Q (34.952276 sec): 3 clusters Score: Raw -6099.753705 + Penalty 1264.418439 = -4835.335267 nChanged 1 SP:Iteration 3Q (34.952660 sec): 3 clusters Score: Raw -6100.685886 + Penalty 1264.418439 = -4836.267448 nChanged 0 SP:Iteration 4F (34.953055 sec): 3 clusters Score: Raw -6100.685886 + Penalty 1264.418439 = -4836.267448 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 149 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.953873 sec): 2 clusters Score: Raw -175.004498 + Penalty 111.786472 = -63.218026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.954082 sec): 3 clusters Score: Raw -167.620911 + Penalty 205.558325 = 37.937414 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 150 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.954836 sec): 2 clusters Score: Raw -172.469156 + Penalty 122.862349 = -49.606808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.955047 sec): 3 clusters Score: Raw -166.017298 + Penalty 243.724353 = 77.707055 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 153 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.955815 sec): 2 clusters Score: Raw -608.443119 + Penalty 295.428199 = -313.014920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.956038 sec): 3 clusters Score: Raw -607.491666 + Penalty 612.573270 = 5.081604 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 (34.956814 sec): 2 clusters Score: Raw -486.088136 + Penalty 225.728395 = -260.359740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.957038 sec): 3 clusters Score: Raw -503.831476 + Penalty 458.689437 = -45.142040 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 155 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.957804 sec): 2 clusters Score: Raw -542.944656 + Penalty 275.720397 = -267.224259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.958026 sec): 3 clusters Score: Raw -541.057951 + Penalty 517.630105 = -23.427846 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 157 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.958823 sec): 2 clusters Score: Raw -1129.939729 + Penalty 382.736114 = -747.203614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.959072 sec): 3 clusters Score: Raw -1191.999944 + Penalty 769.750054 = -422.249890 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 158 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.959844 sec): 2 clusters Score: Raw -222.550912 + Penalty 119.670725 = -102.880186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.960041 sec): 2 clusters Score: Raw -222.550912 + Penalty 119.670725 = -102.880186 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 159 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.960823 sec): 2 clusters Score: Raw -173.684094 + Penalty 128.158390 = -45.525705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.961034 sec): 3 clusters Score: Raw -164.123812 + Penalty 256.339069 = 92.215257 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 160 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.961809 sec): 2 clusters Score: Raw -570.244071 + Penalty 201.225624 = -369.018448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.962036 sec): 3 clusters Score: Raw -593.924921 + Penalty 407.079218 = -186.845703 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 162 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.962783 sec): 2 clusters Score: Raw -114.374545 + Penalty 79.381835 = -34.992710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.962976 sec): 2 clusters Score: Raw -114.374545 + Penalty 79.381835 = -34.992710 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 163 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.963732 sec): 2 clusters Score: Raw -328.095732 + Penalty 178.785012 = -149.310719 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.963951 sec): 3 clusters Score: Raw -330.560077 + Penalty 357.570025 = 27.009947 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 164 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.964709 sec): 2 clusters Score: Raw -347.344407 + Penalty 166.227268 = -181.117139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.964929 sec): 3 clusters Score: Raw -362.248616 + Penalty 337.079512 = -25.169104 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 165 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.965686 sec): 2 clusters Score: Raw -391.381964 + Penalty 207.048761 = -184.333203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.965906 sec): 3 clusters Score: Raw -401.145747 + Penalty 416.924946 = 15.779199 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 166 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.966710 sec): 2 clusters Score: Raw -774.307078 + Penalty 221.115934 = -553.191144 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.966945 sec): 3 clusters Score: Raw -784.363774 + Penalty 458.427586 = -325.936187 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 167 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.967768 sec): 2 clusters Score: Raw -728.745037 + Penalty 307.900070 = -420.844967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.968002 sec): 3 clusters Score: Raw -785.931305 + Penalty 619.655749 = -166.275555 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 168 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.968764 sec): 2 clusters Score: Raw -306.271136 + Penalty 217.818181 = -88.452955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.968979 sec): 3 clusters Score: Raw -300.366966 + Penalty 440.309181 = 139.942215 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 169 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.969743 sec): 2 clusters Score: Raw -406.709793 + Penalty 170.249890 = -236.459903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.969965 sec): 3 clusters Score: Raw -415.640834 + Penalty 340.499781 = -75.141053 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 170 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.970741 sec): 2 clusters Score: Raw -285.094481 + Penalty 180.360797 = -104.733684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.970957 sec): 3 clusters Score: Raw -284.888443 + Penalty 355.165920 = 70.277478 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 171 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.971711 sec): 2 clusters Score: Raw -218.887627 + Penalty 129.877992 = -89.009634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.971925 sec): 3 clusters Score: Raw -215.235646 + Penalty 259.755985 = 44.520338 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 172 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.972675 sec): 2 clusters Score: Raw -176.902386 + Penalty 133.147213 = -43.755173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.972883 sec): 3 clusters Score: Raw -167.435762 + Penalty 256.895077 = 89.459315 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 173 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.973683 sec): 2 clusters Score: Raw -1106.591648 + Penalty 386.113555 = -720.478093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.973931 sec): 3 clusters Score: Raw -1172.159385 + Penalty 774.090592 = -398.068793 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 174 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.974701 sec): 2 clusters Score: Raw -469.425811 + Penalty 246.518291 = -222.907519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.974925 sec): 3 clusters Score: Raw -472.138865 + Penalty 490.494754 = 18.355889 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 175 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.975712 sec): 2 clusters Score: Raw -961.915291 + Penalty 247.332063 = -714.583228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.975955 sec): 3 clusters Score: Raw -987.144730 + Penalty 492.178576 = -494.966154 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 176 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.976729 sec): 2 clusters Score: Raw -589.578481 + Penalty 298.869204 = -290.709276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.976954 sec): 3 clusters Score: Raw -605.820698 + Penalty 594.020271 = -11.800427 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 (34.977715 sec): 2 clusters Score: Raw -276.402503 + Penalty 130.398760 = -146.003743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.977924 sec): 3 clusters Score: Raw -269.361867 + Penalty 231.224568 = -38.137300 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 179 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.978672 sec): 2 clusters Score: Raw -106.866183 + Penalty 55.478772 = -51.387411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.978865 sec): 2 clusters Score: Raw -106.866183 + Penalty 55.478772 = -51.387411 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 182 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.979616 sec): 2 clusters Score: Raw -105.909103 + Penalty 61.779575 = -44.129528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.979810 sec): 2 clusters Score: Raw -105.909103 + Penalty 61.779575 = -44.129528 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 183 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.980582 sec): 2 clusters Score: Raw -54.334411 + Penalty 0.000000 = -54.334411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.980774 sec): 2 clusters Score: Raw -54.334411 + Penalty 0.000000 = -54.334411 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 184 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.981522 sec): 2 clusters Score: Raw -177.861196 + Penalty 143.152793 = -34.708402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.981733 sec): 3 clusters Score: Raw -169.683016 + Penalty 289.528894 = 119.845878 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 185 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.982481 sec): 2 clusters Score: Raw -176.533748 + Penalty 117.844256 = -58.689492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.982702 sec): 3 clusters Score: Raw -168.282223 + Penalty 216.613566 = 48.331343 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 186 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.983443 sec): 2 clusters Score: Raw -50.717971 + Penalty 0.000000 = -50.717971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.983633 sec): 2 clusters Score: Raw -50.717971 + Penalty 0.000000 = -50.717971 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 187 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.984424 sec): 2 clusters Score: Raw -1088.637588 + Penalty 404.210758 = -684.426830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.984669 sec): 3 clusters Score: Raw -1164.770364 + Penalty 809.526475 = -355.243889 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 188 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.985462 sec): 2 clusters Score: Raw -1074.312257 + Penalty 346.404973 = -727.907283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.985703 sec): 3 clusters Score: Raw -1093.810437 + Penalty 683.358168 = -410.452269 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 189 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.986482 sec): 2 clusters Score: Raw -795.845073 + Penalty 334.863987 = -460.981085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.986715 sec): 3 clusters Score: Raw -813.112951 + Penalty 668.990721 = -144.122229 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 190 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.987472 sec): 2 clusters Score: Raw -215.917847 + Penalty 107.719448 = -108.198399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.987684 sec): 3 clusters Score: Raw -211.559280 + Penalty 206.085824 = -5.473455 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 191 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.988452 sec): 2 clusters Score: Raw -562.747529 + Penalty 248.549073 = -314.198456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.988681 sec): 3 clusters Score: Raw -578.282935 + Penalty 500.202846 = -78.080090 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 192 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.989427 sec): 2 clusters Score: Raw -54.276078 + Penalty 0.000000 = -54.276078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.989632 sec): 2 clusters Score: Raw -54.276078 + Penalty 0.000000 = -54.276078 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 (34.990398 sec): 2 clusters Score: Raw -330.113735 + Penalty 181.176360 = -148.937374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.990614 sec): 3 clusters Score: Raw -333.238952 + Penalty 360.140168 = 26.901216 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 194 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.991361 sec): 2 clusters Score: Raw -114.072184 + Penalty 78.027166 = -36.045018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.991554 sec): 2 clusters Score: Raw -114.072184 + Penalty 78.027166 = -36.045018 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 195 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.992358 sec): 2 clusters Score: Raw -1062.568376 + Penalty 49.514352 = -1013.054024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.992612 sec): 3 clusters Score: Raw -1061.164095 + Penalty 101.511757 = -959.652338 nChanged 4 SP:Iteration 1F (34.992864 sec): 3 clusters Score: Raw -1064.019929 + Penalty 99.612610 = -964.407319 nChanged 4 SP:Iteration 2F (34.993117 sec): 3 clusters Score: Raw -1069.212947 + Penalty 101.141831 = -968.071116 nChanged 1 SP:Iteration 3Q (34.993369 sec): 3 clusters Score: Raw -1072.979545 + Penalty 103.734929 = -969.244616 nChanged 1 SP:Iteration 4Q (34.993618 sec): 3 clusters Score: Raw -1078.036332 + Penalty 107.647114 = -970.389219 nChanged 1 SP:Iteration 5Q (34.993866 sec): 3 clusters Score: Raw -1079.351074 + Penalty 107.647114 = -971.703960 nChanged 0 SP:Iteration 6F (34.994128 sec): 3 clusters Score: Raw -1079.351074 + Penalty 107.647114 = -971.703960 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 196 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.994953 sec): 2 clusters Score: Raw -584.846998 + Penalty 278.484186 = -306.362812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.995199 sec): 3 clusters Score: Raw -611.150772 + Penalty 548.323393 = -62.827379 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 197 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.996044 sec): 2 clusters Score: Raw -54.614579 + Penalty 0.000000 = -54.614579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.996234 sec): 2 clusters Score: Raw -54.614579 + Penalty 0.000000 = -54.614579 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 200 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.997017 sec): 2 clusters Score: Raw -416.798567 + Penalty 229.403705 = -187.394862 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.997236 sec): 3 clusters Score: Raw -411.562629 + Penalty 465.802058 = 54.239430 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 201 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.997997 sec): 2 clusters Score: Raw -411.097544 + Penalty 209.513850 = -201.583694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.998214 sec): 3 clusters Score: Raw -408.400249 + Penalty 420.825979 = 12.425730 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 202 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.998971 sec): 2 clusters Score: Raw -310.700910 + Penalty 202.437604 = -108.263306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.999191 sec): 3 clusters Score: Raw -300.234778 + Penalty 399.871578 = 99.636800 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 204 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.000001 sec): 2 clusters Score: Raw -770.641795 + Penalty 289.972055 = -480.669741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.000232 sec): 3 clusters Score: Raw -776.217608 + Penalty 578.552125 = -197.665483 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 205 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.000998 sec): 2 clusters Score: Raw -437.713908 + Penalty 266.213944 = -171.499963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.001217 sec): 3 clusters Score: Raw -431.496645 + Penalty 523.687176 = 92.190531 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 206 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.001972 sec): 2 clusters Score: Raw -299.551225 + Penalty 202.911359 = -96.639866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.002169 sec): 2 clusters Score: Raw -299.551225 + Penalty 202.911359 = -96.639866 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 207 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.002958 sec): 2 clusters Score: Raw -1088.353973 + Penalty 381.404034 = -706.949938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.003199 sec): 3 clusters Score: Raw -1108.288281 + Penalty 760.836266 = -347.452014 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 208 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.003957 sec): 2 clusters Score: Raw -181.491640 + Penalty 135.671327 = -45.820313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.004168 sec): 3 clusters Score: Raw -171.364356 + Penalty 266.572366 = 95.208010 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 209 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.004929 sec): 2 clusters Score: Raw -354.424251 + Penalty 213.081559 = -141.342692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.005145 sec): 3 clusters Score: Raw -351.072161 + Penalty 419.110214 = 68.038053 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 210 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.005890 sec): 2 clusters Score: Raw -114.258484 + Penalty 83.449391 = -30.809093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.006085 sec): 2 clusters Score: Raw -114.258484 + Penalty 83.449391 = -30.809093 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 212 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.006831 sec): 2 clusters Score: Raw -117.494138 + Penalty 79.126778 = -38.367360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.007050 sec): 3 clusters Score: Raw -107.216360 + Penalty 158.253555 = 51.037196 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 (35.007858 sec): 2 clusters Score: Raw -306.477571 + Penalty 204.103393 = -102.374179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.008074 sec): 3 clusters Score: Raw -296.014526 + Penalty 416.358870 = 120.344345 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 215 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.008834 sec): 2 clusters Score: Raw -53.777266 + Penalty 0.000000 = -53.777266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.009024 sec): 2 clusters Score: Raw -53.777266 + Penalty 0.000000 = -53.777266 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 216 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.009800 sec): 2 clusters Score: Raw -237.464134 + Penalty 150.886699 = -86.577435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.009995 sec): 2 clusters Score: Raw -237.464134 + Penalty 150.886699 = -86.577435 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 218 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.010747 sec): 2 clusters Score: Raw -183.245000 + Penalty 140.171517 = -43.073482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.010941 sec): 2 clusters Score: Raw -183.245000 + Penalty 140.171517 = -43.073482 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 219 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.011705 sec): 2 clusters Score: Raw -537.379261 + Penalty 301.798471 = -235.580791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.011928 sec): 3 clusters Score: Raw -537.132546 + Penalty 623.118051 = 85.985505 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 220 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.012704 sec): 2 clusters Score: Raw -755.567110 + Penalty 345.887843 = -409.679267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.012935 sec): 3 clusters Score: Raw -756.119946 + Penalty 690.546142 = -65.573804 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 (35.013693 sec): 2 clusters Score: Raw -277.759121 + Penalty 154.561552 = -123.197569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.013909 sec): 3 clusters Score: Raw -276.150892 + Penalty 307.028635 = 30.877743 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 (35.014668 sec): 2 clusters Score: Raw -499.740160 + Penalty 270.987711 = -228.752448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.014895 sec): 3 clusters Score: Raw -494.438335 + Penalty 538.233419 = 43.795083 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 223 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.015649 sec): 2 clusters Score: Raw -110.990017 + Penalty 66.467509 = -44.522507 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.015843 sec): 2 clusters Score: Raw -110.990017 + Penalty 66.467509 = -44.522507 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 224 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.016615 sec): 2 clusters Score: Raw -384.947080 + Penalty 195.547259 = -189.399821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.016835 sec): 3 clusters Score: Raw -393.601681 + Penalty 392.128891 = -1.472790 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 225 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.017582 sec): 2 clusters Score: Raw -114.111948 + Penalty 68.289990 = -45.821958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.017786 sec): 3 clusters Score: Raw -105.521563 + Penalty 136.579980 = 31.058418 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 227 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.018542 sec): 2 clusters Score: Raw -349.103100 + Penalty 175.731916 = -173.371185 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.018761 sec): 3 clusters Score: Raw -359.068467 + Penalty 339.791488 = -19.276979 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 (35.019531 sec): 2 clusters Score: Raw -178.572393 + Penalty 135.392697 = -43.179696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.019726 sec): 2 clusters Score: Raw -178.572393 + Penalty 135.392697 = -43.179696 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 229 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.020475 sec): 2 clusters Score: Raw -175.812957 + Penalty 118.178752 = -57.634206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.020686 sec): 3 clusters Score: Raw -167.117677 + Penalty 233.696124 = 66.578447 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 (35.021434 sec): 2 clusters Score: Raw -174.218202 + Penalty 115.193785 = -59.024418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.021648 sec): 3 clusters Score: Raw -166.140244 + Penalty 234.229414 = 68.089170 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 231 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.022403 sec): 2 clusters Score: Raw -53.789025 + Penalty 0.000000 = -53.789025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.022594 sec): 2 clusters Score: Raw -53.789025 + Penalty 0.000000 = -53.789025 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 232 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.023345 sec): 2 clusters Score: Raw -109.601177 + Penalty 57.744006 = -51.857171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.023547 sec): 3 clusters Score: Raw -102.986401 + Penalty 115.488012 = 12.501611 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 234 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.024303 sec): 2 clusters Score: Raw -54.214096 + Penalty 0.000000 = -54.214096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.024493 sec): 2 clusters Score: Raw -54.214096 + Penalty 0.000000 = -54.214096 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 235 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.025241 sec): 2 clusters Score: Raw -104.339798 + Penalty 58.885685 = -45.454113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.025448 sec): 3 clusters Score: Raw -100.273157 + Penalty 117.771370 = 17.498213 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 236 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.026195 sec): 2 clusters Score: Raw -166.653600 + Penalty 102.233695 = -64.419905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.026404 sec): 3 clusters Score: Raw -159.402067 + Penalty 195.536161 = 36.134094 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 (35.027144 sec): 2 clusters Score: Raw -53.908786 + Penalty 0.000000 = -53.908786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.027335 sec): 2 clusters Score: Raw -53.908786 + Penalty 0.000000 = -53.908786 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 238 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.028086 sec): 2 clusters Score: Raw -250.585827 + Penalty 160.258803 = -90.327024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.028299 sec): 3 clusters Score: Raw -237.874360 + Penalty 160.258803 = -77.615557 nChanged 1 SP:Iteration 1F (35.028507 sec): 2 clusters Score: Raw -250.585827 + Penalty 160.258803 = -90.327024 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 240 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.029254 sec): 2 clusters Score: Raw -53.993321 + Penalty 0.000000 = -53.993321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.029449 sec): 2 clusters Score: Raw -53.993321 + Penalty 0.000000 = -53.993321 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 (35.030196 sec): 2 clusters Score: Raw -53.085381 + Penalty 0.000000 = -53.085381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.030387 sec): 2 clusters Score: Raw -53.085381 + Penalty 0.000000 = -53.085381 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 244 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.031123 sec): 2 clusters Score: Raw -45.380131 + Penalty 0.000000 = -45.380131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.031305 sec): 2 clusters Score: Raw -45.380131 + Penalty 0.000000 = -45.380131 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 245 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.032054 sec): 2 clusters Score: Raw -101.039725 + Penalty 50.820866 = -50.218859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.032259 sec): 3 clusters Score: Raw -96.824623 + Penalty 101.641732 = 4.817109 nChanged 0 Deleting Class 205 (7 points): Lose 71.417370 but Gain 1423.159251 Iteration 20F (38.457282 sec): 223 clusters Score: Raw -1500920.999348 + Penalty 238530.315204 = -1262390.684144 nChanged 209 Deleting Class 81 (38 points): Lose 273.975445 but Gain 1620.582712 Iteration 21Q (38.711817 sec): 222 clusters Score: Raw -1501012.984378 + Penalty 237063.396853 = -1263949.587525 nChanged 136 Deleting Class 115 (27 points): Lose 198.798197 but Gain 1540.067901 Iteration 22Q (38.953350 sec): 221 clusters Score: Raw -1501018.643967 + Penalty 235630.658166 = -1265387.985801 nChanged 101 Deleting Class 220 (12 points): Lose 111.628598 but Gain 1448.007137 Iteration 23Q (39.195753 sec): 220 clusters Score: Raw -1501066.598150 + Penalty 234175.685269 = -1266890.912881 nChanged 66 Deleting Class 131 (10 points): Lose 127.574089 but Gain 1462.985395 Iteration 24Q (39.435076 sec): 219 clusters Score: Raw -1501024.843647 + Penalty 232719.670386 = -1268305.173261 nChanged 61 Deleting Class 90 (12 points): Lose 144.497201 but Gain 1474.791034 Iteration 25Q (39.669732 sec): 218 clusters Score: Raw -1500971.641775 + Penalty 231254.567884 = -1269717.073891 nChanged 45 Deleting Class 168 (5 points): Lose 86.463293 but Gain 1407.879166 Iteration 26Q (39.898329 sec): 217 clusters Score: Raw -1500960.099015 + Penalty 229922.279907 = -1271037.819108 nChanged 42 Deleting Class 197 (1 points): Lose 14.220718 but Gain 1334.386697 Iteration 27Q (40.120879 sec): 216 clusters Score: Raw -1501004.995884 + Penalty 228638.635363 = -1272366.360521 nChanged 23 Deleting Class 184 (3 points): Lose 43.001581 but Gain 1355.504168 Iteration 28Q (40.339818 sec): 215 clusters Score: Raw -1501003.408129 + Penalty 227286.305639 = -1273717.102489 nChanged 20 Deleting Class 219 (9 points): Lose 121.594294 but Gain 1428.854707 Iteration 29Q (40.574882 sec): 214 clusters Score: Raw -1500906.681238 + Penalty 225882.216065 = -1275024.465173 nChanged 18 Deleting Class 109 (5 points): Lose 76.549559 but Gain 1379.043429 Iteration 30F (43.817802 sec): 213 clusters Score: Raw -1500866.405038 + Penalty 224510.736496 = -1276355.668542 nChanged 10 Deleting Class 222 (8 points): Lose 56.646442 but Gain 1355.652453 Iteration 31Q (44.051226 sec): 212 clusters Score: Raw -1500827.380413 + Penalty 223181.596481 = -1277645.783932 nChanged 14 Deleting Class 218 (3 points): Lose 28.451596 but Gain 1327.274667 Iteration 32Q (44.269740 sec): 211 clusters Score: Raw -1500829.780012 + Penalty 221913.013339 = -1278916.766673 nChanged 8 Deleting Class 215 (1 points): Lose 2.738225 but Gain 1297.202128 Iteration 33Q (44.487391 sec): 210 clusters Score: Raw -1500861.030042 + Penalty 220654.012054 = -1280207.017988 nChanged 6 Deleting Class 144 (17 points): Lose 106.114471 but Gain 1391.053910 Iteration 34Q (44.702358 sec): 209 clusters Score: Raw -1500771.631283 + Penalty 219273.605846 = -1281498.025437 nChanged 19 Deleting Class 183 (1 points): Lose 2.402962 but Gain 1284.633875 Iteration 35Q (44.924315 sec): 208 clusters Score: Raw -1500804.343873 + Penalty 217990.625917 = -1282813.717956 nChanged 11 Deleting Class 187 (19 points): Lose 148.647786 but Gain 1428.074265 Iteration 36Q (45.142073 sec): 207 clusters Score: Raw -1500670.394382 + Penalty 216602.342578 = -1284068.051803 nChanged 26 Deleting Class 207 (19 points): Lose 100.268818 but Gain 1374.433319 Iteration 37Q (45.358598 sec): 206 clusters Score: Raw -1500618.449130 + Penalty 215245.672016 = -1285372.777115 nChanged 23 Deleting Class 202 (5 points): Lose 34.509144 but Gain 1308.466003 Iteration 38Q (45.572551 sec): 205 clusters Score: Raw -1500613.297515 + Penalty 213945.082931 = -1286668.214585 nChanged 11 Deleting Class 153 (10 points): Lose 64.044550 but Gain 1334.694104 Iteration 39Q (45.794824 sec): 204 clusters Score: Raw -1500560.748992 + Penalty 212617.421997 = -1287943.326995 nChanged 15 Deleting Class 206 (5 points): Lose 44.818138 but Gain 1311.528148 Iteration 40F (48.929564 sec): 203 clusters Score: Raw -1500539.554256 + Penalty 211306.388139 = -1289233.166117 nChanged 15 Deleting Class 213 (5 points): Lose 62.986109 but Gain 1319.232918 Iteration 41Q (49.153493 sec): 202 clusters Score: Raw -1500494.854142 + Penalty 209996.452861 = -1290498.401282 nChanged 16 Deleting Class 24 (13 points): Lose 92.543998 but Gain 1346.522608 Iteration 42Q (49.376223 sec): 201 clusters Score: Raw -1500427.286985 + Penalty 208688.972484 = -1291738.314501 nChanged 20 Deleting Class 208 (3 points): Lose 33.357427 but Gain 1284.662671 Iteration 43Q (49.602707 sec): 200 clusters Score: Raw -1500424.638224 + Penalty 207415.765353 = -1293008.872871 nChanged 5 Deleting Class 234 (2 points): Lose 29.779192 but Gain 1280.167523 Iteration 44Q (49.822030 sec): 199 clusters Score: Raw -1500403.282761 + Penalty 206186.082417 = -1294217.200344 nChanged 5 Deleting Class 147 (7 points): Lose 83.272754 but Gain 1328.940151 Iteration 45Q (50.040318 sec): 198 clusters Score: Raw -1500336.586097 + Penalty 204863.019133 = -1295473.566964 nChanged 9 Deleting Class 228 (3 points): Lose 39.244565 but Gain 1282.024336 Iteration 46Q (50.256256 sec): 197 clusters Score: Raw -1500317.960237 + Penalty 203584.797538 = -1296733.162700 nChanged 6 Deleting Class 176 (10 points): Lose 107.600147 but Gain 1350.239975 Iteration 47Q (50.465018 sec): 196 clusters Score: Raw -1500220.785528 + Penalty 202246.294820 = -1297974.490707 nChanged 12 Deleting Class 143 (6 points): Lose 28.266866 but Gain 1270.904250 Iteration 48Q (50.676912 sec): 195 clusters Score: Raw -1500212.500591 + Penalty 200984.870006 = -1299227.630585 nChanged 12 Deleting Class 189 (13 points): Lose 116.642625 but Gain 1358.110580 Iteration 49Q (50.889587 sec): 194 clusters Score: Raw -1500116.324101 + Penalty 199656.565696 = -1300459.758406 nChanged 19 Deleting Class 231 (1 points): Lose 8.533065 but Gain 1249.231734 Iteration 50F (53.850542 sec): 193 clusters Score: Raw -1500134.184490 + Penalty 198415.433315 = -1301718.751175 nChanged 8 Deleting Class 192 (1 points): Lose 12.009792 but Gain 1249.627538 Iteration 51Q (54.057891 sec): 192 clusters Score: Raw -1500127.778947 + Penalty 197176.487081 = -1302951.291866 nChanged 3 Deleting Class 237 (1 points): Lose 20.574906 but Gain 1257.268437 Iteration 52Q (54.264251 sec): 191 clusters Score: Raw -1500114.585768 + Penalty 195921.999468 = -1304192.586300 nChanged 3 Deleting Class 33 (53 points): Lose 298.109475 but Gain 1531.303357 Iteration 53Q (54.470794 sec): 190 clusters Score: Raw -1499820.982267 + Penalty 194474.794988 = -1305346.187279 nChanged 53 Deleting Class 114 (71 points): Lose 327.284507 but Gain 1566.367810 Iteration 54Q (54.682245 sec): 189 clusters Score: Raw -1499617.316958 + Penalty 192976.004560 = -1306641.312399 nChanged 82 Deleting Class 155 (9 points): Lose 73.163921 but Gain 1305.388945 Iteration 55Q (54.895993 sec): 188 clusters Score: Raw -1499707.699877 + Penalty 191753.921115 = -1307953.778762 nChanged 29 Deleting Class 82 (22 points): Lose 142.056172 but Gain 1371.175200 Iteration 56Q (55.105379 sec): 187 clusters Score: Raw -1499637.197542 + Penalty 190428.187690 = -1309209.009852 nChanged 39 Deleting Class 210 (2 points): Lose 24.166262 but Gain 1252.400388 Iteration 57Q (55.315673 sec): 186 clusters Score: Raw -1499690.745560 + Penalty 189196.349083 = -1310494.396477 nChanged 15 Deleting Class 173 (20 points): Lose 112.583081 but Gain 1340.780031 Iteration 58Q (55.520088 sec): 185 clusters Score: Raw -1499609.635542 + Penalty 187927.258089 = -1311682.377453 nChanged 31 Deleting Class 172 (3 points): Lose 33.164621 but Gain 1260.761998 Iteration 59Q (55.733178 sec): 184 clusters Score: Raw -1499626.916995 + Penalty 186726.487178 = -1312900.429816 nChanged 10 Deleting Class 126 (19 points): Lose 118.821860 but Gain 1344.425325 Iteration 60F (58.541119 sec): 183 clusters Score: Raw -1499534.112674 + Penalty 185456.620352 = -1314077.492322 nChanged 24 Deleting Class 159 (5 points): Lose 62.954992 but Gain 1281.634613 Iteration 61Q (58.744913 sec): 182 clusters Score: Raw -1499512.722457 + Penalty 184217.413335 = -1315295.309122 nChanged 10 Deleting Class 119 (33 points): Lose 221.394491 but Gain 1439.074232 Iteration 62Q (58.946025 sec): 181 clusters Score: Raw -1499307.037497 + Penalty 182902.923015 = -1316404.114481 nChanged 35 Deleting Class 87 (17 points): Lose 91.564768 but Gain 1307.477105 Iteration 63Q (59.151221 sec): 180 clusters Score: Raw -1499307.379674 + Penalty 181659.697338 = -1317647.682336 nChanged 23 Deleting Class 85 (20 points): Lose 207.773808 but Gain 1412.994543 Iteration 64Q (59.351614 sec): 179 clusters Score: Raw -1499141.171477 + Penalty 180302.606424 = -1318838.565053 nChanged 25 Deleting Class 86 (4 points): Lose 34.047074 but Gain 1234.010782 Iteration 65Q (59.550726 sec): 178 clusters Score: Raw -1499176.689195 + Penalty 179073.781242 = -1320102.907953 nChanged 9 Deleting Class 240 (1 points): Lose 6.357798 but Gain 1203.836696 Iteration 66Q (59.751615 sec): 177 clusters Score: Raw -1499186.458565 + Penalty 177868.517025 = -1321317.941540 nChanged 6 Deleting Class 174 (9 points): Lose 64.505018 but Gain 1245.419647 Iteration 67Q (59.952609 sec): 176 clusters Score: Raw -1499132.312743 + Penalty 176652.556324 = -1322479.756420 nChanged 12 Deleting Class 148 (87 points): Lose 229.945968 but Gain 1404.622222 Iteration 68Q (60.149238 sec): 175 clusters Score: Raw -1498928.898516 + Penalty 175280.622416 = -1323648.276100 nChanged 87 Deleting Class 212 (2 points): Lose 13.589678 but Gain 1187.527025 Iteration 69Q (60.355612 sec): 174 clusters Score: Raw -1499038.275958 + Penalty 174104.846010 = -1324933.429948 nChanged 11 Deleting Class 162 (2 points): Lose 19.095948 but Gain 1191.354908 Iteration 70F (63.029223 sec): 173 clusters Score: Raw -1499032.700127 + Penalty 172918.788093 = -1326113.912034 nChanged 6 Deleting Class 138 (54 points): Lose 284.433999 but Gain 1454.796044 Iteration 71Q (63.225384 sec): 172 clusters Score: Raw -1498758.996126 + Penalty 171558.397061 = -1327200.599065 nChanged 59 Deleting Class 238 (4 points): Lose 32.780066 but Gain 1202.574307 Iteration 72Q (63.427157 sec): 171 clusters Score: Raw -1498893.351803 + Penalty 170358.808561 = -1328534.543242 nChanged 13 Deleting Class 209 (6 points): Lose 68.871392 but Gain 1237.119467 Iteration 73Q (63.622200 sec): 170 clusters Score: Raw -1498842.053920 + Penalty 169137.631893 = -1329704.422028 nChanged 9 Deleting Class 14 (16 points): Lose 70.654104 but Gain 1237.295043 Iteration 74Q (63.819227 sec): 169 clusters Score: Raw -1498785.739367 + Penalty 167929.370628 = -1330856.368740 nChanged 19 Deleting Class 188 (17 points): Lose 80.236094 but Gain 1245.454134 Iteration 75Q (64.013421 sec): 168 clusters Score: Raw -1498728.805259 + Penalty 166698.953639 = -1332029.851621 nChanged 19 Deleting Class 112 (2 points): Lose 9.900397 but Gain 1173.954822 Iteration 76Q (64.207690 sec): 167 clusters Score: Raw -1498744.099686 + Penalty 165533.261096 = -1333210.838589 nChanged 6 Deleting Class 98 (22 points): Lose 133.459110 but Gain 1294.557197 Iteration 77Q (64.398117 sec): 166 clusters Score: Raw -1498614.676829 + Penalty 164275.827529 = -1334338.849301 nChanged 24 Deleting Class 120 (27 points): Lose 179.994308 but Gain 1337.442598 Iteration 78Q (64.592621 sec): 165 clusters Score: Raw -1498476.184612 + Penalty 162970.952719 = -1335505.231894 nChanged 35 Deleting Class 200 (7 points): Lose 68.938235 but Gain 1226.374547 Iteration 79Q (64.789242 sec): 164 clusters Score: Raw -1498471.009463 + Penalty 161773.259220 = -1336697.750243 nChanged 15 Deleting Class 194 (2 points): Lose 17.494702 but Gain 1171.024167 Iteration 80F (67.267461 sec): 163 clusters Score: Raw -1498492.815049 + Penalty 160608.429871 = -1337884.385177 nChanged 10 Deleting Class 84 (30 points): Lose 113.277884 but Gain 1263.394931 Iteration 81Q (67.468256 sec): 162 clusters Score: Raw -1498391.786297 + Penalty 159392.279462 = -1338999.506835 nChanged 31 Deleting Class 103 (7 points): Lose 62.821436 but Gain 1212.299521 Iteration 82Q (67.668640 sec): 161 clusters Score: Raw -1498373.582229 + Penalty 158260.265012 = -1340113.317218 nChanged 12 Deleting Class 136 (50 points): Lose 401.033243 but Gain 1535.113676 Iteration 83Q (67.868508 sec): 160 clusters Score: Raw -1498004.116737 + Penalty 156915.216587 = -1341088.900150 nChanged 52 Deleting Class 182 (4 points): Lose 48.880042 but Gain 1181.691893 Iteration 84Q (68.068348 sec): 159 clusters Score: Raw -1498089.502043 + Penalty 155732.401399 = -1342357.100643 nChanged 8 Deleting Class 150 (3 points): Lose 32.178965 but Gain 1163.375313 Iteration 85Q (68.263055 sec): 158 clusters Score: Raw -1498076.975412 + Penalty 154601.895208 = -1343475.080204 nChanged 8 Deleting Class 48 (11 points): Lose 68.929456 but Gain 1197.734646 Iteration 86Q (68.460358 sec): 157 clusters Score: Raw -1498022.541857 + Penalty 153441.504677 = -1344581.037180 nChanged 15 Deleting Class 118 (6 points): Lose 73.036305 but Gain 1200.110015 Iteration 87Q (68.646959 sec): 156 clusters Score: Raw -1497980.534838 + Penalty 152275.798945 = -1345704.735894 nChanged 9 Deleting Class 101 (7 points): Lose 69.775033 but Gain 1193.646244 Iteration 88Q (68.831433 sec): 155 clusters Score: Raw -1497928.202425 + Penalty 151162.497019 = -1346765.705405 nChanged 10 Deleting Class 121 (3 points): Lose 10.660105 but Gain 1130.070971 Iteration 89Q (69.017713 sec): 154 clusters Score: Raw -1497949.439647 + Penalty 150047.310527 = -1347902.129120 nChanged 7 Deleting Class 196 (12 points): Lose 104.732737 but Gain 1212.867320 Iteration 90F (71.372827 sec): 153 clusters Score: Raw -1497852.294001 + Penalty 148868.527069 = -1348983.766932 nChanged 13 Deleting Class 157 (25 points): Lose 223.727264 but Gain 1328.289904 Iteration 91Q (71.564358 sec): 152 clusters Score: Raw -1497657.935890 + Penalty 147615.626783 = -1350042.309107 nChanged 27 Deleting Class 170 (5 points): Lose 65.716241 but Gain 1165.771413 Iteration 92Q (71.756800 sec): 151 clusters Score: Raw -1497655.194867 + Penalty 146516.410622 = -1351138.784245 nChanged 11 Deleting Class 216 (4 points): Lose 33.642516 but Gain 1132.246494 Iteration 93Q (71.949240 sec): 150 clusters Score: Raw -1497657.230299 + Penalty 145397.933622 = -1352259.296677 nChanged 9 Deleting Class 185 (3 points): Lose 17.726530 but Gain 1115.859331 Iteration 94Q (72.139924 sec): 149 clusters Score: Raw -1497651.178702 + Penalty 144275.477975 = -1353375.700727 nChanged 6 Deleting Class 134 (14 points): Lose 123.015581 but Gain 1218.715743 Iteration 95Q (72.329653 sec): 148 clusters Score: Raw -1497536.556973 + Penalty 143088.171315 = -1354448.385658 nChanged 17 Deleting Class 204 (13 points): Lose 89.174030 but Gain 1176.042006 Iteration 96Q (72.512386 sec): 147 clusters Score: Raw -1497480.071121 + Penalty 141933.944114 = -1355546.127007 nChanged 19 Deleting Class 191 (12 points): Lose 85.996875 but Gain 1171.705668 Iteration 97Q (72.693058 sec): 146 clusters Score: Raw -1497427.471268 + Penalty 140851.154663 = -1356576.316605 nChanged 21 Deleting Class 167 (14 points): Lose 130.331681 but Gain 1213.686289 Iteration 98Q (72.873095 sec): 145 clusters Score: Raw -1497341.978146 + Penalty 139671.927382 = -1357670.050764 nChanged 24 Deleting Class 201 (7 points): Lose 36.759963 but Gain 1120.044911 Iteration 99Q (73.052474 sec): 144 clusters Score: Raw -1497377.738056 + Penalty 138632.940215 = -1358744.797841 nChanged 12 Deleting Class 60 (4 points): Lose 24.285762 but Gain 1093.046437 Iteration 100F (75.257106 sec): 143 clusters Score: Raw -1497375.939968 + Penalty 137549.224240 = -1359826.715727 nChanged 7 Deleting Class 230 (3 points): Lose 25.372711 but Gain 1090.762197 Iteration 101Q (75.436731 sec): 142 clusters Score: Raw -1497357.592279 + Penalty 136475.101141 = -1360882.491138 nChanged 7 Deleting Class 229 (3 points): Lose 53.813515 but Gain 1119.026647 Iteration 102Q (75.615026 sec): 141 clusters Score: Raw -1497314.523522 + Penalty 135370.708475 = -1361943.815047 nChanged 11 Deleting Class 105 (10 points): Lose 77.816561 but Gain 1142.069166 Iteration 103Q (75.792422 sec): 140 clusters Score: Raw -1497256.457402 + Penalty 134224.963410 = -1363031.493992 nChanged 11 Deleting Class 94 (9 points): Lose 69.811138 but Gain 1124.405847 Iteration 104Q (75.969268 sec): 139 clusters Score: Raw -1497204.537561 + Penalty 133102.863440 = -1364101.674121 nChanged 11 Deleting Class 127 (7 points): Lose 102.781371 but Gain 1156.701700 Iteration 105Q (76.144779 sec): 138 clusters Score: Raw -1497115.958072 + Penalty 131973.595939 = -1365142.362133 nChanged 10 Deleting Class 165 (7 points): Lose 55.591012 but Gain 1106.866737 Iteration 106Q (76.320058 sec): 137 clusters Score: Raw -1497087.481061 + Penalty 130872.039673 = -1366215.441387 nChanged 9 Deleting Class 130 (15 points): Lose 94.628272 but Gain 1143.923454 Iteration 107Q (76.495194 sec): 136 clusters Score: Raw -1497009.001198 + Penalty 129817.677688 = -1367191.323511 nChanged 21 Deleting Class 123 (26 points): Lose 171.313791 but Gain 1214.799679 Iteration 108Q (76.671812 sec): 135 clusters Score: Raw -1496888.414077 + Penalty 128609.671565 = -1368278.742513 nChanged 35 Deleting Class 97 (14 points): Lose 83.102917 but Gain 1124.508963 Iteration 109Q (76.847307 sec): 134 clusters Score: Raw -1496860.953478 + Penalty 127481.955888 = -1369378.997590 nChanged 34 Deleting Class 88 (17 points): Lose 129.870119 but Gain 1169.528161 Iteration 110F (78.881898 sec): 133 clusters Score: Raw -1496784.535911 + Penalty 126375.207157 = -1370409.328754 nChanged 29 Deleting Class 149 (3 points): Lose 22.119012 but Gain 1058.498577 Iteration 111Q (79.055566 sec): 132 clusters Score: Raw -1496812.934820 + Penalty 125348.430029 = -1371464.504791 nChanged 17 Deleting Class 57 (18 points): Lose 127.620016 but Gain 1158.389587 Iteration 112Q (79.228991 sec): 131 clusters Score: Raw -1496697.464604 + Penalty 124190.175256 = -1372507.289347 nChanged 23 Deleting Class 73 (14 points): Lose 118.943353 but Gain 1142.295267 Iteration 113Q (79.402656 sec): 130 clusters Score: Raw -1496612.549742 + Penalty 123053.178740 = -1373559.371001 nChanged 23 Deleting Class 72 (57 points): Lose 290.287174 but Gain 1308.227078 Iteration 114Q (79.574529 sec): 129 clusters Score: Raw -1496358.353588 + Penalty 121822.836918 = -1374535.516669 nChanged 65 Deleting Class 225 (2 points): Lose 8.593953 but Gain 1024.889565 Iteration 115Q (79.748168 sec): 128 clusters Score: Raw -1496508.493748 + Penalty 120836.601786 = -1375671.891961 nChanged 20 Deleting Class 154 (10 points): Lose 71.217140 but Gain 1082.484606 Iteration 116Q (79.918158 sec): 127 clusters Score: Raw -1496474.992043 + Penalty 119782.151401 = -1376692.840642 nChanged 19 Deleting Class 18 (8 points): Lose 29.585105 but Gain 1040.240424 Iteration 117Q (80.095451 sec): 126 clusters Score: Raw -1496490.337452 + Penalty 118762.538034 = -1377727.799418 nChanged 20 Deleting Class 61 (72 points): Lose 304.688848 but Gain 1308.688350 Iteration 118Q (80.270148 sec): 125 clusters Score: Raw -1496217.293700 + Penalty 117545.980273 = -1378671.313427 nChanged 82 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 -1496217.293700 + Penalty 117545.980273 = -1378671.313427Memory request: 0.08 GB would take us to total of 0.38 GB. Trying to split cluster 1 (16654 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.408532 sec): 2 clusters Score: Raw -775042.513119 + Penalty 210.661328 = -774831.851791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.439443 sec): 3 clusters Score: Raw -763820.411128 + Penalty 445.306100 = -763375.105028 nChanged 7893 SP:Iteration 1F (80.472242 sec): 3 clusters Score: Raw -767946.439842 + Penalty 550.768159 = -767395.671683 nChanged 3302 SP:Iteration 2F (80.505844 sec): 3 clusters Score: Raw -771878.392618 + Penalty 693.263138 = -771185.129480 nChanged 1775 SP:Iteration 3F (80.539518 sec): 3 clusters Score: Raw -773932.053172 + Penalty 789.085928 = -773142.967244 nChanged 617 SP:Iteration 4Q (80.570846 sec): 3 clusters Score: Raw -774544.215407 + Penalty 925.295520 = -773618.919887 nChanged 333 SP:Iteration 5Q (80.600949 sec): 3 clusters Score: Raw -774883.322439 + Penalty 1009.833517 = -773873.488922 nChanged 131 SP:Iteration 6Q (80.629164 sec): 3 clusters Score: Raw -775000.021141 + Penalty 1069.154304 = -773930.866837 nChanged 58 SP:Iteration 7Q (80.656911 sec): 3 clusters Score: Raw -775047.406947 + Penalty 1113.421297 = -773933.985650 nChanged 26 SP:Iteration 8Q (80.684902 sec): 3 clusters Score: Raw -775069.313154 + Penalty 1121.388474 = -773947.924680 nChanged 5 SP:Iteration 9Q (80.712535 sec): 3 clusters Score: Raw -775074.243955 + Penalty 1118.047564 = -773956.196390 nChanged 4 SP:Iteration 10F (80.746620 sec): 3 clusters Score: Raw -775075.942853 + Penalty 1123.049244 = -773952.893609 nChanged 5 SP:Iteration 11F (80.780679 sec): 3 clusters Score: Raw -775079.244905 + Penalty 1113.243925 = -773966.000980 nChanged 3 SP:Iteration 12Q (80.808394 sec): 3 clusters Score: Raw -775083.914561 + Penalty 1115.148150 = -773968.766411 nChanged 1 SP:Iteration 13Q (80.835683 sec): 3 clusters Score: Raw -775084.288404 + Penalty 1115.148150 = -773969.140254 nChanged 0 SP:Iteration 14F (80.869938 sec): 3 clusters Score: Raw -775084.288404 + Penalty 1115.148150 = -773969.140254 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 2 (1233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.884081 sec): 2 clusters Score: Raw -59488.452155 + Penalty 235.752850 = -59252.699305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.886485 sec): 3 clusters Score: Raw -58704.557598 + Penalty 522.466696 = -58182.090902 nChanged 502 SP:Iteration 1F (80.888880 sec): 3 clusters Score: Raw -59199.741681 + Penalty 544.835637 = -58654.906044 nChanged 192 SP:Iteration 2F (80.891234 sec): 3 clusters Score: Raw -59388.601647 + Penalty 534.438967 = -58854.162680 nChanged 50 SP:Iteration 3Q (80.893547 sec): 3 clusters Score: Raw -59443.170365 + Penalty 569.517305 = -58873.653060 nChanged 19 SP:Iteration 4Q (80.895903 sec): 3 clusters Score: Raw -59470.312329 + Penalty 658.220509 = -58812.091820 nChanged 18 SP:Iteration 5F (80.898239 sec): 3 clusters Score: Raw -59504.304536 + Penalty 698.677578 = -58805.626959 nChanged 3 SP:Iteration 6F (80.900561 sec): 3 clusters Score: Raw -59512.390889 + Penalty 698.677578 = -58813.713312 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 3 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.901565 sec): 2 clusters Score: Raw -1372.228504 + Penalty 421.479238 = -950.749266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.901876 sec): 3 clusters Score: Raw -1483.723223 + Penalty 842.759362 = -640.963861 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 4 (249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.903364 sec): 2 clusters Score: Raw -10987.711077 + Penalty 49.355279 = -10938.355798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.904036 sec): 3 clusters Score: Raw -10864.497044 + Penalty 96.513643 = -10767.983401 nChanged 100 SP:Iteration 1F (80.904690 sec): 3 clusters Score: Raw -10967.086858 + Penalty 102.261375 = -10864.825482 nChanged 20 SP:Iteration 2F (80.905340 sec): 3 clusters Score: Raw -10987.429877 + Penalty 91.657232 = -10895.772645 nChanged 12 SP:Iteration 3Q (80.905929 sec): 3 clusters Score: Raw -11009.109603 + Penalty 92.579088 = -10916.530514 nChanged 1 SP:Iteration 4Q (80.906467 sec): 3 clusters Score: Raw -11009.733443 + Penalty 92.579088 = -10917.154355 nChanged 0 SP:Iteration 5F (80.907079 sec): 3 clusters Score: Raw -11009.733443 + Penalty 92.579088 = -10917.154355 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 5 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.907577 sec): 2 clusters Score: Raw -109.530059 + Penalty 62.348732 = -47.181327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.907784 sec): 3 clusters Score: Raw -103.196805 + Penalty 124.697464 = 21.500659 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 6 (315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.909616 sec): 2 clusters Score: Raw -9701.191499 + Penalty 885.136120 = -8816.055379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.910404 sec): 3 clusters Score: Raw -9704.305687 + Penalty 1767.649076 = -7936.656611 nChanged 70 SP:Iteration 1F (80.911179 sec): 3 clusters Score: Raw -9870.241867 + Penalty 1766.215379 = -8104.026488 nChanged 20 SP:Iteration 2F (80.911952 sec): 3 clusters Score: Raw -9931.984474 + Penalty 1766.976996 = -8165.007478 nChanged 10 SP:Iteration 3Q (80.912673 sec): 3 clusters Score: Raw -9962.689859 + Penalty 1767.500816 = -8195.189043 nChanged 6 SP:Iteration 4Q (80.913371 sec): 3 clusters Score: Raw -10004.229027 + Penalty 1768.239519 = -8235.989508 nChanged 5 SP:Iteration 5Q (80.914053 sec): 3 clusters Score: Raw -10025.074777 + Penalty 1768.928762 = -8256.146015 nChanged 4 SP:Iteration 6Q (80.914736 sec): 3 clusters Score: Raw -10037.408168 + Penalty 1769.332150 = -8268.076019 nChanged 2 SP:Iteration 7Q (80.915410 sec): 3 clusters Score: Raw -10056.214881 + Penalty 1770.040164 = -8286.174717 nChanged 4 SP:Iteration 8Q (80.916086 sec): 3 clusters Score: Raw -10073.043949 + Penalty 1770.196889 = -8302.847060 nChanged 1 SP:Iteration 9Q (80.916755 sec): 3 clusters Score: Raw -10074.400590 + Penalty 1770.196889 = -8304.203701 nChanged 0 SP:Iteration 10F (80.917497 sec): 3 clusters Score: Raw -10074.400590 + Penalty 1770.196889 = -8304.203701 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 7 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.923197 sec): 2 clusters Score: Raw -1381.598129 + Penalty 319.986152 = -1061.611977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.923477 sec): 3 clusters Score: Raw -1451.104328 + Penalty 637.608085 = -813.496243 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 8 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.924156 sec): 2 clusters Score: Raw -3824.750980 + Penalty 56.784680 = -3767.966300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.924520 sec): 3 clusters Score: Raw -3800.324950 + Penalty 151.383358 = -3648.941592 nChanged 25 SP:Iteration 1F (80.924899 sec): 3 clusters Score: Raw -3839.502232 + Penalty 186.724010 = -3652.778222 nChanged 7 SP:Iteration 2F (80.925258 sec): 3 clusters Score: Raw -3846.846616 + Penalty 200.770353 = -3646.076262 nChanged 1 SP:Iteration 3F (80.925632 sec): 3 clusters Score: Raw -3850.575652 + Penalty 200.770353 = -3649.805298 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 9 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.926485 sec): 2 clusters Score: Raw -6225.878526 + Penalty 694.254178 = -5531.624348 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.926927 sec): 3 clusters Score: Raw -6298.845697 + Penalty 1388.413089 = -4910.432608 nChanged 9 SP:Iteration 1F (80.927362 sec): 3 clusters Score: Raw -6323.866293 + Penalty 1388.413089 = -4935.453204 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 10 (182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.928306 sec): 2 clusters Score: Raw -9245.301437 + Penalty 766.639885 = -8478.661552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.928846 sec): 3 clusters Score: Raw -9300.609093 + Penalty 1531.985572 = -7768.623521 nChanged 19 SP:Iteration 1F (80.929377 sec): 3 clusters Score: Raw -9351.202295 + Penalty 1531.153911 = -7820.048385 nChanged 8 SP:Iteration 2Q (80.929884 sec): 3 clusters Score: Raw -9374.175340 + Penalty 1531.053064 = -7843.122276 nChanged 2 SP:Iteration 3Q (80.930385 sec): 3 clusters Score: Raw -9381.158795 + Penalty 1531.053064 = -7850.105731 nChanged 0 SP:Iteration 4F (80.930913 sec): 3 clusters Score: Raw -9381.158795 + Penalty 1531.053064 = -7850.105731 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 11 (318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.932855 sec): 2 clusters Score: Raw -16670.588856 + Penalty 917.613768 = -15752.975088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.933615 sec): 3 clusters Score: Raw -16652.235002 + Penalty 1833.849106 = -14818.385896 nChanged 55 SP:Iteration 1F (80.934366 sec): 3 clusters Score: Raw -16756.914760 + Penalty 1833.471380 = -14923.443379 nChanged 13 SP:Iteration 2Q (80.935092 sec): 3 clusters Score: Raw -16785.938277 + Penalty 1833.252799 = -14952.685477 nChanged 6 SP:Iteration 3Q (80.935814 sec): 3 clusters Score: Raw -16800.646641 + Penalty 1833.508715 = -14967.137925 nChanged 5 SP:Iteration 4Q (80.936531 sec): 3 clusters Score: Raw -16818.607593 + Penalty 1833.599370 = -14985.008223 nChanged 5 SP:Iteration 5Q (80.937241 sec): 3 clusters Score: Raw -16827.936238 + Penalty 1833.599370 = -14994.336868 nChanged 2 SP:Iteration 6Q (80.937954 sec): 3 clusters Score: Raw -16831.504956 + Penalty 1833.492484 = -14998.012472 nChanged 1 SP:Iteration 7Q (80.938683 sec): 3 clusters Score: Raw -16832.411417 + Penalty 1833.381902 = -14999.029515 nChanged 1 SP:Iteration 8Q (80.939394 sec): 3 clusters Score: Raw -16832.953893 + Penalty 1833.381902 = -14999.571990 nChanged 0 SP:Iteration 9F (80.940142 sec): 3 clusters Score: Raw -16832.953893 + Penalty 1833.381902 = -14999.571990 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 12 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.940718 sec): 2 clusters Score: Raw -854.141396 + Penalty 270.703429 = -583.437967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.940967 sec): 3 clusters Score: Raw -925.590462 + Penalty 541.406858 = -384.183603 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 13 (140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.941801 sec): 2 clusters Score: Raw -6601.483309 + Penalty 742.516620 = -5858.966688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.942266 sec): 3 clusters Score: Raw -6666.836438 + Penalty 1483.672115 = -5183.164323 nChanged 13 SP:Iteration 1F (80.942752 sec): 3 clusters Score: Raw -6721.053137 + Penalty 1483.378678 = -5237.674459 nChanged 2 SP:Iteration 2Q (80.943180 sec): 3 clusters Score: Raw -6725.017674 + Penalty 1483.378678 = -5241.638996 nChanged 0 SP:Iteration 3F (80.943635 sec): 3 clusters Score: Raw -6725.017674 + Penalty 1483.378678 = -5241.638996 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 15 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.944129 sec): 2 clusters Score: Raw -538.971472 + Penalty 133.437314 = -405.534158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.944356 sec): 3 clusters Score: Raw -550.345943 + Penalty 247.209068 = -303.136875 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 16 (818 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.947473 sec): 2 clusters Score: Raw -46975.766673 + Penalty 1057.630806 = -45918.135867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.949108 sec): 3 clusters Score: Raw -46727.022117 + Penalty 2115.282017 = -44611.740100 nChanged 233 SP:Iteration 1F (80.950738 sec): 3 clusters Score: Raw -46926.753717 + Penalty 2115.284932 = -44811.468784 nChanged 57 SP:Iteration 2F (80.952348 sec): 3 clusters Score: Raw -46992.080636 + Penalty 2115.261612 = -44876.819024 nChanged 33 SP:Iteration 3Q (80.953908 sec): 3 clusters Score: Raw -47036.240219 + Penalty 2115.211824 = -44921.028396 nChanged 32 SP:Iteration 4Q (80.955457 sec): 3 clusters Score: Raw -47075.469262 + Penalty 2115.072033 = -44960.397228 nChanged 27 SP:Iteration 5Q (80.957003 sec): 3 clusters Score: Raw -47102.152631 + Penalty 2114.867746 = -44987.284885 nChanged 17 SP:Iteration 6Q (80.958586 sec): 3 clusters Score: Raw -47119.726815 + Penalty 2114.757678 = -45004.969136 nChanged 14 SP:Iteration 7Q (80.960149 sec): 3 clusters Score: Raw -47133.673727 + Penalty 2114.663452 = -45019.010275 nChanged 8 SP:Iteration 8Q (80.961697 sec): 3 clusters Score: Raw -47141.314791 + Penalty 2114.560776 = -45026.754015 nChanged 6 SP:Iteration 9Q (80.963228 sec): 3 clusters Score: Raw -47146.826926 + Penalty 2114.525178 = -45032.301748 nChanged 2 SP:Iteration 10F (80.964855 sec): 3 clusters Score: Raw -47147.709749 + Penalty 2114.443208 = -45033.266541 nChanged 2 SP:Iteration 11Q (80.966408 sec): 3 clusters Score: Raw -47148.900294 + Penalty 2114.455406 = -45034.444889 nChanged 3 SP:Iteration 12Q (80.967943 sec): 3 clusters Score: Raw -47155.170262 + Penalty 2114.536823 = -45040.633439 nChanged 8 SP:Iteration 13Q (80.969470 sec): 3 clusters Score: Raw -47166.458113 + Penalty 2114.456054 = -45052.002059 nChanged 12 SP:Iteration 14Q (80.971010 sec): 3 clusters Score: Raw -47178.436180 + Penalty 2114.465414 = -45063.970766 nChanged 6 SP:Iteration 15Q (80.972572 sec): 3 clusters Score: Raw -47183.883890 + Penalty 2114.509326 = -45069.374564 nChanged 5 SP:Iteration 16Q (80.974189 sec): 3 clusters Score: Raw -47187.799089 + Penalty 2114.443653 = -45073.355435 nChanged 2 SP:Iteration 17Q (80.975824 sec): 3 clusters Score: Raw -47193.466434 + Penalty 2114.344854 = -45079.121579 nChanged 9 SP:Iteration 18Q (80.977436 sec): 3 clusters Score: Raw -47208.598062 + Penalty 2114.438649 = -45094.159413 nChanged 11 SP:Iteration 19Q (80.979105 sec): 3 clusters Score: Raw -47224.065861 + Penalty 2114.607264 = -45109.458597 nChanged 7 SP:Iteration 20F (80.981467 sec): 3 clusters Score: Raw -47231.667514 + Penalty 2114.781403 = -45116.886111 nChanged 12 SP:Iteration 21Q (80.983747 sec): 3 clusters Score: Raw -47253.236118 + Penalty 2115.083096 = -45138.153022 nChanged 21 SP:Iteration 22Q (80.986122 sec): 3 clusters Score: Raw -47287.666703 + Penalty 2115.512081 = -45172.154622 nChanged 29 SP:Iteration 23Q (80.987991 sec): 3 clusters Score: Raw -47333.486402 + Penalty 2115.753959 = -45217.732443 nChanged 45 SP:Iteration 24F (80.989747 sec): 3 clusters Score: Raw -47408.500923 + Penalty 2115.688962 = -45292.811961 nChanged 50 SP:Iteration 25F (80.991494 sec): 3 clusters Score: Raw -47493.072927 + Penalty 2114.973999 = -45378.098928 nChanged 48 SP:Iteration 26F (80.993210 sec): 3 clusters Score: Raw -47598.961123 + Penalty 2114.462604 = -45484.498519 nChanged 43 SP:Iteration 27F (80.994980 sec): 3 clusters Score: Raw -47730.089862 + Penalty 2114.011601 = -45616.078262 nChanged 28 SP:Iteration 28Q (80.996645 sec): 3 clusters Score: Raw -47872.367590 + Penalty 2114.118690 = -45758.248900 nChanged 21 SP:Iteration 29Q (80.998232 sec): 3 clusters Score: Raw -48060.753541 + Penalty 2113.592955 = -45947.160587 nChanged 24 SP:Iteration 30F (80.999970 sec): 3 clusters Score: Raw -48347.008841 + Penalty 2113.470944 = -46233.537897 nChanged 17 SP:Iteration 31Q (81.001413 sec): 3 clusters Score: Raw -48621.028943 + Penalty 2113.341302 = -46507.687641 nChanged 7 SP:Iteration 32Q (81.002835 sec): 3 clusters Score: Raw -48637.182280 + Penalty 2113.484092 = -46523.698188 nChanged 1 SP:Iteration 33Q (81.004278 sec): 3 clusters Score: Raw -48638.438522 + Penalty 2113.484092 = -46524.954431 nChanged 0 SP:Iteration 34F (81.006018 sec): 3 clusters Score: Raw -48638.438522 + Penalty 2113.484092 = -46524.954431 nChanged 0 Score: Raw -1517565.784636 + Penalty 119183.662616 = -1398382.122019 Splitting cluster 16 changes total score from -1378671.313427 to -1398382.122019 So it's getting split into cluster 14. Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 17 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.902553 sec): 2 clusters Score: Raw -553.226856 + Penalty 233.020531 = -320.206325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.902785 sec): 3 clusters Score: Raw -571.738394 + Penalty 455.526701 = -116.211692 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 19 (674 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.905156 sec): 2 clusters Score: Raw -34517.602883 + Penalty 410.282918 = -34107.319964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.906556 sec): 3 clusters Score: Raw -34165.027858 + Penalty 841.025698 = -33324.002160 nChanged 250 SP:Iteration 1F (82.907921 sec): 3 clusters Score: Raw -34367.649735 + Penalty 859.101964 = -33508.547771 nChanged 78 SP:Iteration 2F (82.909350 sec): 3 clusters Score: Raw -34448.051017 + Penalty 868.062978 = -33579.988040 nChanged 53 SP:Iteration 3F (82.910804 sec): 3 clusters Score: Raw -34497.539490 + Penalty 873.641156 = -33623.898335 nChanged 32 SP:Iteration 4Q (82.912232 sec): 3 clusters Score: Raw -34537.583960 + Penalty 869.273284 = -33668.310675 nChanged 22 SP:Iteration 5Q (82.913580 sec): 3 clusters Score: Raw -34561.041565 + Penalty 864.453729 = -33696.587837 nChanged 15 SP:Iteration 6Q (82.914849 sec): 3 clusters Score: Raw -34573.694667 + Penalty 862.252949 = -33711.441717 nChanged 6 SP:Iteration 7Q (82.916112 sec): 3 clusters Score: Raw -34576.564092 + Penalty 860.274324 = -33716.289769 nChanged 1 SP:Iteration 8Q (82.917352 sec): 3 clusters Score: Raw -34576.880618 + Penalty 862.549297 = -33714.331322 nChanged 1 SP:Iteration 9F (82.918713 sec): 3 clusters Score: Raw -34577.866855 + Penalty 864.978656 = -33712.888198 nChanged 1 SP:Iteration 10F (82.920086 sec): 3 clusters Score: Raw -34578.682930 + Penalty 866.548407 = -33712.134522 nChanged 1 SP:Iteration 11F (82.921451 sec): 3 clusters Score: Raw -34579.311072 + Penalty 868.344787 = -33710.966285 nChanged 1 SP:Iteration 12F (82.922818 sec): 3 clusters Score: Raw -34580.373206 + Penalty 868.344787 = -33712.028419 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 20 (1011 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.926100 sec): 2 clusters Score: Raw -64630.692526 + Penalty 1044.980337 = -63585.712189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.928086 sec): 3 clusters Score: Raw -64219.458338 + Penalty 2089.444031 = -62130.014307 nChanged 324 SP:Iteration 1F (82.930048 sec): 3 clusters Score: Raw -64461.954689 + Penalty 2088.380583 = -62373.574106 nChanged 90 SP:Iteration 2F (82.931967 sec): 3 clusters Score: Raw -64542.996892 + Penalty 2086.849899 = -62456.146993 nChanged 55 SP:Iteration 3F (82.933880 sec): 3 clusters Score: Raw -64589.771946 + Penalty 2085.429260 = -62504.342686 nChanged 36 SP:Iteration 4Q (82.935828 sec): 3 clusters Score: Raw -64638.843861 + Penalty 2081.423395 = -62557.420466 nChanged 57 SP:Iteration 5F (82.937766 sec): 3 clusters Score: Raw -64708.203846 + Penalty 2076.886007 = -62631.317839 nChanged 53 SP:Iteration 6F (82.939720 sec): 3 clusters Score: Raw -64782.739848 + Penalty 2071.989415 = -62710.750433 nChanged 47 SP:Iteration 7Q (82.941664 sec): 3 clusters Score: Raw -64834.011426 + Penalty 2069.759833 = -62764.251593 nChanged 34 SP:Iteration 8Q (82.943621 sec): 3 clusters Score: Raw -64863.454666 + Penalty 2066.988963 = -62796.465703 nChanged 26 SP:Iteration 9Q (82.945539 sec): 3 clusters Score: Raw -64883.430701 + Penalty 2064.452351 = -62818.978350 nChanged 12 SP:Iteration 10F (82.947482 sec): 3 clusters Score: Raw -64891.858932 + Penalty 2063.645939 = -62828.212994 nChanged 6 SP:Iteration 11Q (82.949334 sec): 3 clusters Score: Raw -64895.943079 + Penalty 2063.249606 = -62832.693473 nChanged 5 SP:Iteration 12Q (82.951232 sec): 3 clusters Score: Raw -64898.800025 + Penalty 2062.679620 = -62836.120405 nChanged 2 SP:Iteration 13Q (82.953167 sec): 3 clusters Score: Raw -64900.222916 + Penalty 2061.720427 = -62838.502489 nChanged 6 SP:Iteration 14Q (82.955080 sec): 3 clusters Score: Raw -64906.075729 + Penalty 2061.462330 = -62844.613398 nChanged 3 SP:Iteration 15Q (82.956988 sec): 3 clusters Score: Raw -64909.859387 + Penalty 2061.010389 = -62848.848999 nChanged 2 SP:Iteration 16Q (82.958842 sec): 3 clusters Score: Raw -64910.504619 + Penalty 2061.010389 = -62849.494230 nChanged 0 SP:Iteration 17F (82.960772 sec): 3 clusters Score: Raw -64910.504619 + Penalty 2061.010389 = -62849.494230 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 21 (460 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.962843 sec): 2 clusters Score: Raw -27615.558546 + Penalty 891.221174 = -26724.337372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.963848 sec): 3 clusters Score: Raw -27507.225407 + Penalty 1783.411282 = -25723.814125 nChanged 111 SP:Iteration 1F (82.964838 sec): 3 clusters Score: Raw -27651.056084 + Penalty 1783.094246 = -25867.961838 nChanged 41 SP:Iteration 2F (82.965824 sec): 3 clusters Score: Raw -27716.256345 + Penalty 1784.089636 = -25932.166709 nChanged 20 SP:Iteration 3Q (82.966784 sec): 3 clusters Score: Raw -27743.825089 + Penalty 1785.630539 = -25958.194550 nChanged 13 SP:Iteration 4Q (82.967738 sec): 3 clusters Score: Raw -27765.700062 + Penalty 1788.226542 = -25977.473520 nChanged 11 SP:Iteration 5Q (82.968687 sec): 3 clusters Score: Raw -27781.170832 + Penalty 1788.934952 = -25992.235880 nChanged 7 SP:Iteration 6Q (82.969640 sec): 3 clusters Score: Raw -27787.727708 + Penalty 1789.450207 = -25998.277501 nChanged 1 SP:Iteration 7Q (82.970609 sec): 3 clusters Score: Raw -27790.175040 + Penalty 1790.058036 = -26000.117004 nChanged 1 SP:Iteration 8Q (82.971554 sec): 3 clusters Score: Raw -27792.679677 + Penalty 1791.051689 = -26001.627988 nChanged 2 SP:Iteration 9Q (82.972502 sec): 3 clusters Score: Raw -27801.012807 + Penalty 1794.405713 = -26006.607094 nChanged 6 SP:Iteration 10F (82.973487 sec): 3 clusters Score: Raw -27811.659434 + Penalty 1796.624211 = -26015.035223 nChanged 4 SP:Iteration 11Q (82.974422 sec): 3 clusters Score: Raw -27816.198886 + Penalty 1798.314314 = -26017.884572 nChanged 3 SP:Iteration 12Q (82.975354 sec): 3 clusters Score: Raw -27818.353424 + Penalty 1799.442849 = -26018.910575 nChanged 2 SP:Iteration 13Q (82.976281 sec): 3 clusters Score: Raw -27821.123439 + Penalty 1800.072941 = -26021.050498 nChanged 1 SP:Iteration 14Q (82.977240 sec): 3 clusters Score: Raw -27823.210949 + Penalty 1800.689876 = -26022.521073 nChanged 1 SP:Iteration 15Q (82.978166 sec): 3 clusters Score: Raw -27824.555209 + Penalty 1800.689876 = -26023.865332 nChanged 0 SP:Iteration 16F (82.979151 sec): 3 clusters Score: Raw -27824.555209 + Penalty 1800.689876 = -26023.865332 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 22 (207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.980168 sec): 2 clusters Score: Raw -10076.094873 + Penalty 429.883706 = -9646.211167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.980744 sec): 3 clusters Score: Raw -10028.936158 + Penalty 864.103049 = -9164.833109 nChanged 51 SP:Iteration 1F (82.981304 sec): 3 clusters Score: Raw -10099.898205 + Penalty 869.126278 = -9230.771927 nChanged 19 SP:Iteration 2F (82.981863 sec): 3 clusters Score: Raw -10132.726666 + Penalty 870.311243 = -9262.415423 nChanged 8 SP:Iteration 3Q (82.982413 sec): 3 clusters Score: Raw -10146.058387 + Penalty 866.405171 = -9279.653217 nChanged 5 SP:Iteration 4Q (82.982961 sec): 3 clusters Score: Raw -10156.702018 + Penalty 862.718767 = -9293.983250 nChanged 2 SP:Iteration 5Q (82.983507 sec): 3 clusters Score: Raw -10159.432701 + Penalty 862.718767 = -9296.713934 nChanged 0 SP:Iteration 6F (82.984065 sec): 3 clusters Score: Raw -10159.432701 + Penalty 862.718767 = -9296.713934 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 23 (182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.984981 sec): 2 clusters Score: Raw -8221.325712 + Penalty 777.852837 = -7443.472876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.985509 sec): 3 clusters Score: Raw -8318.083971 + Penalty 1555.868440 = -6762.215531 nChanged 26 SP:Iteration 1F (82.986046 sec): 3 clusters Score: Raw -8380.305978 + Penalty 1555.536771 = -6824.769207 nChanged 6 SP:Iteration 2Q (82.986533 sec): 3 clusters Score: Raw -8396.357239 + Penalty 1555.536771 = -6840.820468 nChanged 0 SP:Iteration 3F (82.987051 sec): 3 clusters Score: Raw -8396.357239 + Penalty 1555.536771 = -6840.820468 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 25 (181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.987966 sec): 2 clusters Score: Raw -8697.979583 + Penalty 163.038022 = -8534.941561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.988505 sec): 3 clusters Score: Raw -8603.512302 + Penalty 327.067808 = -8276.444494 nChanged 48 SP:Iteration 1F (82.989038 sec): 3 clusters Score: Raw -8628.823917 + Penalty 327.987423 = -8300.836494 nChanged 21 SP:Iteration 2F (82.989577 sec): 3 clusters Score: Raw -8661.225425 + Penalty 326.244389 = -8334.981036 nChanged 22 SP:Iteration 3F (82.990109 sec): 3 clusters Score: Raw -8676.567018 + Penalty 324.526351 = -8352.040667 nChanged 14 SP:Iteration 4F (82.990643 sec): 3 clusters Score: Raw -8695.855676 + Penalty 323.257682 = -8372.597994 nChanged 13 SP:Iteration 5F (82.991168 sec): 3 clusters Score: Raw -8702.805700 + Penalty 323.495327 = -8379.310373 nChanged 5 SP:Iteration 6Q (82.991676 sec): 3 clusters Score: Raw -8705.872772 + Penalty 323.748973 = -8382.123799 nChanged 2 SP:Iteration 7Q (82.992183 sec): 3 clusters Score: Raw -8706.345071 + Penalty 323.516633 = -8382.828438 nChanged 1 SP:Iteration 8Q (82.992690 sec): 3 clusters Score: Raw -8706.423293 + Penalty 323.516633 = -8382.906660 nChanged 0 SP:Iteration 9F (82.993207 sec): 3 clusters Score: Raw -8706.423293 + Penalty 323.516633 = -8382.906660 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 26 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.993741 sec): 2 clusters Score: Raw -1309.601932 + Penalty 304.114486 = -1005.487445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.994000 sec): 3 clusters Score: Raw -1334.310466 + Penalty 619.247473 = -715.062993 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 27 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.994526 sec): 2 clusters Score: Raw -710.666776 + Penalty 239.909308 = -470.757468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.994760 sec): 3 clusters Score: Raw -731.528664 + Penalty 469.009610 = -262.519053 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 28 (253 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.995906 sec): 2 clusters Score: Raw -15009.341939 + Penalty 781.740070 = -14227.601870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.996552 sec): 3 clusters Score: Raw -14985.411869 + Penalty 1563.660403 = -13421.751466 nChanged 33 SP:Iteration 1F (82.997194 sec): 3 clusters Score: Raw -15040.841772 + Penalty 1563.790146 = -13477.051626 nChanged 7 SP:Iteration 2Q (82.997826 sec): 3 clusters Score: Raw -15055.140843 + Penalty 1563.643290 = -13491.497553 nChanged 6 SP:Iteration 3Q (82.998455 sec): 3 clusters Score: Raw -15069.610396 + Penalty 1563.696160 = -13505.914236 nChanged 5 SP:Iteration 4Q (82.999083 sec): 3 clusters Score: Raw -15080.110930 + Penalty 1564.333307 = -13515.777624 nChanged 4 SP:Iteration 5Q (82.999707 sec): 3 clusters Score: Raw -15085.608194 + Penalty 1565.090709 = -13520.517485 nChanged 5 SP:Iteration 6Q (83.000329 sec): 3 clusters Score: Raw -15099.018311 + Penalty 1566.404664 = -13532.613648 nChanged 4 SP:Iteration 7Q (83.000950 sec): 3 clusters Score: Raw -15107.470875 + Penalty 1566.221888 = -13541.248986 nChanged 1 SP:Iteration 8Q (83.001567 sec): 3 clusters Score: Raw -15109.368302 + Penalty 1565.876792 = -13543.491510 nChanged 2 SP:Iteration 9Q (83.002183 sec): 3 clusters Score: Raw -15112.746832 + Penalty 1566.256414 = -13546.490418 nChanged 1 SP:Iteration 10F (83.002835 sec): 3 clusters Score: Raw -15114.988002 + Penalty 1566.360970 = -13548.627032 nChanged 2 SP:Iteration 11Q (83.003455 sec): 3 clusters Score: Raw -15116.941026 + Penalty 1566.543436 = -13550.397590 nChanged 2 SP:Iteration 12Q (83.004070 sec): 3 clusters Score: Raw -15121.991781 + Penalty 1566.297240 = -13555.694541 nChanged 2 SP:Iteration 13Q (83.004686 sec): 3 clusters Score: Raw -15130.072361 + Penalty 1566.629897 = -13563.442464 nChanged 1 SP:Iteration 14Q (83.005294 sec): 3 clusters Score: Raw -15131.527724 + Penalty 1566.629897 = -13564.897827 nChanged 0 SP:Iteration 15F (83.005967 sec): 3 clusters Score: Raw -15131.527724 + Penalty 1566.629897 = -13564.897827 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 29 (111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.006704 sec): 2 clusters Score: Raw -4940.503304 + Penalty 31.988064 = -4908.515240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.007081 sec): 3 clusters Score: Raw -4880.721752 + Penalty 64.377788 = -4816.343964 nChanged 46 SP:Iteration 1F (83.007480 sec): 3 clusters Score: Raw -4943.512847 + Penalty 62.752292 = -4880.760555 nChanged 9 SP:Iteration 2F (83.007858 sec): 3 clusters Score: Raw -4951.918667 + Penalty 63.588366 = -4888.330300 nChanged 7 SP:Iteration 3F (83.008235 sec): 3 clusters Score: Raw -4958.190570 + Penalty 64.754379 = -4893.436191 nChanged 3 SP:Iteration 4Q (83.008612 sec): 3 clusters Score: Raw -4969.956831 + Penalty 64.754379 = -4905.202452 nChanged 0 SP:Iteration 5F (83.008989 sec): 3 clusters Score: Raw -4969.956831 + Penalty 64.754379 = -4905.202452 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 30 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.009698 sec): 2 clusters Score: Raw -4325.682612 + Penalty 454.691022 = -3870.991590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.010078 sec): 3 clusters Score: Raw -4344.713827 + Penalty 910.537128 = -3434.176699 nChanged 10 SP:Iteration 1F (83.010482 sec): 3 clusters Score: Raw -4366.284380 + Penalty 911.146301 = -3455.138079 nChanged 4 SP:Iteration 2Q (83.010844 sec): 3 clusters Score: Raw -4372.027482 + Penalty 912.381229 = -3459.646254 nChanged 1 SP:Iteration 3Q (83.011204 sec): 3 clusters Score: Raw -4376.624168 + Penalty 912.074288 = -3464.549880 nChanged 1 SP:Iteration 4Q (83.011564 sec): 3 clusters Score: Raw -4381.304614 + Penalty 912.074288 = -3469.230326 nChanged 0 SP:Iteration 5F (83.011937 sec): 3 clusters Score: Raw -4381.304614 + Penalty 912.074288 = -3469.230326 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 31 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.012442 sec): 2 clusters Score: Raw -803.758485 + Penalty 235.331814 = -568.426671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.012682 sec): 3 clusters Score: Raw -845.069137 + Penalty 469.874418 = -375.194719 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 32 (540 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.014651 sec): 2 clusters Score: Raw -22177.909379 + Penalty 963.379752 = -21214.529627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.015853 sec): 3 clusters Score: Raw -22081.906015 + Penalty 1926.759504 = -20155.146511 nChanged 129 SP:Iteration 1F (83.017037 sec): 3 clusters Score: Raw -22239.248528 + Penalty 1927.392766 = -20311.855762 nChanged 38 SP:Iteration 2F (83.018166 sec): 3 clusters Score: Raw -22296.464223 + Penalty 1927.423958 = -20369.040265 nChanged 24 SP:Iteration 3Q (83.019275 sec): 3 clusters Score: Raw -22342.831783 + Penalty 1927.679994 = -20415.151788 nChanged 14 SP:Iteration 4Q (83.020359 sec): 3 clusters Score: Raw -22384.180947 + Penalty 1927.719717 = -20456.461230 nChanged 12 SP:Iteration 5Q (83.021477 sec): 3 clusters Score: Raw -22401.899079 + Penalty 1927.655047 = -20474.244032 nChanged 7 SP:Iteration 6Q (83.022622 sec): 3 clusters Score: Raw -22411.669284 + Penalty 1927.566188 = -20484.103096 nChanged 6 SP:Iteration 7Q (83.023757 sec): 3 clusters Score: Raw -22427.665554 + Penalty 1927.615268 = -20500.050286 nChanged 4 SP:Iteration 8Q (83.024885 sec): 3 clusters Score: Raw -22434.694672 + Penalty 1927.834775 = -20506.859897 nChanged 3 SP:Iteration 9Q (83.026008 sec): 3 clusters Score: Raw -22440.378227 + Penalty 1927.834775 = -20512.543453 nChanged 2 SP:Iteration 10F (83.027203 sec): 3 clusters Score: Raw -22442.507669 + Penalty 1927.834775 = -20514.672895 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 34 (207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.028233 sec): 2 clusters Score: Raw -8828.242121 + Penalty 566.980490 = -8261.261631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.028810 sec): 3 clusters Score: Raw -8815.300501 + Penalty 1138.189294 = -7677.111207 nChanged 33 SP:Iteration 1F (83.029376 sec): 3 clusters Score: Raw -8874.497191 + Penalty 1139.392564 = -7735.104626 nChanged 7 SP:Iteration 2Q (83.029927 sec): 3 clusters Score: Raw -8888.787146 + Penalty 1141.865769 = -7746.921377 nChanged 3 SP:Iteration 3Q (83.030480 sec): 3 clusters Score: Raw -8896.408880 + Penalty 1143.393340 = -7753.015540 nChanged 1 SP:Iteration 4Q (83.031025 sec): 3 clusters Score: Raw -8897.705373 + Penalty 1144.394937 = -7753.310436 nChanged 1 SP:Iteration 5Q (83.031569 sec): 3 clusters Score: Raw -8901.196258 + Penalty 1144.394937 = -7756.801321 nChanged 0 SP:Iteration 6F (83.032134 sec): 3 clusters Score: Raw -8901.196258 + Penalty 1144.394937 = -7756.801321 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 35 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.033017 sec): 2 clusters Score: Raw -8216.014964 + Penalty 280.363589 = -7935.651375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.033547 sec): 3 clusters Score: Raw -8150.705997 + Penalty 562.252251 = -7588.453746 nChanged 44 SP:Iteration 1F (83.034037 sec): 3 clusters Score: Raw -8194.123227 + Penalty 565.551112 = -7628.572115 nChanged 14 SP:Iteration 2F (83.034525 sec): 3 clusters Score: Raw -8218.669545 + Penalty 564.465102 = -7654.204442 nChanged 6 SP:Iteration 3Q (83.035006 sec): 3 clusters Score: Raw -8224.674381 + Penalty 565.211495 = -7659.462887 nChanged 4 SP:Iteration 4Q (83.035485 sec): 3 clusters Score: Raw -8229.305287 + Penalty 576.968699 = -7652.336587 nChanged 6 SP:Iteration 5F (83.035992 sec): 3 clusters Score: Raw -8235.416947 + Penalty 594.572024 = -7640.844923 nChanged 8 SP:Iteration 6F (83.036479 sec): 3 clusters Score: Raw -8247.438120 + Penalty 615.658842 = -7631.779279 nChanged 8 SP:Iteration 7F (83.036965 sec): 3 clusters Score: Raw -8255.390523 + Penalty 622.078204 = -7633.312318 nChanged 2 SP:Iteration 8Q (83.037436 sec): 3 clusters Score: Raw -8257.260232 + Penalty 633.301876 = -7623.958356 nChanged 4 SP:Iteration 9F (83.037922 sec): 3 clusters Score: Raw -8260.547482 + Penalty 642.768991 = -7617.778490 nChanged 2 SP:Iteration 10F (83.038409 sec): 3 clusters Score: Raw -8271.173848 + Penalty 651.617877 = -7619.555972 nChanged 2 SP:Iteration 11Q (83.038873 sec): 3 clusters Score: Raw -8283.652213 + Penalty 657.344770 = -7626.307442 nChanged 1 SP:Iteration 12Q (83.039325 sec): 3 clusters Score: Raw -8290.842367 + Penalty 657.344770 = -7633.497597 nChanged 0 SP:Iteration 13F (83.039839 sec): 3 clusters Score: Raw -8290.842367 + Penalty 657.344770 = -7633.497597 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 36 (481 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.041566 sec): 2 clusters Score: Raw -24288.596909 + Penalty 197.441882 = -24091.155026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.042622 sec): 3 clusters Score: Raw -24000.788877 + Penalty 381.316120 = -23619.472757 nChanged 197 SP:Iteration 1F (83.043665 sec): 3 clusters Score: Raw -24142.659726 + Penalty 387.510516 = -23755.149210 nChanged 71 SP:Iteration 2F (83.044696 sec): 3 clusters Score: Raw -24235.202381 + Penalty 438.006520 = -23797.195861 nChanged 29 SP:Iteration 3F (83.045724 sec): 3 clusters Score: Raw -24276.404496 + Penalty 543.182950 = -23733.221546 nChanged 14 SP:Iteration 4F (83.046758 sec): 3 clusters Score: Raw -24295.040169 + Penalty 644.992523 = -23650.047646 nChanged 6 SP:Iteration 5F (83.047786 sec): 3 clusters Score: Raw -24308.050357 + Penalty 668.313936 = -23639.736421 nChanged 1 SP:Iteration 6F (83.048810 sec): 3 clusters Score: Raw -24311.254527 + Penalty 668.313936 = -23642.940591 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 37 (767 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.051360 sec): 2 clusters Score: Raw -37249.772739 + Penalty 445.984341 = -36803.788397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.052920 sec): 3 clusters Score: Raw -36870.193994 + Penalty 908.083656 = -35962.110337 nChanged 267 SP:Iteration 1F (83.054463 sec): 3 clusters Score: Raw -37112.542998 + Penalty 929.556802 = -36182.986196 nChanged 104 SP:Iteration 2F (83.055990 sec): 3 clusters Score: Raw -37228.157172 + Penalty 938.598947 = -36289.558225 nChanged 61 SP:Iteration 3F (83.057526 sec): 3 clusters Score: Raw -37302.973165 + Penalty 941.668078 = -36361.305087 nChanged 31 SP:Iteration 4Q (83.059015 sec): 3 clusters Score: Raw -37345.386706 + Penalty 937.721440 = -36407.665266 nChanged 22 SP:Iteration 5Q (83.060534 sec): 3 clusters Score: Raw -37372.940497 + Penalty 934.052861 = -36438.887636 nChanged 12 SP:Iteration 6Q (83.062019 sec): 3 clusters Score: Raw -37381.855418 + Penalty 931.425842 = -36450.429576 nChanged 10 SP:Iteration 7Q (83.063495 sec): 3 clusters Score: Raw -37387.836591 + Penalty 932.267550 = -36455.569041 nChanged 3 SP:Iteration 8Q (83.064942 sec): 3 clusters Score: Raw -37388.865374 + Penalty 931.560237 = -36457.305136 nChanged 2 SP:Iteration 9Q (83.066456 sec): 3 clusters Score: Raw -37389.510336 + Penalty 930.881906 = -36458.628430 nChanged 1 SP:Iteration 10F (83.067980 sec): 3 clusters Score: Raw -37389.916987 + Penalty 931.093496 = -36458.823491 nChanged 1 SP:Iteration 11Q (83.069464 sec): 3 clusters Score: Raw -37390.446931 + Penalty 930.836532 = -36459.610400 nChanged 2 SP:Iteration 12Q (83.070918 sec): 3 clusters Score: Raw -37391.450473 + Penalty 931.175253 = -36460.275220 nChanged 1 SP:Iteration 13Q (83.072409 sec): 3 clusters Score: Raw -37392.023960 + Penalty 931.340749 = -36460.683211 nChanged 1 SP:Iteration 14Q (83.073889 sec): 3 clusters Score: Raw -37392.579407 + Penalty 931.340749 = -36461.238658 nChanged 0 SP:Iteration 15F (83.075424 sec): 3 clusters Score: Raw -37392.579407 + Penalty 931.340749 = -36461.238658 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 38 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.076027 sec): 2 clusters Score: Raw -1386.220943 + Penalty 364.764252 = -1021.456691 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.076289 sec): 3 clusters Score: Raw -1463.664710 + Penalty 730.303398 = -733.361312 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 39 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.076825 sec): 2 clusters Score: Raw -1218.011961 + Penalty 260.089877 = -957.922083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.077084 sec): 3 clusters Score: Raw -1254.221336 + Penalty 523.087749 = -731.133587 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 40 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.077609 sec): 2 clusters Score: Raw -1460.697747 + Penalty 347.203683 = -1113.494064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.077864 sec): 3 clusters Score: Raw -1493.705039 + Penalty 694.670410 = -799.034629 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 41 (413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.080202 sec): 2 clusters Score: Raw -17870.812778 + Penalty 935.328347 = -16935.484431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.081137 sec): 3 clusters Score: Raw -17840.457731 + Penalty 1870.569492 = -15969.888239 nChanged 93 SP:Iteration 1F (83.082070 sec): 3 clusters Score: Raw -18000.522770 + Penalty 1870.204467 = -16130.318304 nChanged 25 SP:Iteration 2F (83.082980 sec): 3 clusters Score: Raw -18050.858384 + Penalty 1870.348812 = -16180.509572 nChanged 17 SP:Iteration 3Q (83.083848 sec): 3 clusters Score: Raw -18088.081019 + Penalty 1870.466814 = -16217.614206 nChanged 9 SP:Iteration 4Q (83.084709 sec): 3 clusters Score: Raw -18103.367273 + Penalty 1870.321206 = -16233.046067 nChanged 5 SP:Iteration 5Q (83.085566 sec): 3 clusters Score: Raw -18119.018814 + Penalty 1870.305221 = -16248.713593 nChanged 5 SP:Iteration 6Q (83.086418 sec): 3 clusters Score: Raw -18137.150155 + Penalty 1870.318282 = -16266.831872 nChanged 4 SP:Iteration 7Q (83.087261 sec): 3 clusters Score: Raw -18148.057350 + Penalty 1870.261493 = -16277.795857 nChanged 3 SP:Iteration 8Q (83.088102 sec): 3 clusters Score: Raw -18158.892859 + Penalty 1870.200520 = -16288.692339 nChanged 3 SP:Iteration 9Q (83.088943 sec): 3 clusters Score: Raw -18168.831276 + Penalty 1870.200520 = -16298.630756 nChanged 2 SP:Iteration 10F (83.089870 sec): 3 clusters Score: Raw -18175.971339 + Penalty 1870.194507 = -16305.776832 nChanged 1 SP:Iteration 11Q (83.090708 sec): 3 clusters Score: Raw -18176.687373 + Penalty 1870.194507 = -16306.492866 nChanged 0 SP:Iteration 12F (83.091617 sec): 3 clusters Score: Raw -18176.687373 + Penalty 1870.194507 = -16306.492866 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 42 (463 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.094172 sec): 2 clusters Score: Raw -24310.173378 + Penalty 690.736206 = -23619.437172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.095190 sec): 3 clusters Score: Raw -24141.560357 + Penalty 1380.806629 = -22760.753728 nChanged 120 SP:Iteration 1F (83.096194 sec): 3 clusters Score: Raw -24236.055784 + Penalty 1380.171480 = -22855.884304 nChanged 34 SP:Iteration 2F (83.097195 sec): 3 clusters Score: Raw -24280.772568 + Penalty 1379.336828 = -22901.435740 nChanged 26 SP:Iteration 3F (83.098196 sec): 3 clusters Score: Raw -24308.420616 + Penalty 1380.345294 = -22928.075322 nChanged 26 SP:Iteration 4F (83.099198 sec): 3 clusters Score: Raw -24337.277810 + Penalty 1379.837435 = -22957.440375 nChanged 24 SP:Iteration 5F (83.100198 sec): 3 clusters Score: Raw -24364.095790 + Penalty 1381.128298 = -22982.967491 nChanged 25 SP:Iteration 6F (83.101208 sec): 3 clusters Score: Raw -24389.527886 + Penalty 1378.582776 = -23010.945110 nChanged 12 SP:Iteration 7Q (83.102196 sec): 3 clusters Score: Raw -24398.292579 + Penalty 1378.697398 = -23019.595181 nChanged 5 SP:Iteration 8Q (83.103186 sec): 3 clusters Score: Raw -24401.523766 + Penalty 1377.234088 = -23024.289679 nChanged 3 SP:Iteration 9Q (83.104170 sec): 3 clusters Score: Raw -24406.121237 + Penalty 1376.656820 = -23029.464417 nChanged 2 SP:Iteration 10F (83.105168 sec): 3 clusters Score: Raw -24409.813450 + Penalty 1376.656820 = -23033.156630 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 43 (413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.107169 sec): 2 clusters Score: Raw -20456.982628 + Penalty 517.761020 = -19939.221608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.108098 sec): 3 clusters Score: Raw -20270.055764 + Penalty 1036.677743 = -19233.378021 nChanged 132 SP:Iteration 1F (83.109012 sec): 3 clusters Score: Raw -20373.267394 + Penalty 1039.580280 = -19333.687114 nChanged 38 SP:Iteration 2F (83.109927 sec): 3 clusters Score: Raw -20410.216057 + Penalty 1040.080845 = -19370.135213 nChanged 17 SP:Iteration 3Q (83.110839 sec): 3 clusters Score: Raw -20427.857169 + Penalty 1041.290186 = -19386.566982 nChanged 15 SP:Iteration 4Q (83.111747 sec): 3 clusters Score: Raw -20443.175823 + Penalty 1041.904140 = -19401.271683 nChanged 9 SP:Iteration 5Q (83.112647 sec): 3 clusters Score: Raw -20449.165254 + Penalty 1043.416355 = -19405.748899 nChanged 8 SP:Iteration 6Q (83.113544 sec): 3 clusters Score: Raw -20454.512394 + Penalty 1042.507420 = -19412.004973 nChanged 4 SP:Iteration 7Q (83.114440 sec): 3 clusters Score: Raw -20456.689493 + Penalty 1042.190984 = -19414.498509 nChanged 1 SP:Iteration 8Q (83.115338 sec): 3 clusters Score: Raw -20460.153304 + Penalty 1041.003627 = -19419.149678 nChanged 3 SP:Iteration 9Q (83.116232 sec): 3 clusters Score: Raw -20465.956171 + Penalty 1040.101918 = -19425.854253 nChanged 2 SP:Iteration 10F (83.117145 sec): 3 clusters Score: Raw -20467.037030 + Penalty 1039.667810 = -19427.369220 nChanged 1 SP:Iteration 11Q (83.118037 sec): 3 clusters Score: Raw -20468.986182 + Penalty 1039.362441 = -19429.623741 nChanged 1 SP:Iteration 12Q (83.118928 sec): 3 clusters Score: Raw -20471.458532 + Penalty 1039.093904 = -19432.364627 nChanged 1 SP:Iteration 13Q (83.119821 sec): 3 clusters Score: Raw -20472.610961 + Penalty 1038.857243 = -19433.753718 nChanged 3 SP:Iteration 14Q (83.120710 sec): 3 clusters Score: Raw -20475.329713 + Penalty 1038.489569 = -19436.840144 nChanged 1 SP:Iteration 15Q (83.121596 sec): 3 clusters Score: Raw -20475.836124 + Penalty 1038.489569 = -19437.346555 nChanged 0 SP:Iteration 16F (83.122505 sec): 3 clusters Score: Raw -20475.836124 + Penalty 1038.489569 = -19437.346555 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 44 (436 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.124589 sec): 2 clusters Score: Raw -23579.852446 + Penalty 597.904126 = -22981.948320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.125556 sec): 3 clusters Score: Raw -23398.916355 + Penalty 1206.198782 = -22192.717573 nChanged 103 SP:Iteration 1F (83.126509 sec): 3 clusters Score: Raw -23475.374518 + Penalty 1215.606559 = -22259.767959 nChanged 31 SP:Iteration 2F (83.127457 sec): 3 clusters Score: Raw -23513.476974 + Penalty 1222.724149 = -22290.752825 nChanged 30 SP:Iteration 3F (83.128407 sec): 3 clusters Score: Raw -23542.765488 + Penalty 1231.142181 = -22311.623308 nChanged 15 SP:Iteration 4Q (83.129342 sec): 3 clusters Score: Raw -23561.492672 + Penalty 1235.895974 = -22325.596698 nChanged 12 SP:Iteration 5Q (83.130273 sec): 3 clusters Score: Raw -23574.908123 + Penalty 1241.738501 = -22333.169622 nChanged 9 SP:Iteration 6Q (83.131201 sec): 3 clusters Score: Raw -23590.762007 + Penalty 1249.946269 = -22340.815738 nChanged 10 SP:Iteration 7Q (83.132122 sec): 3 clusters Score: Raw -23604.514012 + Penalty 1258.462155 = -22346.051858 nChanged 9 SP:Iteration 8Q (83.133039 sec): 3 clusters Score: Raw -23617.679568 + Penalty 1265.863501 = -22351.816067 nChanged 9 SP:Iteration 9Q (83.133948 sec): 3 clusters Score: Raw -23625.759341 + Penalty 1270.192410 = -22355.566931 nChanged 6 SP:Iteration 10F (83.134896 sec): 3 clusters Score: Raw -23632.583851 + Penalty 1270.715411 = -22361.868439 nChanged 2 SP:Iteration 11Q (83.135816 sec): 3 clusters Score: Raw -23633.926135 + Penalty 1271.852609 = -22362.073526 nChanged 1 SP:Iteration 12Q (83.136723 sec): 3 clusters Score: Raw -23634.586433 + Penalty 1273.687902 = -22360.898531 nChanged 2 SP:Iteration 13F (83.137671 sec): 3 clusters Score: Raw -23636.804911 + Penalty 1275.248722 = -22361.556189 nChanged 2 SP:Iteration 14Q (83.138569 sec): 3 clusters Score: Raw -23641.213523 + Penalty 1275.206700 = -22366.006823 nChanged 3 SP:Iteration 15Q (83.139464 sec): 3 clusters Score: Raw -23646.964239 + Penalty 1275.782817 = -22371.181423 nChanged 2 SP:Iteration 16Q (83.140356 sec): 3 clusters Score: Raw -23653.196448 + Penalty 1274.877221 = -22378.319227 nChanged 1 SP:Iteration 17Q (83.141247 sec): 3 clusters Score: Raw -23654.146635 + Penalty 1277.144953 = -22377.001683 nChanged 1 SP:Iteration 18F (83.142193 sec): 3 clusters Score: Raw -23655.400741 + Penalty 1277.144953 = -22378.255789 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 45 (689 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.145018 sec): 2 clusters Score: Raw -37589.956136 + Penalty 610.226821 = -36979.729316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.146435 sec): 3 clusters Score: Raw -37241.427401 + Penalty 1231.198008 = -36010.229393 nChanged 224 SP:Iteration 1F (83.147825 sec): 3 clusters Score: Raw -37400.278109 + Penalty 1248.409994 = -36151.868115 nChanged 66 SP:Iteration 2F (83.149211 sec): 3 clusters Score: Raw -37472.549579 + Penalty 1272.406673 = -36200.142906 nChanged 51 SP:Iteration 3F (83.150615 sec): 3 clusters Score: Raw -37523.290755 + Penalty 1300.915750 = -36222.375005 nChanged 46 SP:Iteration 4F (83.152003 sec): 3 clusters Score: Raw -37563.269965 + Penalty 1321.681127 = -36241.588838 nChanged 27 SP:Iteration 5Q (83.153370 sec): 3 clusters Score: Raw -37587.980331 + Penalty 1338.630302 = -36249.350030 nChanged 18 SP:Iteration 6Q (83.154726 sec): 3 clusters Score: Raw -37602.947400 + Penalty 1352.952077 = -36249.995323 nChanged 17 SP:Iteration 7Q (83.156059 sec): 3 clusters Score: Raw -37625.231358 + Penalty 1369.454206 = -36255.777152 nChanged 14 SP:Iteration 8Q (83.157362 sec): 3 clusters Score: Raw -37639.640359 + Penalty 1375.927942 = -36263.712417 nChanged 5 SP:Iteration 9Q (83.158661 sec): 3 clusters Score: Raw -37643.614420 + Penalty 1379.167118 = -36264.447301 nChanged 4 SP:Iteration 10F (83.160049 sec): 3 clusters Score: Raw -37648.123302 + Penalty 1385.780894 = -36262.342409 nChanged 6 SP:Iteration 11F (83.161484 sec): 3 clusters Score: Raw -37653.086947 + Penalty 1391.960403 = -36261.126544 nChanged 8 SP:Iteration 12F (83.162853 sec): 3 clusters Score: Raw -37657.352411 + Penalty 1401.485215 = -36255.867196 nChanged 7 SP:Iteration 13F (83.164251 sec): 3 clusters Score: Raw -37663.777802 + Penalty 1405.655385 = -36258.122417 nChanged 4 SP:Iteration 14Q (83.165484 sec): 3 clusters Score: Raw -37666.848872 + Penalty 1406.285333 = -36260.563539 nChanged 3 SP:Iteration 15Q (83.166715 sec): 3 clusters Score: Raw -37668.502799 + Penalty 1407.879059 = -36260.623741 nChanged 2 SP:Iteration 16Q (83.167945 sec): 3 clusters Score: Raw -37673.210035 + Penalty 1409.554499 = -36263.655536 nChanged 1 SP:Iteration 17Q (83.169170 sec): 3 clusters Score: Raw -37673.716913 + Penalty 1413.170067 = -36260.546846 nChanged 2 SP:Iteration 18F (83.170569 sec): 3 clusters Score: Raw -37676.161467 + Penalty 1416.739675 = -36259.421791 nChanged 3 SP:Iteration 19F (83.171959 sec): 3 clusters Score: Raw -37677.326728 + Penalty 1417.048994 = -36260.277734 nChanged 2 SP:Iteration 20F (83.173341 sec): 3 clusters Score: Raw -37678.717975 + Penalty 1417.646002 = -36261.071973 nChanged 1 SP:Iteration 21Q (83.174544 sec): 3 clusters Score: Raw -37679.209013 + Penalty 1419.915425 = -36259.293588 nChanged 1 SP:Iteration 22F (83.175910 sec): 3 clusters Score: Raw -37680.060795 + Penalty 1419.915425 = -36260.145371 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 46 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.176993 sec): 2 clusters Score: Raw -1514.782402 + Penalty 199.939022 = -1314.843379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.177280 sec): 3 clusters Score: Raw -1525.542204 + Penalty 399.878045 = -1125.664159 nChanged 3 SP:Iteration 1F (83.177558 sec): 3 clusters Score: Raw -1533.658280 + Penalty 403.025006 = -1130.633275 nChanged 1 SP:Iteration 2Q (83.177825 sec): 3 clusters Score: Raw -1537.055967 + Penalty 403.025006 = -1134.030961 nChanged 0 SP:Iteration 3F (83.178090 sec): 3 clusters Score: Raw -1537.055967 + Penalty 403.025006 = -1134.030961 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 47 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.178941 sec): 2 clusters Score: Raw -1599.238441 + Penalty 370.444242 = -1228.794199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.179213 sec): 3 clusters Score: Raw -1665.214999 + Penalty 744.001604 = -921.213396 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 49 (100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.180249 sec): 2 clusters Score: Raw -4633.327164 + Penalty 645.720311 = -3987.606852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.180644 sec): 3 clusters Score: Raw -4731.537377 + Penalty 1291.161610 = -3440.375767 nChanged 4 SP:Iteration 1Q (83.181014 sec): 3 clusters Score: Raw -4740.087773 + Penalty 1290.954248 = -3449.133525 nChanged 1 SP:Iteration 2Q (83.181379 sec): 3 clusters Score: Raw -4747.111815 + Penalty 1291.451738 = -3455.660078 nChanged 1 SP:Iteration 3Q (83.181743 sec): 3 clusters Score: Raw -4751.466866 + Penalty 1291.451738 = -3460.015128 nChanged 0 SP:Iteration 4F (83.182127 sec): 3 clusters Score: Raw -4751.466866 + Penalty 1291.451738 = -3460.015128 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 50 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.182922 sec): 2 clusters Score: Raw -407.020843 + Penalty 155.182726 = -251.838117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.183145 sec): 3 clusters Score: Raw -414.510633 + Penalty 293.970631 = -120.540001 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 51 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.183917 sec): 2 clusters Score: Raw -226.136670 + Penalty 130.886055 = -95.250615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.184130 sec): 3 clusters Score: Raw -220.634538 + Penalty 245.982881 = 25.348344 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 52 (241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.185523 sec): 2 clusters Score: Raw -12470.382690 + Penalty 699.395915 = -11770.986775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.186174 sec): 3 clusters Score: Raw -12428.980984 + Penalty 1397.512910 = -11031.468074 nChanged 39 SP:Iteration 1F (83.186794 sec): 3 clusters Score: Raw -12490.935043 + Penalty 1396.930174 = -11094.004869 nChanged 9 SP:Iteration 2Q (83.187404 sec): 3 clusters Score: Raw -12509.682248 + Penalty 1398.006643 = -11111.675605 nChanged 2 SP:Iteration 3Q (83.188013 sec): 3 clusters Score: Raw -12514.743797 + Penalty 1397.752350 = -11116.991447 nChanged 1 SP:Iteration 4Q (83.188613 sec): 3 clusters Score: Raw -12515.558241 + Penalty 1397.752350 = -11117.805891 nChanged 0 SP:Iteration 5F (83.189229 sec): 3 clusters Score: Raw -12515.558241 + Penalty 1397.752350 = -11117.805891 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 (83.190092 sec): 2 clusters Score: Raw -351.100344 + Penalty 131.306970 = -219.793374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.190320 sec): 3 clusters Score: Raw -357.919293 + Penalty 267.504171 = -90.415122 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 54 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.191110 sec): 2 clusters Score: Raw -784.701398 + Penalty 292.508450 = -492.192948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.191349 sec): 3 clusters Score: Raw -845.622622 + Penalty 589.196111 = -256.426511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 55 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.192140 sec): 2 clusters Score: Raw -886.216255 + Penalty 226.747636 = -659.468619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.192380 sec): 3 clusters Score: Raw -920.406626 + Penalty 456.290308 = -464.116317 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 56 (330 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.194031 sec): 2 clusters Score: Raw -18298.249056 + Penalty 900.588930 = -17397.660126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.194815 sec): 3 clusters Score: Raw -18275.405012 + Penalty 1801.324819 = -16474.080193 nChanged 57 SP:Iteration 1F (83.195591 sec): 3 clusters Score: Raw -18365.589209 + Penalty 1801.263431 = -16564.325778 nChanged 17 SP:Iteration 2F (83.196360 sec): 3 clusters Score: Raw -18396.981573 + Penalty 1801.297759 = -16595.683814 nChanged 8 SP:Iteration 3Q (83.197099 sec): 3 clusters Score: Raw -18419.050356 + Penalty 1801.261260 = -16617.789096 nChanged 8 SP:Iteration 4Q (83.197834 sec): 3 clusters Score: Raw -18431.002801 + Penalty 1801.274177 = -16629.728624 nChanged 5 SP:Iteration 5Q (83.198566 sec): 3 clusters Score: Raw -18446.801647 + Penalty 1801.230310 = -16645.571337 nChanged 4 SP:Iteration 6Q (83.199293 sec): 3 clusters Score: Raw -18455.989039 + Penalty 1801.297116 = -16654.691923 nChanged 2 SP:Iteration 7Q (83.200021 sec): 3 clusters Score: Raw -18459.696200 + Penalty 1801.263818 = -16658.432382 nChanged 1 SP:Iteration 8Q (83.200751 sec): 3 clusters Score: Raw -18460.553430 + Penalty 1801.263818 = -16659.289612 nChanged 0 SP:Iteration 9F (83.201521 sec): 3 clusters Score: Raw -18460.553430 + Penalty 1801.263818 = -16659.289612 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 58 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.202582 sec): 2 clusters Score: Raw -2279.615608 + Penalty 268.788643 = -2010.826965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.202900 sec): 3 clusters Score: Raw -2315.280663 + Penalty 539.380192 = -1775.900471 nChanged 5 SP:Iteration 1F (83.203210 sec): 3 clusters Score: Raw -2324.303529 + Penalty 540.742016 = -1783.561513 nChanged 1 SP:Iteration 2Q (83.203507 sec): 3 clusters Score: Raw -2325.311899 + Penalty 540.742016 = -1784.569883 nChanged 0 SP:Iteration 3F (83.203813 sec): 3 clusters Score: Raw -2325.311899 + Penalty 540.742016 = -1784.569883 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 59 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.204791 sec): 2 clusters Score: Raw -3320.691954 + Penalty 293.692057 = -3026.999897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.205116 sec): 3 clusters Score: Raw -3324.756773 + Penalty 598.540372 = -2726.216401 nChanged 10 SP:Iteration 1F (83.205436 sec): 3 clusters Score: Raw -3352.814778 + Penalty 617.564406 = -2735.250372 nChanged 4 SP:Iteration 2F (83.205755 sec): 3 clusters Score: Raw -3360.445244 + Penalty 617.564406 = -2742.880838 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 62 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.206657 sec): 2 clusters Score: Raw -2597.155400 + Penalty 388.779987 = -2208.375414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.206970 sec): 3 clusters Score: Raw -2630.544696 + Penalty 771.429094 = -1859.115602 nChanged 2 SP:Iteration 1Q (83.207264 sec): 3 clusters Score: Raw -2636.087943 + Penalty 771.429094 = -1864.658849 nChanged 0 SP:Iteration 2F (83.207565 sec): 3 clusters Score: Raw -2636.087943 + Penalty 771.429094 = -1864.658849 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 63 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.208335 sec): 2 clusters Score: Raw -363.489575 + Penalty 174.547384 = -188.942191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.208556 sec): 3 clusters Score: Raw -366.133366 + Penalty 328.278261 = -37.855105 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 64 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.209342 sec): 2 clusters Score: Raw -880.222318 + Penalty 301.726753 = -578.495565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.209583 sec): 3 clusters Score: Raw -944.893485 + Penalty 611.746438 = -333.147047 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 65 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.210351 sec): 2 clusters Score: Raw -604.555191 + Penalty 221.119355 = -383.435836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.210579 sec): 3 clusters Score: Raw -609.768997 + Penalty 442.338409 = -167.430588 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 66 (650 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.212954 sec): 2 clusters Score: Raw -29299.106868 + Penalty 57.758306 = -29241.348562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.214318 sec): 3 clusters Score: Raw -28892.415667 + Penalty 115.183657 = -28777.232010 nChanged 292 SP:Iteration 1F (83.215642 sec): 3 clusters Score: Raw -29069.408899 + Penalty 115.503727 = -28953.905172 nChanged 70 SP:Iteration 2F (83.216966 sec): 3 clusters Score: Raw -29122.845993 + Penalty 114.960651 = -29007.885342 nChanged 59 SP:Iteration 3F (83.218296 sec): 3 clusters Score: Raw -29210.426959 + Penalty 113.989232 = -29096.437727 nChanged 50 SP:Iteration 4F (83.219610 sec): 3 clusters Score: Raw -29344.985961 + Penalty 114.133129 = -29230.852832 nChanged 46 SP:Iteration 5F (83.220967 sec): 3 clusters Score: Raw -29388.063435 + Penalty 114.234293 = -29273.829142 nChanged 15 SP:Iteration 6Q (83.222200 sec): 3 clusters Score: Raw -29397.307465 + Penalty 114.626089 = -29282.681376 nChanged 8 SP:Iteration 7Q (83.223408 sec): 3 clusters Score: Raw -29405.646302 + Penalty 114.948581 = -29290.697721 nChanged 10 SP:Iteration 8Q (83.224615 sec): 3 clusters Score: Raw -29411.754777 + Penalty 115.252790 = -29296.501987 nChanged 8 SP:Iteration 9Q (83.225819 sec): 3 clusters Score: Raw -29418.440897 + Penalty 115.556498 = -29302.884399 nChanged 8 SP:Iteration 10F (83.227132 sec): 3 clusters Score: Raw -29425.458440 + Penalty 115.754315 = -29309.704124 nChanged 5 SP:Iteration 11Q (83.228338 sec): 3 clusters Score: Raw -29427.419313 + Penalty 116.005806 = -29311.413507 nChanged 6 SP:Iteration 12Q (83.229541 sec): 3 clusters Score: Raw -29431.530706 + Penalty 116.292173 = -29315.238534 nChanged 6 SP:Iteration 13Q (83.230745 sec): 3 clusters Score: Raw -29437.667912 + Penalty 116.600347 = -29321.067564 nChanged 6 SP:Iteration 14Q (83.231943 sec): 3 clusters Score: Raw -29443.648237 + Penalty 116.921636 = -29326.726601 nChanged 6 SP:Iteration 15Q (83.233127 sec): 3 clusters Score: Raw -29452.690939 + Penalty 117.235630 = -29335.455309 nChanged 9 SP:Iteration 16Q (83.234299 sec): 3 clusters Score: Raw -29476.385866 + Penalty 117.532570 = -29358.853296 nChanged 7 SP:Iteration 17Q (83.235446 sec): 3 clusters Score: Raw -29481.852267 + Penalty 117.563510 = -29364.288758 nChanged 1 SP:Iteration 18Q (83.236573 sec): 3 clusters Score: Raw -29481.911004 + Penalty 117.563510 = -29364.347494 nChanged 0 SP:Iteration 19F (83.237885 sec): 3 clusters Score: Raw -29481.911004 + Penalty 117.563510 = -29364.347494 nChanged 0 Score: Raw -1517748.588762 + Penalty 119279.715943 = -1398468.872818 Splitting cluster 66 changes total score from -1378671.313427 to -1398468.872818 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 67 (222 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.188070 sec): 2 clusters Score: Raw -12382.174160 + Penalty 710.912478 = -11671.261682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.188693 sec): 3 clusters Score: Raw -12353.157496 + Penalty 1422.498379 = -10930.659117 nChanged 32 SP:Iteration 1F (85.189302 sec): 3 clusters Score: Raw -12396.670737 + Penalty 1424.457145 = -10972.213592 nChanged 13 SP:Iteration 2F (85.189948 sec): 3 clusters Score: Raw -12414.272887 + Penalty 1425.009954 = -10989.262933 nChanged 5 SP:Iteration 3Q (85.190564 sec): 3 clusters Score: Raw -12426.410954 + Penalty 1425.422967 = -11000.987987 nChanged 2 SP:Iteration 4Q (85.191145 sec): 3 clusters Score: Raw -12432.943786 + Penalty 1425.343238 = -11007.600548 nChanged 3 SP:Iteration 5Q (85.191756 sec): 3 clusters Score: Raw -12438.544890 + Penalty 1427.198835 = -11011.346055 nChanged 1 SP:Iteration 6Q (85.192346 sec): 3 clusters Score: Raw -12440.819983 + Penalty 1427.725446 = -11013.094537 nChanged 1 SP:Iteration 7Q (85.192936 sec): 3 clusters Score: Raw -12441.512896 + Penalty 1427.725446 = -11013.787450 nChanged 0 SP:Iteration 8F (85.193542 sec): 3 clusters Score: Raw -12441.512896 + Penalty 1427.725446 = -11013.787450 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 68 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.194570 sec): 2 clusters Score: Raw -3447.693550 + Penalty 254.219522 = -3193.474028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.194910 sec): 3 clusters Score: Raw -3437.714078 + Penalty 513.448380 = -2924.265698 nChanged 8 SP:Iteration 1F (85.195236 sec): 3 clusters Score: Raw -3444.131423 + Penalty 515.128190 = -2929.003232 nChanged 1 SP:Iteration 2Q (85.195569 sec): 3 clusters Score: Raw -3446.338648 + Penalty 515.128190 = -2931.210458 nChanged 0 SP:Iteration 3F (85.195929 sec): 3 clusters Score: Raw -3446.338648 + Penalty 515.128190 = -2931.210458 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 69 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.196913 sec): 2 clusters Score: Raw -3357.673771 + Penalty 446.062897 = -2911.610874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.197267 sec): 3 clusters Score: Raw -3408.810615 + Penalty 889.396877 = -2519.413738 nChanged 4 SP:Iteration 1F (85.197615 sec): 3 clusters Score: Raw -3418.741545 + Penalty 889.396877 = -2529.344669 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 70 (174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.198837 sec): 2 clusters Score: Raw -8706.350645 + Penalty 688.988522 = -8017.362123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.199365 sec): 3 clusters Score: Raw -8726.548352 + Penalty 1377.949699 = -7348.598653 nChanged 18 SP:Iteration 1F (85.199887 sec): 3 clusters Score: Raw -8762.185656 + Penalty 1377.949699 = -7384.235958 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 71 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.200718 sec): 2 clusters Score: Raw -574.897519 + Penalty 234.514917 = -340.382602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.200948 sec): 3 clusters Score: Raw -603.939655 + Penalty 469.029835 = -134.909820 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 74 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.201710 sec): 2 clusters Score: Raw -314.455201 + Penalty 165.246291 = -149.208910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.201931 sec): 3 clusters Score: Raw -323.273400 + Penalty 320.795429 = -2.477970 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 75 (357 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.203659 sec): 2 clusters Score: Raw -21866.347519 + Penalty 839.370347 = -21026.977172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.204496 sec): 3 clusters Score: Raw -21747.134795 + Penalty 1673.309460 = -20073.825335 nChanged 68 SP:Iteration 1F (85.205318 sec): 3 clusters Score: Raw -21848.635099 + Penalty 1669.657300 = -20178.977799 nChanged 20 SP:Iteration 2F (85.206166 sec): 3 clusters Score: Raw -21883.048074 + Penalty 1665.784324 = -20217.263751 nChanged 15 SP:Iteration 3Q (85.206981 sec): 3 clusters Score: Raw -21911.105971 + Penalty 1663.108388 = -20247.997583 nChanged 11 SP:Iteration 4Q (85.207788 sec): 3 clusters Score: Raw -21926.690780 + Penalty 1663.337601 = -20263.353180 nChanged 2 SP:Iteration 5Q (85.208592 sec): 3 clusters Score: Raw -21928.074906 + Penalty 1663.665039 = -20264.409867 nChanged 1 SP:Iteration 6Q (85.209397 sec): 3 clusters Score: Raw -21930.024178 + Penalty 1664.275051 = -20265.749127 nChanged 1 SP:Iteration 7Q (85.210201 sec): 3 clusters Score: Raw -21931.205029 + Penalty 1664.275051 = -20266.929978 nChanged 0 SP:Iteration 8F (85.211020 sec): 3 clusters Score: Raw -21931.205029 + Penalty 1664.275051 = -20266.929978 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 76 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.212156 sec): 2 clusters Score: Raw -4054.209178 + Penalty 475.994909 = -3578.214269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.212539 sec): 3 clusters Score: Raw -4089.809384 + Penalty 964.826621 = -3124.982762 nChanged 5 SP:Iteration 1F (85.212917 sec): 3 clusters Score: Raw -4105.308111 + Penalty 978.819465 = -3126.488647 nChanged 3 SP:Iteration 2Q (85.213281 sec): 3 clusters Score: Raw -4119.462135 + Penalty 981.778990 = -3137.683144 nChanged 1 SP:Iteration 3Q (85.213667 sec): 3 clusters Score: Raw -4122.552711 + Penalty 981.778990 = -3140.773721 nChanged 0 SP:Iteration 4F (85.214076 sec): 3 clusters Score: Raw -4122.552711 + Penalty 981.778990 = -3140.773721 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 77 (70 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.215036 sec): 2 clusters Score: Raw -3236.565330 + Penalty 524.674431 = -2711.890899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.215372 sec): 3 clusters Score: Raw -3314.096673 + Penalty 1052.149978 = -2261.946695 nChanged 3 SP:Iteration 1Q (85.215689 sec): 3 clusters Score: Raw -3325.519838 + Penalty 1052.149978 = -2273.369860 nChanged 0 SP:Iteration 2F (85.216019 sec): 3 clusters Score: Raw -3325.519838 + Penalty 1052.149978 = -2273.369860 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 78 (350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.217730 sec): 2 clusters Score: Raw -19865.950360 + Penalty 732.352446 = -19133.597914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.218555 sec): 3 clusters Score: Raw -19756.587251 + Penalty 1465.874799 = -18290.712453 nChanged 80 SP:Iteration 1F (85.219368 sec): 3 clusters Score: Raw -19825.963642 + Penalty 1465.206083 = -18360.757558 nChanged 20 SP:Iteration 2F (85.220179 sec): 3 clusters Score: Raw -19849.462167 + Penalty 1465.288755 = -18384.173411 nChanged 7 SP:Iteration 3Q (85.221004 sec): 3 clusters Score: Raw -19856.107977 + Penalty 1465.212527 = -18390.895450 nChanged 2 SP:Iteration 4Q (85.221810 sec): 3 clusters Score: Raw -19857.997749 + Penalty 1465.532774 = -18392.464975 nChanged 2 SP:Iteration 5Q (85.222611 sec): 3 clusters Score: Raw -19860.165282 + Penalty 1465.642861 = -18394.522421 nChanged 1 SP:Iteration 6Q (85.223414 sec): 3 clusters Score: Raw -19860.452748 + Penalty 1465.642861 = -18394.809886 nChanged 0 SP:Iteration 7F (85.224223 sec): 3 clusters Score: Raw -19860.452748 + Penalty 1465.642861 = -18394.809886 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 79 (399 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.226106 sec): 2 clusters Score: Raw -17205.330390 + Penalty 163.604686 = -17041.725705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.227010 sec): 3 clusters Score: Raw -16981.506747 + Penalty 349.046317 = -16632.460429 nChanged 141 SP:Iteration 1F (85.227902 sec): 3 clusters Score: Raw -17126.449954 + Penalty 363.423217 = -16763.026737 nChanged 71 SP:Iteration 2F (85.228787 sec): 3 clusters Score: Raw -17215.109728 + Penalty 380.697251 = -16834.412477 nChanged 22 SP:Iteration 3F (85.229671 sec): 3 clusters Score: Raw -17243.640115 + Penalty 385.625222 = -16858.014892 nChanged 8 SP:Iteration 4Q (85.230538 sec): 3 clusters Score: Raw -17251.437116 + Penalty 396.225739 = -16855.211377 nChanged 4 SP:Iteration 5F (85.231421 sec): 3 clusters Score: Raw -17254.476362 + Penalty 403.139814 = -16851.336548 nChanged 4 SP:Iteration 6F (85.232306 sec): 3 clusters Score: Raw -17259.583620 + Penalty 419.192795 = -16840.390825 nChanged 5 SP:Iteration 7F (85.233190 sec): 3 clusters Score: Raw -17264.551471 + Penalty 417.172047 = -16847.379424 nChanged 1 SP:Iteration 8Q (85.234009 sec): 3 clusters Score: Raw -17265.783135 + Penalty 416.651097 = -16849.132038 nChanged 2 SP:Iteration 9Q (85.234823 sec): 3 clusters Score: Raw -17269.066476 + Penalty 412.693269 = -16856.373207 nChanged 1 SP:Iteration 10F (85.235704 sec): 3 clusters Score: Raw -17271.591760 + Penalty 412.693269 = -16858.898491 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 80 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.236666 sec): 2 clusters Score: Raw -1429.335556 + Penalty 217.806926 = -1211.528631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.236941 sec): 3 clusters Score: Raw -1465.491571 + Penalty 435.245723 = -1030.245848 nChanged 1 SP:Iteration 1Q (85.237235 sec): 3 clusters Score: Raw -1467.614841 + Penalty 435.245723 = -1032.369118 nChanged 0 SP:Iteration 2F (85.237503 sec): 3 clusters Score: Raw -1467.614841 + Penalty 435.245723 = -1032.369118 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 83 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.238360 sec): 2 clusters Score: Raw -1404.075931 + Penalty 107.616086 = -1296.459845 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.238636 sec): 3 clusters Score: Raw -1424.141512 + Penalty 212.614367 = -1211.527145 nChanged 3 SP:Iteration 1F (85.238908 sec): 3 clusters Score: Raw -1430.681312 + Penalty 212.614367 = -1218.066944 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 89 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.239676 sec): 2 clusters Score: Raw -384.014861 + Penalty 172.143098 = -211.871763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.239897 sec): 3 clusters Score: Raw -383.321829 + Penalty 353.857217 = -29.464612 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 91 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.240668 sec): 2 clusters Score: Raw -511.834082 + Penalty 199.543053 = -312.291028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.240893 sec): 3 clusters Score: Raw -522.905884 + Penalty 398.854825 = -124.051059 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 92 (220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.242215 sec): 2 clusters Score: Raw -9056.254165 + Penalty 136.086129 = -8920.168036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.242832 sec): 3 clusters Score: Raw -8980.353406 + Penalty 298.904803 = -8681.448603 nChanged 68 SP:Iteration 1F (85.243426 sec): 3 clusters Score: Raw -9045.190051 + Penalty 322.570609 = -8722.619442 nChanged 22 SP:Iteration 2F (85.244019 sec): 3 clusters Score: Raw -9076.933790 + Penalty 355.700366 = -8721.233424 nChanged 16 SP:Iteration 3F (85.244605 sec): 3 clusters Score: Raw -9104.460939 + Penalty 446.193325 = -8658.267614 nChanged 16 SP:Iteration 4F (85.245212 sec): 3 clusters Score: Raw -9142.429683 + Penalty 472.212586 = -8670.217097 nChanged 3 SP:Iteration 5Q (85.245765 sec): 3 clusters Score: Raw -9146.838651 + Penalty 480.593049 = -8666.245602 nChanged 1 SP:Iteration 6F (85.246371 sec): 3 clusters Score: Raw -9147.289199 + Penalty 488.537109 = -8658.752090 nChanged 1 SP:Iteration 7F (85.246977 sec): 3 clusters Score: Raw -9148.247449 + Penalty 488.537109 = -8659.710340 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 93 (174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.248258 sec): 2 clusters Score: Raw -9238.839893 + Penalty 445.536872 = -8793.303020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.248776 sec): 3 clusters Score: Raw -9192.162962 + Penalty 889.015012 = -8303.147950 nChanged 34 SP:Iteration 1F (85.249284 sec): 3 clusters Score: Raw -9225.828176 + Penalty 888.714015 = -8337.114161 nChanged 12 SP:Iteration 2F (85.249791 sec): 3 clusters Score: Raw -9236.160263 + Penalty 888.216267 = -8347.943996 nChanged 1 SP:Iteration 3Q (85.250294 sec): 3 clusters Score: Raw -9237.252047 + Penalty 887.379780 = -8349.872267 nChanged 1 SP:Iteration 4Q (85.250797 sec): 3 clusters Score: Raw -9238.108593 + Penalty 887.379780 = -8350.728813 nChanged 0 SP:Iteration 5F (85.251305 sec): 3 clusters Score: Raw -9238.108593 + Penalty 887.379780 = -8350.728813 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 95 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.252131 sec): 2 clusters Score: Raw -271.779558 + Penalty 153.264937 = -118.514621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.252366 sec): 2 clusters Score: Raw -271.779558 + Penalty 153.264937 = -118.514621 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 96 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.253166 sec): 2 clusters Score: Raw -903.695458 + Penalty 209.299604 = -694.395854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.253410 sec): 3 clusters Score: Raw -942.475919 + Penalty 416.328743 = -526.147177 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 99 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.254195 sec): 2 clusters Score: Raw -886.655771 + Penalty 276.167218 = -610.488552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.254432 sec): 3 clusters Score: Raw -897.296771 + Penalty 560.966004 = -336.330767 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 100 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.255315 sec): 2 clusters Score: Raw -2244.920492 + Penalty 133.564666 = -2111.355825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.255619 sec): 3 clusters Score: Raw -2256.658599 + Penalty 327.061761 = -1929.596838 nChanged 16 SP:Iteration 1F (85.255922 sec): 3 clusters Score: Raw -2283.488000 + Penalty 333.172130 = -1950.315869 nChanged 3 SP:Iteration 2F (85.256224 sec): 3 clusters Score: Raw -2294.848197 + Penalty 333.172130 = -1961.676066 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 102 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.257033 sec): 2 clusters Score: Raw -621.256250 + Penalty 187.169615 = -434.086635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.257265 sec): 3 clusters Score: Raw -641.126273 + Penalty 389.447929 = -251.678345 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 104 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.258112 sec): 2 clusters Score: Raw -1897.090490 + Penalty 52.353481 = -1844.737009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.258396 sec): 3 clusters Score: Raw -1888.819678 + Penalty 102.546284 = -1786.273395 nChanged 15 SP:Iteration 1F (85.258677 sec): 3 clusters Score: Raw -1896.739643 + Penalty 102.254940 = -1794.484703 nChanged 6 SP:Iteration 2F (85.258959 sec): 3 clusters Score: Raw -1901.275286 + Penalty 100.672125 = -1800.603161 nChanged 6 SP:Iteration 3F (85.259236 sec): 3 clusters Score: Raw -1905.225879 + Penalty 96.898713 = -1808.327166 nChanged 1 SP:Iteration 4Q (85.259509 sec): 3 clusters Score: Raw -1905.882262 + Penalty 96.898713 = -1808.983549 nChanged 0 SP:Iteration 5F (85.259785 sec): 3 clusters Score: Raw -1905.882262 + Penalty 96.898713 = -1808.983549 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 107 (226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.261154 sec): 2 clusters Score: Raw -12291.287787 + Penalty 566.998303 = -11724.289484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.261785 sec): 3 clusters Score: Raw -12232.701427 + Penalty 1124.161821 = -11108.539605 nChanged 41 SP:Iteration 1F (85.262380 sec): 3 clusters Score: Raw -12285.749161 + Penalty 1123.681958 = -11162.067203 nChanged 14 SP:Iteration 2F (85.262975 sec): 3 clusters Score: Raw -12302.208654 + Penalty 1123.981097 = -11178.227557 nChanged 3 SP:Iteration 3Q (85.263560 sec): 3 clusters Score: Raw -12307.828010 + Penalty 1123.981097 = -11183.846913 nChanged 0 SP:Iteration 4F (85.264151 sec): 3 clusters Score: Raw -12307.828010 + Penalty 1123.981097 = -11183.846913 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 108 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.265027 sec): 2 clusters Score: Raw -462.533331 + Penalty 208.900215 = -253.633116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.265256 sec): 3 clusters Score: Raw -455.828244 + Penalty 407.292626 = -48.535619 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 110 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.266037 sec): 2 clusters Score: Raw -645.951650 + Penalty 251.959801 = -393.991849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.266267 sec): 3 clusters Score: Raw -702.037351 + Penalty 496.113114 = -205.924237 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 111 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.267035 sec): 2 clusters Score: Raw -554.433921 + Penalty 197.720153 = -356.713768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.267262 sec): 3 clusters Score: Raw -579.478105 + Penalty 397.285038 = -182.193067 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 122 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.268022 sec): 2 clusters Score: Raw -443.831088 + Penalty 230.276029 = -213.555059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.268246 sec): 3 clusters Score: Raw -466.665030 + Penalty 447.089674 = -19.575356 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 124 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.269018 sec): 2 clusters Score: Raw -745.923984 + Penalty 247.598249 = -498.325735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.269249 sec): 3 clusters Score: Raw -745.750153 + Penalty 495.565529 = -250.184624 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 125 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.270028 sec): 2 clusters Score: Raw -786.476528 + Penalty 275.495250 = -510.981278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.270267 sec): 3 clusters Score: Raw -825.010042 + Penalty 550.223695 = -274.786348 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 128 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.271056 sec): 2 clusters Score: Raw -1006.892840 + Penalty 290.527494 = -716.365345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.271304 sec): 3 clusters Score: Raw -1050.843466 + Penalty 586.006450 = -464.837016 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 129 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.272113 sec): 2 clusters Score: Raw -1396.420246 + Penalty 345.542581 = -1050.877665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.272372 sec): 3 clusters Score: Raw -1443.358193 + Penalty 691.070442 = -752.287751 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 132 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.273138 sec): 2 clusters Score: Raw -635.973775 + Penalty 234.456513 = -401.517263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.273366 sec): 3 clusters Score: Raw -650.005202 + Penalty 467.376629 = -182.628574 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 133 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.274169 sec): 2 clusters Score: Raw -1213.490754 + Penalty 310.362562 = -903.128192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.274427 sec): 3 clusters Score: Raw -1261.519995 + Penalty 627.530830 = -633.989165 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 135 (97 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.275451 sec): 2 clusters Score: Raw -5135.897328 + Penalty 552.908510 = -4582.988818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.275838 sec): 3 clusters Score: Raw -5156.842874 + Penalty 1103.799615 = -4053.043258 nChanged 5 SP:Iteration 1F (85.276217 sec): 3 clusters Score: Raw -5165.232092 + Penalty 1100.051491 = -4065.180601 nChanged 4 SP:Iteration 2Q (85.276588 sec): 3 clusters Score: Raw -5172.780723 + Penalty 1100.051491 = -4072.729232 nChanged 0 SP:Iteration 3F (85.276967 sec): 3 clusters Score: Raw -5172.780723 + Penalty 1100.051491 = -4072.729232 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 137 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.277766 sec): 2 clusters Score: Raw -647.477825 + Penalty 205.493142 = -441.984683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.277999 sec): 3 clusters Score: Raw -674.109114 + Penalty 399.342727 = -274.766387 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 139 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.278789 sec): 2 clusters Score: Raw -833.960330 + Penalty 243.336384 = -590.623946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.279030 sec): 3 clusters Score: Raw -867.510859 + Penalty 482.900681 = -384.610178 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 140 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.279789 sec): 2 clusters Score: Raw -445.430389 + Penalty 214.801827 = -230.628563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.280012 sec): 3 clusters Score: Raw -450.646059 + Penalty 433.225156 = -17.420903 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 141 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.280786 sec): 2 clusters Score: Raw -851.200494 + Penalty 270.614933 = -580.585561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.281024 sec): 3 clusters Score: Raw -857.195302 + Penalty 555.058998 = -302.136305 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 142 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.281792 sec): 2 clusters Score: Raw -485.708697 + Penalty 217.470607 = -268.238090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.282014 sec): 3 clusters Score: Raw -480.819676 + Penalty 434.034677 = -46.784999 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 145 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.282769 sec): 2 clusters Score: Raw -376.165948 + Penalty 197.862645 = -178.303304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.282989 sec): 3 clusters Score: Raw -390.632609 + Penalty 403.488983 = 12.856374 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 146 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.283747 sec): 2 clusters Score: Raw -464.405368 + Penalty 182.088948 = -282.316420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.283971 sec): 3 clusters Score: Raw -484.666414 + Penalty 363.443006 = -121.223408 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 158 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.284714 sec): 2 clusters Score: Raw -222.550912 + Penalty 119.670725 = -102.880186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.284925 sec): 3 clusters Score: Raw -217.581277 + Penalty 213.825468 = -3.755809 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 160 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.285717 sec): 2 clusters Score: Raw -570.244071 + Penalty 201.225624 = -369.018448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.285945 sec): 3 clusters Score: Raw -596.222323 + Penalty 407.131813 = -189.090511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 163 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.286700 sec): 2 clusters Score: Raw -381.098472 + Penalty 190.150458 = -190.948014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.286919 sec): 3 clusters Score: Raw -387.154186 + Penalty 379.932522 = -7.221664 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 164 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.287703 sec): 2 clusters Score: Raw -347.344407 + Penalty 166.227268 = -181.117139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.287923 sec): 3 clusters Score: Raw -363.906243 + Penalty 335.425985 = -28.480258 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 166 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.288732 sec): 2 clusters Score: Raw -771.694536 + Penalty 225.586311 = -546.108225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.288965 sec): 3 clusters Score: Raw -779.926915 + Penalty 447.674279 = -332.252636 nChanged 1 SP:Iteration 1F (85.289194 sec): 3 clusters Score: Raw -783.771567 + Penalty 447.674279 = -336.097288 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 169 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.289967 sec): 2 clusters Score: Raw -406.709793 + Penalty 170.249890 = -236.459903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.290188 sec): 3 clusters Score: Raw -418.232837 + Penalty 340.499781 = -77.733056 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 171 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.290938 sec): 2 clusters Score: Raw -218.887627 + Penalty 129.877992 = -89.009634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.291132 sec): 2 clusters Score: Raw -218.887627 + Penalty 129.877992 = -89.009634 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 175 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.291934 sec): 2 clusters Score: Raw -1303.563604 + Penalty 273.187622 = -1030.375982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.292185 sec): 3 clusters Score: Raw -1331.527560 + Penalty 546.375243 = -785.152316 nChanged 1 SP:Iteration 1Q (85.292429 sec): 3 clusters Score: Raw -1333.185975 + Penalty 546.375243 = -786.810732 nChanged 0 SP:Iteration 2F (85.292675 sec): 3 clusters Score: Raw -1333.185975 + Penalty 546.375243 = -786.810732 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 (85.293428 sec): 2 clusters Score: Raw -276.402503 + Penalty 130.398760 = -146.003743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.293644 sec): 3 clusters Score: Raw -272.017414 + Penalty 260.006615 = -12.010799 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 179 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.294384 sec): 2 clusters Score: Raw -106.866183 + Penalty 55.478772 = -51.387411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.294591 sec): 3 clusters Score: Raw -101.242922 + Penalty 110.957544 = 9.714622 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 186 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.295356 sec): 2 clusters Score: Raw -108.137184 + Penalty 66.569188 = -41.567996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.295549 sec): 2 clusters Score: Raw -108.137184 + Penalty 66.569188 = -41.567996 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 190 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.296291 sec): 2 clusters Score: Raw -215.917847 + Penalty 107.719448 = -108.198399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.296486 sec): 2 clusters Score: Raw -215.917847 + Penalty 107.719448 = -108.198399 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 (85.297235 sec): 2 clusters Score: Raw -330.113735 + Penalty 181.176360 = -148.937374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.297452 sec): 3 clusters Score: Raw -336.243741 + Penalty 362.352720 = 26.108980 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 195 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.298282 sec): 2 clusters Score: Raw -1527.259108 + Penalty 67.625408 = -1459.633700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.298556 sec): 3 clusters Score: Raw -1528.855092 + Penalty 142.613835 = -1386.241257 nChanged 10 SP:Iteration 1F (85.298826 sec): 3 clusters Score: Raw -1550.508798 + Penalty 143.689940 = -1406.818857 nChanged 3 SP:Iteration 2F (85.299094 sec): 3 clusters Score: Raw -1553.493328 + Penalty 143.689940 = -1409.803387 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 (85.299856 sec): 2 clusters Score: Raw -277.759121 + Penalty 154.561552 = -123.197569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.300069 sec): 3 clusters Score: Raw -273.607059 + Penalty 307.882195 = 34.275136 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 223 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.300809 sec): 2 clusters Score: Raw -110.990017 + Penalty 66.467509 = -44.522507 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.301012 sec): 3 clusters Score: Raw -103.440663 + Penalty 132.935019 = 29.494356 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 224 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.301768 sec): 2 clusters Score: Raw -384.947080 + Penalty 195.547259 = -189.399821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.301987 sec): 3 clusters Score: Raw -387.521345 + Penalty 388.444174 = 0.922828 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 227 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.302742 sec): 2 clusters Score: Raw -394.378592 + Penalty 187.867441 = -206.511151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.302964 sec): 3 clusters Score: Raw -400.015475 + Penalty 333.059149 = -66.956326 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 232 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.303702 sec): 2 clusters Score: Raw -109.601177 + Penalty 57.744006 = -51.857171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.303896 sec): 2 clusters Score: Raw -109.601177 + Penalty 57.744006 = -51.857171 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 235 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.304646 sec): 2 clusters Score: Raw -104.339798 + Penalty 58.885685 = -45.454113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.304839 sec): 2 clusters Score: Raw -104.339798 + Penalty 58.885685 = -45.454113 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 236 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.305582 sec): 2 clusters Score: Raw -166.653600 + Penalty 102.233695 = -64.419905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.305789 sec): 3 clusters Score: Raw -159.402067 + Penalty 195.536161 = 36.134094 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 (85.306525 sec): 2 clusters Score: Raw -53.085381 + Penalty 0.000000 = -53.085381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.306715 sec): 2 clusters Score: Raw -53.085381 + Penalty 0.000000 = -53.085381 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 244 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.307439 sec): 2 clusters Score: Raw -45.380131 + Penalty 0.000000 = -45.380131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.307620 sec): 2 clusters Score: Raw -45.380131 + Penalty 0.000000 = -45.380131 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 245 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.308358 sec): 2 clusters Score: Raw -101.039725 + Penalty 50.820866 = -50.218859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.308562 sec): 3 clusters Score: Raw -96.824623 + Penalty 101.641732 = 4.817109 nChanged 0 Deleting Class 108 (8 points): Lose 43.584726 but Gain 1045.051406 Iteration 119Q (85.565418 sec): 126 clusters Score: Raw -1498213.749599 + Penalty 118238.984102 = -1379974.765497 nChanged 78 Deleting Class 3 (32 points): Lose 268.408035 but Gain 1265.103929 Iteration 120F (87.466885 sec): 125 clusters Score: Raw -1498075.009292 + Penalty 117019.096220 = -1381055.913071 nChanged 90 Deleting Class 40 (26 points): Lose 114.387544 but Gain 1108.576986 Iteration 121Q (87.638509 sec): 124 clusters Score: Raw -1498171.199402 + Penalty 115948.166362 = -1382223.033040 nChanged 71 Deleting Class 242 (1 points): Lose 18.513788 but Gain 1000.948142 Iteration 122Q (87.808540 sec): 123 clusters Score: Raw -1498286.845330 + Penalty 114964.957447 = -1383321.887883 nChanged 39 Deleting Class 186 (2 points): Lose 18.446778 but Gain 999.063930 Iteration 123Q (87.975818 sec): 122 clusters Score: Raw -1498332.825343 + Penalty 113966.572088 = -1384366.253255 nChanged 26 Deleting Class 9 (125 points): Lose 516.217340 but Gain 1495.782690 Iteration 124Q (88.156428 sec): 121 clusters Score: Raw -1497851.805566 + Penalty 112628.183520 = -1385223.622046 nChanged 143 Deleting Class 142 (9 points): Lose 50.856766 but Gain 1029.607273 Iteration 125Q (88.338739 sec): 120 clusters Score: Raw -1498058.448581 + Penalty 111631.937106 = -1386426.511475 nChanged 38 Deleting Class 223 (2 points): Lose 20.764374 but Gain 997.537953 Iteration 126Q (88.512832 sec): 119 clusters Score: Raw -1498104.248207 + Penalty 110659.408625 = -1387444.839583 nChanged 15 Deleting Class 140 (8 points): Lose 99.383797 but Gain 1074.575013 Iteration 127Q (88.687947 sec): 118 clusters Score: Raw -1498032.129873 + Penalty 109616.197019 = -1388415.932854 nChanged 16 Deleting Class 145 (7 points): Lose 83.543860 but Gain 1057.758465 Iteration 128Q (88.850653 sec): 117 clusters Score: Raw -1497977.653858 + Penalty 108579.233271 = -1389398.420587 nChanged 10 Deleting Class 122 (10 points): Lose 112.386967 but Gain 1085.453615 Iteration 129Q (89.011616 sec): 116 clusters Score: Raw -1497883.265506 + Penalty 107532.149402 = -1390351.116104 nChanged 15 Deleting Class 224 (7 points): Lose 73.798769 but Gain 1045.380589 Iteration 130F (90.788710 sec): 115 clusters Score: Raw -1497844.318248 + Penalty 106532.963160 = -1391311.355088 nChanged 15 Deleting Class 193 (6 points): Lose 80.514996 but Gain 1051.882683 Iteration 131Q (90.952066 sec): 114 clusters Score: Raw -1497793.082375 + Penalty 105497.837754 = -1392295.244622 nChanged 12 Deleting Class 99 (15 points): Lose 89.538893 but Gain 1060.866897 Iteration 132Q (91.112954 sec): 113 clusters Score: Raw -1497728.199001 + Penalty 104441.538240 = -1393286.660760 nChanged 18 Deleting Class 17 (10 points): Lose 83.933614 but Gain 1052.746925 Iteration 133Q (91.278014 sec): 112 clusters Score: Raw -1497666.257030 + Penalty 103394.530743 = -1394271.726288 nChanged 12 Deleting Class 141 (15 points): Lose 72.597591 but Gain 1039.538385 Iteration 134Q (91.447376 sec): 111 clusters Score: Raw -1497610.146338 + Penalty 102363.219265 = -1395246.927073 nChanged 20 Deleting Class 49 (105 points): Lose 499.108577 but Gain 1463.442577 Iteration 135Q (91.614520 sec): 110 clusters Score: Raw -1497133.481073 + Penalty 101078.056843 = -1396055.424230 nChanged 112 Deleting Class 132 (11 points): Lose 53.152021 but Gain 1017.132596 Iteration 136Q (91.781341 sec): 109 clusters Score: Raw -1497316.943982 + Penalty 100141.490969 = -1397175.453013 nChanged 34 Deleting Class 51 (4 points): Lose 18.671734 but Gain 982.162627 Iteration 137Q (91.942174 sec): 108 clusters Score: Raw -1497354.626745 + Penalty 99181.160958 = -1398173.465787 nChanged 22 Deleting Class 95 (5 points): Lose 27.184986 but Gain 990.635907 Iteration 138Q (92.102795 sec): 107 clusters Score: Raw -1497349.482389 + Penalty 98226.124943 = -1399123.357446 nChanged 19 Deleting Class 54 (16 points): Lose 134.394123 but Gain 1097.484632 Iteration 139Q (92.259935 sec): 106 clusters Score: Raw -1497236.178014 + Penalty 97171.121304 = -1400065.056710 nChanged 25 Deleting Class 163 (7 points): Lose 54.295651 but Gain 1016.529707 Iteration 140F (93.875915 sec): 105 clusters Score: Raw -1497238.101707 + Penalty 96208.535480 = -1401029.566227 nChanged 19 Deleting Class 129 (27 points): Lose 131.225329 but Gain 1090.639816 Iteration 141Q (94.033178 sec): 104 clusters Score: Raw -1497132.921938 + Penalty 95154.701434 = -1401978.220503 nChanged 33 Deleting Class 221 (5 points): Lose 42.176296 but Gain 999.016646 Iteration 142Q (94.190200 sec): 103 clusters Score: Raw -1497150.695460 + Penalty 94181.398400 = -1402969.297060 nChanged 15 Deleting Class 38 (29 points): Lose 170.229594 but Gain 1126.876909 Iteration 143Q (94.345936 sec): 102 clusters Score: Raw -1497000.645458 + Penalty 93164.106427 = -1403836.539031 nChanged 37 Deleting Class 124 (13 points): Lose 61.380530 but Gain 1004.186219 Iteration 144Q (94.503505 sec): 101 clusters Score: Raw -1497030.484326 + Penalty 92200.774035 = -1404829.710291 nChanged 35 Deleting Class 171 (4 points): Lose 34.353999 but Gain 974.598174 Iteration 145Q (94.660167 sec): 100 clusters Score: Raw -1497038.647748 + Penalty 91238.027942 = -1405800.619807 nChanged 13 Deleting Class 236 (3 points): Lose 35.221629 but Gain 968.043983 Iteration 146Q (94.813143 sec): 99 clusters Score: Raw -1497024.102029 + Penalty 90270.598432 = -1406753.503597 nChanged 6 Deleting Class 64 (18 points): Lose 154.235971 but Gain 1085.939415 Iteration 147Q (94.965375 sec): 98 clusters Score: Raw -1496875.961716 + Penalty 89194.947840 = -1407681.013875 nChanged 21 Deleting Class 47 (32 points): Lose 161.815889 but Gain 1091.253415 Iteration 148Q (95.117783 sec): 97 clusters Score: Raw -1496757.231962 + Penalty 88145.380186 = -1408611.851776 nChanged 34 Deleting Class 125 (16 points): Lose 105.926403 but Gain 1033.651517 Iteration 149Q (95.276090 sec): 96 clusters Score: Raw -1496723.454087 + Penalty 87141.376689 = -1409582.077399 nChanged 29 Deleting Class 5 (2 points): Lose 14.639164 but Gain 935.723737 Iteration 150F (96.742407 sec): 95 clusters Score: Raw -1496792.036589 + Penalty 86328.528700 = -1410463.507888 nChanged 13 Deleting Class 110 (13 points): Lose 107.347639 but Gain 1021.875403 Iteration 151Q (96.893367 sec): 94 clusters Score: Raw -1496725.526559 + Penalty 85282.775493 = -1411442.751066 nChanged 18 Deleting Class 74 (6 points): Lose 47.638980 but Gain 959.395097 Iteration 152Q (97.043754 sec): 93 clusters Score: Raw -1496713.118372 + Penalty 84346.540697 = -1412366.577675 nChanged 14 Deleting Class 71 (12 points): Lose 83.206210 but Gain 981.761230 Iteration 153Q (97.196966 sec): 92 clusters Score: Raw -1496666.970412 + Penalty 83406.103031 = -1413260.867381 nChanged 34 Deleting Class 128 (21 points): Lose 108.771219 but Gain 1006.068443 Iteration 154Q (97.347774 sec): 91 clusters Score: Raw -1496612.842819 + Penalty 82408.503752 = -1414204.339067 nChanged 47 Deleting Class 65 (11 points): Lose 67.604934 but Gain 959.272579 Iteration 155Q (97.497905 sec): 90 clusters Score: Raw -1496617.945000 + Penalty 81501.171982 = -1415116.773018 nChanged 31 Deleting Class 63 (7 points): Lose 42.044543 but Gain 933.116877 Iteration 156Q (97.646014 sec): 89 clusters Score: Raw -1496612.975348 + Penalty 80584.584415 = -1416028.390933 nChanged 23 Deleting Class 227 (9 points): Lose 82.977621 but Gain 969.355960 Iteration 157Q (97.794506 sec): 88 clusters Score: Raw -1496560.932047 + Penalty 79683.936668 = -1416876.995379 nChanged 22 Deleting Class 23 (182 points): Lose 676.769248 but Gain 1560.316629 Iteration 158Q (97.947026 sec): 87 clusters Score: Raw -1495920.309694 + Penalty 78263.273537 = -1417657.036156 nChanged 190 Deleting Class 89 (7 points): Lose 37.489553 but Gain 920.263748 Iteration 159Q (98.101942 sec): 86 clusters Score: Raw -1496319.707928 + Penalty 77364.225364 = -1418955.482565 nChanged 31 Deleting Class 133 (27 points): Lose 169.407422 but Gain 1063.065033 Iteration 160F (99.417201 sec): 85 clusters Score: Raw -1496212.838339 + Penalty 76600.839563 = -1419611.998777 nChanged 44 Deleting Class 27 (16 points): Lose 96.942224 but Gain 990.330691 Iteration 161Q (99.564634 sec): 84 clusters Score: Raw -1496229.726988 + Penalty 75693.867255 = -1420535.859733 nChanged 33 Deleting Class 158 (4 points): Lose 15.244559 but Gain 898.003336 Iteration 162Q (99.709661 sec): 83 clusters Score: Raw -1496285.724767 + Penalty 74834.218750 = -1421451.506017 nChanged 18 Deleting Class 26 (26 points): Lose 149.847990 but Gain 1008.143703 Iteration 163Q (99.854941 sec): 82 clusters Score: Raw -1496167.549571 + Penalty 73845.168231 = -1422322.381340 nChanged 38 Deleting Class 232 (2 points): Lose 9.538736 but Gain 866.616456 Iteration 164Q (99.999870 sec): 81 clusters Score: Raw -1496223.959744 + Penalty 72986.300225 = -1423237.659519 nChanged 17 Deleting Class 235 (2 points): Lose 27.661111 but Gain 883.750668 Iteration 165Q (100.142173 sec): 80 clusters Score: Raw -1496214.063354 + Penalty 72109.941033 = -1424104.122321 nChanged 8 Deleting Class 13 (151 points): Lose 716.417579 but Gain 1562.808725 Iteration 166Q (100.283316 sec): 79 clusters Score: Raw -1495509.714929 + Penalty 70614.303730 = -1424895.411199 nChanged 155 Deleting Class 169 (9 points): Lose 87.066338 but Gain 930.983405 Iteration 167Q (100.431224 sec): 78 clusters Score: Raw -1495771.825789 + Penalty 69729.626132 = -1426042.199657 nChanged 48 Deleting Class 7 (30 points): Lose 175.713483 but Gain 1015.455535 Iteration 168Q (100.575614 sec): 77 clusters Score: Raw -1495661.055562 + Penalty 68729.817492 = -1426931.238070 nChanged 44 Deleting Class 139 (19 points): Lose 129.428021 but Gain 968.229826 Iteration 169Q (100.717485 sec): 76 clusters Score: Raw -1495605.574728 + Penalty 67749.447457 = -1427856.127271 nChanged 36 Deleting Class 166 (15 points): Lose 74.890067 but Gain 911.266647 Iteration 170F (101.881936 sec): 75 clusters Score: Raw -1495585.208685 + Penalty 66937.160045 = -1428648.048639 nChanged 41 Deleting Class 12 (30 points): Lose 278.527737 but Gain 1111.515523 Iteration 171Q (102.028881 sec): 74 clusters Score: Raw -1495365.125902 + Penalty 65852.589272 = -1429512.536631 nChanged 56 Deleting Class 91 (10 points): Lose 70.363167 but Gain 901.501405 Iteration 172Q (102.168798 sec): 73 clusters Score: Raw -1495412.316247 + Penalty 64960.489840 = -1430451.826408 nChanged 33 Deleting Class 179 (2 points): Lose 6.078543 but Gain 832.620043 Iteration 173Q (102.306440 sec): 72 clusters Score: Raw -1495453.430066 + Penalty 64137.922247 = -1431315.507819 nChanged 26 Deleting Class 111 (13 points): Lose 79.087240 but Gain 898.257546 Iteration 174Q (102.445249 sec): 71 clusters Score: Raw -1495402.723798 + Penalty 63271.754279 = -1432130.969519 nChanged 23 Deleting Class 164 (7 points): Lose 70.059373 but Gain 888.638174 Iteration 175Q (102.580540 sec): 70 clusters Score: Raw -1495367.743191 + Penalty 62392.639023 = -1432975.104168 nChanged 18 Deleting Class 178 (5 points): Lose 28.614129 but Gain 842.839183 Iteration 176Q (102.716231 sec): 69 clusters Score: Raw -1495375.283582 + Penalty 61556.501757 = -1433818.781825 nChanged 17 Deleting Class 146 (9 points): Lose 50.780308 but Gain 862.094000 Iteration 177Q (102.851016 sec): 68 clusters Score: Raw -1495346.100747 + Penalty 60717.704187 = -1434628.396560 nChanged 17 Deleting Class 77 (111 points): Lose 546.621017 but Gain 1347.511023 Iteration 178Q (102.984044 sec): 67 clusters Score: Raw -1494817.797213 + Penalty 59423.017166 = -1435394.780046 nChanged 120 Deleting Class 137 (16 points): Lose 84.687567 but Gain 893.321458 Iteration 179Q (103.123047 sec): 66 clusters Score: Raw -1494974.380968 + Penalty 58561.274300 = -1436413.106668 nChanged 43 Deleting Class 62 (55 points): Lose 248.157454 but Gain 1045.247147 Iteration 180F (104.143734 sec): 65 clusters Score: Raw -1494785.979009 + Penalty 57629.911066 = -1437156.067943 nChanged 73 Deleting Class 160 (10 points): Lose 67.574540 but Gain 861.440611 Iteration 181Q (104.279026 sec): 64 clusters Score: Raw -1494828.246750 + Penalty 56786.663603 = -1438041.583147 nChanged 38 Deleting Class 190 (4 points): Lose 16.778300 but Gain 808.321526 Iteration 182Q (104.412576 sec): 63 clusters Score: Raw -1494853.909906 + Penalty 55997.586762 = -1438856.323144 nChanged 28 Deleting Class 31 (16 points): Lose 129.657514 but Gain 914.165584 Iteration 183Q (104.544324 sec): 62 clusters Score: Raw -1494756.239768 + Penalty 55111.306725 = -1439644.933043 nChanged 40 Deleting Class 28 (251 points): Lose 686.181098 but Gain 1465.134639 Iteration 184Q (104.679681 sec): 61 clusters Score: Raw -1494140.255980 + Penalty 53715.058365 = -1440425.197615 nChanged 272 Deleting Class 175 (24 points): Lose 132.585604 but Gain 894.221796 Iteration 185Q (104.818189 sec): 60 clusters Score: Raw -1494534.471369 + Penalty 52851.121842 = -1441683.349526 nChanged 87 Deleting Class 55 (17 points): Lose 78.252221 but Gain 814.285330 Iteration 186Q (104.949925 sec): 59 clusters Score: Raw -1494549.952886 + Penalty 52194.484401 = -1442355.468485 nChanged 63 Deleting Class 245 (2 points): Lose 33.986328 but Gain 762.714638 Iteration 187Q (105.079070 sec): 58 clusters Score: Raw -1494610.230133 + Penalty 51421.812264 = -1443188.417869 nChanged 35 Deleting Class 50 (8 points): Lose 52.684290 but Gain 776.322446 Iteration 188Q (105.205908 sec): 57 clusters Score: Raw -1494588.735691 + Penalty 50665.824299 = -1443922.911391 nChanged 22 Deleting Class 30 (105 points): Lose 316.514585 but Gain 1031.965997 Iteration 189Q (105.333702 sec): 56 clusters Score: Raw -1494304.455091 + Penalty 49677.711681 = -1444626.743410 nChanged 115 Deleting Class 53 (13 points): Lose 68.126115 but Gain 797.529490 Iteration 190F (106.210700 sec): 55 clusters Score: Raw -1494406.572020 + Penalty 48919.625976 = -1445486.946044 nChanged 37 Deleting Class 102 (15 points): Lose 86.835126 but Gain 801.095184 Iteration 191Q (106.336860 sec): 54 clusters Score: Raw -1494353.495610 + Penalty 48122.741085 = -1446230.754525 nChanged 31 Deleting Class 39 (38 points): Lose 204.266875 but Gain 894.787387 Iteration 192Q (106.461630 sec): 53 clusters Score: Raw -1494188.884776 + Penalty 47277.907909 = -1446910.976867 nChanged 54 Deleting Class 67 (238 points): Lose 721.201961 but Gain 1367.350442 Iteration 193Q (106.587531 sec): 52 clusters Score: Raw -1493578.656739 + Penalty 46059.634254 = -1447519.022485 nChanged 263 Deleting Class 96 (20 points): Lose 126.564126 but Gain 771.196079 Iteration 194Q (106.718680 sec): 51 clusters Score: Raw -1493922.741226 + Penalty 45325.263289 = -1448597.477937 nChanged 65 Deleting Class 69 (99 points): Lose 453.938787 but Gain 1089.262475 Iteration 195Q (106.844870 sec): 50 clusters Score: Raw -1493546.149910 + Penalty 44263.670564 = -1449282.479345 nChanged 146 Deleting Class 80 (34 points): Lose 155.725878 but Gain 773.863355 Iteration 196Q (106.969595 sec): 49 clusters Score: Raw -1493642.272867 + Penalty 43522.249869 = -1450120.022998 nChanged 87 Deleting Class 46 (49 points): Lose 186.925138 but Gain 734.436989 Iteration 197Q (107.093976 sec): 48 clusters Score: Raw -1493566.122614 + Penalty 42789.128909 = -1450776.993705 nChanged 81 Deleting Class 76 (189 points): Lose 677.579428 but Gain 1189.595026 Iteration 198Q (107.216378 sec): 47 clusters Score: Raw -1493010.809009 + Penalty 41710.283643 = -1451300.525366 nChanged 220 Deleting Class 15 (13 points): Lose 70.166723 but Gain 546.398421 Iteration 199Q (107.345698 sec): 46 clusters Score: Raw -1493358.738099 + Penalty 41275.827410 = -1452082.910689 nChanged 80 Deleting Class 135 (131 points): Lose 741.198425 but Gain 1252.953684 Iteration 200F (108.060802 sec): 45 clusters Score: Raw -1492703.562488 + Penalty 40115.042561 = -1452588.519927 nChanged 180 Deleting Class 68 (69 points): Lose 172.831057 but Gain 641.413376 Iteration 201Q (108.181888 sec): 44 clusters Score: Raw -1492919.543585 + Penalty 39547.076469 = -1453372.467117 nChanged 148 Deleting Class 59 (67 points): Lose 365.557545 but Gain 762.063146 Iteration 202Q (108.300962 sec): 43 clusters Score: Raw -1492727.638052 + Penalty 38878.959989 = -1453848.678062 nChanged 131 Deleting Class 70 (287 points): Lose 1162.726678 but Gain 1474.185915 Iteration 203Q (108.418374 sec): 42 clusters Score: Raw -1491807.775235 + Penalty 37538.690729 = -1454269.084505 nChanged 345 Deleting Class 244 (2 points): Lose 36.089943 but Gain 280.203067 Iteration 204Q (108.540284 sec): 41 clusters Score: Raw -1492424.737005 + Penalty 37318.156344 = -1455106.580661 nChanged 112 Deleting Class 78 (359 points): Lose 1115.714208 but Gain 1304.228602 Iteration 205Q (108.659875 sec): 40 clusters Score: Raw -1491401.982116 + Penalty 36184.029721 = -1455217.952395 nChanged 458 Deleting Class 35 (182 points): Lose 597.619493 but Gain 777.240033 Iteration 206Q (108.781400 sec): 39 clusters Score: Raw -1491539.637138 + Penalty 35432.833485 = -1456106.803653 nChanged 340 Deleting Class 52 (355 points): Lose 1266.392528 but Gain 1400.262639 Iteration 207Q (108.899059 sec): 38 clusters Score: Raw -1490643.069406 + Penalty 34177.718768 = -1456465.350639 nChanged 470 Deleting Class 93 (226 points): Lose 857.686975 but Gain 977.074465 Iteration 208Q (109.018312 sec): 37 clusters Score: Raw -1490572.259672 + Penalty 33316.225209 = -1457256.034463 nChanged 390 Deleting Class 83 (83 points): Lose 566.321297 but Gain 590.938036 Iteration 209Q (109.134906 sec): 36 clusters Score: Raw -1490559.707242 + Penalty 32314.011693 = -1458245.695549 nChanged 239 Deleting Class 195 (103 points): Lose 463.303472 but Gain 494.345054 Iteration 210F (109.711838 sec): 35 clusters Score: Raw -1490531.900245 + Penalty 31922.277502 = -1458609.622743 nChanged 237 Iteration 211Q (109.832294 sec): 35 clusters Score: Raw -1490829.091735 + Penalty 31969.944419 = -1458859.147317 nChanged 113 Iteration 212Q (109.946180 sec): 35 clusters Score: Raw -1490898.355221 + Penalty 32006.164893 = -1458892.190328 nChanged 79 Iteration 213Q (110.055202 sec): 35 clusters Score: Raw -1490937.214469 + Penalty 32041.247569 = -1458895.966900 nChanged 63 Iteration 214Q (110.163863 sec): 35 clusters Score: Raw -1490962.269806 + Penalty 32053.397299 = -1458908.872507 nChanged 37 Iteration 215Q (110.272983 sec): 35 clusters Score: Raw -1490976.382620 + Penalty 32074.947421 = -1458901.435199 nChanged 33 Iteration 216F (110.818900 sec): 35 clusters Score: Raw -1490989.435030 + Penalty 32083.818656 = -1458905.616374 nChanged 20 Iteration 217Q (110.927761 sec): 35 clusters Score: Raw -1491001.470560 + Penalty 32100.332019 = -1458901.138541 nChanged 28 Iteration 218F (111.472608 sec): 35 clusters Score: Raw -1491023.334608 + Penalty 32104.510445 = -1458918.824163 nChanged 17 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 -1491023.334608 + Penalty 32104.510445 = -1458918.824163Memory request: 0.08 GB would take us to total of 0.38 GB. Trying to split cluster 1 (17172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.611908 sec): 2 clusters Score: Raw -798276.984174 + Penalty 216.280497 = -798060.703677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.645120 sec): 3 clusters Score: Raw -786698.874005 + Penalty 439.736135 = -786259.137870 nChanged 8189 SP:Iteration 1F (111.677232 sec): 3 clusters Score: Raw -792133.212201 + Penalty 460.800333 = -791672.411868 nChanged 3170 SP:Iteration 2F (111.708807 sec): 3 clusters Score: Raw -795475.470325 + Penalty 484.174192 = -794991.296134 nChanged 1648 SP:Iteration 3F (111.740161 sec): 3 clusters Score: Raw -797263.829468 + Penalty 485.223651 = -796778.605817 nChanged 665 SP:Iteration 4Q (111.772998 sec): 3 clusters Score: Raw -797985.993481 + Penalty 481.294379 = -797504.699102 nChanged 230 SP:Iteration 5Q (111.799390 sec): 3 clusters Score: Raw -798219.018174 + Penalty 480.421337 = -797738.596837 nChanged 81 SP:Iteration 6Q (111.824481 sec): 3 clusters Score: Raw -798284.694733 + Penalty 491.244751 = -797793.449982 nChanged 52 SP:Iteration 7Q (111.849211 sec): 3 clusters Score: Raw -798314.755322 + Penalty 499.599766 = -797815.155557 nChanged 40 SP:Iteration 8Q (111.873911 sec): 3 clusters Score: Raw -798339.004143 + Penalty 513.052581 = -797825.951563 nChanged 31 SP:Iteration 9Q (111.898199 sec): 3 clusters Score: Raw -798354.528522 + Penalty 516.860987 = -797837.667535 nChanged 24 SP:Iteration 10F (111.929307 sec): 3 clusters Score: Raw -798365.920150 + Penalty 514.478883 = -797851.441267 nChanged 16 SP:Iteration 11Q (111.953943 sec): 3 clusters Score: Raw -798373.892847 + Penalty 513.294036 = -797860.598810 nChanged 17 SP:Iteration 12Q (111.978367 sec): 3 clusters Score: Raw -798380.002444 + Penalty 513.102094 = -797866.900350 nChanged 7 SP:Iteration 13Q (112.002526 sec): 3 clusters Score: Raw -798382.036236 + Penalty 516.572336 = -797865.463900 nChanged 6 SP:Iteration 14F (112.034542 sec): 3 clusters Score: Raw -798383.589321 + Penalty 518.782310 = -797864.807011 nChanged 3 SP:Iteration 15F (112.065717 sec): 3 clusters Score: Raw -798384.310923 + Penalty 522.652643 = -797861.658280 nChanged 3 SP:Iteration 16F (112.096889 sec): 3 clusters Score: Raw -798384.934374 + Penalty 522.157898 = -797862.776475 nChanged 3 SP:Iteration 17Q (112.121111 sec): 3 clusters Score: Raw -798385.444961 + Penalty 524.301914 = -797861.143047 nChanged 2 SP:Iteration 18F (112.152362 sec): 3 clusters Score: Raw -798385.709175 + Penalty 524.623506 = -797861.085670 nChanged 1 SP:Iteration 19F (112.183429 sec): 3 clusters Score: Raw -798385.758588 + Penalty 526.146197 = -797859.612391 nChanged 1 SP:Iteration 20F (112.214535 sec): 3 clusters Score: Raw -798385.808905 + Penalty 527.687026 = -797858.121879 nChanged 1 SP:Iteration 21F (112.245608 sec): 3 clusters Score: Raw -798385.867560 + Penalty 527.687026 = -797858.180535 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 2 (1215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.260171 sec): 2 clusters Score: Raw -58740.108064 + Penalty 235.868750 = -58504.239313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.262611 sec): 3 clusters Score: Raw -58008.882616 + Penalty 512.296690 = -57496.585925 nChanged 506 SP:Iteration 1F (112.264941 sec): 3 clusters Score: Raw -58457.317940 + Penalty 551.033177 = -57906.284763 nChanged 165 SP:Iteration 2F (112.267245 sec): 3 clusters Score: Raw -58592.833109 + Penalty 564.290151 = -58028.542957 nChanged 69 SP:Iteration 3F (112.269618 sec): 3 clusters Score: Raw -58639.746971 + Penalty 570.112944 = -58069.634027 nChanged 34 SP:Iteration 4Q (112.274721 sec): 3 clusters Score: Raw -58660.949560 + Penalty 571.721771 = -58089.227788 nChanged 23 SP:Iteration 5Q (112.278502 sec): 3 clusters Score: Raw -58675.428641 + Penalty 572.337508 = -58103.091133 nChanged 20 SP:Iteration 6Q (112.281610 sec): 3 clusters Score: Raw -58683.581354 + Penalty 577.825752 = -58105.755602 nChanged 17 SP:Iteration 7Q (112.283765 sec): 3 clusters Score: Raw -58688.634135 + Penalty 576.449608 = -58112.184527 nChanged 14 SP:Iteration 8Q (112.285890 sec): 3 clusters Score: Raw -58693.418691 + Penalty 575.601514 = -58117.817177 nChanged 9 SP:Iteration 9Q (112.287985 sec): 3 clusters Score: Raw -58695.816293 + Penalty 574.375813 = -58121.440480 nChanged 6 SP:Iteration 10F (112.290330 sec): 3 clusters Score: Raw -58698.319361 + Penalty 571.754125 = -58126.565235 nChanged 8 SP:Iteration 11Q (112.292457 sec): 3 clusters Score: Raw -58701.415695 + Penalty 569.784704 = -58131.630991 nChanged 8 SP:Iteration 12Q (112.294589 sec): 3 clusters Score: Raw -58704.528264 + Penalty 569.836671 = -58134.691593 nChanged 6 SP:Iteration 13Q (112.296687 sec): 3 clusters Score: Raw -58705.980116 + Penalty 568.974174 = -58137.005942 nChanged 5 SP:Iteration 14Q (112.298782 sec): 3 clusters Score: Raw -58707.622876 + Penalty 569.448354 = -58138.174522 nChanged 5 SP:Iteration 15Q (112.300819 sec): 3 clusters Score: Raw -58708.749473 + Penalty 568.889078 = -58139.860395 nChanged 4 SP:Iteration 16Q (112.302877 sec): 3 clusters Score: Raw -58709.489032 + Penalty 567.208140 = -58142.280892 nChanged 3 SP:Iteration 17Q (112.305004 sec): 3 clusters Score: Raw -58710.051064 + Penalty 568.395391 = -58141.655673 nChanged 3 SP:Iteration 18F (112.307291 sec): 3 clusters Score: Raw -58710.412255 + Penalty 568.432504 = -58141.979751 nChanged 5 SP:Iteration 19Q (112.309304 sec): 3 clusters Score: Raw -58712.167854 + Penalty 567.843441 = -58144.324413 nChanged 5 SP:Iteration 20F (112.311592 sec): 3 clusters Score: Raw -58713.810387 + Penalty 568.767260 = -58145.043127 nChanged 7 SP:Iteration 21Q (112.313590 sec): 3 clusters Score: Raw -58717.756202 + Penalty 567.881225 = -58149.874977 nChanged 11 SP:Iteration 22Q (112.315584 sec): 3 clusters Score: Raw -58724.867360 + Penalty 567.546272 = -58157.321088 nChanged 4 SP:Iteration 23Q (112.317556 sec): 3 clusters Score: Raw -58726.312720 + Penalty 566.411874 = -58159.900846 nChanged 7 SP:Iteration 24Q (112.319526 sec): 3 clusters Score: Raw -58728.939474 + Penalty 563.159030 = -58165.780444 nChanged 4 SP:Iteration 25Q (112.321480 sec): 3 clusters Score: Raw -58730.631550 + Penalty 562.420159 = -58168.211392 nChanged 2 SP:Iteration 26Q (112.323425 sec): 3 clusters Score: Raw -58730.985871 + Penalty 559.786512 = -58171.199359 nChanged 3 SP:Iteration 27Q (112.325366 sec): 3 clusters Score: Raw -58732.840229 + Penalty 557.296694 = -58175.543535 nChanged 2 SP:Iteration 28Q (112.327357 sec): 3 clusters Score: Raw -58733.879068 + Penalty 551.934673 = -58181.944394 nChanged 3 SP:Iteration 29Q (112.329332 sec): 3 clusters Score: Raw -58736.226370 + Penalty 547.899697 = -58188.326673 nChanged 2 SP:Iteration 30F (112.331689 sec): 3 clusters Score: Raw -58737.431583 + Penalty 543.831567 = -58193.600016 nChanged 5 SP:Iteration 31Q (112.333650 sec): 3 clusters Score: Raw -58739.450343 + Penalty 541.382129 = -58198.068214 nChanged 6 SP:Iteration 32Q (112.335596 sec): 3 clusters Score: Raw -58745.807153 + Penalty 539.375142 = -58206.432011 nChanged 7 SP:Iteration 33Q (112.337509 sec): 3 clusters Score: Raw -58752.912704 + Penalty 542.155128 = -58210.757576 nChanged 3 SP:Iteration 34Q (112.339401 sec): 3 clusters Score: Raw -58753.839541 + Penalty 544.947095 = -58208.892446 nChanged 2 SP:Iteration 35F (112.341700 sec): 3 clusters Score: Raw -58754.238624 + Penalty 545.876100 = -58208.362524 nChanged 2 SP:Iteration 36F (112.344009 sec): 3 clusters Score: Raw -58754.528792 + Penalty 547.871709 = -58206.657083 nChanged 2 SP:Iteration 37F (112.346336 sec): 3 clusters Score: Raw -58755.521169 + Penalty 547.457098 = -58208.064071 nChanged 1 SP:Iteration 38Q (112.348283 sec): 3 clusters Score: Raw -58756.131339 + Penalty 547.457098 = -58208.674241 nChanged 0 SP:Iteration 39F (112.350558 sec): 3 clusters Score: Raw -58756.131339 + Penalty 547.457098 = -58208.674241 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 4 (220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.352368 sec): 2 clusters Score: Raw -9597.762684 + Penalty 58.549166 = -9539.213518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.352963 sec): 3 clusters Score: Raw -9490.754581 + Penalty 117.931917 = -9372.822664 nChanged 102 SP:Iteration 1F (112.353547 sec): 3 clusters Score: Raw -9600.630883 + Penalty 117.166700 = -9483.464182 nChanged 10 SP:Iteration 2Q (112.354126 sec): 3 clusters Score: Raw -9610.205627 + Penalty 119.686253 = -9490.519375 nChanged 7 SP:Iteration 3Q (112.354701 sec): 3 clusters Score: Raw -9614.160127 + Penalty 118.947925 = -9495.212202 nChanged 3 SP:Iteration 4Q (112.355275 sec): 3 clusters Score: Raw -9620.149852 + Penalty 119.785263 = -9500.364589 nChanged 5 SP:Iteration 5Q (112.355844 sec): 3 clusters Score: Raw -9625.809460 + Penalty 118.506936 = -9507.302523 nChanged 2 SP:Iteration 6Q (112.356395 sec): 3 clusters Score: Raw -9629.146694 + Penalty 119.213869 = -9509.932825 nChanged 1 SP:Iteration 7Q (112.356943 sec): 3 clusters Score: Raw -9630.891338 + Penalty 119.104708 = -9511.786630 nChanged 1 SP:Iteration 8Q (112.357483 sec): 3 clusters Score: Raw -9631.088162 + Penalty 119.104708 = -9511.983454 nChanged 0 SP:Iteration 9F (112.358062 sec): 3 clusters Score: Raw -9631.088162 + Penalty 119.104708 = -9511.983454 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 6 (270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.359719 sec): 2 clusters Score: Raw -8399.367466 + Penalty 853.242631 = -7546.124835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.360407 sec): 3 clusters Score: Raw -8455.043539 + Penalty 1706.996468 = -6748.047071 nChanged 42 SP:Iteration 1F (112.361079 sec): 3 clusters Score: Raw -8562.676951 + Penalty 1707.142022 = -6855.534928 nChanged 18 SP:Iteration 2F (112.361749 sec): 3 clusters Score: Raw -8637.772803 + Penalty 1707.091859 = -6930.680944 nChanged 7 SP:Iteration 3Q (112.362371 sec): 3 clusters Score: Raw -8654.231548 + Penalty 1707.043502 = -6947.188046 nChanged 2 SP:Iteration 4Q (112.363013 sec): 3 clusters Score: Raw -8657.961358 + Penalty 1706.956456 = -6951.004902 nChanged 1 SP:Iteration 5Q (112.363634 sec): 3 clusters Score: Raw -8659.589831 + Penalty 1706.857132 = -6952.732700 nChanged 1 SP:Iteration 6Q (112.364250 sec): 3 clusters Score: Raw -8661.474459 + Penalty 1706.857132 = -6954.617328 nChanged 0 SP:Iteration 7F (112.364928 sec): 3 clusters Score: Raw -8661.474459 + Penalty 1706.857132 = -6954.617328 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 8 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.371274 sec): 2 clusters Score: Raw -3660.924445 + Penalty 52.670018 = -3608.254427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.371631 sec): 3 clusters Score: Raw -3643.464637 + Penalty 110.561226 = -3532.903411 nChanged 29 SP:Iteration 1F (112.371979 sec): 3 clusters Score: Raw -3679.603465 + Penalty 125.938885 = -3553.664580 nChanged 6 SP:Iteration 2F (112.372323 sec): 3 clusters Score: Raw -3684.041715 + Penalty 124.253822 = -3559.787894 nChanged 1 SP:Iteration 3Q (112.372663 sec): 3 clusters Score: Raw -3684.651805 + Penalty 124.253822 = -3560.397984 nChanged 0 SP:Iteration 4F (112.373010 sec): 3 clusters Score: Raw -3684.651805 + Penalty 124.253822 = -3560.397984 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 10 (402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.375323 sec): 2 clusters Score: Raw -19757.692851 + Penalty 882.513630 = -18875.179221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.376337 sec): 3 clusters Score: Raw -19676.644771 + Penalty 1765.197769 = -17911.447002 nChanged 79 SP:Iteration 1F (112.377240 sec): 3 clusters Score: Raw -19781.941015 + Penalty 1764.760214 = -18017.180801 nChanged 22 SP:Iteration 2F (112.378141 sec): 3 clusters Score: Raw -19824.656774 + Penalty 1764.453124 = -18060.203651 nChanged 8 SP:Iteration 3Q (112.379020 sec): 3 clusters Score: Raw -19837.032337 + Penalty 1764.756922 = -18072.275415 nChanged 4 SP:Iteration 4Q (112.379900 sec): 3 clusters Score: Raw -19844.349551 + Penalty 1764.633200 = -18079.716351 nChanged 3 SP:Iteration 5Q (112.380775 sec): 3 clusters Score: Raw -19848.068051 + Penalty 1764.633200 = -18083.434851 nChanged 0 SP:Iteration 6F (112.381708 sec): 3 clusters Score: Raw -19848.068051 + Penalty 1764.633200 = -18083.434851 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 11 (424 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.384192 sec): 2 clusters Score: Raw -21558.549241 + Penalty 946.530722 = -20612.018519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.385156 sec): 3 clusters Score: Raw -21477.866826 + Penalty 1892.561223 = -19585.305603 nChanged 86 SP:Iteration 1F (112.386095 sec): 3 clusters Score: Raw -21611.511113 + Penalty 1893.148313 = -19718.362800 nChanged 27 SP:Iteration 2F (112.387032 sec): 3 clusters Score: Raw -21660.127316 + Penalty 1893.749201 = -19766.378116 nChanged 14 SP:Iteration 3Q (112.387935 sec): 3 clusters Score: Raw -21685.937984 + Penalty 1894.115487 = -19791.822497 nChanged 10 SP:Iteration 4Q (112.388830 sec): 3 clusters Score: Raw -21702.499361 + Penalty 1894.166339 = -19808.333022 nChanged 4 SP:Iteration 5Q (112.389724 sec): 3 clusters Score: Raw -21714.583642 + Penalty 1894.164347 = -19820.419295 nChanged 5 SP:Iteration 6Q (112.390611 sec): 3 clusters Score: Raw -21720.123495 + Penalty 1894.487632 = -19825.635864 nChanged 3 SP:Iteration 7Q (112.391497 sec): 3 clusters Score: Raw -21724.443037 + Penalty 1894.972134 = -19829.470902 nChanged 1 SP:Iteration 8Q (112.392382 sec): 3 clusters Score: Raw -21726.449422 + Penalty 1894.972912 = -19831.476510 nChanged 1 SP:Iteration 9Q (112.393266 sec): 3 clusters Score: Raw -21727.346844 + Penalty 1894.972912 = -19832.373932 nChanged 0 SP:Iteration 10F (112.394200 sec): 3 clusters Score: Raw -21727.346844 + Penalty 1894.972912 = -19832.373932 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 14 (515 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.396715 sec): 2 clusters Score: Raw -32322.094138 + Penalty 987.224420 = -31334.869718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.397865 sec): 3 clusters Score: Raw -32211.860174 + Penalty 1974.332054 = -30237.528120 nChanged 124 SP:Iteration 1F (112.398964 sec): 3 clusters Score: Raw -32385.683125 + Penalty 1974.303081 = -30411.380044 nChanged 30 SP:Iteration 2F (112.400061 sec): 3 clusters Score: Raw -32418.859719 + Penalty 1974.709385 = -30444.150335 nChanged 10 SP:Iteration 3Q (112.401128 sec): 3 clusters Score: Raw -32430.678153 + Penalty 1975.036486 = -30455.641668 nChanged 5 SP:Iteration 4Q (112.402202 sec): 3 clusters Score: Raw -32435.703014 + Penalty 1974.722066 = -30460.980948 nChanged 3 SP:Iteration 5Q (112.403265 sec): 3 clusters Score: Raw -32439.054019 + Penalty 1974.722066 = -30464.331953 nChanged 4 SP:Iteration 6Q (112.404327 sec): 3 clusters Score: Raw -32443.363333 + Penalty 1974.828492 = -30468.534841 nChanged 1 SP:Iteration 7Q (112.405392 sec): 3 clusters Score: Raw -32444.346233 + Penalty 1974.828492 = -30469.517741 nChanged 0 SP:Iteration 8F (112.406488 sec): 3 clusters Score: Raw -32444.346233 + Penalty 1974.828492 = -30469.517741 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 16 (271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.408496 sec): 2 clusters Score: Raw -15345.845343 + Penalty 880.538309 = -14465.307034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.409180 sec): 3 clusters Score: Raw -15373.585389 + Penalty 1761.046732 = -13612.538656 nChanged 32 SP:Iteration 1F (112.409857 sec): 3 clusters Score: Raw -15438.754440 + Penalty 1761.052421 = -13677.702019 nChanged 14 SP:Iteration 2F (112.410528 sec): 3 clusters Score: Raw -15489.560292 + Penalty 1761.085633 = -13728.474659 nChanged 6 SP:Iteration 3Q (112.411174 sec): 3 clusters Score: Raw -15505.891070 + Penalty 1761.063604 = -13744.827466 nChanged 2 SP:Iteration 4Q (112.411815 sec): 3 clusters Score: Raw -15508.278059 + Penalty 1761.063604 = -13747.214455 nChanged 0 SP:Iteration 5F (112.412485 sec): 3 clusters Score: Raw -15508.278059 + Penalty 1761.063604 = -13747.214455 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 18 (420 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.414357 sec): 2 clusters Score: Raw -19166.931797 + Penalty 47.963490 = -19118.968306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.415305 sec): 3 clusters Score: Raw -18899.744653 + Penalty 99.254169 = -18800.490484 nChanged 193 SP:Iteration 1F (112.416222 sec): 3 clusters Score: Raw -19077.487098 + Penalty 99.228860 = -18978.258238 nChanged 39 SP:Iteration 2F (112.417139 sec): 3 clusters Score: Raw -19113.453448 + Penalty 110.653160 = -19002.800288 nChanged 25 SP:Iteration 3F (112.418055 sec): 3 clusters Score: Raw -19151.804589 + Penalty 118.543422 = -19033.261167 nChanged 12 SP:Iteration 4Q (112.418958 sec): 3 clusters Score: Raw -19172.727748 + Penalty 118.963209 = -19053.764539 nChanged 2 SP:Iteration 5Q (112.419762 sec): 3 clusters Score: Raw -19172.984335 + Penalty 118.963209 = -19054.021126 nChanged 0 SP:Iteration 6F (112.420680 sec): 3 clusters Score: Raw -19172.984335 + Penalty 118.963209 = -19054.021126 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 19 (694 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.423724 sec): 2 clusters Score: Raw -35454.023730 + Penalty 421.485964 = -35032.537766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.425147 sec): 3 clusters Score: Raw -35071.048805 + Penalty 843.412333 = -34227.636472 nChanged 257 SP:Iteration 1F (112.426529 sec): 3 clusters Score: Raw -35226.636004 + Penalty 845.300385 = -34381.335618 nChanged 69 SP:Iteration 2F (112.427911 sec): 3 clusters Score: Raw -35261.684727 + Penalty 847.504810 = -34414.179917 nChanged 43 SP:Iteration 3F (112.429290 sec): 3 clusters Score: Raw -35288.989586 + Penalty 851.417123 = -34437.572464 nChanged 32 SP:Iteration 4Q (112.430695 sec): 3 clusters Score: Raw -35309.315423 + Penalty 856.373489 = -34452.941933 nChanged 21 SP:Iteration 5Q (112.432150 sec): 3 clusters Score: Raw -35323.700017 + Penalty 863.163259 = -34460.536758 nChanged 19 SP:Iteration 6Q (112.433569 sec): 3 clusters Score: Raw -35341.044735 + Penalty 870.407990 = -34470.636745 nChanged 23 SP:Iteration 7Q (112.434994 sec): 3 clusters Score: Raw -35357.912177 + Penalty 879.427286 = -34478.484891 nChanged 23 SP:Iteration 8Q (112.436402 sec): 3 clusters Score: Raw -35382.025038 + Penalty 889.119039 = -34492.905999 nChanged 26 SP:Iteration 9Q (112.437797 sec): 3 clusters Score: Raw -35405.583589 + Penalty 896.196674 = -34509.386915 nChanged 19 SP:Iteration 10F (112.439192 sec): 3 clusters Score: Raw -35416.060810 + Penalty 903.309756 = -34512.751054 nChanged 17 SP:Iteration 11Q (112.440553 sec): 3 clusters Score: Raw -35428.787436 + Penalty 911.015485 = -34517.771952 nChanged 16 SP:Iteration 12Q (112.441934 sec): 3 clusters Score: Raw -35441.128403 + Penalty 924.508132 = -34516.620271 nChanged 17 SP:Iteration 13F (112.443334 sec): 3 clusters Score: Raw -35461.076956 + Penalty 932.245429 = -34528.831527 nChanged 13 SP:Iteration 14Q (112.444736 sec): 3 clusters Score: Raw -35468.808718 + Penalty 935.597322 = -34533.211396 nChanged 11 SP:Iteration 15Q (112.446112 sec): 3 clusters Score: Raw -35474.800823 + Penalty 940.562115 = -34534.238707 nChanged 9 SP:Iteration 16Q (112.447471 sec): 3 clusters Score: Raw -35480.829504 + Penalty 950.551513 = -34530.277992 nChanged 9 SP:Iteration 17F (112.448912 sec): 3 clusters Score: Raw -35485.416557 + Penalty 954.945775 = -34530.470783 nChanged 5 SP:Iteration 18Q (112.450272 sec): 3 clusters Score: Raw -35487.701570 + Penalty 959.971878 = -34527.729692 nChanged 5 SP:Iteration 19F (112.451680 sec): 3 clusters Score: Raw -35491.035285 + Penalty 965.739625 = -34525.295660 nChanged 7 SP:Iteration 20F (112.453075 sec): 3 clusters Score: Raw -35494.909138 + Penalty 972.651754 = -34522.257383 nChanged 5 SP:Iteration 21F (112.454479 sec): 3 clusters Score: Raw -35497.692113 + Penalty 981.062104 = -34516.630009 nChanged 8 SP:Iteration 22F (112.455877 sec): 3 clusters Score: Raw -35503.075506 + Penalty 990.118884 = -34512.956622 nChanged 9 SP:Iteration 23F (112.457266 sec): 3 clusters Score: Raw -35508.224237 + Penalty 997.737631 = -34510.486607 nChanged 9 SP:Iteration 24F (112.458643 sec): 3 clusters Score: Raw -35516.271724 + Penalty 1005.295078 = -34510.976646 nChanged 7 SP:Iteration 25Q (112.459963 sec): 3 clusters Score: Raw -35521.586259 + Penalty 1011.664747 = -34509.921512 nChanged 7 SP:Iteration 26F (112.461366 sec): 3 clusters Score: Raw -35527.988125 + Penalty 1016.315534 = -34511.672591 nChanged 5 SP:Iteration 27Q (112.462668 sec): 3 clusters Score: Raw -35530.145353 + Penalty 1023.647373 = -34506.497979 nChanged 5 SP:Iteration 28F (112.464079 sec): 3 clusters Score: Raw -35534.190543 + Penalty 1027.353753 = -34506.836791 nChanged 2 SP:Iteration 29Q (112.465369 sec): 3 clusters Score: Raw -35535.607936 + Penalty 1030.160496 = -34505.447440 nChanged 2 SP:Iteration 30F (112.466774 sec): 3 clusters Score: Raw -35536.218536 + Penalty 1033.618043 = -34502.600494 nChanged 2 SP:Iteration 31F (112.468189 sec): 3 clusters Score: Raw -35537.398723 + Penalty 1036.086992 = -34501.311731 nChanged 3 SP:Iteration 32F (112.469601 sec): 3 clusters Score: Raw -35538.865676 + Penalty 1036.380941 = -34502.484735 nChanged 1 SP:Iteration 33Q (112.470881 sec): 3 clusters Score: Raw -35539.071176 + Penalty 1036.380941 = -34502.690236 nChanged 0 SP:Iteration 34F (112.472282 sec): 3 clusters Score: Raw -35539.071176 + Penalty 1036.380941 = -34502.690236 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 20 (1139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.476869 sec): 2 clusters Score: Raw -71898.563157 + Penalty 1050.354578 = -70848.208579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.479096 sec): 3 clusters Score: Raw -71413.155069 + Penalty 2100.652805 = -69312.502264 nChanged 345 SP:Iteration 1F (112.481298 sec): 3 clusters Score: Raw -71718.586994 + Penalty 2100.704494 = -69617.882500 nChanged 128 SP:Iteration 2F (112.483471 sec): 3 clusters Score: Raw -71889.559261 + Penalty 2100.720885 = -69788.838376 nChanged 82 SP:Iteration 3F (112.485719 sec): 3 clusters Score: Raw -72011.741377 + Penalty 2100.702065 = -69911.039312 nChanged 67 SP:Iteration 4F (112.487923 sec): 3 clusters Score: Raw -72103.271398 + Penalty 2100.575057 = -70002.696341 nChanged 45 SP:Iteration 5Q (112.490009 sec): 3 clusters Score: Raw -72145.399602 + Penalty 2100.468707 = -70044.930896 nChanged 40 SP:Iteration 6Q (112.492067 sec): 3 clusters Score: Raw -72176.832506 + Penalty 2100.158929 = -70076.673578 nChanged 17 SP:Iteration 7Q (112.494129 sec): 3 clusters Score: Raw -72190.128670 + Penalty 2099.876823 = -70090.251847 nChanged 13 SP:Iteration 8Q (112.496178 sec): 3 clusters Score: Raw -72200.135564 + Penalty 2099.701195 = -70100.434369 nChanged 12 SP:Iteration 9Q (112.498253 sec): 3 clusters Score: Raw -72208.824159 + Penalty 2099.689770 = -70109.134389 nChanged 4 SP:Iteration 10F (112.500426 sec): 3 clusters Score: Raw -72210.872475 + Penalty 2099.649844 = -70111.222631 nChanged 3 SP:Iteration 11Q (112.502504 sec): 3 clusters Score: Raw -72212.416608 + Penalty 2099.604788 = -70112.811820 nChanged 2 SP:Iteration 12Q (112.504599 sec): 3 clusters Score: Raw -72214.092902 + Penalty 2099.551715 = -70114.541187 nChanged 4 SP:Iteration 13Q (112.506709 sec): 3 clusters Score: Raw -72217.679488 + Penalty 2099.476208 = -70118.203280 nChanged 3 SP:Iteration 14Q (112.508804 sec): 3 clusters Score: Raw -72218.690385 + Penalty 2099.476208 = -70119.214177 nChanged 0 SP:Iteration 15F (112.510946 sec): 3 clusters Score: Raw -72218.690385 + Penalty 2099.476208 = -70119.214177 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 21 (478 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.513875 sec): 2 clusters Score: Raw -28566.429228 + Penalty 886.904475 = -27679.524753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.514935 sec): 3 clusters Score: Raw -28412.287150 + Penalty 1773.385494 = -26638.901657 nChanged 112 SP:Iteration 1F (112.515972 sec): 3 clusters Score: Raw -28525.478653 + Penalty 1773.202721 = -26752.275933 nChanged 27 SP:Iteration 2F (112.517026 sec): 3 clusters Score: Raw -28557.093401 + Penalty 1773.345186 = -26783.748215 nChanged 18 SP:Iteration 3Q (112.518065 sec): 3 clusters Score: Raw -28588.371080 + Penalty 1772.316674 = -26816.054406 nChanged 19 SP:Iteration 4Q (112.519162 sec): 3 clusters Score: Raw -28605.617389 + Penalty 1771.450513 = -26834.166876 nChanged 5 SP:Iteration 5Q (112.520238 sec): 3 clusters Score: Raw -28613.941286 + Penalty 1769.828100 = -26844.113186 nChanged 9 SP:Iteration 6Q (112.522811 sec): 3 clusters Score: Raw -28626.919101 + Penalty 1769.002363 = -26857.916738 nChanged 8 SP:Iteration 7Q (112.524241 sec): 3 clusters Score: Raw -28637.666551 + Penalty 1767.383557 = -26870.282994 nChanged 7 SP:Iteration 8Q (112.525493 sec): 3 clusters Score: Raw -28647.034318 + Penalty 1766.403907 = -26880.630411 nChanged 7 SP:Iteration 9Q (112.526862 sec): 3 clusters Score: Raw -28652.644273 + Penalty 1765.698205 = -26886.946068 nChanged 2 SP:Iteration 10F (112.528472 sec): 3 clusters Score: Raw -28653.121845 + Penalty 1765.392883 = -26887.728962 nChanged 1 SP:Iteration 11Q (112.529795 sec): 3 clusters Score: Raw -28653.357942 + Penalty 1765.147337 = -26888.210605 nChanged 1 SP:Iteration 12Q (112.530905 sec): 3 clusters Score: Raw -28653.656625 + Penalty 1765.518021 = -26888.138604 nChanged 1 SP:Iteration 13F (112.532045 sec): 3 clusters Score: Raw -28655.060014 + Penalty 1765.518021 = -26889.541993 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 22 (253 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.533663 sec): 2 clusters Score: Raw -12040.613082 + Penalty 490.964964 = -11549.648118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.534318 sec): 3 clusters Score: Raw -11974.415348 + Penalty 974.160854 = -11000.254494 nChanged 52 SP:Iteration 1F (112.534964 sec): 3 clusters Score: Raw -12036.833854 + Penalty 974.509786 = -11062.324067 nChanged 19 SP:Iteration 2F (112.535629 sec): 3 clusters Score: Raw -12066.059051 + Penalty 975.574156 = -11090.484895 nChanged 11 SP:Iteration 3Q (112.536277 sec): 3 clusters Score: Raw -12088.559071 + Penalty 983.413482 = -11105.145589 nChanged 11 SP:Iteration 4Q (112.536899 sec): 3 clusters Score: Raw -12105.856953 + Penalty 992.330002 = -11113.526951 nChanged 10 SP:Iteration 5Q (112.537550 sec): 3 clusters Score: Raw -12118.377818 + Penalty 1000.362195 = -11118.015624 nChanged 8 SP:Iteration 6Q (112.538188 sec): 3 clusters Score: Raw -12125.354780 + Penalty 1003.475827 = -11121.878953 nChanged 2 SP:Iteration 7Q (112.538826 sec): 3 clusters Score: Raw -12127.859168 + Penalty 1005.044698 = -11122.814470 nChanged 1 SP:Iteration 8Q (112.539462 sec): 3 clusters Score: Raw -12131.151229 + Penalty 1011.639564 = -11119.511665 nChanged 4 SP:Iteration 9F (112.540160 sec): 3 clusters Score: Raw -12137.048397 + Penalty 1018.203674 = -11118.844724 nChanged 4 SP:Iteration 10F (112.540821 sec): 3 clusters Score: Raw -12141.754256 + Penalty 1019.702358 = -11122.051898 nChanged 1 SP:Iteration 11Q (112.541435 sec): 3 clusters Score: Raw -12142.227878 + Penalty 1021.253343 = -11120.974535 nChanged 1 SP:Iteration 12F (112.542075 sec): 3 clusters Score: Raw -12143.154734 + Penalty 1023.911132 = -11119.243602 nChanged 1 SP:Iteration 13F (112.542713 sec): 3 clusters Score: Raw -12143.748796 + Penalty 1026.111980 = -11117.636816 nChanged 1 SP:Iteration 14F (112.543353 sec): 3 clusters Score: Raw -12144.468894 + Penalty 1027.984534 = -11116.484360 nChanged 1 SP:Iteration 15F (112.543992 sec): 3 clusters Score: Raw -12145.326375 + Penalty 1027.984534 = -11117.341841 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 25 (352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.545804 sec): 2 clusters Score: Raw -17263.325451 + Penalty 367.379549 = -16895.945901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.546630 sec): 3 clusters Score: Raw -17104.772143 + Penalty 790.011686 = -16314.760457 nChanged 124 SP:Iteration 1F (112.547442 sec): 3 clusters Score: Raw -17304.457703 + Penalty 845.977960 = -16458.479743 nChanged 44 SP:Iteration 2F (112.548253 sec): 3 clusters Score: Raw -17394.465116 + Penalty 851.328649 = -16543.136466 nChanged 16 SP:Iteration 3Q (112.549011 sec): 3 clusters Score: Raw -17416.274304 + Penalty 847.365933 = -16568.908371 nChanged 9 SP:Iteration 4Q (112.549801 sec): 3 clusters Score: Raw -17429.496487 + Penalty 850.441226 = -16579.055261 nChanged 10 SP:Iteration 5Q (112.550556 sec): 3 clusters Score: Raw -17446.595880 + Penalty 838.200381 = -16608.395499 nChanged 8 SP:Iteration 6Q (112.551323 sec): 3 clusters Score: Raw -17455.189487 + Penalty 832.495854 = -16622.693633 nChanged 4 SP:Iteration 7Q (112.552086 sec): 3 clusters Score: Raw -17459.212023 + Penalty 830.487220 = -16628.724802 nChanged 1 SP:Iteration 8Q (112.552846 sec): 3 clusters Score: Raw -17459.759667 + Penalty 827.039809 = -16632.719858 nChanged 2 SP:Iteration 9Q (112.553606 sec): 3 clusters Score: Raw -17460.535679 + Penalty 827.039809 = -16633.495871 nChanged 0 SP:Iteration 10F (112.554445 sec): 3 clusters Score: Raw -17460.535679 + Penalty 827.039809 = -16633.495871 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 29 (124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.555645 sec): 2 clusters Score: Raw -5395.957168 + Penalty 45.715501 = -5350.241666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.556055 sec): 3 clusters Score: Raw -5349.864731 + Penalty 102.145714 = -5247.719017 nChanged 51 SP:Iteration 1F (112.556470 sec): 3 clusters Score: Raw -5417.305206 + Penalty 110.201736 = -5307.103470 nChanged 8 SP:Iteration 2F (112.556882 sec): 3 clusters Score: Raw -5426.720008 + Penalty 116.560750 = -5310.159258 nChanged 4 SP:Iteration 3Q (112.557291 sec): 3 clusters Score: Raw -5432.667427 + Penalty 121.263415 = -5311.404012 nChanged 2 SP:Iteration 4Q (112.557700 sec): 3 clusters Score: Raw -5434.820709 + Penalty 123.973715 = -5310.846994 nChanged 1 SP:Iteration 5F (112.558111 sec): 3 clusters Score: Raw -5435.763861 + Penalty 126.970569 = -5308.793292 nChanged 1 SP:Iteration 6F (112.558523 sec): 3 clusters Score: Raw -5436.023919 + Penalty 126.970569 = -5309.053351 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 32 (920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.561837 sec): 2 clusters Score: Raw -36446.294972 + Penalty 1001.161096 = -35445.133876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.563712 sec): 3 clusters Score: Raw -36161.581264 + Penalty 2002.389869 = -34159.191395 nChanged 261 SP:Iteration 1F (112.565534 sec): 3 clusters Score: Raw -36416.256773 + Penalty 2002.596972 = -34413.659801 nChanged 75 SP:Iteration 2F (112.567293 sec): 3 clusters Score: Raw -36518.195756 + Penalty 2002.855336 = -34515.340420 nChanged 57 SP:Iteration 3F (112.569066 sec): 3 clusters Score: Raw -36613.644387 + Penalty 2003.555210 = -34610.089177 nChanged 40 SP:Iteration 4Q (112.570777 sec): 3 clusters Score: Raw -36671.890115 + Penalty 2004.025374 = -34667.864741 nChanged 29 SP:Iteration 5Q (112.572469 sec): 3 clusters Score: Raw -36702.868851 + Penalty 2004.137901 = -34698.730950 nChanged 15 SP:Iteration 6Q (112.574238 sec): 3 clusters Score: Raw -36719.475986 + Penalty 2004.132725 = -34715.343262 nChanged 16 SP:Iteration 7Q (112.575976 sec): 3 clusters Score: Raw -36732.979699 + Penalty 2004.095758 = -34728.883941 nChanged 6 SP:Iteration 8Q (112.577658 sec): 3 clusters Score: Raw -36736.577258 + Penalty 2003.899535 = -34732.677723 nChanged 8 SP:Iteration 9Q (112.579328 sec): 3 clusters Score: Raw -36745.080801 + Penalty 2003.912890 = -34741.167911 nChanged 6 SP:Iteration 10F (112.581087 sec): 3 clusters Score: Raw -36751.024209 + Penalty 2003.964573 = -34747.059636 nChanged 5 SP:Iteration 11Q (112.582762 sec): 3 clusters Score: Raw -36755.099594 + Penalty 2003.784186 = -34751.315409 nChanged 2 SP:Iteration 12Q (112.584475 sec): 3 clusters Score: Raw -36757.322237 + Penalty 2003.557363 = -34753.764874 nChanged 4 SP:Iteration 13Q (112.586199 sec): 3 clusters Score: Raw -36761.467396 + Penalty 2003.422209 = -34758.045187 nChanged 5 SP:Iteration 14Q (112.587909 sec): 3 clusters Score: Raw -36774.123316 + Penalty 2003.357876 = -34770.765440 nChanged 5 SP:Iteration 15Q (112.589811 sec): 3 clusters Score: Raw -36779.204855 + Penalty 2003.379547 = -34775.825308 nChanged 5 SP:Iteration 16Q (112.591855 sec): 3 clusters Score: Raw -36785.015097 + Penalty 2003.117303 = -34781.897795 nChanged 8 SP:Iteration 17Q (112.593663 sec): 3 clusters Score: Raw -36790.917570 + Penalty 2002.831660 = -34788.085910 nChanged 6 SP:Iteration 18Q (112.595346 sec): 3 clusters Score: Raw -36793.902187 + Penalty 2002.783170 = -34791.119017 nChanged 3 SP:Iteration 19Q (112.597206 sec): 3 clusters Score: Raw -36797.221701 + Penalty 2002.625369 = -34794.596333 nChanged 3 SP:Iteration 20F (112.598977 sec): 3 clusters Score: Raw -36801.315699 + Penalty 2002.443605 = -34798.872094 nChanged 5 SP:Iteration 21Q (112.600678 sec): 3 clusters Score: Raw -36809.747264 + Penalty 2002.449253 = -34807.298011 nChanged 8 SP:Iteration 22Q (112.602491 sec): 3 clusters Score: Raw -36818.645297 + Penalty 2002.507854 = -34816.137443 nChanged 7 SP:Iteration 23Q (112.604179 sec): 3 clusters Score: Raw -36837.461975 + Penalty 2002.751178 = -34834.710798 nChanged 11 SP:Iteration 24Q (112.605830 sec): 3 clusters Score: Raw -36845.683675 + Penalty 2002.753148 = -34842.930526 nChanged 4 SP:Iteration 25Q (112.607473 sec): 3 clusters Score: Raw -36847.542579 + Penalty 2002.696637 = -34844.845942 nChanged 3 SP:Iteration 26Q (112.609115 sec): 3 clusters Score: Raw -36850.208070 + Penalty 2002.630014 = -34847.578056 nChanged 3 SP:Iteration 27Q (112.610784 sec): 3 clusters Score: Raw -36852.997916 + Penalty 2002.401818 = -34850.596098 nChanged 3 SP:Iteration 28Q (112.612480 sec): 3 clusters Score: Raw -36857.541908 + Penalty 2002.403469 = -34855.138439 nChanged 2 SP:Iteration 29Q (112.614150 sec): 3 clusters Score: Raw -36859.872612 + Penalty 2002.322193 = -34857.550419 nChanged 1 SP:Iteration 30F (112.615906 sec): 3 clusters Score: Raw -36860.361692 + Penalty 2002.322193 = -34858.039499 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 34 (603 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.618714 sec): 2 clusters Score: Raw -25206.870277 + Penalty 686.334089 = -24520.536187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.620024 sec): 3 clusters Score: Raw -24966.686055 + Penalty 1373.026494 = -23593.659561 nChanged 172 SP:Iteration 1F (112.621284 sec): 3 clusters Score: Raw -25146.724409 + Penalty 1373.395569 = -23773.328841 nChanged 62 SP:Iteration 2F (112.622578 sec): 3 clusters Score: Raw -25249.893224 + Penalty 1372.746508 = -23877.146716 nChanged 44 SP:Iteration 3F (112.623833 sec): 3 clusters Score: Raw -25314.097770 + Penalty 1372.664521 = -23941.433249 nChanged 25 SP:Iteration 4Q (112.625042 sec): 3 clusters Score: Raw -25349.030065 + Penalty 1373.343707 = -23975.686358 nChanged 20 SP:Iteration 5Q (112.626241 sec): 3 clusters Score: Raw -25384.190963 + Penalty 1373.703174 = -24010.487789 nChanged 14 SP:Iteration 6Q (112.627418 sec): 3 clusters Score: Raw -25397.848406 + Penalty 1374.156834 = -24023.691572 nChanged 10 SP:Iteration 7Q (112.628594 sec): 3 clusters Score: Raw -25406.437965 + Penalty 1374.502590 = -24031.935375 nChanged 3 SP:Iteration 8Q (112.629793 sec): 3 clusters Score: Raw -25407.588964 + Penalty 1374.502590 = -24033.086375 nChanged 0 SP:Iteration 9F (112.631047 sec): 3 clusters Score: Raw -25407.588964 + Penalty 1374.502590 = -24033.086375 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 36 (288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.632742 sec): 2 clusters Score: Raw -14526.594999 + Penalty 245.481691 = -14281.113308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.633477 sec): 3 clusters Score: Raw -14381.648583 + Penalty 484.420842 = -13897.227741 nChanged 104 SP:Iteration 1F (112.634180 sec): 3 clusters Score: Raw -14458.891315 + Penalty 493.637366 = -13965.253949 nChanged 51 SP:Iteration 2F (112.634882 sec): 3 clusters Score: Raw -14542.964053 + Penalty 511.924036 = -14031.040017 nChanged 32 SP:Iteration 3F (112.635584 sec): 3 clusters Score: Raw -14577.421301 + Penalty 522.747957 = -14054.673344 nChanged 14 SP:Iteration 4Q (112.636266 sec): 3 clusters Score: Raw -14586.616708 + Penalty 532.063676 = -14054.553032 nChanged 7 SP:Iteration 5F (112.636972 sec): 3 clusters Score: Raw -14592.815516 + Penalty 544.581906 = -14048.233609 nChanged 9 SP:Iteration 6F (112.637674 sec): 3 clusters Score: Raw -14597.404618 + Penalty 546.689883 = -14050.714734 nChanged 2 SP:Iteration 7Q (112.638356 sec): 3 clusters Score: Raw -14597.787715 + Penalty 548.293890 = -14049.493825 nChanged 1 SP:Iteration 8F (112.639056 sec): 3 clusters Score: Raw -14597.954116 + Penalty 548.293890 = -14049.660226 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 37 (1034 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.642851 sec): 2 clusters Score: Raw -48704.368646 + Penalty 555.820020 = -48148.548626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.644920 sec): 3 clusters Score: Raw -48173.654567 + Penalty 1116.021314 = -47057.633253 nChanged 366 SP:Iteration 1F (112.647004 sec): 3 clusters Score: Raw -48398.913772 + Penalty 1123.344266 = -47275.569506 nChanged 126 SP:Iteration 2F (112.649211 sec): 3 clusters Score: Raw -48507.752712 + Penalty 1131.374149 = -47376.378563 nChanged 100 SP:Iteration 3F (112.651366 sec): 3 clusters Score: Raw -48618.558502 + Penalty 1143.150243 = -47475.408260 nChanged 73 SP:Iteration 4F (112.653505 sec): 3 clusters Score: Raw -48702.914855 + Penalty 1152.052583 = -47550.862273 nChanged 51 SP:Iteration 5Q (112.655633 sec): 3 clusters Score: Raw -48751.455477 + Penalty 1159.735012 = -47591.720465 nChanged 36 SP:Iteration 6Q (112.657651 sec): 3 clusters Score: Raw -48785.224996 + Penalty 1168.691301 = -47616.533694 nChanged 19 SP:Iteration 7Q (112.659601 sec): 3 clusters Score: Raw -48804.805044 + Penalty 1178.141504 = -47626.663540 nChanged 19 SP:Iteration 8Q (112.661548 sec): 3 clusters Score: Raw -48829.333113 + Penalty 1187.100251 = -47642.232862 nChanged 15 SP:Iteration 9Q (112.663471 sec): 3 clusters Score: Raw -48847.835730 + Penalty 1193.230234 = -47654.605496 nChanged 12 SP:Iteration 10F (112.665475 sec): 3 clusters Score: Raw -48862.568504 + Penalty 1197.222892 = -47665.345612 nChanged 6 SP:Iteration 11Q (112.667393 sec): 3 clusters Score: Raw -48869.488219 + Penalty 1198.691935 = -47670.796284 nChanged 6 SP:Iteration 12Q (112.669321 sec): 3 clusters Score: Raw -48871.758183 + Penalty 1198.763686 = -47672.994497 nChanged 2 SP:Iteration 13Q (112.671237 sec): 3 clusters Score: Raw -48872.075129 + Penalty 1198.763686 = -47673.311442 nChanged 0 SP:Iteration 14F (112.673253 sec): 3 clusters Score: Raw -48872.075129 + Penalty 1198.763686 = -47673.311442 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 41 (407 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.675396 sec): 2 clusters Score: Raw -17752.149861 + Penalty 928.184241 = -16823.965620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.676323 sec): 3 clusters Score: Raw -17700.674033 + Penalty 1856.420626 = -15844.253407 nChanged 97 SP:Iteration 1F (112.677234 sec): 3 clusters Score: Raw -17837.930801 + Penalty 1856.446390 = -15981.484411 nChanged 21 SP:Iteration 2F (112.678144 sec): 3 clusters Score: Raw -17882.245689 + Penalty 1856.400990 = -16025.844699 nChanged 14 SP:Iteration 3Q (112.679017 sec): 3 clusters Score: Raw -17906.735395 + Penalty 1856.643850 = -16050.091546 nChanged 8 SP:Iteration 4Q (112.679887 sec): 3 clusters Score: Raw -17923.455668 + Penalty 1856.872574 = -16066.583094 nChanged 7 SP:Iteration 5Q (112.680756 sec): 3 clusters Score: Raw -17938.773476 + Penalty 1857.402316 = -16081.371160 nChanged 6 SP:Iteration 6Q (112.681674 sec): 3 clusters Score: Raw -17948.126997 + Penalty 1857.516827 = -16090.610170 nChanged 3 SP:Iteration 7Q (112.682573 sec): 3 clusters Score: Raw -17950.993761 + Penalty 1857.774561 = -16093.219200 nChanged 2 SP:Iteration 8Q (112.683467 sec): 3 clusters Score: Raw -17952.509057 + Penalty 1857.853878 = -16094.655179 nChanged 1 SP:Iteration 9Q (112.684364 sec): 3 clusters Score: Raw -17953.992379 + Penalty 1857.853878 = -16096.138501 nChanged 0 SP:Iteration 10F (112.685277 sec): 3 clusters Score: Raw -17953.992379 + Penalty 1857.853878 = -16096.138501 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 42 (638 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.687992 sec): 2 clusters Score: Raw -34075.664686 + Penalty 762.712044 = -33312.952643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.689393 sec): 3 clusters Score: Raw -33825.707764 + Penalty 1515.341361 = -32310.366403 nChanged 166 SP:Iteration 1F (112.690709 sec): 3 clusters Score: Raw -33968.657406 + Penalty 1514.316292 = -32454.341114 nChanged 50 SP:Iteration 2F (112.692028 sec): 3 clusters Score: Raw -34024.618313 + Penalty 1512.680344 = -32511.937969 nChanged 35 SP:Iteration 3F (112.693329 sec): 3 clusters Score: Raw -34061.219666 + Penalty 1510.354844 = -32550.864823 nChanged 33 SP:Iteration 4F (112.694630 sec): 3 clusters Score: Raw -34098.948256 + Penalty 1509.749867 = -32589.198388 nChanged 19 SP:Iteration 5Q (112.695925 sec): 3 clusters Score: Raw -34121.417844 + Penalty 1511.965798 = -32609.452046 nChanged 15 SP:Iteration 6Q (112.697212 sec): 3 clusters Score: Raw -34136.458496 + Penalty 1513.235839 = -32623.222657 nChanged 19 SP:Iteration 7Q (112.698499 sec): 3 clusters Score: Raw -34150.338291 + Penalty 1511.663119 = -32638.675172 nChanged 15 SP:Iteration 8Q (112.699792 sec): 3 clusters Score: Raw -34167.726831 + Penalty 1514.838052 = -32652.888779 nChanged 8 SP:Iteration 9Q (112.701074 sec): 3 clusters Score: Raw -34174.379084 + Penalty 1520.518940 = -32653.860145 nChanged 9 SP:Iteration 10F (112.702375 sec): 3 clusters Score: Raw -34181.334229 + Penalty 1524.822610 = -32656.511620 nChanged 7 SP:Iteration 11Q (112.703657 sec): 3 clusters Score: Raw -34187.980871 + Penalty 1531.824199 = -32656.156672 nChanged 12 SP:Iteration 12F (112.704956 sec): 3 clusters Score: Raw -34199.927072 + Penalty 1534.877203 = -32665.049869 nChanged 6 SP:Iteration 13Q (112.706240 sec): 3 clusters Score: Raw -34203.157621 + Penalty 1538.165232 = -32664.992389 nChanged 3 SP:Iteration 14F (112.707571 sec): 3 clusters Score: Raw -34205.628571 + Penalty 1539.514378 = -32666.114193 nChanged 3 SP:Iteration 15Q (112.708849 sec): 3 clusters Score: Raw -34206.994211 + Penalty 1539.514378 = -32667.479833 nChanged 0 SP:Iteration 16F (112.710168 sec): 3 clusters Score: Raw -34206.994211 + Penalty 1539.514378 = -32667.479833 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 43 (749 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.713186 sec): 2 clusters Score: Raw -37033.378500 + Penalty 740.793547 = -36292.584952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.714732 sec): 3 clusters Score: Raw -36718.919550 + Penalty 1495.057895 = -35223.861655 nChanged 224 SP:Iteration 1F (112.716256 sec): 3 clusters Score: Raw -36918.316012 + Penalty 1518.586723 = -35399.729288 nChanged 79 SP:Iteration 2F (112.717785 sec): 3 clusters Score: Raw -37018.315158 + Penalty 1539.236280 = -35479.078878 nChanged 55 SP:Iteration 3F (112.719285 sec): 3 clusters Score: Raw -37109.412307 + Penalty 1558.586199 = -35550.826108 nChanged 41 SP:Iteration 4F (112.720767 sec): 3 clusters Score: Raw -37172.003347 + Penalty 1578.138289 = -35593.865057 nChanged 28 SP:Iteration 5Q (112.722234 sec): 3 clusters Score: Raw -37211.526866 + Penalty 1589.291568 = -35622.235298 nChanged 13 SP:Iteration 6Q (112.723652 sec): 3 clusters Score: Raw -37231.336445 + Penalty 1599.736532 = -35631.599913 nChanged 11 SP:Iteration 7Q (112.725059 sec): 3 clusters Score: Raw -37248.779934 + Penalty 1604.384482 = -35644.395453 nChanged 6 SP:Iteration 8Q (112.726460 sec): 3 clusters Score: Raw -37257.163301 + Penalty 1606.277459 = -35650.885842 nChanged 1 SP:Iteration 9Q (112.727862 sec): 3 clusters Score: Raw -37258.727727 + Penalty 1607.963705 = -35650.764022 nChanged 1 SP:Iteration 10F (112.729361 sec): 3 clusters Score: Raw -37259.585398 + Penalty 1609.049310 = -35650.536088 nChanged 1 SP:Iteration 11F (112.730865 sec): 3 clusters Score: Raw -37261.373849 + Penalty 1609.049310 = -35652.324540 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 44 (760 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.733897 sec): 2 clusters Score: Raw -40509.724363 + Penalty 747.270898 = -39762.453465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.735450 sec): 3 clusters Score: Raw -40165.960105 + Penalty 1497.954014 = -38668.006092 nChanged 226 SP:Iteration 1F (112.736967 sec): 3 clusters Score: Raw -40328.345186 + Penalty 1515.189997 = -38813.155189 nChanged 82 SP:Iteration 2F (112.738498 sec): 3 clusters Score: Raw -40445.524741 + Penalty 1549.554687 = -38895.970054 nChanged 68 SP:Iteration 3F (112.740019 sec): 3 clusters Score: Raw -40563.162070 + Penalty 1576.657256 = -38986.504814 nChanged 39 SP:Iteration 4F (112.741528 sec): 3 clusters Score: Raw -40639.489405 + Penalty 1595.082312 = -39044.407093 nChanged 25 SP:Iteration 5Q (112.742979 sec): 3 clusters Score: Raw -40680.474366 + Penalty 1609.504400 = -39070.969966 nChanged 15 SP:Iteration 6Q (112.744420 sec): 3 clusters Score: Raw -40709.784353 + Penalty 1619.565448 = -39090.218906 nChanged 13 SP:Iteration 7Q (112.745825 sec): 3 clusters Score: Raw -40731.903290 + Penalty 1620.007884 = -39111.895406 nChanged 5 SP:Iteration 8Q (112.747201 sec): 3 clusters Score: Raw -40739.023899 + Penalty 1622.635070 = -39116.388828 nChanged 2 SP:Iteration 9Q (112.748649 sec): 3 clusters Score: Raw -40743.563605 + Penalty 1623.924115 = -39119.639490 nChanged 1 SP:Iteration 10F (112.750269 sec): 3 clusters Score: Raw -40745.157647 + Penalty 1623.924115 = -39121.233532 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 45 (776 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.753426 sec): 2 clusters Score: Raw -41956.264735 + Penalty 635.877474 = -41320.387261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.755050 sec): 3 clusters Score: Raw -41554.578572 + Penalty 1281.452694 = -40273.125878 nChanged 262 SP:Iteration 1F (112.756607 sec): 3 clusters Score: Raw -41746.778047 + Penalty 1316.868563 = -40429.909484 nChanged 102 SP:Iteration 2F (112.758156 sec): 3 clusters Score: Raw -41859.513449 + Penalty 1350.506725 = -40509.006724 nChanged 59 SP:Iteration 3F (112.759735 sec): 3 clusters Score: Raw -41921.231407 + Penalty 1370.229210 = -40551.002197 nChanged 33 SP:Iteration 4Q (112.761280 sec): 3 clusters Score: Raw -41960.260986 + Penalty 1383.768448 = -40576.492538 nChanged 22 SP:Iteration 5Q (112.762775 sec): 3 clusters Score: Raw -41985.164373 + Penalty 1393.005430 = -40592.158944 nChanged 17 SP:Iteration 6Q (112.764253 sec): 3 clusters Score: Raw -42006.796748 + Penalty 1402.625356 = -40604.171392 nChanged 12 SP:Iteration 7Q (112.765703 sec): 3 clusters Score: Raw -42017.558600 + Penalty 1406.812772 = -40610.745828 nChanged 7 SP:Iteration 8Q (112.767117 sec): 3 clusters Score: Raw -42024.433936 + Penalty 1413.943318 = -40610.490618 nChanged 6 SP:Iteration 9F (112.768637 sec): 3 clusters Score: Raw -42032.448258 + Penalty 1420.660519 = -40611.787740 nChanged 6 SP:Iteration 10F (112.770208 sec): 3 clusters Score: Raw -42039.051371 + Penalty 1421.909066 = -40617.142305 nChanged 5 SP:Iteration 11Q (112.771631 sec): 3 clusters Score: Raw -42047.961127 + Penalty 1422.128070 = -40625.833057 nChanged 2 SP:Iteration 12Q (112.773014 sec): 3 clusters Score: Raw -42049.177355 + Penalty 1424.481045 = -40624.696309 nChanged 1 SP:Iteration 13F (112.774567 sec): 3 clusters Score: Raw -42050.237070 + Penalty 1424.481045 = -40625.756025 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 56 (416 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.776729 sec): 2 clusters Score: Raw -23672.453731 + Penalty 924.577201 = -22747.876530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.777665 sec): 3 clusters Score: Raw -23631.360180 + Penalty 1850.460377 = -21780.899803 nChanged 92 SP:Iteration 1F (112.778590 sec): 3 clusters Score: Raw -23777.906187 + Penalty 1852.600275 = -21925.305912 nChanged 25 SP:Iteration 2F (112.779510 sec): 3 clusters Score: Raw -23816.149880 + Penalty 1854.493160 = -21961.656720 nChanged 14 SP:Iteration 3Q (112.780399 sec): 3 clusters Score: Raw -23835.123382 + Penalty 1855.103980 = -21980.019401 nChanged 3 SP:Iteration 4Q (112.781320 sec): 3 clusters Score: Raw -23837.775347 + Penalty 1855.722470 = -21982.052877 nChanged 2 SP:Iteration 5Q (112.782205 sec): 3 clusters Score: Raw -23839.786625 + Penalty 1855.879677 = -21983.906948 nChanged 1 SP:Iteration 6Q (112.783088 sec): 3 clusters Score: Raw -23841.542457 + Penalty 1856.127175 = -21985.415282 nChanged 1 SP:Iteration 7Q (112.783971 sec): 3 clusters Score: Raw -23842.252891 + Penalty 1856.330046 = -21985.922846 nChanged 1 SP:Iteration 8Q (112.784853 sec): 3 clusters Score: Raw -23842.926039 + Penalty 1856.330046 = -21986.595993 nChanged 0 SP:Iteration 9F (112.785779 sec): 3 clusters Score: Raw -23842.926039 + Penalty 1856.330046 = -21986.595993 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 58 (274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.787415 sec): 2 clusters Score: Raw -9106.985292 + Penalty 412.959939 = -8694.025353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.788142 sec): 3 clusters Score: Raw -9106.576917 + Penalty 826.787354 = -8279.789563 nChanged 63 SP:Iteration 1F (112.788844 sec): 3 clusters Score: Raw -9203.014297 + Penalty 832.642880 = -8370.371417 nChanged 25 SP:Iteration 2F (112.789559 sec): 3 clusters Score: Raw -9250.388829 + Penalty 834.041472 = -8416.347357 nChanged 16 SP:Iteration 3F (112.790261 sec): 3 clusters Score: Raw -9286.672201 + Penalty 837.496916 = -8449.175285 nChanged 8 SP:Iteration 4Q (112.790929 sec): 3 clusters Score: Raw -9304.368330 + Penalty 838.418874 = -8465.949456 nChanged 6 SP:Iteration 5Q (112.791618 sec): 3 clusters Score: Raw -9312.274954 + Penalty 841.071791 = -8471.203163 nChanged 4 SP:Iteration 6Q (112.792274 sec): 3 clusters Score: Raw -9331.170571 + Penalty 845.410524 = -8485.760047 nChanged 6 SP:Iteration 7Q (112.792916 sec): 3 clusters Score: Raw -9338.229429 + Penalty 846.416021 = -8491.813408 nChanged 1 SP:Iteration 8Q (112.793546 sec): 3 clusters Score: Raw -9338.617687 + Penalty 846.416021 = -8492.201666 nChanged 0 SP:Iteration 9F (112.794221 sec): 3 clusters Score: Raw -9338.617687 + Penalty 846.416021 = -8492.201666 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 66 (262 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.795737 sec): 2 clusters Score: Raw -12180.685557 + Penalty 56.809324 = -12123.876233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.796403 sec): 3 clusters Score: Raw -12027.492182 + Penalty 130.106086 = -11897.386097 nChanged 110 SP:Iteration 1F (112.797059 sec): 3 clusters Score: Raw -12134.078366 + Penalty 134.908311 = -11999.170055 nChanged 27 SP:Iteration 2F (112.797714 sec): 3 clusters Score: Raw -12160.593251 + Penalty 146.535384 = -12014.057866 nChanged 11 SP:Iteration 3Q (112.798378 sec): 3 clusters Score: Raw -12169.723344 + Penalty 156.172206 = -12013.551138 nChanged 8 SP:Iteration 4F (112.799031 sec): 3 clusters Score: Raw -12180.623565 + Penalty 148.909193 = -12031.714371 nChanged 4 SP:Iteration 5Q (112.799678 sec): 3 clusters Score: Raw -12193.331552 + Penalty 149.125404 = -12044.206148 nChanged 2 SP:Iteration 6Q (112.800262 sec): 3 clusters Score: Raw -12194.611650 + Penalty 149.125404 = -12045.486246 nChanged 0 SP:Iteration 7F (112.800918 sec): 3 clusters Score: Raw -12194.611650 + Penalty 149.125404 = -12045.486246 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 75 (374 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.802733 sec): 2 clusters Score: Raw -22793.245241 + Penalty 845.547104 = -21947.698137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.803595 sec): 3 clusters Score: Raw -22691.051768 + Penalty 1689.986457 = -21001.065311 nChanged 68 SP:Iteration 1F (112.804447 sec): 3 clusters Score: Raw -22762.240921 + Penalty 1689.447523 = -21072.793398 nChanged 17 SP:Iteration 2Q (112.805290 sec): 3 clusters Score: Raw -22789.485375 + Penalty 1688.708430 = -21100.776945 nChanged 15 SP:Iteration 3Q (112.806129 sec): 3 clusters Score: Raw -22811.514247 + Penalty 1687.170610 = -21124.343637 nChanged 8 SP:Iteration 4Q (112.806970 sec): 3 clusters Score: Raw -22824.844492 + Penalty 1685.787445 = -21139.057047 nChanged 7 SP:Iteration 5Q (112.807805 sec): 3 clusters Score: Raw -22833.180369 + Penalty 1685.155194 = -21148.025174 nChanged 7 SP:Iteration 6Q (112.808640 sec): 3 clusters Score: Raw -22839.854795 + Penalty 1684.758215 = -21155.096579 nChanged 1 SP:Iteration 7Q (112.809471 sec): 3 clusters Score: Raw -22841.339565 + Penalty 1684.286505 = -21157.053060 nChanged 1 SP:Iteration 8Q (112.810300 sec): 3 clusters Score: Raw -22842.437290 + Penalty 1684.286505 = -21158.150784 nChanged 0 SP:Iteration 9F (112.811147 sec): 3 clusters Score: Raw -22842.437290 + Penalty 1684.286505 = -21158.150784 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 79 (687 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.813863 sec): 2 clusters Score: Raw -29010.019395 + Penalty 312.398970 = -28697.620426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.815297 sec): 3 clusters Score: Raw -28677.178394 + Penalty 627.901954 = -28049.276440 nChanged 247 SP:Iteration 1F (112.816701 sec): 3 clusters Score: Raw -28964.321961 + Penalty 633.147387 = -28331.174573 nChanged 87 SP:Iteration 2F (112.818117 sec): 3 clusters Score: Raw -29053.949180 + Penalty 635.645540 = -28418.303640 nChanged 38 SP:Iteration 3F (112.819554 sec): 3 clusters Score: Raw -29090.689985 + Penalty 638.548744 = -28452.141241 nChanged 24 SP:Iteration 4Q (112.820925 sec): 3 clusters Score: Raw -29121.142076 + Penalty 637.018548 = -28484.123528 nChanged 21 SP:Iteration 5Q (112.822295 sec): 3 clusters Score: Raw -29145.853917 + Penalty 637.480227 = -28508.373690 nChanged 12 SP:Iteration 6Q (112.823658 sec): 3 clusters Score: Raw -29154.478589 + Penalty 636.250674 = -28518.227914 nChanged 8 SP:Iteration 7Q (112.825001 sec): 3 clusters Score: Raw -29162.159841 + Penalty 633.596770 = -28528.563071 nChanged 7 SP:Iteration 8Q (112.826353 sec): 3 clusters Score: Raw -29170.661548 + Penalty 633.139432 = -28537.522116 nChanged 2 SP:Iteration 9Q (112.827689 sec): 3 clusters Score: Raw -29173.711420 + Penalty 633.139432 = -28540.571988 nChanged 0 SP:Iteration 10F (112.829078 sec): 3 clusters Score: Raw -29173.711420 + Penalty 633.139432 = -28540.571988 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 92 (306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.830852 sec): 2 clusters Score: Raw -12664.696423 + Penalty 180.581614 = -12484.114808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.831650 sec): 3 clusters Score: Raw -12543.346107 + Penalty 397.153785 = -12146.192322 nChanged 102 SP:Iteration 1F (112.832382 sec): 3 clusters Score: Raw -12661.916315 + Penalty 422.655658 = -12239.260657 nChanged 30 SP:Iteration 2F (112.833112 sec): 3 clusters Score: Raw -12702.200939 + Penalty 447.447609 = -12254.753330 nChanged 13 SP:Iteration 3Q (112.833813 sec): 3 clusters Score: Raw -12714.977543 + Penalty 472.481117 = -12242.496426 nChanged 8 SP:Iteration 4F (112.834540 sec): 3 clusters Score: Raw -12724.709433 + Penalty 497.933962 = -12226.775471 nChanged 7 SP:Iteration 5F (112.835268 sec): 3 clusters Score: Raw -12735.680806 + Penalty 521.097409 = -12214.583398 nChanged 6 SP:Iteration 6F (112.836001 sec): 3 clusters Score: Raw -12745.807773 + Penalty 546.315072 = -12199.492701 nChanged 4 SP:Iteration 7F (112.836729 sec): 3 clusters Score: Raw -12753.182972 + Penalty 575.952779 = -12177.230193 nChanged 4 SP:Iteration 8F (112.837456 sec): 3 clusters Score: Raw -12764.657866 + Penalty 609.343216 = -12155.314651 nChanged 4 SP:Iteration 9F (112.838182 sec): 3 clusters Score: Raw -12772.349275 + Penalty 619.525671 = -12152.823604 nChanged 2 SP:Iteration 10F (112.838908 sec): 3 clusters Score: Raw -12775.862254 + Penalty 627.807286 = -12148.054968 nChanged 1 SP:Iteration 11F (112.839636 sec): 3 clusters Score: Raw -12777.220944 + Penalty 627.807286 = -12149.413659 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 100 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.840654 sec): 2 clusters Score: Raw -2363.586210 + Penalty 132.489343 = -2231.096867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.840973 sec): 3 clusters Score: Raw -2370.183398 + Penalty 284.889824 = -2085.293574 nChanged 20 SP:Iteration 1F (112.841279 sec): 3 clusters Score: Raw -2400.118069 + Penalty 322.836507 = -2077.281562 nChanged 4 SP:Iteration 2F (112.841583 sec): 3 clusters Score: Raw -2410.771756 + Penalty 342.387101 = -2068.384655 nChanged 1 SP:Iteration 3F (112.841884 sec): 3 clusters Score: Raw -2415.459433 + Penalty 342.387101 = -2073.072332 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 104 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.842824 sec): 2 clusters Score: Raw -2859.942391 + Penalty 105.175228 = -2754.767163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.843157 sec): 3 clusters Score: Raw -2846.890727 + Penalty 221.313813 = -2625.576914 nChanged 20 SP:Iteration 1F (112.843486 sec): 3 clusters Score: Raw -2874.269251 + Penalty 225.181200 = -2649.088050 nChanged 3 SP:Iteration 2Q (112.843804 sec): 3 clusters Score: Raw -2879.620887 + Penalty 224.138562 = -2655.482324 nChanged 4 SP:Iteration 3F (112.844159 sec): 3 clusters Score: Raw -2883.568319 + Penalty 224.138562 = -2659.429757 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 107 (298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.845743 sec): 2 clusters Score: Raw -15908.719234 + Penalty 581.169887 = -15327.549346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.846471 sec): 3 clusters Score: Raw -15802.478160 + Penalty 1151.924613 = -14650.553547 nChanged 89 SP:Iteration 1F (112.847197 sec): 3 clusters Score: Raw -15903.828902 + Penalty 1141.926354 = -14761.902548 nChanged 24 SP:Iteration 2F (112.847916 sec): 3 clusters Score: Raw -15933.748984 + Penalty 1132.124248 = -14801.624735 nChanged 12 SP:Iteration 3Q (112.848630 sec): 3 clusters Score: Raw -15953.480449 + Penalty 1116.152512 = -14837.327937 nChanged 18 SP:Iteration 4F (112.849348 sec): 3 clusters Score: Raw -15986.930959 + Penalty 1103.808261 = -14883.122698 nChanged 10 SP:Iteration 5Q (112.850037 sec): 3 clusters Score: Raw -15998.744301 + Penalty 1103.177610 = -14895.566692 nChanged 2 SP:Iteration 6Q (112.850727 sec): 3 clusters Score: Raw -16000.814333 + Penalty 1103.177610 = -14897.636723 nChanged 0 SP:Iteration 7F (112.851443 sec): 3 clusters Score: Raw -16000.814333 + Penalty 1103.177610 = -14897.636723 nChanged 0 Iteration 219Q (112.982361 sec): 35 clusters Score: Raw -1491031.367233 + Penalty 32103.626348 = -1458927.740885 nChanged 14 Iteration 220F (113.531119 sec): 35 clusters Score: Raw -1491036.194003 + Penalty 32106.256054 = -1458929.937949 nChanged 13 Iteration 221Q (113.643330 sec): 35 clusters Score: Raw -1491040.991230 + Penalty 32106.925176 = -1458934.066054 nChanged 10 Iteration 222Q (113.756635 sec): 35 clusters Score: Raw -1491044.279474 + Penalty 32109.433765 = -1458934.845710 nChanged 9 Iteration 223Q (113.870008 sec): 35 clusters Score: Raw -1491046.306862 + Penalty 32111.255254 = -1458935.051608 nChanged 4 Iteration 224Q (113.984414 sec): 35 clusters Score: Raw -1491047.955423 + Penalty 32111.354561 = -1458936.600861 nChanged 4 Iteration 225Q (114.097291 sec): 35 clusters Score: Raw -1491048.688688 + Penalty 32112.365018 = -1458936.323670 nChanged 6 Iteration 226F (114.647439 sec): 35 clusters Score: Raw -1491050.031357 + Penalty 32113.907046 = -1458936.124311 nChanged 3 Iteration 227F (115.196667 sec): 35 clusters Score: Raw -1491051.154925 + Penalty 32115.921403 = -1458935.233521 nChanged 5 Iteration 228F (115.747551 sec): 35 clusters Score: Raw -1491052.617515 + Penalty 32116.178727 = -1458936.438788 nChanged 3 Iteration 229Q (115.860083 sec): 35 clusters Score: Raw -1491053.234812 + Penalty 32116.702451 = -1458936.532361 nChanged 1 Iteration 230F (116.408635 sec): 35 clusters Score: Raw -1491053.628521 + Penalty 32117.658771 = -1458935.969750 nChanged 2 Iteration 231F (116.973165 sec): 35 clusters Score: Raw -1491054.353936 + Penalty 32117.009532 = -1458937.344404 nChanged 1 Iteration 232Q (117.086396 sec): 35 clusters Score: Raw -1491054.400100 + Penalty 32117.009532 = -1458937.390568 nChanged 0 Iteration 233F (117.640146 sec): 35 clusters Score: Raw -1491054.400100 + Penalty 32117.009532 = -1458937.390568 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 -1491054.400100 + Penalty 32117.009532 = -1458937.390568Memory request: 0.08 GB would take us to total of 0.38 GB. Trying to split cluster 1 (17171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (117.788044 sec): 2 clusters Score: Raw -798252.057422 + Penalty 216.350156 = -798035.707266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (117.820319 sec): 3 clusters Score: Raw -786712.842240 + Penalty 467.396011 = -786245.446230 nChanged 8180 SP:Iteration 1F (117.852096 sec): 3 clusters Score: Raw -791026.231779 + Penalty 565.658534 = -790460.573245 nChanged 3076 SP:Iteration 2F (117.883880 sec): 3 clusters Score: Raw -794545.655489 + Penalty 706.998174 = -793838.657315 nChanged 2191 SP:Iteration 3F (117.915316 sec): 3 clusters Score: Raw -797140.856964 + Penalty 788.642501 = -796352.214463 nChanged 776 SP:Iteration 4Q (117.946568 sec): 3 clusters Score: Raw -797971.206395 + Penalty 805.622602 = -797165.583793 nChanged 285 SP:Iteration 5Q (117.972685 sec): 3 clusters Score: Raw -798220.500434 + Penalty 800.181767 = -797420.318667 nChanged 127 SP:Iteration 6Q (117.998407 sec): 3 clusters Score: Raw -798294.466300 + Penalty 796.460604 = -797498.005696 nChanged 71 SP:Iteration 7Q (118.023393 sec): 3 clusters Score: Raw -798327.097733 + Penalty 783.150432 = -797543.947301 nChanged 50 SP:Iteration 8Q (118.048327 sec): 3 clusters Score: Raw -798349.126904 + Penalty 754.243395 = -797594.883510 nChanged 32 SP:Iteration 9Q (118.073336 sec): 3 clusters Score: Raw -798362.232464 + Penalty 735.800220 = -797626.432245 nChanged 18 SP:Iteration 10F (118.104702 sec): 3 clusters Score: Raw -798368.498069 + Penalty 715.453921 = -797653.044148 nChanged 17 SP:Iteration 11Q (118.129677 sec): 3 clusters Score: Raw -798373.195885 + Penalty 706.479716 = -797666.716169 nChanged 6 SP:Iteration 12Q (118.154544 sec): 3 clusters Score: Raw -798374.613938 + Penalty 703.077231 = -797671.536707 nChanged 2 SP:Iteration 13Q (118.179625 sec): 3 clusters Score: Raw -798374.797370 + Penalty 691.126100 = -797683.671270 nChanged 3 SP:Iteration 14Q (118.205952 sec): 3 clusters Score: Raw -798375.947273 + Penalty 688.128573 = -797687.818699 nChanged 1 SP:Iteration 15Q (118.232428 sec): 3 clusters Score: Raw -798376.225121 + Penalty 688.128573 = -797688.096548 nChanged 0 SP:Iteration 16F (118.265365 sec): 3 clusters Score: Raw -798376.225121 + Penalty 688.128573 = -797688.096548 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 2 (1214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.279882 sec): 2 clusters Score: Raw -58692.881154 + Penalty 235.182873 = -58457.698281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.282283 sec): 3 clusters Score: Raw -57942.802637 + Penalty 546.184029 = -57396.618608 nChanged 482 SP:Iteration 1F (118.284637 sec): 3 clusters Score: Raw -58394.400828 + Penalty 645.834020 = -57748.566808 nChanged 165 SP:Iteration 2F (118.286977 sec): 3 clusters Score: Raw -58575.237056 + Penalty 723.252175 = -57851.984881 nChanged 89 SP:Iteration 3F (118.289260 sec): 3 clusters Score: Raw -58680.947822 + Penalty 771.178442 = -57909.769379 nChanged 32 SP:Iteration 4Q (118.291306 sec): 3 clusters Score: Raw -58714.463355 + Penalty 793.148092 = -57921.315263 nChanged 14 SP:Iteration 5Q (118.293247 sec): 3 clusters Score: Raw -58728.203767 + Penalty 801.101987 = -57927.101780 nChanged 6 SP:Iteration 6Q (118.295172 sec): 3 clusters Score: Raw -58735.640334 + Penalty 807.435320 = -57928.205014 nChanged 5 SP:Iteration 7Q (118.297064 sec): 3 clusters Score: Raw -58741.310752 + Penalty 812.373740 = -57928.937012 nChanged 3 SP:Iteration 8Q (118.298947 sec): 3 clusters Score: Raw -58743.694817 + Penalty 812.373740 = -57931.321078 nChanged 0 SP:Iteration 9F (118.301297 sec): 3 clusters Score: Raw -58743.694817 + Penalty 812.373740 = -57931.321078 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 4 (220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.303161 sec): 2 clusters Score: Raw -9597.762684 + Penalty 58.549166 = -9539.213518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.303760 sec): 3 clusters Score: Raw -9482.303370 + Penalty 113.857337 = -9368.446032 nChanged 86 SP:Iteration 1F (118.304348 sec): 3 clusters Score: Raw -9563.041081 + Penalty 115.347191 = -9447.693890 nChanged 19 SP:Iteration 2F (118.304935 sec): 3 clusters Score: Raw -9580.202120 + Penalty 114.249411 = -9465.952709 nChanged 10 SP:Iteration 3Q (118.305513 sec): 3 clusters Score: Raw -9584.248625 + Penalty 114.136242 = -9470.112383 nChanged 2 SP:Iteration 4Q (118.306120 sec): 3 clusters Score: Raw -9584.428521 + Penalty 114.233397 = -9470.195124 nChanged 1 SP:Iteration 5Q (118.306692 sec): 3 clusters Score: Raw -9584.470354 + Penalty 114.233397 = -9470.236957 nChanged 0 SP:Iteration 6F (118.307278 sec): 3 clusters Score: Raw -9584.470354 + Penalty 114.233397 = -9470.236957 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 6 (270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.308909 sec): 2 clusters Score: Raw -8399.367466 + Penalty 853.242631 = -7546.124835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.309590 sec): 3 clusters Score: Raw -8459.192856 + Penalty 1703.702162 = -6755.490694 nChanged 48 SP:Iteration 1F (118.310261 sec): 3 clusters Score: Raw -8562.093936 + Penalty 1699.262463 = -6862.831472 nChanged 14 SP:Iteration 2F (118.310931 sec): 3 clusters Score: Raw -8615.363490 + Penalty 1699.238019 = -6916.125471 nChanged 7 SP:Iteration 3Q (118.311556 sec): 3 clusters Score: Raw -8638.184598 + Penalty 1699.008531 = -6939.176068 nChanged 6 SP:Iteration 4Q (118.312176 sec): 3 clusters Score: Raw -8653.405995 + Penalty 1699.582066 = -6953.823928 nChanged 1 SP:Iteration 5Q (118.312798 sec): 3 clusters Score: Raw -8659.774248 + Penalty 1699.008531 = -6960.765718 nChanged 1 SP:Iteration 6Q (118.313414 sec): 3 clusters Score: Raw -8660.881368 + Penalty 1698.419514 = -6962.461854 nChanged 1 SP:Iteration 7Q (118.314051 sec): 3 clusters Score: Raw -8664.402359 + Penalty 1698.419514 = -6965.982844 nChanged 0 SP:Iteration 8F (118.314727 sec): 3 clusters Score: Raw -8664.402359 + Penalty 1698.419514 = -6965.982844 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 8 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.320755 sec): 2 clusters Score: Raw -3660.924445 + Penalty 52.670018 = -3608.254427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.321124 sec): 3 clusters Score: Raw -3642.403528 + Penalty 132.184221 = -3510.219307 nChanged 30 SP:Iteration 1F (118.321469 sec): 3 clusters Score: Raw -3679.272616 + Penalty 145.255406 = -3534.017211 nChanged 5 SP:Iteration 2F (118.321815 sec): 3 clusters Score: Raw -3684.414455 + Penalty 160.928913 = -3523.485542 nChanged 3 SP:Iteration 3F (118.322159 sec): 3 clusters Score: Raw -3686.217516 + Penalty 160.928913 = -3525.288603 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 10 (402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.324484 sec): 2 clusters Score: Raw -19757.692851 + Penalty 882.513630 = -18875.179221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.325411 sec): 3 clusters Score: Raw -19710.267455 + Penalty 1765.371850 = -17944.895605 nChanged 80 SP:Iteration 1F (118.326311 sec): 3 clusters Score: Raw -19828.662387 + Penalty 1765.410101 = -18063.252285 nChanged 10 SP:Iteration 2Q (118.327189 sec): 3 clusters Score: Raw -19842.313562 + Penalty 1765.321935 = -18076.991627 nChanged 10 SP:Iteration 3Q (118.328063 sec): 3 clusters Score: Raw -19855.473560 + Penalty 1765.482436 = -18089.991123 nChanged 3 SP:Iteration 4Q (118.328932 sec): 3 clusters Score: Raw -19859.460785 + Penalty 1765.568053 = -18093.892732 nChanged 1 SP:Iteration 5Q (118.329799 sec): 3 clusters Score: Raw -19863.438866 + Penalty 1765.826691 = -18097.612176 nChanged 2 SP:Iteration 6Q (118.330665 sec): 3 clusters Score: Raw -19865.364231 + Penalty 1765.740141 = -18099.624090 nChanged 1 SP:Iteration 7Q (118.331531 sec): 3 clusters Score: Raw -19867.225744 + Penalty 1765.740141 = -18101.485603 nChanged 0 SP:Iteration 8F (118.332426 sec): 3 clusters Score: Raw -19867.225744 + Penalty 1765.740141 = -18101.485603 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 11 (424 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.334941 sec): 2 clusters Score: Raw -21558.549241 + Penalty 946.530722 = -20612.018519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.335977 sec): 3 clusters Score: Raw -21481.066586 + Penalty 1892.817035 = -19588.249551 nChanged 91 SP:Iteration 1F (118.336918 sec): 3 clusters Score: Raw -21605.093062 + Penalty 1892.612058 = -19712.481004 nChanged 26 SP:Iteration 2F (118.337856 sec): 3 clusters Score: Raw -21655.170891 + Penalty 1892.048024 = -19763.122867 nChanged 16 SP:Iteration 3Q (118.338768 sec): 3 clusters Score: Raw -21689.669865 + Penalty 1892.469233 = -19797.200632 nChanged 12 SP:Iteration 4Q (118.339673 sec): 3 clusters Score: Raw -21720.902977 + Penalty 1893.258689 = -19827.644288 nChanged 11 SP:Iteration 5Q (118.340570 sec): 3 clusters Score: Raw -21747.286358 + Penalty 1894.362602 = -19852.923756 nChanged 9 SP:Iteration 6Q (118.341458 sec): 3 clusters Score: Raw -21776.438605 + Penalty 1894.543375 = -19881.895230 nChanged 12 SP:Iteration 7Q (118.342330 sec): 3 clusters Score: Raw -21815.210296 + Penalty 1894.075149 = -19921.135147 nChanged 9 SP:Iteration 8Q (118.343187 sec): 3 clusters Score: Raw -21829.630878 + Penalty 1893.872292 = -19935.758585 nChanged 6 SP:Iteration 9Q (118.344036 sec): 3 clusters Score: Raw -21845.041472 + Penalty 1893.987749 = -19951.053723 nChanged 6 SP:Iteration 10F (118.344972 sec): 3 clusters Score: Raw -21854.359893 + Penalty 1893.711317 = -19960.648576 nChanged 4 SP:Iteration 11Q (118.345812 sec): 3 clusters Score: Raw -21863.771479 + Penalty 1893.617491 = -19970.153988 nChanged 3 SP:Iteration 12Q (118.346652 sec): 3 clusters Score: Raw -21869.247498 + Penalty 1893.434678 = -19975.812820 nChanged 3 SP:Iteration 13Q (118.347491 sec): 3 clusters Score: Raw -21875.780937 + Penalty 1893.158977 = -19982.621960 nChanged 1 SP:Iteration 14Q (118.348330 sec): 3 clusters Score: Raw -21877.613747 + Penalty 1893.065346 = -19984.548400 nChanged 1 SP:Iteration 15Q (118.349167 sec): 3 clusters Score: Raw -21878.790694 + Penalty 1893.065346 = -19985.725347 nChanged 0 SP:Iteration 16F (118.350101 sec): 3 clusters Score: Raw -21878.790694 + Penalty 1893.065346 = -19985.725347 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 14 (515 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.352683 sec): 2 clusters Score: Raw -32322.094138 + Penalty 987.224420 = -31334.869718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.353804 sec): 3 clusters Score: Raw -32216.662893 + Penalty 1973.909902 = -30242.752991 nChanged 110 SP:Iteration 1F (118.354892 sec): 3 clusters Score: Raw -32345.812715 + Penalty 1973.706280 = -30372.106435 nChanged 26 SP:Iteration 2F (118.355977 sec): 3 clusters Score: Raw -32380.090345 + Penalty 1973.732155 = -30406.358190 nChanged 8 SP:Iteration 3Q (118.357035 sec): 3 clusters Score: Raw -32388.939690 + Penalty 1973.721509 = -30415.218181 nChanged 3 SP:Iteration 4Q (118.358090 sec): 3 clusters Score: Raw -32391.430756 + Penalty 1973.986894 = -30417.443862 nChanged 3 SP:Iteration 5Q (118.359159 sec): 3 clusters Score: Raw -32398.298185 + Penalty 1973.964775 = -30424.333411 nChanged 5 SP:Iteration 6Q (118.360226 sec): 3 clusters Score: Raw -32405.469064 + Penalty 1974.121754 = -30431.347309 nChanged 3 SP:Iteration 7Q (118.361291 sec): 3 clusters Score: Raw -32409.965843 + Penalty 1974.236635 = -30435.729208 nChanged 4 SP:Iteration 8Q (118.362354 sec): 3 clusters Score: Raw -32413.933711 + Penalty 1974.130166 = -30439.803546 nChanged 3 SP:Iteration 9Q (118.363418 sec): 3 clusters Score: Raw -32416.775665 + Penalty 1974.213679 = -30442.561986 nChanged 3 SP:Iteration 10F (118.364502 sec): 3 clusters Score: Raw -32419.974408 + Penalty 1974.190037 = -30445.784371 nChanged 1 SP:Iteration 11Q (118.365563 sec): 3 clusters Score: Raw -32420.383401 + Penalty 1974.305637 = -30446.077763 nChanged 3 SP:Iteration 12Q (118.366622 sec): 3 clusters Score: Raw -32425.354435 + Penalty 1974.251208 = -30451.103227 nChanged 3 SP:Iteration 13Q (118.367788 sec): 3 clusters Score: Raw -32431.056588 + Penalty 1974.283092 = -30456.773496 nChanged 1 SP:Iteration 14Q (118.368845 sec): 3 clusters Score: Raw -32432.057244 + Penalty 1974.283092 = -30457.774152 nChanged 0 SP:Iteration 15F (118.369947 sec): 3 clusters Score: Raw -32432.057244 + Penalty 1974.283092 = -30457.774152 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 16 (271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.371963 sec): 2 clusters Score: Raw -15345.845343 + Penalty 880.538309 = -14465.307034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.372652 sec): 3 clusters Score: Raw -15373.850225 + Penalty 1761.060189 = -13612.790035 nChanged 45 SP:Iteration 1F (118.373324 sec): 3 clusters Score: Raw -15460.626652 + Penalty 1761.051706 = -13699.574946 nChanged 13 SP:Iteration 2Q (118.373973 sec): 3 clusters Score: Raw -15486.025362 + Penalty 1760.915770 = -13725.109592 nChanged 7 SP:Iteration 3Q (118.374614 sec): 3 clusters Score: Raw -15501.002426 + Penalty 1760.819951 = -13740.182475 nChanged 2 SP:Iteration 4Q (118.375256 sec): 3 clusters Score: Raw -15504.249501 + Penalty 1760.754750 = -13743.494752 nChanged 1 SP:Iteration 5Q (118.375896 sec): 3 clusters Score: Raw -15505.505295 + Penalty 1760.754750 = -13744.750545 nChanged 0 SP:Iteration 6F (118.376565 sec): 3 clusters Score: Raw -15505.505295 + Penalty 1760.754750 = -13744.750545 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 18 (420 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.378442 sec): 2 clusters Score: Raw -19166.931797 + Penalty 47.963490 = -19118.968306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.379379 sec): 3 clusters Score: Raw -18949.929422 + Penalty 95.593310 = -18854.336112 nChanged 169 SP:Iteration 1F (118.380303 sec): 3 clusters Score: Raw -19107.408468 + Penalty 95.493132 = -19011.915336 nChanged 26 SP:Iteration 2F (118.381223 sec): 3 clusters Score: Raw -19118.905133 + Penalty 95.265095 = -19023.640038 nChanged 20 SP:Iteration 3Q (118.382128 sec): 3 clusters Score: Raw -19129.445902 + Penalty 95.412041 = -19034.033861 nChanged 19 SP:Iteration 4Q (118.383034 sec): 3 clusters Score: Raw -19139.161542 + Penalty 95.252011 = -19043.909532 nChanged 11 SP:Iteration 5Q (118.383940 sec): 3 clusters Score: Raw -19142.987360 + Penalty 95.316352 = -19047.671008 nChanged 7 SP:Iteration 6Q (118.384846 sec): 3 clusters Score: Raw -19145.076174 + Penalty 95.286876 = -19049.789297 nChanged 3 SP:Iteration 7Q (118.385786 sec): 3 clusters Score: Raw -19145.640618 + Penalty 95.449392 = -19050.191225 nChanged 2 SP:Iteration 8Q (118.386719 sec): 3 clusters Score: Raw -19146.114897 + Penalty 95.653717 = -19050.461180 nChanged 3 SP:Iteration 9Q (118.387650 sec): 3 clusters Score: Raw -19147.479424 + Penalty 95.962699 = -19051.516724 nChanged 4 SP:Iteration 10F (118.388609 sec): 3 clusters Score: Raw -19148.670960 + Penalty 96.391737 = -19052.279224 nChanged 4 SP:Iteration 11Q (118.389540 sec): 3 clusters Score: Raw -19149.375472 + Penalty 96.510168 = -19052.865304 nChanged 1 SP:Iteration 12Q (118.390473 sec): 3 clusters Score: Raw -19149.394026 + Penalty 96.510168 = -19052.883858 nChanged 0 SP:Iteration 13F (118.391390 sec): 3 clusters Score: Raw -19149.394026 + Penalty 96.510168 = -19052.883858 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 19 (694 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.394454 sec): 2 clusters Score: Raw -35452.898341 + Penalty 421.551655 = -35031.346686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.395891 sec): 3 clusters Score: Raw -35053.756829 + Penalty 833.208089 = -34220.548741 nChanged 256 SP:Iteration 1F (118.397292 sec): 3 clusters Score: Raw -35267.357882 + Penalty 818.742019 = -34448.615863 nChanged 113 SP:Iteration 2F (118.398694 sec): 3 clusters Score: Raw -35405.827185 + Penalty 814.994284 = -34590.832901 nChanged 57 SP:Iteration 3F (118.400151 sec): 3 clusters Score: Raw -35461.707811 + Penalty 804.295522 = -34657.412289 nChanged 28 SP:Iteration 4Q (118.401566 sec): 3 clusters Score: Raw -35490.482420 + Penalty 803.743044 = -34686.739376 nChanged 14 SP:Iteration 5Q (118.402970 sec): 3 clusters Score: Raw -35500.500561 + Penalty 806.795032 = -34693.705529 nChanged 8 SP:Iteration 6Q (118.404343 sec): 3 clusters Score: Raw -35505.682843 + Penalty 811.336521 = -34694.346322 nChanged 5 SP:Iteration 7Q (118.405738 sec): 3 clusters Score: Raw -35508.865259 + Penalty 820.617454 = -34688.247804 nChanged 8 SP:Iteration 8F (118.407143 sec): 3 clusters Score: Raw -35516.441471 + Penalty 833.966213 = -34682.475258 nChanged 8 SP:Iteration 9F (118.408545 sec): 3 clusters Score: Raw -35525.212032 + Penalty 861.841729 = -34663.370304 nChanged 10 SP:Iteration 10F (118.410056 sec): 3 clusters Score: Raw -35536.647511 + Penalty 881.598062 = -34655.049449 nChanged 6 SP:Iteration 11F (118.411682 sec): 3 clusters Score: Raw -35540.622993 + Penalty 890.218893 = -34650.404099 nChanged 2 SP:Iteration 12F (118.413069 sec): 3 clusters Score: Raw -35542.068805 + Penalty 890.988105 = -34651.080700 nChanged 1 SP:Iteration 13Q (118.414286 sec): 3 clusters Score: Raw -35543.004110 + Penalty 897.895707 = -34645.108403 nChanged 2 SP:Iteration 14F (118.415694 sec): 3 clusters Score: Raw -35544.681824 + Penalty 902.102771 = -34642.579053 nChanged 2 SP:Iteration 15F (118.417113 sec): 3 clusters Score: Raw -35545.850134 + Penalty 902.102771 = -34643.747363 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 20 (1137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.421708 sec): 2 clusters Score: Raw -71795.761884 + Penalty 1050.638689 = -70745.123194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.423904 sec): 3 clusters Score: Raw -71303.708974 + Penalty 2101.883378 = -69201.825595 nChanged 355 SP:Iteration 1F (118.426053 sec): 3 clusters Score: Raw -71562.498621 + Penalty 2102.899821 = -69459.598800 nChanged 109 SP:Iteration 2F (118.428229 sec): 3 clusters Score: Raw -71666.636044 + Penalty 2104.032485 = -69562.603559 nChanged 59 SP:Iteration 3F (118.430423 sec): 3 clusters Score: Raw -71732.562202 + Penalty 2104.327867 = -69628.234335 nChanged 46 SP:Iteration 4Q (118.432591 sec): 3 clusters Score: Raw -71790.986456 + Penalty 2105.136032 = -69685.850424 nChanged 46 SP:Iteration 5Q (118.434811 sec): 3 clusters Score: Raw -71836.547468 + Penalty 2103.234717 = -69733.312751 nChanged 45 SP:Iteration 6Q (118.436925 sec): 3 clusters Score: Raw -71890.336395 + Penalty 2102.140920 = -69788.195475 nChanged 38 SP:Iteration 7Q (118.439007 sec): 3 clusters Score: Raw -71945.482328 + Penalty 2101.271956 = -69844.210372 nChanged 46 SP:Iteration 8Q (118.441078 sec): 3 clusters Score: Raw -71987.137688 + Penalty 2099.197320 = -69887.940368 nChanged 31 SP:Iteration 9Q (118.443189 sec): 3 clusters Score: Raw -72021.558454 + Penalty 2098.741608 = -69922.816846 nChanged 27 SP:Iteration 10F (118.445434 sec): 3 clusters Score: Raw -72050.041602 + Penalty 2096.792808 = -69953.248794 nChanged 25 SP:Iteration 11Q (118.447529 sec): 3 clusters Score: Raw -72070.700096 + Penalty 2095.513746 = -69975.186350 nChanged 12 SP:Iteration 12Q (118.449575 sec): 3 clusters Score: Raw -72079.551578 + Penalty 2094.889664 = -69984.661915 nChanged 9 SP:Iteration 13Q (118.451620 sec): 3 clusters Score: Raw -72086.845764 + Penalty 2094.100401 = -69992.745363 nChanged 10 SP:Iteration 14Q (118.453765 sec): 3 clusters Score: Raw -72093.144800 + Penalty 2093.711678 = -69999.433123 nChanged 3 SP:Iteration 15Q (118.455803 sec): 3 clusters Score: Raw -72093.657448 + Penalty 2093.036591 = -70000.620857 nChanged 4 SP:Iteration 16Q (118.457840 sec): 3 clusters Score: Raw -72096.175252 + Penalty 2092.717378 = -70003.457874 nChanged 2 SP:Iteration 17Q (118.459882 sec): 3 clusters Score: Raw -72097.704848 + Penalty 2091.874797 = -70005.830051 nChanged 4 SP:Iteration 18Q (118.461975 sec): 3 clusters Score: Raw -72099.152451 + Penalty 2091.346137 = -70007.806315 nChanged 3 SP:Iteration 19Q (118.464016 sec): 3 clusters Score: Raw -72099.798822 + Penalty 2091.104596 = -70008.694225 nChanged 3 SP:Iteration 20F (118.466159 sec): 3 clusters Score: Raw -72101.424588 + Penalty 2090.863418 = -70010.561170 nChanged 2 SP:Iteration 21Q (118.468212 sec): 3 clusters Score: Raw -72101.622163 + Penalty 2090.863418 = -70010.758745 nChanged 0 SP:Iteration 22F (118.470392 sec): 3 clusters Score: Raw -72101.622163 + Penalty 2090.863418 = -70010.758745 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 21 (475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.473345 sec): 2 clusters Score: Raw -28409.654116 + Penalty 887.855826 = -27521.798290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.474379 sec): 3 clusters Score: Raw -28294.592798 + Penalty 1777.106981 = -26517.485816 nChanged 102 SP:Iteration 1F (118.475402 sec): 3 clusters Score: Raw -28405.416849 + Penalty 1778.184509 = -26627.232340 nChanged 26 SP:Iteration 2F (118.476418 sec): 3 clusters Score: Raw -28429.658846 + Penalty 1778.418055 = -26651.240791 nChanged 7 SP:Iteration 3Q (118.477419 sec): 3 clusters Score: Raw -28436.366725 + Penalty 1778.218470 = -26658.148255 nChanged 5 SP:Iteration 4Q (118.478439 sec): 3 clusters Score: Raw -28442.264504 + Penalty 1778.004939 = -26664.259565 nChanged 8 SP:Iteration 5Q (118.479438 sec): 3 clusters Score: Raw -28451.406141 + Penalty 1777.637746 = -26673.768395 nChanged 7 SP:Iteration 6Q (118.480435 sec): 3 clusters Score: Raw -28461.526235 + Penalty 1777.603413 = -26683.922822 nChanged 4 SP:Iteration 7Q (118.481427 sec): 3 clusters Score: Raw -28464.458041 + Penalty 1778.298278 = -26686.159763 nChanged 2 SP:Iteration 8Q (118.482420 sec): 3 clusters Score: Raw -28466.928371 + Penalty 1778.496589 = -26688.431782 nChanged 2 SP:Iteration 9Q (118.483999 sec): 3 clusters Score: Raw -28469.504740 + Penalty 1778.965352 = -26690.539389 nChanged 2 SP:Iteration 10F (118.485490 sec): 3 clusters Score: Raw -28471.151819 + Penalty 1779.000622 = -26692.151196 nChanged 3 SP:Iteration 11Q (118.486803 sec): 3 clusters Score: Raw -28475.330089 + Penalty 1779.988118 = -26695.341972 nChanged 3 SP:Iteration 12Q (118.487809 sec): 3 clusters Score: Raw -28478.448331 + Penalty 1780.008779 = -26698.439551 nChanged 2 SP:Iteration 13Q (118.488809 sec): 3 clusters Score: Raw -28479.441783 + Penalty 1781.338717 = -26698.103066 nChanged 3 SP:Iteration 14F (118.489834 sec): 3 clusters Score: Raw -28481.754962 + Penalty 1781.462194 = -26700.292769 nChanged 3 SP:Iteration 15Q (118.490835 sec): 3 clusters Score: Raw -28486.360615 + Penalty 1781.672119 = -26704.688497 nChanged 6 SP:Iteration 16Q (118.491827 sec): 3 clusters Score: Raw -28491.350584 + Penalty 1782.222652 = -26709.127933 nChanged 4 SP:Iteration 17Q (118.492822 sec): 3 clusters Score: Raw -28496.193254 + Penalty 1782.555210 = -26713.638045 nChanged 3 SP:Iteration 18Q (118.493812 sec): 3 clusters Score: Raw -28503.861827 + Penalty 1783.203113 = -26720.658714 nChanged 1 SP:Iteration 19Q (118.494805 sec): 3 clusters Score: Raw -28506.193198 + Penalty 1783.188298 = -26723.004900 nChanged 2 SP:Iteration 20F (118.495820 sec): 3 clusters Score: Raw -28511.310069 + Penalty 1783.441823 = -26727.868246 nChanged 2 SP:Iteration 21Q (118.496809 sec): 3 clusters Score: Raw -28516.925468 + Penalty 1784.057604 = -26732.867864 nChanged 3 SP:Iteration 22Q (118.497796 sec): 3 clusters Score: Raw -28522.063068 + Penalty 1784.057604 = -26738.005463 nChanged 0 SP:Iteration 23F (118.498828 sec): 3 clusters Score: Raw -28522.063068 + Penalty 1784.057604 = -26738.005463 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 22 (254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.500465 sec): 2 clusters Score: Raw -12094.829622 + Penalty 491.914674 = -11602.914948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.501176 sec): 3 clusters Score: Raw -12030.655701 + Penalty 985.272240 = -11045.383461 nChanged 53 SP:Iteration 1F (118.501840 sec): 3 clusters Score: Raw -12105.271896 + Penalty 993.798147 = -11111.473749 nChanged 20 SP:Iteration 2F (118.502486 sec): 3 clusters Score: Raw -12133.149298 + Penalty 1015.186384 = -11117.962915 nChanged 21 SP:Iteration 3F (118.503183 sec): 3 clusters Score: Raw -12171.586006 + Penalty 1034.814506 = -11136.771500 nChanged 13 SP:Iteration 4F (118.503902 sec): 3 clusters Score: Raw -12191.259989 + Penalty 1038.704664 = -11152.555325 nChanged 3 SP:Iteration 5Q (118.504594 sec): 3 clusters Score: Raw -12194.171032 + Penalty 1039.159460 = -11155.011572 nChanged 1 SP:Iteration 6Q (118.505284 sec): 3 clusters Score: Raw -12195.146548 + Penalty 1039.182910 = -11155.963638 nChanged 2 SP:Iteration 7Q (118.505971 sec): 3 clusters Score: Raw -12199.952168 + Penalty 1038.947862 = -11161.004306 nChanged 3 SP:Iteration 8Q (118.506650 sec): 3 clusters Score: Raw -12209.587862 + Penalty 1041.004648 = -11168.583214 nChanged 1 SP:Iteration 9Q (118.507313 sec): 3 clusters Score: Raw -12212.169309 + Penalty 1041.004648 = -11171.164661 nChanged 0 SP:Iteration 10F (118.507996 sec): 3 clusters Score: Raw -12212.169309 + Penalty 1041.004648 = -11171.164661 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 25 (355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.509845 sec): 2 clusters Score: Raw -17482.465366 + Penalty 379.368675 = -17103.096691 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.510674 sec): 3 clusters Score: Raw -17306.505521 + Penalty 766.409797 = -16540.095724 nChanged 112 SP:Iteration 1F (118.511490 sec): 3 clusters Score: Raw -17398.640200 + Penalty 788.249250 = -16610.390950 nChanged 35 SP:Iteration 2F (118.512303 sec): 3 clusters Score: Raw -17450.684363 + Penalty 854.370912 = -16596.313451 nChanged 38 SP:Iteration 3F (118.513139 sec): 3 clusters Score: Raw -17535.187635 + Penalty 984.428872 = -16550.758762 nChanged 38 SP:Iteration 4F (118.513952 sec): 3 clusters Score: Raw -17619.466993 + Penalty 996.705289 = -16622.761704 nChanged 8 SP:Iteration 5Q (118.514688 sec): 3 clusters Score: Raw -17629.282967 + Penalty 1007.698065 = -16621.584903 nChanged 6 SP:Iteration 6F (118.515501 sec): 3 clusters Score: Raw -17637.018357 + Penalty 1012.881825 = -16624.136532 nChanged 1 SP:Iteration 7Q (118.516222 sec): 3 clusters Score: Raw -17638.013209 + Penalty 1016.224958 = -16621.788251 nChanged 1 SP:Iteration 8F (118.517054 sec): 3 clusters Score: Raw -17638.894444 + Penalty 1016.224958 = -16622.669486 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 29 (124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.518282 sec): 2 clusters Score: Raw -5395.957168 + Penalty 45.715501 = -5350.241666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.518700 sec): 3 clusters Score: Raw -5349.624410 + Penalty 119.338833 = -5230.285577 nChanged 38 SP:Iteration 1F (118.519113 sec): 3 clusters Score: Raw -5407.422086 + Penalty 142.149433 = -5265.272653 nChanged 8 SP:Iteration 2F (118.519526 sec): 3 clusters Score: Raw -5419.304668 + Penalty 168.413051 = -5250.891616 nChanged 5 SP:Iteration 3F (118.519935 sec): 3 clusters Score: Raw -5431.331774 + Penalty 184.261250 = -5247.070524 nChanged 2 SP:Iteration 4F (118.520344 sec): 3 clusters Score: Raw -5440.461733 + Penalty 184.261250 = -5256.200483 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 32 (918 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.523668 sec): 2 clusters Score: Raw -36356.955420 + Penalty 1000.778680 = -35356.176740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.525468 sec): 3 clusters Score: Raw -36071.328155 + Penalty 2001.000800 = -34070.327355 nChanged 279 SP:Iteration 1F (118.527332 sec): 3 clusters Score: Raw -36369.977133 + Penalty 2003.008819 = -34366.968314 nChanged 76 SP:Iteration 2F (118.529134 sec): 3 clusters Score: Raw -36469.910393 + Penalty 2004.239888 = -34465.670505 nChanged 58 SP:Iteration 3F (118.530892 sec): 3 clusters Score: Raw -36540.099200 + Penalty 2004.635042 = -34535.464158 nChanged 38 SP:Iteration 4Q (118.532598 sec): 3 clusters Score: Raw -36586.576248 + Penalty 2005.904000 = -34580.672247 nChanged 29 SP:Iteration 5Q (118.534393 sec): 3 clusters Score: Raw -36615.103183 + Penalty 2005.862168 = -34609.241015 nChanged 13 SP:Iteration 6Q (118.536139 sec): 3 clusters Score: Raw -36631.556238 + Penalty 2005.939159 = -34625.617079 nChanged 14 SP:Iteration 7Q (118.537813 sec): 3 clusters Score: Raw -36647.033578 + Penalty 2005.991395 = -34641.042183 nChanged 6 SP:Iteration 8Q (118.539487 sec): 3 clusters Score: Raw -36651.797293 + Penalty 2005.909665 = -34645.887629 nChanged 3 SP:Iteration 9Q (118.541158 sec): 3 clusters Score: Raw -36655.996056 + Penalty 2006.232483 = -34649.763573 nChanged 2 SP:Iteration 10F (118.542917 sec): 3 clusters Score: Raw -36659.207753 + Penalty 2006.551250 = -34652.656503 nChanged 4 SP:Iteration 11Q (118.544592 sec): 3 clusters Score: Raw -36663.036703 + Penalty 2006.990450 = -34656.046254 nChanged 4 SP:Iteration 12Q (118.546333 sec): 3 clusters Score: Raw -36666.932605 + Penalty 2007.120998 = -34659.811607 nChanged 4 SP:Iteration 13Q (118.548038 sec): 3 clusters Score: Raw -36674.975568 + Penalty 2006.731255 = -34668.244313 nChanged 8 SP:Iteration 14Q (118.549727 sec): 3 clusters Score: Raw -36685.185916 + Penalty 2006.815787 = -34678.370128 nChanged 6 SP:Iteration 15Q (118.551403 sec): 3 clusters Score: Raw -36694.228086 + Penalty 2006.815787 = -34687.412298 nChanged 0 SP:Iteration 16F (118.553179 sec): 3 clusters Score: Raw -36694.228086 + Penalty 2006.815787 = -34687.412298 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 34 (605 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.555841 sec): 2 clusters Score: Raw -25297.531645 + Penalty 685.886481 = -24611.645164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.557112 sec): 3 clusters Score: Raw -25061.297666 + Penalty 1374.184239 = -23687.113427 nChanged 178 SP:Iteration 1F (118.558362 sec): 3 clusters Score: Raw -25279.859873 + Penalty 1375.284007 = -23904.575866 nChanged 64 SP:Iteration 2F (118.559616 sec): 3 clusters Score: Raw -25364.466605 + Penalty 1377.427969 = -23987.038636 nChanged 41 SP:Iteration 3F (118.560946 sec): 3 clusters Score: Raw -25438.022060 + Penalty 1377.114656 = -24060.907403 nChanged 25 SP:Iteration 4Q (118.562153 sec): 3 clusters Score: Raw -25479.109343 + Penalty 1376.906518 = -24102.202825 nChanged 16 SP:Iteration 5Q (118.563358 sec): 3 clusters Score: Raw -25501.655714 + Penalty 1375.260369 = -24126.395345 nChanged 12 SP:Iteration 6Q (118.564555 sec): 3 clusters Score: Raw -25517.897868 + Penalty 1374.237059 = -24143.660809 nChanged 9 SP:Iteration 7Q (118.565745 sec): 3 clusters Score: Raw -25530.363974 + Penalty 1374.233545 = -24156.130429 nChanged 4 SP:Iteration 8Q (118.566951 sec): 3 clusters Score: Raw -25535.334211 + Penalty 1374.582868 = -24160.751343 nChanged 5 SP:Iteration 9Q (118.568136 sec): 3 clusters Score: Raw -25540.166185 + Penalty 1374.876611 = -24165.289574 nChanged 3 SP:Iteration 10F (118.569381 sec): 3 clusters Score: Raw -25541.547768 + Penalty 1375.451443 = -24166.096326 nChanged 2 SP:Iteration 11Q (118.570671 sec): 3 clusters Score: Raw -25542.311284 + Penalty 1376.235546 = -24166.075738 nChanged 2 SP:Iteration 12F (118.572018 sec): 3 clusters Score: Raw -25542.991323 + Penalty 1376.631472 = -24166.359851 nChanged 3 SP:Iteration 13Q (118.573277 sec): 3 clusters Score: Raw -25546.539738 + Penalty 1376.552183 = -24169.987555 nChanged 3 SP:Iteration 14Q (118.574516 sec): 3 clusters Score: Raw -25549.869828 + Penalty 1377.010298 = -24172.859530 nChanged 1 SP:Iteration 15Q (118.575773 sec): 3 clusters Score: Raw -25550.326137 + Penalty 1377.066500 = -24173.259637 nChanged 2 SP:Iteration 16Q (118.576981 sec): 3 clusters Score: Raw -25551.851509 + Penalty 1376.247770 = -24175.603739 nChanged 4 SP:Iteration 17Q (118.578164 sec): 3 clusters Score: Raw -25556.409800 + Penalty 1375.766841 = -24180.642960 nChanged 3 SP:Iteration 18Q (118.579350 sec): 3 clusters Score: Raw -25559.464119 + Penalty 1376.075643 = -24183.388476 nChanged 1 SP:Iteration 19Q (118.580535 sec): 3 clusters Score: Raw -25560.058974 + Penalty 1376.075643 = -24183.983332 nChanged 0 SP:Iteration 20F (118.581831 sec): 3 clusters Score: Raw -25560.058974 + Penalty 1376.075643 = -24183.983332 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 36 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.583523 sec): 2 clusters Score: Raw -14332.732177 + Penalty 240.345863 = -14092.386314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.584227 sec): 3 clusters Score: Raw -14193.779803 + Penalty 522.627640 = -13671.152163 nChanged 99 SP:Iteration 1F (118.584919 sec): 3 clusters Score: Raw -14351.031677 + Penalty 561.524730 = -13789.506947 nChanged 29 SP:Iteration 2F (118.585635 sec): 3 clusters Score: Raw -14389.840212 + Penalty 565.179922 = -13824.660290 nChanged 6 SP:Iteration 3Q (118.586297 sec): 3 clusters Score: Raw -14398.141798 + Penalty 565.614560 = -13832.527237 nChanged 5 SP:Iteration 4Q (118.586939 sec): 3 clusters Score: Raw -14402.580440 + Penalty 567.586918 = -13834.993523 nChanged 2 SP:Iteration 5Q (118.587579 sec): 3 clusters Score: Raw -14405.660622 + Penalty 572.934697 = -13832.725925 nChanged 3 SP:Iteration 6F (118.588283 sec): 3 clusters Score: Raw -14410.054918 + Penalty 576.788682 = -13833.266236 nChanged 2 SP:Iteration 7Q (118.588944 sec): 3 clusters Score: Raw -14414.846532 + Penalty 581.554463 = -13833.292068 nChanged 2 SP:Iteration 8Q (118.589605 sec): 3 clusters Score: Raw -14417.843598 + Penalty 581.554463 = -13836.289135 nChanged 0 SP:Iteration 9F (118.590386 sec): 3 clusters Score: Raw -14417.843598 + Penalty 581.554463 = -13836.289135 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 37 (1034 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.594478 sec): 2 clusters Score: Raw -48704.368646 + Penalty 555.820020 = -48148.548626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.596536 sec): 3 clusters Score: Raw -48173.016622 + Penalty 1117.514767 = -47055.501855 nChanged 354 SP:Iteration 1F (118.598539 sec): 3 clusters Score: Raw -48447.596298 + Penalty 1139.015809 = -47308.580489 nChanged 140 SP:Iteration 2F (118.600513 sec): 3 clusters Score: Raw -48613.003605 + Penalty 1161.982416 = -47451.021189 nChanged 99 SP:Iteration 3F (118.602472 sec): 3 clusters Score: Raw -48719.951878 + Penalty 1170.864292 = -47549.087586 nChanged 53 SP:Iteration 4F (118.604482 sec): 3 clusters Score: Raw -48786.777580 + Penalty 1171.780077 = -47614.997503 nChanged 35 SP:Iteration 5Q (118.606432 sec): 3 clusters Score: Raw -48825.343858 + Penalty 1168.029287 = -47657.314571 nChanged 24 SP:Iteration 6Q (118.608351 sec): 3 clusters Score: Raw -48848.796828 + Penalty 1164.079597 = -47684.717231 nChanged 18 SP:Iteration 7Q (118.610258 sec): 3 clusters Score: Raw -48867.798812 + Penalty 1161.904363 = -47705.894449 nChanged 10 SP:Iteration 8Q (118.612257 sec): 3 clusters Score: Raw -48874.208486 + Penalty 1160.248853 = -47713.959633 nChanged 7 SP:Iteration 9Q (118.614202 sec): 3 clusters Score: Raw -48877.097534 + Penalty 1158.821551 = -47718.275983 nChanged 3 SP:Iteration 10F (118.616147 sec): 3 clusters Score: Raw -48877.758119 + Penalty 1157.910750 = -47719.847370 nChanged 2 SP:Iteration 11Q (118.618064 sec): 3 clusters Score: Raw -48877.987634 + Penalty 1157.802197 = -47720.185437 nChanged 3 SP:Iteration 12Q (118.620143 sec): 3 clusters Score: Raw -48882.151470 + Penalty 1158.314353 = -47723.837117 nChanged 3 SP:Iteration 13Q (118.622200 sec): 3 clusters Score: Raw -48884.622215 + Penalty 1158.081649 = -47726.540566 nChanged 1 SP:Iteration 14Q (118.624139 sec): 3 clusters Score: Raw -48885.030902 + Penalty 1157.114410 = -47727.916492 nChanged 2 SP:Iteration 15Q (118.626116 sec): 3 clusters Score: Raw -48885.743207 + Penalty 1157.114410 = -47728.628796 nChanged 0 SP:Iteration 16F (118.628108 sec): 3 clusters Score: Raw -48885.743207 + Penalty 1157.114410 = -47728.628796 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 41 (406 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.630250 sec): 2 clusters Score: Raw -17702.702369 + Penalty 927.685451 = -16775.016918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.631175 sec): 3 clusters Score: Raw -17640.835512 + Penalty 1855.333998 = -15785.501514 nChanged 88 SP:Iteration 1F (118.632079 sec): 3 clusters Score: Raw -17795.053663 + Penalty 1855.157382 = -15939.896281 nChanged 28 SP:Iteration 2F (118.632986 sec): 3 clusters Score: Raw -17864.611559 + Penalty 1855.052530 = -16009.559029 nChanged 18 SP:Iteration 3Q (118.633844 sec): 3 clusters Score: Raw -17914.264383 + Penalty 1854.958962 = -16059.305421 nChanged 16 SP:Iteration 4Q (118.634693 sec): 3 clusters Score: Raw -17954.053906 + Penalty 1854.882224 = -16099.171682 nChanged 10 SP:Iteration 5Q (118.635526 sec): 3 clusters Score: Raw -17989.800892 + Penalty 1854.918197 = -16134.882695 nChanged 8 SP:Iteration 6Q (118.636362 sec): 3 clusters Score: Raw -18010.128581 + Penalty 1854.838911 = -16155.289669 nChanged 3 SP:Iteration 7Q (118.637182 sec): 3 clusters Score: Raw -18022.785557 + Penalty 1854.948369 = -16167.837188 nChanged 6 SP:Iteration 8Q (118.638000 sec): 3 clusters Score: Raw -18039.427399 + Penalty 1854.685343 = -16184.742056 nChanged 8 SP:Iteration 9Q (118.638815 sec): 3 clusters Score: Raw -18077.453084 + Penalty 1854.472401 = -16222.980683 nChanged 5 SP:Iteration 10F (118.639720 sec): 3 clusters Score: Raw -18089.893304 + Penalty 1854.404341 = -16235.488964 nChanged 1 SP:Iteration 11Q (118.640529 sec): 3 clusters Score: Raw -18090.624545 + Penalty 1854.404341 = -16236.220204 nChanged 0 SP:Iteration 12F (118.641433 sec): 3 clusters Score: Raw -18090.624545 + Penalty 1854.404341 = -16236.220204 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 42 (661 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.644147 sec): 2 clusters Score: Raw -35427.621396 + Penalty 771.128945 = -34656.492450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.645521 sec): 3 clusters Score: Raw -35153.976440 + Penalty 1543.857599 = -33610.118841 nChanged 188 SP:Iteration 1F (118.646863 sec): 3 clusters Score: Raw -35295.477431 + Penalty 1545.643192 = -33749.834239 nChanged 63 SP:Iteration 2F (118.648202 sec): 3 clusters Score: Raw -35367.213569 + Penalty 1544.923264 = -33822.290304 nChanged 56 SP:Iteration 3F (118.649544 sec): 3 clusters Score: Raw -35435.266503 + Penalty 1550.391309 = -33884.875195 nChanged 39 SP:Iteration 4F (118.650890 sec): 3 clusters Score: Raw -35481.653263 + Penalty 1558.758307 = -33922.894956 nChanged 30 SP:Iteration 5Q (118.652218 sec): 3 clusters Score: Raw -35517.775814 + Penalty 1564.119544 = -33953.656270 nChanged 19 SP:Iteration 6Q (118.653553 sec): 3 clusters Score: Raw -35536.628278 + Penalty 1569.730566 = -33966.897712 nChanged 9 SP:Iteration 7Q (118.654867 sec): 3 clusters Score: Raw -35544.045833 + Penalty 1571.448098 = -33972.597735 nChanged 5 SP:Iteration 8Q (118.656179 sec): 3 clusters Score: Raw -35548.631640 + Penalty 1572.050251 = -33976.581389 nChanged 5 SP:Iteration 9Q (118.657510 sec): 3 clusters Score: Raw -35559.106578 + Penalty 1572.629587 = -33986.476991 nChanged 4 SP:Iteration 10F (118.658837 sec): 3 clusters Score: Raw -35566.898406 + Penalty 1574.043833 = -33992.854573 nChanged 3 SP:Iteration 11Q (118.660187 sec): 3 clusters Score: Raw -35570.120982 + Penalty 1574.043833 = -33996.077149 nChanged 0 SP:Iteration 12F (118.661531 sec): 3 clusters Score: Raw -35570.120982 + Penalty 1574.043833 = -33996.077149 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 43 (752 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.664513 sec): 2 clusters Score: Raw -37178.245496 + Penalty 742.378448 = -36435.867048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.666056 sec): 3 clusters Score: Raw -36850.616680 + Penalty 1484.786175 = -35365.830505 nChanged 233 SP:Iteration 1F (118.667571 sec): 3 clusters Score: Raw -36991.486248 + Penalty 1486.180310 = -35505.305938 nChanged 71 SP:Iteration 2F (118.669067 sec): 3 clusters Score: Raw -37054.776967 + Penalty 1488.073790 = -35566.703177 nChanged 54 SP:Iteration 3F (118.670582 sec): 3 clusters Score: Raw -37113.266106 + Penalty 1491.801209 = -35621.464897 nChanged 39 SP:Iteration 4F (118.672119 sec): 3 clusters Score: Raw -37166.446873 + Penalty 1494.317406 = -35672.129467 nChanged 29 SP:Iteration 5Q (118.673616 sec): 3 clusters Score: Raw -37202.911085 + Penalty 1495.885941 = -35707.025144 nChanged 32 SP:Iteration 6Q (118.675088 sec): 3 clusters Score: Raw -37242.154818 + Penalty 1498.579011 = -35743.575807 nChanged 24 SP:Iteration 7Q (118.676541 sec): 3 clusters Score: Raw -37261.949610 + Penalty 1501.157129 = -35760.792481 nChanged 9 SP:Iteration 8Q (118.678029 sec): 3 clusters Score: Raw -37266.746426 + Penalty 1504.648293 = -35762.098134 nChanged 9 SP:Iteration 9Q (118.679525 sec): 3 clusters Score: Raw -37275.994026 + Penalty 1507.468822 = -35768.525203 nChanged 9 SP:Iteration 10F (118.681039 sec): 3 clusters Score: Raw -37285.024210 + Penalty 1511.112940 = -35773.911270 nChanged 9 SP:Iteration 11Q (118.682506 sec): 3 clusters Score: Raw -37292.972870 + Penalty 1511.782538 = -35781.190333 nChanged 4 SP:Iteration 12Q (118.683983 sec): 3 clusters Score: Raw -37295.097388 + Penalty 1512.381515 = -35782.715873 nChanged 1 SP:Iteration 13Q (118.685438 sec): 3 clusters Score: Raw -37296.239484 + Penalty 1512.381515 = -35783.857969 nChanged 0 SP:Iteration 14F (118.686942 sec): 3 clusters Score: Raw -37296.239484 + Penalty 1512.381515 = -35783.857969 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 44 (759 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.689948 sec): 2 clusters Score: Raw -40456.510086 + Penalty 747.209328 = -39709.300758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.691579 sec): 3 clusters Score: Raw -40123.595404 + Penalty 1505.006029 = -38618.589375 nChanged 233 SP:Iteration 1F (118.693199 sec): 3 clusters Score: Raw -40345.046672 + Penalty 1524.832767 = -38820.213905 nChanged 87 SP:Iteration 2F (118.694856 sec): 3 clusters Score: Raw -40453.356556 + Penalty 1538.988100 = -38914.368456 nChanged 44 SP:Iteration 3F (118.696637 sec): 3 clusters Score: Raw -40517.922604 + Penalty 1550.985289 = -38966.937315 nChanged 37 SP:Iteration 4Q (118.698316 sec): 3 clusters Score: Raw -40572.703938 + Penalty 1556.027176 = -39016.676762 nChanged 29 SP:Iteration 5Q (118.700122 sec): 3 clusters Score: Raw -40603.236313 + Penalty 1558.230115 = -39045.006198 nChanged 17 SP:Iteration 6Q (118.702374 sec): 3 clusters Score: Raw -40622.980162 + Penalty 1559.757269 = -39063.222893 nChanged 16 SP:Iteration 7Q (118.704309 sec): 3 clusters Score: Raw -40640.483596 + Penalty 1560.580634 = -39079.902963 nChanged 12 SP:Iteration 8Q (118.705820 sec): 3 clusters Score: Raw -40653.810576 + Penalty 1566.627754 = -39087.182822 nChanged 12 SP:Iteration 9Q (118.707228 sec): 3 clusters Score: Raw -40666.274537 + Penalty 1569.487145 = -39096.787392 nChanged 8 SP:Iteration 10F (118.708732 sec): 3 clusters Score: Raw -40675.970435 + Penalty 1571.232551 = -39104.737884 nChanged 8 SP:Iteration 11Q (118.710117 sec): 3 clusters Score: Raw -40681.297993 + Penalty 1573.172799 = -39108.125194 nChanged 2 SP:Iteration 12Q (118.711529 sec): 3 clusters Score: Raw -40683.622302 + Penalty 1575.485349 = -39108.136954 nChanged 3 SP:Iteration 13Q (118.713040 sec): 3 clusters Score: Raw -40686.078587 + Penalty 1575.485349 = -39110.593238 nChanged 0 SP:Iteration 14F (118.714582 sec): 3 clusters Score: Raw -40686.078587 + Penalty 1575.485349 = -39110.593238 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 45 (760 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.717786 sec): 2 clusters Score: Raw -41061.318070 + Penalty 630.660857 = -40430.657213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.719361 sec): 3 clusters Score: Raw -40684.377625 + Penalty 1258.879742 = -39425.497883 nChanged 240 SP:Iteration 1F (118.721030 sec): 3 clusters Score: Raw -40851.300584 + Penalty 1260.882181 = -39590.418403 nChanged 81 SP:Iteration 2F (118.722591 sec): 3 clusters Score: Raw -40920.546560 + Penalty 1264.705563 = -39655.840998 nChanged 42 SP:Iteration 3F (118.724140 sec): 3 clusters Score: Raw -40953.141780 + Penalty 1268.918423 = -39684.223357 nChanged 33 SP:Iteration 4Q (118.725683 sec): 3 clusters Score: Raw -40978.712192 + Penalty 1272.879121 = -39705.833071 nChanged 23 SP:Iteration 5Q (118.727212 sec): 3 clusters Score: Raw -40995.045561 + Penalty 1278.114152 = -39716.931409 nChanged 15 SP:Iteration 6Q (118.728782 sec): 3 clusters Score: Raw -41001.615599 + Penalty 1282.908843 = -39718.706756 nChanged 13 SP:Iteration 7Q (118.730394 sec): 3 clusters Score: Raw -41008.624200 + Penalty 1288.600417 = -39720.023783 nChanged 17 SP:Iteration 8Q (118.731935 sec): 3 clusters Score: Raw -41022.003004 + Penalty 1296.254185 = -39725.748819 nChanged 18 SP:Iteration 9Q (118.733448 sec): 3 clusters Score: Raw -41032.875566 + Penalty 1307.242069 = -39725.633497 nChanged 20 SP:Iteration 10F (118.734977 sec): 3 clusters Score: Raw -41046.309397 + Penalty 1318.226836 = -39728.082561 nChanged 22 SP:Iteration 11Q (118.736509 sec): 3 clusters Score: Raw -41063.283233 + Penalty 1326.912462 = -39736.370772 nChanged 20 SP:Iteration 12Q (118.738057 sec): 3 clusters Score: Raw -41078.129794 + Penalty 1334.340371 = -39743.789423 nChanged 13 SP:Iteration 13Q (118.739572 sec): 3 clusters Score: Raw -41085.333993 + Penalty 1340.379723 = -39744.954270 nChanged 10 SP:Iteration 14Q (118.741070 sec): 3 clusters Score: Raw -41090.536507 + Penalty 1344.174125 = -39746.362381 nChanged 9 SP:Iteration 15Q (118.742549 sec): 3 clusters Score: Raw -41095.751911 + Penalty 1347.058799 = -39748.693112 nChanged 8 SP:Iteration 16Q (118.744062 sec): 3 clusters Score: Raw -41099.898713 + Penalty 1348.349416 = -39751.549297 nChanged 6 SP:Iteration 17Q (118.745551 sec): 3 clusters Score: Raw -41105.755115 + Penalty 1351.654268 = -39754.100847 nChanged 6 SP:Iteration 18Q (118.747028 sec): 3 clusters Score: Raw -41107.799663 + Penalty 1352.356936 = -39755.442727 nChanged 2 SP:Iteration 19Q (118.748485 sec): 3 clusters Score: Raw -41108.158192 + Penalty 1352.712734 = -39755.445458 nChanged 2 SP:Iteration 20F (118.750063 sec): 3 clusters Score: Raw -41108.693619 + Penalty 1352.581262 = -39756.112357 nChanged 1 SP:Iteration 21Q (118.751544 sec): 3 clusters Score: Raw -41109.050481 + Penalty 1352.813911 = -39756.236570 nChanged 1 SP:Iteration 22Q (118.753028 sec): 3 clusters Score: Raw -41110.028576 + Penalty 1352.813911 = -39757.214665 nChanged 0 SP:Iteration 23F (118.754564 sec): 3 clusters Score: Raw -41110.028576 + Penalty 1352.813911 = -39757.214665 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 56 (405 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.756716 sec): 2 clusters Score: Raw -23030.160647 + Penalty 922.310248 = -22107.850399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.757713 sec): 3 clusters Score: Raw -22981.434696 + Penalty 1845.432453 = -21136.002243 nChanged 91 SP:Iteration 1F (118.758672 sec): 3 clusters Score: Raw -23104.072796 + Penalty 1845.970682 = -21258.102115 nChanged 18 SP:Iteration 2Q (118.759570 sec): 3 clusters Score: Raw -23142.781858 + Penalty 1846.173396 = -21296.608462 nChanged 11 SP:Iteration 3Q (118.760459 sec): 3 clusters Score: Raw -23155.428329 + Penalty 1846.417898 = -21309.010431 nChanged 5 SP:Iteration 4Q (118.761344 sec): 3 clusters Score: Raw -23159.772695 + Penalty 1846.386274 = -21313.386421 nChanged 3 SP:Iteration 5Q (118.762230 sec): 3 clusters Score: Raw -23164.354804 + Penalty 1846.461311 = -21317.893493 nChanged 1 SP:Iteration 6Q (118.763131 sec): 3 clusters Score: Raw -23164.846527 + Penalty 1846.461311 = -21318.385216 nChanged 0 SP:Iteration 7F (118.764051 sec): 3 clusters Score: Raw -23164.846527 + Penalty 1846.461311 = -21318.385216 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 58 (275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.765694 sec): 2 clusters Score: Raw -9139.912452 + Penalty 412.436780 = -8727.475672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.766402 sec): 3 clusters Score: Raw -9102.936611 + Penalty 823.217964 = -8279.718647 nChanged 71 SP:Iteration 1F (118.767096 sec): 3 clusters Score: Raw -9208.058283 + Penalty 827.648028 = -8380.410255 nChanged 23 SP:Iteration 2F (118.767789 sec): 3 clusters Score: Raw -9258.346460 + Penalty 829.355783 = -8428.990676 nChanged 6 SP:Iteration 3Q (118.768458 sec): 3 clusters Score: Raw -9267.643940 + Penalty 832.077997 = -8435.565943 nChanged 4 SP:Iteration 4Q (118.769124 sec): 3 clusters Score: Raw -9272.296026 + Penalty 832.220685 = -8440.075341 nChanged 2 SP:Iteration 5Q (118.769790 sec): 3 clusters Score: Raw -9279.022903 + Penalty 832.006398 = -8447.016505 nChanged 2 SP:Iteration 6Q (118.770455 sec): 3 clusters Score: Raw -9285.963811 + Penalty 833.519383 = -8452.444429 nChanged 2 SP:Iteration 7Q (118.771118 sec): 3 clusters Score: Raw -9293.182797 + Penalty 833.519383 = -8459.663415 nChanged 0 SP:Iteration 8F (118.771828 sec): 3 clusters Score: Raw -9293.182797 + Penalty 833.519383 = -8459.663415 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 66 (262 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.773334 sec): 2 clusters Score: Raw -12180.685557 + Penalty 56.809324 = -12123.876233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.774010 sec): 3 clusters Score: Raw -12030.852426 + Penalty 113.846229 = -11917.006197 nChanged 117 SP:Iteration 1F (118.774668 sec): 3 clusters Score: Raw -12143.123760 + Penalty 115.959839 = -12027.163920 nChanged 21 SP:Iteration 2F (118.775345 sec): 3 clusters Score: Raw -12162.687481 + Penalty 115.859361 = -12046.828120 nChanged 9 SP:Iteration 3Q (118.776012 sec): 3 clusters Score: Raw -12168.313956 + Penalty 116.554700 = -12051.759257 nChanged 2 SP:Iteration 4Q (118.776660 sec): 3 clusters Score: Raw -12168.916872 + Penalty 116.556402 = -12052.360470 nChanged 1 SP:Iteration 5Q (118.777347 sec): 3 clusters Score: Raw -12169.375169 + Penalty 113.974799 = -12055.400370 nChanged 1 SP:Iteration 6Q (118.778009 sec): 3 clusters Score: Raw -12170.051444 + Penalty 113.352504 = -12056.698940 nChanged 2 SP:Iteration 7Q (118.778668 sec): 3 clusters Score: Raw -12170.313258 + Penalty 113.684951 = -12056.628308 nChanged 1 SP:Iteration 8F (118.779345 sec): 3 clusters Score: Raw -12170.627911 + Penalty 114.124162 = -12056.503750 nChanged 1 SP:Iteration 9F (118.780021 sec): 3 clusters Score: Raw -12171.018813 + Penalty 113.269052 = -12057.749761 nChanged 2 SP:Iteration 10F (118.780698 sec): 3 clusters Score: Raw -12172.342482 + Penalty 113.138677 = -12059.203805 nChanged 5 SP:Iteration 11Q (118.781355 sec): 3 clusters Score: Raw -12173.080949 + Penalty 111.799488 = -12061.281461 nChanged 5 SP:Iteration 12Q (118.782006 sec): 3 clusters Score: Raw -12174.778014 + Penalty 111.765285 = -12063.012729 nChanged 2 SP:Iteration 13Q (118.782684 sec): 3 clusters Score: Raw -12175.177682 + Penalty 111.740844 = -12063.436838 nChanged 2 SP:Iteration 14Q (118.783334 sec): 3 clusters Score: Raw -12176.139005 + Penalty 111.481851 = -12064.657153 nChanged 1 SP:Iteration 15Q (118.783977 sec): 3 clusters Score: Raw -12176.348100 + Penalty 111.481851 = -12064.866249 nChanged 0 SP:Iteration 16F (118.784661 sec): 3 clusters Score: Raw -12176.348100 + Penalty 111.481851 = -12064.866249 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 75 (374 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.786652 sec): 2 clusters Score: Raw -22793.245241 + Penalty 845.547104 = -21947.698137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.787562 sec): 3 clusters Score: Raw -22697.428735 + Penalty 1692.457243 = -21004.971492 nChanged 98 SP:Iteration 1F (118.788457 sec): 3 clusters Score: Raw -22811.277859 + Penalty 1692.458311 = -21118.819547 nChanged 18 SP:Iteration 2Q (118.789305 sec): 3 clusters Score: Raw -22836.028211 + Penalty 1692.814037 = -21143.214174 nChanged 10 SP:Iteration 3Q (118.790147 sec): 3 clusters Score: Raw -22847.545956 + Penalty 1693.233279 = -21154.312677 nChanged 6 SP:Iteration 4Q (118.790989 sec): 3 clusters Score: Raw -22854.928214 + Penalty 1693.978929 = -21160.949285 nChanged 4 SP:Iteration 5Q (118.791826 sec): 3 clusters Score: Raw -22860.209934 + Penalty 1694.136540 = -21166.073394 nChanged 1 SP:Iteration 6Q (118.792661 sec): 3 clusters Score: Raw -22860.977212 + Penalty 1694.428177 = -21166.549035 nChanged 1 SP:Iteration 7Q (118.793498 sec): 3 clusters Score: Raw -22862.018295 + Penalty 1694.428177 = -21167.590117 nChanged 0 SP:Iteration 8F (118.794361 sec): 3 clusters Score: Raw -22862.018295 + Penalty 1694.428177 = -21167.590117 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 79 (688 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.797173 sec): 2 clusters Score: Raw -29055.051437 + Penalty 312.601999 = -28742.449438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.798654 sec): 3 clusters Score: Raw -28696.507823 + Penalty 644.259971 = -28052.247852 nChanged 263 SP:Iteration 1F (118.800088 sec): 3 clusters Score: Raw -28948.340671 + Penalty 688.970019 = -28259.370652 nChanged 105 SP:Iteration 2F (118.801511 sec): 3 clusters Score: Raw -29071.556635 + Penalty 714.152631 = -28357.404004 nChanged 51 SP:Iteration 3F (118.802916 sec): 3 clusters Score: Raw -29124.265736 + Penalty 745.800840 = -28378.464897 nChanged 31 SP:Iteration 4Q (118.804289 sec): 3 clusters Score: Raw -29164.336831 + Penalty 768.165508 = -28396.171322 nChanged 23 SP:Iteration 5Q (118.805664 sec): 3 clusters Score: Raw -29194.002331 + Penalty 775.297709 = -28418.704622 nChanged 19 SP:Iteration 6Q (118.807022 sec): 3 clusters Score: Raw -29214.791925 + Penalty 779.544040 = -28435.247885 nChanged 5 SP:Iteration 7Q (118.808346 sec): 3 clusters Score: Raw -29219.132290 + Penalty 783.071234 = -28436.061056 nChanged 5 SP:Iteration 8Q (118.809643 sec): 3 clusters Score: Raw -29224.815882 + Penalty 789.025270 = -28435.790613 nChanged 4 SP:Iteration 9F (118.811051 sec): 3 clusters Score: Raw -29237.084808 + Penalty 788.603141 = -28448.481667 nChanged 2 SP:Iteration 10F (118.812462 sec): 3 clusters Score: Raw -29242.426727 + Penalty 788.603141 = -28453.823586 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 92 (309 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.814255 sec): 2 clusters Score: Raw -12799.782857 + Penalty 179.794998 = -12619.987859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.815015 sec): 3 clusters Score: Raw -12659.832791 + Penalty 386.016855 = -12273.815936 nChanged 105 SP:Iteration 1F (118.815759 sec): 3 clusters Score: Raw -12763.797737 + Penalty 432.752442 = -12331.045296 nChanged 40 SP:Iteration 2F (118.816501 sec): 3 clusters Score: Raw -12811.117331 + Penalty 464.026837 = -12347.090494 nChanged 18 SP:Iteration 3F (118.817267 sec): 3 clusters Score: Raw -12838.473638 + Penalty 483.752376 = -12354.721262 nChanged 9 SP:Iteration 4Q (118.817977 sec): 3 clusters Score: Raw -12854.195081 + Penalty 475.456358 = -12378.738723 nChanged 5 SP:Iteration 5Q (118.818674 sec): 3 clusters Score: Raw -12858.009827 + Penalty 475.456358 = -12382.553469 nChanged 0 SP:Iteration 6F (118.819408 sec): 3 clusters Score: Raw -12858.009827 + Penalty 475.456358 = -12382.553469 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 100 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.820425 sec): 2 clusters Score: Raw -2363.586210 + Penalty 132.489343 = -2231.096867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.820756 sec): 3 clusters Score: Raw -2388.318578 + Penalty 271.342699 = -2116.975879 nChanged 11 SP:Iteration 1F (118.821066 sec): 3 clusters Score: Raw -2407.488868 + Penalty 271.342699 = -2136.146168 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 104 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.822058 sec): 2 clusters Score: Raw -3076.679316 + Penalty 104.540436 = -2972.138881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.822405 sec): 3 clusters Score: Raw -3063.710741 + Penalty 214.865054 = -2848.845687 nChanged 22 SP:Iteration 1F (118.822745 sec): 3 clusters Score: Raw -3090.653030 + Penalty 209.877297 = -2880.775733 nChanged 10 SP:Iteration 2F (118.823085 sec): 3 clusters Score: Raw -3109.284555 + Penalty 209.289837 = -2899.994718 nChanged 5 SP:Iteration 3F (118.823424 sec): 3 clusters Score: Raw -3115.370970 + Penalty 209.109552 = -2906.261419 nChanged 2 SP:Iteration 4Q (118.823751 sec): 3 clusters Score: Raw -3116.613237 + Penalty 209.109552 = -2907.503685 nChanged 0 SP:Iteration 5F (118.824091 sec): 3 clusters Score: Raw -3116.613237 + Penalty 209.109552 = -2907.503685 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 107 (298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.825695 sec): 2 clusters Score: Raw -15908.719234 + Penalty 581.169887 = -15327.549346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.826439 sec): 3 clusters Score: Raw -15813.896769 + Penalty 1172.637030 = -14641.259739 nChanged 72 SP:Iteration 1F (118.827185 sec): 3 clusters Score: Raw -15909.743330 + Penalty 1188.851199 = -14720.892131 nChanged 30 SP:Iteration 2F (118.827913 sec): 3 clusters Score: Raw -15952.312720 + Penalty 1196.871700 = -14755.441020 nChanged 15 SP:Iteration 3F (118.828638 sec): 3 clusters Score: Raw -15972.076144 + Penalty 1206.634077 = -14765.442066 nChanged 8 SP:Iteration 4Q (118.829346 sec): 3 clusters Score: Raw -15984.723048 + Penalty 1211.315898 = -14773.407151 nChanged 7 SP:Iteration 5Q (118.830042 sec): 3 clusters Score: Raw -15993.015521 + Penalty 1208.744922 = -14784.270598 nChanged 3 SP:Iteration 6Q (118.830733 sec): 3 clusters Score: Raw -15997.325745 + Penalty 1207.240904 = -14790.084841 nChanged 1 SP:Iteration 7Q (118.831424 sec): 3 clusters Score: Raw -15998.207849 + Penalty 1207.240904 = -14790.966945 nChanged 0 SP:Iteration 8F (118.832154 sec): 3 clusters Score: Raw -15998.207849 + Penalty 1207.240904 = -14790.966945 nChanged 0 Time taken for this iteration:117.929465 seconds. 300->35 Clusters: Score -1458937.390568, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 234 (time per iteration =508.024444 ms) Total iterations: 2703 (time per iteration =43.979919 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 6179463125.000000 (time per metric unit =19.237548ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 154486578125.000000 (time per metric unit=769.501930ps) That took 118.877720 seconds. FileBase PeterP-2013-10-10_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 0.31 and 0.47 GB of RAM. Memory request: 0.16 GB would take us to total of 0.16 GB. ---------------------------------------------------------- Loaded 33841 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 33841 points ------ Starting initial clusters from distinct float masks Not enough masks (234) to generate starting clusters (300), so starting with (235) clusters instead. Assigned 235 initial classes from 234 unique masks. Deleting Class 231 (1 points): Lose 2.823848 but Gain 1619.572440 Iteration 0F (4.687708 sec): 234 clusters Score: Raw -1676199.974527 + Penalty 245464.771437 = -1430735.203090 nChanged 9070 Deleting Class 232 (1 points): Lose 8.306107 but Gain 1608.552178 Iteration 1F (8.262982 sec): 226 clusters Score: Raw -1703410.536420 + Penalty 244842.765484 = -1458567.770935 nChanged 3300 Deleting Class 228 (1 points): Lose 2.122494 but Gain 1571.860793 Iteration 2F (11.780912 sec): 225 clusters Score: Raw -1712624.506709 + Penalty 240956.954852 = -1471667.551856 nChanged 1999 Deleting Class 205 (1 points): Lose 5.635072 but Gain 1575.278886 Iteration 3F (15.231814 sec): 221 clusters Score: Raw -1717451.778191 + Penalty 239608.799392 = -1477842.978799 nChanged 1566 Deleting Class 41 (1 points): Lose 3.213138 but Gain 1534.197701 Iteration 4Q (15.683322 sec): 220 clusters Score: Raw -1720533.226633 + Penalty 238229.945329 = -1482303.281304 nChanged 1300 Deleting Class 233 (1 points): Lose 6.547624 but Gain 1535.973432 Iteration 5Q (16.088068 sec): 219 clusters Score: Raw -1722835.863084 + Penalty 236936.725492 = -1485899.137591 nChanged 1138 Deleting Class 226 (2 points): Lose 47.750693 but Gain 1556.545327 Iteration 6Q (16.468311 sec): 218 clusters Score: Raw -1724476.145477 + Penalty 234108.995573 = -1490367.149904 nChanged 934 Deleting Class 120 (3 points): Lose 34.304990 but Gain 1535.124880 Iteration 7Q (16.816003 sec): 216 clusters Score: Raw -1725427.293927 + Penalty 232564.803866 = -1492862.490061 nChanged 758 Deleting Class 200 (5 points): Lose 40.857291 but Gain 1505.513041 Iteration 8Q (17.138277 sec): 215 clusters Score: Raw -1726094.736867 + Penalty 231149.018958 = -1494945.717910 nChanged 713 Deleting Class 230 (2 points): Lose 24.205210 but Gain 1472.073557 Iteration 9Q (17.456142 sec): 214 clusters Score: Raw -1726597.491937 + Penalty 229946.521645 = -1496650.970291 nChanged 607 Deleting Class 178 (1 points): Lose 17.814631 but Gain 1462.282198 Iteration 10F (20.823472 sec): 213 clusters Score: Raw -1727331.458310 + Penalty 228730.151463 = -1498601.306847 nChanged 650 Deleting Class 217 (3 points): Lose 36.637907 but Gain 1473.057031 Iteration 11Q (21.136821 sec): 212 clusters Score: Raw -1728434.197487 + Penalty 227473.211334 = -1500960.986153 nChanged 660 Deleting Class 152 (4 points): Lose 35.346323 but Gain 1462.389377 Iteration 12Q (21.454703 sec): 211 clusters Score: Raw -1729136.976721 + Penalty 226099.327639 = -1503037.649082 nChanged 526 Deleting Class 166 (4 points): Lose 71.798823 but Gain 1489.558488 Iteration 13Q (21.747869 sec): 210 clusters Score: Raw -1729478.580887 + Penalty 224534.864988 = -1504943.715899 nChanged 487 Deleting Class 70 (32 points): Lose 228.434408 but Gain 1644.081750 Iteration 14Q (22.035685 sec): 209 clusters Score: Raw -1729542.314414 + Penalty 222339.221934 = -1507203.092480 nChanged 482 Deleting Class 108 (4 points): Lose 59.666827 but Gain 1463.725548 Iteration 15Q (22.320758 sec): 207 clusters Score: Raw -1729815.224314 + Penalty 221032.817984 = -1508782.406329 nChanged 432 Deleting Class 189 (4 points): Lose 67.658173 but Gain 1470.345821 Iteration 16Q (22.611212 sec): 206 clusters Score: Raw -1730007.187863 + Penalty 219694.928965 = -1510312.258898 nChanged 392 Deleting Class 210 (4 points): Lose 32.641726 but Gain 1434.004839 Iteration 17Q (22.882235 sec): 205 clusters Score: Raw -1730210.143190 + Penalty 218309.674426 = -1511900.468763 nChanged 352 Deleting Class 198 (11 points): Lose 102.103979 but Gain 1495.561090 Iteration 18Q (23.147940 sec): 204 clusters Score: Raw -1730298.760592 + Penalty 216880.727610 = -1513418.032982 nChanged 305 Deleting Class 69 (32 points): Lose 238.066584 but Gain 1614.392442 Iteration 19Q (23.415282 sec): 203 clusters Score: Raw -1730218.107338 + Penalty 215427.634703 = -1514790.472636 nChanged 324 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 -1730218.107338 + Penalty 215427.634703 = -1514790.472636Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 1 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.533831 sec): 2 clusters Score: Raw -2332.059053 + Penalty 478.142931 = -1853.916122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.534136 sec): 3 clusters Score: Raw -2447.668493 + Penalty 966.440405 = -1481.228088 nChanged 0 Memory request: 0.06 GB would take us to total of 0.37 GB. Trying to split cluster 2 (13360 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.592264 sec): 2 clusters Score: Raw -700326.824753 + Penalty 144.772842 = -700182.051911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.617222 sec): 3 clusters Score: Raw -691316.857454 + Penalty 318.490706 = -690998.366747 nChanged 6404 SP:Iteration 1F (23.641972 sec): 3 clusters Score: Raw -696026.291585 + Penalty 263.558151 = -695762.733434 nChanged 2019 SP:Iteration 2F (23.666376 sec): 3 clusters Score: Raw -698379.588516 + Penalty 218.111772 = -698161.476745 nChanged 1035 SP:Iteration 3F (23.691289 sec): 3 clusters Score: Raw -699606.011650 + Penalty 200.963542 = -699405.048108 nChanged 438 SP:Iteration 4Q (23.716898 sec): 3 clusters Score: Raw -700194.898323 + Penalty 195.929433 = -699998.968890 nChanged 64 SP:Iteration 5Q (23.736396 sec): 3 clusters Score: Raw -700315.826188 + Penalty 195.929433 = -700119.896755 nChanged 6 SP:Iteration 6Q (23.755508 sec): 3 clusters Score: Raw -700317.198433 + Penalty 195.936643 = -700121.261790 nChanged 5 SP:Iteration 7Q (23.774153 sec): 3 clusters Score: Raw -700318.314028 + Penalty 195.886516 = -700122.427511 nChanged 4 SP:Iteration 8Q (23.792956 sec): 3 clusters Score: Raw -700318.678484 + Penalty 195.862490 = -700122.815993 nChanged 1 SP:Iteration 9Q (23.811676 sec): 3 clusters Score: Raw -700318.858043 + Penalty 195.839126 = -700123.018916 nChanged 1 SP:Iteration 10F (23.835646 sec): 3 clusters Score: Raw -700319.023074 + Penalty 195.839126 = -700123.183948 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 3 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.842577 sec): 2 clusters Score: Raw -1544.610478 + Penalty 421.054774 = -1123.555704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.842864 sec): 3 clusters Score: Raw -1636.175749 + Penalty 834.186316 = -801.989433 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 4 (254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.844074 sec): 2 clusters Score: Raw -12719.763133 + Penalty 334.646204 = -12385.116929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.844749 sec): 3 clusters Score: Raw -12628.284428 + Penalty 677.649148 = -11950.635281 nChanged 57 SP:Iteration 1F (23.845414 sec): 3 clusters Score: Raw -12700.422514 + Penalty 681.039535 = -12019.382979 nChanged 22 SP:Iteration 2F (23.846077 sec): 3 clusters Score: Raw -12729.187903 + Penalty 676.746176 = -12052.441727 nChanged 15 SP:Iteration 3F (23.846709 sec): 3 clusters Score: Raw -12744.283341 + Penalty 675.048868 = -12069.234473 nChanged 6 SP:Iteration 4Q (23.847337 sec): 3 clusters Score: Raw -12748.284463 + Penalty 669.961391 = -12078.323072 nChanged 8 SP:Iteration 5Q (23.847958 sec): 3 clusters Score: Raw -12753.869162 + Penalty 667.231902 = -12086.637260 nChanged 6 SP:Iteration 6Q (23.848577 sec): 3 clusters Score: Raw -12757.733332 + Penalty 664.965911 = -12092.767421 nChanged 3 SP:Iteration 7Q (23.849196 sec): 3 clusters Score: Raw -12759.323378 + Penalty 663.747505 = -12095.575874 nChanged 2 SP:Iteration 8Q (23.849813 sec): 3 clusters Score: Raw -12762.043925 + Penalty 661.308194 = -12100.735730 nChanged 3 SP:Iteration 9Q (23.850431 sec): 3 clusters Score: Raw -12768.854126 + Penalty 657.964972 = -12110.889154 nChanged 4 SP:Iteration 10F (23.851074 sec): 3 clusters Score: Raw -12772.725193 + Penalty 653.879262 = -12118.845931 nChanged 4 SP:Iteration 11Q (23.851689 sec): 3 clusters Score: Raw -12778.856178 + Penalty 649.883354 = -12128.972823 nChanged 4 SP:Iteration 12Q (23.852303 sec): 3 clusters Score: Raw -12784.725803 + Penalty 647.343095 = -12137.382708 nChanged 3 SP:Iteration 13Q (23.852914 sec): 3 clusters Score: Raw -12788.055838 + Penalty 645.291695 = -12142.764143 nChanged 5 SP:Iteration 14Q (23.853523 sec): 3 clusters Score: Raw -12791.831021 + Penalty 643.382893 = -12148.448128 nChanged 5 SP:Iteration 15Q (23.854129 sec): 3 clusters Score: Raw -12794.326091 + Penalty 642.080426 = -12152.245665 nChanged 1 SP:Iteration 16Q (23.854735 sec): 3 clusters Score: Raw -12794.450886 + Penalty 642.080426 = -12152.370459 nChanged 0 SP:Iteration 17F (23.855373 sec): 3 clusters Score: Raw -12794.450886 + Penalty 642.080426 = -12152.370459 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 5 (351 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.856736 sec): 2 clusters Score: Raw -21187.850522 + Penalty 787.886846 = -20399.963676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.857554 sec): 3 clusters Score: Raw -21138.881772 + Penalty 1574.280048 = -19564.601724 nChanged 91 SP:Iteration 1F (23.858360 sec): 3 clusters Score: Raw -21295.389682 + Penalty 1573.021821 = -19722.367860 nChanged 26 SP:Iteration 2F (23.859164 sec): 3 clusters Score: Raw -21371.397821 + Penalty 1570.987824 = -19800.409997 nChanged 16 SP:Iteration 3Q (23.859976 sec): 3 clusters Score: Raw -21418.415474 + Penalty 1570.166735 = -19848.248739 nChanged 16 SP:Iteration 4Q (23.860774 sec): 3 clusters Score: Raw -21445.195480 + Penalty 1567.402013 = -19877.793467 nChanged 10 SP:Iteration 5Q (23.861570 sec): 3 clusters Score: Raw -21464.335193 + Penalty 1566.433887 = -19897.901306 nChanged 5 SP:Iteration 6Q (23.862351 sec): 3 clusters Score: Raw -21472.002788 + Penalty 1565.762086 = -19906.240702 nChanged 2 SP:Iteration 7Q (23.863126 sec): 3 clusters Score: Raw -21475.197644 + Penalty 1565.762086 = -19909.435559 nChanged 0 SP:Iteration 8F (23.863960 sec): 3 clusters Score: Raw -21475.197644 + Penalty 1565.762086 = -19909.435559 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 6 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.864871 sec): 2 clusters Score: Raw -9579.242238 + Penalty 316.879834 = -9262.362404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.865410 sec): 3 clusters Score: Raw -9500.885816 + Penalty 632.663231 = -8868.222585 nChanged 44 SP:Iteration 1F (23.865912 sec): 3 clusters Score: Raw -9538.929820 + Penalty 631.969187 = -8906.960633 nChanged 16 SP:Iteration 2F (23.866413 sec): 3 clusters Score: Raw -9556.003833 + Penalty 631.622355 = -8924.381478 nChanged 7 SP:Iteration 3Q (23.866911 sec): 3 clusters Score: Raw -9565.626724 + Penalty 632.029736 = -8933.596988 nChanged 7 SP:Iteration 4Q (23.867408 sec): 3 clusters Score: Raw -9575.174635 + Penalty 633.078669 = -8942.095966 nChanged 7 SP:Iteration 5Q (23.867905 sec): 3 clusters Score: Raw -9581.177797 + Penalty 635.330934 = -8945.846863 nChanged 3 SP:Iteration 6Q (23.868398 sec): 3 clusters Score: Raw -9583.961888 + Penalty 638.854843 = -8945.107044 nChanged 4 SP:Iteration 7F (23.868897 sec): 3 clusters Score: Raw -9585.744391 + Penalty 638.854843 = -8946.889547 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 7 (221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.869930 sec): 2 clusters Score: Raw -13715.862148 + Penalty 469.289541 = -13246.572607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.870528 sec): 3 clusters Score: Raw -13631.010971 + Penalty 939.685512 = -12691.325460 nChanged 41 SP:Iteration 1F (23.871118 sec): 3 clusters Score: Raw -13664.383337 + Penalty 942.366446 = -12722.016891 nChanged 13 SP:Iteration 2F (23.871703 sec): 3 clusters Score: Raw -13678.717623 + Penalty 948.457637 = -12730.259987 nChanged 12 SP:Iteration 3F (23.872286 sec): 3 clusters Score: Raw -13694.235001 + Penalty 953.031140 = -12741.203861 nChanged 9 SP:Iteration 4Q (23.872867 sec): 3 clusters Score: Raw -13706.573313 + Penalty 957.309133 = -12749.264180 nChanged 7 SP:Iteration 5Q (23.873445 sec): 3 clusters Score: Raw -13712.077566 + Penalty 958.560260 = -12753.517306 nChanged 1 SP:Iteration 6Q (23.874022 sec): 3 clusters Score: Raw -13712.243149 + Penalty 960.180272 = -12752.062877 nChanged 1 SP:Iteration 7F (23.874605 sec): 3 clusters Score: Raw -13713.543941 + Penalty 963.046628 = -12750.497313 nChanged 2 SP:Iteration 8F (23.875188 sec): 3 clusters Score: Raw -13716.755700 + Penalty 966.723284 = -12750.032416 nChanged 4 SP:Iteration 9F (23.875771 sec): 3 clusters Score: Raw -13720.654335 + Penalty 972.150646 = -12748.503689 nChanged 4 SP:Iteration 10F (23.876355 sec): 3 clusters Score: Raw -13724.706598 + Penalty 976.550616 = -12748.155982 nChanged 4 SP:Iteration 11F (23.876938 sec): 3 clusters Score: Raw -13727.723357 + Penalty 980.691299 = -12747.032058 nChanged 4 SP:Iteration 12F (23.877542 sec): 3 clusters Score: Raw -13734.963312 + Penalty 990.640956 = -12744.322357 nChanged 6 SP:Iteration 13F (23.878126 sec): 3 clusters Score: Raw -13741.122076 + Penalty 1004.326857 = -12736.795219 nChanged 7 SP:Iteration 14F (23.878709 sec): 3 clusters Score: Raw -13748.113343 + Penalty 1010.227304 = -12737.886038 nChanged 4 SP:Iteration 15Q (23.879276 sec): 3 clusters Score: Raw -13751.022349 + Penalty 1014.565854 = -12736.456495 nChanged 2 SP:Iteration 16F (23.879858 sec): 3 clusters Score: Raw -13754.114007 + Penalty 1017.885305 = -12736.228702 nChanged 6 SP:Iteration 17F (23.880440 sec): 3 clusters Score: Raw -13761.285802 + Penalty 1022.997580 = -12738.288222 nChanged 4 SP:Iteration 18Q (23.881001 sec): 3 clusters Score: Raw -13763.729639 + Penalty 1028.499480 = -12735.230160 nChanged 3 SP:Iteration 19F (23.881584 sec): 3 clusters Score: Raw -13765.870574 + Penalty 1035.312335 = -12730.558239 nChanged 2 SP:Iteration 20F (23.882167 sec): 3 clusters Score: Raw -13767.828942 + Penalty 1033.342517 = -12734.486425 nChanged 2 SP:Iteration 21Q (23.882719 sec): 3 clusters Score: Raw -13770.275228 + Penalty 1033.342517 = -12736.932711 nChanged 0 SP:Iteration 22F (23.883301 sec): 3 clusters Score: Raw -13770.275228 + Penalty 1033.342517 = -12736.932711 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 8 (97 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.884088 sec): 2 clusters Score: Raw -4816.857601 + Penalty 63.287316 = -4753.570284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.884476 sec): 3 clusters Score: Raw -4769.028042 + Penalty 130.975526 = -4638.052516 nChanged 34 SP:Iteration 1F (23.884858 sec): 3 clusters Score: Raw -4812.668961 + Penalty 137.259241 = -4675.409720 nChanged 8 SP:Iteration 2F (23.885263 sec): 3 clusters Score: Raw -4821.879707 + Penalty 138.007225 = -4683.872482 nChanged 2 SP:Iteration 3Q (23.885640 sec): 3 clusters Score: Raw -4822.870880 + Penalty 140.034416 = -4682.836464 nChanged 1 SP:Iteration 4F (23.886025 sec): 3 clusters Score: Raw -4823.096996 + Penalty 140.034416 = -4683.062580 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 9 (529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.888225 sec): 2 clusters Score: Raw -30602.080241 + Penalty 845.362562 = -29756.717680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.889352 sec): 3 clusters Score: Raw -30450.672218 + Penalty 1690.075387 = -28760.596831 nChanged 125 SP:Iteration 1F (23.890466 sec): 3 clusters Score: Raw -30571.316871 + Penalty 1688.056768 = -28883.260104 nChanged 45 SP:Iteration 2F (23.891580 sec): 3 clusters Score: Raw -30630.096361 + Penalty 1687.558693 = -28942.537668 nChanged 19 SP:Iteration 3Q (23.892768 sec): 3 clusters Score: Raw -30647.492793 + Penalty 1686.582844 = -28960.909949 nChanged 12 SP:Iteration 4Q (23.893851 sec): 3 clusters Score: Raw -30658.005844 + Penalty 1685.925438 = -28972.080406 nChanged 5 SP:Iteration 5Q (23.894933 sec): 3 clusters Score: Raw -30664.462256 + Penalty 1685.030693 = -28979.431563 nChanged 4 SP:Iteration 6Q (23.896078 sec): 3 clusters Score: Raw -30667.293891 + Penalty 1684.761322 = -28982.532570 nChanged 2 SP:Iteration 7Q (23.897192 sec): 3 clusters Score: Raw -30668.858465 + Penalty 1684.755938 = -28984.102527 nChanged 1 SP:Iteration 8Q (23.898323 sec): 3 clusters Score: Raw -30669.192951 + Penalty 1684.903408 = -28984.289543 nChanged 3 SP:Iteration 9Q (23.899452 sec): 3 clusters Score: Raw -30672.855480 + Penalty 1685.106771 = -28987.748709 nChanged 5 SP:Iteration 10F (23.900607 sec): 3 clusters Score: Raw -30679.591102 + Penalty 1685.039664 = -28994.551438 nChanged 3 SP:Iteration 11Q (23.901690 sec): 3 clusters Score: Raw -30682.048000 + Penalty 1685.573504 = -28996.474495 nChanged 3 SP:Iteration 12Q (23.902770 sec): 3 clusters Score: Raw -30684.384646 + Penalty 1685.211485 = -28999.173161 nChanged 1 SP:Iteration 13Q (23.903847 sec): 3 clusters Score: Raw -30686.639163 + Penalty 1684.989723 = -29001.649440 nChanged 1 SP:Iteration 14Q (23.904968 sec): 3 clusters Score: Raw -30687.182864 + Penalty 1685.131865 = -29002.050999 nChanged 1 SP:Iteration 15Q (23.906066 sec): 3 clusters Score: Raw -30688.852747 + Penalty 1685.400204 = -29003.452544 nChanged 2 SP:Iteration 16Q (23.907143 sec): 3 clusters Score: Raw -30693.967952 + Penalty 1685.533150 = -29008.434802 nChanged 3 SP:Iteration 17Q (23.908217 sec): 3 clusters Score: Raw -30695.948868 + Penalty 1685.370318 = -29010.578550 nChanged 2 SP:Iteration 18Q (23.909291 sec): 3 clusters Score: Raw -30696.592091 + Penalty 1685.506654 = -29011.085437 nChanged 1 SP:Iteration 19Q (23.910363 sec): 3 clusters Score: Raw -30697.888735 + Penalty 1685.998281 = -29011.890454 nChanged 2 SP:Iteration 20F (23.911481 sec): 3 clusters Score: Raw -30699.054835 + Penalty 1686.541808 = -29012.513026 nChanged 2 SP:Iteration 21Q (23.912556 sec): 3 clusters Score: Raw -30700.185795 + Penalty 1686.757304 = -29013.428491 nChanged 1 SP:Iteration 22Q (23.913629 sec): 3 clusters Score: Raw -30700.501597 + Penalty 1686.757304 = -29013.744293 nChanged 0 SP:Iteration 23F (23.914738 sec): 3 clusters Score: Raw -30700.501597 + Penalty 1686.757304 = -29013.744293 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 10 (637 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.917380 sec): 2 clusters Score: Raw -26912.842600 + Penalty 997.979566 = -25914.863035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.918703 sec): 3 clusters Score: Raw -26754.781146 + Penalty 1995.885693 = -24758.895454 nChanged 175 SP:Iteration 1F (23.920010 sec): 3 clusters Score: Raw -27035.733327 + Penalty 1996.036571 = -25039.696756 nChanged 55 SP:Iteration 2F (23.921315 sec): 3 clusters Score: Raw -27163.270236 + Penalty 1996.718355 = -25166.551881 nChanged 48 SP:Iteration 3F (23.922620 sec): 3 clusters Score: Raw -27259.551896 + Penalty 1997.617320 = -25261.934576 nChanged 37 SP:Iteration 4F (23.923998 sec): 3 clusters Score: Raw -27319.270399 + Penalty 1998.225661 = -25321.044738 nChanged 29 SP:Iteration 5Q (23.925250 sec): 3 clusters Score: Raw -27377.020020 + Penalty 1998.575238 = -25378.444783 nChanged 25 SP:Iteration 6Q (23.926482 sec): 3 clusters Score: Raw -27420.705603 + Penalty 1999.290044 = -25421.415559 nChanged 18 SP:Iteration 7Q (23.927723 sec): 3 clusters Score: Raw -27470.705793 + Penalty 1999.205255 = -25471.500538 nChanged 18 SP:Iteration 8Q (23.928961 sec): 3 clusters Score: Raw -27518.406736 + Penalty 1998.786185 = -25519.620551 nChanged 14 SP:Iteration 9Q (23.930182 sec): 3 clusters Score: Raw -27539.659490 + Penalty 1998.439007 = -25541.220483 nChanged 7 SP:Iteration 10F (23.931582 sec): 3 clusters Score: Raw -27552.728332 + Penalty 1998.627982 = -25554.100350 nChanged 6 SP:Iteration 11Q (23.932900 sec): 3 clusters Score: Raw -27561.588607 + Penalty 1998.368409 = -25563.220199 nChanged 4 SP:Iteration 12Q (23.934244 sec): 3 clusters Score: Raw -27566.755116 + Penalty 1998.224146 = -25568.530970 nChanged 2 SP:Iteration 13Q (23.935536 sec): 3 clusters Score: Raw -27568.735715 + Penalty 1998.148329 = -25570.587385 nChanged 1 SP:Iteration 14Q (23.936857 sec): 3 clusters Score: Raw -27571.630083 + Penalty 1998.148329 = -25573.481753 nChanged 2 SP:Iteration 15Q (23.938173 sec): 3 clusters Score: Raw -27573.402890 + Penalty 1998.148329 = -25575.254560 nChanged 0 SP:Iteration 16F (23.939600 sec): 3 clusters Score: Raw -27573.402890 + Penalty 1998.148329 = -25575.254560 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 11 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.941088 sec): 2 clusters Score: Raw -2954.431571 + Penalty 199.492004 = -2754.939567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.941562 sec): 3 clusters Score: Raw -2954.377503 + Penalty 400.330877 = -2554.046625 nChanged 9 SP:Iteration 1F (23.941979 sec): 3 clusters Score: Raw -2970.676981 + Penalty 401.260749 = -2569.416232 nChanged 2 SP:Iteration 2Q (23.942322 sec): 3 clusters Score: Raw -2971.483540 + Penalty 401.260749 = -2570.222791 nChanged 0 SP:Iteration 3F (23.942649 sec): 3 clusters Score: Raw -2971.483540 + Penalty 401.260749 = -2570.222791 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 12 (532 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.945129 sec): 2 clusters Score: Raw -31446.143012 + Penalty 361.897069 = -31084.245943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.946330 sec): 3 clusters Score: Raw -31164.718208 + Penalty 730.793122 = -30433.925087 nChanged 181 SP:Iteration 1F (23.947538 sec): 3 clusters Score: Raw -31283.182688 + Penalty 749.140693 = -30534.041995 nChanged 63 SP:Iteration 2F (23.948779 sec): 3 clusters Score: Raw -31341.679237 + Penalty 758.424492 = -30583.254746 nChanged 37 SP:Iteration 3F (23.950014 sec): 3 clusters Score: Raw -31371.872121 + Penalty 769.025565 = -30602.846556 nChanged 26 SP:Iteration 4Q (23.951165 sec): 3 clusters Score: Raw -31395.194352 + Penalty 773.395222 = -30621.799130 nChanged 16 SP:Iteration 5Q (23.952259 sec): 3 clusters Score: Raw -31406.220186 + Penalty 776.723181 = -30629.497005 nChanged 7 SP:Iteration 6Q (23.953332 sec): 3 clusters Score: Raw -31413.871543 + Penalty 778.048829 = -30635.822713 nChanged 8 SP:Iteration 7Q (23.954430 sec): 3 clusters Score: Raw -31418.838892 + Penalty 772.657924 = -30646.180968 nChanged 6 SP:Iteration 8Q (23.955490 sec): 3 clusters Score: Raw -31423.463176 + Penalty 772.428546 = -30651.034630 nChanged 4 SP:Iteration 9Q (23.956544 sec): 3 clusters Score: Raw -31426.900781 + Penalty 772.389366 = -30654.511415 nChanged 3 SP:Iteration 10F (23.957661 sec): 3 clusters Score: Raw -31428.790364 + Penalty 771.681370 = -30657.108994 nChanged 4 SP:Iteration 11Q (23.958709 sec): 3 clusters Score: Raw -31432.909593 + Penalty 775.016548 = -30657.893045 nChanged 4 SP:Iteration 12Q (23.959745 sec): 3 clusters Score: Raw -31437.976132 + Penalty 774.915011 = -30663.061121 nChanged 4 SP:Iteration 13Q (23.960773 sec): 3 clusters Score: Raw -31440.879403 + Penalty 770.653885 = -30670.225518 nChanged 2 SP:Iteration 14Q (23.961799 sec): 3 clusters Score: Raw -31444.445765 + Penalty 774.163047 = -30670.282719 nChanged 3 SP:Iteration 15Q (23.962815 sec): 3 clusters Score: Raw -31447.473816 + Penalty 770.884194 = -30676.589622 nChanged 2 SP:Iteration 16Q (23.963831 sec): 3 clusters Score: Raw -31449.106856 + Penalty 770.884194 = -30678.222662 nChanged 0 SP:Iteration 17F (23.965007 sec): 3 clusters Score: Raw -31449.106856 + Penalty 770.884194 = -30678.222662 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 13 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.966131 sec): 2 clusters Score: Raw -2603.844843 + Penalty 349.109193 = -2254.735650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.966437 sec): 3 clusters Score: Raw -2651.108284 + Penalty 698.218386 = -1952.889898 nChanged 1 SP:Iteration 1Q (23.966723 sec): 3 clusters Score: Raw -2652.982098 + Penalty 698.218386 = -1954.763713 nChanged 0 SP:Iteration 2F (23.967015 sec): 3 clusters Score: Raw -2652.982098 + Penalty 698.218386 = -1954.763713 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 14 (146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.968258 sec): 2 clusters Score: Raw -8491.881216 + Penalty 299.664252 = -8192.216964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.968735 sec): 3 clusters Score: Raw -8432.347474 + Penalty 597.470096 = -7834.877378 nChanged 38 SP:Iteration 1F (23.969203 sec): 3 clusters Score: Raw -8467.081995 + Penalty 602.008221 = -7865.073774 nChanged 17 SP:Iteration 2F (23.969670 sec): 3 clusters Score: Raw -8486.234057 + Penalty 606.594749 = -7879.639309 nChanged 6 SP:Iteration 3Q (23.970134 sec): 3 clusters Score: Raw -8491.906091 + Penalty 601.014374 = -7890.891717 nChanged 5 SP:Iteration 4Q (23.970597 sec): 3 clusters Score: Raw -8496.302129 + Penalty 588.771588 = -7907.530540 nChanged 2 SP:Iteration 5Q (23.971062 sec): 3 clusters Score: Raw -8498.884525 + Penalty 583.744500 = -7915.140025 nChanged 1 SP:Iteration 6Q (23.971523 sec): 3 clusters Score: Raw -8499.263967 + Penalty 583.744500 = -7915.519467 nChanged 0 SP:Iteration 7F (23.971988 sec): 3 clusters Score: Raw -8499.263967 + Penalty 583.744500 = -7915.519467 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 15 (505 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.974201 sec): 2 clusters Score: Raw -28020.927776 + Penalty 954.624218 = -27066.303558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.975301 sec): 3 clusters Score: Raw -27894.029310 + Penalty 1908.851973 = -25985.177337 nChanged 116 SP:Iteration 1F (23.976374 sec): 3 clusters Score: Raw -28071.006362 + Penalty 1909.756854 = -26161.249508 nChanged 35 SP:Iteration 2F (23.977446 sec): 3 clusters Score: Raw -28128.816158 + Penalty 1910.144406 = -26218.671753 nChanged 22 SP:Iteration 3Q (23.978489 sec): 3 clusters Score: Raw -28164.492609 + Penalty 1910.470290 = -26254.022319 nChanged 13 SP:Iteration 4Q (23.979556 sec): 3 clusters Score: Raw -28181.402967 + Penalty 1910.468191 = -26270.934776 nChanged 3 SP:Iteration 5Q (23.980582 sec): 3 clusters Score: Raw -28186.966102 + Penalty 1910.405188 = -26276.560914 nChanged 2 SP:Iteration 6Q (23.981613 sec): 3 clusters Score: Raw -28188.660744 + Penalty 1910.365732 = -26278.295012 nChanged 1 SP:Iteration 7Q (23.982637 sec): 3 clusters Score: Raw -28189.127416 + Penalty 1910.365732 = -26278.761684 nChanged 0 SP:Iteration 8F (23.983706 sec): 3 clusters Score: Raw -28189.127416 + Penalty 1910.365732 = -26278.761684 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 16 (259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.985292 sec): 2 clusters Score: Raw -11260.368996 + Penalty 859.319004 = -10401.049992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.985953 sec): 3 clusters Score: Raw -11354.987892 + Penalty 1719.539193 = -9635.448699 nChanged 54 SP:Iteration 1F (23.986604 sec): 3 clusters Score: Raw -11443.823860 + Penalty 1719.437125 = -9724.386735 nChanged 12 SP:Iteration 2Q (23.987226 sec): 3 clusters Score: Raw -11469.275804 + Penalty 1719.363610 = -9749.912194 nChanged 5 SP:Iteration 3Q (23.987838 sec): 3 clusters Score: Raw -11481.302273 + Penalty 1718.965513 = -9762.336760 nChanged 4 SP:Iteration 4Q (23.988448 sec): 3 clusters Score: Raw -11487.774483 + Penalty 1718.883501 = -9768.890982 nChanged 2 SP:Iteration 5Q (23.989056 sec): 3 clusters Score: Raw -11493.129807 + Penalty 1718.810913 = -9774.318894 nChanged 1 SP:Iteration 6Q (23.989663 sec): 3 clusters Score: Raw -11495.144447 + Penalty 1718.585633 = -9776.558815 nChanged 1 SP:Iteration 7Q (23.990290 sec): 3 clusters Score: Raw -11497.779678 + Penalty 1718.585633 = -9779.194046 nChanged 0 SP:Iteration 8F (23.990940 sec): 3 clusters Score: Raw -11497.779678 + Penalty 1718.585633 = -9779.194046 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 17 (129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.992171 sec): 2 clusters Score: Raw -5465.207077 + Penalty 172.224136 = -5292.982941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.992610 sec): 3 clusters Score: Raw -5478.984159 + Penalty 354.197272 = -5124.786887 nChanged 29 SP:Iteration 1F (23.993041 sec): 3 clusters Score: Raw -5520.835351 + Penalty 365.411075 = -5155.424276 nChanged 11 SP:Iteration 2F (23.993470 sec): 3 clusters Score: Raw -5546.901510 + Penalty 378.107317 = -5168.794192 nChanged 8 SP:Iteration 3F (23.993898 sec): 3 clusters Score: Raw -5558.744801 + Penalty 382.229502 = -5176.515299 nChanged 3 SP:Iteration 4Q (23.994311 sec): 3 clusters Score: Raw -5562.966090 + Penalty 381.677693 = -5181.288397 nChanged 1 SP:Iteration 5Q (23.994717 sec): 3 clusters Score: Raw -5564.329777 + Penalty 384.308335 = -5180.021442 nChanged 1 SP:Iteration 6F (23.995144 sec): 3 clusters Score: Raw -5565.653191 + Penalty 384.308335 = -5181.344856 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 18 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.995988 sec): 2 clusters Score: Raw -761.114390 + Penalty 387.149358 = -373.965032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.996226 sec): 3 clusters Score: Raw -826.326383 + Penalty 774.298716 = -52.027667 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 (23.997004 sec): 2 clusters Score: Raw -754.323163 + Penalty 271.870321 = -482.452843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.997235 sec): 3 clusters Score: Raw -813.836238 + Penalty 540.728141 = -273.108097 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 20 (1111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.003230 sec): 2 clusters Score: Raw -62014.315999 + Penalty 331.279332 = -61683.036666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.005410 sec): 3 clusters Score: Raw -61350.406113 + Penalty 670.943412 = -60679.462701 nChanged 452 SP:Iteration 1F (24.007519 sec): 3 clusters Score: Raw -61645.633344 + Penalty 697.068466 = -60948.564878 nChanged 153 SP:Iteration 2F (24.009649 sec): 3 clusters Score: Raw -61787.923308 + Penalty 718.602429 = -61069.320879 nChanged 91 SP:Iteration 3F (24.011779 sec): 3 clusters Score: Raw -61873.599491 + Penalty 730.489178 = -61143.110313 nChanged 50 SP:Iteration 4Q (24.013880 sec): 3 clusters Score: Raw -61912.513824 + Penalty 730.767361 = -61181.746463 nChanged 30 SP:Iteration 5Q (24.015977 sec): 3 clusters Score: Raw -61931.797391 + Penalty 730.378688 = -61201.418703 nChanged 23 SP:Iteration 6Q (24.018030 sec): 3 clusters Score: Raw -61950.884932 + Penalty 726.893687 = -61223.991245 nChanged 22 SP:Iteration 7Q (24.020056 sec): 3 clusters Score: Raw -61968.151844 + Penalty 724.789171 = -61243.362674 nChanged 26 SP:Iteration 8Q (24.022057 sec): 3 clusters Score: Raw -61990.641755 + Penalty 724.369768 = -61266.271986 nChanged 21 SP:Iteration 9Q (24.023992 sec): 3 clusters Score: Raw -62004.803982 + Penalty 723.819213 = -61280.984769 nChanged 14 SP:Iteration 10F (24.026094 sec): 3 clusters Score: Raw -62012.801007 + Penalty 718.612836 = -61294.188171 nChanged 11 SP:Iteration 11Q (24.028052 sec): 3 clusters Score: Raw -62020.389959 + Penalty 721.769440 = -61298.620520 nChanged 10 SP:Iteration 12Q (24.029984 sec): 3 clusters Score: Raw -62024.826312 + Penalty 725.537177 = -61299.289135 nChanged 3 SP:Iteration 13Q (24.031857 sec): 3 clusters Score: Raw -62025.388262 + Penalty 725.826382 = -61299.561881 nChanged 1 SP:Iteration 14Q (24.033706 sec): 3 clusters Score: Raw -62025.433473 + Penalty 727.649402 = -61297.784071 nChanged 1 SP:Iteration 15F (24.035809 sec): 3 clusters Score: Raw -62025.580634 + Penalty 729.214855 = -61296.365779 nChanged 1 SP:Iteration 16F (24.037911 sec): 3 clusters Score: Raw -62026.149456 + Penalty 732.042683 = -61294.106773 nChanged 2 SP:Iteration 17F (24.040013 sec): 3 clusters Score: Raw -62026.818796 + Penalty 732.918887 = -61293.899908 nChanged 1 SP:Iteration 18F (24.042120 sec): 3 clusters Score: Raw -62026.989969 + Penalty 732.918887 = -61294.071081 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 21 (345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.045084 sec): 2 clusters Score: Raw -19951.165395 + Penalty 532.125467 = -19419.039928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.045895 sec): 3 clusters Score: Raw -19845.210937 + Penalty 1064.205715 = -18781.005221 nChanged 82 SP:Iteration 1F (24.046689 sec): 3 clusters Score: Raw -19922.159782 + Penalty 1063.910549 = -18858.249233 nChanged 18 SP:Iteration 2F (24.047484 sec): 3 clusters Score: Raw -19945.151100 + Penalty 1063.817418 = -18881.333682 nChanged 13 SP:Iteration 3Q (24.048273 sec): 3 clusters Score: Raw -19968.503639 + Penalty 1063.918525 = -18904.585114 nChanged 12 SP:Iteration 4Q (24.049059 sec): 3 clusters Score: Raw -19981.566726 + Penalty 1063.852871 = -18917.713856 nChanged 6 SP:Iteration 5Q (24.049837 sec): 3 clusters Score: Raw -19992.695218 + Penalty 1063.795941 = -18928.899277 nChanged 8 SP:Iteration 6Q (24.050633 sec): 3 clusters Score: Raw -20003.049273 + Penalty 1063.858981 = -18939.190292 nChanged 7 SP:Iteration 7Q (24.051421 sec): 3 clusters Score: Raw -20016.197021 + Penalty 1063.781441 = -18952.415580 nChanged 7 SP:Iteration 8Q (24.052190 sec): 3 clusters Score: Raw -20024.781839 + Penalty 1063.588583 = -18961.193256 nChanged 4 SP:Iteration 9Q (24.052954 sec): 3 clusters Score: Raw -20035.462010 + Penalty 1063.051699 = -18972.410311 nChanged 3 SP:Iteration 10F (24.053748 sec): 3 clusters Score: Raw -20045.134970 + Penalty 1063.164848 = -18981.970122 nChanged 2 SP:Iteration 11Q (24.054504 sec): 3 clusters Score: Raw -20046.165636 + Penalty 1063.164848 = -18983.000787 nChanged 0 SP:Iteration 12F (24.055329 sec): 3 clusters Score: Raw -20046.165636 + Penalty 1063.164848 = -18983.000787 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 22 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.055984 sec): 2 clusters Score: Raw -3507.839216 + Penalty 415.281160 = -3092.558056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.056317 sec): 3 clusters Score: Raw -3595.891462 + Penalty 830.891371 = -2765.000091 nChanged 3 SP:Iteration 1Q (24.056629 sec): 3 clusters Score: Raw -3605.177667 + Penalty 830.891371 = -2774.286296 nChanged 0 SP:Iteration 2F (24.056955 sec): 3 clusters Score: Raw -3605.177667 + Penalty 830.891371 = -2774.286296 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 23 (693 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.059754 sec): 2 clusters Score: Raw -42320.008867 + Penalty 996.405638 = -41323.603229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.061264 sec): 3 clusters Score: Raw -42103.890964 + Penalty 1994.329289 = -40109.561675 nChanged 185 SP:Iteration 1F (24.062737 sec): 3 clusters Score: Raw -42278.477734 + Penalty 1994.836104 = -40283.641631 nChanged 42 SP:Iteration 2F (24.064207 sec): 3 clusters Score: Raw -42323.458166 + Penalty 1995.124292 = -40328.333875 nChanged 27 SP:Iteration 3Q (24.065557 sec): 3 clusters Score: Raw -42351.699493 + Penalty 1995.159294 = -40356.540200 nChanged 16 SP:Iteration 4Q (24.066906 sec): 3 clusters Score: Raw -42370.847057 + Penalty 1996.146542 = -40374.700515 nChanged 14 SP:Iteration 5Q (24.068251 sec): 3 clusters Score: Raw -42394.684039 + Penalty 1996.718676 = -40397.965363 nChanged 13 SP:Iteration 6Q (24.069629 sec): 3 clusters Score: Raw -42410.711779 + Penalty 1997.332840 = -40413.378939 nChanged 10 SP:Iteration 7Q (24.070988 sec): 3 clusters Score: Raw -42426.280325 + Penalty 1997.400050 = -40428.880275 nChanged 11 SP:Iteration 8Q (24.073285 sec): 3 clusters Score: Raw -42443.122163 + Penalty 1996.851878 = -40446.270285 nChanged 14 SP:Iteration 9Q (24.075345 sec): 3 clusters Score: Raw -42454.968439 + Penalty 1996.732137 = -40458.236302 nChanged 7 SP:Iteration 10F (24.076828 sec): 3 clusters Score: Raw -42460.880831 + Penalty 1997.084877 = -40463.795954 nChanged 7 SP:Iteration 11Q (24.078244 sec): 3 clusters Score: Raw -42469.351377 + Penalty 1997.020319 = -40472.331058 nChanged 8 SP:Iteration 12Q (24.079708 sec): 3 clusters Score: Raw -42475.873824 + Penalty 1997.222224 = -40478.651600 nChanged 5 SP:Iteration 13Q (24.081152 sec): 3 clusters Score: Raw -42487.947832 + Penalty 1997.520386 = -40490.427446 nChanged 6 SP:Iteration 14Q (24.082576 sec): 3 clusters Score: Raw -42504.470430 + Penalty 1998.135483 = -40506.334946 nChanged 9 SP:Iteration 15Q (24.083995 sec): 3 clusters Score: Raw -42522.943342 + Penalty 1998.373321 = -40524.570021 nChanged 10 SP:Iteration 16Q (24.085406 sec): 3 clusters Score: Raw -42537.591743 + Penalty 1998.541912 = -40539.049831 nChanged 10 SP:Iteration 17Q (24.086806 sec): 3 clusters Score: Raw -42552.653457 + Penalty 1998.377714 = -40554.275743 nChanged 11 SP:Iteration 18Q (24.088188 sec): 3 clusters Score: Raw -42571.778966 + Penalty 1997.983918 = -40573.795048 nChanged 14 SP:Iteration 19Q (24.089617 sec): 3 clusters Score: Raw -42592.303892 + Penalty 1997.249878 = -40595.054013 nChanged 13 SP:Iteration 20F (24.091095 sec): 3 clusters Score: Raw -42610.317985 + Penalty 1998.055988 = -40612.261997 nChanged 8 SP:Iteration 21Q (24.092489 sec): 3 clusters Score: Raw -42625.290284 + Penalty 1998.676946 = -40626.613338 nChanged 9 SP:Iteration 22Q (24.093891 sec): 3 clusters Score: Raw -42639.633581 + Penalty 1999.283956 = -40640.349625 nChanged 9 SP:Iteration 23Q (24.095301 sec): 3 clusters Score: Raw -42652.828153 + Penalty 2000.067521 = -40652.760632 nChanged 6 SP:Iteration 24Q (24.096687 sec): 3 clusters Score: Raw -42663.294294 + Penalty 2000.067521 = -40663.226773 nChanged 0 SP:Iteration 25F (24.098202 sec): 3 clusters Score: Raw -42663.294294 + Penalty 2000.067521 = -40663.226773 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 24 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.099564 sec): 2 clusters Score: Raw -15164.617318 + Penalty 733.495869 = -14431.121449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.100202 sec): 3 clusters Score: Raw -15153.000572 + Penalty 1467.678028 = -13685.322543 nChanged 41 SP:Iteration 1F (24.100849 sec): 3 clusters Score: Raw -15207.796612 + Penalty 1467.766016 = -13740.030596 nChanged 11 SP:Iteration 2Q (24.101477 sec): 3 clusters Score: Raw -15224.331976 + Penalty 1467.822447 = -13756.509529 nChanged 5 SP:Iteration 3Q (24.102099 sec): 3 clusters Score: Raw -15238.943993 + Penalty 1468.228058 = -13770.715936 nChanged 4 SP:Iteration 4Q (24.102716 sec): 3 clusters Score: Raw -15245.615689 + Penalty 1468.331235 = -13777.284454 nChanged 1 SP:Iteration 5Q (24.103333 sec): 3 clusters Score: Raw -15247.530217 + Penalty 1468.331235 = -13779.198981 nChanged 0 SP:Iteration 6F (24.103973 sec): 3 clusters Score: Raw -15247.530217 + Penalty 1468.331235 = -13779.198981 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 25 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.104519 sec): 2 clusters Score: Raw -1441.703177 + Penalty 346.021811 = -1095.681367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.104775 sec): 3 clusters Score: Raw -1484.037368 + Penalty 692.043622 = -791.993746 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 26 (828 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.107731 sec): 2 clusters Score: Raw -44848.305526 + Penalty 1049.195610 = -43799.109916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.109375 sec): 3 clusters Score: Raw -44588.933134 + Penalty 2099.630060 = -42489.303074 nChanged 226 SP:Iteration 1F (24.110995 sec): 3 clusters Score: Raw -44808.513259 + Penalty 2098.840512 = -42709.672746 nChanged 69 SP:Iteration 2F (24.114880 sec): 3 clusters Score: Raw -44906.356591 + Penalty 2098.004220 = -42808.352370 nChanged 50 SP:Iteration 3F (24.117999 sec): 3 clusters Score: Raw -44967.129313 + Penalty 2097.395279 = -42869.734035 nChanged 31 SP:Iteration 4Q (24.120719 sec): 3 clusters Score: Raw -45003.747827 + Penalty 2097.642920 = -42906.104907 nChanged 12 SP:Iteration 5Q (24.123040 sec): 3 clusters Score: Raw -45016.538927 + Penalty 2097.887200 = -42918.651727 nChanged 13 SP:Iteration 6Q (24.124671 sec): 3 clusters Score: Raw -45033.169741 + Penalty 2097.958842 = -42935.210899 nChanged 11 SP:Iteration 7Q (24.126299 sec): 3 clusters Score: Raw -45046.520547 + Penalty 2098.136626 = -42948.383921 nChanged 4 SP:Iteration 8Q (24.127972 sec): 3 clusters Score: Raw -45050.292459 + Penalty 2098.136626 = -42952.155832 nChanged 2 SP:Iteration 9Q (24.129643 sec): 3 clusters Score: Raw -45052.219860 + Penalty 2098.019934 = -42954.199925 nChanged 2 SP:Iteration 10F (24.131348 sec): 3 clusters Score: Raw -45056.426313 + Penalty 2097.812800 = -42958.613513 nChanged 4 SP:Iteration 11Q (24.132986 sec): 3 clusters Score: Raw -45062.183942 + Penalty 2097.636009 = -42964.547932 nChanged 3 SP:Iteration 12Q (24.134606 sec): 3 clusters Score: Raw -45064.776603 + Penalty 2097.636009 = -42967.140594 nChanged 0 SP:Iteration 13F (24.136311 sec): 3 clusters Score: Raw -45064.776603 + Penalty 2097.636009 = -42967.140594 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 27 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.141121 sec): 2 clusters Score: Raw -772.585990 + Penalty 254.782825 = -517.803165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.141390 sec): 3 clusters Score: Raw -783.102792 + Penalty 536.685594 = -246.417199 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 28 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.142099 sec): 2 clusters Score: Raw -2877.835015 + Penalty 571.202070 = -2306.632945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.142409 sec): 3 clusters Score: Raw -3018.009515 + Penalty 1137.221706 = -1880.787809 nChanged 1 SP:Iteration 1Q (24.142694 sec): 3 clusters Score: Raw -3029.888890 + Penalty 1137.221706 = -1892.667184 nChanged 0 SP:Iteration 2F (24.142994 sec): 3 clusters Score: Raw -3029.888890 + Penalty 1137.221706 = -1892.667184 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 29 (205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.144576 sec): 2 clusters Score: Raw -11217.549026 + Penalty 361.923784 = -10855.625242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.145151 sec): 3 clusters Score: Raw -11165.371843 + Penalty 720.811150 = -10444.560693 nChanged 53 SP:Iteration 1F (24.145716 sec): 3 clusters Score: Raw -11225.109315 + Penalty 723.415118 = -10501.694197 nChanged 15 SP:Iteration 2F (24.146281 sec): 3 clusters Score: Raw -11246.839012 + Penalty 727.154145 = -10519.684868 nChanged 8 SP:Iteration 3Q (24.146833 sec): 3 clusters Score: Raw -11255.147872 + Penalty 727.800464 = -10527.347408 nChanged 3 SP:Iteration 4Q (24.147382 sec): 3 clusters Score: Raw -11258.735052 + Penalty 730.525326 = -10528.209726 nChanged 3 SP:Iteration 5Q (24.147928 sec): 3 clusters Score: Raw -11261.415745 + Penalty 730.682373 = -10530.733373 nChanged 4 SP:Iteration 6Q (24.148475 sec): 3 clusters Score: Raw -11265.176363 + Penalty 729.733254 = -10535.443109 nChanged 1 SP:Iteration 7Q (24.149040 sec): 3 clusters Score: Raw -11268.282207 + Penalty 731.030539 = -10537.251668 nChanged 1 SP:Iteration 8Q (24.149587 sec): 3 clusters Score: Raw -11268.980889 + Penalty 733.125904 = -10535.854985 nChanged 1 SP:Iteration 9F (24.150152 sec): 3 clusters Score: Raw -11271.192331 + Penalty 734.678951 = -10536.513379 nChanged 1 SP:Iteration 10F (24.150716 sec): 3 clusters Score: Raw -11274.188160 + Penalty 733.595529 = -10540.592631 nChanged 1 SP:Iteration 11Q (24.151290 sec): 3 clusters Score: Raw -11274.896104 + Penalty 733.595529 = -10541.300575 nChanged 0 SP:Iteration 12F (24.151899 sec): 3 clusters Score: Raw -11274.896104 + Penalty 733.595529 = -10541.300575 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 30 (250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.153498 sec): 2 clusters Score: Raw -16126.705027 + Penalty 536.530805 = -15590.174222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.154147 sec): 3 clusters Score: Raw -16042.316315 + Penalty 1073.061611 = -14969.254705 nChanged 63 SP:Iteration 1F (24.154786 sec): 3 clusters Score: Raw -16107.876849 + Penalty 1074.439734 = -15033.437115 nChanged 15 SP:Iteration 2F (24.155423 sec): 3 clusters Score: Raw -16117.500541 + Penalty 1075.647559 = -15041.852982 nChanged 5 SP:Iteration 3Q (24.156052 sec): 3 clusters Score: Raw -16125.211169 + Penalty 1077.310175 = -15047.900994 nChanged 7 SP:Iteration 4Q (24.156681 sec): 3 clusters Score: Raw -16135.685853 + Penalty 1076.811620 = -15058.874233 nChanged 3 SP:Iteration 5Q (24.157309 sec): 3 clusters Score: Raw -16136.949442 + Penalty 1076.811620 = -15060.137822 nChanged 0 SP:Iteration 6F (24.157946 sec): 3 clusters Score: Raw -16136.949442 + Penalty 1076.811620 = -15060.137822 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 31 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.158823 sec): 2 clusters Score: Raw -459.888608 + Penalty 123.095624 = -336.792985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.159052 sec): 3 clusters Score: Raw -482.684902 + Penalty 231.823374 = -250.861528 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 32 (1318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.165733 sec): 2 clusters Score: Raw -84497.656925 + Penalty 673.765044 = -83823.891881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.168229 sec): 3 clusters Score: Raw -83773.832065 + Penalty 1343.943402 = -82429.888662 nChanged 499 SP:Iteration 1F (24.170697 sec): 3 clusters Score: Raw -84031.121197 + Penalty 1342.767396 = -82688.353801 nChanged 104 SP:Iteration 2F (24.173148 sec): 3 clusters Score: Raw -84080.855392 + Penalty 1340.681639 = -82740.173753 nChanged 80 SP:Iteration 3F (24.175586 sec): 3 clusters Score: Raw -84120.503440 + Penalty 1338.960466 = -82781.542974 nChanged 61 SP:Iteration 4Q (24.178050 sec): 3 clusters Score: Raw -84152.955226 + Penalty 1338.206467 = -82814.748760 nChanged 52 SP:Iteration 5Q (24.180495 sec): 3 clusters Score: Raw -84178.551349 + Penalty 1338.160945 = -82840.390403 nChanged 55 SP:Iteration 6Q (24.182974 sec): 3 clusters Score: Raw -84213.062629 + Penalty 1331.995048 = -82881.067581 nChanged 63 SP:Iteration 7Q (24.185435 sec): 3 clusters Score: Raw -84262.186795 + Penalty 1332.657367 = -82929.529428 nChanged 55 SP:Iteration 8Q (24.187984 sec): 3 clusters Score: Raw -84300.215155 + Penalty 1332.071539 = -82968.143616 nChanged 42 SP:Iteration 9Q (24.190403 sec): 3 clusters Score: Raw -84337.880575 + Penalty 1334.602887 = -83003.277688 nChanged 48 SP:Iteration 10F (24.192836 sec): 3 clusters Score: Raw -84379.491384 + Penalty 1336.762821 = -83042.728563 nChanged 30 SP:Iteration 11Q (24.195258 sec): 3 clusters Score: Raw -84399.723746 + Penalty 1343.356760 = -83056.366986 nChanged 27 SP:Iteration 12Q (24.197576 sec): 3 clusters Score: Raw -84428.020704 + Penalty 1347.443190 = -83080.577513 nChanged 27 SP:Iteration 13Q (24.199920 sec): 3 clusters Score: Raw -84456.200288 + Penalty 1354.297481 = -83101.902808 nChanged 25 SP:Iteration 14Q (24.202486 sec): 3 clusters Score: Raw -84480.876547 + Penalty 1368.199814 = -83112.676733 nChanged 15 SP:Iteration 15Q (24.204707 sec): 3 clusters Score: Raw -84491.906759 + Penalty 1391.355929 = -83100.550829 nChanged 17 SP:Iteration 16F (24.207384 sec): 3 clusters Score: Raw -84506.744708 + Penalty 1403.827363 = -83102.917345 nChanged 14 SP:Iteration 17Q (24.209807 sec): 3 clusters Score: Raw -84518.085458 + Penalty 1414.244562 = -83103.840895 nChanged 4 SP:Iteration 18Q (24.212140 sec): 3 clusters Score: Raw -84523.406131 + Penalty 1422.355193 = -83101.050938 nChanged 3 SP:Iteration 19F (24.214797 sec): 3 clusters Score: Raw -84527.616906 + Penalty 1428.381988 = -83099.234918 nChanged 1 SP:Iteration 20F (24.217344 sec): 3 clusters Score: Raw -84528.815275 + Penalty 1435.186258 = -83093.629017 nChanged 1 SP:Iteration 21F (24.219818 sec): 3 clusters Score: Raw -84531.075141 + Penalty 1438.791558 = -83092.283583 nChanged 1 SP:Iteration 22F (24.222389 sec): 3 clusters Score: Raw -84531.865921 + Penalty 1443.891999 = -83087.973922 nChanged 1 SP:Iteration 23F (24.225238 sec): 3 clusters Score: Raw -84532.932999 + Penalty 1450.091850 = -83082.841148 nChanged 2 SP:Iteration 24F (24.227762 sec): 3 clusters Score: Raw -84536.022753 + Penalty 1462.297003 = -83073.725750 nChanged 2 SP:Iteration 25F (24.230329 sec): 3 clusters Score: Raw -84542.112177 + Penalty 1474.201953 = -83067.910224 nChanged 2 SP:Iteration 26F (24.232845 sec): 3 clusters Score: Raw -84546.802649 + Penalty 1484.759461 = -83062.043188 nChanged 3 SP:Iteration 27F (24.235308 sec): 3 clusters Score: Raw -84553.643167 + Penalty 1490.095997 = -83063.547170 nChanged 1 SP:Iteration 28Q (24.237362 sec): 3 clusters Score: Raw -84558.973278 + Penalty 1490.095997 = -83068.877281 nChanged 0 SP:Iteration 29F (24.240024 sec): 3 clusters Score: Raw -84558.973278 + Penalty 1490.095997 = -83068.877281 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 33 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.242191 sec): 2 clusters Score: Raw -2690.584550 + Penalty 610.451745 = -2080.132805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.242515 sec): 3 clusters Score: Raw -2878.169661 + Penalty 1220.903491 = -1657.266170 nChanged 1 SP:Iteration 1Q (24.242818 sec): 3 clusters Score: Raw -2880.203421 + Penalty 1220.903491 = -1659.299930 nChanged 0 SP:Iteration 2F (24.243137 sec): 3 clusters Score: Raw -2880.203421 + Penalty 1220.903491 = -1659.299930 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 34 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.243697 sec): 2 clusters Score: Raw -1744.732534 + Penalty 226.055656 = -1518.676878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.243962 sec): 3 clusters Score: Raw -1746.695712 + Penalty 452.111312 = -1294.584400 nChanged 3 SP:Iteration 1F (24.244221 sec): 3 clusters Score: Raw -1752.415990 + Penalty 452.111312 = -1300.304678 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 35 (193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.245197 sec): 2 clusters Score: Raw -8929.606915 + Penalty 224.907161 = -8704.699754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.245777 sec): 3 clusters Score: Raw -8893.195514 + Penalty 449.535606 = -8443.659908 nChanged 48 SP:Iteration 1F (24.246339 sec): 3 clusters Score: Raw -8942.196843 + Penalty 449.203630 = -8492.993213 nChanged 13 SP:Iteration 2F (24.246894 sec): 3 clusters Score: Raw -8962.352648 + Penalty 449.104536 = -8513.248112 nChanged 5 SP:Iteration 3Q (24.247432 sec): 3 clusters Score: Raw -8967.612569 + Penalty 448.936765 = -8518.675805 nChanged 2 SP:Iteration 4Q (24.247985 sec): 3 clusters Score: Raw -8974.806555 + Penalty 449.425698 = -8525.380858 nChanged 4 SP:Iteration 5Q (24.248548 sec): 3 clusters Score: Raw -9004.984121 + Penalty 449.771818 = -8555.212303 nChanged 5 SP:Iteration 6Q (24.249108 sec): 3 clusters Score: Raw -9007.748730 + Penalty 449.867079 = -8557.881651 nChanged 1 SP:Iteration 7Q (24.249652 sec): 3 clusters Score: Raw -9008.008308 + Penalty 449.867079 = -8558.141229 nChanged 0 SP:Iteration 8F (24.250222 sec): 3 clusters Score: Raw -9008.008308 + Penalty 449.867079 = -8558.141229 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 36 (376 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.251797 sec): 2 clusters Score: Raw -21710.096146 + Penalty 357.843618 = -21352.252528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.252687 sec): 3 clusters Score: Raw -21514.161829 + Penalty 723.908995 = -20790.252834 nChanged 128 SP:Iteration 1F (24.253558 sec): 3 clusters Score: Raw -21658.110979 + Penalty 724.260113 = -20933.850866 nChanged 37 SP:Iteration 2F (24.254433 sec): 3 clusters Score: Raw -21696.404539 + Penalty 722.377566 = -20974.026972 nChanged 18 SP:Iteration 3Q (24.255276 sec): 3 clusters Score: Raw -21711.283444 + Penalty 717.151641 = -20994.131804 nChanged 13 SP:Iteration 4Q (24.256110 sec): 3 clusters Score: Raw -21722.071358 + Penalty 712.763686 = -21009.307672 nChanged 8 SP:Iteration 5Q (24.256941 sec): 3 clusters Score: Raw -21731.409459 + Penalty 709.168218 = -21022.241241 nChanged 5 SP:Iteration 6Q (24.257770 sec): 3 clusters Score: Raw -21734.384673 + Penalty 707.178070 = -21027.206603 nChanged 3 SP:Iteration 7Q (24.258598 sec): 3 clusters Score: Raw -21735.700684 + Penalty 707.178070 = -21028.522614 nChanged 0 SP:Iteration 8F (24.259449 sec): 3 clusters Score: Raw -21735.700684 + Penalty 707.178070 = -21028.522614 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 37 (742 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.261995 sec): 2 clusters Score: Raw -48841.576221 + Penalty 1037.259145 = -47804.317076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.263542 sec): 3 clusters Score: Raw -48632.551903 + Penalty 2075.157825 = -46557.394077 nChanged 200 SP:Iteration 1F (24.265040 sec): 3 clusters Score: Raw -48843.758959 + Penalty 2075.639720 = -46768.119239 nChanged 52 SP:Iteration 2F (24.266510 sec): 3 clusters Score: Raw -48890.658598 + Penalty 2076.085030 = -46814.573568 nChanged 25 SP:Iteration 3Q (24.267991 sec): 3 clusters Score: Raw -48915.589683 + Penalty 2076.484774 = -46839.104909 nChanged 13 SP:Iteration 4Q (24.269449 sec): 3 clusters Score: Raw -48929.771018 + Penalty 2076.754617 = -46853.016401 nChanged 10 SP:Iteration 5Q (24.270894 sec): 3 clusters Score: Raw -48938.818256 + Penalty 2077.044988 = -46861.773268 nChanged 12 SP:Iteration 6Q (24.272326 sec): 3 clusters Score: Raw -48947.286989 + Penalty 2077.132061 = -46870.154928 nChanged 7 SP:Iteration 7Q (24.273789 sec): 3 clusters Score: Raw -48954.918745 + Penalty 2077.271142 = -46877.647603 nChanged 3 SP:Iteration 8Q (24.275237 sec): 3 clusters Score: Raw -48957.323636 + Penalty 2077.540298 = -46879.783338 nChanged 5 SP:Iteration 9Q (24.276678 sec): 3 clusters Score: Raw -48961.413874 + Penalty 2077.758172 = -46883.655701 nChanged 4 SP:Iteration 10F (24.278189 sec): 3 clusters Score: Raw -48964.460783 + Penalty 2078.024305 = -46886.436479 nChanged 4 SP:Iteration 11Q (24.279637 sec): 3 clusters Score: Raw -48968.948811 + Penalty 2078.176729 = -46890.772082 nChanged 2 SP:Iteration 12Q (24.281073 sec): 3 clusters Score: Raw -48972.027289 + Penalty 2078.277808 = -46893.749481 nChanged 2 SP:Iteration 13Q (24.282511 sec): 3 clusters Score: Raw -48973.909303 + Penalty 2078.277047 = -46895.632257 nChanged 1 SP:Iteration 14Q (24.283979 sec): 3 clusters Score: Raw -48974.692234 + Penalty 2078.277047 = -46896.415187 nChanged 0 SP:Iteration 15F (24.285465 sec): 3 clusters Score: Raw -48974.692234 + Penalty 2078.277047 = -46896.415187 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 38 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.285982 sec): 2 clusters Score: Raw -497.540138 + Penalty 195.791664 = -301.748474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.286212 sec): 3 clusters Score: Raw -503.766010 + Penalty 401.539252 = -102.226759 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 39 (319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.287557 sec): 2 clusters Score: Raw -20233.165985 + Penalty 718.001208 = -19515.164777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.288353 sec): 3 clusters Score: Raw -20138.388720 + Penalty 1433.077745 = -18705.310975 nChanged 73 SP:Iteration 1F (24.289137 sec): 3 clusters Score: Raw -20221.333896 + Penalty 1431.755687 = -18789.578209 nChanged 18 SP:Iteration 2F (24.289923 sec): 3 clusters Score: Raw -20245.964730 + Penalty 1428.972212 = -18816.992518 nChanged 11 SP:Iteration 3Q (24.290679 sec): 3 clusters Score: Raw -20259.272563 + Penalty 1428.065438 = -18831.207124 nChanged 5 SP:Iteration 4Q (24.291425 sec): 3 clusters Score: Raw -20268.778303 + Penalty 1426.866112 = -18841.912191 nChanged 7 SP:Iteration 5Q (24.292165 sec): 3 clusters Score: Raw -20276.089448 + Penalty 1426.894661 = -18849.194787 nChanged 6 SP:Iteration 6Q (24.292905 sec): 3 clusters Score: Raw -20285.017443 + Penalty 1426.590411 = -18858.427032 nChanged 6 SP:Iteration 7Q (24.293643 sec): 3 clusters Score: Raw -20292.337227 + Penalty 1427.333476 = -18865.003751 nChanged 5 SP:Iteration 8Q (24.294378 sec): 3 clusters Score: Raw -20297.630773 + Penalty 1426.434073 = -18871.196700 nChanged 3 SP:Iteration 9Q (24.295123 sec): 3 clusters Score: Raw -20303.538600 + Penalty 1426.785366 = -18876.753234 nChanged 3 SP:Iteration 10F (24.295877 sec): 3 clusters Score: Raw -20305.607669 + Penalty 1426.785366 = -18878.822303 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 40 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.296450 sec): 2 clusters Score: Raw -1535.283112 + Penalty 343.616212 = -1191.666900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.296713 sec): 3 clusters Score: Raw -1606.495968 + Penalty 680.873070 = -925.622898 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 42 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.297762 sec): 2 clusters Score: Raw -12639.131984 + Penalty 462.287502 = -12176.844482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.298371 sec): 3 clusters Score: Raw -12566.993277 + Penalty 929.637792 = -11637.355484 nChanged 52 SP:Iteration 1F (24.298973 sec): 3 clusters Score: Raw -12615.865186 + Penalty 953.326624 = -11662.538562 nChanged 25 SP:Iteration 2F (24.299572 sec): 3 clusters Score: Raw -12651.420358 + Penalty 982.481690 = -11668.938668 nChanged 15 SP:Iteration 3F (24.300170 sec): 3 clusters Score: Raw -12676.057590 + Penalty 1002.089198 = -11673.968391 nChanged 8 SP:Iteration 4Q (24.300737 sec): 3 clusters Score: Raw -12689.718625 + Penalty 1007.476336 = -11682.242289 nChanged 3 SP:Iteration 5Q (24.301309 sec): 3 clusters Score: Raw -12692.489895 + Penalty 1008.776405 = -11683.713489 nChanged 1 SP:Iteration 6Q (24.301869 sec): 3 clusters Score: Raw -12692.982928 + Penalty 1008.776405 = -11684.206523 nChanged 0 SP:Iteration 7F (24.302449 sec): 3 clusters Score: Raw -12692.982928 + Penalty 1008.776405 = -11684.206523 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 43 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.302935 sec): 2 clusters Score: Raw -248.634373 + Penalty 127.710008 = -120.924365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.303164 sec): 3 clusters Score: Raw -245.143794 + Penalty 255.420015 = 10.276222 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 44 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.304137 sec): 2 clusters Score: Raw -8466.811272 + Penalty 690.421895 = -7776.389377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.304706 sec): 3 clusters Score: Raw -8578.710465 + Penalty 1384.239983 = -7194.470482 nChanged 36 SP:Iteration 1F (24.305284 sec): 3 clusters Score: Raw -8693.767301 + Penalty 1386.009869 = -7307.757432 nChanged 7 SP:Iteration 2Q (24.305809 sec): 3 clusters Score: Raw -8707.556966 + Penalty 1389.290279 = -7318.266687 nChanged 5 SP:Iteration 3Q (24.306329 sec): 3 clusters Score: Raw -8719.649387 + Penalty 1389.234864 = -7330.414522 nChanged 2 SP:Iteration 4Q (24.306842 sec): 3 clusters Score: Raw -8731.858901 + Penalty 1390.295968 = -7341.562933 nChanged 2 SP:Iteration 5Q (24.307354 sec): 3 clusters Score: Raw -8736.519983 + Penalty 1391.376496 = -7345.143487 nChanged 2 SP:Iteration 6Q (24.307862 sec): 3 clusters Score: Raw -8743.263557 + Penalty 1391.030116 = -7352.233440 nChanged 3 SP:Iteration 7Q (24.308372 sec): 3 clusters Score: Raw -8759.816557 + Penalty 1391.030116 = -7368.786441 nChanged 0 SP:Iteration 8F (24.308931 sec): 3 clusters Score: Raw -8759.816557 + Penalty 1391.030116 = -7368.786441 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 45 (306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.310255 sec): 2 clusters Score: Raw -17923.863857 + Penalty 402.508373 = -17521.355484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.311020 sec): 3 clusters Score: Raw -17807.573672 + Penalty 815.828070 = -16991.745602 nChanged 81 SP:Iteration 1F (24.312253 sec): 3 clusters Score: Raw -17871.795826 + Penalty 827.444686 = -17044.351139 nChanged 26 SP:Iteration 2F (24.313371 sec): 3 clusters Score: Raw -17901.397946 + Penalty 843.126432 = -17058.271513 nChanged 14 SP:Iteration 3Q (24.314427 sec): 3 clusters Score: Raw -17915.261424 + Penalty 852.298885 = -17062.962538 nChanged 8 SP:Iteration 4Q (24.315333 sec): 3 clusters Score: Raw -17919.983378 + Penalty 858.549667 = -17061.433711 nChanged 4 SP:Iteration 5F (24.316082 sec): 3 clusters Score: Raw -17923.149084 + Penalty 858.340927 = -17064.808157 nChanged 6 SP:Iteration 6Q (24.316825 sec): 3 clusters Score: Raw -17929.647898 + Penalty 862.179920 = -17067.467977 nChanged 4 SP:Iteration 7Q (24.317561 sec): 3 clusters Score: Raw -17933.378255 + Penalty 871.634082 = -17061.744173 nChanged 5 SP:Iteration 8F (24.318288 sec): 3 clusters Score: Raw -17941.221490 + Penalty 890.180677 = -17051.040813 nChanged 7 SP:Iteration 9F (24.319027 sec): 3 clusters Score: Raw -17954.076365 + Penalty 904.775243 = -17049.301122 nChanged 6 SP:Iteration 10F (24.319763 sec): 3 clusters Score: Raw -17965.552516 + Penalty 928.067880 = -17037.484637 nChanged 6 SP:Iteration 11F (24.320501 sec): 3 clusters Score: Raw -17977.226912 + Penalty 941.867929 = -17035.358982 nChanged 3 SP:Iteration 12F (24.321233 sec): 3 clusters Score: Raw -17983.503268 + Penalty 943.170609 = -17040.332659 nChanged 1 SP:Iteration 13Q (24.321893 sec): 3 clusters Score: Raw -17985.256040 + Penalty 943.170609 = -17042.085431 nChanged 0 SP:Iteration 14F (24.322624 sec): 3 clusters Score: Raw -17985.256040 + Penalty 943.170609 = -17042.085431 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 46 (295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.324101 sec): 2 clusters Score: Raw -17503.873507 + Penalty 558.370749 = -16945.502758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.324827 sec): 3 clusters Score: Raw -17408.646378 + Penalty 1133.165060 = -16275.481319 nChanged 66 SP:Iteration 1F (24.325538 sec): 3 clusters Score: Raw -17481.065549 + Penalty 1143.206098 = -16337.859451 nChanged 22 SP:Iteration 2F (24.326249 sec): 3 clusters Score: Raw -17505.538940 + Penalty 1151.702775 = -16353.836165 nChanged 10 SP:Iteration 3Q (24.326950 sec): 3 clusters Score: Raw -17514.974878 + Penalty 1156.437459 = -16358.537420 nChanged 8 SP:Iteration 4Q (24.327651 sec): 3 clusters Score: Raw -17523.053388 + Penalty 1161.711995 = -16361.341393 nChanged 3 SP:Iteration 5Q (24.328348 sec): 3 clusters Score: Raw -17526.802236 + Penalty 1163.496280 = -16363.305956 nChanged 2 SP:Iteration 6Q (24.329044 sec): 3 clusters Score: Raw -17533.406930 + Penalty 1163.496280 = -16369.910650 nChanged 0 SP:Iteration 7F (24.329754 sec): 3 clusters Score: Raw -17533.406930 + Penalty 1163.496280 = -16369.910650 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 47 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.330245 sec): 2 clusters Score: Raw -189.683520 + Penalty 116.701060 = -72.982460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.330448 sec): 2 clusters Score: Raw -189.683520 + Penalty 116.701060 = -72.982460 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 48 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.330930 sec): 2 clusters Score: Raw -385.330349 + Penalty 236.618356 = -148.711993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.331150 sec): 3 clusters Score: Raw -394.515381 + Penalty 471.693687 = 77.178307 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 49 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.331702 sec): 2 clusters Score: Raw -1879.072045 + Penalty 339.567496 = -1539.504549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.331976 sec): 3 clusters Score: Raw -1926.342781 + Penalty 691.927638 = -1234.415142 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 50 (141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.332816 sec): 2 clusters Score: Raw -7454.765173 + Penalty 551.220931 = -6903.544242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.333319 sec): 3 clusters Score: Raw -7501.250417 + Penalty 1102.680107 = -6398.570310 nChanged 22 SP:Iteration 1F (24.333784 sec): 3 clusters Score: Raw -7547.827324 + Penalty 1101.047221 = -6446.780104 nChanged 7 SP:Iteration 2Q (24.334234 sec): 3 clusters Score: Raw -7563.655065 + Penalty 1100.878155 = -6462.776910 nChanged 2 SP:Iteration 3Q (24.334683 sec): 3 clusters Score: Raw -7566.434627 + Penalty 1100.446253 = -6465.988374 nChanged 2 SP:Iteration 4Q (24.335128 sec): 3 clusters Score: Raw -7572.733869 + Penalty 1100.446253 = -6472.287617 nChanged 0 SP:Iteration 5F (24.335591 sec): 3 clusters Score: Raw -7572.733869 + Penalty 1100.446253 = -6472.287617 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 51 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.336175 sec): 2 clusters Score: Raw -2681.277577 + Penalty 250.859472 = -2430.418105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.336471 sec): 3 clusters Score: Raw -2709.202544 + Penalty 506.217234 = -2202.985310 nChanged 2 SP:Iteration 1Q (24.336759 sec): 3 clusters Score: Raw -2716.748710 + Penalty 505.350185 = -2211.398525 nChanged 2 SP:Iteration 2Q (24.337045 sec): 3 clusters Score: Raw -2722.273499 + Penalty 506.751036 = -2215.522463 nChanged 1 SP:Iteration 3Q (24.337329 sec): 3 clusters Score: Raw -2722.390053 + Penalty 506.751036 = -2215.639017 nChanged 0 SP:Iteration 4F (24.337619 sec): 3 clusters Score: Raw -2722.390053 + Penalty 506.751036 = -2215.639017 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 52 (152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.338465 sec): 2 clusters Score: Raw -9819.145074 + Penalty 677.851236 = -9141.293838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.338951 sec): 3 clusters Score: Raw -9845.730278 + Penalty 1356.680000 = -8489.050277 nChanged 17 SP:Iteration 1F (24.339429 sec): 3 clusters Score: Raw -9879.675915 + Penalty 1357.025629 = -8522.650286 nChanged 2 SP:Iteration 2Q (24.339891 sec): 3 clusters Score: Raw -9885.149195 + Penalty 1357.660362 = -8527.488833 nChanged 1 SP:Iteration 3Q (24.340352 sec): 3 clusters Score: Raw -9886.164794 + Penalty 1357.660362 = -8528.504432 nChanged 0 SP:Iteration 4F (24.340829 sec): 3 clusters Score: Raw -9886.164794 + Penalty 1357.660362 = -8528.504432 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 53 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.341379 sec): 2 clusters Score: Raw -1918.765867 + Penalty 181.547041 = -1737.218826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.341648 sec): 3 clusters Score: Raw -1919.748769 + Penalty 363.389404 = -1556.359366 nChanged 4 SP:Iteration 1F (24.341912 sec): 3 clusters Score: Raw -1925.475871 + Penalty 365.470399 = -1560.005471 nChanged 1 SP:Iteration 2Q (24.342173 sec): 3 clusters Score: Raw -1928.349070 + Penalty 368.521408 = -1559.827662 nChanged 1 SP:Iteration 3F (24.342436 sec): 3 clusters Score: Raw -1933.348925 + Penalty 368.521408 = -1564.827516 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 54 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.343329 sec): 2 clusters Score: Raw -10410.342151 + Penalty 837.393162 = -9572.948990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.343864 sec): 3 clusters Score: Raw -10530.049107 + Penalty 1674.611990 = -8855.437117 nChanged 23 SP:Iteration 1F (24.344374 sec): 3 clusters Score: Raw -10632.606501 + Penalty 1674.278471 = -8958.328030 nChanged 9 SP:Iteration 2F (24.344892 sec): 3 clusters Score: Raw -10676.597465 + Penalty 1674.278471 = -9002.318993 nChanged 2 SP:Iteration 3Q (24.345366 sec): 3 clusters Score: Raw -10712.806712 + Penalty 1674.151302 = -9038.655410 nChanged 2 SP:Iteration 4Q (24.345860 sec): 3 clusters Score: Raw -10718.356864 + Penalty 1674.081711 = -9044.275153 nChanged 1 SP:Iteration 5Q (24.346330 sec): 3 clusters Score: Raw -10721.763642 + Penalty 1674.007890 = -9047.755752 nChanged 1 SP:Iteration 6Q (24.346797 sec): 3 clusters Score: Raw -10724.743873 + Penalty 1673.929651 = -9050.814222 nChanged 1 SP:Iteration 7Q (24.347262 sec): 3 clusters Score: Raw -10727.982874 + Penalty 1673.929651 = -9054.053223 nChanged 0 SP:Iteration 8F (24.347775 sec): 3 clusters Score: Raw -10727.982874 + Penalty 1673.929651 = -9054.053223 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 55 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.348458 sec): 2 clusters Score: Raw -4367.208065 + Penalty 569.035691 = -3798.172375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.348817 sec): 3 clusters Score: Raw -4433.725585 + Penalty 1132.772859 = -3300.952725 nChanged 1 SP:Iteration 1Q (24.349155 sec): 3 clusters Score: Raw -4440.444771 + Penalty 1134.725667 = -3305.719104 nChanged 1 SP:Iteration 2Q (24.349483 sec): 3 clusters Score: Raw -4444.594130 + Penalty 1134.725667 = -3309.868463 nChanged 0 SP:Iteration 3F (24.349829 sec): 3 clusters Score: Raw -4444.594130 + Penalty 1134.725667 = -3309.868463 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 56 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.350341 sec): 2 clusters Score: Raw -899.952198 + Penalty 337.119128 = -562.833069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.350582 sec): 3 clusters Score: Raw -928.874493 + Penalty 659.902839 = -268.971653 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 57 (112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.351329 sec): 2 clusters Score: Raw -5660.945717 + Penalty 177.819953 = -5483.125764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.351759 sec): 3 clusters Score: Raw -5671.644695 + Penalty 342.666511 = -5328.978184 nChanged 36 SP:Iteration 1F (24.352174 sec): 3 clusters Score: Raw -5743.604527 + Penalty 337.810785 = -5405.793742 nChanged 8 SP:Iteration 2F (24.352579 sec): 3 clusters Score: Raw -5771.351976 + Penalty 328.731747 = -5442.620230 nChanged 3 SP:Iteration 3Q (24.352961 sec): 3 clusters Score: Raw -5773.879519 + Penalty 328.731747 = -5445.147772 nChanged 0 SP:Iteration 4F (24.353366 sec): 3 clusters Score: Raw -5773.879519 + Penalty 328.731747 = -5445.147772 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 58 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.353874 sec): 2 clusters Score: Raw -885.696620 + Penalty 185.599504 = -700.097117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.354111 sec): 3 clusters Score: Raw -900.485336 + Penalty 368.077433 = -532.407903 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 59 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.354590 sec): 2 clusters Score: Raw -515.507454 + Penalty 227.437679 = -288.069775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.354812 sec): 3 clusters Score: Raw -516.359327 + Penalty 454.875357 = -61.483970 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 60 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.355610 sec): 2 clusters Score: Raw -8016.315548 + Penalty 555.902702 = -7460.412846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.356054 sec): 3 clusters Score: Raw -8010.199606 + Penalty 1109.725882 = -6900.473724 nChanged 15 SP:Iteration 1F (24.356491 sec): 3 clusters Score: Raw -8042.523101 + Penalty 1109.573709 = -6932.949392 nChanged 4 SP:Iteration 2Q (24.356943 sec): 3 clusters Score: Raw -8050.511178 + Penalty 1109.656017 = -6940.855160 nChanged 3 SP:Iteration 3Q (24.357361 sec): 3 clusters Score: Raw -8054.032976 + Penalty 1109.656017 = -6944.376958 nChanged 0 SP:Iteration 4F (24.357789 sec): 3 clusters Score: Raw -8054.032976 + Penalty 1109.656017 = -6944.376958 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 61 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.358260 sec): 2 clusters Score: Raw -205.667824 + Penalty 144.918117 = -60.749707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.358471 sec): 3 clusters Score: Raw -192.984969 + Penalty 294.270424 = 101.285455 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 62 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.358949 sec): 2 clusters Score: Raw -481.980603 + Penalty 244.273664 = -237.706939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.359172 sec): 3 clusters Score: Raw -509.731932 + Penalty 490.727727 = -19.004205 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 63 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.359765 sec): 2 clusters Score: Raw -2784.264654 + Penalty 562.377014 = -2221.887640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.360062 sec): 3 clusters Score: Raw -2923.477046 + Penalty 1127.574856 = -1795.902190 nChanged 1 SP:Iteration 1Q (24.360336 sec): 3 clusters Score: Raw -2930.197386 + Penalty 1127.574856 = -1802.622530 nChanged 0 SP:Iteration 2F (24.360628 sec): 3 clusters Score: Raw -2930.197386 + Penalty 1127.574856 = -1802.622530 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 64 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.361139 sec): 2 clusters Score: Raw -1104.147246 + Penalty 223.451682 = -880.695564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.361380 sec): 3 clusters Score: Raw -1123.479265 + Penalty 444.396595 = -679.082670 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 65 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.361936 sec): 2 clusters Score: Raw -1888.685718 + Penalty 262.034786 = -1626.650932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.362214 sec): 3 clusters Score: Raw -1949.520205 + Penalty 523.473839 = -1426.046366 nChanged 1 SP:Iteration 1Q (24.362484 sec): 3 clusters Score: Raw -1954.048324 + Penalty 523.473839 = -1430.574486 nChanged 0 SP:Iteration 2F (24.362762 sec): 3 clusters Score: Raw -1954.048324 + Penalty 523.473839 = -1430.574486 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 66 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.363265 sec): 2 clusters Score: Raw -915.478672 + Penalty 297.193204 = -618.285467 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.363502 sec): 3 clusters Score: Raw -975.175762 + Penalty 609.205862 = -365.969900 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 67 (528 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.366461 sec): 2 clusters Score: Raw -33444.878621 + Penalty 813.020030 = -32631.858592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.367620 sec): 3 clusters Score: Raw -33281.500984 + Penalty 1626.040060 = -31655.460925 nChanged 137 SP:Iteration 1F (24.368739 sec): 3 clusters Score: Raw -33397.231030 + Penalty 1626.644327 = -31770.586703 nChanged 31 SP:Iteration 2F (24.369857 sec): 3 clusters Score: Raw -33433.664270 + Penalty 1628.949554 = -31804.714715 nChanged 26 SP:Iteration 3Q (24.370951 sec): 3 clusters Score: Raw -33462.892459 + Penalty 1630.014944 = -31832.877515 nChanged 20 SP:Iteration 4Q (24.372075 sec): 3 clusters Score: Raw -33487.157137 + Penalty 1631.936490 = -31855.220647 nChanged 13 SP:Iteration 5Q (24.373177 sec): 3 clusters Score: Raw -33502.292389 + Penalty 1633.219452 = -31869.072937 nChanged 10 SP:Iteration 6Q (24.374270 sec): 3 clusters Score: Raw -33510.778840 + Penalty 1633.277783 = -31877.501057 nChanged 4 SP:Iteration 7Q (24.375358 sec): 3 clusters Score: Raw -33516.962565 + Penalty 1633.595055 = -31883.367510 nChanged 5 SP:Iteration 8Q (24.376442 sec): 3 clusters Score: Raw -33522.071961 + Penalty 1634.560300 = -31887.511661 nChanged 6 SP:Iteration 9Q (24.377525 sec): 3 clusters Score: Raw -33532.309157 + Penalty 1635.812695 = -31896.496462 nChanged 7 SP:Iteration 10F (24.378640 sec): 3 clusters Score: Raw -33539.575616 + Penalty 1639.045600 = -31900.530017 nChanged 8 SP:Iteration 11Q (24.379722 sec): 3 clusters Score: Raw -33547.970645 + Penalty 1641.166495 = -31906.804151 nChanged 6 SP:Iteration 12Q (24.380801 sec): 3 clusters Score: Raw -33554.345309 + Penalty 1641.546919 = -31912.798390 nChanged 1 SP:Iteration 13Q (24.381901 sec): 3 clusters Score: Raw -33554.832337 + Penalty 1641.312896 = -31913.519441 nChanged 1 SP:Iteration 14Q (24.382977 sec): 3 clusters Score: Raw -33555.458930 + Penalty 1641.312896 = -31914.146034 nChanged 0 SP:Iteration 15F (24.384091 sec): 3 clusters Score: Raw -33555.458930 + Penalty 1641.312896 = -31914.146034 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 68 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.384656 sec): 2 clusters Score: Raw -738.301869 + Penalty 242.539125 = -495.762744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.384891 sec): 3 clusters Score: Raw -754.953156 + Penalty 489.420745 = -265.532411 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 71 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.385417 sec): 2 clusters Score: Raw -1482.882284 + Penalty 351.512498 = -1131.369786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.385672 sec): 3 clusters Score: Raw -1547.481560 + Penalty 700.636727 = -846.844833 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 72 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.386169 sec): 2 clusters Score: Raw -766.312498 + Penalty 284.856034 = -481.456464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.386404 sec): 3 clusters Score: Raw -869.599702 + Penalty 565.125721 = -304.473980 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 73 (580 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.388474 sec): 2 clusters Score: Raw -35883.867225 + Penalty 723.744694 = -35160.122531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.389721 sec): 3 clusters Score: Raw -35677.131684 + Penalty 1445.218793 = -34231.912891 nChanged 164 SP:Iteration 1F (24.390924 sec): 3 clusters Score: Raw -35788.288591 + Penalty 1442.415972 = -34345.872618 nChanged 51 SP:Iteration 2F (24.392155 sec): 3 clusters Score: Raw -35840.417269 + Penalty 1439.724361 = -34400.692908 nChanged 38 SP:Iteration 3F (24.393362 sec): 3 clusters Score: Raw -35888.779766 + Penalty 1437.154747 = -34451.625019 nChanged 28 SP:Iteration 4Q (24.394563 sec): 3 clusters Score: Raw -35917.544420 + Penalty 1434.197376 = -34483.347044 nChanged 17 SP:Iteration 5Q (24.395819 sec): 3 clusters Score: Raw -35934.254944 + Penalty 1434.386284 = -34499.868660 nChanged 11 SP:Iteration 6Q (24.397158 sec): 3 clusters Score: Raw -35948.931099 + Penalty 1434.225088 = -34514.706011 nChanged 11 SP:Iteration 7Q (24.398511 sec): 3 clusters Score: Raw -35956.818126 + Penalty 1433.412169 = -34523.405957 nChanged 8 SP:Iteration 8Q (24.399745 sec): 3 clusters Score: Raw -35962.804518 + Penalty 1432.808112 = -34529.996406 nChanged 6 SP:Iteration 9Q (24.400964 sec): 3 clusters Score: Raw -35968.701613 + Penalty 1431.119384 = -34537.582229 nChanged 10 SP:Iteration 10F (24.402169 sec): 3 clusters Score: Raw -35977.390959 + Penalty 1430.341819 = -34547.049139 nChanged 7 SP:Iteration 11Q (24.403336 sec): 3 clusters Score: Raw -35982.444619 + Penalty 1430.702197 = -34551.742422 nChanged 3 SP:Iteration 12Q (24.404500 sec): 3 clusters Score: Raw -35987.010672 + Penalty 1430.608921 = -34556.401752 nChanged 6 SP:Iteration 13Q (24.405663 sec): 3 clusters Score: Raw -35998.923463 + Penalty 1430.601018 = -34568.322446 nChanged 7 SP:Iteration 14Q (24.406852 sec): 3 clusters Score: Raw -36010.817964 + Penalty 1431.715597 = -34579.102367 nChanged 6 SP:Iteration 15Q (24.408026 sec): 3 clusters Score: Raw -36019.057940 + Penalty 1432.673520 = -34586.384421 nChanged 4 SP:Iteration 16Q (24.409177 sec): 3 clusters Score: Raw -36023.984873 + Penalty 1433.389274 = -34590.595599 nChanged 6 SP:Iteration 17Q (24.410320 sec): 3 clusters Score: Raw -36034.529418 + Penalty 1433.836222 = -34600.693196 nChanged 4 SP:Iteration 18Q (24.411480 sec): 3 clusters Score: Raw -36039.724718 + Penalty 1434.151223 = -34605.573494 nChanged 2 SP:Iteration 19Q (24.412618 sec): 3 clusters Score: Raw -36041.869864 + Penalty 1434.952258 = -34606.917606 nChanged 2 SP:Iteration 20F (24.413817 sec): 3 clusters Score: Raw -36044.980779 + Penalty 1434.735660 = -34610.245119 nChanged 1 SP:Iteration 21Q (24.414958 sec): 3 clusters Score: Raw -36046.136578 + Penalty 1434.912512 = -34611.224066 nChanged 1 SP:Iteration 22Q (24.416097 sec): 3 clusters Score: Raw -36047.883311 + Penalty 1436.021546 = -34611.861765 nChanged 3 SP:Iteration 23Q (24.417237 sec): 3 clusters Score: Raw -36056.749562 + Penalty 1436.193403 = -34620.556160 nChanged 4 SP:Iteration 24Q (24.418371 sec): 3 clusters Score: Raw -36060.738400 + Penalty 1436.867447 = -34623.870952 nChanged 1 SP:Iteration 25Q (24.419505 sec): 3 clusters Score: Raw -36062.289747 + Penalty 1436.929073 = -34625.360673 nChanged 1 SP:Iteration 26Q (24.420638 sec): 3 clusters Score: Raw -36062.879231 + Penalty 1437.590966 = -34625.288265 nChanged 2 SP:Iteration 27F (24.421842 sec): 3 clusters Score: Raw -36066.405589 + Penalty 1437.408490 = -34628.997099 nChanged 1 SP:Iteration 28Q (24.422976 sec): 3 clusters Score: Raw -36067.946850 + Penalty 1437.054009 = -34630.892841 nChanged 3 SP:Iteration 29Q (24.424109 sec): 3 clusters Score: Raw -36070.735784 + Penalty 1437.304561 = -34633.431223 nChanged 1 SP:Iteration 30F (24.425311 sec): 3 clusters Score: Raw -36073.410868 + Penalty 1438.008746 = -34635.402123 nChanged 4 SP:Iteration 31Q (24.426439 sec): 3 clusters Score: Raw -36079.737663 + Penalty 1438.823182 = -34640.914480 nChanged 4 SP:Iteration 32Q (24.427588 sec): 3 clusters Score: Raw -36085.581848 + Penalty 1438.765304 = -34646.816544 nChanged 2 SP:Iteration 33Q (24.428739 sec): 3 clusters Score: Raw -36088.066415 + Penalty 1439.339560 = -34648.726855 nChanged 2 SP:Iteration 34Q (24.429868 sec): 3 clusters Score: Raw -36091.713503 + Penalty 1439.843207 = -34651.870296 nChanged 7 SP:Iteration 35Q (24.430992 sec): 3 clusters Score: Raw -36102.491587 + Penalty 1440.665902 = -34661.825685 nChanged 4 SP:Iteration 36Q (24.432112 sec): 3 clusters Score: Raw -36107.776596 + Penalty 1441.236029 = -34666.540568 nChanged 2 SP:Iteration 37Q (24.433229 sec): 3 clusters Score: Raw -36109.264714 + Penalty 1441.470502 = -34667.794212 nChanged 1 SP:Iteration 38Q (24.434362 sec): 3 clusters Score: Raw -36110.159468 + Penalty 1441.553049 = -34668.606419 nChanged 1 SP:Iteration 39Q (24.435482 sec): 3 clusters Score: Raw -36111.451038 + Penalty 1442.009526 = -34669.441512 nChanged 2 SP:Iteration 40F (24.436686 sec): 3 clusters Score: Raw -36114.327027 + Penalty 1442.355626 = -34671.971400 nChanged 1 SP:Iteration 41Q (24.437801 sec): 3 clusters Score: Raw -36117.285506 + Penalty 1442.439051 = -34674.846455 nChanged 1 SP:Iteration 42Q (24.438905 sec): 3 clusters Score: Raw -36118.231491 + Penalty 1442.320250 = -34675.911241 nChanged 2 SP:Iteration 43Q (24.440027 sec): 3 clusters Score: Raw -36120.675342 + Penalty 1442.535350 = -34678.139992 nChanged 1 SP:Iteration 44Q (24.441143 sec): 3 clusters Score: Raw -36121.877069 + Penalty 1442.431522 = -34679.445547 nChanged 1 SP:Iteration 45Q (24.442252 sec): 3 clusters Score: Raw -36122.739252 + Penalty 1442.431522 = -34680.307730 nChanged 0 SP:Iteration 46F (24.443452 sec): 3 clusters Score: Raw -36122.739252 + Penalty 1442.431522 = -34680.307730 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 74 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.443971 sec): 2 clusters Score: Raw -240.581645 + Penalty 124.071095 = -116.510549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.444198 sec): 3 clusters Score: Raw -240.817834 + Penalty 248.142191 = 7.324357 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 75 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.444696 sec): 2 clusters Score: Raw -825.613166 + Penalty 352.378207 = -473.234959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.444929 sec): 3 clusters Score: Raw -846.169286 + Penalty 703.457809 = -142.711477 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 76 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.445500 sec): 2 clusters Score: Raw -2038.100782 + Penalty 219.680793 = -1818.419989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.445786 sec): 3 clusters Score: Raw -2074.660449 + Penalty 440.827384 = -1633.833065 nChanged 2 SP:Iteration 1Q (24.446058 sec): 3 clusters Score: Raw -2083.094050 + Penalty 440.827384 = -1642.266666 nChanged 0 SP:Iteration 2F (24.446345 sec): 3 clusters Score: Raw -2083.094050 + Penalty 440.827384 = -1642.266666 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 77 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.446810 sec): 2 clusters Score: Raw -122.103563 + Penalty 59.070221 = -63.033342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.447003 sec): 2 clusters Score: Raw -122.103563 + Penalty 59.070221 = -63.033342 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 78 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.447538 sec): 2 clusters Score: Raw -1828.921894 + Penalty 305.517299 = -1523.404594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.447801 sec): 3 clusters Score: Raw -1851.681552 + Penalty 612.555737 = -1239.125814 nChanged 1 SP:Iteration 1Q (24.448056 sec): 3 clusters Score: Raw -1852.818763 + Penalty 613.453790 = -1239.364973 nChanged 1 SP:Iteration 2Q (24.448311 sec): 3 clusters Score: Raw -1857.545665 + Penalty 613.453790 = -1244.091875 nChanged 0 SP:Iteration 3F (24.448569 sec): 3 clusters Score: Raw -1857.545665 + Penalty 613.453790 = -1244.091875 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 79 (936 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.451518 sec): 2 clusters Score: Raw -55722.833102 + Penalty 296.641075 = -55426.192027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.453338 sec): 3 clusters Score: Raw -55168.654680 + Penalty 588.592782 = -54580.061898 nChanged 386 SP:Iteration 1F (24.455128 sec): 3 clusters Score: Raw -55373.269495 + Penalty 586.058021 = -54787.211474 nChanged 122 SP:Iteration 2F (24.456949 sec): 3 clusters Score: Raw -55449.893477 + Penalty 585.471117 = -54864.422361 nChanged 66 SP:Iteration 3F (24.458793 sec): 3 clusters Score: Raw -55489.602863 + Penalty 587.799512 = -54901.803351 nChanged 52 SP:Iteration 4F (24.460617 sec): 3 clusters Score: Raw -55518.237625 + Penalty 591.060019 = -54927.177606 nChanged 46 SP:Iteration 5Q (24.462495 sec): 3 clusters Score: Raw -55542.987794 + Penalty 595.129846 = -54947.857948 nChanged 28 SP:Iteration 6Q (24.464316 sec): 3 clusters Score: Raw -55558.653881 + Penalty 602.429802 = -54956.224079 nChanged 33 SP:Iteration 7Q (24.466132 sec): 3 clusters Score: Raw -55580.090652 + Penalty 609.571452 = -54970.519200 nChanged 31 SP:Iteration 8Q (24.467903 sec): 3 clusters Score: Raw -55599.932270 + Penalty 617.967855 = -54981.964415 nChanged 33 SP:Iteration 9Q (24.469672 sec): 3 clusters Score: Raw -55621.092844 + Penalty 625.361025 = -54995.731819 nChanged 31 SP:Iteration 10F (24.471461 sec): 3 clusters Score: Raw -55636.658941 + Penalty 631.264091 = -55005.394850 nChanged 22 SP:Iteration 11Q (24.473218 sec): 3 clusters Score: Raw -55645.791112 + Penalty 635.545103 = -55010.246009 nChanged 16 SP:Iteration 12Q (24.474967 sec): 3 clusters Score: Raw -55652.411210 + Penalty 638.472728 = -55013.938482 nChanged 13 SP:Iteration 13Q (24.476704 sec): 3 clusters Score: Raw -55658.792907 + Penalty 643.419817 = -55015.373090 nChanged 19 SP:Iteration 14Q (24.478452 sec): 3 clusters Score: Raw -55669.377186 + Penalty 650.254128 = -55019.123058 nChanged 22 SP:Iteration 15Q (24.480174 sec): 3 clusters Score: Raw -55680.495646 + Penalty 654.610709 = -55025.884936 nChanged 16 SP:Iteration 16Q (24.481919 sec): 3 clusters Score: Raw -55689.288254 + Penalty 659.852908 = -55029.435346 nChanged 15 SP:Iteration 17Q (24.483654 sec): 3 clusters Score: Raw -55702.549577 + Penalty 667.704804 = -55034.844773 nChanged 21 SP:Iteration 18Q (24.485358 sec): 3 clusters Score: Raw -55718.949650 + Penalty 670.880346 = -55048.069304 nChanged 11 SP:Iteration 19Q (24.487020 sec): 3 clusters Score: Raw -55725.122016 + Penalty 674.903668 = -55050.218347 nChanged 13 SP:Iteration 20F (24.488801 sec): 3 clusters Score: Raw -55730.249645 + Penalty 677.172534 = -55053.077111 nChanged 8 SP:Iteration 21Q (24.490429 sec): 3 clusters Score: Raw -55735.543180 + Penalty 680.726009 = -55054.817172 nChanged 7 SP:Iteration 22Q (24.492097 sec): 3 clusters Score: Raw -55740.073014 + Penalty 685.167803 = -55054.905211 nChanged 9 SP:Iteration 23Q (24.493732 sec): 3 clusters Score: Raw -55744.505077 + Penalty 688.024708 = -55056.480369 nChanged 5 SP:Iteration 24Q (24.495345 sec): 3 clusters Score: Raw -55746.001572 + Penalty 691.498537 = -55054.503035 nChanged 5 SP:Iteration 25F (24.497136 sec): 3 clusters Score: Raw -55747.076558 + Penalty 694.305821 = -55052.770737 nChanged 3 SP:Iteration 26F (24.498973 sec): 3 clusters Score: Raw -55748.457621 + Penalty 697.690140 = -55050.767481 nChanged 4 SP:Iteration 27F (24.500792 sec): 3 clusters Score: Raw -55750.351134 + Penalty 700.319295 = -55050.031839 nChanged 4 SP:Iteration 28F (24.502609 sec): 3 clusters Score: Raw -55752.043428 + Penalty 700.592896 = -55051.450532 nChanged 1 SP:Iteration 29Q (24.504229 sec): 3 clusters Score: Raw -55752.573142 + Penalty 701.656837 = -55050.916305 nChanged 1 SP:Iteration 30F (24.506044 sec): 3 clusters Score: Raw -55753.133845 + Penalty 702.630971 = -55050.502874 nChanged 1 SP:Iteration 31F (24.507870 sec): 3 clusters Score: Raw -55753.661375 + Penalty 703.037989 = -55050.623386 nChanged 1 SP:Iteration 32Q (24.509494 sec): 3 clusters Score: Raw -55753.861314 + Penalty 704.277232 = -55049.584082 nChanged 1 SP:Iteration 33F (24.511504 sec): 3 clusters Score: Raw -55754.344035 + Penalty 705.206821 = -55049.137214 nChanged 1 SP:Iteration 34F (24.513424 sec): 3 clusters Score: Raw -55754.659348 + Penalty 705.953692 = -55048.705657 nChanged 1 SP:Iteration 35F (24.515265 sec): 3 clusters Score: Raw -55755.557687 + Penalty 705.953692 = -55049.603996 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 80 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.515818 sec): 2 clusters Score: Raw -638.179030 + Penalty 163.168063 = -475.010968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.516057 sec): 3 clusters Score: Raw -691.125079 + Penalty 324.264359 = -366.860720 nChanged 0 Memory request: 0.02 GB would take us to total of 0.33 GB. Trying to split cluster 81 (4189 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.534235 sec): 2 clusters Score: Raw -202137.788895 + Penalty 53.078718 = -202084.710177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.542186 sec): 3 clusters Score: Raw -199452.961711 + Penalty 112.698920 = -199340.262791 nChanged 2033 SP:Iteration 1F (24.549646 sec): 3 clusters Score: Raw -201372.993523 + Penalty 114.680411 = -201258.313112 nChanged 150 SP:Iteration 2Q (24.557029 sec): 3 clusters Score: Raw -201489.914477 + Penalty 116.476728 = -201373.437749 nChanged 122 SP:Iteration 3Q (24.564450 sec): 3 clusters Score: Raw -201548.638372 + Penalty 118.368470 = -201430.269901 nChanged 106 SP:Iteration 4Q (24.571975 sec): 3 clusters Score: Raw -201596.910117 + Penalty 121.321276 = -201475.588841 nChanged 125 SP:Iteration 5Q (24.579455 sec): 3 clusters Score: Raw -201658.032378 + Penalty 125.312065 = -201532.720313 nChanged 147 SP:Iteration 6Q (24.586755 sec): 3 clusters Score: Raw -201766.382055 + Penalty 128.237101 = -201638.144953 nChanged 193 SP:Iteration 7Q (24.593964 sec): 3 clusters Score: Raw -201963.346751 + Penalty 132.010453 = -201831.336299 nChanged 170 SP:Iteration 8Q (24.601094 sec): 3 clusters Score: Raw -202133.391637 + Penalty 143.129128 = -201990.262509 nChanged 95 SP:Iteration 9Q (24.607872 sec): 3 clusters Score: Raw -202222.824092 + Penalty 156.239075 = -202066.585017 nChanged 60 SP:Iteration 10F (24.615470 sec): 3 clusters Score: Raw -202278.291385 + Penalty 160.380211 = -202117.911174 nChanged 29 SP:Iteration 11Q (24.628619 sec): 3 clusters Score: Raw -202297.248787 + Penalty 165.277887 = -202131.970900 nChanged 13 SP:Iteration 12Q (24.639362 sec): 3 clusters Score: Raw -202306.829666 + Penalty 162.272106 = -202144.557560 nChanged 15 SP:Iteration 13Q (24.645698 sec): 3 clusters Score: Raw -202314.465049 + Penalty 164.106865 = -202150.358185 nChanged 10 SP:Iteration 14Q (24.651974 sec): 3 clusters Score: Raw -202317.687793 + Penalty 164.404996 = -202153.282797 nChanged 2 SP:Iteration 15Q (24.658217 sec): 3 clusters Score: Raw -202317.835123 + Penalty 164.404996 = -202153.430127 nChanged 0 SP:Iteration 16F (24.665727 sec): 3 clusters Score: Raw -202317.835123 + Penalty 164.404996 = -202153.430127 nChanged 0 Score: Raw -1748418.069928 + Penalty 215566.848034 = -1532851.221894 Splitting cluster 81 changes total score from -1514790.472636 to -1532851.221894 So it's getting split into cluster 41. Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 82 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.866649 sec): 2 clusters Score: Raw -1425.492596 + Penalty 355.736972 = -1069.755624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.866916 sec): 3 clusters Score: Raw -1525.205375 + Penalty 709.502758 = -815.702617 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 83 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.867466 sec): 2 clusters Score: Raw -1727.611016 + Penalty 500.014567 = -1227.596449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.867726 sec): 3 clusters Score: Raw -1822.650360 + Penalty 998.478101 = -824.172259 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 84 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.868195 sec): 2 clusters Score: Raw -250.135775 + Penalty 143.146097 = -106.989678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.868408 sec): 3 clusters Score: Raw -246.194204 + Penalty 286.292194 = 40.097990 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 85 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.868888 sec): 2 clusters Score: Raw -494.730681 + Penalty 185.809241 = -308.921441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.869145 sec): 3 clusters Score: Raw -496.200333 + Penalty 377.945054 = -118.255279 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 86 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.869666 sec): 2 clusters Score: Raw -1517.134513 + Penalty 444.537390 = -1072.597123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.869917 sec): 3 clusters Score: Raw -1559.820645 + Penalty 870.257613 = -689.563032 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 87 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.870392 sec): 2 clusters Score: Raw -425.641804 + Penalty 235.644284 = -189.997519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.870608 sec): 3 clusters Score: Raw -415.409888 + Penalty 475.300966 = 59.891079 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 88 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.871133 sec): 2 clusters Score: Raw -1754.310750 + Penalty 381.873514 = -1372.437236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.871388 sec): 3 clusters Score: Raw -1803.889979 + Penalty 763.747028 = -1040.142952 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 89 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.871971 sec): 2 clusters Score: Raw -2526.591783 + Penalty 326.615982 = -2199.975801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.872259 sec): 3 clusters Score: Raw -2551.011779 + Penalty 643.376012 = -1907.635767 nChanged 1 SP:Iteration 1Q (27.872540 sec): 3 clusters Score: Raw -2555.638285 + Penalty 647.194632 = -1908.443653 nChanged 2 SP:Iteration 2Q (27.872818 sec): 3 clusters Score: Raw -2563.479019 + Penalty 656.445581 = -1907.033439 nChanged 3 SP:Iteration 3F (27.873104 sec): 3 clusters Score: Raw -2574.455439 + Penalty 660.810158 = -1913.645282 nChanged 1 SP:Iteration 4Q (27.873378 sec): 3 clusters Score: Raw -2575.469242 + Penalty 666.105750 = -1909.363492 nChanged 1 SP:Iteration 5F (27.873664 sec): 3 clusters Score: Raw -2579.282609 + Penalty 666.105750 = -1913.176859 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 90 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.874179 sec): 2 clusters Score: Raw -1246.838804 + Penalty 261.909116 = -984.929688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.874425 sec): 3 clusters Score: Raw -1275.477807 + Penalty 524.290583 = -751.187224 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 91 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.874990 sec): 2 clusters Score: Raw -2632.387837 + Penalty 355.301728 = -2277.086109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.875274 sec): 3 clusters Score: Raw -2639.073345 + Penalty 711.207848 = -1927.865497 nChanged 1 SP:Iteration 1Q (27.875552 sec): 3 clusters Score: Raw -2642.052738 + Penalty 711.207848 = -1930.844890 nChanged 0 SP:Iteration 2F (27.875833 sec): 3 clusters Score: Raw -2642.052738 + Penalty 711.207848 = -1930.844890 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 92 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.876329 sec): 2 clusters Score: Raw -793.229673 + Penalty 272.075363 = -521.154311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.876564 sec): 3 clusters Score: Raw -833.106984 + Penalty 544.150726 = -288.956259 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 93 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.877035 sec): 2 clusters Score: Raw -334.853194 + Penalty 210.872396 = -123.980798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.877268 sec): 3 clusters Score: Raw -330.586319 + Penalty 411.303706 = 80.717386 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 94 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.877769 sec): 2 clusters Score: Raw -1028.092373 + Penalty 343.191464 = -684.900908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.878005 sec): 3 clusters Score: Raw -1053.221319 + Penalty 694.619380 = -358.601939 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 95 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.878489 sec): 2 clusters Score: Raw -536.565903 + Penalty 234.215469 = -302.350434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.878712 sec): 3 clusters Score: Raw -558.291883 + Penalty 471.713690 = -86.578193 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 96 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.879183 sec): 2 clusters Score: Raw -332.835577 + Penalty 181.314357 = -151.521220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.879401 sec): 3 clusters Score: Raw -324.213490 + Penalty 357.131507 = 32.918018 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 97 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.879867 sec): 2 clusters Score: Raw -187.812298 + Penalty 112.087563 = -75.724735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.880074 sec): 3 clusters Score: Raw -182.098914 + Penalty 222.197163 = 40.098250 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 98 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.880533 sec): 2 clusters Score: Raw -60.370460 + Penalty 0.000000 = -60.370460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.880722 sec): 2 clusters Score: Raw -60.370460 + Penalty 0.000000 = -60.370460 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 99 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.881206 sec): 2 clusters Score: Raw -634.118303 + Penalty 245.389237 = -388.729066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.881431 sec): 3 clusters Score: Raw -639.854878 + Penalty 483.779543 = -156.075335 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 101 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.881937 sec): 2 clusters Score: Raw -1173.059481 + Penalty 383.978225 = -789.081256 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.882183 sec): 3 clusters Score: Raw -1238.318421 + Penalty 760.932103 = -477.386318 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 102 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.882645 sec): 2 clusters Score: Raw -127.238720 + Penalty 67.518449 = -59.720271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.882838 sec): 2 clusters Score: Raw -127.238720 + Penalty 67.518449 = -59.720271 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 103 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.883316 sec): 2 clusters Score: Raw -537.043465 + Penalty 266.047462 = -270.996003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.883538 sec): 3 clusters Score: Raw -536.898300 + Penalty 531.856736 = -5.041565 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 104 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.884061 sec): 2 clusters Score: Raw -1041.671839 + Penalty 352.778525 = -688.893315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.884306 sec): 3 clusters Score: Raw -1159.740343 + Penalty 720.404725 = -439.335619 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 105 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.884791 sec): 2 clusters Score: Raw -440.536378 + Penalty 39.435296 = -401.101082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.885006 sec): 3 clusters Score: Raw -453.190838 + Penalty 82.838945 = -370.351893 nChanged 2 SP:Iteration 1F (27.885219 sec): 3 clusters Score: Raw -467.633461 + Penalty 82.838945 = -384.794515 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 106 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.885747 sec): 2 clusters Score: Raw -1813.240212 + Penalty 147.920397 = -1665.319815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.885992 sec): 3 clusters Score: Raw -1823.984232 + Penalty 295.693151 = -1528.291081 nChanged 2 SP:Iteration 1F (27.886233 sec): 3 clusters Score: Raw -1825.848693 + Penalty 295.693151 = -1530.155542 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 107 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.886701 sec): 2 clusters Score: Raw -273.144564 + Penalty 187.055717 = -86.088846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.886914 sec): 3 clusters Score: Raw -263.444767 + Penalty 374.111435 = 110.666668 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 109 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.887385 sec): 2 clusters Score: Raw -287.698861 + Penalty 119.409307 = -168.289554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.887596 sec): 3 clusters Score: Raw -289.622766 + Penalty 197.210139 = -92.412626 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 110 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.888081 sec): 2 clusters Score: Raw -629.948898 + Penalty 215.196932 = -414.751967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.888308 sec): 3 clusters Score: Raw -630.847007 + Penalty 430.393863 = -200.453144 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 111 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.888808 sec): 2 clusters Score: Raw -1100.129880 + Penalty 315.666718 = -784.463162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.889048 sec): 3 clusters Score: Raw -1117.329656 + Penalty 633.339644 = -483.990012 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 112 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.889543 sec): 2 clusters Score: Raw -873.169889 + Penalty 278.078109 = -595.091780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.889775 sec): 3 clusters Score: Raw -907.675120 + Penalty 554.532245 = -353.142875 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 113 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.890254 sec): 2 clusters Score: Raw -561.526837 + Penalty 288.869283 = -272.657554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.890473 sec): 3 clusters Score: Raw -549.171917 + Penalty 288.869283 = -260.302634 nChanged 1 SP:Iteration 1F (27.890672 sec): 2 clusters Score: Raw -561.526837 + Penalty 288.869283 = -272.657554 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 114 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.891192 sec): 2 clusters Score: Raw -1007.628084 + Penalty 227.264046 = -780.364038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.891436 sec): 3 clusters Score: Raw -1043.237597 + Penalty 455.179691 = -588.057906 nChanged 1 SP:Iteration 1F (27.891675 sec): 3 clusters Score: Raw -1049.689122 + Penalty 455.179691 = -594.509431 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 115 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.892137 sec): 2 clusters Score: Raw -127.601099 + Penalty 75.210356 = -52.390743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.892344 sec): 3 clusters Score: Raw -118.455207 + Penalty 150.420713 = 31.965506 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 116 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.892855 sec): 2 clusters Score: Raw -1024.253772 + Penalty 211.399487 = -812.854285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.893101 sec): 3 clusters Score: Raw -1068.291388 + Penalty 423.577577 = -644.713811 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 117 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.893585 sec): 2 clusters Score: Raw -580.221790 + Penalty 262.596457 = -317.625333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.893811 sec): 3 clusters Score: Raw -611.775793 + Penalty 510.684545 = -101.091248 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 118 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.894307 sec): 2 clusters Score: Raw -928.070719 + Penalty 321.073813 = -606.996906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.894541 sec): 3 clusters Score: Raw -960.466192 + Penalty 650.507873 = -309.958319 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 119 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.895008 sec): 2 clusters Score: Raw -260.680633 + Penalty 148.733110 = -111.947523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.895220 sec): 3 clusters Score: Raw -252.258238 + Penalty 297.466221 = 45.207983 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 (27.895681 sec): 2 clusters Score: Raw -124.121172 + Penalty 61.332635 = -62.788537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.895887 sec): 3 clusters Score: Raw -116.359213 + Penalty 122.665270 = 6.306058 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 122 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.896381 sec): 2 clusters Score: Raw -759.798067 + Penalty 245.703895 = -514.094172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.896613 sec): 3 clusters Score: Raw -781.719708 + Penalty 484.302018 = -297.417691 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 123 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.897091 sec): 2 clusters Score: Raw -509.515943 + Penalty 250.036409 = -259.479534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.897313 sec): 3 clusters Score: Raw -506.606592 + Penalty 512.265702 = 5.659109 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 124 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.897782 sec): 2 clusters Score: Raw -246.392502 + Penalty 148.266013 = -98.126489 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.897995 sec): 3 clusters Score: Raw -245.552481 + Penalty 296.532026 = 50.979545 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 125 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.898495 sec): 2 clusters Score: Raw -620.688977 + Penalty 222.555511 = -398.133465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.898720 sec): 3 clusters Score: Raw -631.095138 + Penalty 427.931978 = -203.163160 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 126 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.899227 sec): 2 clusters Score: Raw -1149.711212 + Penalty 262.282147 = -887.429065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.899479 sec): 3 clusters Score: Raw -1173.633327 + Penalty 521.400893 = -652.232434 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 127 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.899966 sec): 2 clusters Score: Raw -680.141009 + Penalty 181.481289 = -498.659721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.900197 sec): 3 clusters Score: Raw -690.518153 + Penalty 358.437495 = -332.080658 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 128 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.900680 sec): 2 clusters Score: Raw -572.678241 + Penalty 185.647016 = -387.031225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.900904 sec): 3 clusters Score: Raw -590.342711 + Penalty 377.076614 = -213.266098 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 129 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.901370 sec): 2 clusters Score: Raw -178.138827 + Penalty 88.880192 = -89.258635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.901579 sec): 3 clusters Score: Raw -173.008553 + Penalty 180.287478 = 7.278925 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 130 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.902049 sec): 2 clusters Score: Raw -274.068142 + Penalty 85.016705 = -189.051436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.902247 sec): 2 clusters Score: Raw -274.068142 + Penalty 85.016705 = -189.051436 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 (27.902712 sec): 2 clusters Score: Raw -201.601752 + Penalty 138.291589 = -63.310163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.902921 sec): 3 clusters Score: Raw -191.298996 + Penalty 263.499266 = 72.200270 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 132 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.903406 sec): 2 clusters Score: Raw -598.933130 + Penalty 190.257027 = -408.676103 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.903636 sec): 3 clusters Score: Raw -620.050010 + Penalty 385.541592 = -234.508417 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 133 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.904106 sec): 2 clusters Score: Raw -324.677474 + Penalty 178.328780 = -146.348694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.904321 sec): 3 clusters Score: Raw -319.146544 + Penalty 356.481581 = 37.335037 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 134 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.904797 sec): 2 clusters Score: Raw -446.334957 + Penalty 181.446956 = -264.888001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.905016 sec): 3 clusters Score: Raw -443.217558 + Penalty 365.218674 = -77.998885 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 135 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.905493 sec): 2 clusters Score: Raw -127.043765 + Penalty 74.502793 = -52.540973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.905700 sec): 3 clusters Score: Raw -118.799113 + Penalty 149.005585 = 30.206472 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 136 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.906181 sec): 2 clusters Score: Raw -569.826328 + Penalty 261.775024 = -308.051304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.906404 sec): 3 clusters Score: Raw -579.607917 + Penalty 530.096119 = -49.511798 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 137 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.906886 sec): 2 clusters Score: Raw -613.032230 + Penalty 272.829813 = -340.202418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.907111 sec): 3 clusters Score: Raw -648.621538 + Penalty 545.659625 = -102.961913 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 138 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.907613 sec): 2 clusters Score: Raw -989.781396 + Penalty 269.408578 = -720.372818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.907852 sec): 3 clusters Score: Raw -1016.038350 + Penalty 536.769170 = -479.269180 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 139 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.908327 sec): 2 clusters Score: Raw -436.346957 + Penalty 196.454127 = -239.892830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.908539 sec): 3 clusters Score: Raw -444.561119 + Penalty 327.677964 = -116.883155 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 140 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.909033 sec): 2 clusters Score: Raw -912.385262 + Penalty 251.764392 = -660.620870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.909267 sec): 3 clusters Score: Raw -934.720984 + Penalty 499.162682 = -435.558302 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 141 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.909747 sec): 2 clusters Score: Raw -550.897994 + Penalty 288.656984 = -262.241010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.909969 sec): 3 clusters Score: Raw -549.191260 + Penalty 575.836542 = 26.645282 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 142 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.910444 sec): 2 clusters Score: Raw -432.691678 + Penalty 181.633573 = -251.058105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.910663 sec): 3 clusters Score: Raw -434.132462 + Penalty 364.377935 = -69.754527 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 143 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.911138 sec): 2 clusters Score: Raw -473.933843 + Penalty 195.796925 = -278.136918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.911357 sec): 3 clusters Score: Raw -493.167682 + Penalty 391.593849 = -101.573833 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 144 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.911833 sec): 2 clusters Score: Raw -522.439428 + Penalty 260.793645 = -261.645782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.912068 sec): 3 clusters Score: Raw -529.373698 + Penalty 529.190002 = -0.183696 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 145 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.912539 sec): 2 clusters Score: Raw -300.551391 + Penalty 189.199680 = -111.351711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.912754 sec): 3 clusters Score: Raw -305.452331 + Penalty 376.388206 = 70.935875 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 146 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.913227 sec): 2 clusters Score: Raw -381.168663 + Penalty 187.290184 = -193.878479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.913444 sec): 3 clusters Score: Raw -382.796336 + Penalty 379.452269 = -3.344068 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 147 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.913910 sec): 2 clusters Score: Raw -250.102830 + Penalty 134.766592 = -115.336237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.914105 sec): 2 clusters Score: Raw -250.102830 + Penalty 134.766592 = -115.336237 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 (27.914560 sec): 2 clusters Score: Raw -59.413676 + Penalty 0.000000 = -59.413676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.914747 sec): 2 clusters Score: Raw -59.413676 + Penalty 0.000000 = -59.413676 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 149 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.915228 sec): 2 clusters Score: Raw -578.364465 + Penalty 211.551172 = -366.813293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.915453 sec): 3 clusters Score: Raw -581.243392 + Penalty 426.257514 = -154.985878 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 150 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.915930 sec): 2 clusters Score: Raw -340.341339 + Penalty 184.235601 = -156.105738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.916146 sec): 3 clusters Score: Raw -326.133179 + Penalty 367.716055 = 41.582876 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 (27.916612 sec): 2 clusters Score: Raw -178.253268 + Penalty 79.676363 = -98.576904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.916819 sec): 3 clusters Score: Raw -173.324441 + Penalty 160.143520 = -13.180920 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 153 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.917323 sec): 2 clusters Score: Raw -1049.404236 + Penalty 402.896937 = -646.507299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.917562 sec): 3 clusters Score: Raw -1142.557883 + Penalty 806.631223 = -335.926660 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 154 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.918023 sec): 2 clusters Score: Raw -131.082882 + Penalty 83.032516 = -48.050365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.918216 sec): 2 clusters Score: Raw -131.082882 + Penalty 83.032516 = -48.050365 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 155 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.918678 sec): 2 clusters Score: Raw -131.227547 + Penalty 88.369995 = -42.857552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.918903 sec): 3 clusters Score: Raw -121.570143 + Penalty 176.739990 = 55.169846 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 156 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.919389 sec): 2 clusters Score: Raw -710.082634 + Penalty 215.022139 = -495.060495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.919623 sec): 3 clusters Score: Raw -705.966613 + Penalty 437.110411 = -268.856202 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 157 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.920118 sec): 2 clusters Score: Raw -720.603233 + Penalty 224.112794 = -496.490439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.920353 sec): 3 clusters Score: Raw -748.193759 + Penalty 448.225588 = -299.968171 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 158 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.920833 sec): 2 clusters Score: Raw -321.741553 + Penalty 106.231304 = -215.510249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.921052 sec): 3 clusters Score: Raw -335.634846 + Penalty 212.462608 = -123.172238 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 159 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.921542 sec): 2 clusters Score: Raw -770.937391 + Penalty 339.039830 = -431.897561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.921773 sec): 3 clusters Score: Raw -834.636735 + Penalty 676.643884 = -157.992851 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 (27.922259 sec): 2 clusters Score: Raw -721.802154 + Penalty 293.960805 = -427.841349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.922489 sec): 3 clusters Score: Raw -736.236062 + Penalty 590.411454 = -145.824608 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 161 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.922993 sec): 2 clusters Score: Raw -1125.356848 + Penalty 308.544784 = -816.812065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.923233 sec): 3 clusters Score: Raw -1159.895571 + Penalty 620.981719 = -538.913852 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 163 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.923690 sec): 2 clusters Score: Raw -60.247114 + Penalty 0.000000 = -60.247114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.923880 sec): 2 clusters Score: Raw -60.247114 + Penalty 0.000000 = -60.247114 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 164 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.924355 sec): 2 clusters Score: Raw -476.371290 + Penalty 230.837571 = -245.533718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.924555 sec): 2 clusters Score: Raw -476.371290 + Penalty 230.837571 = -245.533718 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 165 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.925057 sec): 2 clusters Score: Raw -1184.617523 + Penalty 327.126765 = -857.490758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.925297 sec): 3 clusters Score: Raw -1202.396943 + Penalty 654.119978 = -548.276965 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 167 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.925771 sec): 2 clusters Score: Raw -391.769432 + Penalty 172.235735 = -219.533698 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.926007 sec): 3 clusters Score: Raw -384.072860 + Penalty 172.235735 = -211.837125 nChanged 1 SP:Iteration 1F (27.926203 sec): 2 clusters Score: Raw -391.769432 + Penalty 172.235735 = -219.533698 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 168 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.926663 sec): 2 clusters Score: Raw -130.246171 + Penalty 76.812471 = -53.433700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.926870 sec): 3 clusters Score: Raw -119.906084 + Penalty 153.624942 = 33.718859 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 169 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.927327 sec): 2 clusters Score: Raw -58.970063 + Penalty 0.000000 = -58.970063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.927517 sec): 2 clusters Score: Raw -58.970063 + Penalty 0.000000 = -58.970063 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 170 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.927988 sec): 2 clusters Score: Raw -326.166703 + Penalty 178.272991 = -147.893712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.928202 sec): 3 clusters Score: Raw -322.438436 + Penalty 355.492175 = 33.053739 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 171 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.928694 sec): 2 clusters Score: Raw -642.087823 + Penalty 87.695554 = -554.392269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.928925 sec): 3 clusters Score: Raw -662.025735 + Penalty 185.012132 = -477.013603 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 172 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.929392 sec): 2 clusters Score: Raw -189.002920 + Penalty 104.436014 = -84.566906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.929606 sec): 3 clusters Score: Raw -182.674418 + Penalty 210.370900 = 27.696482 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 173 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.930075 sec): 2 clusters Score: Raw -198.534756 + Penalty 123.077350 = -75.457405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.930285 sec): 3 clusters Score: Raw -188.751505 + Penalty 244.877367 = 56.125862 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 174 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.930760 sec): 2 clusters Score: Raw -394.696889 + Penalty 201.032617 = -193.664271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.930980 sec): 3 clusters Score: Raw -391.403763 + Penalty 402.065235 = 10.661472 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 175 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.931456 sec): 2 clusters Score: Raw -353.633612 + Penalty 140.212347 = -213.421265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.931673 sec): 3 clusters Score: Raw -353.695125 + Penalty 286.936303 = -66.758822 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 176 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.932140 sec): 2 clusters Score: Raw -259.402065 + Penalty 156.695027 = -102.707038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.932352 sec): 3 clusters Score: Raw -251.876436 + Penalty 313.390054 = 61.513618 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 177 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.932852 sec): 2 clusters Score: Raw -524.871245 + Penalty 210.823376 = -314.047870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.933075 sec): 3 clusters Score: Raw -550.023556 + Penalty 410.561620 = -139.461936 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 (27.933533 sec): 2 clusters Score: Raw -56.767463 + Penalty 0.000000 = -56.767463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.933723 sec): 2 clusters Score: Raw -56.767463 + Penalty 0.000000 = -56.767463 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 180 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.934192 sec): 2 clusters Score: Raw -329.700471 + Penalty 192.131990 = -137.568480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.934408 sec): 3 clusters Score: Raw -325.192726 + Penalty 381.009314 = 55.816588 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 181 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.934879 sec): 2 clusters Score: Raw -313.540670 + Penalty 153.694691 = -159.845979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.935076 sec): 2 clusters Score: Raw -313.540670 + Penalty 153.694691 = -159.845979 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 (27.935540 sec): 2 clusters Score: Raw -182.961550 + Penalty 100.630950 = -82.330600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.935736 sec): 2 clusters Score: Raw -182.961550 + Penalty 100.630950 = -82.330600 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 183 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.936202 sec): 2 clusters Score: Raw -262.589102 + Penalty 166.631036 = -95.958066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.936414 sec): 3 clusters Score: Raw -254.843979 + Penalty 372.356604 = 117.512624 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 184 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.936884 sec): 2 clusters Score: Raw -334.132412 + Penalty 212.635032 = -121.497380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.937099 sec): 3 clusters Score: Raw -328.322834 + Penalty 426.489387 = 98.166553 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 185 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.937563 sec): 2 clusters Score: Raw -192.018144 + Penalty 99.016917 = -93.001227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.937772 sec): 3 clusters Score: Raw -182.470612 + Penalty 195.797699 = 13.327087 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 186 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.938240 sec): 2 clusters Score: Raw -332.611717 + Penalty 177.055939 = -155.555778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.938456 sec): 3 clusters Score: Raw -324.686630 + Penalty 348.286816 = 23.600186 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 187 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.938921 sec): 2 clusters Score: Raw -203.020731 + Penalty 140.230204 = -62.790527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.939130 sec): 3 clusters Score: Raw -192.489041 + Penalty 275.907742 = 83.418701 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 188 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.939603 sec): 2 clusters Score: Raw -59.555409 + Penalty 0.000000 = -59.555409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.939793 sec): 2 clusters Score: Raw -59.555409 + Penalty 0.000000 = -59.555409 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 191 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.940260 sec): 2 clusters Score: Raw -195.809730 + Penalty 130.011809 = -65.797922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.940469 sec): 3 clusters Score: Raw -188.909383 + Penalty 250.272248 = 61.362865 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 192 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.940930 sec): 2 clusters Score: Raw -123.320105 + Penalty 82.211324 = -41.108781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.941136 sec): 3 clusters Score: Raw -115.922386 + Penalty 164.422649 = 48.500263 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 194 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.941597 sec): 2 clusters Score: Raw -121.411027 + Penalty 62.846031 = -58.564996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.941802 sec): 3 clusters Score: Raw -115.819142 + Penalty 125.692062 = 9.872920 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 195 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.942276 sec): 2 clusters Score: Raw -346.122230 + Penalty 150.442607 = -195.679623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.942495 sec): 3 clusters Score: Raw -349.080266 + Penalty 300.885215 = -48.195051 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 196 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.942952 sec): 2 clusters Score: Raw -59.472812 + Penalty 0.000000 = -59.472812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.943140 sec): 2 clusters Score: Raw -59.472812 + Penalty 0.000000 = -59.472812 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 197 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.943601 sec): 2 clusters Score: Raw -129.803307 + Penalty 81.835882 = -47.967425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.943793 sec): 2 clusters Score: Raw -129.803307 + Penalty 81.835882 = -47.967425 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 199 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.944257 sec): 2 clusters Score: Raw -197.930407 + Penalty 142.124116 = -55.806291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.944466 sec): 3 clusters Score: Raw -188.436800 + Penalty 291.334176 = 102.897377 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 201 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.944926 sec): 2 clusters Score: Raw -124.710211 + Penalty 61.519768 = -63.190443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.945119 sec): 2 clusters Score: Raw -124.710211 + Penalty 61.519768 = -63.190443 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 202 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.945594 sec): 2 clusters Score: Raw -392.492017 + Penalty 164.181151 = -228.310866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.945810 sec): 3 clusters Score: Raw -399.218217 + Penalty 323.263199 = -75.955018 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 203 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.946300 sec): 2 clusters Score: Raw -536.037797 + Penalty 265.470186 = -270.567611 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.946522 sec): 3 clusters Score: Raw -537.087495 + Penalty 522.494942 = -14.592553 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 204 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.946989 sec): 2 clusters Score: Raw -236.262026 + Penalty 108.248785 = -128.013240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.947202 sec): 3 clusters Score: Raw -236.051423 + Penalty 216.497571 = -19.553853 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 207 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.947666 sec): 2 clusters Score: Raw -185.845265 + Penalty 106.161154 = -79.684110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.947875 sec): 3 clusters Score: Raw -178.496875 + Penalty 205.585001 = 27.088126 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 208 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.948342 sec): 2 clusters Score: Raw -259.780364 + Penalty 163.763408 = -96.016955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.948536 sec): 2 clusters Score: Raw -259.780364 + Penalty 163.763408 = -96.016955 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 211 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.948998 sec): 2 clusters Score: Raw -126.261320 + Penalty 92.410887 = -33.850433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.949190 sec): 2 clusters Score: Raw -126.261320 + Penalty 92.410887 = -33.850433 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 (27.949649 sec): 2 clusters Score: Raw -59.725706 + Penalty 0.000000 = -59.725706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.949838 sec): 2 clusters Score: Raw -59.725706 + Penalty 0.000000 = -59.725706 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 213 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.950293 sec): 2 clusters Score: Raw -59.389189 + Penalty 0.000000 = -59.389189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.950481 sec): 2 clusters Score: Raw -59.389189 + Penalty 0.000000 = -59.389189 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 215 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.950947 sec): 2 clusters Score: Raw -225.292119 + Penalty 128.970793 = -96.321326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.951160 sec): 3 clusters Score: Raw -223.938618 + Penalty 255.666929 = 31.728312 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 216 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.951616 sec): 2 clusters Score: Raw -60.542046 + Penalty 0.000000 = -60.542046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.951806 sec): 2 clusters Score: Raw -60.542046 + Penalty 0.000000 = -60.542046 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 219 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.952272 sec): 2 clusters Score: Raw -269.814059 + Penalty 154.732681 = -115.081378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.952468 sec): 2 clusters Score: Raw -269.814059 + Penalty 154.732681 = -115.081378 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 220 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.952942 sec): 2 clusters Score: Raw -121.287406 + Penalty 59.246330 = -62.041076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.953134 sec): 2 clusters Score: Raw -121.287406 + Penalty 59.246330 = -62.041076 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 222 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.953590 sec): 2 clusters Score: Raw -59.559296 + Penalty 0.000000 = -59.559296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.953779 sec): 2 clusters Score: Raw -59.559296 + Penalty 0.000000 = -59.559296 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 (27.954238 sec): 2 clusters Score: Raw -129.903996 + Penalty 80.943833 = -48.960164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.954444 sec): 3 clusters Score: Raw -119.000818 + Penalty 161.887666 = 42.886847 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 224 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.954897 sec): 2 clusters Score: Raw -59.045912 + Penalty 0.000000 = -59.045912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.955082 sec): 2 clusters Score: Raw -59.045912 + Penalty 0.000000 = -59.045912 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 (27.955548 sec): 2 clusters Score: Raw -243.032987 + Penalty 169.467508 = -73.565479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.955760 sec): 3 clusters Score: Raw -239.357413 + Penalty 338.935016 = 99.577604 nChanged 0 Deleting Class 98 (1 points): Lose 3.381824 but Gain 1364.942378 Iteration 20F (31.133645 sec): 203 clusters Score: Raw -1730697.961039 + Penalty 214665.588511 = -1516032.372528 nChanged 385 Deleting Class 75 (12 points): Lose 121.092710 but Gain 1478.970354 Iteration 21Q (31.405440 sec): 202 clusters Score: Raw -1730887.801290 + Penalty 212165.321040 = -1518722.480250 nChanged 389 Deleting Class 61 (3 points): Lose 20.124705 but Gain 1375.747514 Iteration 22Q (31.690846 sec): 200 clusters Score: Raw -1731096.091592 + Penalty 211066.924912 = -1520029.166679 nChanged 358 Deleting Class 83 (28 points): Lose 209.318044 but Gain 1564.989812 Iteration 23Q (31.952788 sec): 199 clusters Score: Raw -1731055.275992 + Penalty 209659.906391 = -1521395.369600 nChanged 339 Deleting Class 18 (12 points): Lose 270.488339 but Gain 1624.908726 Iteration 24Q (32.228810 sec): 198 clusters Score: Raw -1730992.406711 + Penalty 208105.288385 = -1522887.118327 nChanged 286 Deleting Class 141 (8 points): Lose 94.162812 but Gain 1447.757620 Iteration 25Q (32.496431 sec): 197 clusters Score: Raw -1731029.177695 + Penalty 206614.470170 = -1524414.707526 nChanged 252 Deleting Class 211 (2 points): Lose 40.691182 but Gain 1390.458991 Iteration 26Q (32.754204 sec): 196 clusters Score: Raw -1731114.168521 + Penalty 205233.750852 = -1525880.417669 nChanged 222 Deleting Class 153 (17 points): Lose 152.368585 but Gain 1483.116247 Iteration 27Q (33.008043 sec): 195 clusters Score: Raw -1731055.007912 + Penalty 203887.130879 = -1527167.877033 nChanged 208 Deleting Class 107 (4 points): Lose 77.046797 but Gain 1407.265484 Iteration 28Q (33.252529 sec): 194 clusters Score: Raw -1731109.235264 + Penalty 202507.295064 = -1528601.940200 nChanged 174 Deleting Class 113 (8 points): Lose 120.730780 but Gain 1448.822403 Iteration 29Q (33.488229 sec): 193 clusters Score: Raw -1731075.541664 + Penalty 201081.130549 = -1529994.411116 nChanged 162 Deleting Class 87 (6 points): Lose 43.585973 but Gain 1371.632311 Iteration 30F (36.494316 sec): 192 clusters Score: Raw -1731139.952242 + Penalty 199832.121165 = -1531307.831078 nChanged 150 Deleting Class 199 (3 points): Lose 24.959987 but Gain 1349.223294 Iteration 31Q (36.724858 sec): 191 clusters Score: Raw -1731206.562653 + Penalty 198536.521736 = -1532670.040917 nChanged 120 Deleting Class 86 (23 points): Lose 163.492603 but Gain 1478.641179 Iteration 32Q (36.950325 sec): 190 clusters Score: Raw -1731099.867541 + Penalty 197215.818048 = -1533884.049493 nChanged 116 Deleting Class 155 (2 points): Lose 15.188123 but Gain 1329.657764 Iteration 33Q (37.177551 sec): 189 clusters Score: Raw -1731174.564540 + Penalty 195930.161691 = -1535244.402849 nChanged 94 Deleting Class 187 (3 points): Lose 25.834714 but Gain 1331.243865 Iteration 34Q (37.399924 sec): 188 clusters Score: Raw -1731182.063267 + Penalty 194626.141246 = -1536555.922021 nChanged 78 Deleting Class 93 (5 points): Lose 62.249884 but Gain 1366.488593 Iteration 35Q (37.619215 sec): 187 clusters Score: Raw -1731139.991995 + Penalty 193435.896152 = -1537704.095843 nChanged 67 Deleting Class 131 (4 points): Lose 41.604349 but Gain 1345.100902 Iteration 36Q (37.835871 sec): 186 clusters Score: Raw -1731136.380776 + Penalty 192106.602128 = -1539029.778649 nChanged 52 Deleting Class 184 (5 points): Lose 82.092336 but Gain 1377.910768 Iteration 37Q (38.049185 sec): 185 clusters Score: Raw -1731073.218405 + Penalty 190755.813784 = -1540317.404621 nChanged 46 Deleting Class 63 (48 points): Lose 217.952201 but Gain 1511.222715 Iteration 38Q (38.260529 sec): 184 clusters Score: Raw -1730890.002728 + Penalty 189343.231134 = -1541546.771595 nChanged 89 Deleting Class 216 (2 points): Lose 26.975100 but Gain 1300.042332 Iteration 39Q (38.481016 sec): 183 clusters Score: Raw -1730977.559053 + Penalty 188047.104456 = -1542930.454597 nChanged 52 Deleting Class 103 (8 points): Lose 73.942489 but Gain 1334.359676 Iteration 40F (41.330626 sec): 182 clusters Score: Raw -1730924.006487 + Penalty 186715.027594 = -1544208.978893 nChanged 57 Deleting Class 188 (2 points): Lose 29.066441 but Gain 1284.720925 Iteration 41Q (41.544712 sec): 181 clusters Score: Raw -1730919.173993 + Penalty 185427.373516 = -1545491.800477 nChanged 53 Deleting Class 101 (19 points): Lose 105.653121 but Gain 1360.080279 Iteration 42Q (41.756651 sec): 180 clusters Score: Raw -1730835.384912 + Penalty 184129.740969 = -1546705.643944 nChanged 57 Deleting Class 227 (4 points): Lose 22.074350 but Gain 1274.945124 Iteration 43Q (41.972109 sec): 179 clusters Score: Raw -1730857.090187 + Penalty 182879.952344 = -1547977.137844 nChanged 45 Deleting Class 208 (5 points): Lose 52.095212 but Gain 1283.703407 Iteration 44Q (42.181385 sec): 178 clusters Score: Raw -1730821.873172 + Penalty 181647.092670 = -1549174.780502 nChanged 34 Deleting Class 154 (2 points): Lose 20.769367 but Gain 1249.347477 Iteration 45Q (42.389574 sec): 177 clusters Score: Raw -1730824.059199 + Penalty 180408.828176 = -1550415.231023 nChanged 24 Deleting Class 203 (8 points): Lose 107.863839 but Gain 1331.464354 Iteration 46Q (42.599501 sec): 176 clusters Score: Raw -1730722.227036 + Penalty 179194.625434 = -1551527.601602 nChanged 27 Deleting Class 197 (2 points): Lose 7.820861 but Gain 1231.342343 Iteration 47Q (42.808175 sec): 175 clusters Score: Raw -1730752.521747 + Penalty 177965.430427 = -1552787.091319 nChanged 12 Deleting Class 48 (6 points): Lose 154.166672 but Gain 1377.302162 Iteration 48Q (43.011843 sec): 174 clusters Score: Raw -1730602.380647 + Penalty 176578.331682 = -1554024.048965 nChanged 11 Deleting Class 159 (13 points): Lose 159.834606 but Gain 1378.581455 Iteration 49Q (43.215945 sec): 173 clusters Score: Raw -1730464.665862 + Penalty 175244.845843 = -1555219.820019 nChanged 18 Deleting Class 28 (53 points): Lose 288.346560 but Gain 1502.900651 Iteration 50F (45.901567 sec): 172 clusters Score: Raw -1730223.244840 + Penalty 173803.981048 = -1556419.263792 nChanged 63 Deleting Class 222 (1 points): Lose 4.731542 but Gain 1219.095998 Iteration 51Q (46.108999 sec): 171 clusters Score: Raw -1730390.865006 + Penalty 172625.555324 = -1557765.309682 nChanged 36 Deleting Class 183 (4 points): Lose 41.320934 but Gain 1253.605656 Iteration 52Q (46.313710 sec): 170 clusters Score: Raw -1730395.424968 + Penalty 171445.789316 = -1558949.635652 nChanged 34 Deleting Class 144 (8 points): Lose 98.128166 but Gain 1308.009188 Iteration 53Q (46.524357 sec): 169 clusters Score: Raw -1730331.006952 + Penalty 170160.025307 = -1560170.981645 nChanged 41 Deleting Class 164 (7 points): Lose 29.643225 but Gain 1237.212271 Iteration 54Q (46.735528 sec): 168 clusters Score: Raw -1730340.828735 + Penalty 168937.153709 = -1561403.675026 nChanged 38 Deleting Class 223 (2 points): Lose 16.075028 but Gain 1217.920132 Iteration 55Q (46.945838 sec): 167 clusters Score: Raw -1730351.669615 + Penalty 167719.948933 = -1562631.720681 nChanged 32 Deleting Class 191 (3 points): Lose 36.062800 but Gain 1234.237827 Iteration 56Q (47.155056 sec): 166 clusters Score: Raw -1730341.951098 + Penalty 166489.592631 = -1563852.358467 nChanged 30 Deleting Class 56 (14 points): Lose 135.976214 but Gain 1332.278674 Iteration 57Q (47.361745 sec): 165 clusters Score: Raw -1730224.694297 + Penalty 165200.783132 = -1565023.911165 nChanged 32 Deleting Class 192 (2 points): Lose 44.447917 but Gain 1236.991425 Iteration 58Q (47.567937 sec): 164 clusters Score: Raw -1730211.148178 + Penalty 163981.514930 = -1566229.633248 nChanged 22 Deleting Class 180 (5 points): Lose 56.023248 but Gain 1245.047612 Iteration 59Q (47.770749 sec): 163 clusters Score: Raw -1730169.665699 + Penalty 162745.939782 = -1567423.725917 nChanged 21 Deleting Class 3 (31 points): Lose 191.090020 but Gain 1375.043202 Iteration 60F (50.292365 sec): 162 clusters Score: Raw -1729996.644816 + Penalty 161440.957881 = -1568555.686936 nChanged 45 Deleting Class 94 (16 points): Lose 114.923532 but Gain 1290.956270 Iteration 61Q (50.501500 sec): 161 clusters Score: Raw -1729948.723353 + Penalty 160164.316543 = -1569784.406810 nChanged 32 Deleting Class 160 (11 points): Lose 104.749496 but Gain 1278.555902 Iteration 62Q (50.706736 sec): 160 clusters Score: Raw -1729890.637322 + Penalty 158961.448730 = -1570929.188593 nChanged 37 Deleting Class 136 (10 points): Lose 95.553647 but Gain 1258.699490 Iteration 63Q (50.912607 sec): 159 clusters Score: Raw -1729840.490143 + Penalty 157905.567180 = -1571934.922962 nChanged 37 Deleting Class 62 (8 points): Lose 66.945036 but Gain 1225.153306 Iteration 64Q (51.116373 sec): 158 clusters Score: Raw -1729837.753542 + Penalty 156696.907383 = -1573140.846159 nChanged 33 Deleting Class 150 (5 points): Lose 37.366927 but Gain 1193.877682 Iteration 65Q (51.319741 sec): 157 clusters Score: Raw -1729844.965492 + Penalty 155558.572713 = -1574286.392779 nChanged 30 Deleting Class 168 (2 points): Lose 6.410356 but Gain 1155.757664 Iteration 66Q (51.524051 sec): 156 clusters Score: Raw -1729871.304138 + Penalty 154411.316160 = -1575459.987978 nChanged 15 Deleting Class 118 (16 points): Lose 117.418608 but Gain 1264.522451 Iteration 67Q (51.722280 sec): 155 clusters Score: Raw -1729765.548610 + Penalty 153187.143040 = -1576578.405570 nChanged 24 Deleting Class 123 (8 points): Lose 107.411250 but Gain 1254.056323 Iteration 68Q (51.921238 sec): 154 clusters Score: Raw -1729696.345870 + Penalty 151926.669177 = -1577769.676693 nChanged 26 Deleting Class 96 (5 points): Lose 28.384161 but Gain 1174.947527 Iteration 69Q (52.122924 sec): 153 clusters Score: Raw -1729694.680436 + Penalty 150755.925091 = -1578938.755345 nChanged 24 Deleting Class 176 (4 points): Lose 33.644849 but Gain 1178.854655 Iteration 70F (54.506629 sec): 152 clusters Score: Raw -1729679.931460 + Penalty 149589.259615 = -1580090.671845 nChanged 18 Deleting Class 201 (1 points): Lose 1.915641 but Gain 1145.543639 Iteration 71Q (54.697577 sec): 151 clusters Score: Raw -1729695.617261 + Penalty 148445.529738 = -1581250.087523 nChanged 11 Deleting Class 145 (5 points): Lose 82.614545 but Gain 1226.045747 Iteration 72Q (54.885933 sec): 150 clusters Score: Raw -1729621.641609 + Penalty 147242.356224 = -1582379.285385 nChanged 15 Deleting Class 47 (4 points): Lose 58.101077 but Gain 1196.373223 Iteration 73Q (55.074613 sec): 149 clusters Score: Raw -1729586.607953 + Penalty 146073.827254 = -1583512.780699 nChanged 16 Deleting Class 219 (4 points): Lose 26.774707 but Gain 1164.091447 Iteration 74Q (55.261476 sec): 148 clusters Score: Raw -1729598.727899 + Penalty 144982.747581 = -1584615.980318 nChanged 17 Deleting Class 212 (1 points): Lose 15.633813 but Gain 1149.153210 Iteration 75Q (55.450927 sec): 147 clusters Score: Raw -1729617.790387 + Penalty 143934.781704 = -1585683.008683 nChanged 12 Deleting Class 169 (1 points): Lose 22.366938 but Gain 1154.733340 Iteration 76Q (55.638044 sec): 146 clusters Score: Raw -1729622.952389 + Penalty 142798.120287 = -1586824.832102 nChanged 9 Deleting Class 173 (3 points): Lose 37.701443 but Gain 1168.407108 Iteration 77Q (55.821543 sec): 145 clusters Score: Raw -1729595.963874 + Penalty 141635.719395 = -1587960.244478 nChanged 5 Deleting Class 163 (1 points): Lose 1.751254 but Gain 1128.320321 Iteration 78Q (56.003865 sec): 144 clusters Score: Raw -1729601.143112 + Penalty 140510.870512 = -1589090.272600 nChanged 4 Deleting Class 115 (2 points): Lose 5.349600 but Gain 1131.651469 Iteration 79Q (56.187553 sec): 143 clusters Score: Raw -1729599.499996 + Penalty 139386.789302 = -1590212.710694 nChanged 7 Deleting Class 186 (6 points): Lose 65.590680 but Gain 1191.057304 Iteration 80F (58.402323 sec): 142 clusters Score: Raw -1729542.027653 + Penalty 138206.050554 = -1591335.977100 nChanged 10 Deleting Class 133 (5 points): Lose 39.285952 but Gain 1155.600488 Iteration 81Q (58.589185 sec): 141 clusters Score: Raw -1729512.217281 + Penalty 137086.879851 = -1592425.337430 nChanged 9 Deleting Class 135 (2 points): Lose 8.053232 but Gain 1121.005121 Iteration 82Q (58.771901 sec): 140 clusters Score: Raw -1729518.617831 + Penalty 135965.776853 = -1593552.840978 nChanged 7 Deleting Class 137 (10 points): Lose 133.356979 but Gain 1235.767136 Iteration 83Q (58.952927 sec): 139 clusters Score: Raw -1729391.627941 + Penalty 134727.816676 = -1594663.811265 nChanged 12 Deleting Class 174 (6 points): Lose 69.690981 but Gain 1170.165593 Iteration 84Q (59.132966 sec): 138 clusters Score: Raw -1729342.835574 + Penalty 133576.730784 = -1595766.104791 nChanged 13 Deleting Class 88 (26 points): Lose 127.244387 but Gain 1222.407749 Iteration 85Q (59.312122 sec): 137 clusters Score: Raw -1729235.051217 + Penalty 132402.856257 = -1596832.194960 nChanged 35 Deleting Class 170 (5 points): Lose 61.983289 but Gain 1155.238965 Iteration 86Q (59.493954 sec): 136 clusters Score: Raw -1729227.553291 + Penalty 131313.428256 = -1597914.125035 nChanged 17 Deleting Class 59 (8 points): Lose 52.248648 but Gain 1140.712508 Iteration 87Q (59.676047 sec): 135 clusters Score: Raw -1729201.156260 + Penalty 130198.132541 = -1599003.023719 nChanged 14 Deleting Class 165 (19 points): Lose 91.902179 but Gain 1178.740592 Iteration 88Q (59.855781 sec): 134 clusters Score: Raw -1729129.187658 + Penalty 129045.177213 = -1600084.010445 nChanged 26 Deleting Class 99 (9 points): Lose 34.066442 but Gain 1118.877978 Iteration 89Q (60.034193 sec): 133 clusters Score: Raw -1729134.544876 + Penalty 127954.399387 = -1601180.145489 nChanged 18 Deleting Class 111 (19 points): Lose 101.478399 but Gain 1167.202859 Iteration 90F (62.117719 sec): 132 clusters Score: Raw -1729054.138590 + Penalty 126833.186512 = -1602220.952077 nChanged 30 Deleting Class 1 (41 points): Lose 275.778586 but Gain 1338.956625 Iteration 91Q (62.294720 sec): 131 clusters Score: Raw -1728817.458421 + Penalty 125614.372370 = -1603203.086050 nChanged 53 Deleting Class 117 (10 points): Lose 134.481565 but Gain 1189.415734 Iteration 92Q (62.473015 sec): 130 clusters Score: Raw -1728760.101463 + Penalty 124461.411708 = -1604298.689756 nChanged 28 Deleting Class 119 (4 points): Lose 64.814950 but Gain 1118.955226 Iteration 93Q (62.658652 sec): 129 clusters Score: Raw -1728751.416867 + Penalty 123396.109715 = -1605355.307153 nChanged 22 Deleting Class 104 (20 points): Lose 174.421843 but Gain 1228.173286 Iteration 94Q (62.834099 sec): 128 clusters Score: Raw -1728623.644668 + Penalty 122250.484291 = -1606373.160378 nChanged 30 Deleting Class 124 (6 points): Lose 71.748070 but Gain 1122.392808 Iteration 95Q (63.007902 sec): 127 clusters Score: Raw -1728664.793585 + Penalty 121254.030697 = -1607410.762888 nChanged 35 Deleting Class 95 (10 points): Lose 95.638303 but Gain 1144.286947 Iteration 96Q (63.181870 sec): 126 clusters Score: Raw -1728620.142422 + Penalty 120131.724519 = -1608488.417904 nChanged 31 Deleting Class 146 (6 points): Lose 60.157896 but Gain 1090.173984 Iteration 97Q (63.355559 sec): 125 clusters Score: Raw -1728591.946030 + Penalty 119069.844938 = -1609522.101092 nChanged 18 Deleting Class 66 (16 points): Lose 89.834304 but Gain 1117.928242 Iteration 98Q (63.528781 sec): 124 clusters Score: Raw -1728520.670865 + Penalty 117953.018724 = -1610567.652140 nChanged 27 Deleting Class 97 (3 points): Lose 37.174396 but Gain 1064.078039 Iteration 99Q (63.700369 sec): 123 clusters Score: Raw -1728520.865409 + Penalty 116888.904935 = -1611631.960473 nChanged 15 Deleting Class 84 (4 points): Lose 59.348510 but Gain 1076.922771 Iteration 100F (65.631066 sec): 122 clusters Score: Raw -1728472.159149 + Penalty 115815.325904 = -1612656.833246 nChanged 15 Deleting Class 179 (1 points): Lose 22.560725 but Gain 1035.755850 Iteration 101Q (65.809342 sec): 121 clusters Score: Raw -1728460.561662 + Penalty 114783.864678 = -1613676.696984 nChanged 8 Deleting Class 102 (2 points): Lose 6.436842 but Gain 1015.915303 Iteration 102Q (65.984252 sec): 120 clusters Score: Raw -1728460.009793 + Penalty 113768.891984 = -1614691.117809 nChanged 7 Deleting Class 161 (19 points): Lose 113.624669 but Gain 1122.374488 Iteration 103Q (66.157829 sec): 119 clusters Score: Raw -1728357.109648 + Penalty 112707.693347 = -1615649.416301 nChanged 25 Deleting Class 139 (7 points): Lose 48.858334 but Gain 1052.928497 Iteration 104Q (66.333308 sec): 118 clusters Score: Raw -1728354.734528 + Penalty 111673.820456 = -1616680.914072 nChanged 14 Deleting Class 112 (14 points): Lose 103.275689 but Gain 1098.951387 Iteration 105Q (66.508464 sec): 117 clusters Score: Raw -1728265.857650 + Penalty 110581.849097 = -1617684.008553 nChanged 16 Deleting Class 213 (1 points): Lose 8.002785 but Gain 1000.624584 Iteration 106Q (66.680443 sec): 116 clusters Score: Raw -1728293.615172 + Penalty 109598.684764 = -1618694.930409 nChanged 7 Deleting Class 149 (10 points): Lose 75.315918 but Gain 1061.047046 Iteration 107Q (66.852416 sec): 115 clusters Score: Raw -1728227.661178 + Penalty 108530.780679 = -1619696.880500 nChanged 15 Deleting Class 147 (4 points): Lose 29.029469 but Gain 1013.881726 Iteration 108Q (67.022539 sec): 114 clusters Score: Raw -1728216.624196 + Penalty 107531.413976 = -1620685.210220 nChanged 9 Deleting Class 142 (8 points): Lose 36.554273 but Gain 1016.038252 Iteration 109Q (67.192911 sec): 113 clusters Score: Raw -1728190.298043 + Penalty 106520.399207 = -1621669.898836 nChanged 11 Deleting Class 167 (6 points): Lose 25.204806 but Gain 1002.545423 Iteration 110F (68.984573 sec): 112 clusters Score: Raw -1728179.903306 + Penalty 105519.888349 = -1622660.014957 nChanged 14 Deleting Class 38 (10 points): Lose 41.270097 but Gain 1018.210525 Iteration 111Q (69.147091 sec): 111 clusters Score: Raw -1728154.414962 + Penalty 104505.506300 = -1623648.908661 nChanged 22 Deleting Class 71 (25 points): Lose 171.485259 but Gain 1148.360080 Iteration 112Q (69.308638 sec): 110 clusters Score: Raw -1728003.773206 + Penalty 103387.047291 = -1624616.725915 nChanged 31 Deleting Class 207 (3 points): Lose 33.047070 but Gain 1007.817011 Iteration 113Q (69.477282 sec): 109 clusters Score: Raw -1728035.470170 + Penalty 102392.197935 = -1625643.272235 nChanged 12 Deleting Class 172 (3 points): Lose 20.126149 but Gain 991.439783 Iteration 114Q (69.653548 sec): 108 clusters Score: Raw -1728023.494523 + Penalty 101408.317191 = -1626615.177332 nChanged 9 Deleting Class 143 (9 points): Lose 52.417536 but Gain 1023.182227 Iteration 115Q (69.819277 sec): 107 clusters Score: Raw -1727979.453210 + Penalty 100394.229726 = -1627585.223484 nChanged 11 Deleting Class 19 (13 points): Lose 134.898315 but Gain 1105.461216 Iteration 116Q (69.985091 sec): 106 clusters Score: Raw -1727862.008965 + Penalty 99350.542659 = -1628511.466307 nChanged 17 Deleting Class 40 (26 points): Lose 129.546082 but Gain 1089.797047 Iteration 117Q (70.150362 sec): 105 clusters Score: Raw -1727782.629911 + Penalty 98336.367256 = -1629446.262656 nChanged 35 Deleting Class 125 (10 points): Lose 48.004916 but Gain 1008.052545 Iteration 118Q (70.316231 sec): 104 clusters Score: Raw -1727796.667714 + Penalty 97338.425719 = -1630458.241995 nChanged 21 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 -1727796.667714 + Penalty 97338.425719 = -1630458.241995Memory request: 0.06 GB would take us to total of 0.37 GB. Trying to split cluster 2 (12961 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.482916 sec): 2 clusters Score: Raw -685720.901515 + Penalty 181.077243 = -685539.824273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.507128 sec): 3 clusters Score: Raw -677015.357738 + Penalty 365.969879 = -676649.387859 nChanged 6203 SP:Iteration 1F (70.531021 sec): 3 clusters Score: Raw -682945.711371 + Penalty 306.075275 = -682639.636096 nChanged 1689 SP:Iteration 2F (70.555384 sec): 3 clusters Score: Raw -684908.896000 + Penalty 260.612700 = -684648.283300 nChanged 545 SP:Iteration 3Q (70.579345 sec): 3 clusters Score: Raw -685531.220161 + Penalty 275.919058 = -685255.301103 nChanged 145 SP:Iteration 4Q (70.599095 sec): 3 clusters Score: Raw -685689.447497 + Penalty 310.345449 = -685379.102047 nChanged 22 SP:Iteration 5Q (70.617747 sec): 3 clusters Score: Raw -685711.697667 + Penalty 459.391136 = -685252.306532 nChanged 8 SP:Iteration 6F (70.641891 sec): 3 clusters Score: Raw -685717.873940 + Penalty 459.391136 = -685258.482804 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 4 (370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.650105 sec): 2 clusters Score: Raw -18230.257841 + Penalty 478.724093 = -17751.533748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.650979 sec): 3 clusters Score: Raw -18099.482728 + Penalty 957.940397 = -17141.542331 nChanged 92 SP:Iteration 1F (70.651837 sec): 3 clusters Score: Raw -18179.180386 + Penalty 960.983394 = -17218.196992 nChanged 31 SP:Iteration 2F (70.652694 sec): 3 clusters Score: Raw -18214.493534 + Penalty 962.632636 = -17251.860898 nChanged 15 SP:Iteration 3Q (70.653541 sec): 3 clusters Score: Raw -18225.886472 + Penalty 963.834619 = -17262.051853 nChanged 10 SP:Iteration 4Q (70.654429 sec): 3 clusters Score: Raw -18234.300189 + Penalty 964.283094 = -17270.017095 nChanged 10 SP:Iteration 5Q (70.655334 sec): 3 clusters Score: Raw -18243.121147 + Penalty 966.454983 = -17276.666164 nChanged 5 SP:Iteration 6Q (70.656228 sec): 3 clusters Score: Raw -18246.448616 + Penalty 965.875176 = -17280.573440 nChanged 3 SP:Iteration 7Q (70.657105 sec): 3 clusters Score: Raw -18250.814962 + Penalty 966.839260 = -17283.975703 nChanged 3 SP:Iteration 8Q (70.657979 sec): 3 clusters Score: Raw -18253.115586 + Penalty 968.380573 = -17284.735013 nChanged 2 SP:Iteration 9Q (70.658850 sec): 3 clusters Score: Raw -18255.591372 + Penalty 970.782278 = -17284.809094 nChanged 3 SP:Iteration 10F (70.659729 sec): 3 clusters Score: Raw -18257.001440 + Penalty 971.745373 = -17285.256067 nChanged 1 SP:Iteration 11Q (70.660569 sec): 3 clusters Score: Raw -18257.192654 + Penalty 972.385527 = -17284.807126 nChanged 1 SP:Iteration 12F (70.661424 sec): 3 clusters Score: Raw -18257.266286 + Penalty 972.385527 = -17284.880759 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 5 (346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.662813 sec): 2 clusters Score: Raw -20933.196114 + Penalty 786.625665 = -20146.570449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.663673 sec): 3 clusters Score: Raw -20886.275646 + Penalty 1573.929091 = -19312.346556 nChanged 70 SP:Iteration 1F (70.664486 sec): 3 clusters Score: Raw -20974.050727 + Penalty 1576.652070 = -19397.398658 nChanged 20 SP:Iteration 2F (70.666067 sec): 3 clusters Score: Raw -21001.884737 + Penalty 1579.736056 = -19422.148680 nChanged 12 SP:Iteration 3Q (70.667669 sec): 3 clusters Score: Raw -21019.392964 + Penalty 1581.738313 = -19437.654651 nChanged 10 SP:Iteration 4Q (70.669077 sec): 3 clusters Score: Raw -21035.976815 + Penalty 1581.135233 = -19454.841583 nChanged 11 SP:Iteration 5Q (70.670318 sec): 3 clusters Score: Raw -21059.538678 + Penalty 1580.904300 = -19478.634378 nChanged 4 SP:Iteration 6Q (70.671549 sec): 3 clusters Score: Raw -21066.487537 + Penalty 1580.055256 = -19486.432280 nChanged 7 SP:Iteration 7Q (70.672747 sec): 3 clusters Score: Raw -21088.485468 + Penalty 1580.761090 = -19507.724378 nChanged 7 SP:Iteration 8Q (70.673816 sec): 3 clusters Score: Raw -21112.763120 + Penalty 1581.604864 = -19531.158257 nChanged 6 SP:Iteration 9Q (70.674888 sec): 3 clusters Score: Raw -21125.190214 + Penalty 1580.453694 = -19544.736520 nChanged 5 SP:Iteration 10F (70.675723 sec): 3 clusters Score: Raw -21133.483191 + Penalty 1581.056704 = -19552.426487 nChanged 3 SP:Iteration 11Q (70.676505 sec): 3 clusters Score: Raw -21137.224310 + Penalty 1580.215320 = -19557.008990 nChanged 1 SP:Iteration 12Q (70.677268 sec): 3 clusters Score: Raw -21138.272756 + Penalty 1579.652378 = -19558.620378 nChanged 1 SP:Iteration 13Q (70.678028 sec): 3 clusters Score: Raw -21142.877687 + Penalty 1579.083708 = -19563.793979 nChanged 2 SP:Iteration 14Q (70.678788 sec): 3 clusters Score: Raw -21147.617967 + Penalty 1579.068892 = -19568.549075 nChanged 4 SP:Iteration 15Q (70.679546 sec): 3 clusters Score: Raw -21159.521509 + Penalty 1577.970052 = -19581.551456 nChanged 3 SP:Iteration 16Q (70.680304 sec): 3 clusters Score: Raw -21168.573521 + Penalty 1577.456570 = -19591.116950 nChanged 4 SP:Iteration 17Q (70.681057 sec): 3 clusters Score: Raw -21175.711941 + Penalty 1577.413496 = -19598.298445 nChanged 1 SP:Iteration 18Q (70.681807 sec): 3 clusters Score: Raw -21177.378467 + Penalty 1577.100566 = -19600.277901 nChanged 1 SP:Iteration 19Q (70.682557 sec): 3 clusters Score: Raw -21179.776019 + Penalty 1577.253987 = -19602.522031 nChanged 1 SP:Iteration 20F (70.683353 sec): 3 clusters Score: Raw -21182.419840 + Penalty 1578.052915 = -19604.366925 nChanged 1 SP:Iteration 21Q (70.684106 sec): 3 clusters Score: Raw -21185.300447 + Penalty 1579.367830 = -19605.932618 nChanged 2 SP:Iteration 22Q (70.684858 sec): 3 clusters Score: Raw -21188.795408 + Penalty 1579.676320 = -19609.119088 nChanged 1 SP:Iteration 23Q (70.685606 sec): 3 clusters Score: Raw -21196.479320 + Penalty 1579.676320 = -19616.803001 nChanged 0 SP:Iteration 24F (70.686420 sec): 3 clusters Score: Raw -21196.479320 + Penalty 1579.676320 = -19616.803001 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 6 (96 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.687215 sec): 2 clusters Score: Raw -5340.720241 + Penalty 288.021117 = -5052.699124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.687603 sec): 3 clusters Score: Raw -5317.523364 + Penalty 590.287804 = -4727.235560 nChanged 11 SP:Iteration 1F (70.687981 sec): 3 clusters Score: Raw -5332.852682 + Penalty 591.101781 = -4741.750901 nChanged 4 SP:Iteration 2Q (70.688357 sec): 3 clusters Score: Raw -5336.288428 + Penalty 591.101781 = -4745.186647 nChanged 0 SP:Iteration 3F (70.688734 sec): 3 clusters Score: Raw -5336.288428 + Penalty 591.101781 = -4745.186647 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 7 (223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.689802 sec): 2 clusters Score: Raw -13869.424203 + Penalty 477.314782 = -13392.109421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.690454 sec): 3 clusters Score: Raw -13787.465077 + Penalty 954.467399 = -12832.997678 nChanged 57 SP:Iteration 1F (70.691071 sec): 3 clusters Score: Raw -13838.961398 + Penalty 954.980796 = -12883.980602 nChanged 12 SP:Iteration 2F (70.691664 sec): 3 clusters Score: Raw -13851.543242 + Penalty 955.262230 = -12896.281011 nChanged 10 SP:Iteration 3Q (70.692280 sec): 3 clusters Score: Raw -13859.557454 + Penalty 955.400006 = -12904.157448 nChanged 3 SP:Iteration 4Q (70.692878 sec): 3 clusters Score: Raw -13861.716176 + Penalty 955.275761 = -12906.440415 nChanged 2 SP:Iteration 5Q (70.693469 sec): 3 clusters Score: Raw -13862.829550 + Penalty 954.882671 = -12907.946879 nChanged 2 SP:Iteration 6Q (70.694061 sec): 3 clusters Score: Raw -13865.455026 + Penalty 954.731616 = -12910.723410 nChanged 1 SP:Iteration 7Q (70.694656 sec): 3 clusters Score: Raw -13865.934660 + Penalty 954.731616 = -12911.203044 nChanged 0 SP:Iteration 8F (70.695253 sec): 3 clusters Score: Raw -13865.934660 + Penalty 954.731616 = -12911.203044 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 8 (92 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.695955 sec): 2 clusters Score: Raw -4560.344404 + Penalty 53.739439 = -4506.604965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.696329 sec): 3 clusters Score: Raw -4532.281096 + Penalty 109.656722 = -4422.624374 nChanged 32 SP:Iteration 1F (70.696688 sec): 3 clusters Score: Raw -4562.588351 + Penalty 106.122973 = -4456.465378 nChanged 4 SP:Iteration 2Q (70.697047 sec): 3 clusters Score: Raw -4569.795923 + Penalty 101.590740 = -4468.205182 nChanged 2 SP:Iteration 3Q (70.697389 sec): 3 clusters Score: Raw -4571.156911 + Penalty 101.590740 = -4469.566171 nChanged 0 SP:Iteration 4F (70.697738 sec): 3 clusters Score: Raw -4571.156911 + Penalty 101.590740 = -4469.566171 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 9 (519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.699731 sec): 2 clusters Score: Raw -30177.720747 + Penalty 855.124523 = -29322.596224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.700910 sec): 3 clusters Score: Raw -30011.261070 + Penalty 1708.790284 = -28302.470786 nChanged 133 SP:Iteration 1F (70.702031 sec): 3 clusters Score: Raw -30134.364055 + Penalty 1708.910173 = -28425.453883 nChanged 38 SP:Iteration 2F (70.703133 sec): 3 clusters Score: Raw -30174.311105 + Penalty 1709.713232 = -28464.597873 nChanged 25 SP:Iteration 3Q (70.704221 sec): 3 clusters Score: Raw -30203.613064 + Penalty 1712.858008 = -28490.755057 nChanged 22 SP:Iteration 4Q (70.705314 sec): 3 clusters Score: Raw -30228.805134 + Penalty 1714.350223 = -28514.454911 nChanged 16 SP:Iteration 5Q (70.706402 sec): 3 clusters Score: Raw -30242.925273 + Penalty 1714.575142 = -28528.350131 nChanged 11 SP:Iteration 6Q (70.707482 sec): 3 clusters Score: Raw -30254.148082 + Penalty 1715.688640 = -28538.459442 nChanged 7 SP:Iteration 7Q (70.708560 sec): 3 clusters Score: Raw -30261.166227 + Penalty 1717.013950 = -28544.152277 nChanged 6 SP:Iteration 8Q (70.709638 sec): 3 clusters Score: Raw -30266.628038 + Penalty 1717.719969 = -28548.908068 nChanged 6 SP:Iteration 9Q (70.710713 sec): 3 clusters Score: Raw -30271.589449 + Penalty 1718.489690 = -28553.099759 nChanged 6 SP:Iteration 10F (70.711817 sec): 3 clusters Score: Raw -30281.328937 + Penalty 1719.950714 = -28561.378223 nChanged 2 SP:Iteration 11Q (70.712915 sec): 3 clusters Score: Raw -30284.776517 + Penalty 1720.071824 = -28564.704693 nChanged 2 SP:Iteration 12Q (70.714019 sec): 3 clusters Score: Raw -30287.089775 + Penalty 1720.188320 = -28566.901455 nChanged 1 SP:Iteration 13Q (70.715153 sec): 3 clusters Score: Raw -30287.512011 + Penalty 1720.188320 = -28567.323691 nChanged 0 SP:Iteration 14F (70.716311 sec): 3 clusters Score: Raw -30287.512011 + Penalty 1720.188320 = -28567.323691 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 10 (485 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.718325 sec): 2 clusters Score: Raw -19814.018250 + Penalty 940.382798 = -18873.635452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.719445 sec): 3 clusters Score: Raw -19755.383865 + Penalty 1881.370620 = -17874.013245 nChanged 126 SP:Iteration 1F (70.720516 sec): 3 clusters Score: Raw -19966.738017 + Penalty 1881.529582 = -18085.208435 nChanged 43 SP:Iteration 2F (70.721630 sec): 3 clusters Score: Raw -20092.356653 + Penalty 1882.758273 = -18209.598380 nChanged 30 SP:Iteration 3F (70.722743 sec): 3 clusters Score: Raw -20144.173559 + Penalty 1882.694674 = -18261.478884 nChanged 14 SP:Iteration 4Q (70.723770 sec): 3 clusters Score: Raw -20170.206902 + Penalty 1881.637087 = -18288.569815 nChanged 11 SP:Iteration 5Q (70.724798 sec): 3 clusters Score: Raw -20202.369187 + Penalty 1881.773528 = -18320.595659 nChanged 11 SP:Iteration 6Q (70.725796 sec): 3 clusters Score: Raw -20237.553771 + Penalty 1881.037290 = -18356.516480 nChanged 6 SP:Iteration 7Q (70.726763 sec): 3 clusters Score: Raw -20250.174584 + Penalty 1880.797189 = -18369.377394 nChanged 5 SP:Iteration 8Q (70.727724 sec): 3 clusters Score: Raw -20257.100052 + Penalty 1880.672284 = -18376.427768 nChanged 2 SP:Iteration 9Q (70.728693 sec): 3 clusters Score: Raw -20258.206126 + Penalty 1880.672284 = -18377.533842 nChanged 2 SP:Iteration 10F (70.729736 sec): 3 clusters Score: Raw -20263.186507 + Penalty 1880.431341 = -18382.755167 nChanged 4 SP:Iteration 11Q (70.730701 sec): 3 clusters Score: Raw -20269.584510 + Penalty 1880.248608 = -18389.335902 nChanged 2 SP:Iteration 12Q (70.731664 sec): 3 clusters Score: Raw -20272.406530 + Penalty 1880.232814 = -18392.173716 nChanged 1 SP:Iteration 13Q (70.732632 sec): 3 clusters Score: Raw -20276.248647 + Penalty 1879.895813 = -18396.352834 nChanged 3 SP:Iteration 14Q (70.733595 sec): 3 clusters Score: Raw -20279.699963 + Penalty 1879.988292 = -18399.711672 nChanged 1 SP:Iteration 15Q (70.734556 sec): 3 clusters Score: Raw -20280.625392 + Penalty 1880.063876 = -18400.561516 nChanged 1 SP:Iteration 16Q (70.735540 sec): 3 clusters Score: Raw -20281.503912 + Penalty 1880.147560 = -18401.356353 nChanged 1 SP:Iteration 17Q (70.736505 sec): 3 clusters Score: Raw -20282.306270 + Penalty 1880.147560 = -18402.158710 nChanged 0 SP:Iteration 18F (70.737543 sec): 3 clusters Score: Raw -20282.306270 + Penalty 1880.147560 = -18402.158710 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 11 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.738197 sec): 2 clusters Score: Raw -2921.789220 + Penalty 219.370595 = -2702.418625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.738521 sec): 3 clusters Score: Raw -2941.361167 + Penalty 451.134790 = -2490.226377 nChanged 6 SP:Iteration 1F (70.738834 sec): 3 clusters Score: Raw -2950.118060 + Penalty 461.420037 = -2488.698023 nChanged 2 SP:Iteration 2F (70.739143 sec): 3 clusters Score: Raw -2954.571163 + Penalty 461.420037 = -2493.151126 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 12 (557 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.741542 sec): 2 clusters Score: Raw -32992.262886 + Penalty 404.662549 = -32587.600337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.742794 sec): 3 clusters Score: Raw -32708.906277 + Penalty 809.340628 = -31899.565649 nChanged 190 SP:Iteration 1F (70.743993 sec): 3 clusters Score: Raw -32835.086470 + Penalty 809.381262 = -32025.705208 nChanged 48 SP:Iteration 2F (70.745171 sec): 3 clusters Score: Raw -32868.574156 + Penalty 809.175962 = -32059.398194 nChanged 27 SP:Iteration 3Q (70.746389 sec): 3 clusters Score: Raw -32895.299513 + Penalty 809.822493 = -32085.477020 nChanged 28 SP:Iteration 4F (70.747646 sec): 3 clusters Score: Raw -32922.825892 + Penalty 809.569380 = -32113.256512 nChanged 18 SP:Iteration 5Q (70.748938 sec): 3 clusters Score: Raw -32935.369049 + Penalty 808.784661 = -32126.584387 nChanged 8 SP:Iteration 6Q (70.750157 sec): 3 clusters Score: Raw -32942.296068 + Penalty 808.514957 = -32133.781111 nChanged 7 SP:Iteration 7Q (70.751362 sec): 3 clusters Score: Raw -32947.321090 + Penalty 809.169755 = -32138.151335 nChanged 9 SP:Iteration 8Q (70.752522 sec): 3 clusters Score: Raw -32952.230886 + Penalty 809.420663 = -32142.810223 nChanged 5 SP:Iteration 9Q (70.753753 sec): 3 clusters Score: Raw -32953.527930 + Penalty 809.710874 = -32143.817057 nChanged 4 SP:Iteration 10F (70.754925 sec): 3 clusters Score: Raw -32954.381096 + Penalty 809.859598 = -32144.521499 nChanged 1 SP:Iteration 11Q (70.756090 sec): 3 clusters Score: Raw -32954.419416 + Penalty 809.859598 = -32144.559819 nChanged 0 SP:Iteration 12F (70.757266 sec): 3 clusters Score: Raw -32954.419416 + Penalty 809.859598 = -32144.559819 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 13 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.758384 sec): 2 clusters Score: Raw -3010.107439 + Penalty 407.994271 = -2602.113168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.758714 sec): 3 clusters Score: Raw -3069.765923 + Penalty 817.391951 = -2252.373972 nChanged 2 SP:Iteration 1Q (70.759010 sec): 3 clusters Score: Raw -3078.763030 + Penalty 817.391951 = -2261.371079 nChanged 0 SP:Iteration 2F (70.759321 sec): 3 clusters Score: Raw -3078.763030 + Penalty 817.391951 = -2261.371079 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 14 (145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.760535 sec): 2 clusters Score: Raw -8409.356473 + Penalty 317.450851 = -8091.905623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.761017 sec): 3 clusters Score: Raw -8364.101836 + Penalty 661.225062 = -7702.876773 nChanged 27 SP:Iteration 1F (70.761493 sec): 3 clusters Score: Raw -8397.606672 + Penalty 685.699216 = -7711.907456 nChanged 12 SP:Iteration 2F (70.761967 sec): 3 clusters Score: Raw -8415.088529 + Penalty 698.144517 = -7716.944012 nChanged 4 SP:Iteration 3Q (70.762440 sec): 3 clusters Score: Raw -8422.246553 + Penalty 702.815772 = -7719.430781 nChanged 1 SP:Iteration 4Q (70.762908 sec): 3 clusters Score: Raw -8424.206989 + Penalty 708.601501 = -7715.605488 nChanged 1 SP:Iteration 5F (70.763382 sec): 3 clusters Score: Raw -8425.904341 + Penalty 719.712026 = -7706.192314 nChanged 2 SP:Iteration 6F (70.763857 sec): 3 clusters Score: Raw -8429.991076 + Penalty 716.177136 = -7713.813940 nChanged 1 SP:Iteration 7Q (70.764310 sec): 3 clusters Score: Raw -8430.647589 + Penalty 716.177136 = -7714.470453 nChanged 0 SP:Iteration 8F (70.764788 sec): 3 clusters Score: Raw -8430.647589 + Penalty 716.177136 = -7714.470453 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 15 (699 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.769026 sec): 2 clusters Score: Raw -37222.168245 + Penalty 1008.805982 = -36213.362263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.770493 sec): 3 clusters Score: Raw -37043.507132 + Penalty 2016.166937 = -35027.340195 nChanged 184 SP:Iteration 1F (70.771915 sec): 3 clusters Score: Raw -37271.754487 + Penalty 2016.177594 = -35255.576893 nChanged 47 SP:Iteration 2F (70.773301 sec): 3 clusters Score: Raw -37328.063067 + Penalty 2016.338638 = -35311.724428 nChanged 23 SP:Iteration 3Q (70.774688 sec): 3 clusters Score: Raw -37349.832077 + Penalty 2016.598952 = -35333.233125 nChanged 7 SP:Iteration 4Q (70.776051 sec): 3 clusters Score: Raw -37355.517234 + Penalty 2016.833283 = -35338.683951 nChanged 3 SP:Iteration 5Q (70.777420 sec): 3 clusters Score: Raw -37358.315870 + Penalty 2016.890394 = -35341.425476 nChanged 1 SP:Iteration 6Q (70.778795 sec): 3 clusters Score: Raw -37358.963967 + Penalty 2016.945573 = -35342.018394 nChanged 1 SP:Iteration 7Q (70.780188 sec): 3 clusters Score: Raw -37359.804409 + Penalty 2016.882161 = -35342.922248 nChanged 1 SP:Iteration 8Q (70.781569 sec): 3 clusters Score: Raw -37362.055620 + Penalty 2016.865536 = -35345.190084 nChanged 2 SP:Iteration 9Q (70.782960 sec): 3 clusters Score: Raw -37366.097417 + Penalty 2016.967302 = -35349.130115 nChanged 3 SP:Iteration 10F (70.784366 sec): 3 clusters Score: Raw -37369.364751 + Penalty 2016.967302 = -35352.397449 nChanged 2 SP:Iteration 11Q (70.785750 sec): 3 clusters Score: Raw -37370.433347 + Penalty 2017.117886 = -35353.315461 nChanged 2 SP:Iteration 12Q (70.787122 sec): 3 clusters Score: Raw -37371.359371 + Penalty 2017.081618 = -35354.277753 nChanged 2 SP:Iteration 13Q (70.788484 sec): 3 clusters Score: Raw -37373.339171 + Penalty 2016.916727 = -35356.422444 nChanged 3 SP:Iteration 14Q (70.789839 sec): 3 clusters Score: Raw -37378.668886 + Penalty 2016.885772 = -35361.783113 nChanged 3 SP:Iteration 15Q (70.791177 sec): 3 clusters Score: Raw -37381.448693 + Penalty 2017.073849 = -35364.374844 nChanged 5 SP:Iteration 16Q (70.792553 sec): 3 clusters Score: Raw -37385.377977 + Penalty 2017.067174 = -35368.310803 nChanged 2 SP:Iteration 17Q (70.793932 sec): 3 clusters Score: Raw -37386.976250 + Penalty 2016.988276 = -35369.987973 nChanged 1 SP:Iteration 18Q (70.795379 sec): 3 clusters Score: Raw -37388.142237 + Penalty 2017.040446 = -35371.101791 nChanged 1 SP:Iteration 19Q (70.796812 sec): 3 clusters Score: Raw -37390.616779 + Penalty 2017.123084 = -35373.493695 nChanged 2 SP:Iteration 20F (70.798292 sec): 3 clusters Score: Raw -37393.277568 + Penalty 2017.055663 = -35376.221905 nChanged 2 SP:Iteration 21Q (70.799697 sec): 3 clusters Score: Raw -37394.791791 + Penalty 2017.041152 = -35377.750639 nChanged 2 SP:Iteration 22Q (70.801072 sec): 3 clusters Score: Raw -37395.937153 + Penalty 2017.041152 = -35378.896001 nChanged 0 SP:Iteration 23F (70.802476 sec): 3 clusters Score: Raw -37395.937153 + Penalty 2017.041152 = -35378.896001 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 16 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.805319 sec): 2 clusters Score: Raw -8787.468069 + Penalty 821.446301 = -7966.021768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.805901 sec): 3 clusters Score: Raw -8912.444762 + Penalty 1643.257084 = -7269.187678 nChanged 25 SP:Iteration 1F (70.806473 sec): 3 clusters Score: Raw -8974.376328 + Penalty 1644.163307 = -7330.213021 nChanged 6 SP:Iteration 2Q (70.807005 sec): 3 clusters Score: Raw -8998.203533 + Penalty 1644.578724 = -7353.624808 nChanged 6 SP:Iteration 3Q (70.807531 sec): 3 clusters Score: Raw -9014.281823 + Penalty 1645.622698 = -7368.659125 nChanged 4 SP:Iteration 4Q (70.808051 sec): 3 clusters Score: Raw -9028.650900 + Penalty 1645.622698 = -7383.028202 nChanged 0 SP:Iteration 5F (70.808613 sec): 3 clusters Score: Raw -9028.650900 + Penalty 1645.622698 = -7383.028202 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 17 (149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.809450 sec): 2 clusters Score: Raw -6270.487773 + Penalty 193.009136 = -6077.478637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.809923 sec): 3 clusters Score: Raw -6277.556455 + Penalty 383.797772 = -5893.758682 nChanged 40 SP:Iteration 1F (70.810387 sec): 3 clusters Score: Raw -6314.495626 + Penalty 384.269094 = -5930.226533 nChanged 4 SP:Iteration 2Q (70.810840 sec): 3 clusters Score: Raw -6322.580201 + Penalty 382.321587 = -5940.258614 nChanged 4 SP:Iteration 3Q (70.811291 sec): 3 clusters Score: Raw -6333.866951 + Penalty 382.734880 = -5951.132070 nChanged 3 SP:Iteration 4Q (70.811739 sec): 3 clusters Score: Raw -6335.432002 + Penalty 384.119655 = -5951.312348 nChanged 2 SP:Iteration 5Q (70.812186 sec): 3 clusters Score: Raw -6336.690658 + Penalty 384.119655 = -5952.571003 nChanged 0 SP:Iteration 6F (70.812678 sec): 3 clusters Score: Raw -6336.690658 + Penalty 384.119655 = -5952.571003 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 20 (299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.813945 sec): 2 clusters Score: Raw -17240.590086 + Penalty 402.453955 = -16838.136131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.814678 sec): 3 clusters Score: Raw -17113.389838 + Penalty 823.247787 = -16290.142052 nChanged 80 SP:Iteration 1F (70.815400 sec): 3 clusters Score: Raw -17206.630772 + Penalty 841.863336 = -16364.767437 nChanged 29 SP:Iteration 2F (70.816141 sec): 3 clusters Score: Raw -17246.375329 + Penalty 846.858908 = -16399.516421 nChanged 8 SP:Iteration 3Q (70.816864 sec): 3 clusters Score: Raw -17254.494673 + Penalty 852.439345 = -16402.055327 nChanged 4 SP:Iteration 4Q (70.817555 sec): 3 clusters Score: Raw -17257.286138 + Penalty 855.604991 = -16401.681147 nChanged 3 SP:Iteration 5F (70.818275 sec): 3 clusters Score: Raw -17260.911134 + Penalty 857.227574 = -16403.683560 nChanged 3 SP:Iteration 6Q (70.818957 sec): 3 clusters Score: Raw -17264.768441 + Penalty 861.594720 = -16403.173721 nChanged 2 SP:Iteration 7F (70.819676 sec): 3 clusters Score: Raw -17266.133028 + Penalty 865.587257 = -16400.545772 nChanged 2 SP:Iteration 8F (70.820394 sec): 3 clusters Score: Raw -17268.263482 + Penalty 868.155047 = -16400.108434 nChanged 1 SP:Iteration 9F (70.821111 sec): 3 clusters Score: Raw -17269.127542 + Penalty 867.818707 = -16401.308835 nChanged 2 SP:Iteration 10F (70.821846 sec): 3 clusters Score: Raw -17270.940736 + Penalty 867.818707 = -16403.122029 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 21 (310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.823128 sec): 2 clusters Score: Raw -17930.422774 + Penalty 531.196919 = -17399.225855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.823883 sec): 3 clusters Score: Raw -17852.695148 + Penalty 1062.026572 = -16790.668576 nChanged 75 SP:Iteration 1F (70.824628 sec): 3 clusters Score: Raw -17930.461409 + Penalty 1062.031913 = -16868.429496 nChanged 23 SP:Iteration 2F (70.825369 sec): 3 clusters Score: Raw -17953.193718 + Penalty 1065.772725 = -16887.420993 nChanged 9 SP:Iteration 3Q (70.826096 sec): 3 clusters Score: Raw -17965.829032 + Penalty 1066.700727 = -16899.128305 nChanged 7 SP:Iteration 4Q (70.826819 sec): 3 clusters Score: Raw -17972.102288 + Penalty 1069.473059 = -16902.629230 nChanged 6 SP:Iteration 5Q (70.827540 sec): 3 clusters Score: Raw -17981.005923 + Penalty 1072.248516 = -16908.757406 nChanged 6 SP:Iteration 6Q (70.828263 sec): 3 clusters Score: Raw -17987.890638 + Penalty 1075.549263 = -16912.341376 nChanged 5 SP:Iteration 7Q (70.828983 sec): 3 clusters Score: Raw -17992.115410 + Penalty 1078.198299 = -16913.917111 nChanged 3 SP:Iteration 8Q (70.829700 sec): 3 clusters Score: Raw -17995.687851 + Penalty 1081.946278 = -16913.741573 nChanged 5 SP:Iteration 9F (70.830440 sec): 3 clusters Score: Raw -18000.967908 + Penalty 1087.509426 = -16913.458481 nChanged 5 SP:Iteration 10F (70.831179 sec): 3 clusters Score: Raw -18008.261465 + Penalty 1091.832859 = -16916.428606 nChanged 5 SP:Iteration 11Q (70.831892 sec): 3 clusters Score: Raw -18013.774705 + Penalty 1095.961251 = -16917.813454 nChanged 3 SP:Iteration 12Q (70.832604 sec): 3 clusters Score: Raw -18016.123643 + Penalty 1095.961251 = -16920.162393 nChanged 0 SP:Iteration 13F (70.833344 sec): 3 clusters Score: Raw -18016.123643 + Penalty 1095.961251 = -16920.162393 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 22 (73 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.834012 sec): 2 clusters Score: Raw -3807.619322 + Penalty 419.755999 = -3387.863323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.834382 sec): 3 clusters Score: Raw -3871.156742 + Penalty 839.875566 = -3031.281176 nChanged 5 SP:Iteration 1F (70.834722 sec): 3 clusters Score: Raw -3884.014539 + Penalty 839.875566 = -3044.138972 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 23 (698 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.837414 sec): 2 clusters Score: Raw -43281.947696 + Penalty 1022.063843 = -42259.883853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.838892 sec): 3 clusters Score: Raw -43054.793389 + Penalty 2044.145472 = -41010.647917 nChanged 188 SP:Iteration 1F (70.840362 sec): 3 clusters Score: Raw -43229.905255 + Penalty 2044.084620 = -41185.820634 nChanged 48 SP:Iteration 2F (70.841765 sec): 3 clusters Score: Raw -43293.572790 + Penalty 2044.008135 = -41249.564655 nChanged 30 SP:Iteration 3Q (70.843132 sec): 3 clusters Score: Raw -43327.327206 + Penalty 2043.949285 = -41283.377921 nChanged 19 SP:Iteration 4Q (70.844495 sec): 3 clusters Score: Raw -43352.059040 + Penalty 2043.902244 = -41308.156796 nChanged 13 SP:Iteration 5Q (70.845858 sec): 3 clusters Score: Raw -43367.718123 + Penalty 2043.807442 = -41323.910681 nChanged 13 SP:Iteration 6Q (70.847213 sec): 3 clusters Score: Raw -43384.511039 + Penalty 2043.913537 = -41340.597502 nChanged 11 SP:Iteration 7Q (70.848565 sec): 3 clusters Score: Raw -43396.348459 + Penalty 2043.946918 = -41352.401541 nChanged 3 SP:Iteration 8Q (70.849914 sec): 3 clusters Score: Raw -43401.839811 + Penalty 2043.862494 = -41357.977317 nChanged 7 SP:Iteration 9Q (70.851318 sec): 3 clusters Score: Raw -43412.281994 + Penalty 2043.745720 = -41368.536274 nChanged 8 SP:Iteration 10F (70.852754 sec): 3 clusters Score: Raw -43424.324398 + Penalty 2043.397502 = -41380.926897 nChanged 12 SP:Iteration 11Q (70.854230 sec): 3 clusters Score: Raw -43435.265045 + Penalty 2043.191587 = -41392.073458 nChanged 7 SP:Iteration 12Q (70.855864 sec): 3 clusters Score: Raw -43442.686060 + Penalty 2043.080641 = -41399.605420 nChanged 4 SP:Iteration 13Q (70.857421 sec): 3 clusters Score: Raw -43447.162672 + Penalty 2043.123496 = -41404.039176 nChanged 1 SP:Iteration 14Q (70.858904 sec): 3 clusters Score: Raw -43447.795384 + Penalty 2043.123496 = -41404.671888 nChanged 0 SP:Iteration 15F (70.860429 sec): 3 clusters Score: Raw -43447.795384 + Penalty 2043.123496 = -41404.671888 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 24 (235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.861572 sec): 2 clusters Score: Raw -15112.761760 + Penalty 735.907813 = -14376.853946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.862217 sec): 3 clusters Score: Raw -15085.131142 + Penalty 1476.482064 = -13608.649078 nChanged 38 SP:Iteration 1F (70.862848 sec): 3 clusters Score: Raw -15138.869570 + Penalty 1476.909377 = -13661.960193 nChanged 10 SP:Iteration 2Q (70.863457 sec): 3 clusters Score: Raw -15156.686223 + Penalty 1478.010460 = -13678.675763 nChanged 2 SP:Iteration 3Q (70.864056 sec): 3 clusters Score: Raw -15159.507727 + Penalty 1479.484058 = -13680.023669 nChanged 2 SP:Iteration 4Q (70.864657 sec): 3 clusters Score: Raw -15161.801274 + Penalty 1480.383925 = -13681.417349 nChanged 2 SP:Iteration 5Q (70.865256 sec): 3 clusters Score: Raw -15165.266948 + Penalty 1480.775660 = -13684.491288 nChanged 2 SP:Iteration 6Q (70.865859 sec): 3 clusters Score: Raw -15173.836059 + Penalty 1482.335941 = -13691.500118 nChanged 2 SP:Iteration 7Q (70.866453 sec): 3 clusters Score: Raw -15179.083973 + Penalty 1483.197513 = -13695.886460 nChanged 2 SP:Iteration 8Q (70.867047 sec): 3 clusters Score: Raw -15184.606921 + Penalty 1482.908449 = -13701.698471 nChanged 1 SP:Iteration 9Q (70.867640 sec): 3 clusters Score: Raw -15185.645657 + Penalty 1483.614943 = -13702.030714 nChanged 1 SP:Iteration 10F (70.868250 sec): 3 clusters Score: Raw -15187.775072 + Penalty 1483.614943 = -13704.160129 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 25 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.868834 sec): 2 clusters Score: Raw -1661.305773 + Penalty 374.271282 = -1287.034490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.869101 sec): 3 clusters Score: Raw -1714.683838 + Penalty 746.337052 = -968.346786 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 26 (806 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.873573 sec): 2 clusters Score: Raw -42230.449093 + Penalty 1025.032918 = -41205.416175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.875204 sec): 3 clusters Score: Raw -41994.279905 + Penalty 2051.465454 = -39942.814451 nChanged 221 SP:Iteration 1F (70.877007 sec): 3 clusters Score: Raw -42209.441204 + Penalty 2052.585841 = -40156.855364 nChanged 54 SP:Iteration 2F (70.878737 sec): 3 clusters Score: Raw -42272.058529 + Penalty 2053.893672 = -40218.164857 nChanged 37 SP:Iteration 3Q (70.880344 sec): 3 clusters Score: Raw -42312.667629 + Penalty 2055.565573 = -40257.102056 nChanged 22 SP:Iteration 4Q (70.881936 sec): 3 clusters Score: Raw -42346.297952 + Penalty 2057.466259 = -40288.831693 nChanged 20 SP:Iteration 5Q (70.883801 sec): 3 clusters Score: Raw -42376.275959 + Penalty 2059.036829 = -40317.239131 nChanged 18 SP:Iteration 6Q (70.885443 sec): 3 clusters Score: Raw -42396.233574 + Penalty 2059.668277 = -40336.565297 nChanged 10 SP:Iteration 7Q (70.887013 sec): 3 clusters Score: Raw -42409.375078 + Penalty 2060.582541 = -40348.792537 nChanged 9 SP:Iteration 8Q (70.888568 sec): 3 clusters Score: Raw -42420.160183 + Penalty 2061.101197 = -40359.058985 nChanged 7 SP:Iteration 9Q (70.890101 sec): 3 clusters Score: Raw -42426.554604 + Penalty 2060.621617 = -40365.932987 nChanged 5 SP:Iteration 10F (70.891664 sec): 3 clusters Score: Raw -42430.100233 + Penalty 2060.416440 = -40369.683793 nChanged 3 SP:Iteration 11Q (70.893190 sec): 3 clusters Score: Raw -42433.420107 + Penalty 2060.622187 = -40372.797920 nChanged 2 SP:Iteration 12Q (70.894696 sec): 3 clusters Score: Raw -42438.580124 + Penalty 2061.203317 = -40377.376808 nChanged 3 SP:Iteration 13Q (70.896323 sec): 3 clusters Score: Raw -42440.470203 + Penalty 2061.499600 = -40378.970603 nChanged 2 SP:Iteration 14Q (70.897934 sec): 3 clusters Score: Raw -42442.409400 + Penalty 2061.499600 = -40380.909800 nChanged 0 SP:Iteration 15F (70.899528 sec): 3 clusters Score: Raw -42442.409400 + Penalty 2061.499600 = -40380.909800 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 27 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.905447 sec): 2 clusters Score: Raw -1007.760179 + Penalty 293.641345 = -714.118834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.905701 sec): 3 clusters Score: Raw -1030.184143 + Penalty 587.283790 = -442.900353 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 29 (235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.906819 sec): 2 clusters Score: Raw -12613.709599 + Penalty 416.518161 = -12197.191438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.907436 sec): 3 clusters Score: Raw -12545.683010 + Penalty 833.392911 = -11712.290099 nChanged 44 SP:Iteration 1F (70.908048 sec): 3 clusters Score: Raw -12593.591127 + Penalty 834.890036 = -11758.701091 nChanged 19 SP:Iteration 2F (70.908660 sec): 3 clusters Score: Raw -12617.605507 + Penalty 835.829397 = -11781.776110 nChanged 10 SP:Iteration 3Q (70.909263 sec): 3 clusters Score: Raw -12630.434436 + Penalty 835.887806 = -11794.546629 nChanged 3 SP:Iteration 4Q (70.909864 sec): 3 clusters Score: Raw -12639.966712 + Penalty 838.556741 = -11801.409971 nChanged 8 SP:Iteration 5Q (70.910464 sec): 3 clusters Score: Raw -12648.061332 + Penalty 839.045867 = -11809.015466 nChanged 5 SP:Iteration 6Q (70.911097 sec): 3 clusters Score: Raw -12651.652738 + Penalty 844.119769 = -11807.532970 nChanged 4 SP:Iteration 7F (70.911708 sec): 3 clusters Score: Raw -12654.240221 + Penalty 844.575756 = -11809.664464 nChanged 1 SP:Iteration 8Q (70.912308 sec): 3 clusters Score: Raw -12654.806184 + Penalty 844.575756 = -11810.230427 nChanged 0 SP:Iteration 9F (70.912923 sec): 3 clusters Score: Raw -12654.806184 + Penalty 844.575756 = -11810.230427 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 30 (252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.914000 sec): 2 clusters Score: Raw -16208.372174 + Penalty 541.289819 = -15667.082355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.914660 sec): 3 clusters Score: Raw -16138.482133 + Penalty 1087.400756 = -15051.081377 nChanged 65 SP:Iteration 1F (70.915313 sec): 3 clusters Score: Raw -16208.488334 + Penalty 1094.930495 = -15113.557839 nChanged 16 SP:Iteration 2F (70.915968 sec): 3 clusters Score: Raw -16227.726529 + Penalty 1097.374834 = -15130.351694 nChanged 5 SP:Iteration 3Q (70.916616 sec): 3 clusters Score: Raw -16232.016026 + Penalty 1097.891847 = -15134.124179 nChanged 1 SP:Iteration 4Q (70.917261 sec): 3 clusters Score: Raw -16233.366406 + Penalty 1099.132155 = -15134.234252 nChanged 1 SP:Iteration 5Q (70.917905 sec): 3 clusters Score: Raw -16233.869971 + Penalty 1099.132155 = -15134.737816 nChanged 0 SP:Iteration 6F (70.918556 sec): 3 clusters Score: Raw -16233.869971 + Penalty 1099.132155 = -15134.737816 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 31 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.919057 sec): 2 clusters Score: Raw -459.888608 + Penalty 123.095624 = -336.792985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.919282 sec): 3 clusters Score: Raw -467.714451 + Penalty 244.946902 = -222.767548 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 32 (1348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.925940 sec): 2 clusters Score: Raw -86215.133713 + Penalty 678.968584 = -85536.165129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.928646 sec): 3 clusters Score: Raw -85494.804881 + Penalty 1350.494981 = -84144.309900 nChanged 523 SP:Iteration 1F (70.931323 sec): 3 clusters Score: Raw -85790.352859 + Penalty 1346.787959 = -84443.564899 nChanged 105 SP:Iteration 2F (70.934001 sec): 3 clusters Score: Raw -85838.026540 + Penalty 1343.279532 = -84494.747009 nChanged 59 SP:Iteration 3Q (70.936709 sec): 3 clusters Score: Raw -85867.524510 + Penalty 1339.235965 = -84528.288545 nChanged 54 SP:Iteration 4Q (70.939443 sec): 3 clusters Score: Raw -85904.353678 + Penalty 1334.215304 = -84570.138375 nChanged 53 SP:Iteration 5Q (70.942153 sec): 3 clusters Score: Raw -85939.050515 + Penalty 1328.131624 = -84610.918891 nChanged 52 SP:Iteration 6Q (70.944873 sec): 3 clusters Score: Raw -85969.469414 + Penalty 1321.212480 = -84648.256933 nChanged 53 SP:Iteration 7Q (70.947593 sec): 3 clusters Score: Raw -86005.843764 + Penalty 1316.495375 = -84689.348389 nChanged 49 SP:Iteration 8Q (70.950308 sec): 3 clusters Score: Raw -86042.881638 + Penalty 1308.602969 = -84734.278669 nChanged 48 SP:Iteration 9Q (70.953107 sec): 3 clusters Score: Raw -86085.704710 + Penalty 1305.513612 = -84780.191098 nChanged 38 SP:Iteration 10F (70.955910 sec): 3 clusters Score: Raw -86125.724618 + Penalty 1306.927168 = -84818.797450 nChanged 33 SP:Iteration 11Q (70.958600 sec): 3 clusters Score: Raw -86154.264425 + Penalty 1302.313548 = -84851.950877 nChanged 28 SP:Iteration 12Q (70.961286 sec): 3 clusters Score: Raw -86178.443772 + Penalty 1305.370381 = -84873.073391 nChanged 26 SP:Iteration 13Q (70.963852 sec): 3 clusters Score: Raw -86200.736685 + Penalty 1307.245173 = -84893.491513 nChanged 20 SP:Iteration 14Q (70.966351 sec): 3 clusters Score: Raw -86220.422234 + Penalty 1317.264155 = -84903.158078 nChanged 10 SP:Iteration 15Q (70.968861 sec): 3 clusters Score: Raw -86227.411220 + Penalty 1321.892781 = -84905.518439 nChanged 4 SP:Iteration 16Q (70.971337 sec): 3 clusters Score: Raw -86232.048976 + Penalty 1322.913321 = -84909.135655 nChanged 1 SP:Iteration 17Q (70.973902 sec): 3 clusters Score: Raw -86233.791593 + Penalty 1321.128588 = -84912.663005 nChanged 1 SP:Iteration 18Q (70.976554 sec): 3 clusters Score: Raw -86234.152091 + Penalty 1321.128588 = -84913.023503 nChanged 0 SP:Iteration 19F (70.979346 sec): 3 clusters Score: Raw -86234.152091 + Penalty 1321.128588 = -84913.023503 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 33 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.980838 sec): 2 clusters Score: Raw -2457.385546 + Penalty 592.049506 = -1865.336040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.981176 sec): 3 clusters Score: Raw -2631.694613 + Penalty 1183.161818 = -1448.532795 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 34 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.981710 sec): 2 clusters Score: Raw -1341.106624 + Penalty 234.853808 = -1106.252815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.981968 sec): 3 clusters Score: Raw -1354.609833 + Penalty 468.111493 = -886.498340 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 35 (184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.982928 sec): 2 clusters Score: Raw -8459.636340 + Penalty 243.973624 = -8215.662716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.983484 sec): 3 clusters Score: Raw -8430.829347 + Penalty 531.434717 = -7899.394630 nChanged 51 SP:Iteration 1F (70.984014 sec): 3 clusters Score: Raw -8514.209767 + Penalty 578.675199 = -7935.534568 nChanged 20 SP:Iteration 2F (70.984550 sec): 3 clusters Score: Raw -8578.919576 + Penalty 606.660088 = -7972.259488 nChanged 9 SP:Iteration 3Q (70.985056 sec): 3 clusters Score: Raw -8598.851531 + Penalty 608.527912 = -7990.323619 nChanged 2 SP:Iteration 4Q (70.985547 sec): 3 clusters Score: Raw -8602.290917 + Penalty 608.527912 = -7993.763005 nChanged 0 SP:Iteration 5F (70.986082 sec): 3 clusters Score: Raw -8602.290917 + Penalty 608.527912 = -7993.763005 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 36 (332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.988075 sec): 2 clusters Score: Raw -19163.670703 + Penalty 390.076767 = -18773.593936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.988880 sec): 3 clusters Score: Raw -18997.173225 + Penalty 782.737831 = -18214.435394 nChanged 103 SP:Iteration 1F (70.989666 sec): 3 clusters Score: Raw -19101.954245 + Penalty 789.276320 = -18312.677924 nChanged 42 SP:Iteration 2F (70.990452 sec): 3 clusters Score: Raw -19151.353546 + Penalty 794.468892 = -18356.884654 nChanged 18 SP:Iteration 3F (70.991237 sec): 3 clusters Score: Raw -19168.084633 + Penalty 792.282741 = -18375.801891 nChanged 11 SP:Iteration 4Q (70.992001 sec): 3 clusters Score: Raw -19177.936689 + Penalty 787.148326 = -18390.788363 nChanged 9 SP:Iteration 5Q (70.992766 sec): 3 clusters Score: Raw -19185.960968 + Penalty 780.978253 = -18404.982715 nChanged 7 SP:Iteration 6Q (70.993531 sec): 3 clusters Score: Raw -19190.925522 + Penalty 780.153534 = -18410.771988 nChanged 3 SP:Iteration 7Q (70.994291 sec): 3 clusters Score: Raw -19193.074508 + Penalty 779.349519 = -18413.724989 nChanged 1 SP:Iteration 8Q (70.995048 sec): 3 clusters Score: Raw -19193.734320 + Penalty 776.864865 = -18416.869455 nChanged 3 SP:Iteration 9Q (70.995817 sec): 3 clusters Score: Raw -19197.352826 + Penalty 777.740300 = -18419.612526 nChanged 3 SP:Iteration 10F (70.996603 sec): 3 clusters Score: Raw -19200.101220 + Penalty 776.251515 = -18423.849706 nChanged 2 SP:Iteration 11Q (70.997395 sec): 3 clusters Score: Raw -19201.207361 + Penalty 774.066071 = -18427.141289 nChanged 3 SP:Iteration 12Q (70.998153 sec): 3 clusters Score: Raw -19202.458012 + Penalty 774.066071 = -18428.391940 nChanged 0 SP:Iteration 13F (70.998962 sec): 3 clusters Score: Raw -19202.458012 + Penalty 774.066071 = -18428.391940 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 37 (718 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.001469 sec): 2 clusters Score: Raw -47562.994348 + Penalty 1033.318727 = -46529.675621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.003046 sec): 3 clusters Score: Raw -47352.823195 + Penalty 2066.278884 = -45286.544311 nChanged 188 SP:Iteration 1F (71.004542 sec): 3 clusters Score: Raw -47564.190436 + Penalty 2065.950673 = -45498.239763 nChanged 61 SP:Iteration 2F (71.006033 sec): 3 clusters Score: Raw -47630.504646 + Penalty 2065.446204 = -45565.058442 nChanged 28 SP:Iteration 3Q (71.007492 sec): 3 clusters Score: Raw -47655.587270 + Penalty 2065.411682 = -45590.175589 nChanged 14 SP:Iteration 4Q (71.008944 sec): 3 clusters Score: Raw -47676.304239 + Penalty 2065.292053 = -45611.012187 nChanged 14 SP:Iteration 5Q (71.010402 sec): 3 clusters Score: Raw -47689.222703 + Penalty 2065.451334 = -45623.771369 nChanged 10 SP:Iteration 6Q (71.011850 sec): 3 clusters Score: Raw -47699.408078 + Penalty 2065.626084 = -45633.781994 nChanged 6 SP:Iteration 7Q (71.013290 sec): 3 clusters Score: Raw -47706.830881 + Penalty 2065.763852 = -45641.067029 nChanged 2 SP:Iteration 8Q (71.014715 sec): 3 clusters Score: Raw -47707.927990 + Penalty 2065.810192 = -45642.117798 nChanged 1 SP:Iteration 9Q (71.016178 sec): 3 clusters Score: Raw -47710.998874 + Penalty 2065.918914 = -45645.079960 nChanged 4 SP:Iteration 10F (71.017662 sec): 3 clusters Score: Raw -47717.331245 + Penalty 2065.887891 = -45651.443354 nChanged 2 SP:Iteration 11Q (71.019103 sec): 3 clusters Score: Raw -47718.430868 + Penalty 2065.887891 = -45652.542977 nChanged 0 SP:Iteration 12F (71.020566 sec): 3 clusters Score: Raw -47718.430868 + Penalty 2065.887891 = -45652.542977 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 39 (348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.022703 sec): 2 clusters Score: Raw -21971.126505 + Penalty 726.216050 = -21244.910455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.023546 sec): 3 clusters Score: Raw -21852.847960 + Penalty 1452.446268 = -20400.401691 nChanged 86 SP:Iteration 1F (71.024366 sec): 3 clusters Score: Raw -21927.081408 + Penalty 1452.505679 = -20474.575729 nChanged 21 SP:Iteration 2F (71.025184 sec): 3 clusters Score: Raw -21952.394293 + Penalty 1452.837537 = -20499.556757 nChanged 13 SP:Iteration 3Q (71.025994 sec): 3 clusters Score: Raw -21975.953528 + Penalty 1452.862987 = -20523.090541 nChanged 10 SP:Iteration 4Q (71.026800 sec): 3 clusters Score: Raw -21991.103530 + Penalty 1452.743525 = -20538.360005 nChanged 9 SP:Iteration 5Q (71.027604 sec): 3 clusters Score: Raw -22000.241433 + Penalty 1452.766570 = -20547.474864 nChanged 2 SP:Iteration 6Q (71.028425 sec): 3 clusters Score: Raw -22004.384548 + Penalty 1452.939731 = -20551.444817 nChanged 5 SP:Iteration 7Q (71.029241 sec): 3 clusters Score: Raw -22009.341414 + Penalty 1452.780215 = -20556.561199 nChanged 2 SP:Iteration 8Q (71.030043 sec): 3 clusters Score: Raw -22013.983899 + Penalty 1452.858455 = -20561.125444 nChanged 3 SP:Iteration 9Q (71.030843 sec): 3 clusters Score: Raw -22017.400740 + Penalty 1453.284261 = -20564.116479 nChanged 2 SP:Iteration 10F (71.031658 sec): 3 clusters Score: Raw -22018.816112 + Penalty 1453.284261 = -20565.531851 nChanged 0 Memory request: 0.03 GB would take us to total of 0.34 GB. Trying to split cluster 41 (5743 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.056650 sec): 2 clusters Score: Raw -279866.256366 + Penalty 56.118340 = -279810.138025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.067489 sec): 3 clusters Score: Raw -276069.532021 + Penalty 112.124483 = -275957.407537 nChanged 2784 SP:Iteration 1F (71.077976 sec): 3 clusters Score: Raw -277959.965334 + Penalty 112.134574 = -277847.830760 nChanged 413 SP:Iteration 2F (71.088484 sec): 3 clusters Score: Raw -278337.637492 + Penalty 112.114122 = -278225.523370 nChanged 385 SP:Iteration 3F (71.098990 sec): 3 clusters Score: Raw -278601.118732 + Penalty 112.039012 = -278489.079720 nChanged 280 SP:Iteration 4Q (71.109536 sec): 3 clusters Score: Raw -278760.619166 + Penalty 111.958378 = -278648.660788 nChanged 185 SP:Iteration 5Q (71.119971 sec): 3 clusters Score: Raw -278827.866732 + Penalty 111.742228 = -278716.124504 nChanged 133 SP:Iteration 6Q (71.130356 sec): 3 clusters Score: Raw -278861.595883 + Penalty 111.606631 = -278749.989252 nChanged 94 SP:Iteration 7Q (71.140811 sec): 3 clusters Score: Raw -278882.888442 + Penalty 111.557304 = -278771.331137 nChanged 80 SP:Iteration 8Q (71.151190 sec): 3 clusters Score: Raw -278901.663132 + Penalty 111.174854 = -278790.488278 nChanged 69 SP:Iteration 9Q (71.161666 sec): 3 clusters Score: Raw -278920.718281 + Penalty 110.355466 = -278810.362815 nChanged 59 SP:Iteration 10F (71.172620 sec): 3 clusters Score: Raw -278934.408605 + Penalty 110.117312 = -278824.291294 nChanged 56 SP:Iteration 11Q (71.182889 sec): 3 clusters Score: Raw -278947.072856 + Penalty 109.948045 = -278837.124811 nChanged 52 SP:Iteration 12Q (71.193352 sec): 3 clusters Score: Raw -278958.448000 + Penalty 109.445049 = -278849.002951 nChanged 46 SP:Iteration 13Q (71.203685 sec): 3 clusters Score: Raw -278966.061132 + Penalty 109.252527 = -278856.808605 nChanged 39 SP:Iteration 14Q (71.214072 sec): 3 clusters Score: Raw -278970.105476 + Penalty 109.141429 = -278860.964048 nChanged 24 SP:Iteration 15Q (71.224281 sec): 3 clusters Score: Raw -278971.994274 + Penalty 109.077839 = -278862.916436 nChanged 29 SP:Iteration 16Q (71.234535 sec): 3 clusters Score: Raw -278974.724154 + Penalty 109.014280 = -278865.709874 nChanged 39 SP:Iteration 17Q (71.244728 sec): 3 clusters Score: Raw -278979.152760 + Penalty 108.943486 = -278870.209274 nChanged 34 SP:Iteration 18Q (71.255028 sec): 3 clusters Score: Raw -278982.829150 + Penalty 108.887821 = -278873.941329 nChanged 30 SP:Iteration 19Q (71.265143 sec): 3 clusters Score: Raw -278985.316050 + Penalty 108.855795 = -278876.460255 nChanged 29 SP:Iteration 20F (71.275892 sec): 3 clusters Score: Raw -278987.408334 + Penalty 108.814843 = -278878.593490 nChanged 30 SP:Iteration 21Q (71.286040 sec): 3 clusters Score: Raw -278989.937947 + Penalty 108.779676 = -278881.158270 nChanged 28 SP:Iteration 22Q (71.296340 sec): 3 clusters Score: Raw -278992.016294 + Penalty 108.592755 = -278883.423539 nChanged 24 SP:Iteration 23Q (71.306575 sec): 3 clusters Score: Raw -278993.511352 + Penalty 108.542459 = -278884.968893 nChanged 20 SP:Iteration 24Q (71.316765 sec): 3 clusters Score: Raw -278994.759969 + Penalty 108.505180 = -278886.254790 nChanged 22 SP:Iteration 25Q (71.326935 sec): 3 clusters Score: Raw -278996.353188 + Penalty 108.471822 = -278887.881366 nChanged 27 SP:Iteration 26Q (71.337046 sec): 3 clusters Score: Raw -278998.527466 + Penalty 108.410975 = -278890.116491 nChanged 28 SP:Iteration 27Q (71.347154 sec): 3 clusters Score: Raw -279000.477288 + Penalty 108.338600 = -278892.138688 nChanged 23 SP:Iteration 28Q (71.357296 sec): 3 clusters Score: Raw -279002.326160 + Penalty 108.311441 = -278894.014719 nChanged 32 SP:Iteration 29Q (71.367331 sec): 3 clusters Score: Raw -279005.334346 + Penalty 108.064997 = -278897.269349 nChanged 29 SP:Iteration 30F (71.378105 sec): 3 clusters Score: Raw -279007.751087 + Penalty 108.038573 = -278899.712514 nChanged 31 SP:Iteration 31Q (71.388257 sec): 3 clusters Score: Raw -279010.666098 + Penalty 107.986680 = -278902.679418 nChanged 41 SP:Iteration 32Q (71.399341 sec): 3 clusters Score: Raw -279015.848644 + Penalty 107.908558 = -278907.940086 nChanged 52 SP:Iteration 33Q (71.409647 sec): 3 clusters Score: Raw -279024.051356 + Penalty 107.804089 = -278916.247267 nChanged 59 SP:Iteration 34Q (71.419650 sec): 3 clusters Score: Raw -279034.854248 + Penalty 107.475593 = -278927.378655 nChanged 59 SP:Iteration 35Q (71.429752 sec): 3 clusters Score: Raw -279044.260225 + Penalty 107.278120 = -278936.982105 nChanged 66 SP:Iteration 36Q (71.439890 sec): 3 clusters Score: Raw -279056.564003 + Penalty 107.235453 = -278949.328550 nChanged 64 SP:Iteration 37Q (71.449739 sec): 3 clusters Score: Raw -279069.152442 + Penalty 107.270011 = -278961.882432 nChanged 76 SP:Iteration 38Q (71.459651 sec): 3 clusters Score: Raw -279086.828140 + Penalty 107.001810 = -278979.826330 nChanged 87 SP:Iteration 39Q (71.469426 sec): 3 clusters Score: Raw -279113.617359 + Penalty 105.809857 = -279007.807502 nChanged 113 SP:Iteration 40F (71.480224 sec): 3 clusters Score: Raw -279163.391288 + Penalty 105.732931 = -279057.658357 nChanged 162 SP:Iteration 41Q (71.489986 sec): 3 clusters Score: Raw -279264.905075 + Penalty 105.471973 = -279159.433102 nChanged 190 SP:Iteration 42Q (71.499891 sec): 3 clusters Score: Raw -279425.729675 + Penalty 106.389379 = -279319.340296 nChanged 201 SP:Iteration 43Q (71.509459 sec): 3 clusters Score: Raw -279614.911701 + Penalty 102.784937 = -279512.126764 nChanged 145 SP:Iteration 44Q (71.518876 sec): 3 clusters Score: Raw -279745.696465 + Penalty 101.870509 = -279643.825956 nChanged 90 SP:Iteration 45Q (71.527798 sec): 3 clusters Score: Raw -279817.597373 + Penalty 101.279868 = -279716.317504 nChanged 46 SP:Iteration 46Q (71.536532 sec): 3 clusters Score: Raw -279855.523991 + Penalty 101.056008 = -279754.467983 nChanged 29 SP:Iteration 47Q (71.545075 sec): 3 clusters Score: Raw -279882.916919 + Penalty 100.552425 = -279782.364494 nChanged 15 SP:Iteration 48Q (71.553494 sec): 3 clusters Score: Raw -279891.623076 + Penalty 100.667967 = -279790.955109 nChanged 8 SP:Iteration 49Q (71.562033 sec): 3 clusters Score: Raw -279894.902944 + Penalty 100.785904 = -279794.117040 nChanged 6 SP:Iteration 50F (71.572372 sec): 3 clusters Score: Raw -279896.288147 + Penalty 100.837517 = -279795.450630 nChanged 2 SP:Iteration 51Q (71.580851 sec): 3 clusters Score: Raw -279896.504191 + Penalty 100.837517 = -279795.666674 nChanged 0 SP:Iteration 52F (71.591270 sec): 3 clusters Score: Raw -279896.504191 + Penalty 100.837517 = -279795.666674 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 42 (213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.595863 sec): 2 clusters Score: Raw -12383.953270 + Penalty 480.006945 = -11903.946325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.596459 sec): 3 clusters Score: Raw -12312.769996 + Penalty 962.312770 = -11350.457226 nChanged 46 SP:Iteration 1F (71.597044 sec): 3 clusters Score: Raw -12364.313249 + Penalty 964.070895 = -11400.242354 nChanged 18 SP:Iteration 2F (71.597645 sec): 3 clusters Score: Raw -12385.183628 + Penalty 964.022385 = -11421.161243 nChanged 12 SP:Iteration 3F (71.598226 sec): 3 clusters Score: Raw -12399.173725 + Penalty 963.856393 = -11435.317332 nChanged 8 SP:Iteration 4Q (71.598798 sec): 3 clusters Score: Raw -12408.514336 + Penalty 962.076412 = -11446.437924 nChanged 2 SP:Iteration 5Q (71.599369 sec): 3 clusters Score: Raw -12412.631323 + Penalty 961.309879 = -11451.321444 nChanged 2 SP:Iteration 6Q (71.599938 sec): 3 clusters Score: Raw -12414.581758 + Penalty 962.230116 = -11452.351642 nChanged 1 SP:Iteration 7Q (71.600508 sec): 3 clusters Score: Raw -12414.903786 + Penalty 964.043068 = -11450.860718 nChanged 1 SP:Iteration 8F (71.601090 sec): 3 clusters Score: Raw -12415.690195 + Penalty 968.197184 = -11447.493011 nChanged 2 SP:Iteration 9F (71.601671 sec): 3 clusters Score: Raw -12417.265046 + Penalty 972.920445 = -11444.344600 nChanged 3 SP:Iteration 10F (71.602252 sec): 3 clusters Score: Raw -12418.655122 + Penalty 974.674038 = -11443.981083 nChanged 3 SP:Iteration 11F (71.602865 sec): 3 clusters Score: Raw -12421.593479 + Penalty 977.775448 = -11443.818032 nChanged 2 SP:Iteration 12F (71.604525 sec): 3 clusters Score: Raw -12422.927587 + Penalty 983.480230 = -11439.447357 nChanged 6 SP:Iteration 13F (71.606005 sec): 3 clusters Score: Raw -12430.256551 + Penalty 995.304544 = -11434.952006 nChanged 5 SP:Iteration 14F (71.607214 sec): 3 clusters Score: Raw -12436.011399 + Penalty 1003.027385 = -11432.984014 nChanged 3 SP:Iteration 15F (71.608418 sec): 3 clusters Score: Raw -12440.819491 + Penalty 1015.100080 = -11425.719411 nChanged 3 SP:Iteration 16F (71.609625 sec): 3 clusters Score: Raw -12446.697905 + Penalty 1022.053007 = -11424.644898 nChanged 2 SP:Iteration 17F (71.610595 sec): 3 clusters Score: Raw -12450.011376 + Penalty 1032.064192 = -11417.947185 nChanged 1 SP:Iteration 18F (71.611435 sec): 3 clusters Score: Raw -12452.952511 + Penalty 1038.504670 = -11414.447841 nChanged 1 SP:Iteration 19F (71.612393 sec): 3 clusters Score: Raw -12457.968140 + Penalty 1038.504670 = -11419.463470 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 43 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.613047 sec): 2 clusters Score: Raw -248.634373 + Penalty 127.710008 = -120.924365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.613359 sec): 3 clusters Score: Raw -242.802198 + Penalty 272.542727 = 29.740529 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 44 (223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.614805 sec): 2 clusters Score: Raw -9600.186435 + Penalty 709.527339 = -8890.659096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.615643 sec): 3 clusters Score: Raw -9691.930907 + Penalty 1417.779012 = -8274.151894 nChanged 32 SP:Iteration 1F (71.616413 sec): 3 clusters Score: Raw -9764.904105 + Penalty 1417.683075 = -8347.221030 nChanged 9 SP:Iteration 2Q (71.616996 sec): 3 clusters Score: Raw -9785.036260 + Penalty 1417.216615 = -8367.819644 nChanged 3 SP:Iteration 3Q (71.617573 sec): 3 clusters Score: Raw -9789.076588 + Penalty 1417.216615 = -8371.859973 nChanged 0 SP:Iteration 4F (71.618185 sec): 3 clusters Score: Raw -9789.076588 + Penalty 1417.216615 = -8371.859973 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 45 (308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.619509 sec): 2 clusters Score: Raw -18035.763815 + Penalty 449.554749 = -17586.209066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.620260 sec): 3 clusters Score: Raw -17901.117634 + Penalty 908.669560 = -16992.448074 nChanged 74 SP:Iteration 1F (71.620999 sec): 3 clusters Score: Raw -17980.958161 + Penalty 932.848993 = -17048.109168 nChanged 37 SP:Iteration 2F (71.621734 sec): 3 clusters Score: Raw -18034.065976 + Penalty 939.568937 = -17094.497039 nChanged 18 SP:Iteration 3F (71.622468 sec): 3 clusters Score: Raw -18060.779963 + Penalty 946.533170 = -17114.246793 nChanged 12 SP:Iteration 4Q (71.623191 sec): 3 clusters Score: Raw -18075.153420 + Penalty 953.133988 = -17122.019432 nChanged 6 SP:Iteration 5Q (71.623901 sec): 3 clusters Score: Raw -18083.436435 + Penalty 953.977070 = -17129.459365 nChanged 2 SP:Iteration 6Q (71.624601 sec): 3 clusters Score: Raw -18084.721090 + Penalty 953.977070 = -17130.744019 nChanged 0 SP:Iteration 7F (71.625334 sec): 3 clusters Score: Raw -18084.721090 + Penalty 953.977070 = -17130.744019 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 46 (277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.626686 sec): 2 clusters Score: Raw -16230.549908 + Penalty 603.396435 = -15627.153473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.627386 sec): 3 clusters Score: Raw -16154.254673 + Penalty 1217.562937 = -14936.691736 nChanged 59 SP:Iteration 1F (71.628105 sec): 3 clusters Score: Raw -16247.421783 + Penalty 1228.897465 = -15018.524318 nChanged 15 SP:Iteration 2F (71.628788 sec): 3 clusters Score: Raw -16269.055391 + Penalty 1238.546872 = -15030.508518 nChanged 11 SP:Iteration 3Q (71.629454 sec): 3 clusters Score: Raw -16285.278994 + Penalty 1244.925840 = -15040.353154 nChanged 6 SP:Iteration 4Q (71.630115 sec): 3 clusters Score: Raw -16294.407464 + Penalty 1249.184762 = -15045.222702 nChanged 4 SP:Iteration 5Q (71.630771 sec): 3 clusters Score: Raw -16302.864295 + Penalty 1252.746008 = -15050.118287 nChanged 3 SP:Iteration 6Q (71.631424 sec): 3 clusters Score: Raw -16310.774472 + Penalty 1255.120503 = -15055.653969 nChanged 1 SP:Iteration 7Q (71.632070 sec): 3 clusters Score: Raw -16311.209389 + Penalty 1255.120503 = -15056.088886 nChanged 0 SP:Iteration 8F (71.632750 sec): 3 clusters Score: Raw -16311.209389 + Penalty 1255.120503 = -15056.088886 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 49 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.633362 sec): 2 clusters Score: Raw -2219.060295 + Penalty 361.945627 = -1857.114668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.633655 sec): 3 clusters Score: Raw -2282.032968 + Penalty 727.212646 = -1554.820322 nChanged 2 SP:Iteration 1Q (71.633930 sec): 3 clusters Score: Raw -2290.421481 + Penalty 727.212646 = -1563.208834 nChanged 0 SP:Iteration 2F (71.634208 sec): 3 clusters Score: Raw -2290.421481 + Penalty 727.212646 = -1563.208834 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 50 (168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.635121 sec): 2 clusters Score: Raw -8830.048792 + Penalty 594.731312 = -8235.317480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.635640 sec): 3 clusters Score: Raw -8861.473084 + Penalty 1192.351592 = -7669.121492 nChanged 29 SP:Iteration 1F (71.636151 sec): 3 clusters Score: Raw -8919.653391 + Penalty 1200.826687 = -7718.826704 nChanged 11 SP:Iteration 2F (71.636659 sec): 3 clusters Score: Raw -8938.268762 + Penalty 1202.775468 = -7735.493294 nChanged 2 SP:Iteration 3Q (71.637151 sec): 3 clusters Score: Raw -8940.364631 + Penalty 1206.287554 = -7734.077077 nChanged 4 SP:Iteration 4F (71.637660 sec): 3 clusters Score: Raw -8946.500239 + Penalty 1212.965931 = -7733.534308 nChanged 2 SP:Iteration 5F (71.638169 sec): 3 clusters Score: Raw -8950.379792 + Penalty 1216.787251 = -7733.592541 nChanged 1 SP:Iteration 6Q (71.638660 sec): 3 clusters Score: Raw -8956.178943 + Penalty 1219.643369 = -7736.535574 nChanged 1 SP:Iteration 7Q (71.639152 sec): 3 clusters Score: Raw -8963.870802 + Penalty 1222.800598 = -7741.070204 nChanged 1 SP:Iteration 8Q (71.639646 sec): 3 clusters Score: Raw -8966.671803 + Penalty 1222.800598 = -7743.871204 nChanged 0 SP:Iteration 9F (71.640156 sec): 3 clusters Score: Raw -8966.671803 + Penalty 1222.800598 = -7743.871204 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 51 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.640774 sec): 2 clusters Score: Raw -2685.253493 + Penalty 246.292991 = -2438.960502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.641072 sec): 3 clusters Score: Raw -2699.242265 + Penalty 492.585981 = -2206.656283 nChanged 5 SP:Iteration 1F (71.641367 sec): 3 clusters Score: Raw -2718.029481 + Penalty 492.861298 = -2225.168182 nChanged 3 SP:Iteration 2F (71.641661 sec): 3 clusters Score: Raw -2727.738401 + Penalty 492.934170 = -2234.804230 nChanged 2 SP:Iteration 3Q (71.641948 sec): 3 clusters Score: Raw -2730.618514 + Penalty 496.804325 = -2233.814189 nChanged 2 SP:Iteration 4F (71.642241 sec): 3 clusters Score: Raw -2733.711635 + Penalty 502.654089 = -2231.057546 nChanged 2 SP:Iteration 5F (71.642532 sec): 3 clusters Score: Raw -2736.388089 + Penalty 501.833069 = -2234.555021 nChanged 1 SP:Iteration 6Q (71.642842 sec): 3 clusters Score: Raw -2740.293002 + Penalty 501.833069 = -2238.459934 nChanged 0 SP:Iteration 7F (71.643133 sec): 3 clusters Score: Raw -2740.293002 + Penalty 501.833069 = -2238.459934 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 52 (168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.644034 sec): 2 clusters Score: Raw -10813.173881 + Penalty 689.093625 = -10124.080256 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.644551 sec): 3 clusters Score: Raw -10816.786084 + Penalty 1379.408432 = -9437.377652 nChanged 20 SP:Iteration 1F (71.645062 sec): 3 clusters Score: Raw -10853.596742 + Penalty 1378.590603 = -9475.006139 nChanged 11 SP:Iteration 2F (71.645571 sec): 3 clusters Score: Raw -10880.266893 + Penalty 1380.191754 = -9500.075139 nChanged 3 SP:Iteration 3Q (71.646064 sec): 3 clusters Score: Raw -10886.591717 + Penalty 1381.697450 = -9504.894268 nChanged 4 SP:Iteration 4Q (71.646556 sec): 3 clusters Score: Raw -10894.061652 + Penalty 1381.505626 = -9512.556026 nChanged 3 SP:Iteration 5Q (71.647047 sec): 3 clusters Score: Raw -10898.586219 + Penalty 1383.141013 = -9515.445206 nChanged 3 SP:Iteration 6Q (71.647536 sec): 3 clusters Score: Raw -10907.985145 + Penalty 1383.604087 = -9524.381058 nChanged 1 SP:Iteration 7Q (71.648020 sec): 3 clusters Score: Raw -10909.171661 + Penalty 1383.604087 = -9525.567573 nChanged 0 SP:Iteration 8F (71.648529 sec): 3 clusters Score: Raw -10909.171661 + Penalty 1383.604087 = -9525.567573 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 53 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.649076 sec): 2 clusters Score: Raw -1860.509203 + Penalty 181.437153 = -1679.072051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.649344 sec): 3 clusters Score: Raw -1864.956938 + Penalty 362.420945 = -1502.535993 nChanged 4 SP:Iteration 1F (71.649610 sec): 3 clusters Score: Raw -1874.284166 + Penalty 362.621847 = -1511.662319 nChanged 1 SP:Iteration 2Q (71.649874 sec): 3 clusters Score: Raw -1874.886449 + Penalty 362.621847 = -1512.264602 nChanged 0 SP:Iteration 3F (71.650141 sec): 3 clusters Score: Raw -1874.886449 + Penalty 362.621847 = -1512.264602 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 54 (210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.651118 sec): 2 clusters Score: Raw -11966.424024 + Penalty 864.367888 = -11102.056135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.651714 sec): 3 clusters Score: Raw -12064.090560 + Penalty 1729.039960 = -10335.050600 nChanged 32 SP:Iteration 1F (71.652296 sec): 3 clusters Score: Raw -12167.881278 + Penalty 1729.012681 = -10438.868596 nChanged 7 SP:Iteration 2Q (71.652834 sec): 3 clusters Score: Raw -12213.979741 + Penalty 1729.190515 = -10484.789226 nChanged 6 SP:Iteration 3Q (71.653371 sec): 3 clusters Score: Raw -12230.104107 + Penalty 1729.237990 = -10500.866117 nChanged 2 SP:Iteration 4Q (71.653931 sec): 3 clusters Score: Raw -12232.575841 + Penalty 1729.237990 = -10503.337851 nChanged 0 SP:Iteration 5F (71.654512 sec): 3 clusters Score: Raw -12232.575841 + Penalty 1729.237990 = -10503.337851 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 55 (88 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.655385 sec): 2 clusters Score: Raw -4854.859325 + Penalty 605.324628 = -4249.534697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.655759 sec): 3 clusters Score: Raw -4910.762341 + Penalty 1213.782163 = -3696.980178 nChanged 2 SP:Iteration 1Q (71.656117 sec): 3 clusters Score: Raw -4918.614662 + Penalty 1213.422555 = -3705.192108 nChanged 1 SP:Iteration 2Q (71.656471 sec): 3 clusters Score: Raw -4922.783530 + Penalty 1213.422555 = -3709.360976 nChanged 0 SP:Iteration 3F (71.656861 sec): 3 clusters Score: Raw -4922.783530 + Penalty 1213.422555 = -3709.360976 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 57 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.657906 sec): 2 clusters Score: Raw -6053.003043 + Penalty 200.934284 = -5852.068759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.658340 sec): 3 clusters Score: Raw -6060.446194 + Penalty 393.914726 = -5666.531468 nChanged 35 SP:Iteration 1F (71.658762 sec): 3 clusters Score: Raw -6127.973516 + Penalty 390.443384 = -5737.530132 nChanged 6 SP:Iteration 2Q (71.659169 sec): 3 clusters Score: Raw -6138.313827 + Penalty 390.080844 = -5748.232983 nChanged 2 SP:Iteration 3Q (71.659575 sec): 3 clusters Score: Raw -6141.878793 + Penalty 389.393980 = -5752.484813 nChanged 1 SP:Iteration 4Q (71.659980 sec): 3 clusters Score: Raw -6142.890576 + Penalty 388.680920 = -5754.209657 nChanged 1 SP:Iteration 5Q (71.660385 sec): 3 clusters Score: Raw -6143.162177 + Penalty 388.680920 = -5754.481258 nChanged 0 SP:Iteration 6F (71.660803 sec): 3 clusters Score: Raw -6143.162177 + Penalty 388.680920 = -5754.481258 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 58 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.661359 sec): 2 clusters Score: Raw -1096.189233 + Penalty 205.479511 = -890.709722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.661608 sec): 3 clusters Score: Raw -1120.301742 + Penalty 411.666695 = -708.635047 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 60 (124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.662690 sec): 2 clusters Score: Raw -8094.040485 + Penalty 560.140636 = -7533.899849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.663124 sec): 3 clusters Score: Raw -8080.578299 + Penalty 1120.050459 = -6960.527840 nChanged 11 SP:Iteration 1F (71.663546 sec): 3 clusters Score: Raw -8097.964079 + Penalty 1120.757984 = -6977.206095 nChanged 7 SP:Iteration 2F (71.663967 sec): 3 clusters Score: Raw -8111.510483 + Penalty 1122.922744 = -6988.587739 nChanged 4 SP:Iteration 3Q (71.664392 sec): 3 clusters Score: Raw -8119.239768 + Penalty 1121.240142 = -6997.999626 nChanged 3 SP:Iteration 4Q (71.664809 sec): 3 clusters Score: Raw -8132.925000 + Penalty 1120.794797 = -7012.130203 nChanged 1 SP:Iteration 5Q (71.665237 sec): 3 clusters Score: Raw -8134.047397 + Penalty 1122.068561 = -7011.978836 nChanged 1 SP:Iteration 6F (71.665664 sec): 3 clusters Score: Raw -8135.559958 + Penalty 1122.068561 = -7013.491397 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 64 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.666484 sec): 2 clusters Score: Raw -1278.653530 + Penalty 244.829802 = -1033.823728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.666735 sec): 3 clusters Score: Raw -1302.172413 + Penalty 460.684505 = -841.487907 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 65 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.667291 sec): 2 clusters Score: Raw -1724.050702 + Penalty 243.974025 = -1480.076677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.667565 sec): 3 clusters Score: Raw -1789.199416 + Penalty 488.836173 = -1300.363243 nChanged 1 SP:Iteration 1Q (71.667827 sec): 3 clusters Score: Raw -1793.545024 + Penalty 488.836173 = -1304.708851 nChanged 0 SP:Iteration 2F (71.668097 sec): 3 clusters Score: Raw -1793.545024 + Penalty 488.836173 = -1304.708851 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 67 (708 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.671832 sec): 2 clusters Score: Raw -43813.154043 + Penalty 858.161200 = -42954.992844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.673327 sec): 3 clusters Score: Raw -43533.106360 + Penalty 1721.032695 = -41812.073665 nChanged 212 SP:Iteration 1F (71.674775 sec): 3 clusters Score: Raw -43728.540440 + Penalty 1725.954640 = -42002.585801 nChanged 50 SP:Iteration 2F (71.676244 sec): 3 clusters Score: Raw -43780.646148 + Penalty 1730.626585 = -42050.019562 nChanged 34 SP:Iteration 3Q (71.677669 sec): 3 clusters Score: Raw -43814.680892 + Penalty 1734.097881 = -42080.583011 nChanged 21 SP:Iteration 4Q (71.679074 sec): 3 clusters Score: Raw -43834.916454 + Penalty 1737.189168 = -42097.727286 nChanged 15 SP:Iteration 5Q (71.680461 sec): 3 clusters Score: Raw -43846.852909 + Penalty 1740.433091 = -42106.419818 nChanged 16 SP:Iteration 6Q (71.681843 sec): 3 clusters Score: Raw -43865.935090 + Penalty 1745.761096 = -42120.173994 nChanged 15 SP:Iteration 7Q (71.683226 sec): 3 clusters Score: Raw -43883.889708 + Penalty 1749.793127 = -42134.096581 nChanged 15 SP:Iteration 8Q (71.684604 sec): 3 clusters Score: Raw -43902.275439 + Penalty 1755.771429 = -42146.504010 nChanged 12 SP:Iteration 9Q (71.686009 sec): 3 clusters Score: Raw -43919.154241 + Penalty 1759.892743 = -42159.261498 nChanged 14 SP:Iteration 10F (71.687433 sec): 3 clusters Score: Raw -43934.208368 + Penalty 1765.452742 = -42168.755627 nChanged 14 SP:Iteration 11Q (71.688818 sec): 3 clusters Score: Raw -43950.744336 + Penalty 1767.257796 = -42183.486541 nChanged 7 SP:Iteration 12Q (71.690273 sec): 3 clusters Score: Raw -43960.482938 + Penalty 1767.029817 = -42193.453121 nChanged 3 SP:Iteration 13Q (71.691628 sec): 3 clusters Score: Raw -43964.539532 + Penalty 1767.536451 = -42197.003080 nChanged 3 SP:Iteration 14Q (71.692978 sec): 3 clusters Score: Raw -43967.628501 + Penalty 1768.404194 = -42199.224308 nChanged 2 SP:Iteration 15Q (71.694308 sec): 3 clusters Score: Raw -43969.433803 + Penalty 1768.404194 = -42201.029610 nChanged 0 SP:Iteration 16F (71.695759 sec): 3 clusters Score: Raw -43969.433803 + Penalty 1768.404194 = -42201.029610 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 68 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.696537 sec): 2 clusters Score: Raw -738.301869 + Penalty 242.539125 = -495.762744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.696778 sec): 3 clusters Score: Raw -744.813462 + Penalty 500.819832 = -243.993630 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 72 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.697284 sec): 2 clusters Score: Raw -766.312498 + Penalty 284.856034 = -481.456464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.697520 sec): 3 clusters Score: Raw -859.824955 + Penalty 546.345183 = -313.479773 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 73 (638 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.699849 sec): 2 clusters Score: Raw -39291.883716 + Penalty 747.127463 = -38544.756254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.701214 sec): 3 clusters Score: Raw -39043.293521 + Penalty 1499.694875 = -37543.598646 nChanged 195 SP:Iteration 1F (71.702523 sec): 3 clusters Score: Raw -39223.185875 + Penalty 1501.161595 = -37722.024280 nChanged 59 SP:Iteration 2F (71.703842 sec): 3 clusters Score: Raw -39296.989200 + Penalty 1501.256936 = -37795.732264 nChanged 39 SP:Iteration 3F (71.705150 sec): 3 clusters Score: Raw -39350.869021 + Penalty 1499.335750 = -37851.533271 nChanged 25 SP:Iteration 4Q (71.706443 sec): 3 clusters Score: Raw -39390.164291 + Penalty 1498.640048 = -37891.524243 nChanged 17 SP:Iteration 5Q (71.707744 sec): 3 clusters Score: Raw -39416.803688 + Penalty 1497.461453 = -37919.342235 nChanged 17 SP:Iteration 6Q (71.709010 sec): 3 clusters Score: Raw -39441.997430 + Penalty 1496.655623 = -37945.341808 nChanged 16 SP:Iteration 7Q (71.710294 sec): 3 clusters Score: Raw -39472.769714 + Penalty 1497.545211 = -37975.224503 nChanged 16 SP:Iteration 8Q (71.711525 sec): 3 clusters Score: Raw -39499.609797 + Penalty 1497.415119 = -38002.194678 nChanged 10 SP:Iteration 9Q (71.712736 sec): 3 clusters Score: Raw -39523.877906 + Penalty 1498.208159 = -38025.669747 nChanged 14 SP:Iteration 10F (71.714048 sec): 3 clusters Score: Raw -39551.050146 + Penalty 1497.718823 = -38053.331323 nChanged 10 SP:Iteration 11Q (71.715237 sec): 3 clusters Score: Raw -39570.396937 + Penalty 1497.897956 = -38072.498981 nChanged 3 SP:Iteration 12Q (71.716391 sec): 3 clusters Score: Raw -39572.888124 + Penalty 1497.897956 = -38074.990168 nChanged 0 SP:Iteration 13F (71.717760 sec): 3 clusters Score: Raw -39572.888124 + Penalty 1497.897956 = -38074.990168 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 74 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.718257 sec): 2 clusters Score: Raw -240.581645 + Penalty 124.071095 = -116.510549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.718471 sec): 3 clusters Score: Raw -240.817834 + Penalty 248.142191 = 7.324357 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 76 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.719066 sec): 2 clusters Score: Raw -2154.986854 + Penalty 267.290394 = -1887.696460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.719363 sec): 3 clusters Score: Raw -2182.573247 + Penalty 556.368019 = -1626.205228 nChanged 3 SP:Iteration 1F (71.719652 sec): 3 clusters Score: Raw -2203.680776 + Penalty 556.368019 = -1647.312757 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 78 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.720199 sec): 2 clusters Score: Raw -1882.019827 + Penalty 310.311154 = -1571.708673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.720465 sec): 3 clusters Score: Raw -1899.178268 + Penalty 617.091541 = -1282.086727 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 79 (965 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.725386 sec): 2 clusters Score: Raw -57378.051227 + Penalty 301.173476 = -57076.877751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.727267 sec): 3 clusters Score: Raw -56812.449719 + Penalty 609.870878 = -56202.578840 nChanged 373 SP:Iteration 1F (71.729120 sec): 3 clusters Score: Raw -57070.916574 + Penalty 626.137357 = -56444.779217 nChanged 134 SP:Iteration 2F (71.730997 sec): 3 clusters Score: Raw -57199.325021 + Penalty 648.316892 = -56551.008129 nChanged 95 SP:Iteration 3F (71.732893 sec): 3 clusters Score: Raw -57301.175396 + Penalty 663.080450 = -56638.094946 nChanged 46 SP:Iteration 4Q (71.734778 sec): 3 clusters Score: Raw -57354.087909 + Penalty 670.252587 = -56683.835322 nChanged 32 SP:Iteration 5Q (71.736534 sec): 3 clusters Score: Raw -57378.247948 + Penalty 675.497471 = -56702.750478 nChanged 11 SP:Iteration 6Q (71.738266 sec): 3 clusters Score: Raw -57384.582790 + Penalty 678.193879 = -56706.388911 nChanged 10 SP:Iteration 7Q (71.739988 sec): 3 clusters Score: Raw -57390.586770 + Penalty 681.357901 = -56709.228869 nChanged 11 SP:Iteration 8Q (71.741684 sec): 3 clusters Score: Raw -57394.781999 + Penalty 682.438758 = -56712.343241 nChanged 7 SP:Iteration 9Q (71.743398 sec): 3 clusters Score: Raw -57397.612994 + Penalty 684.526197 = -56713.086797 nChanged 5 SP:Iteration 10F (71.745253 sec): 3 clusters Score: Raw -57398.771832 + Penalty 687.326245 = -56711.445587 nChanged 4 SP:Iteration 11F (71.747136 sec): 3 clusters Score: Raw -57401.341754 + Penalty 688.367396 = -56712.974358 nChanged 7 SP:Iteration 12Q (71.748812 sec): 3 clusters Score: Raw -57406.523233 + Penalty 691.298942 = -56715.224291 nChanged 4 SP:Iteration 13Q (71.750588 sec): 3 clusters Score: Raw -57407.953194 + Penalty 694.924668 = -56713.028526 nChanged 4 SP:Iteration 14F (71.752488 sec): 3 clusters Score: Raw -57409.552155 + Penalty 697.726740 = -56711.825415 nChanged 5 SP:Iteration 15F (71.754377 sec): 3 clusters Score: Raw -57411.583902 + Penalty 703.939898 = -56707.644003 nChanged 7 SP:Iteration 16F (71.756238 sec): 3 clusters Score: Raw -57415.145527 + Penalty 708.213290 = -56706.932237 nChanged 6 SP:Iteration 17F (71.758087 sec): 3 clusters Score: Raw -57418.207288 + Penalty 713.594366 = -56704.612921 nChanged 7 SP:Iteration 18F (71.759933 sec): 3 clusters Score: Raw -57422.140906 + Penalty 715.324411 = -56706.816495 nChanged 6 SP:Iteration 19Q (71.761549 sec): 3 clusters Score: Raw -57424.416053 + Penalty 716.484466 = -56707.931587 nChanged 2 SP:Iteration 20F (71.763399 sec): 3 clusters Score: Raw -57424.929406 + Penalty 717.674253 = -56707.255153 nChanged 1 SP:Iteration 21F (71.765247 sec): 3 clusters Score: Raw -57425.093570 + Penalty 718.732837 = -56706.360733 nChanged 1 SP:Iteration 22F (71.767126 sec): 3 clusters Score: Raw -57425.326159 + Penalty 719.383148 = -56705.943011 nChanged 2 SP:Iteration 23F (71.769026 sec): 3 clusters Score: Raw -57426.079131 + Penalty 720.824992 = -56705.254139 nChanged 4 SP:Iteration 24F (71.770925 sec): 3 clusters Score: Raw -57428.207675 + Penalty 722.703393 = -56705.504282 nChanged 3 SP:Iteration 25Q (71.772559 sec): 3 clusters Score: Raw -57430.192231 + Penalty 725.254574 = -56704.937657 nChanged 3 SP:Iteration 26F (71.774451 sec): 3 clusters Score: Raw -57430.892424 + Penalty 727.741204 = -56703.151220 nChanged 2 SP:Iteration 27F (71.776334 sec): 3 clusters Score: Raw -57432.468423 + Penalty 729.198900 = -56703.269523 nChanged 1 SP:Iteration 28Q (71.777939 sec): 3 clusters Score: Raw -57432.845160 + Penalty 729.198900 = -56703.646260 nChanged 0 SP:Iteration 29F (71.779789 sec): 3 clusters Score: Raw -57432.845160 + Penalty 729.198900 = -56703.646260 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 80 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.782550 sec): 2 clusters Score: Raw -638.179030 + Penalty 163.168063 = -475.010968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.782804 sec): 3 clusters Score: Raw -696.969269 + Penalty 330.112859 = -366.856410 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 81 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.783520 sec): 2 clusters Score: Raw -3909.569007 + Penalty 221.412199 = -3688.156808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.783897 sec): 3 clusters Score: Raw -3942.399600 + Penalty 646.520275 = -3295.879325 nChanged 22 SP:Iteration 1F (71.784267 sec): 3 clusters Score: Raw -4023.825379 + Penalty 702.513684 = -3321.311695 nChanged 5 SP:Iteration 2F (71.784636 sec): 3 clusters Score: Raw -4064.692129 + Penalty 702.513684 = -3362.178445 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 82 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.785191 sec): 2 clusters Score: Raw -1729.998065 + Penalty 388.785136 = -1341.212929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.785465 sec): 3 clusters Score: Raw -1837.092360 + Penalty 784.999998 = -1052.092362 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 85 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.785947 sec): 2 clusters Score: Raw -494.730681 + Penalty 185.809241 = -308.921441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.786170 sec): 3 clusters Score: Raw -499.045304 + Penalty 368.243478 = -130.801827 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 89 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.786864 sec): 2 clusters Score: Raw -4345.357124 + Penalty 429.977264 = -3915.379860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.787213 sec): 3 clusters Score: Raw -4362.876625 + Penalty 859.112095 = -3503.764530 nChanged 6 SP:Iteration 1F (71.787555 sec): 3 clusters Score: Raw -4376.548057 + Penalty 860.849406 = -3515.698650 nChanged 1 SP:Iteration 2Q (71.787888 sec): 3 clusters Score: Raw -4377.584498 + Penalty 860.849406 = -3516.735092 nChanged 0 SP:Iteration 3F (71.788228 sec): 3 clusters Score: Raw -4377.584498 + Penalty 860.849406 = -3516.735092 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 90 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.788751 sec): 2 clusters Score: Raw -1309.473008 + Penalty 272.232175 = -1037.240833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.789002 sec): 3 clusters Score: Raw -1334.473975 + Penalty 548.256373 = -786.217602 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 91 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.789594 sec): 2 clusters Score: Raw -3139.174569 + Penalty 398.514469 = -2740.660099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.789897 sec): 3 clusters Score: Raw -3150.091492 + Penalty 796.199159 = -2353.892333 nChanged 2 SP:Iteration 1Q (71.790192 sec): 3 clusters Score: Raw -3155.553720 + Penalty 798.045994 = -2357.507726 nChanged 1 SP:Iteration 2Q (71.790485 sec): 3 clusters Score: Raw -3158.521562 + Penalty 798.045994 = -2360.475568 nChanged 0 SP:Iteration 3F (71.790783 sec): 3 clusters Score: Raw -3158.521562 + Penalty 798.045994 = -2360.475568 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 92 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.791282 sec): 2 clusters Score: Raw -793.229673 + Penalty 272.075363 = -521.154311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.791516 sec): 3 clusters Score: Raw -836.367974 + Penalty 534.130213 = -302.237761 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 105 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.791996 sec): 2 clusters Score: Raw -345.998735 + Penalty 56.955916 = -289.042819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.792213 sec): 3 clusters Score: Raw -369.372894 + Penalty 105.370461 = -264.002433 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 106 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.792748 sec): 2 clusters Score: Raw -1813.240212 + Penalty 147.920397 = -1665.319815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.792993 sec): 3 clusters Score: Raw -1819.415216 + Penalty 297.385351 = -1522.029865 nChanged 2 SP:Iteration 1F (71.793232 sec): 3 clusters Score: Raw -1820.535098 + Penalty 297.385351 = -1523.149747 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 (71.793703 sec): 2 clusters Score: Raw -231.077510 + Penalty 103.640782 = -127.436728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.793899 sec): 2 clusters Score: Raw -231.077510 + Penalty 103.640782 = -127.436728 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 110 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.794382 sec): 2 clusters Score: Raw -501.279829 + Penalty 195.018353 = -306.261477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.794603 sec): 3 clusters Score: Raw -501.451423 + Penalty 390.036705 = -111.414718 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 114 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.795137 sec): 2 clusters Score: Raw -1168.543112 + Penalty 247.123071 = -921.420042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.795387 sec): 3 clusters Score: Raw -1216.847356 + Penalty 494.246141 = -722.601215 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 116 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.795903 sec): 2 clusters Score: Raw -1024.253772 + Penalty 211.399487 = -812.854285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.796151 sec): 3 clusters Score: Raw -1072.851658 + Penalty 425.993828 = -646.857830 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 (71.796615 sec): 2 clusters Score: Raw -124.121172 + Penalty 61.332635 = -62.788537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.796809 sec): 2 clusters Score: Raw -124.121172 + Penalty 61.332635 = -62.788537 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 122 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.797308 sec): 2 clusters Score: Raw -813.810479 + Penalty 261.511878 = -552.298601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.797544 sec): 3 clusters Score: Raw -856.468929 + Penalty 526.237322 = -330.231608 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 126 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.798052 sec): 2 clusters Score: Raw -1036.393144 + Penalty 254.021538 = -782.371606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.798294 sec): 3 clusters Score: Raw -1058.412641 + Penalty 509.968353 = -548.444288 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 127 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.798781 sec): 2 clusters Score: Raw -621.619631 + Penalty 170.896962 = -450.722669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.799011 sec): 3 clusters Score: Raw -630.976387 + Penalty 343.421780 = -287.554608 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 128 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.799499 sec): 2 clusters Score: Raw -632.101083 + Penalty 198.088022 = -434.013061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.799728 sec): 3 clusters Score: Raw -648.679607 + Penalty 419.258848 = -229.420758 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 129 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.800194 sec): 2 clusters Score: Raw -178.138827 + Penalty 88.880192 = -89.258635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.800405 sec): 3 clusters Score: Raw -177.587316 + Penalty 163.943840 = -13.643477 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 130 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.800880 sec): 2 clusters Score: Raw -274.068142 + Penalty 85.016705 = -189.051436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.801099 sec): 3 clusters Score: Raw -277.403118 + Penalty 172.933342 = -104.469776 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 132 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.801594 sec): 2 clusters Score: Raw -702.916620 + Penalty 199.346873 = -503.569746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.801827 sec): 3 clusters Score: Raw -725.000042 + Penalty 400.176156 = -324.823887 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 134 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.802322 sec): 2 clusters Score: Raw -446.334957 + Penalty 181.446956 = -264.888001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.802541 sec): 3 clusters Score: Raw -446.355876 + Penalty 343.088254 = -103.267623 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 138 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.803055 sec): 2 clusters Score: Raw -1156.909635 + Penalty 290.616048 = -866.293587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.803301 sec): 3 clusters Score: Raw -1184.725221 + Penalty 585.183587 = -599.541634 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 140 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.803800 sec): 2 clusters Score: Raw -912.385262 + Penalty 251.764392 = -660.620870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.804037 sec): 3 clusters Score: Raw -931.571948 + Penalty 510.425355 = -421.146593 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 (71.804495 sec): 2 clusters Score: Raw -59.413676 + Penalty 0.000000 = -59.413676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.804683 sec): 2 clusters Score: Raw -59.413676 + Penalty 0.000000 = -59.413676 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 151 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.805153 sec): 2 clusters Score: Raw -241.010892 + Penalty 108.486773 = -132.524118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.805367 sec): 3 clusters Score: Raw -237.992788 + Penalty 202.858495 = -35.134293 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 156 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.805856 sec): 2 clusters Score: Raw -710.082634 + Penalty 215.022139 = -495.060495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.806084 sec): 3 clusters Score: Raw -704.152735 + Penalty 458.088127 = -246.064608 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 157 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.806574 sec): 2 clusters Score: Raw -656.803023 + Penalty 202.563330 = -454.239693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.806802 sec): 3 clusters Score: Raw -681.297895 + Penalty 403.834934 = -277.462962 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 158 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.807280 sec): 2 clusters Score: Raw -430.748827 + Penalty 153.363899 = -277.384929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.807501 sec): 3 clusters Score: Raw -451.591367 + Penalty 306.727797 = -144.863570 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 171 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.807993 sec): 2 clusters Score: Raw -642.087823 + Penalty 87.695554 = -554.392269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.808226 sec): 3 clusters Score: Raw -654.484012 + Penalty 177.938050 = -476.545962 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 175 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.808711 sec): 2 clusters Score: Raw -541.612823 + Penalty 201.915430 = -339.697393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.808936 sec): 3 clusters Score: Raw -551.905369 + Penalty 433.804678 = -118.100691 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 177 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.809436 sec): 2 clusters Score: Raw -584.672365 + Penalty 230.082718 = -354.589647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.809663 sec): 3 clusters Score: Raw -607.041882 + Penalty 500.572656 = -106.469226 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 181 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.810135 sec): 2 clusters Score: Raw -313.540670 + Penalty 153.694691 = -159.845979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.810348 sec): 3 clusters Score: Raw -309.223982 + Penalty 286.559454 = -22.664528 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 (71.810816 sec): 2 clusters Score: Raw -182.961550 + Penalty 100.630950 = -82.330600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.811027 sec): 3 clusters Score: Raw -177.879822 + Penalty 200.585160 = 22.705338 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 185 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.811494 sec): 2 clusters Score: Raw -192.018144 + Penalty 99.016917 = -93.001227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.811704 sec): 3 clusters Score: Raw -182.538555 + Penalty 197.219050 = 14.680495 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 194 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.812169 sec): 2 clusters Score: Raw -121.411027 + Penalty 62.846031 = -58.564996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.812375 sec): 3 clusters Score: Raw -115.819142 + Penalty 125.692062 = 9.872920 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 195 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.812855 sec): 2 clusters Score: Raw -408.296053 + Penalty 168.581022 = -239.715031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.813079 sec): 3 clusters Score: Raw -413.849276 + Penalty 338.756085 = -75.093192 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 196 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.813540 sec): 2 clusters Score: Raw -59.472812 + Penalty 0.000000 = -59.472812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.813730 sec): 2 clusters Score: Raw -59.472812 + Penalty 0.000000 = -59.472812 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 202 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.814215 sec): 2 clusters Score: Raw -504.710694 + Penalty 192.555824 = -312.154870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.814438 sec): 3 clusters Score: Raw -526.025646 + Penalty 379.624627 = -146.401020 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 204 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.814907 sec): 2 clusters Score: Raw -236.262026 + Penalty 108.248785 = -128.013240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.815118 sec): 3 clusters Score: Raw -236.756297 + Penalty 195.967326 = -40.788971 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 215 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.815588 sec): 2 clusters Score: Raw -225.292119 + Penalty 128.970793 = -96.321326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.815803 sec): 3 clusters Score: Raw -225.276263 + Penalty 263.046900 = 37.770637 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 220 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.816282 sec): 2 clusters Score: Raw -121.287406 + Penalty 59.246330 = -62.041076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.816477 sec): 2 clusters Score: Raw -121.287406 + Penalty 59.246330 = -62.041076 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 224 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.816933 sec): 2 clusters Score: Raw -59.045912 + Penalty 0.000000 = -59.045912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.817119 sec): 2 clusters Score: Raw -59.045912 + Penalty 0.000000 = -59.045912 nChanged 0 Deleting Class 25 (28 points): Lose 214.709976 but Gain 1171.427358 Iteration 119Q (71.997063 sec): 103 clusters Score: Raw -1727602.021009 + Penalty 96206.694827 = -1631395.326183 nChanged 37 Deleting Class 92 (14 points): Lose 117.514633 but Gain 1075.228823 Iteration 120F (73.609417 sec): 102 clusters Score: Raw -1727547.050686 + Penalty 95194.418824 = -1632352.631862 nChanged 25 Deleting Class 177 (10 points): Lose 85.731124 but Gain 1042.146599 Iteration 121Q (73.770993 sec): 101 clusters Score: Raw -1727517.239270 + Penalty 94224.960755 = -1633292.278515 nChanged 19 Deleting Class 27 (17 points): Lose 126.852102 but Gain 1080.932144 Iteration 122Q (73.927684 sec): 100 clusters Score: Raw -1727436.973386 + Penalty 93184.679726 = -1634252.293660 nChanged 30 Deleting Class 196 (1 points): Lose 6.095041 but Gain 956.272796 Iteration 123Q (74.084007 sec): 99 clusters Score: Raw -1727488.508123 + Penalty 92250.230532 = -1635238.277591 nChanged 14 Deleting Class 182 (3 points): Lose 9.616928 but Gain 955.317264 Iteration 124Q (74.241338 sec): 98 clusters Score: Raw -1727499.409057 + Penalty 91307.607874 = -1636191.801182 nChanged 8 Deleting Class 148 (1 points): Lose 5.376021 but Gain 945.501689 Iteration 125Q (74.396396 sec): 97 clusters Score: Raw -1727505.422529 + Penalty 90366.458376 = -1637138.964154 nChanged 3 Deleting Class 68 (12 points): Lose 78.841688 but Gain 1017.963562 Iteration 126Q (74.552921 sec): 96 clusters Score: Raw -1727432.175038 + Penalty 89387.289393 = -1638044.885646 nChanged 12 Deleting Class 43 (4 points): Lose 25.445995 but Gain 960.793330 Iteration 127Q (74.705989 sec): 95 clusters Score: Raw -1727434.158551 + Penalty 88449.301523 = -1638984.857029 nChanged 5 Deleting Class 215 (4 points): Lose 34.795727 but Gain 970.278522 Iteration 128Q (74.859255 sec): 94 clusters Score: Raw -1727407.584279 + Penalty 87478.536516 = -1639929.047763 nChanged 4 Deleting Class 185 (3 points): Lose 7.859917 but Gain 939.994806 Iteration 129Q (75.009553 sec): 93 clusters Score: Raw -1727406.738846 + Penalty 86541.065580 = -1640865.673267 nChanged 4 Deleting Class 110 (8 points): Lose 49.334516 but Gain 978.113546 Iteration 130F (76.486644 sec): 92 clusters Score: Raw -1727366.018049 + Penalty 85565.594482 = -1641800.423567 nChanged 12 Deleting Class 194 (2 points): Lose 22.182027 but Gain 945.611837 Iteration 131Q (76.639934 sec): 91 clusters Score: Raw -1727369.069461 + Penalty 84624.784684 = -1642744.284777 nChanged 9 Deleting Class 122 (15 points): Lose 89.192198 but Gain 1007.152452 Iteration 132Q (76.789588 sec): 90 clusters Score: Raw -1727289.696123 + Penalty 83645.233929 = -1643644.462194 nChanged 18 Deleting Class 121 (2 points): Lose 7.142047 but Gain 922.840548 Iteration 133Q (76.940171 sec): 89 clusters Score: Raw -1727311.590765 + Penalty 82720.359303 = -1644591.231462 nChanged 4 Deleting Class 134 (7 points): Lose 58.333589 but Gain 972.495072 Iteration 134Q (77.088640 sec): 88 clusters Score: Raw -1727257.188906 + Penalty 81759.598079 = -1645497.590827 nChanged 9 Deleting Class 181 (5 points): Lose 84.759519 but Gain 995.967445 Iteration 135Q (77.236038 sec): 87 clusters Score: Raw -1727184.097672 + Penalty 80770.276160 = -1646413.821512 nChanged 5 Deleting Class 138 (20 points): Lose 101.856498 but Gain 1011.759054 Iteration 136Q (77.382722 sec): 86 clusters Score: Raw -1727092.158697 + Penalty 79780.829164 = -1647311.329533 nChanged 20 Deleting Class 74 (4 points): Lose 25.140383 but Gain 933.416911 Iteration 137Q (77.529511 sec): 85 clusters Score: Raw -1727099.417012 + Penalty 78885.880770 = -1648213.536242 nChanged 10 Deleting Class 175 (9 points): Lose 53.951042 but Gain 958.419335 Iteration 138Q (77.677287 sec): 84 clusters Score: Raw -1727057.098624 + Penalty 77931.087921 = -1649126.010703 nChanged 13 Deleting Class 156 (11 points): Lose 35.299841 but Gain 935.219323 Iteration 139Q (77.823718 sec): 83 clusters Score: Raw -1727038.703018 + Penalty 77008.297986 = -1650030.405032 nChanged 17 Deleting Class 55 (92 points): Lose 514.255704 but Gain 1409.279411 Iteration 140F (79.126406 sec): 82 clusters Score: Raw -1726542.177960 + Penalty 75672.247588 = -1650869.930372 nChanged 98 Deleting Class 72 (15 points): Lose 205.036209 but Gain 1097.057063 Iteration 141Q (79.274287 sec): 81 clusters Score: Raw -1726561.141459 + Penalty 74625.410455 = -1651935.731004 nChanged 51 Deleting Class 91 (48 points): Lose 187.768953 but Gain 1077.208024 Iteration 142Q (79.420424 sec): 80 clusters Score: Raw -1726456.216100 + Penalty 73594.438604 = -1652861.777495 nChanged 75 Deleting Class 49 (40 points): Lose 150.687919 but Gain 1038.336813 Iteration 143Q (79.566647 sec): 79 clusters Score: Raw -1726401.250733 + Penalty 72589.734745 = -1653811.515988 nChanged 66 Deleting Class 60 (124 points): Lose 329.768910 but Gain 1211.951326 Iteration 144Q (79.718780 sec): 78 clusters Score: Raw -1726164.568558 + Penalty 71422.288978 = -1654742.279580 nChanged 154 Deleting Class 85 (8 points): Lose 49.871748 but Gain 931.925293 Iteration 145Q (79.865489 sec): 77 clusters Score: Raw -1726371.168637 + Penalty 70540.372065 = -1655830.796572 nChanged 54 Deleting Class 195 (7 points): Lose 24.090720 but Gain 903.537963 Iteration 146Q (80.007879 sec): 76 clusters Score: Raw -1726400.287312 + Penalty 69659.412206 = -1656740.875107 nChanged 40 Deleting Class 140 (15 points): Lose 95.007711 but Gain 969.612266 Iteration 147Q (80.147356 sec): 75 clusters Score: Raw -1726334.503513 + Penalty 68771.657256 = -1657562.846258 nChanged 39 Deleting Class 220 (2 points): Lose 20.241616 but Gain 891.448988 Iteration 148Q (80.291246 sec): 74 clusters Score: Raw -1726375.020544 + Penalty 67886.775929 = -1658488.244615 nChanged 27 Deleting Class 90 (22 points): Lose 80.075391 but Gain 918.533476 Iteration 149Q (80.434858 sec): 73 clusters Score: Raw -1726314.540088 + Penalty 66976.100582 = -1659338.439505 nChanged 33 Deleting Class 78 (31 points): Lose 106.922692 but Gain 942.451955 Iteration 150F (81.598941 sec): 72 clusters Score: Raw -1726242.648546 + Penalty 66030.897677 = -1660211.750869 nChanged 40 Deleting Class 33 (57 points): Lose 688.239900 but Gain 1520.711445 Iteration 151Q (81.736634 sec): 71 clusters Score: Raw -1725601.494270 + Penalty 64714.250433 = -1660887.243836 nChanged 70 Deleting Class 126 (18 points): Lose 85.539885 but Gain 916.594700 Iteration 152Q (81.875792 sec): 70 clusters Score: Raw -1725835.244704 + Penalty 63834.982863 = -1662000.261840 nChanged 56 Deleting Class 129 (3 points): Lose 32.130939 but Gain 843.764088 Iteration 153Q (82.013766 sec): 69 clusters Score: Raw -1725901.805703 + Penalty 63036.070625 = -1662865.735078 nChanged 39 Deleting Class 128 (11 points): Lose 53.367337 but Gain 861.565916 Iteration 154Q (82.149995 sec): 68 clusters Score: Raw -1725911.549456 + Penalty 62284.411162 = -1663627.138294 nChanged 48 Deleting Class 82 (51 points): Lose 420.263075 but Gain 1226.403961 Iteration 155Q (82.286609 sec): 67 clusters Score: Raw -1725550.081255 + Penalty 61215.008057 = -1664335.073198 nChanged 84 Deleting Class 157 (11 points): Lose 87.687751 but Gain 881.030862 Iteration 156Q (82.424304 sec): 66 clusters Score: Raw -1725658.362009 + Penalty 60436.955345 = -1665221.406664 nChanged 62 Deleting Class 151 (4 points): Lose 28.985737 but Gain 816.172282 Iteration 157Q (82.559879 sec): 65 clusters Score: Raw -1725727.484162 + Penalty 59751.677911 = -1665975.806251 nChanged 50 Deleting Class 224 (1 points): Lose 20.795897 but Gain 797.511190 Iteration 158Q (82.694366 sec): 64 clusters Score: Raw -1725770.179874 + Penalty 58998.668457 = -1666771.511417 nChanged 24 Deleting Class 204 (4 points): Lose 53.330344 but Gain 814.381839 Iteration 159Q (82.826389 sec): 63 clusters Score: Raw -1725737.974473 + Penalty 58231.363571 = -1667506.610903 nChanged 26 Deleting Class 202 (10 points): Lose 157.400154 but Gain 921.672977 Iteration 160F (83.825268 sec): 62 clusters Score: Raw -1725605.692326 + Penalty 57351.972917 = -1668253.719409 nChanged 33 Deleting Class 109 (4 points): Lose 22.685333 but Gain 779.714717 Iteration 161Q (83.955574 sec): 61 clusters Score: Raw -1725628.532059 + Penalty 56572.837207 = -1669055.694853 nChanged 28 Deleting Class 64 (26 points): Lose 154.808041 but Gain 888.363774 Iteration 162Q (84.084892 sec): 60 clusters Score: Raw -1725529.153869 + Penalty 55739.178104 = -1669789.975765 nChanged 56 Deleting Class 127 (12 points): Lose 46.650688 but Gain 777.009622 Iteration 163Q (84.216124 sec): 59 clusters Score: Raw -1725549.794701 + Penalty 54966.141753 = -1670583.652947 nChanged 39 Deleting Class 132 (14 points): Lose 71.782268 but Gain 799.597079 Iteration 164Q (84.344499 sec): 58 clusters Score: Raw -1725511.268876 + Penalty 54184.630337 = -1671326.638539 nChanged 46 Deleting Class 13 (66 points): Lose 350.288159 but Gain 1078.977545 Iteration 165Q (84.476085 sec): 57 clusters Score: Raw -1725200.184089 + Penalty 53187.110424 = -1672013.073665 nChanged 105 Deleting Class 34 (30 points): Lose 100.253890 but Gain 827.552891 Iteration 166Q (84.604523 sec): 56 clusters Score: Raw -1725271.102116 + Penalty 52372.055988 = -1672899.046127 nChanged 66 Deleting Class 114 (21 points): Lose 133.611367 but Gain 815.282192 Iteration 167Q (84.731673 sec): 55 clusters Score: Raw -1725197.036249 + Penalty 51569.728577 = -1673627.307672 nChanged 59 Deleting Class 116 (38 points): Lose 221.011703 but Gain 895.388234 Iteration 168Q (84.857069 sec): 54 clusters Score: Raw -1725032.421026 + Penalty 50681.668937 = -1674350.752088 nChanged 56 Deleting Class 158 (8 points): Lose 97.464202 but Gain 769.195845 Iteration 169Q (84.981991 sec): 53 clusters Score: Raw -1725009.072997 + Penalty 49940.700277 = -1675068.372720 nChanged 37 Deleting Class 58 (21 points): Lose 81.520093 but Gain 724.792296 Iteration 170F (85.824590 sec): 52 clusters Score: Raw -1724963.844813 + Penalty 49260.678375 = -1675703.166438 nChanged 53 Deleting Class 76 (58 points): Lose 257.851630 but Gain 857.837623 Iteration 171Q (85.948630 sec): 51 clusters Score: Raw -1724777.527866 + Penalty 48435.869412 = -1676341.658454 nChanged 100 Deleting Class 80 (12 points): Lose 84.488165 but Gain 682.752667 Iteration 172Q (86.072967 sec): 50 clusters Score: Raw -1724836.181191 + Penalty 47737.639462 = -1677098.541728 nChanged 71 Deleting Class 24 (255 points): Lose 848.529284 but Gain 1399.692794 Iteration 173Q (86.196817 sec): 49 clusters Score: Raw -1724039.646183 + Penalty 46426.966851 = -1677612.679332 nChanged 297 Deleting Class 31 (9 points): Lose 47.245939 but Gain 584.290291 Iteration 174Q (86.326043 sec): 48 clusters Score: Raw -1724551.634663 + Penalty 45859.610388 = -1678692.024275 nChanged 82 Deleting Class 42 (212 points): Lose 478.741172 but Gain 1017.770610 Iteration 175Q (86.449322 sec): 47 clusters Score: Raw -1724131.729211 + Penalty 44859.291669 = -1679272.437542 nChanged 259 Deleting Class 51 (46 points): Lose 147.607022 but Gain 670.915564 Iteration 176Q (86.573164 sec): 46 clusters Score: Raw -1724336.484512 + Penalty 44195.926651 = -1680140.557861 nChanged 102 Deleting Class 130 (5 points): Lose 28.153109 but Gain 550.922548 Iteration 177Q (86.692567 sec): 45 clusters Score: Raw -1724446.376722 + Penalty 43666.809765 = -1680779.566957 nChanged 52 Deleting Class 89 (96 points): Lose 520.986833 but Gain 1022.316055 Iteration 178Q (86.810777 sec): 44 clusters Score: Raw -1723987.823628 + Penalty 42676.008259 = -1681311.815369 nChanged 129 Deleting Class 46 (271 points): Lose 691.305484 but Gain 1153.455435 Iteration 179Q (86.928303 sec): 43 clusters Score: Raw -1723582.512022 + Penalty 41667.236175 = -1681915.275848 nChanged 332 Deleting Class 6 (87 points): Lose 285.155816 but Gain 797.859045 Iteration 180F (87.620154 sec): 42 clusters Score: Raw -1723858.762205 + Penalty 40924.099924 = -1682934.662281 nChanged 172 Deleting Class 22 (92 points): Lose 594.921709 but Gain 1007.409877 Iteration 181Q (87.741839 sec): 41 clusters Score: Raw -1723482.498801 + Penalty 39952.952361 = -1683529.546440 nChanged 183 Deleting Class 65 (39 points): Lose 316.124506 but Gain 686.168592 Iteration 182Q (87.859853 sec): 40 clusters Score: Raw -1723487.290834 + Penalty 39272.893582 = -1684214.397251 nChanged 131 Deleting Class 171 (21 points): Lose 179.559168 but Gain 541.246966 Iteration 183Q (87.976744 sec): 39 clusters Score: Raw -1723493.741740 + Penalty 38811.928955 = -1684681.812786 nChanged 72 Deleting Class 53 (71 points): Lose 398.439295 but Gain 600.596896 Iteration 184Q (88.091474 sec): 38 clusters Score: Raw -1723183.813377 + Penalty 38168.411425 = -1685015.401952 nChanged 110 Deleting Class 81 (69 points): Lose 1188.372730 but Gain 1320.011927 Iteration 185Q (88.208643 sec): 37 clusters Score: Raw -1722231.261611 + Penalty 37021.794209 = -1685209.467402 nChanged 117 Deleting Class 14 (226 points): Lose 620.247379 but Gain 713.531169 Iteration 186Q (88.326642 sec): 36 clusters Score: Raw -1722125.356597 + Penalty 36364.270458 = -1685761.086138 nChanged 297 Deleting Class 20 (330 points): Lose 823.422896 but Gain 824.042607 Iteration 187Q (88.440326 sec): 35 clusters Score: Raw -1721836.079233 + Penalty 35660.808287 = -1686175.270946 nChanged 425 Iteration 188Q (88.552618 sec): 35 clusters Score: Raw -1722401.779977 + Penalty 35731.951773 = -1686669.828205 nChanged 122 Iteration 189Q (88.659899 sec): 35 clusters Score: Raw -1722451.378372 + Penalty 35778.556823 = -1686672.821549 nChanged 66 Iteration 190F (89.226445 sec): 35 clusters Score: Raw -1722538.816968 + Penalty 35861.158518 = -1686677.658450 nChanged 57 Iteration 191Q (89.338212 sec): 35 clusters Score: Raw -1722637.570435 + Penalty 35918.005676 = -1686719.564759 nChanged 54 Iteration 192Q (89.447524 sec): 35 clusters Score: Raw -1722682.103847 + Penalty 35973.043586 = -1686709.060262 nChanged 36 Deleting Class 44 (223 points): Lose 1385.495100 but Gain 1385.701428 Iteration 193F (90.011224 sec): 34 clusters Score: Raw -1721319.350792 + Penalty 34854.139876 = -1686465.210916 nChanged 254 Iteration 194F (90.557048 sec): 34 clusters Score: Raw -1722156.607611 + Penalty 34873.191078 = -1687283.416533 nChanged 85 Iteration 195Q (90.665164 sec): 34 clusters Score: Raw -1722225.215117 + Penalty 34909.872394 = -1687315.342722 nChanged 68 Iteration 196Q (90.772423 sec): 34 clusters Score: Raw -1722252.647846 + Penalty 34936.701102 = -1687315.946744 nChanged 67 Iteration 197Q (90.879140 sec): 34 clusters Score: Raw -1722281.051096 + Penalty 34950.041165 = -1687331.009931 nChanged 53 Iteration 198Q (90.984668 sec): 34 clusters Score: Raw -1722303.679664 + Penalty 34954.450527 = -1687349.229137 nChanged 51 Iteration 199Q (91.092098 sec): 34 clusters Score: Raw -1722317.098503 + Penalty 34955.458438 = -1687361.640066 nChanged 41 Iteration 200F (91.660136 sec): 34 clusters Score: Raw -1722328.904527 + Penalty 34954.211664 = -1687374.692863 nChanged 30 Iteration 201Q (91.768120 sec): 34 clusters Score: Raw -1722336.280582 + Penalty 34948.433246 = -1687387.847335 nChanged 27 Iteration 202Q (91.873592 sec): 34 clusters Score: Raw -1722342.353222 + Penalty 34945.518080 = -1687396.835142 nChanged 14 Iteration 203Q (91.979058 sec): 34 clusters Score: Raw -1722346.228291 + Penalty 34946.671679 = -1687399.556613 nChanged 10 Iteration 204Q (92.083764 sec): 34 clusters Score: Raw -1722350.184774 + Penalty 34947.844821 = -1687402.339953 nChanged 7 Iteration 205Q (92.189195 sec): 34 clusters Score: Raw -1722351.726497 + Penalty 34946.750456 = -1687404.976041 nChanged 4 Iteration 206Q (92.295744 sec): 34 clusters Score: Raw -1722352.682143 + Penalty 34946.635096 = -1687406.047048 nChanged 7 Iteration 207Q (92.401599 sec): 34 clusters Score: Raw -1722354.090206 + Penalty 34945.339255 = -1687408.750952 nChanged 9 Iteration 208Q (92.514247 sec): 34 clusters Score: Raw -1722356.666806 + Penalty 34945.719783 = -1687410.947022 nChanged 9 Iteration 209Q (92.621884 sec): 34 clusters Score: Raw -1722357.532611 + Penalty 34948.064597 = -1687409.468013 nChanged 8 Iteration 210F (93.168264 sec): 34 clusters Score: Raw -1722358.525997 + Penalty 34947.785558 = -1687410.740439 nChanged 11 Iteration 211Q (93.276532 sec): 34 clusters Score: Raw -1722359.211566 + Penalty 34947.268257 = -1687411.943309 nChanged 9 Iteration 212Q (93.385799 sec): 34 clusters Score: Raw -1722359.717870 + Penalty 34953.946739 = -1687405.771131 nChanged 8 Iteration 213F (93.931974 sec): 34 clusters Score: Raw -1722360.213181 + Penalty 34959.575543 = -1687400.637638 nChanged 9 Iteration 214F (94.485483 sec): 34 clusters Score: Raw -1722360.658575 + Penalty 34960.167981 = -1687400.490594 nChanged 8 Iteration 215F (95.038279 sec): 34 clusters Score: Raw -1722362.285256 + Penalty 34968.383442 = -1687393.901814 nChanged 6 Iteration 216F (95.587927 sec): 34 clusters Score: Raw -1722363.433957 + Penalty 34976.727846 = -1687386.706111 nChanged 4 Iteration 217F (96.148515 sec): 34 clusters Score: Raw -1722363.718279 + Penalty 34976.698563 = -1687387.019716 nChanged 3 Iteration 218Q (96.253913 sec): 34 clusters Score: Raw -1722363.733729 + Penalty 34976.679860 = -1687387.053869 nChanged 2 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 -1722363.733729 + Penalty 34976.679860 = -1687387.053869Memory request: 0.06 GB would take us to total of 0.37 GB. Trying to split cluster 2 (13396 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.430071 sec): 2 clusters Score: Raw -707983.074352 + Penalty 193.523682 = -707789.550670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.454434 sec): 3 clusters Score: Raw -698996.823302 + Penalty 397.067195 = -698599.756107 nChanged 6416 SP:Iteration 1F (96.479093 sec): 3 clusters Score: Raw -702451.747296 + Penalty 419.129035 = -702032.618261 nChanged 1508 SP:Iteration 2F (96.503750 sec): 3 clusters Score: Raw -703281.276981 + Penalty 458.704214 = -702822.572766 nChanged 1332 SP:Iteration 3F (96.527850 sec): 3 clusters Score: Raw -704401.496297 + Penalty 515.124315 = -703886.371983 nChanged 1297 SP:Iteration 4F (96.551757 sec): 3 clusters Score: Raw -705696.505364 + Penalty 572.387632 = -705124.117732 nChanged 967 SP:Iteration 5F (96.575581 sec): 3 clusters Score: Raw -706742.134385 + Penalty 622.180221 = -706119.954164 nChanged 602 SP:Iteration 6Q (96.599628 sec): 3 clusters Score: Raw -707502.580117 + Penalty 623.070296 = -706879.509821 nChanged 218 SP:Iteration 7Q (96.619637 sec): 3 clusters Score: Raw -707682.314357 + Penalty 617.883405 = -707064.430952 nChanged 129 SP:Iteration 8Q (96.639358 sec): 3 clusters Score: Raw -707748.538442 + Penalty 622.027360 = -707126.511082 nChanged 90 SP:Iteration 9Q (96.658847 sec): 3 clusters Score: Raw -707788.735765 + Penalty 617.278835 = -707171.456930 nChanged 81 SP:Iteration 10F (96.682874 sec): 3 clusters Score: Raw -707826.630556 + Penalty 618.800304 = -707207.830251 nChanged 74 SP:Iteration 11Q (96.703061 sec): 3 clusters Score: Raw -707857.902091 + Penalty 624.891187 = -707233.010905 nChanged 63 SP:Iteration 12Q (96.722266 sec): 3 clusters Score: Raw -707879.238623 + Penalty 628.847133 = -707250.391490 nChanged 45 SP:Iteration 13Q (96.741362 sec): 3 clusters Score: Raw -707894.687183 + Penalty 634.013031 = -707260.674151 nChanged 48 SP:Iteration 14Q (96.760557 sec): 3 clusters Score: Raw -707911.022429 + Penalty 645.412403 = -707265.610026 nChanged 41 SP:Iteration 15Q (96.779520 sec): 3 clusters Score: Raw -707923.835559 + Penalty 657.766312 = -707266.069247 nChanged 33 SP:Iteration 16Q (96.798611 sec): 3 clusters Score: Raw -707933.178620 + Penalty 662.400272 = -707270.778348 nChanged 25 SP:Iteration 17Q (96.817706 sec): 3 clusters Score: Raw -707939.375243 + Penalty 671.340337 = -707268.034906 nChanged 24 SP:Iteration 18F (96.841650 sec): 3 clusters Score: Raw -707946.301064 + Penalty 677.359946 = -707268.941118 nChanged 29 SP:Iteration 19Q (96.860650 sec): 3 clusters Score: Raw -707956.856735 + Penalty 683.441827 = -707273.414907 nChanged 29 SP:Iteration 20F (96.884601 sec): 3 clusters Score: Raw -707967.130950 + Penalty 688.950615 = -707278.180335 nChanged 25 SP:Iteration 21Q (96.903656 sec): 3 clusters Score: Raw -707974.741068 + Penalty 683.943395 = -707290.797673 nChanged 9 SP:Iteration 22Q (96.922511 sec): 3 clusters Score: Raw -707979.021969 + Penalty 684.149758 = -707294.872212 nChanged 10 SP:Iteration 23Q (96.941132 sec): 3 clusters Score: Raw -707982.411518 + Penalty 683.395401 = -707299.016116 nChanged 7 SP:Iteration 24Q (96.960024 sec): 3 clusters Score: Raw -707983.961285 + Penalty 691.871836 = -707292.089448 nChanged 5 SP:Iteration 25F (96.983951 sec): 3 clusters Score: Raw -707985.040761 + Penalty 693.153146 = -707291.887616 nChanged 1 SP:Iteration 26F (97.008040 sec): 3 clusters Score: Raw -707985.076421 + Penalty 693.153146 = -707291.923275 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 4 (545 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.016789 sec): 2 clusters Score: Raw -26892.037365 + Penalty 590.204885 = -26301.832481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.017951 sec): 3 clusters Score: Raw -26676.992739 + Penalty 1183.032389 = -25493.960350 nChanged 158 SP:Iteration 1F (97.019126 sec): 3 clusters Score: Raw -26811.108759 + Penalty 1189.978379 = -25621.130379 nChanged 46 SP:Iteration 2F (97.020370 sec): 3 clusters Score: Raw -26861.536317 + Penalty 1198.581729 = -25662.954588 nChanged 25 SP:Iteration 3Q (97.021573 sec): 3 clusters Score: Raw -26881.664843 + Penalty 1205.687845 = -25675.976998 nChanged 20 SP:Iteration 4Q (97.022760 sec): 3 clusters Score: Raw -26897.297786 + Penalty 1218.601649 = -25678.696137 nChanged 23 SP:Iteration 5Q (97.023943 sec): 3 clusters Score: Raw -26923.047673 + Penalty 1230.720657 = -25692.327016 nChanged 19 SP:Iteration 6Q (97.025073 sec): 3 clusters Score: Raw -26949.101828 + Penalty 1244.740926 = -25704.360901 nChanged 20 SP:Iteration 7Q (97.026206 sec): 3 clusters Score: Raw -26969.580743 + Penalty 1249.973638 = -25719.607105 nChanged 8 SP:Iteration 8Q (97.027318 sec): 3 clusters Score: Raw -26976.496186 + Penalty 1258.894562 = -25717.601625 nChanged 6 SP:Iteration 9F (97.028454 sec): 3 clusters Score: Raw -26983.025156 + Penalty 1262.985521 = -25720.039635 nChanged 6 SP:Iteration 10F (97.029591 sec): 3 clusters Score: Raw -26989.295933 + Penalty 1263.702425 = -25725.593508 nChanged 4 SP:Iteration 11Q (97.030702 sec): 3 clusters Score: Raw -26999.259792 + Penalty 1268.933340 = -25730.326452 nChanged 8 SP:Iteration 12Q (97.031819 sec): 3 clusters Score: Raw -27010.832798 + Penalty 1273.218345 = -25737.614452 nChanged 4 SP:Iteration 13Q (97.032925 sec): 3 clusters Score: Raw -27015.376389 + Penalty 1273.933196 = -25741.443193 nChanged 1 SP:Iteration 14Q (97.034026 sec): 3 clusters Score: Raw -27016.509943 + Penalty 1277.735454 = -25738.774489 nChanged 2 SP:Iteration 15F (97.035161 sec): 3 clusters Score: Raw -27017.701123 + Penalty 1277.548598 = -25740.152525 nChanged 1 SP:Iteration 16Q (97.036283 sec): 3 clusters Score: Raw -27017.881162 + Penalty 1277.548598 = -25740.332564 nChanged 0 SP:Iteration 17F (97.037421 sec): 3 clusters Score: Raw -27017.881162 + Penalty 1277.548598 = -25740.332564 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 5 (375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.039361 sec): 2 clusters Score: Raw -22314.707901 + Penalty 782.763422 = -21531.944479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.040281 sec): 3 clusters Score: Raw -22243.230245 + Penalty 1565.508910 = -20677.721335 nChanged 93 SP:Iteration 1F (97.041184 sec): 3 clusters Score: Raw -22354.055411 + Penalty 1564.847004 = -20789.208407 nChanged 22 SP:Iteration 2F (97.042070 sec): 3 clusters Score: Raw -22394.592543 + Penalty 1564.317115 = -20830.275427 nChanged 17 SP:Iteration 3Q (97.042936 sec): 3 clusters Score: Raw -22425.083257 + Penalty 1562.795040 = -20862.288216 nChanged 18 SP:Iteration 4Q (97.043784 sec): 3 clusters Score: Raw -22461.430969 + Penalty 1561.684889 = -20899.746080 nChanged 17 SP:Iteration 5Q (97.044594 sec): 3 clusters Score: Raw -22517.471710 + Penalty 1560.378894 = -20957.092816 nChanged 13 SP:Iteration 6Q (97.045402 sec): 3 clusters Score: Raw -22547.389513 + Penalty 1558.608908 = -20988.780605 nChanged 11 SP:Iteration 7Q (97.046210 sec): 3 clusters Score: Raw -22565.362290 + Penalty 1553.893910 = -21011.468380 nChanged 11 SP:Iteration 8Q (97.047015 sec): 3 clusters Score: Raw -22584.021991 + Penalty 1550.721388 = -21033.300603 nChanged 8 SP:Iteration 9Q (97.047820 sec): 3 clusters Score: Raw -22601.474339 + Penalty 1548.780915 = -21052.693424 nChanged 8 SP:Iteration 10F (97.048667 sec): 3 clusters Score: Raw -22619.173915 + Penalty 1545.257250 = -21073.916665 nChanged 6 SP:Iteration 11Q (97.049464 sec): 3 clusters Score: Raw -22627.261336 + Penalty 1544.245947 = -21083.015389 nChanged 2 SP:Iteration 12Q (97.050258 sec): 3 clusters Score: Raw -22629.021534 + Penalty 1542.538787 = -21086.482746 nChanged 2 SP:Iteration 13Q (97.051051 sec): 3 clusters Score: Raw -22629.689530 + Penalty 1543.041978 = -21086.647552 nChanged 1 SP:Iteration 14Q (97.051842 sec): 3 clusters Score: Raw -22630.236605 + Penalty 1543.041978 = -21087.194627 nChanged 0 SP:Iteration 15F (97.052686 sec): 3 clusters Score: Raw -22630.236605 + Penalty 1543.041978 = -21087.194627 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 7 (531 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.054965 sec): 2 clusters Score: Raw -32761.781399 + Penalty 633.982980 = -32127.798419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.056101 sec): 3 clusters Score: Raw -32514.685533 + Penalty 1267.512500 = -31247.173032 nChanged 152 SP:Iteration 1F (97.057219 sec): 3 clusters Score: Raw -32666.760523 + Penalty 1264.300610 = -31402.459914 nChanged 65 SP:Iteration 2F (97.058334 sec): 3 clusters Score: Raw -32744.693279 + Penalty 1256.933674 = -31487.759605 nChanged 45 SP:Iteration 3F (97.059460 sec): 3 clusters Score: Raw -32789.177886 + Penalty 1252.634313 = -31536.543573 nChanged 23 SP:Iteration 4Q (97.060547 sec): 3 clusters Score: Raw -32804.649081 + Penalty 1251.568795 = -31553.080286 nChanged 9 SP:Iteration 5Q (97.061630 sec): 3 clusters Score: Raw -32810.136143 + Penalty 1251.028373 = -31559.107770 nChanged 3 SP:Iteration 6Q (97.062716 sec): 3 clusters Score: Raw -32811.958216 + Penalty 1248.285384 = -31563.672832 nChanged 6 SP:Iteration 7Q (97.063800 sec): 3 clusters Score: Raw -32817.474587 + Penalty 1246.504390 = -31570.970197 nChanged 4 SP:Iteration 8Q (97.064889 sec): 3 clusters Score: Raw -32820.078632 + Penalty 1245.831699 = -31574.246933 nChanged 1 SP:Iteration 9Q (97.065974 sec): 3 clusters Score: Raw -32820.219222 + Penalty 1245.831699 = -31574.387523 nChanged 0 SP:Iteration 10F (97.067086 sec): 3 clusters Score: Raw -32820.219222 + Penalty 1245.831699 = -31574.387523 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 8 (97 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.068274 sec): 2 clusters Score: Raw -4801.697006 + Penalty 68.232179 = -4733.464826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.068656 sec): 3 clusters Score: Raw -4759.622839 + Penalty 154.026464 = -4605.596375 nChanged 31 SP:Iteration 1F (97.069033 sec): 3 clusters Score: Raw -4812.694879 + Penalty 157.640639 = -4655.054239 nChanged 11 SP:Iteration 2F (97.069434 sec): 3 clusters Score: Raw -4822.671079 + Penalty 162.526999 = -4660.144080 nChanged 2 SP:Iteration 3Q (97.069801 sec): 3 clusters Score: Raw -4823.771801 + Penalty 169.975011 = -4653.796790 nChanged 2 SP:Iteration 4F (97.070175 sec): 3 clusters Score: Raw -4825.445496 + Penalty 169.975011 = -4655.470485 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 9 (517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.072411 sec): 2 clusters Score: Raw -30157.194552 + Penalty 867.368287 = -29289.826265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.073568 sec): 3 clusters Score: Raw -30037.537200 + Penalty 1733.502231 = -28304.034969 nChanged 136 SP:Iteration 1F (97.074668 sec): 3 clusters Score: Raw -30154.885270 + Penalty 1733.014284 = -28421.870986 nChanged 34 SP:Iteration 2F (97.075799 sec): 3 clusters Score: Raw -30205.536397 + Penalty 1733.171414 = -28472.364983 nChanged 19 SP:Iteration 3Q (97.076867 sec): 3 clusters Score: Raw -30241.411879 + Penalty 1734.796724 = -28506.615156 nChanged 20 SP:Iteration 4Q (97.077921 sec): 3 clusters Score: Raw -30264.837432 + Penalty 1736.797728 = -28528.039705 nChanged 17 SP:Iteration 5Q (97.078972 sec): 3 clusters Score: Raw -30281.606711 + Penalty 1739.248923 = -28542.357788 nChanged 15 SP:Iteration 6Q (97.080021 sec): 3 clusters Score: Raw -30294.311479 + Penalty 1742.165283 = -28552.146195 nChanged 16 SP:Iteration 7Q (97.081068 sec): 3 clusters Score: Raw -30311.237366 + Penalty 1744.123149 = -28567.114218 nChanged 12 SP:Iteration 8Q (97.082123 sec): 3 clusters Score: Raw -30329.265403 + Penalty 1745.778855 = -28583.486548 nChanged 11 SP:Iteration 9Q (97.083166 sec): 3 clusters Score: Raw -30345.390604 + Penalty 1748.563652 = -28596.826953 nChanged 13 SP:Iteration 10F (97.084252 sec): 3 clusters Score: Raw -30372.355329 + Penalty 1748.592094 = -28623.763235 nChanged 9 SP:Iteration 11Q (97.085292 sec): 3 clusters Score: Raw -30392.173144 + Penalty 1748.608797 = -28643.564348 nChanged 7 SP:Iteration 12Q (97.086332 sec): 3 clusters Score: Raw -30403.406597 + Penalty 1748.863166 = -28654.543431 nChanged 4 SP:Iteration 13Q (97.087367 sec): 3 clusters Score: Raw -30411.280898 + Penalty 1748.863166 = -28662.417731 nChanged 0 SP:Iteration 14F (97.088445 sec): 3 clusters Score: Raw -30411.280898 + Penalty 1748.863166 = -28662.417731 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 10 (464 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.090588 sec): 2 clusters Score: Raw -18195.275307 + Penalty 928.428442 = -17266.846864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.091608 sec): 3 clusters Score: Raw -18174.674597 + Penalty 1858.001854 = -16316.672743 nChanged 105 SP:Iteration 1F (97.092629 sec): 3 clusters Score: Raw -18343.246837 + Penalty 1858.500801 = -16484.746036 nChanged 31 SP:Iteration 2F (97.093634 sec): 3 clusters Score: Raw -18418.513932 + Penalty 1857.885959 = -16560.627972 nChanged 20 SP:Iteration 3Q (97.094596 sec): 3 clusters Score: Raw -18479.213665 + Penalty 1857.807395 = -16621.406270 nChanged 10 SP:Iteration 4Q (97.095549 sec): 3 clusters Score: Raw -18497.071446 + Penalty 1858.009397 = -16639.062050 nChanged 6 SP:Iteration 5Q (97.098191 sec): 3 clusters Score: Raw -18504.819428 + Penalty 1858.051786 = -16646.767641 nChanged 8 SP:Iteration 6Q (97.100128 sec): 3 clusters Score: Raw -18526.284188 + Penalty 1857.728921 = -16668.555267 nChanged 9 SP:Iteration 7Q (97.102054 sec): 3 clusters Score: Raw -18538.131601 + Penalty 1857.383556 = -16680.748045 nChanged 5 SP:Iteration 8Q (97.103199 sec): 3 clusters Score: Raw -18548.990780 + Penalty 1857.358913 = -16691.631867 nChanged 6 SP:Iteration 9Q (97.104735 sec): 3 clusters Score: Raw -18557.733619 + Penalty 1857.358913 = -16700.374706 nChanged 2 SP:Iteration 10F (97.106334 sec): 3 clusters Score: Raw -18561.753102 + Penalty 1857.261553 = -16704.491549 nChanged 2 SP:Iteration 11Q (97.107678 sec): 3 clusters Score: Raw -18567.591088 + Penalty 1857.110623 = -16710.480465 nChanged 3 SP:Iteration 12Q (97.108855 sec): 3 clusters Score: Raw -18572.690832 + Penalty 1856.933150 = -16715.757681 nChanged 3 SP:Iteration 13Q (97.109817 sec): 3 clusters Score: Raw -18577.953639 + Penalty 1856.876035 = -16721.077603 nChanged 4 SP:Iteration 14Q (97.110783 sec): 3 clusters Score: Raw -18582.433037 + Penalty 1856.889879 = -16725.543158 nChanged 2 SP:Iteration 15Q (97.111759 sec): 3 clusters Score: Raw -18588.663957 + Penalty 1856.824513 = -16731.839444 nChanged 6 SP:Iteration 16Q (97.112733 sec): 3 clusters Score: Raw -18603.526580 + Penalty 1856.813877 = -16746.712703 nChanged 6 SP:Iteration 17Q (97.113706 sec): 3 clusters Score: Raw -18618.158978 + Penalty 1856.225477 = -16761.933500 nChanged 10 SP:Iteration 18Q (97.114638 sec): 3 clusters Score: Raw -18636.471361 + Penalty 1856.014940 = -16780.456421 nChanged 5 SP:Iteration 19Q (97.115560 sec): 3 clusters Score: Raw -18645.022223 + Penalty 1856.014940 = -16789.007282 nChanged 4 SP:Iteration 20F (97.116576 sec): 3 clusters Score: Raw -18652.254750 + Penalty 1855.827115 = -16796.427635 nChanged 7 SP:Iteration 21Q (97.117520 sec): 3 clusters Score: Raw -18661.285083 + Penalty 1855.589868 = -16805.695215 nChanged 4 SP:Iteration 22Q (97.118454 sec): 3 clusters Score: Raw -18670.986631 + Penalty 1855.711160 = -16815.275471 nChanged 1 SP:Iteration 23Q (97.119382 sec): 3 clusters Score: Raw -18674.117501 + Penalty 1855.711160 = -16818.406341 nChanged 0 SP:Iteration 24F (97.120393 sec): 3 clusters Score: Raw -18674.117501 + Penalty 1855.711160 = -16818.406341 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 11 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.121753 sec): 2 clusters Score: Raw -7767.540322 + Penalty 271.834614 = -7495.705708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.122250 sec): 3 clusters Score: Raw -7738.196846 + Penalty 542.778063 = -7195.418783 nChanged 30 SP:Iteration 1F (97.122739 sec): 3 clusters Score: Raw -7772.921828 + Penalty 543.858589 = -7229.063240 nChanged 7 SP:Iteration 2Q (97.123221 sec): 3 clusters Score: Raw -7784.677217 + Penalty 544.319953 = -7240.357265 nChanged 4 SP:Iteration 3Q (97.123711 sec): 3 clusters Score: Raw -7797.135005 + Penalty 543.960484 = -7253.174522 nChanged 3 SP:Iteration 4Q (97.124193 sec): 3 clusters Score: Raw -7798.562544 + Penalty 543.980652 = -7254.581893 nChanged 2 SP:Iteration 5Q (97.124664 sec): 3 clusters Score: Raw -7799.170132 + Penalty 545.498172 = -7253.671960 nChanged 2 SP:Iteration 6F (97.125149 sec): 3 clusters Score: Raw -7801.347513 + Penalty 547.505100 = -7253.842413 nChanged 2 SP:Iteration 7Q (97.125629 sec): 3 clusters Score: Raw -7802.369431 + Penalty 548.452801 = -7253.916630 nChanged 1 SP:Iteration 8Q (97.126102 sec): 3 clusters Score: Raw -7803.253467 + Penalty 550.395530 = -7252.857937 nChanged 2 SP:Iteration 9F (97.126585 sec): 3 clusters Score: Raw -7806.458028 + Penalty 550.131712 = -7256.326316 nChanged 2 SP:Iteration 10F (97.127069 sec): 3 clusters Score: Raw -7815.251439 + Penalty 550.138344 = -7265.113094 nChanged 1 SP:Iteration 11Q (97.127536 sec): 3 clusters Score: Raw -7818.302296 + Penalty 550.138344 = -7268.163952 nChanged 0 SP:Iteration 12F (97.128039 sec): 3 clusters Score: Raw -7818.302296 + Penalty 550.138344 = -7268.163952 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 12 (969 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.133582 sec): 2 clusters Score: Raw -55624.595201 + Penalty 511.305089 = -55113.290112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.135473 sec): 3 clusters Score: Raw -55100.845665 + Penalty 1016.964807 = -54083.880858 nChanged 349 SP:Iteration 1F (97.137344 sec): 3 clusters Score: Raw -55310.545236 + Penalty 1023.652775 = -54286.892460 nChanged 128 SP:Iteration 2F (97.139200 sec): 3 clusters Score: Raw -55448.090265 + Penalty 1040.812569 = -54407.277696 nChanged 108 SP:Iteration 3F (97.141088 sec): 3 clusters Score: Raw -55571.150752 + Penalty 1058.215698 = -54512.935053 nChanged 57 SP:Iteration 4F (97.143041 sec): 3 clusters Score: Raw -55633.209513 + Penalty 1062.801683 = -54570.407830 nChanged 24 SP:Iteration 5Q (97.144908 sec): 3 clusters Score: Raw -55662.653106 + Penalty 1073.086824 = -54589.566282 nChanged 15 SP:Iteration 6Q (97.146698 sec): 3 clusters Score: Raw -55674.869578 + Penalty 1077.485989 = -54597.383589 nChanged 7 SP:Iteration 7Q (97.148520 sec): 3 clusters Score: Raw -55680.280874 + Penalty 1085.660035 = -54594.620839 nChanged 6 SP:Iteration 8F (97.150470 sec): 3 clusters Score: Raw -55685.979282 + Penalty 1091.499256 = -54594.480026 nChanged 8 SP:Iteration 9F (97.152321 sec): 3 clusters Score: Raw -55695.297436 + Penalty 1091.499256 = -54603.798181 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 15 (904 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.156505 sec): 2 clusters Score: Raw -47020.070580 + Penalty 1010.013375 = -46010.057205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.158279 sec): 3 clusters Score: Raw -46711.440367 + Penalty 2020.456187 = -44690.984180 nChanged 257 SP:Iteration 1F (97.160074 sec): 3 clusters Score: Raw -46994.688194 + Penalty 2021.099268 = -44973.588926 nChanged 94 SP:Iteration 2F (97.161870 sec): 3 clusters Score: Raw -47108.661867 + Penalty 2024.179368 = -45084.482499 nChanged 47 SP:Iteration 3F (97.163649 sec): 3 clusters Score: Raw -47162.282830 + Penalty 2025.077757 = -45137.205073 nChanged 26 SP:Iteration 4Q (97.165401 sec): 3 clusters Score: Raw -47190.159985 + Penalty 2026.406975 = -45163.753010 nChanged 21 SP:Iteration 5Q (97.167126 sec): 3 clusters Score: Raw -47214.634772 + Penalty 2027.593171 = -45187.041601 nChanged 14 SP:Iteration 6Q (97.168899 sec): 3 clusters Score: Raw -47228.012632 + Penalty 2028.037581 = -45199.975051 nChanged 8 SP:Iteration 7Q (97.170576 sec): 3 clusters Score: Raw -47233.328480 + Penalty 2028.293122 = -45205.035358 nChanged 4 SP:Iteration 8Q (97.172250 sec): 3 clusters Score: Raw -47235.134804 + Penalty 2028.394451 = -45206.740353 nChanged 3 SP:Iteration 9Q (97.173960 sec): 3 clusters Score: Raw -47237.119695 + Penalty 2028.394451 = -45208.725244 nChanged 2 SP:Iteration 10F (97.175740 sec): 3 clusters Score: Raw -47238.119614 + Penalty 2028.394451 = -45209.725163 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 16 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.178002 sec): 2 clusters Score: Raw -9253.131878 + Penalty 828.224017 = -8424.907861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.178627 sec): 3 clusters Score: Raw -9311.658339 + Penalty 1657.772205 = -7653.886134 nChanged 38 SP:Iteration 1F (97.179224 sec): 3 clusters Score: Raw -9402.110186 + Penalty 1658.204036 = -7743.906149 nChanged 12 SP:Iteration 2F (97.179850 sec): 3 clusters Score: Raw -9433.837829 + Penalty 1658.819572 = -7775.018257 nChanged 6 SP:Iteration 3Q (97.180417 sec): 3 clusters Score: Raw -9448.864698 + Penalty 1659.140686 = -7789.724013 nChanged 2 SP:Iteration 4Q (97.180996 sec): 3 clusters Score: Raw -9457.612241 + Penalty 1659.958384 = -7797.653857 nChanged 2 SP:Iteration 5Q (97.181571 sec): 3 clusters Score: Raw -9465.124889 + Penalty 1659.767680 = -7805.357209 nChanged 1 SP:Iteration 6Q (97.182137 sec): 3 clusters Score: Raw -9473.577342 + Penalty 1660.424491 = -7813.152851 nChanged 2 SP:Iteration 7Q (97.182701 sec): 3 clusters Score: Raw -9482.243954 + Penalty 1660.673654 = -7821.570300 nChanged 1 SP:Iteration 8Q (97.183264 sec): 3 clusters Score: Raw -9486.821406 + Penalty 1660.634465 = -7826.186940 nChanged 2 SP:Iteration 9Q (97.183825 sec): 3 clusters Score: Raw -9491.403423 + Penalty 1661.089870 = -7830.313553 nChanged 1 SP:Iteration 10F (97.184416 sec): 3 clusters Score: Raw -9502.591793 + Penalty 1661.089870 = -7841.501923 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 17 (291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.186172 sec): 2 clusters Score: Raw -11785.613093 + Penalty 293.778659 = -11491.834435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.186897 sec): 3 clusters Score: Raw -11737.248690 + Penalty 588.061774 = -11149.186915 nChanged 80 SP:Iteration 1F (97.187611 sec): 3 clusters Score: Raw -11860.336944 + Penalty 586.051863 = -11274.285081 nChanged 25 SP:Iteration 2F (97.188322 sec): 3 clusters Score: Raw -11900.945006 + Penalty 585.423126 = -11315.521879 nChanged 13 SP:Iteration 3Q (97.189006 sec): 3 clusters Score: Raw -11912.031583 + Penalty 585.498330 = -11326.533253 nChanged 8 SP:Iteration 4Q (97.189689 sec): 3 clusters Score: Raw -11917.880324 + Penalty 586.214271 = -11331.666053 nChanged 3 SP:Iteration 5Q (97.190368 sec): 3 clusters Score: Raw -11919.456241 + Penalty 586.701689 = -11332.754551 nChanged 2 SP:Iteration 6Q (97.191045 sec): 3 clusters Score: Raw -11920.353415 + Penalty 587.727208 = -11332.626207 nChanged 3 SP:Iteration 7F (97.191754 sec): 3 clusters Score: Raw -11921.674694 + Penalty 588.094459 = -11333.580234 nChanged 1 SP:Iteration 8Q (97.192439 sec): 3 clusters Score: Raw -11921.973415 + Penalty 588.094459 = -11333.878956 nChanged 0 SP:Iteration 9F (97.193148 sec): 3 clusters Score: Raw -11921.973415 + Penalty 588.094459 = -11333.878956 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 21 (340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.195221 sec): 2 clusters Score: Raw -19404.391970 + Penalty 492.300168 = -18912.091801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.196029 sec): 3 clusters Score: Raw -19319.249374 + Penalty 997.692488 = -18321.556886 nChanged 101 SP:Iteration 1F (97.196824 sec): 3 clusters Score: Raw -19434.758750 + Penalty 1016.121871 = -18418.636878 nChanged 35 SP:Iteration 2F (97.197614 sec): 3 clusters Score: Raw -19486.877224 + Penalty 1030.682386 = -18456.194838 nChanged 14 SP:Iteration 3Q (97.198387 sec): 3 clusters Score: Raw -19501.480824 + Penalty 1042.250947 = -18459.229877 nChanged 12 SP:Iteration 4Q (97.199150 sec): 3 clusters Score: Raw -19516.834014 + Penalty 1056.322336 = -18460.511678 nChanged 11 SP:Iteration 5Q (97.199911 sec): 3 clusters Score: Raw -19529.043770 + Penalty 1065.735517 = -18463.308253 nChanged 4 SP:Iteration 6Q (97.200679 sec): 3 clusters Score: Raw -19532.522860 + Penalty 1075.665617 = -18456.857243 nChanged 4 SP:Iteration 7F (97.201468 sec): 3 clusters Score: Raw -19537.979810 + Penalty 1082.195706 = -18455.784104 nChanged 3 SP:Iteration 8F (97.202257 sec): 3 clusters Score: Raw -19544.201772 + Penalty 1086.152479 = -18458.049293 nChanged 4 SP:Iteration 9Q (97.203009 sec): 3 clusters Score: Raw -19559.152587 + Penalty 1096.955249 = -18462.197338 nChanged 5 SP:Iteration 10F (97.203797 sec): 3 clusters Score: Raw -19568.057061 + Penalty 1126.115856 = -18441.941205 nChanged 8 SP:Iteration 11F (97.204584 sec): 3 clusters Score: Raw -19588.844452 + Penalty 1155.010196 = -18433.834256 nChanged 7 SP:Iteration 12F (97.205414 sec): 3 clusters Score: Raw -19616.745871 + Penalty 1182.793984 = -18433.951887 nChanged 6 SP:Iteration 13Q (97.206146 sec): 3 clusters Score: Raw -19652.004215 + Penalty 1189.778726 = -18462.225489 nChanged 6 SP:Iteration 14Q (97.206828 sec): 3 clusters Score: Raw -19667.754378 + Penalty 1198.172872 = -18469.581506 nChanged 2 SP:Iteration 15Q (97.207498 sec): 3 clusters Score: Raw -19680.138865 + Penalty 1198.172872 = -18481.965994 nChanged 0 SP:Iteration 16F (97.208287 sec): 3 clusters Score: Raw -19680.138865 + Penalty 1198.172872 = -18481.965994 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 23 (717 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.211132 sec): 2 clusters Score: Raw -44363.398729 + Penalty 1030.773205 = -43332.625524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.212632 sec): 3 clusters Score: Raw -44139.736855 + Penalty 2061.205795 = -42078.531060 nChanged 170 SP:Iteration 1F (97.214096 sec): 3 clusters Score: Raw -44319.096856 + Penalty 2061.348220 = -42257.748636 nChanged 46 SP:Iteration 2F (97.215659 sec): 3 clusters Score: Raw -44372.032206 + Penalty 2061.296648 = -42310.735558 nChanged 21 SP:Iteration 3Q (97.217179 sec): 3 clusters Score: Raw -44392.188694 + Penalty 2061.334079 = -42330.854615 nChanged 10 SP:Iteration 4Q (97.218646 sec): 3 clusters Score: Raw -44404.209194 + Penalty 2061.380821 = -42342.828373 nChanged 16 SP:Iteration 5Q (97.220099 sec): 3 clusters Score: Raw -44420.818936 + Penalty 2061.417595 = -42359.401341 nChanged 13 SP:Iteration 6Q (97.221549 sec): 3 clusters Score: Raw -44435.619893 + Penalty 2061.448288 = -42374.171605 nChanged 12 SP:Iteration 7Q (97.223073 sec): 3 clusters Score: Raw -44456.931014 + Penalty 2061.396682 = -42395.534332 nChanged 9 SP:Iteration 8Q (97.224631 sec): 3 clusters Score: Raw -44475.487185 + Penalty 2061.347255 = -42414.139930 nChanged 16 SP:Iteration 9Q (97.226219 sec): 3 clusters Score: Raw -44503.319410 + Penalty 2061.301703 = -42442.017707 nChanged 14 SP:Iteration 10F (97.227789 sec): 3 clusters Score: Raw -44523.095520 + Penalty 2061.334584 = -42461.760936 nChanged 6 SP:Iteration 11Q (97.229301 sec): 3 clusters Score: Raw -44534.708037 + Penalty 2061.410892 = -42473.297145 nChanged 12 SP:Iteration 12Q (97.230794 sec): 3 clusters Score: Raw -44552.019366 + Penalty 2061.437690 = -42490.581676 nChanged 16 SP:Iteration 13Q (97.232270 sec): 3 clusters Score: Raw -44572.354465 + Penalty 2061.432853 = -42510.921613 nChanged 7 SP:Iteration 14Q (97.233666 sec): 3 clusters Score: Raw -44583.806555 + Penalty 2061.407289 = -42522.399266 nChanged 4 SP:Iteration 15Q (97.235053 sec): 3 clusters Score: Raw -44590.405386 + Penalty 2061.466490 = -42528.938896 nChanged 4 SP:Iteration 16Q (97.236475 sec): 3 clusters Score: Raw -44593.749212 + Penalty 2061.454454 = -42532.294758 nChanged 2 SP:Iteration 17Q (97.237875 sec): 3 clusters Score: Raw -44594.787731 + Penalty 2061.415532 = -42533.372199 nChanged 2 SP:Iteration 18Q (97.239257 sec): 3 clusters Score: Raw -44596.507435 + Penalty 2061.388082 = -42535.119353 nChanged 1 SP:Iteration 19Q (97.240637 sec): 3 clusters Score: Raw -44597.460920 + Penalty 2061.388082 = -42536.072837 nChanged 0 SP:Iteration 20F (97.242095 sec): 3 clusters Score: Raw -44597.460920 + Penalty 2061.388082 = -42536.072837 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 26 (889 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.245571 sec): 2 clusters Score: Raw -45289.605499 + Penalty 1017.978539 = -44271.626960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.247409 sec): 3 clusters Score: Raw -44996.527413 + Penalty 2035.838974 = -42960.688439 nChanged 259 SP:Iteration 1F (97.249245 sec): 3 clusters Score: Raw -45261.350338 + Penalty 2034.687568 = -43226.662770 nChanged 71 SP:Iteration 2F (97.251163 sec): 3 clusters Score: Raw -45347.644127 + Penalty 2033.555124 = -43314.089003 nChanged 50 SP:Iteration 3F (97.253121 sec): 3 clusters Score: Raw -45405.598322 + Penalty 2033.778200 = -43371.820121 nChanged 34 SP:Iteration 4Q (97.254938 sec): 3 clusters Score: Raw -45445.041675 + Penalty 2034.480615 = -43410.561060 nChanged 22 SP:Iteration 5Q (97.256761 sec): 3 clusters Score: Raw -45470.532088 + Penalty 2035.105133 = -43435.426954 nChanged 21 SP:Iteration 6Q (97.258557 sec): 3 clusters Score: Raw -45487.899523 + Penalty 2035.876474 = -43452.023049 nChanged 17 SP:Iteration 7Q (97.260339 sec): 3 clusters Score: Raw -45504.659705 + Penalty 2035.710942 = -43468.948763 nChanged 9 SP:Iteration 8Q (97.262090 sec): 3 clusters Score: Raw -45516.327526 + Penalty 2036.558246 = -43479.769280 nChanged 11 SP:Iteration 9Q (97.263867 sec): 3 clusters Score: Raw -45526.965539 + Penalty 2037.659075 = -43489.306463 nChanged 10 SP:Iteration 10F (97.265694 sec): 3 clusters Score: Raw -45537.422374 + Penalty 2038.452397 = -43498.969977 nChanged 8 SP:Iteration 11Q (97.267438 sec): 3 clusters Score: Raw -45546.149047 + Penalty 2039.022835 = -43507.126212 nChanged 3 SP:Iteration 12Q (97.269175 sec): 3 clusters Score: Raw -45549.118376 + Penalty 2039.601660 = -43509.516716 nChanged 3 SP:Iteration 13Q (97.270909 sec): 3 clusters Score: Raw -45551.096781 + Penalty 2039.771578 = -43511.325203 nChanged 1 SP:Iteration 14Q (97.272640 sec): 3 clusters Score: Raw -45551.725335 + Penalty 2039.771578 = -43511.953757 nChanged 0 SP:Iteration 15F (97.274435 sec): 3 clusters Score: Raw -45551.725335 + Penalty 2039.771578 = -43511.953757 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 29 (340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.276353 sec): 2 clusters Score: Raw -17790.005554 + Penalty 463.651688 = -17326.353866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.277170 sec): 3 clusters Score: Raw -17663.783062 + Penalty 950.766593 = -16713.016469 nChanged 105 SP:Iteration 1F (97.277962 sec): 3 clusters Score: Raw -17796.101165 + Penalty 978.840651 = -16817.260514 nChanged 26 SP:Iteration 2F (97.278753 sec): 3 clusters Score: Raw -17841.547295 + Penalty 989.195694 = -16852.351601 nChanged 14 SP:Iteration 3Q (97.279518 sec): 3 clusters Score: Raw -17857.592939 + Penalty 992.162830 = -16865.430109 nChanged 3 SP:Iteration 4Q (97.280269 sec): 3 clusters Score: Raw -17862.526623 + Penalty 999.204179 = -16863.322443 nChanged 5 SP:Iteration 5F (97.281058 sec): 3 clusters Score: Raw -17867.395202 + Penalty 1007.993276 = -16859.401926 nChanged 3 SP:Iteration 6F (97.281847 sec): 3 clusters Score: Raw -17871.314221 + Penalty 1015.862601 = -16855.451620 nChanged 2 SP:Iteration 7F (97.282637 sec): 3 clusters Score: Raw -17874.566862 + Penalty 1019.909058 = -16854.657805 nChanged 1 SP:Iteration 8F (97.283424 sec): 3 clusters Score: Raw -17877.019122 + Penalty 1019.909058 = -16857.110064 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 30 (258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.284944 sec): 2 clusters Score: Raw -16518.536933 + Penalty 542.581048 = -15975.955885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.285627 sec): 3 clusters Score: Raw -16425.676813 + Penalty 1084.899590 = -15340.777223 nChanged 78 SP:Iteration 1F (97.286286 sec): 3 clusters Score: Raw -16500.698571 + Penalty 1084.569046 = -15416.129524 nChanged 23 SP:Iteration 2F (97.286937 sec): 3 clusters Score: Raw -16523.729166 + Penalty 1084.656289 = -15439.072877 nChanged 10 SP:Iteration 3Q (97.287581 sec): 3 clusters Score: Raw -16533.312771 + Penalty 1085.624272 = -15447.688498 nChanged 8 SP:Iteration 4Q (97.288223 sec): 3 clusters Score: Raw -16539.213342 + Penalty 1086.729512 = -15452.483830 nChanged 7 SP:Iteration 5Q (97.288865 sec): 3 clusters Score: Raw -16543.564365 + Penalty 1087.313349 = -15456.251016 nChanged 1 SP:Iteration 6Q (97.289505 sec): 3 clusters Score: Raw -16544.625780 + Penalty 1087.800996 = -15456.824784 nChanged 2 SP:Iteration 7Q (97.290143 sec): 3 clusters Score: Raw -16547.563089 + Penalty 1087.800996 = -15459.762094 nChanged 0 SP:Iteration 8F (97.290794 sec): 3 clusters Score: Raw -16547.563089 + Penalty 1087.800996 = -15459.762094 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 32 (1500 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.298325 sec): 2 clusters Score: Raw -95010.691455 + Penalty 701.583035 = -94309.108420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.301132 sec): 3 clusters Score: Raw -94184.880117 + Penalty 1408.723045 = -92776.157071 nChanged 586 SP:Iteration 1F (97.303891 sec): 3 clusters Score: Raw -94570.538668 + Penalty 1423.816736 = -93146.721931 nChanged 174 SP:Iteration 2F (97.306687 sec): 3 clusters Score: Raw -94727.990568 + Penalty 1436.735150 = -93291.255418 nChanged 118 SP:Iteration 3F (97.309533 sec): 3 clusters Score: Raw -94841.781356 + Penalty 1451.670736 = -93390.110620 nChanged 94 SP:Iteration 4F (97.312369 sec): 3 clusters Score: Raw -94948.940045 + Penalty 1480.557977 = -93468.382068 nChanged 78 SP:Iteration 5F (97.315195 sec): 3 clusters Score: Raw -95053.768592 + Penalty 1500.092949 = -93553.675643 nChanged 46 SP:Iteration 6Q (97.317900 sec): 3 clusters Score: Raw -95115.891830 + Penalty 1513.300668 = -93602.591162 nChanged 14 SP:Iteration 7Q (97.320501 sec): 3 clusters Score: Raw -95133.315112 + Penalty 1520.144601 = -93613.170511 nChanged 3 SP:Iteration 8Q (97.322997 sec): 3 clusters Score: Raw -95138.173912 + Penalty 1520.144601 = -93618.029312 nChanged 0 SP:Iteration 9F (97.325773 sec): 3 clusters Score: Raw -95138.173912 + Penalty 1520.144601 = -93618.029312 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 35 (289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.333340 sec): 2 clusters Score: Raw -12102.949699 + Penalty 409.033684 = -11693.916014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.334064 sec): 3 clusters Score: Raw -12055.991336 + Penalty 818.349158 = -11237.642178 nChanged 70 SP:Iteration 1F (97.334770 sec): 3 clusters Score: Raw -12140.307736 + Penalty 817.304234 = -11323.003502 nChanged 21 SP:Iteration 2F (97.335474 sec): 3 clusters Score: Raw -12174.720376 + Penalty 819.338354 = -11355.382022 nChanged 19 SP:Iteration 3F (97.336182 sec): 3 clusters Score: Raw -12215.331915 + Penalty 821.848576 = -11393.483340 nChanged 14 SP:Iteration 4Q (97.336857 sec): 3 clusters Score: Raw -12251.447256 + Penalty 825.197191 = -11426.250065 nChanged 16 SP:Iteration 5F (97.337560 sec): 3 clusters Score: Raw -12286.294033 + Penalty 828.125662 = -11458.168371 nChanged 7 SP:Iteration 6Q (97.338216 sec): 3 clusters Score: Raw -12300.846366 + Penalty 829.311467 = -11471.534899 nChanged 8 SP:Iteration 7Q (97.338867 sec): 3 clusters Score: Raw -12317.429850 + Penalty 829.329832 = -11488.100019 nChanged 4 SP:Iteration 8Q (97.339520 sec): 3 clusters Score: Raw -12326.678584 + Penalty 829.460616 = -11497.217968 nChanged 1 SP:Iteration 9Q (97.340166 sec): 3 clusters Score: Raw -12328.358663 + Penalty 830.121021 = -11498.237642 nChanged 2 SP:Iteration 10F (97.340866 sec): 3 clusters Score: Raw -12330.114954 + Penalty 830.121021 = -11499.993932 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 36 (411 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.342490 sec): 2 clusters Score: Raw -23741.950051 + Penalty 475.108639 = -23266.841412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.343420 sec): 3 clusters Score: Raw -23567.859360 + Penalty 958.040627 = -22609.818733 nChanged 125 SP:Iteration 1F (97.344334 sec): 3 clusters Score: Raw -23679.184830 + Penalty 961.536894 = -22717.647936 nChanged 26 SP:Iteration 2F (97.345247 sec): 3 clusters Score: Raw -23698.305862 + Penalty 966.795322 = -22731.510540 nChanged 15 SP:Iteration 3Q (97.346146 sec): 3 clusters Score: Raw -23715.924323 + Penalty 969.478402 = -22746.445921 nChanged 15 SP:Iteration 4Q (97.347036 sec): 3 clusters Score: Raw -23732.861528 + Penalty 974.234164 = -22758.627364 nChanged 11 SP:Iteration 5Q (97.347919 sec): 3 clusters Score: Raw -23743.814717 + Penalty 981.475356 = -22762.339361 nChanged 9 SP:Iteration 6Q (97.348797 sec): 3 clusters Score: Raw -23750.808096 + Penalty 985.183336 = -22765.624760 nChanged 5 SP:Iteration 7Q (97.349671 sec): 3 clusters Score: Raw -23755.647983 + Penalty 988.272306 = -22767.375677 nChanged 3 SP:Iteration 8Q (97.350538 sec): 3 clusters Score: Raw -23757.028344 + Penalty 991.142376 = -22765.885968 nChanged 3 SP:Iteration 9F (97.351448 sec): 3 clusters Score: Raw -23758.423064 + Penalty 997.348419 = -22761.074645 nChanged 4 SP:Iteration 10F (97.352393 sec): 3 clusters Score: Raw -23762.375389 + Penalty 1005.267069 = -22757.108320 nChanged 6 SP:Iteration 11F (97.353303 sec): 3 clusters Score: Raw -23767.505022 + Penalty 1009.783102 = -22757.721921 nChanged 4 SP:Iteration 12Q (97.354159 sec): 3 clusters Score: Raw -23771.505287 + Penalty 1014.072571 = -22757.432716 nChanged 3 SP:Iteration 13F (97.355088 sec): 3 clusters Score: Raw -23774.045268 + Penalty 1020.673292 = -22753.371976 nChanged 2 SP:Iteration 14F (97.356002 sec): 3 clusters Score: Raw -23776.096913 + Penalty 1029.398614 = -22746.698299 nChanged 4 SP:Iteration 15F (97.356911 sec): 3 clusters Score: Raw -23779.320172 + Penalty 1030.450739 = -22748.869433 nChanged 1 SP:Iteration 16Q (97.357755 sec): 3 clusters Score: Raw -23779.618308 + Penalty 1033.126510 = -22746.491798 nChanged 1 SP:Iteration 17F (97.358664 sec): 3 clusters Score: Raw -23780.791281 + Penalty 1036.611500 = -22744.179781 nChanged 1 SP:Iteration 18F (97.359571 sec): 3 clusters Score: Raw -23781.674911 + Penalty 1039.522003 = -22742.152907 nChanged 2 SP:Iteration 19F (97.360478 sec): 3 clusters Score: Raw -23783.497337 + Penalty 1041.715812 = -22741.781525 nChanged 1 SP:Iteration 20F (97.361386 sec): 3 clusters Score: Raw -23783.824260 + Penalty 1042.156695 = -22741.667565 nChanged 1 SP:Iteration 21F (97.362294 sec): 3 clusters Score: Raw -23785.539112 + Penalty 1043.869856 = -22741.669255 nChanged 1 SP:Iteration 22Q (97.363129 sec): 3 clusters Score: Raw -23785.867757 + Penalty 1043.869856 = -22741.997901 nChanged 0 SP:Iteration 23F (97.364038 sec): 3 clusters Score: Raw -23785.867757 + Penalty 1043.869856 = -22741.997901 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 37 (727 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.366543 sec): 2 clusters Score: Raw -48123.974563 + Penalty 1035.305841 = -47088.668722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.368051 sec): 3 clusters Score: Raw -47934.902938 + Penalty 2068.686261 = -45866.216677 nChanged 199 SP:Iteration 1F (97.369542 sec): 3 clusters Score: Raw -48187.795805 + Penalty 2068.513812 = -46119.281993 nChanged 60 SP:Iteration 2F (97.371012 sec): 3 clusters Score: Raw -48298.647773 + Penalty 2068.361328 = -46230.286445 nChanged 42 SP:Iteration 3F (97.372493 sec): 3 clusters Score: Raw -48384.143159 + Penalty 2068.851460 = -46315.291699 nChanged 33 SP:Iteration 4Q (97.373871 sec): 3 clusters Score: Raw -48458.632278 + Penalty 2070.569848 = -46388.062430 nChanged 34 SP:Iteration 5Q (97.375256 sec): 3 clusters Score: Raw -48544.406221 + Penalty 2072.404229 = -46472.001992 nChanged 36 SP:Iteration 6Q (97.376619 sec): 3 clusters Score: Raw -48703.493561 + Penalty 2074.475980 = -46629.017581 nChanged 43 SP:Iteration 7F (97.378093 sec): 3 clusters Score: Raw -48926.282263 + Penalty 2075.950704 = -46850.331559 nChanged 20 SP:Iteration 8Q (97.379432 sec): 3 clusters Score: Raw -48964.081083 + Penalty 2076.781854 = -46887.299229 nChanged 13 SP:Iteration 9Q (97.380734 sec): 3 clusters Score: Raw -48989.753172 + Penalty 2077.690254 = -46912.062918 nChanged 11 SP:Iteration 10F (97.382225 sec): 3 clusters Score: Raw -49011.857192 + Penalty 2078.292487 = -46933.564706 nChanged 6 SP:Iteration 11Q (97.383487 sec): 3 clusters Score: Raw -49028.262626 + Penalty 2079.188867 = -46949.073759 nChanged 7 SP:Iteration 12Q (97.384720 sec): 3 clusters Score: Raw -49054.172063 + Penalty 2080.337880 = -46973.834182 nChanged 9 SP:Iteration 13Q (97.385934 sec): 3 clusters Score: Raw -49101.138770 + Penalty 2082.009899 = -47019.128871 nChanged 8 SP:Iteration 14Q (97.387147 sec): 3 clusters Score: Raw -49162.094007 + Penalty 2082.603782 = -47079.490224 nChanged 4 SP:Iteration 15Q (97.388326 sec): 3 clusters Score: Raw -49207.583733 + Penalty 2083.206371 = -47124.377362 nChanged 1 SP:Iteration 16Q (97.389502 sec): 3 clusters Score: Raw -49211.974170 + Penalty 2083.206371 = -47128.767799 nChanged 0 SP:Iteration 17F (97.391005 sec): 3 clusters Score: Raw -49211.974170 + Penalty 2083.206371 = -47128.767799 nChanged 0 Score: Raw -1739946.563375 + Penalty 36635.372446 = -1703311.190929 Splitting cluster 37 changes total score from -1687387.053869 to -1703311.190929 So it's getting split into cluster 1. Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 39 (363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.948850 sec): 2 clusters Score: Raw -22718.516374 + Penalty 727.631581 = -21990.884793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.949730 sec): 3 clusters Score: Raw -22631.574735 + Penalty 1454.731237 = -21176.843498 nChanged 80 SP:Iteration 1F (97.950591 sec): 3 clusters Score: Raw -22728.612666 + Penalty 1455.319418 = -21273.293248 nChanged 20 SP:Iteration 2F (97.951450 sec): 3 clusters Score: Raw -22755.381072 + Penalty 1457.278750 = -21298.102322 nChanged 17 SP:Iteration 3Q (97.952278 sec): 3 clusters Score: Raw -22773.405981 + Penalty 1457.833490 = -21315.572490 nChanged 6 SP:Iteration 4Q (97.953085 sec): 3 clusters Score: Raw -22780.189936 + Penalty 1458.442136 = -21321.747799 nChanged 5 SP:Iteration 5Q (97.953891 sec): 3 clusters Score: Raw -22786.381686 + Penalty 1458.402685 = -21327.979001 nChanged 8 SP:Iteration 6Q (97.954695 sec): 3 clusters Score: Raw -22796.928069 + Penalty 1458.102420 = -21338.825649 nChanged 4 SP:Iteration 7Q (97.955498 sec): 3 clusters Score: Raw -22799.758449 + Penalty 1458.085807 = -21341.672642 nChanged 1 SP:Iteration 8Q (97.956305 sec): 3 clusters Score: Raw -22800.449956 + Penalty 1458.408538 = -21342.041418 nChanged 1 SP:Iteration 9Q (97.957108 sec): 3 clusters Score: Raw -22801.406208 + Penalty 1458.408538 = -21342.997669 nChanged 0 SP:Iteration 10F (97.957930 sec): 3 clusters Score: Raw -22801.406208 + Penalty 1458.408538 = -21342.997669 nChanged 0 Memory request: 0.03 GB would take us to total of 0.34 GB. Trying to split cluster 41 (5792 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.982501 sec): 2 clusters Score: Raw -281907.419993 + Penalty 55.895639 = -281851.524355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.992958 sec): 3 clusters Score: Raw -278112.100863 + Penalty 115.971538 = -277996.129325 nChanged 2764 SP:Iteration 1F (98.003238 sec): 3 clusters Score: Raw -280794.110923 + Penalty 121.653045 = -280672.457878 nChanged 629 SP:Iteration 2F (98.013390 sec): 3 clusters Score: Raw -281510.417654 + Penalty 130.443058 = -281379.974596 nChanged 327 SP:Iteration 3F (98.023728 sec): 3 clusters Score: Raw -281797.878983 + Penalty 142.647246 = -281655.231737 nChanged 164 SP:Iteration 4Q (98.034040 sec): 3 clusters Score: Raw -281923.444140 + Penalty 148.609113 = -281774.835027 nChanged 82 SP:Iteration 5Q (98.044221 sec): 3 clusters Score: Raw -281970.071150 + Penalty 150.425791 = -281819.645359 nChanged 38 SP:Iteration 6Q (98.054359 sec): 3 clusters Score: Raw -281983.413787 + Penalty 154.340890 = -281829.072897 nChanged 23 SP:Iteration 7Q (98.064550 sec): 3 clusters Score: Raw -281989.174485 + Penalty 159.236456 = -281829.938029 nChanged 12 SP:Iteration 8Q (98.074686 sec): 3 clusters Score: Raw -281991.420015 + Penalty 160.414220 = -281831.005796 nChanged 8 SP:Iteration 9Q (98.084841 sec): 3 clusters Score: Raw -281992.459057 + Penalty 161.279222 = -281831.179836 nChanged 4 SP:Iteration 10F (98.094912 sec): 3 clusters Score: Raw -281992.970689 + Penalty 162.270556 = -281830.700133 nChanged 2 SP:Iteration 11F (98.105119 sec): 3 clusters Score: Raw -281993.219224 + Penalty 162.270556 = -281830.948668 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 45 (314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.110341 sec): 2 clusters Score: Raw -18285.711674 + Penalty 465.606517 = -17820.105157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.111140 sec): 3 clusters Score: Raw -18154.335439 + Penalty 953.219946 = -17201.115493 nChanged 81 SP:Iteration 1F (98.111923 sec): 3 clusters Score: Raw -18241.852216 + Penalty 970.194740 = -17271.657476 nChanged 28 SP:Iteration 2F (98.112688 sec): 3 clusters Score: Raw -18286.639448 + Penalty 984.411915 = -17302.227533 nChanged 16 SP:Iteration 3F (98.113459 sec): 3 clusters Score: Raw -18316.412513 + Penalty 1010.048135 = -17306.364377 nChanged 11 SP:Iteration 4Q (98.114203 sec): 3 clusters Score: Raw -18335.206715 + Penalty 1023.239613 = -17311.967102 nChanged 5 SP:Iteration 5Q (98.114920 sec): 3 clusters Score: Raw -18349.437901 + Penalty 1023.239613 = -17326.198288 nChanged 0 SP:Iteration 6F (98.115687 sec): 3 clusters Score: Raw -18349.437901 + Penalty 1023.239613 = -17326.198288 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 50 (150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.117033 sec): 2 clusters Score: Raw -8060.520294 + Penalty 565.870327 = -7494.649967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.117508 sec): 3 clusters Score: Raw -8078.489120 + Penalty 1123.681006 = -6954.808114 nChanged 26 SP:Iteration 1F (98.117976 sec): 3 clusters Score: Raw -8129.865457 + Penalty 1122.156300 = -7007.709157 nChanged 5 SP:Iteration 2Q (98.118427 sec): 3 clusters Score: Raw -8142.953522 + Penalty 1123.473402 = -7019.480121 nChanged 4 SP:Iteration 3Q (98.118878 sec): 3 clusters Score: Raw -8155.358674 + Penalty 1124.621763 = -7030.736911 nChanged 2 SP:Iteration 4Q (98.119327 sec): 3 clusters Score: Raw -8160.355751 + Penalty 1124.621763 = -7035.733987 nChanged 0 SP:Iteration 5F (98.119792 sec): 3 clusters Score: Raw -8160.355751 + Penalty 1124.621763 = -7035.733987 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 52 (214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.121143 sec): 2 clusters Score: Raw -13367.653670 + Penalty 679.898202 = -12687.755468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.121748 sec): 3 clusters Score: Raw -13334.148490 + Penalty 1360.391192 = -11973.757298 nChanged 29 SP:Iteration 1F (98.122331 sec): 3 clusters Score: Raw -13384.455180 + Penalty 1360.538750 = -12023.916431 nChanged 8 SP:Iteration 2Q (98.122900 sec): 3 clusters Score: Raw -13399.684949 + Penalty 1360.243474 = -12039.441474 nChanged 5 SP:Iteration 3Q (98.123461 sec): 3 clusters Score: Raw -13405.900278 + Penalty 1359.319163 = -12046.581115 nChanged 2 SP:Iteration 4Q (98.124022 sec): 3 clusters Score: Raw -13411.588627 + Penalty 1359.260677 = -12052.327950 nChanged 2 SP:Iteration 5Q (98.124581 sec): 3 clusters Score: Raw -13415.292770 + Penalty 1359.217237 = -12056.075533 nChanged 2 SP:Iteration 6Q (98.125141 sec): 3 clusters Score: Raw -13421.143920 + Penalty 1359.181150 = -12061.962770 nChanged 2 SP:Iteration 7Q (98.125700 sec): 3 clusters Score: Raw -13422.754599 + Penalty 1359.108274 = -12063.646325 nChanged 4 SP:Iteration 8Q (98.126262 sec): 3 clusters Score: Raw -13428.155053 + Penalty 1359.796404 = -12068.358649 nChanged 1 SP:Iteration 9Q (98.126837 sec): 3 clusters Score: Raw -13429.662993 + Penalty 1360.521239 = -12069.141754 nChanged 1 SP:Iteration 10F (98.127411 sec): 3 clusters Score: Raw -13436.421871 + Penalty 1358.427443 = -12077.994428 nChanged 3 SP:Iteration 11Q (98.127966 sec): 3 clusters Score: Raw -13438.098312 + Penalty 1357.754038 = -12080.344274 nChanged 1 SP:Iteration 12Q (98.128521 sec): 3 clusters Score: Raw -13438.847424 + Penalty 1357.754038 = -12081.093386 nChanged 0 SP:Iteration 13F (98.129093 sec): 3 clusters Score: Raw -13438.847424 + Penalty 1357.754038 = -12081.093386 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 54 (212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.130453 sec): 2 clusters Score: Raw -12099.547124 + Penalty 865.454737 = -11234.092387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.131060 sec): 3 clusters Score: Raw -12150.079425 + Penalty 1731.394300 = -10418.685125 nChanged 35 SP:Iteration 1F (98.131632 sec): 3 clusters Score: Raw -12246.716292 + Penalty 1731.675339 = -10515.040952 nChanged 6 SP:Iteration 2Q (98.132182 sec): 3 clusters Score: Raw -12268.087989 + Penalty 1731.754418 = -10536.333571 nChanged 3 SP:Iteration 3Q (98.132742 sec): 3 clusters Score: Raw -12283.422813 + Penalty 1731.857599 = -10551.565214 nChanged 4 SP:Iteration 4Q (98.133290 sec): 3 clusters Score: Raw -12296.790235 + Penalty 1731.902337 = -10564.887898 nChanged 2 SP:Iteration 5Q (98.133835 sec): 3 clusters Score: Raw -12300.409129 + Penalty 1731.902337 = -10568.506791 nChanged 0 SP:Iteration 6F (98.134422 sec): 3 clusters Score: Raw -12300.409129 + Penalty 1731.902337 = -10568.506791 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 57 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.135782 sec): 2 clusters Score: Raw -10236.489781 + Penalty 351.116248 = -9885.373533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.136336 sec): 3 clusters Score: Raw -10180.420895 + Penalty 703.498736 = -9476.922159 nChanged 43 SP:Iteration 1F (98.136881 sec): 3 clusters Score: Raw -10230.523541 + Penalty 713.189946 = -9517.333595 nChanged 20 SP:Iteration 2F (98.137423 sec): 3 clusters Score: Raw -10259.722149 + Penalty 721.511100 = -9538.211049 nChanged 11 SP:Iteration 3F (98.137964 sec): 3 clusters Score: Raw -10278.804901 + Penalty 728.437094 = -9550.367808 nChanged 13 SP:Iteration 4F (98.138506 sec): 3 clusters Score: Raw -10303.469729 + Penalty 730.626022 = -9572.843706 nChanged 5 SP:Iteration 5Q (98.139038 sec): 3 clusters Score: Raw -10317.779652 + Penalty 730.115510 = -9587.664142 nChanged 3 SP:Iteration 6Q (98.139565 sec): 3 clusters Score: Raw -10323.451270 + Penalty 727.944085 = -9595.507185 nChanged 2 SP:Iteration 7Q (98.140088 sec): 3 clusters Score: Raw -10326.940648 + Penalty 727.944085 = -9598.996563 nChanged 0 SP:Iteration 8F (98.140652 sec): 3 clusters Score: Raw -10326.940648 + Penalty 727.944085 = -9598.996563 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 67 (902 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.144172 sec): 2 clusters Score: Raw -54928.313150 + Penalty 887.832025 = -54040.481125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.145975 sec): 3 clusters Score: Raw -54544.676906 + Penalty 1775.366245 = -52769.310661 nChanged 272 SP:Iteration 1F (98.147739 sec): 3 clusters Score: Raw -54739.170875 + Penalty 1779.136031 = -52960.034844 nChanged 78 SP:Iteration 2F (98.149463 sec): 3 clusters Score: Raw -54807.976555 + Penalty 1782.537473 = -53025.439082 nChanged 57 SP:Iteration 3F (98.151200 sec): 3 clusters Score: Raw -54863.199916 + Penalty 1787.474838 = -53075.725079 nChanged 46 SP:Iteration 4F (98.152927 sec): 3 clusters Score: Raw -54910.596197 + Penalty 1790.800637 = -53119.795560 nChanged 37 SP:Iteration 5Q (98.154647 sec): 3 clusters Score: Raw -54943.253067 + Penalty 1793.808189 = -53149.444878 nChanged 20 SP:Iteration 6Q (98.156365 sec): 3 clusters Score: Raw -54962.866589 + Penalty 1796.179875 = -53166.686714 nChanged 14 SP:Iteration 7Q (98.158078 sec): 3 clusters Score: Raw -54978.067457 + Penalty 1796.537601 = -53181.529856 nChanged 8 SP:Iteration 8Q (98.159787 sec): 3 clusters Score: Raw -54982.929389 + Penalty 1798.287810 = -53184.641580 nChanged 6 SP:Iteration 9Q (98.161537 sec): 3 clusters Score: Raw -54987.202137 + Penalty 1797.512754 = -53189.689383 nChanged 4 SP:Iteration 10F (98.163294 sec): 3 clusters Score: Raw -54989.099676 + Penalty 1798.567310 = -53190.532366 nChanged 3 SP:Iteration 11Q (98.165008 sec): 3 clusters Score: Raw -54989.937553 + Penalty 1797.991838 = -53191.945715 nChanged 3 SP:Iteration 12Q (98.166733 sec): 3 clusters Score: Raw -54991.134254 + Penalty 1798.023842 = -53193.110412 nChanged 1 SP:Iteration 13Q (98.168444 sec): 3 clusters Score: Raw -54992.279897 + Penalty 1798.337415 = -53193.942482 nChanged 2 SP:Iteration 14Q (98.170181 sec): 3 clusters Score: Raw -54994.615038 + Penalty 1797.863221 = -53196.751817 nChanged 2 SP:Iteration 15Q (98.171938 sec): 3 clusters Score: Raw -54996.539601 + Penalty 1798.815729 = -53197.723872 nChanged 3 SP:Iteration 16Q (98.173669 sec): 3 clusters Score: Raw -54999.558272 + Penalty 1798.844683 = -53200.713589 nChanged 1 SP:Iteration 17Q (98.175388 sec): 3 clusters Score: Raw -55000.934484 + Penalty 1798.844683 = -53202.089801 nChanged 0 SP:Iteration 18F (98.177137 sec): 3 clusters Score: Raw -55000.934484 + Penalty 1798.844683 = -53202.089801 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 73 (631 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.179555 sec): 2 clusters Score: Raw -38983.740159 + Penalty 750.103372 = -38233.636787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.180865 sec): 3 clusters Score: Raw -38742.338818 + Penalty 1505.539246 = -37236.799572 nChanged 173 SP:Iteration 1F (98.182152 sec): 3 clusters Score: Raw -38878.384919 + Penalty 1507.951104 = -37370.433814 nChanged 44 SP:Iteration 2F (98.183458 sec): 3 clusters Score: Raw -38928.493611 + Penalty 1509.895294 = -37418.598317 nChanged 38 SP:Iteration 3F (98.184743 sec): 3 clusters Score: Raw -38972.658100 + Penalty 1512.825453 = -37459.832648 nChanged 34 SP:Iteration 4F (98.186038 sec): 3 clusters Score: Raw -39013.056906 + Penalty 1515.047475 = -37498.009431 nChanged 30 SP:Iteration 5Q (98.187318 sec): 3 clusters Score: Raw -39053.010310 + Penalty 1515.491473 = -37537.518837 nChanged 17 SP:Iteration 6Q (98.188574 sec): 3 clusters Score: Raw -39078.402731 + Penalty 1514.839559 = -37563.563171 nChanged 16 SP:Iteration 7Q (98.189816 sec): 3 clusters Score: Raw -39101.551764 + Penalty 1514.770799 = -37586.780965 nChanged 7 SP:Iteration 8Q (98.191040 sec): 3 clusters Score: Raw -39111.225292 + Penalty 1514.395743 = -37596.829549 nChanged 8 SP:Iteration 9Q (98.192256 sec): 3 clusters Score: Raw -39120.263659 + Penalty 1514.379949 = -37605.883710 nChanged 6 SP:Iteration 10F (98.193540 sec): 3 clusters Score: Raw -39127.188159 + Penalty 1514.284428 = -37612.903730 nChanged 4 SP:Iteration 11Q (98.194748 sec): 3 clusters Score: Raw -39128.978054 + Penalty 1514.475168 = -37614.502886 nChanged 2 SP:Iteration 12Q (98.195965 sec): 3 clusters Score: Raw -39130.893757 + Penalty 1514.879149 = -37616.014608 nChanged 2 SP:Iteration 13Q (98.197180 sec): 3 clusters Score: Raw -39132.837286 + Penalty 1514.942397 = -37617.894889 nChanged 1 SP:Iteration 14Q (98.198385 sec): 3 clusters Score: Raw -39135.973356 + Penalty 1514.475612 = -37621.497744 nChanged 2 SP:Iteration 15Q (98.199586 sec): 3 clusters Score: Raw -39137.809670 + Penalty 1514.510651 = -37623.299019 nChanged 2 SP:Iteration 16Q (98.200767 sec): 3 clusters Score: Raw -39140.309813 + Penalty 1513.520364 = -37626.789449 nChanged 4 SP:Iteration 17Q (98.201950 sec): 3 clusters Score: Raw -39144.166296 + Penalty 1513.462792 = -37630.703504 nChanged 4 SP:Iteration 18Q (98.203158 sec): 3 clusters Score: Raw -39148.733624 + Penalty 1512.242006 = -37636.491618 nChanged 3 SP:Iteration 19Q (98.204350 sec): 3 clusters Score: Raw -39150.300173 + Penalty 1512.242006 = -37638.058166 nChanged 0 SP:Iteration 20F (98.205632 sec): 3 clusters Score: Raw -39150.300173 + Penalty 1512.242006 = -37638.058166 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 79 (949 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.208858 sec): 2 clusters Score: Raw -56479.062287 + Penalty 303.418163 = -56175.644125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.210757 sec): 3 clusters Score: Raw -55914.111721 + Penalty 606.893604 = -55307.218117 nChanged 401 SP:Iteration 1F (98.212612 sec): 3 clusters Score: Raw -56128.152997 + Penalty 606.872402 = -55521.280595 nChanged 113 SP:Iteration 2F (98.214494 sec): 3 clusters Score: Raw -56191.457813 + Penalty 607.252593 = -55584.205220 nChanged 72 SP:Iteration 3F (98.216309 sec): 3 clusters Score: Raw -56245.229880 + Penalty 607.190059 = -55638.039821 nChanged 50 SP:Iteration 4F (98.218173 sec): 3 clusters Score: Raw -56277.621325 + Penalty 606.291252 = -55671.330073 nChanged 44 SP:Iteration 5Q (98.220007 sec): 3 clusters Score: Raw -56312.392824 + Penalty 605.022656 = -55707.370168 nChanged 30 SP:Iteration 6Q (98.221789 sec): 3 clusters Score: Raw -56329.313123 + Penalty 604.307189 = -55725.005933 nChanged 28 SP:Iteration 7Q (98.223604 sec): 3 clusters Score: Raw -56348.514872 + Penalty 603.479725 = -55745.035148 nChanged 22 SP:Iteration 8Q (98.225395 sec): 3 clusters Score: Raw -56358.504822 + Penalty 602.706604 = -55755.798219 nChanged 15 SP:Iteration 9Q (98.227194 sec): 3 clusters Score: Raw -56365.377029 + Penalty 602.479800 = -55762.897229 nChanged 14 SP:Iteration 10F (98.229030 sec): 3 clusters Score: Raw -56369.345132 + Penalty 601.792698 = -55767.552434 nChanged 12 SP:Iteration 11Q (98.230817 sec): 3 clusters Score: Raw -56373.076959 + Penalty 601.623275 = -55771.453684 nChanged 15 SP:Iteration 12Q (98.232589 sec): 3 clusters Score: Raw -56378.398940 + Penalty 601.605807 = -55776.793133 nChanged 8 SP:Iteration 13Q (98.234377 sec): 3 clusters Score: Raw -56380.233720 + Penalty 602.109103 = -55778.124617 nChanged 10 SP:Iteration 14Q (98.236169 sec): 3 clusters Score: Raw -56382.501990 + Penalty 602.415605 = -55780.086385 nChanged 5 SP:Iteration 15Q (98.237962 sec): 3 clusters Score: Raw -56383.515371 + Penalty 602.969597 = -55780.545774 nChanged 8 SP:Iteration 16Q (98.239748 sec): 3 clusters Score: Raw -56385.567232 + Penalty 603.639881 = -55781.927351 nChanged 8 SP:Iteration 17Q (98.241542 sec): 3 clusters Score: Raw -56387.470564 + Penalty 604.099527 = -55783.371037 nChanged 5 SP:Iteration 18Q (98.243338 sec): 3 clusters Score: Raw -56388.882091 + Penalty 604.633134 = -55784.248957 nChanged 5 SP:Iteration 19Q (98.245088 sec): 3 clusters Score: Raw -56390.576062 + Penalty 605.491592 = -55785.084470 nChanged 8 SP:Iteration 20F (98.246922 sec): 3 clusters Score: Raw -56392.530557 + Penalty 606.162062 = -55786.368495 nChanged 8 SP:Iteration 21Q (98.248680 sec): 3 clusters Score: Raw -56394.469160 + Penalty 607.410665 = -55787.058495 nChanged 10 SP:Iteration 22Q (98.250451 sec): 3 clusters Score: Raw -56397.021010 + Penalty 608.305543 = -55788.715466 nChanged 7 SP:Iteration 23Q (98.252239 sec): 3 clusters Score: Raw -56398.382505 + Penalty 609.130922 = -55789.251583 nChanged 6 SP:Iteration 24Q (98.254025 sec): 3 clusters Score: Raw -56399.556973 + Penalty 610.085161 = -55789.471812 nChanged 7 SP:Iteration 25Q (98.255770 sec): 3 clusters Score: Raw -56401.275518 + Penalty 611.203331 = -55790.072187 nChanged 8 SP:Iteration 26Q (98.257517 sec): 3 clusters Score: Raw -56404.537335 + Penalty 612.558416 = -55791.978919 nChanged 9 SP:Iteration 27Q (98.259264 sec): 3 clusters Score: Raw -56407.392807 + Penalty 614.449967 = -55792.942840 nChanged 11 SP:Iteration 28Q (98.261028 sec): 3 clusters Score: Raw -56410.615368 + Penalty 616.159010 = -55794.456358 nChanged 10 SP:Iteration 29Q (98.262770 sec): 3 clusters Score: Raw -56414.167837 + Penalty 618.139058 = -55796.028779 nChanged 13 SP:Iteration 30F (98.264575 sec): 3 clusters Score: Raw -56419.638599 + Penalty 621.396839 = -55798.241760 nChanged 18 SP:Iteration 31Q (98.266347 sec): 3 clusters Score: Raw -56426.916894 + Penalty 624.042755 = -55802.874140 nChanged 15 SP:Iteration 32Q (98.268103 sec): 3 clusters Score: Raw -56432.192447 + Penalty 626.548810 = -55805.643637 nChanged 14 SP:Iteration 33Q (98.269848 sec): 3 clusters Score: Raw -56439.138439 + Penalty 628.965917 = -55810.172523 nChanged 12 SP:Iteration 34Q (98.271595 sec): 3 clusters Score: Raw -56443.490541 + Penalty 631.682174 = -55811.808368 nChanged 11 SP:Iteration 35Q (98.273329 sec): 3 clusters Score: Raw -56446.336338 + Penalty 633.754820 = -55812.581518 nChanged 9 SP:Iteration 36Q (98.275081 sec): 3 clusters Score: Raw -56448.754822 + Penalty 636.863878 = -55811.890944 nChanged 11 SP:Iteration 37F (98.276909 sec): 3 clusters Score: Raw -56452.421393 + Penalty 639.564243 = -55812.857150 nChanged 11 SP:Iteration 38Q (98.278642 sec): 3 clusters Score: Raw -56455.731876 + Penalty 641.779636 = -55813.952240 nChanged 8 SP:Iteration 39Q (98.280366 sec): 3 clusters Score: Raw -56458.320413 + Penalty 643.457144 = -55814.863269 nChanged 5 SP:Iteration 40F (98.282193 sec): 3 clusters Score: Raw -56459.515703 + Penalty 645.191645 = -55814.324058 nChanged 5 SP:Iteration 41F (98.284058 sec): 3 clusters Score: Raw -56461.106796 + Penalty 649.936255 = -55811.170541 nChanged 13 SP:Iteration 42F (98.285898 sec): 3 clusters Score: Raw -56466.459188 + Penalty 653.607273 = -55812.851914 nChanged 8 SP:Iteration 43Q (98.288150 sec): 3 clusters Score: Raw -56468.881749 + Penalty 655.951056 = -55812.930693 nChanged 7 SP:Iteration 44Q (98.289875 sec): 3 clusters Score: Raw -56471.090170 + Penalty 658.284282 = -55812.805889 nChanged 7 SP:Iteration 45F (98.291689 sec): 3 clusters Score: Raw -56474.640813 + Penalty 661.653367 = -55812.987445 nChanged 9 SP:Iteration 46Q (98.293397 sec): 3 clusters Score: Raw -56478.101340 + Penalty 665.566459 = -55812.534881 nChanged 9 SP:Iteration 47F (98.295209 sec): 3 clusters Score: Raw -56480.785297 + Penalty 670.070140 = -55810.715157 nChanged 9 SP:Iteration 48F (98.297022 sec): 3 clusters Score: Raw -56483.202473 + Penalty 672.577663 = -55810.624810 nChanged 7 SP:Iteration 49F (98.298832 sec): 3 clusters Score: Raw -56486.056286 + Penalty 675.875331 = -55810.180954 nChanged 9 SP:Iteration 50F (98.300667 sec): 3 clusters Score: Raw -56490.665118 + Penalty 677.094185 = -55813.570933 nChanged 6 SP:Iteration 51Q (98.302333 sec): 3 clusters Score: Raw -56492.459468 + Penalty 678.340205 = -55814.119262 nChanged 3 SP:Iteration 52Q (98.304038 sec): 3 clusters Score: Raw -56493.073035 + Penalty 679.143342 = -55813.929693 nChanged 2 SP:Iteration 53F (98.305895 sec): 3 clusters Score: Raw -56493.385441 + Penalty 679.729424 = -55813.656017 nChanged 3 SP:Iteration 54F (98.307707 sec): 3 clusters Score: Raw -56494.178517 + Penalty 679.729424 = -55814.449093 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 105 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.309419 sec): 2 clusters Score: Raw -4783.336251 + Penalty 472.601536 = -4310.734715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.309853 sec): 3 clusters Score: Raw -4821.844196 + Penalty 979.863594 = -3841.980602 nChanged 17 SP:Iteration 1F (98.310287 sec): 3 clusters Score: Raw -4865.581642 + Penalty 1011.570308 = -3854.011334 nChanged 13 SP:Iteration 2F (98.310710 sec): 3 clusters Score: Raw -4923.208644 + Penalty 1033.247813 = -3889.960831 nChanged 4 SP:Iteration 3Q (98.311098 sec): 3 clusters Score: Raw -4933.955711 + Penalty 1036.024545 = -3897.931166 nChanged 1 SP:Iteration 4Q (98.311478 sec): 3 clusters Score: Raw -4935.819764 + Penalty 1036.024545 = -3899.795219 nChanged 0 SP:Iteration 5F (98.311893 sec): 3 clusters Score: Raw -4935.819764 + Penalty 1036.024545 = -3899.795219 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 106 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.314473 sec): 2 clusters Score: Raw -2020.185727 + Penalty 157.715327 = -1862.470401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.314739 sec): 3 clusters Score: Raw -2031.679976 + Penalty 302.040631 = -1729.639346 nChanged 6 SP:Iteration 1F (98.315004 sec): 3 clusters Score: Raw -2041.769312 + Penalty 301.907993 = -1739.861319 nChanged 1 SP:Iteration 2Q (98.315257 sec): 3 clusters Score: Raw -2044.049308 + Penalty 301.907993 = -1742.141315 nChanged 0 SP:Iteration 3F (98.315514 sec): 3 clusters Score: Raw -2044.049308 + Penalty 301.907993 = -1742.141315 nChanged 0 Iteration 219Q (98.449963 sec): 35 clusters Score: Raw -1723485.518606 + Penalty 36636.699270 = -1686848.819336 nChanged 21 Iteration 220F (99.010611 sec): 35 clusters Score: Raw -1723515.300073 + Penalty 36638.143193 = -1686877.156880 nChanged 9 Iteration 221Q (99.116381 sec): 35 clusters Score: Raw -1723522.897092 + Penalty 36638.359450 = -1686884.537642 nChanged 3 Iteration 222Q (99.221130 sec): 35 clusters Score: Raw -1723523.704659 + Penalty 36638.340794 = -1686885.363865 nChanged 2 Iteration 223Q (99.326345 sec): 35 clusters Score: Raw -1723523.705862 + Penalty 36638.340794 = -1686885.365068 nChanged 0 Iteration 224F (99.891517 sec): 35 clusters Score: Raw -1723523.705862 + Penalty 36638.340794 = -1686885.365068 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 -1723523.705862 + Penalty 36638.340794 = -1686885.365068Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 1 (482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (99.999417 sec): 2 clusters Score: Raw -33161.985798 + Penalty 958.745362 = -32203.240436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.000506 sec): 3 clusters Score: Raw -33076.610121 + Penalty 1917.823804 = -31158.786317 nChanged 117 SP:Iteration 1F (100.001573 sec): 3 clusters Score: Raw -33217.077766 + Penalty 1918.231885 = -31298.845881 nChanged 17 SP:Iteration 2Q (100.002618 sec): 3 clusters Score: Raw -33245.380291 + Penalty 1918.435450 = -31326.944841 nChanged 12 SP:Iteration 3Q (100.003667 sec): 3 clusters Score: Raw -33262.352661 + Penalty 1918.642433 = -31343.710228 nChanged 9 SP:Iteration 4Q (100.004702 sec): 3 clusters Score: Raw -33271.965791 + Penalty 1918.702539 = -31353.263252 nChanged 3 SP:Iteration 5Q (100.005736 sec): 3 clusters Score: Raw -33273.960825 + Penalty 1918.718438 = -31355.242387 nChanged 2 SP:Iteration 6Q (100.006769 sec): 3 clusters Score: Raw -33274.859103 + Penalty 1918.657107 = -31356.201995 nChanged 1 SP:Iteration 7Q (100.007805 sec): 3 clusters Score: Raw -33276.726672 + Penalty 1918.657107 = -31358.069564 nChanged 0 SP:Iteration 8F (100.008865 sec): 3 clusters Score: Raw -33276.726672 + Penalty 1918.657107 = -31358.069564 nChanged 0 Memory request: 0.06 GB would take us to total of 0.37 GB. Trying to split cluster 2 (13405 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.069847 sec): 2 clusters Score: Raw -708422.568395 + Penalty 193.439706 = -708229.128688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.095407 sec): 3 clusters Score: Raw -699454.763316 + Penalty 376.326475 = -699078.436842 nChanged 6415 SP:Iteration 1F (100.120256 sec): 3 clusters Score: Raw -702916.984872 + Penalty 338.568978 = -702578.415893 nChanged 2286 SP:Iteration 2F (100.144689 sec): 3 clusters Score: Raw -704976.774228 + Penalty 303.876313 = -704672.897915 nChanged 1373 SP:Iteration 3F (100.169193 sec): 3 clusters Score: Raw -706356.189051 + Penalty 278.115149 = -706078.073903 nChanged 878 SP:Iteration 4F (100.193590 sec): 3 clusters Score: Raw -707333.513545 + Penalty 263.464736 = -707070.048809 nChanged 460 SP:Iteration 5Q (100.217683 sec): 3 clusters Score: Raw -707934.043239 + Penalty 257.799382 = -707676.243856 nChanged 154 SP:Iteration 6Q (100.237703 sec): 3 clusters Score: Raw -708164.590719 + Penalty 257.828086 = -707906.762633 nChanged 76 SP:Iteration 7Q (100.256976 sec): 3 clusters Score: Raw -708217.754569 + Penalty 255.689383 = -707962.065186 nChanged 61 SP:Iteration 8Q (100.276186 sec): 3 clusters Score: Raw -708250.247016 + Penalty 255.564368 = -707994.682648 nChanged 57 SP:Iteration 9Q (100.295255 sec): 3 clusters Score: Raw -708281.820045 + Penalty 256.588929 = -708025.231116 nChanged 58 SP:Iteration 10F (100.319164 sec): 3 clusters Score: Raw -708314.882892 + Penalty 257.646504 = -708057.236388 nChanged 41 SP:Iteration 11Q (100.338134 sec): 3 clusters Score: Raw -708344.124732 + Penalty 258.800171 = -708085.324561 nChanged 32 SP:Iteration 12Q (100.357062 sec): 3 clusters Score: Raw -708371.074419 + Penalty 258.924358 = -708112.150061 nChanged 23 SP:Iteration 13Q (100.375788 sec): 3 clusters Score: Raw -708384.302054 + Penalty 258.429500 = -708125.872554 nChanged 18 SP:Iteration 14Q (100.394990 sec): 3 clusters Score: Raw -708393.100159 + Penalty 258.670137 = -708134.430022 nChanged 10 SP:Iteration 15Q (100.414035 sec): 3 clusters Score: Raw -708396.774330 + Penalty 259.189099 = -708137.585231 nChanged 10 SP:Iteration 16Q (100.433467 sec): 3 clusters Score: Raw -708399.101684 + Penalty 259.623717 = -708139.477967 nChanged 8 SP:Iteration 17Q (100.452717 sec): 3 clusters Score: Raw -708401.977533 + Penalty 260.597468 = -708141.380065 nChanged 11 SP:Iteration 18Q (100.471637 sec): 3 clusters Score: Raw -708406.939255 + Penalty 260.915378 = -708146.023878 nChanged 7 SP:Iteration 19Q (100.490367 sec): 3 clusters Score: Raw -708408.557547 + Penalty 261.286539 = -708147.271008 nChanged 3 SP:Iteration 20F (100.514307 sec): 3 clusters Score: Raw -708409.156638 + Penalty 261.543901 = -708147.612737 nChanged 2 SP:Iteration 21Q (100.532876 sec): 3 clusters Score: Raw -708409.549181 + Penalty 261.945722 = -708147.603459 nChanged 3 SP:Iteration 22F (100.556813 sec): 3 clusters Score: Raw -708409.926166 + Penalty 262.176654 = -708147.749512 nChanged 2 SP:Iteration 23Q (100.575651 sec): 3 clusters Score: Raw -708410.355299 + Penalty 262.693671 = -708147.661628 nChanged 6 SP:Iteration 24F (100.599721 sec): 3 clusters Score: Raw -708412.450669 + Penalty 262.728441 = -708149.722227 nChanged 9 SP:Iteration 25Q (100.618266 sec): 3 clusters Score: Raw -708414.455893 + Penalty 263.102578 = -708151.353314 nChanged 5 SP:Iteration 26Q (100.636888 sec): 3 clusters Score: Raw -708415.886170 + Penalty 263.719340 = -708152.166829 nChanged 4 SP:Iteration 27Q (100.655626 sec): 3 clusters Score: Raw -708417.186832 + Penalty 264.567711 = -708152.619121 nChanged 5 SP:Iteration 28Q (100.674460 sec): 3 clusters Score: Raw -708420.102592 + Penalty 265.568131 = -708154.534462 nChanged 7 SP:Iteration 29Q (100.699187 sec): 3 clusters Score: Raw -708422.832644 + Penalty 266.047968 = -708156.784676 nChanged 5 SP:Iteration 30F (100.723827 sec): 3 clusters Score: Raw -708423.910279 + Penalty 267.225740 = -708156.684540 nChanged 5 SP:Iteration 31F (100.748502 sec): 3 clusters Score: Raw -708425.874189 + Penalty 267.738219 = -708158.135970 nChanged 2 SP:Iteration 32Q (100.773280 sec): 3 clusters Score: Raw -708426.399878 + Penalty 267.738219 = -708158.661659 nChanged 0 SP:Iteration 33F (100.805755 sec): 3 clusters Score: Raw -708426.399878 + Penalty 267.738219 = -708158.661659 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 4 (544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.814948 sec): 2 clusters Score: Raw -26839.194097 + Penalty 590.120022 = -26249.074075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.816133 sec): 3 clusters Score: Raw -26604.071705 + Penalty 1179.453700 = -25424.618005 nChanged 137 SP:Iteration 1F (100.817282 sec): 3 clusters Score: Raw -26710.664833 + Penalty 1181.381261 = -25529.283572 nChanged 52 SP:Iteration 2F (100.818428 sec): 3 clusters Score: Raw -26761.247112 + Penalty 1182.729219 = -25578.517893 nChanged 30 SP:Iteration 3F (100.819577 sec): 3 clusters Score: Raw -26798.866675 + Penalty 1193.596443 = -25605.270232 nChanged 27 SP:Iteration 4Q (100.820751 sec): 3 clusters Score: Raw -26828.384586 + Penalty 1207.045384 = -25621.339202 nChanged 22 SP:Iteration 5Q (100.821888 sec): 3 clusters Score: Raw -26859.171689 + Penalty 1229.150132 = -25630.021557 nChanged 22 SP:Iteration 6Q (100.823020 sec): 3 clusters Score: Raw -26887.103739 + Penalty 1254.092550 = -25633.011189 nChanged 17 SP:Iteration 7Q (100.824150 sec): 3 clusters Score: Raw -26908.732536 + Penalty 1269.335361 = -25639.397174 nChanged 14 SP:Iteration 8Q (100.825270 sec): 3 clusters Score: Raw -26932.917856 + Penalty 1278.205342 = -25654.712514 nChanged 12 SP:Iteration 9Q (100.826419 sec): 3 clusters Score: Raw -26948.168428 + Penalty 1282.812536 = -25665.355892 nChanged 4 SP:Iteration 10F (100.827563 sec): 3 clusters Score: Raw -26952.761620 + Penalty 1284.143795 = -25668.617825 nChanged 1 SP:Iteration 11Q (100.828652 sec): 3 clusters Score: Raw -26955.080767 + Penalty 1285.425053 = -25669.655713 nChanged 3 SP:Iteration 12Q (100.831075 sec): 3 clusters Score: Raw -26958.808514 + Penalty 1287.120772 = -25671.687741 nChanged 1 SP:Iteration 13Q (100.833299 sec): 3 clusters Score: Raw -26960.593082 + Penalty 1287.536516 = -25673.056566 nChanged 1 SP:Iteration 14Q (100.835102 sec): 3 clusters Score: Raw -26963.578889 + Penalty 1286.710493 = -25676.868395 nChanged 1 SP:Iteration 15Q (100.836865 sec): 3 clusters Score: Raw -26967.643446 + Penalty 1288.257209 = -25679.386237 nChanged 2 SP:Iteration 16Q (100.838467 sec): 3 clusters Score: Raw -26969.430737 + Penalty 1287.841614 = -25681.589123 nChanged 1 SP:Iteration 17Q (100.839988 sec): 3 clusters Score: Raw -26970.524683 + Penalty 1287.841614 = -25682.683069 nChanged 0 SP:Iteration 18F (100.841135 sec): 3 clusters Score: Raw -26970.524683 + Penalty 1287.841614 = -25682.683069 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 5 (375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.843094 sec): 2 clusters Score: Raw -22314.707901 + Penalty 782.763422 = -21531.944479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.844058 sec): 3 clusters Score: Raw -22257.025432 + Penalty 1564.497017 = -20692.528415 nChanged 98 SP:Iteration 1F (100.844987 sec): 3 clusters Score: Raw -22394.435772 + Penalty 1559.972949 = -20834.462822 nChanged 35 SP:Iteration 2F (100.845904 sec): 3 clusters Score: Raw -22462.826109 + Penalty 1555.126036 = -20907.700073 nChanged 24 SP:Iteration 3F (100.846821 sec): 3 clusters Score: Raw -22525.597361 + Penalty 1551.045383 = -20974.551978 nChanged 18 SP:Iteration 4Q (100.847679 sec): 3 clusters Score: Raw -22560.750450 + Penalty 1549.400557 = -21011.349893 nChanged 14 SP:Iteration 5Q (100.848495 sec): 3 clusters Score: Raw -22582.772576 + Penalty 1546.287141 = -21036.485435 nChanged 6 SP:Iteration 6Q (100.849316 sec): 3 clusters Score: Raw -22593.050491 + Penalty 1545.348848 = -21047.701643 nChanged 3 SP:Iteration 7Q (100.850128 sec): 3 clusters Score: Raw -22595.201070 + Penalty 1543.833042 = -21051.368028 nChanged 2 SP:Iteration 8Q (100.850938 sec): 3 clusters Score: Raw -22598.215546 + Penalty 1542.760722 = -21055.454824 nChanged 2 SP:Iteration 9Q (100.851747 sec): 3 clusters Score: Raw -22600.132014 + Penalty 1543.551175 = -21056.580839 nChanged 1 SP:Iteration 10F (100.852608 sec): 3 clusters Score: Raw -22604.050091 + Penalty 1543.308787 = -21060.741304 nChanged 1 SP:Iteration 11Q (100.853420 sec): 3 clusters Score: Raw -22605.208195 + Penalty 1542.920085 = -21062.288109 nChanged 1 SP:Iteration 12Q (100.854234 sec): 3 clusters Score: Raw -22608.366407 + Penalty 1542.688437 = -21065.677970 nChanged 2 SP:Iteration 13Q (100.855047 sec): 3 clusters Score: Raw -22613.014834 + Penalty 1543.248961 = -21069.765873 nChanged 3 SP:Iteration 14Q (100.855859 sec): 3 clusters Score: Raw -22622.943181 + Penalty 1542.860925 = -21080.082256 nChanged 7 SP:Iteration 15Q (100.856669 sec): 3 clusters Score: Raw -22633.478583 + Penalty 1541.445160 = -21092.033424 nChanged 3 SP:Iteration 16Q (100.857477 sec): 3 clusters Score: Raw -22639.463752 + Penalty 1542.141577 = -21097.322175 nChanged 1 SP:Iteration 17Q (100.858279 sec): 3 clusters Score: Raw -22642.408838 + Penalty 1541.715939 = -21100.692899 nChanged 1 SP:Iteration 18Q (100.859084 sec): 3 clusters Score: Raw -22642.951624 + Penalty 1541.715939 = -21101.235685 nChanged 0 SP:Iteration 19F (100.859946 sec): 3 clusters Score: Raw -22642.951624 + Penalty 1541.715939 = -21101.235685 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 7 (530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.862309 sec): 2 clusters Score: Raw -32695.858924 + Penalty 633.140985 = -32062.717939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.863453 sec): 3 clusters Score: Raw -32451.616249 + Penalty 1264.526154 = -31187.090095 nChanged 163 SP:Iteration 1F (100.864576 sec): 3 clusters Score: Raw -32550.098085 + Penalty 1266.985086 = -31283.112999 nChanged 46 SP:Iteration 2F (100.865699 sec): 3 clusters Score: Raw -32586.081965 + Penalty 1272.179794 = -31313.902171 nChanged 40 SP:Iteration 3F (100.866820 sec): 3 clusters Score: Raw -32627.226771 + Penalty 1283.391460 = -31343.835311 nChanged 41 SP:Iteration 4F (100.867942 sec): 3 clusters Score: Raw -32679.304321 + Penalty 1288.433474 = -31390.870847 nChanged 33 SP:Iteration 5F (100.869066 sec): 3 clusters Score: Raw -32715.272586 + Penalty 1300.000153 = -31415.272432 nChanged 30 SP:Iteration 6F (100.870185 sec): 3 clusters Score: Raw -32758.747731 + Penalty 1306.422610 = -31452.325121 nChanged 27 SP:Iteration 7F (100.871304 sec): 3 clusters Score: Raw -32800.875596 + Penalty 1321.411384 = -31479.464212 nChanged 21 SP:Iteration 8Q (100.872369 sec): 3 clusters Score: Raw -32847.039666 + Penalty 1328.392153 = -31518.647513 nChanged 12 SP:Iteration 9Q (100.873417 sec): 3 clusters Score: Raw -32865.227051 + Penalty 1330.228970 = -31534.998081 nChanged 6 SP:Iteration 10F (100.874530 sec): 3 clusters Score: Raw -32869.077920 + Penalty 1330.913394 = -31538.164526 nChanged 1 SP:Iteration 11Q (100.875635 sec): 3 clusters Score: Raw -32869.787969 + Penalty 1333.032868 = -31536.755101 nChanged 2 SP:Iteration 12F (100.876811 sec): 3 clusters Score: Raw -32871.300847 + Penalty 1334.775765 = -31536.525082 nChanged 2 SP:Iteration 13F (100.877929 sec): 3 clusters Score: Raw -32872.569368 + Penalty 1334.775765 = -31537.793603 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 8 (97 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.879159 sec): 2 clusters Score: Raw -4801.697006 + Penalty 68.232179 = -4733.464826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.879551 sec): 3 clusters Score: Raw -4765.857183 + Penalty 126.836178 = -4639.021005 nChanged 36 SP:Iteration 1F (100.879907 sec): 3 clusters Score: Raw -4809.724546 + Penalty 122.504211 = -4687.220336 nChanged 7 SP:Iteration 2F (100.880263 sec): 3 clusters Score: Raw -4817.906286 + Penalty 120.880122 = -4697.026164 nChanged 5 SP:Iteration 3F (100.880627 sec): 3 clusters Score: Raw -4833.652860 + Penalty 122.048428 = -4711.604432 nChanged 4 SP:Iteration 4Q (100.880977 sec): 3 clusters Score: Raw -4842.569532 + Penalty 126.311564 = -4716.257968 nChanged 5 SP:Iteration 5F (100.881331 sec): 3 clusters Score: Raw -4848.948486 + Penalty 127.789373 = -4721.159113 nChanged 2 SP:Iteration 6Q (100.881673 sec): 3 clusters Score: Raw -4851.930348 + Penalty 129.406170 = -4722.524179 nChanged 2 SP:Iteration 7Q (100.882015 sec): 3 clusters Score: Raw -4854.198207 + Penalty 130.308032 = -4723.890174 nChanged 1 SP:Iteration 8Q (100.882353 sec): 3 clusters Score: Raw -4855.383051 + Penalty 131.273909 = -4724.109142 nChanged 1 SP:Iteration 9Q (100.882689 sec): 3 clusters Score: Raw -4855.829108 + Penalty 131.273909 = -4724.555199 nChanged 0 SP:Iteration 10F (100.883041 sec): 3 clusters Score: Raw -4855.829108 + Penalty 131.273909 = -4724.555199 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 9 (517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.885317 sec): 2 clusters Score: Raw -30157.194552 + Penalty 867.368287 = -29289.826265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.886501 sec): 3 clusters Score: Raw -29997.058409 + Penalty 1735.766357 = -28261.292052 nChanged 143 SP:Iteration 1F (100.887602 sec): 3 clusters Score: Raw -30141.025228 + Penalty 1736.511190 = -28404.514037 nChanged 37 SP:Iteration 2F (100.888695 sec): 3 clusters Score: Raw -30189.655606 + Penalty 1737.024708 = -28452.630898 nChanged 18 SP:Iteration 3Q (100.889811 sec): 3 clusters Score: Raw -30215.038655 + Penalty 1737.219822 = -28477.818834 nChanged 18 SP:Iteration 4Q (100.890888 sec): 3 clusters Score: Raw -30234.576427 + Penalty 1737.652559 = -28496.923868 nChanged 6 SP:Iteration 5Q (100.891959 sec): 3 clusters Score: Raw -30239.643987 + Penalty 1738.301357 = -28501.342630 nChanged 6 SP:Iteration 6Q (100.893027 sec): 3 clusters Score: Raw -30246.638779 + Penalty 1739.324590 = -28507.314189 nChanged 7 SP:Iteration 7Q (100.894094 sec): 3 clusters Score: Raw -30252.399476 + Penalty 1740.018538 = -28512.380938 nChanged 5 SP:Iteration 8Q (100.895161 sec): 3 clusters Score: Raw -30257.593553 + Penalty 1740.587532 = -28517.006022 nChanged 4 SP:Iteration 9Q (100.896247 sec): 3 clusters Score: Raw -30261.369607 + Penalty 1740.473199 = -28520.896408 nChanged 2 SP:Iteration 10F (100.897352 sec): 3 clusters Score: Raw -30263.208953 + Penalty 1740.473199 = -28522.735754 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 10 (464 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.899529 sec): 2 clusters Score: Raw -18195.275307 + Penalty 928.428442 = -17266.846864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.900604 sec): 3 clusters Score: Raw -18183.333722 + Penalty 1856.856884 = -16326.476837 nChanged 113 SP:Iteration 1F (100.901615 sec): 3 clusters Score: Raw -18421.427984 + Penalty 1858.252117 = -16563.175867 nChanged 38 SP:Iteration 2F (100.902627 sec): 3 clusters Score: Raw -18529.234759 + Penalty 1858.463931 = -16670.770828 nChanged 22 SP:Iteration 3Q (100.903578 sec): 3 clusters Score: Raw -18588.153814 + Penalty 1858.309623 = -16729.844191 nChanged 17 SP:Iteration 4Q (100.904518 sec): 3 clusters Score: Raw -18633.485421 + Penalty 1857.954031 = -16775.531390 nChanged 14 SP:Iteration 5Q (100.905448 sec): 3 clusters Score: Raw -18669.097843 + Penalty 1858.142500 = -16810.955343 nChanged 5 SP:Iteration 6Q (100.906371 sec): 3 clusters Score: Raw -18687.075024 + Penalty 1858.037518 = -16829.037506 nChanged 7 SP:Iteration 7Q (100.907290 sec): 3 clusters Score: Raw -18718.632151 + Penalty 1858.032926 = -16860.599224 nChanged 8 SP:Iteration 8Q (100.908207 sec): 3 clusters Score: Raw -18728.154759 + Penalty 1858.034012 = -16870.120747 nChanged 6 SP:Iteration 9Q (100.909124 sec): 3 clusters Score: Raw -18733.657655 + Penalty 1857.948449 = -16875.709205 nChanged 2 SP:Iteration 10F (100.910130 sec): 3 clusters Score: Raw -18738.968746 + Penalty 1857.745490 = -16881.223256 nChanged 3 SP:Iteration 11Q (100.911045 sec): 3 clusters Score: Raw -18741.824390 + Penalty 1857.523384 = -16884.301005 nChanged 1 SP:Iteration 12Q (100.911958 sec): 3 clusters Score: Raw -18743.045692 + Penalty 1857.523384 = -16885.522308 nChanged 0 SP:Iteration 13F (100.912964 sec): 3 clusters Score: Raw -18743.045692 + Penalty 1857.523384 = -16885.522308 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 11 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.914306 sec): 2 clusters Score: Raw -7767.540322 + Penalty 271.834614 = -7495.705708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.914817 sec): 3 clusters Score: Raw -7727.598669 + Penalty 545.297256 = -7182.301413 nChanged 37 SP:Iteration 1F (100.915318 sec): 3 clusters Score: Raw -7782.278580 + Penalty 547.448042 = -7234.830538 nChanged 15 SP:Iteration 2F (100.915839 sec): 3 clusters Score: Raw -7799.007043 + Penalty 544.462425 = -7254.544619 nChanged 2 SP:Iteration 3Q (100.916330 sec): 3 clusters Score: Raw -7804.334937 + Penalty 541.250070 = -7263.084867 nChanged 2 SP:Iteration 4Q (100.916820 sec): 3 clusters Score: Raw -7811.223843 + Penalty 541.250070 = -7269.973773 nChanged 0 SP:Iteration 5F (100.917319 sec): 3 clusters Score: Raw -7811.223843 + Penalty 541.250070 = -7269.973773 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 12 (969 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.921826 sec): 2 clusters Score: Raw -55624.595201 + Penalty 511.305089 = -55113.290112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.923803 sec): 3 clusters Score: Raw -55102.575108 + Penalty 1027.324083 = -54075.251025 nChanged 343 SP:Iteration 1F (100.925708 sec): 3 clusters Score: Raw -55359.727208 + Penalty 1033.444620 = -54326.282588 nChanged 120 SP:Iteration 2F (100.927566 sec): 3 clusters Score: Raw -55510.405030 + Penalty 1044.846991 = -54465.558039 nChanged 99 SP:Iteration 3F (100.929452 sec): 3 clusters Score: Raw -55627.786948 + Penalty 1054.979687 = -54572.807261 nChanged 64 SP:Iteration 4F (100.931313 sec): 3 clusters Score: Raw -55689.113169 + Penalty 1061.163288 = -54627.949881 nChanged 30 SP:Iteration 5Q (100.933107 sec): 3 clusters Score: Raw -55713.671103 + Penalty 1066.748162 = -54646.922941 nChanged 27 SP:Iteration 6Q (100.934945 sec): 3 clusters Score: Raw -55732.665305 + Penalty 1069.206621 = -54663.458685 nChanged 12 SP:Iteration 7Q (100.936796 sec): 3 clusters Score: Raw -55742.173484 + Penalty 1070.750412 = -54671.423072 nChanged 14 SP:Iteration 8Q (100.938839 sec): 3 clusters Score: Raw -55750.060756 + Penalty 1071.935525 = -54678.125232 nChanged 9 SP:Iteration 9Q (100.940797 sec): 3 clusters Score: Raw -55753.873952 + Penalty 1072.725990 = -54681.147963 nChanged 3 SP:Iteration 10F (100.942847 sec): 3 clusters Score: Raw -55755.062986 + Penalty 1072.841922 = -54682.221064 nChanged 3 SP:Iteration 11Q (100.944744 sec): 3 clusters Score: Raw -55756.748389 + Penalty 1072.898133 = -54683.850257 nChanged 1 SP:Iteration 12Q (100.946534 sec): 3 clusters Score: Raw -55756.873389 + Penalty 1073.747852 = -54683.125537 nChanged 1 SP:Iteration 13F (100.948396 sec): 3 clusters Score: Raw -55756.965676 + Penalty 1073.847398 = -54683.118278 nChanged 1 SP:Iteration 14F (100.950256 sec): 3 clusters Score: Raw -55757.321630 + Penalty 1074.176673 = -54683.144958 nChanged 1 SP:Iteration 15Q (100.952003 sec): 3 clusters Score: Raw -55757.427906 + Penalty 1074.302414 = -54683.125493 nChanged 2 SP:Iteration 16F (100.953920 sec): 3 clusters Score: Raw -55758.016098 + Penalty 1074.644837 = -54683.371261 nChanged 4 SP:Iteration 17Q (100.955670 sec): 3 clusters Score: Raw -55759.400032 + Penalty 1073.210548 = -54686.189484 nChanged 3 SP:Iteration 18Q (100.957378 sec): 3 clusters Score: Raw -55762.154454 + Penalty 1073.388011 = -54688.766442 nChanged 3 SP:Iteration 19Q (100.959094 sec): 3 clusters Score: Raw -55762.890193 + Penalty 1074.102049 = -54688.788144 nChanged 2 SP:Iteration 20F (100.960949 sec): 3 clusters Score: Raw -55763.278986 + Penalty 1075.214138 = -54688.064848 nChanged 2 SP:Iteration 21F (100.962821 sec): 3 clusters Score: Raw -55763.535074 + Penalty 1075.214138 = -54688.320936 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 15 (899 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.967849 sec): 2 clusters Score: Raw -46742.189219 + Penalty 1008.690317 = -45733.498902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.969631 sec): 3 clusters Score: Raw -46447.190982 + Penalty 2017.467729 = -44429.723253 nChanged 268 SP:Iteration 1F (100.971393 sec): 3 clusters Score: Raw -46710.485678 + Penalty 2017.360559 = -44693.125119 nChanged 73 SP:Iteration 2F (100.973134 sec): 3 clusters Score: Raw -46772.071902 + Penalty 2017.579137 = -44754.492765 nChanged 31 SP:Iteration 3Q (100.974845 sec): 3 clusters Score: Raw -46811.537789 + Penalty 2017.605699 = -44793.932090 nChanged 22 SP:Iteration 4Q (100.976558 sec): 3 clusters Score: Raw -46826.018692 + Penalty 2017.536306 = -44808.482386 nChanged 7 SP:Iteration 5Q (100.978299 sec): 3 clusters Score: Raw -46833.150953 + Penalty 2017.473268 = -44815.677685 nChanged 6 SP:Iteration 6Q (100.980041 sec): 3 clusters Score: Raw -46837.576169 + Penalty 2017.484831 = -44820.091338 nChanged 4 SP:Iteration 7Q (100.981827 sec): 3 clusters Score: Raw -46839.917868 + Penalty 2017.458110 = -44822.459758 nChanged 5 SP:Iteration 8Q (100.983558 sec): 3 clusters Score: Raw -46843.229582 + Penalty 2017.456935 = -44825.772648 nChanged 6 SP:Iteration 9Q (100.985251 sec): 3 clusters Score: Raw -46847.936207 + Penalty 2017.507203 = -44830.429004 nChanged 5 SP:Iteration 10F (100.986987 sec): 3 clusters Score: Raw -46854.417604 + Penalty 2017.548025 = -44836.869578 nChanged 5 SP:Iteration 11Q (100.988749 sec): 3 clusters Score: Raw -46857.590438 + Penalty 2017.635875 = -44839.954563 nChanged 5 SP:Iteration 12Q (100.990482 sec): 3 clusters Score: Raw -46862.912808 + Penalty 2017.860870 = -44845.051938 nChanged 9 SP:Iteration 13Q (100.992207 sec): 3 clusters Score: Raw -46874.777706 + Penalty 2018.359869 = -44856.417837 nChanged 11 SP:Iteration 14Q (100.993901 sec): 3 clusters Score: Raw -46887.268075 + Penalty 2018.818418 = -44868.449657 nChanged 11 SP:Iteration 15Q (100.995610 sec): 3 clusters Score: Raw -46896.622618 + Penalty 2018.741730 = -44877.880888 nChanged 1 SP:Iteration 16Q (100.997301 sec): 3 clusters Score: Raw -46897.390993 + Penalty 2018.741730 = -44878.649263 nChanged 0 SP:Iteration 17F (100.999062 sec): 3 clusters Score: Raw -46897.390993 + Penalty 2018.741730 = -44878.649263 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 16 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.004955 sec): 2 clusters Score: Raw -9253.131878 + Penalty 828.224017 = -8424.907861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.005571 sec): 3 clusters Score: Raw -9351.066784 + Penalty 1656.919405 = -7694.147379 nChanged 36 SP:Iteration 1F (101.006176 sec): 3 clusters Score: Raw -9444.314107 + Penalty 1659.698972 = -7784.615135 nChanged 11 SP:Iteration 2Q (101.006747 sec): 3 clusters Score: Raw -9482.166484 + Penalty 1660.778032 = -7821.388451 nChanged 8 SP:Iteration 3Q (101.007305 sec): 3 clusters Score: Raw -9503.677681 + Penalty 1660.636086 = -7843.041595 nChanged 1 SP:Iteration 4Q (101.007859 sec): 3 clusters Score: Raw -9505.709035 + Penalty 1660.904450 = -7844.804585 nChanged 2 SP:Iteration 5Q (101.008413 sec): 3 clusters Score: Raw -9508.804732 + Penalty 1660.904450 = -7847.900282 nChanged 0 SP:Iteration 6F (101.009019 sec): 3 clusters Score: Raw -9508.804732 + Penalty 1660.904450 = -7847.900282 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 17 (291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.010719 sec): 2 clusters Score: Raw -11785.613093 + Penalty 293.778659 = -11491.834435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.011445 sec): 3 clusters Score: Raw -11746.017067 + Penalty 588.274397 = -11157.742670 nChanged 90 SP:Iteration 1F (101.012162 sec): 3 clusters Score: Raw -11836.260339 + Penalty 588.382190 = -11247.878149 nChanged 17 SP:Iteration 2F (101.012874 sec): 3 clusters Score: Raw -11867.608470 + Penalty 587.948746 = -11279.659724 nChanged 14 SP:Iteration 3Q (101.013564 sec): 3 clusters Score: Raw -11903.050211 + Penalty 586.084653 = -11316.965558 nChanged 8 SP:Iteration 4Q (101.014244 sec): 3 clusters Score: Raw -11917.012189 + Penalty 584.414570 = -11332.597619 nChanged 6 SP:Iteration 5Q (101.014920 sec): 3 clusters Score: Raw -11928.794065 + Penalty 583.702445 = -11345.091621 nChanged 5 SP:Iteration 6Q (101.015589 sec): 3 clusters Score: Raw -11937.119759 + Penalty 583.370972 = -11353.748787 nChanged 3 SP:Iteration 7Q (101.016256 sec): 3 clusters Score: Raw -11945.879786 + Penalty 584.604958 = -11361.274828 nChanged 8 SP:Iteration 8Q (101.016925 sec): 3 clusters Score: Raw -11954.012594 + Penalty 586.475128 = -11367.537466 nChanged 7 SP:Iteration 9Q (101.017593 sec): 3 clusters Score: Raw -11962.862080 + Penalty 589.789530 = -11373.072549 nChanged 12 SP:Iteration 10F (101.018303 sec): 3 clusters Score: Raw -11985.869533 + Penalty 591.132369 = -11394.737164 nChanged 5 SP:Iteration 11Q (101.019006 sec): 3 clusters Score: Raw -11992.137730 + Penalty 592.228247 = -11399.909483 nChanged 2 SP:Iteration 12Q (101.019676 sec): 3 clusters Score: Raw -11992.826366 + Penalty 592.228247 = -11400.598118 nChanged 0 SP:Iteration 13F (101.020386 sec): 3 clusters Score: Raw -11992.826366 + Penalty 592.228247 = -11400.598118 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 21 (340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.022156 sec): 2 clusters Score: Raw -19404.391970 + Penalty 492.300168 = -18912.091801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.022985 sec): 3 clusters Score: Raw -19322.156551 + Penalty 1016.730393 = -18305.426158 nChanged 93 SP:Iteration 1F (101.023780 sec): 3 clusters Score: Raw -19453.202128 + Penalty 1042.576988 = -18410.625140 nChanged 31 SP:Iteration 2F (101.024573 sec): 3 clusters Score: Raw -19538.349618 + Penalty 1081.815672 = -18456.533946 nChanged 25 SP:Iteration 3F (101.025365 sec): 3 clusters Score: Raw -19615.000656 + Penalty 1106.958954 = -18508.041702 nChanged 14 SP:Iteration 4Q (101.026109 sec): 3 clusters Score: Raw -19657.920548 + Penalty 1111.504197 = -18546.416352 nChanged 6 SP:Iteration 5Q (101.026817 sec): 3 clusters Score: Raw -19671.549283 + Penalty 1113.587083 = -18557.962200 nChanged 1 SP:Iteration 6Q (101.027515 sec): 3 clusters Score: Raw -19672.505067 + Penalty 1113.389961 = -18559.115107 nChanged 1 SP:Iteration 7Q (101.028208 sec): 3 clusters Score: Raw -19675.186292 + Penalty 1110.840090 = -18564.346202 nChanged 1 SP:Iteration 8Q (101.028900 sec): 3 clusters Score: Raw -19676.307405 + Penalty 1108.155617 = -18568.151788 nChanged 1 SP:Iteration 9Q (101.029589 sec): 3 clusters Score: Raw -19677.731547 + Penalty 1104.944226 = -18572.787321 nChanged 1 SP:Iteration 10F (101.030379 sec): 3 clusters Score: Raw -19679.313710 + Penalty 1104.058014 = -18575.255696 nChanged 2 SP:Iteration 11Q (101.031070 sec): 3 clusters Score: Raw -19683.719406 + Penalty 1104.058014 = -18579.661392 nChanged 0 SP:Iteration 12F (101.031859 sec): 3 clusters Score: Raw -19683.719406 + Penalty 1104.058014 = -18579.661392 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 23 (717 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.035996 sec): 2 clusters Score: Raw -44365.693022 + Penalty 1030.835432 = -43334.857591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.037493 sec): 3 clusters Score: Raw -44161.414053 + Penalty 2062.021904 = -42099.392149 nChanged 176 SP:Iteration 1F (101.038956 sec): 3 clusters Score: Raw -44342.585540 + Penalty 2062.345131 = -42280.240409 nChanged 47 SP:Iteration 2F (101.040413 sec): 3 clusters Score: Raw -44392.358558 + Penalty 2062.519402 = -42329.839156 nChanged 19 SP:Iteration 3Q (101.041900 sec): 3 clusters Score: Raw -44418.047936 + Penalty 2062.331428 = -42355.716508 nChanged 17 SP:Iteration 4Q (101.043425 sec): 3 clusters Score: Raw -44441.759622 + Penalty 2061.901138 = -42379.858484 nChanged 11 SP:Iteration 5Q (101.044924 sec): 3 clusters Score: Raw -44462.649826 + Penalty 2062.006188 = -42400.643638 nChanged 13 SP:Iteration 6Q (101.046373 sec): 3 clusters Score: Raw -44482.278414 + Penalty 2062.199477 = -42420.078937 nChanged 14 SP:Iteration 7Q (101.047771 sec): 3 clusters Score: Raw -44495.629826 + Penalty 2061.912529 = -42433.717298 nChanged 9 SP:Iteration 8Q (101.049207 sec): 3 clusters Score: Raw -44509.124946 + Penalty 2061.814718 = -42447.310228 nChanged 9 SP:Iteration 9Q (101.050624 sec): 3 clusters Score: Raw -44522.350020 + Penalty 2061.911303 = -42460.438718 nChanged 5 SP:Iteration 10F (101.052072 sec): 3 clusters Score: Raw -44530.487295 + Penalty 2061.911303 = -42468.575992 nChanged 4 SP:Iteration 11Q (101.053502 sec): 3 clusters Score: Raw -44533.166096 + Penalty 2062.107843 = -42471.058253 nChanged 2 SP:Iteration 12Q (101.054910 sec): 3 clusters Score: Raw -44533.939065 + Penalty 2062.206574 = -42471.732491 nChanged 1 SP:Iteration 13Q (101.056343 sec): 3 clusters Score: Raw -44534.395255 + Penalty 2062.206574 = -42472.188681 nChanged 0 SP:Iteration 14F (101.057792 sec): 3 clusters Score: Raw -44534.395255 + Penalty 2062.206574 = -42472.188681 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 26 (889 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.061699 sec): 2 clusters Score: Raw -45289.605499 + Penalty 1017.978539 = -44271.626960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.063467 sec): 3 clusters Score: Raw -44973.180989 + Penalty 2037.924985 = -42935.256003 nChanged 259 SP:Iteration 1F (101.065194 sec): 3 clusters Score: Raw -45202.302438 + Penalty 2040.159834 = -43162.142604 nChanged 58 SP:Iteration 2F (101.066921 sec): 3 clusters Score: Raw -45266.603885 + Penalty 2040.772462 = -43225.831422 nChanged 36 SP:Iteration 3Q (101.068630 sec): 3 clusters Score: Raw -45307.415939 + Penalty 2041.047936 = -43266.368002 nChanged 31 SP:Iteration 4Q (101.070343 sec): 3 clusters Score: Raw -45339.403206 + Penalty 2041.557455 = -43297.845751 nChanged 20 SP:Iteration 5Q (101.072059 sec): 3 clusters Score: Raw -45361.179446 + Penalty 2041.747231 = -43319.432215 nChanged 17 SP:Iteration 6Q (101.073807 sec): 3 clusters Score: Raw -45382.874480 + Penalty 2041.737882 = -43341.136598 nChanged 18 SP:Iteration 7Q (101.075529 sec): 3 clusters Score: Raw -45400.135062 + Penalty 2042.484908 = -43357.650154 nChanged 15 SP:Iteration 8Q (101.077211 sec): 3 clusters Score: Raw -45411.365059 + Penalty 2043.035205 = -43368.329854 nChanged 8 SP:Iteration 9Q (101.078941 sec): 3 clusters Score: Raw -45418.901273 + Penalty 2043.724399 = -43375.176875 nChanged 6 SP:Iteration 10F (101.080756 sec): 3 clusters Score: Raw -45425.829619 + Penalty 2043.715387 = -43382.114231 nChanged 6 SP:Iteration 11Q (101.082491 sec): 3 clusters Score: Raw -45429.962235 + Penalty 2043.707880 = -43386.254355 nChanged 5 SP:Iteration 12Q (101.084170 sec): 3 clusters Score: Raw -45432.045035 + Penalty 2043.941345 = -43388.103690 nChanged 3 SP:Iteration 13Q (101.085888 sec): 3 clusters Score: Raw -45434.351769 + Penalty 2043.811297 = -43390.540472 nChanged 1 SP:Iteration 14Q (101.087594 sec): 3 clusters Score: Raw -45434.758372 + Penalty 2043.876027 = -43390.882346 nChanged 3 SP:Iteration 15Q (101.089268 sec): 3 clusters Score: Raw -45437.222137 + Penalty 2043.876027 = -43393.346110 nChanged 2 SP:Iteration 16Q (101.090946 sec): 3 clusters Score: Raw -45439.538456 + Penalty 2043.817166 = -43395.721290 nChanged 1 SP:Iteration 17Q (101.092623 sec): 3 clusters Score: Raw -45440.931387 + Penalty 2043.423399 = -43397.507988 nChanged 4 SP:Iteration 18Q (101.094337 sec): 3 clusters Score: Raw -45443.972311 + Penalty 2043.194118 = -43400.778193 nChanged 2 SP:Iteration 19Q (101.096143 sec): 3 clusters Score: Raw -45445.531929 + Penalty 2043.154789 = -43402.377140 nChanged 2 SP:Iteration 20F (101.097992 sec): 3 clusters Score: Raw -45448.704735 + Penalty 2043.365500 = -43405.339235 nChanged 4 SP:Iteration 21Q (101.099699 sec): 3 clusters Score: Raw -45451.646270 + Penalty 2043.760381 = -43407.885889 nChanged 3 SP:Iteration 22Q (101.101473 sec): 3 clusters Score: Raw -45454.292167 + Penalty 2043.824236 = -43410.467931 nChanged 1 SP:Iteration 23Q (101.103369 sec): 3 clusters Score: Raw -45454.875494 + Penalty 2043.883206 = -43410.992288 nChanged 1 SP:Iteration 24Q (101.105190 sec): 3 clusters Score: Raw -45456.344659 + Penalty 2043.883206 = -43412.461453 nChanged 0 SP:Iteration 25F (101.106956 sec): 3 clusters Score: Raw -45456.344659 + Penalty 2043.883206 = -43412.461453 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 29 (340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.108948 sec): 2 clusters Score: Raw -17790.005554 + Penalty 463.651688 = -17326.353866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.109788 sec): 3 clusters Score: Raw -17666.591825 + Penalty 925.802309 = -16740.789516 nChanged 85 SP:Iteration 1F (101.110585 sec): 3 clusters Score: Raw -17753.765804 + Penalty 923.563871 = -16830.201933 nChanged 40 SP:Iteration 2F (101.111380 sec): 3 clusters Score: Raw -17806.376210 + Penalty 920.322530 = -16886.053680 nChanged 18 SP:Iteration 3F (101.112178 sec): 3 clusters Score: Raw -17846.634088 + Penalty 920.563951 = -16926.070137 nChanged 20 SP:Iteration 4F (101.112972 sec): 3 clusters Score: Raw -17882.388280 + Penalty 920.056890 = -16962.331390 nChanged 19 SP:Iteration 5F (101.113764 sec): 3 clusters Score: Raw -17912.407392 + Penalty 921.453356 = -16990.954037 nChanged 10 SP:Iteration 6Q (101.114510 sec): 3 clusters Score: Raw -17927.595466 + Penalty 922.060791 = -17005.534674 nChanged 3 SP:Iteration 7Q (101.115252 sec): 3 clusters Score: Raw -17929.639990 + Penalty 922.571943 = -17007.068047 nChanged 1 SP:Iteration 8Q (101.115994 sec): 3 clusters Score: Raw -17930.799199 + Penalty 922.418036 = -17008.381163 nChanged 1 SP:Iteration 9Q (101.116735 sec): 3 clusters Score: Raw -17931.870938 + Penalty 923.504968 = -17008.365969 nChanged 1 SP:Iteration 10F (101.117527 sec): 3 clusters Score: Raw -17932.364488 + Penalty 923.504968 = -17008.859519 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 30 (261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.119067 sec): 2 clusters Score: Raw -16693.140089 + Penalty 545.011333 = -16148.128757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.119738 sec): 3 clusters Score: Raw -16611.698390 + Penalty 1090.106076 = -15521.592315 nChanged 59 SP:Iteration 1F (101.120399 sec): 3 clusters Score: Raw -16668.461317 + Penalty 1090.993225 = -15577.468092 nChanged 19 SP:Iteration 2F (101.121058 sec): 3 clusters Score: Raw -16696.444993 + Penalty 1092.516376 = -15603.928617 nChanged 11 SP:Iteration 3Q (101.121718 sec): 3 clusters Score: Raw -16708.892186 + Penalty 1093.546774 = -15615.345412 nChanged 9 SP:Iteration 4Q (101.122369 sec): 3 clusters Score: Raw -16717.664265 + Penalty 1096.054740 = -15621.609525 nChanged 7 SP:Iteration 5Q (101.123019 sec): 3 clusters Score: Raw -16724.399099 + Penalty 1096.479739 = -15627.919360 nChanged 5 SP:Iteration 6Q (101.123665 sec): 3 clusters Score: Raw -16732.517279 + Penalty 1096.576116 = -15635.941163 nChanged 5 SP:Iteration 7Q (101.124311 sec): 3 clusters Score: Raw -16738.320467 + Penalty 1097.593524 = -15640.726943 nChanged 3 SP:Iteration 8Q (101.124955 sec): 3 clusters Score: Raw -16741.317463 + Penalty 1098.088584 = -15643.228879 nChanged 4 SP:Iteration 9Q (101.125599 sec): 3 clusters Score: Raw -16745.202423 + Penalty 1098.088584 = -15647.113839 nChanged 0 SP:Iteration 10F (101.126256 sec): 3 clusters Score: Raw -16745.202423 + Penalty 1098.088584 = -15647.113839 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 32 (1499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.131772 sec): 2 clusters Score: Raw -94950.264551 + Penalty 701.194327 = -94249.070224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.134629 sec): 3 clusters Score: Raw -94129.988173 + Penalty 1401.083634 = -92728.904539 nChanged 560 SP:Iteration 1F (101.137395 sec): 3 clusters Score: Raw -94476.558966 + Penalty 1399.098053 = -93077.460913 nChanged 171 SP:Iteration 2F (101.140260 sec): 3 clusters Score: Raw -94580.573708 + Penalty 1397.273804 = -93183.299904 nChanged 106 SP:Iteration 3F (101.143046 sec): 3 clusters Score: Raw -94643.200659 + Penalty 1396.585458 = -93246.615201 nChanged 67 SP:Iteration 4Q (101.145896 sec): 3 clusters Score: Raw -94680.429538 + Penalty 1396.205719 = -93284.223820 nChanged 46 SP:Iteration 5Q (101.149020 sec): 3 clusters Score: Raw -94703.690006 + Penalty 1395.923767 = -93307.766239 nChanged 44 SP:Iteration 6Q (101.151758 sec): 3 clusters Score: Raw -94726.666669 + Penalty 1395.923602 = -93330.743067 nChanged 50 SP:Iteration 7Q (101.154533 sec): 3 clusters Score: Raw -94742.211615 + Penalty 1395.650487 = -93346.561128 nChanged 33 SP:Iteration 8Q (101.157268 sec): 3 clusters Score: Raw -94753.734282 + Penalty 1394.929668 = -93358.804614 nChanged 21 SP:Iteration 9Q (101.159994 sec): 3 clusters Score: Raw -94762.245937 + Penalty 1395.264418 = -93366.981518 nChanged 22 SP:Iteration 10F (101.162789 sec): 3 clusters Score: Raw -94766.416235 + Penalty 1394.946312 = -93371.469923 nChanged 12 SP:Iteration 11Q (101.165581 sec): 3 clusters Score: Raw -94769.341248 + Penalty 1394.815791 = -93374.525457 nChanged 9 SP:Iteration 12Q (101.168360 sec): 3 clusters Score: Raw -94770.973787 + Penalty 1394.730268 = -93376.243519 nChanged 5 SP:Iteration 13Q (101.171080 sec): 3 clusters Score: Raw -94771.505060 + Penalty 1395.081091 = -93376.423969 nChanged 4 SP:Iteration 14Q (101.173800 sec): 3 clusters Score: Raw -94772.205695 + Penalty 1395.081091 = -93377.124605 nChanged 0 SP:Iteration 15F (101.176549 sec): 3 clusters Score: Raw -94772.205695 + Penalty 1395.081091 = -93377.124605 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 35 (289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.179332 sec): 2 clusters Score: Raw -12102.949699 + Penalty 409.033684 = -11693.916014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.180061 sec): 3 clusters Score: Raw -12054.789491 + Penalty 831.559546 = -11223.229945 nChanged 80 SP:Iteration 1F (101.180769 sec): 3 clusters Score: Raw -12187.389993 + Penalty 832.168763 = -11355.221230 nChanged 29 SP:Iteration 2F (101.181477 sec): 3 clusters Score: Raw -12266.722687 + Penalty 838.544547 = -11428.178140 nChanged 16 SP:Iteration 3F (101.182183 sec): 3 clusters Score: Raw -12315.281483 + Penalty 840.504611 = -11474.776873 nChanged 8 SP:Iteration 4Q (101.182846 sec): 3 clusters Score: Raw -12344.986682 + Penalty 842.526950 = -11502.459732 nChanged 6 SP:Iteration 5Q (101.183496 sec): 3 clusters Score: Raw -12379.762254 + Penalty 844.111454 = -11535.650799 nChanged 2 SP:Iteration 6Q (101.184139 sec): 3 clusters Score: Raw -12387.073520 + Penalty 845.761116 = -11541.312404 nChanged 1 SP:Iteration 7Q (101.184778 sec): 3 clusters Score: Raw -12389.056595 + Penalty 846.660754 = -11542.395841 nChanged 1 SP:Iteration 8Q (101.185417 sec): 3 clusters Score: Raw -12391.120868 + Penalty 846.660754 = -11544.460114 nChanged 0 SP:Iteration 9F (101.186121 sec): 3 clusters Score: Raw -12391.120868 + Penalty 846.660754 = -11544.460114 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 36 (411 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.187681 sec): 2 clusters Score: Raw -23741.950051 + Penalty 475.108639 = -23266.841412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.188617 sec): 3 clusters Score: Raw -23565.031770 + Penalty 942.708701 = -22622.323070 nChanged 126 SP:Iteration 1F (101.189542 sec): 3 clusters Score: Raw -23700.103539 + Penalty 935.851236 = -22764.252303 nChanged 54 SP:Iteration 2F (101.190461 sec): 3 clusters Score: Raw -23759.927759 + Penalty 934.059329 = -22825.868430 nChanged 23 SP:Iteration 3F (101.191379 sec): 3 clusters Score: Raw -23778.973222 + Penalty 934.702088 = -22844.271134 nChanged 10 SP:Iteration 4Q (101.192276 sec): 3 clusters Score: Raw -23787.276881 + Penalty 934.599352 = -22852.677529 nChanged 3 SP:Iteration 5Q (101.193171 sec): 3 clusters Score: Raw -23788.227485 + Penalty 934.599352 = -22853.628133 nChanged 0 SP:Iteration 6F (101.194089 sec): 3 clusters Score: Raw -23788.227485 + Penalty 934.599352 = -22853.628133 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 37 (249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.195185 sec): 2 clusters Score: Raw -16812.497689 + Penalty 889.345259 = -15923.152430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.195866 sec): 3 clusters Score: Raw -16856.998948 + Penalty 1778.580382 = -15078.418566 nChanged 29 SP:Iteration 1F (101.196507 sec): 3 clusters Score: Raw -16931.012536 + Penalty 1778.597904 = -15152.414632 nChanged 6 SP:Iteration 2Q (101.197122 sec): 3 clusters Score: Raw -16946.962280 + Penalty 1778.616414 = -15168.345865 nChanged 5 SP:Iteration 3Q (101.197735 sec): 3 clusters Score: Raw -16961.954444 + Penalty 1778.633012 = -15183.321432 nChanged 3 SP:Iteration 4Q (101.198338 sec): 3 clusters Score: Raw -16969.521025 + Penalty 1778.633012 = -15190.888013 nChanged 0 SP:Iteration 5F (101.198991 sec): 3 clusters Score: Raw -16969.521025 + Penalty 1778.633012 = -15190.888013 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 39 (363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.200436 sec): 2 clusters Score: Raw -22718.516374 + Penalty 727.631581 = -21990.884793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.201289 sec): 3 clusters Score: Raw -22662.696411 + Penalty 1455.476615 = -21207.219796 nChanged 101 SP:Iteration 1F (101.202128 sec): 3 clusters Score: Raw -22793.906167 + Penalty 1454.923916 = -21338.982251 nChanged 18 SP:Iteration 2Q (101.202944 sec): 3 clusters Score: Raw -22819.869668 + Penalty 1453.849277 = -21366.020390 nChanged 11 SP:Iteration 3Q (101.203757 sec): 3 clusters Score: Raw -22830.526972 + Penalty 1451.480963 = -21379.046009 nChanged 7 SP:Iteration 4Q (101.204573 sec): 3 clusters Score: Raw -22840.135795 + Penalty 1449.501142 = -21390.634653 nChanged 9 SP:Iteration 5Q (101.205386 sec): 3 clusters Score: Raw -22853.251762 + Penalty 1446.420827 = -21406.830935 nChanged 13 SP:Iteration 6Q (101.206211 sec): 3 clusters Score: Raw -22871.216367 + Penalty 1444.906705 = -21426.309662 nChanged 8 SP:Iteration 7Q (101.207075 sec): 3 clusters Score: Raw -22884.079250 + Penalty 1442.582271 = -21441.496979 nChanged 4 SP:Iteration 8Q (101.207950 sec): 3 clusters Score: Raw -22892.081771 + Penalty 1441.445300 = -21450.636471 nChanged 3 SP:Iteration 9Q (101.208809 sec): 3 clusters Score: Raw -22895.495395 + Penalty 1441.327038 = -21454.168357 nChanged 1 SP:Iteration 10F (101.209680 sec): 3 clusters Score: Raw -22897.431681 + Penalty 1440.538474 = -21456.893207 nChanged 2 SP:Iteration 11Q (101.210503 sec): 3 clusters Score: Raw -22899.255832 + Penalty 1442.128949 = -21457.126883 nChanged 1 SP:Iteration 12Q (101.211328 sec): 3 clusters Score: Raw -22900.393815 + Penalty 1442.128949 = -21458.264866 nChanged 0 SP:Iteration 13F (101.212184 sec): 3 clusters Score: Raw -22900.393815 + Penalty 1442.128949 = -21458.264866 nChanged 0 Memory request: 0.03 GB would take us to total of 0.34 GB. Trying to split cluster 41 (5783 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.236502 sec): 2 clusters Score: Raw -281460.098266 + Penalty 55.904363 = -281404.193903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.247240 sec): 3 clusters Score: Raw -277635.984318 + Penalty 113.002613 = -277522.981705 nChanged 2775 SP:Iteration 1F (101.257772 sec): 3 clusters Score: Raw -279477.343555 + Penalty 113.520826 = -279363.822729 nChanged 354 SP:Iteration 2F (101.268483 sec): 3 clusters Score: Raw -279663.120924 + Penalty 113.490103 = -279549.630821 nChanged 392 SP:Iteration 3F (101.278951 sec): 3 clusters Score: Raw -279833.814353 + Penalty 113.458832 = -279720.355521 nChanged 286 SP:Iteration 4Q (101.289378 sec): 3 clusters Score: Raw -279965.092158 + Penalty 113.471799 = -279851.620358 nChanged 256 SP:Iteration 5Q (101.299549 sec): 3 clusters Score: Raw -280060.824842 + Penalty 113.673798 = -279947.151044 nChanged 187 SP:Iteration 6Q (101.310309 sec): 3 clusters Score: Raw -280108.829061 + Penalty 113.839782 = -279994.989280 nChanged 134 SP:Iteration 7Q (101.320517 sec): 3 clusters Score: Raw -280139.499410 + Penalty 114.071385 = -280025.428025 nChanged 116 SP:Iteration 8Q (101.330687 sec): 3 clusters Score: Raw -280171.660091 + Penalty 114.270503 = -280057.389588 nChanged 110 SP:Iteration 9Q (101.340766 sec): 3 clusters Score: Raw -280216.390207 + Penalty 114.332333 = -280102.057874 nChanged 99 SP:Iteration 10F (101.351343 sec): 3 clusters Score: Raw -280259.132283 + Penalty 114.654319 = -280144.477964 nChanged 83 SP:Iteration 11Q (101.361447 sec): 3 clusters Score: Raw -280293.349013 + Penalty 114.893030 = -280178.455983 nChanged 63 SP:Iteration 12Q (101.371656 sec): 3 clusters Score: Raw -280311.892076 + Penalty 114.878813 = -280197.013263 nChanged 51 SP:Iteration 13Q (101.381999 sec): 3 clusters Score: Raw -280325.426617 + Penalty 114.812948 = -280210.613668 nChanged 56 SP:Iteration 14Q (101.392198 sec): 3 clusters Score: Raw -280335.232756 + Penalty 114.885139 = -280220.347617 nChanged 59 SP:Iteration 15Q (101.402397 sec): 3 clusters Score: Raw -280344.107464 + Penalty 114.809783 = -280229.297681 nChanged 58 SP:Iteration 16Q (101.412682 sec): 3 clusters Score: Raw -280354.576405 + Penalty 114.762278 = -280239.814127 nChanged 59 SP:Iteration 17Q (101.422958 sec): 3 clusters Score: Raw -280361.998726 + Penalty 114.830115 = -280247.168611 nChanged 46 SP:Iteration 18Q (101.433080 sec): 3 clusters Score: Raw -280366.644072 + Penalty 114.859239 = -280251.784833 nChanged 36 SP:Iteration 19Q (101.443403 sec): 3 clusters Score: Raw -280370.043143 + Penalty 114.830099 = -280255.213044 nChanged 34 SP:Iteration 20F (101.453885 sec): 3 clusters Score: Raw -280372.209559 + Penalty 114.860770 = -280257.348789 nChanged 25 SP:Iteration 21Q (101.464812 sec): 3 clusters Score: Raw -280373.121006 + Penalty 114.933938 = -280258.187069 nChanged 16 SP:Iteration 22Q (101.475171 sec): 3 clusters Score: Raw -280373.559184 + Penalty 114.876617 = -280258.682567 nChanged 13 SP:Iteration 23Q (101.485749 sec): 3 clusters Score: Raw -280374.082994 + Penalty 114.833578 = -280259.249416 nChanged 11 SP:Iteration 24Q (101.495950 sec): 3 clusters Score: Raw -280374.400638 + Penalty 114.838865 = -280259.561774 nChanged 10 SP:Iteration 25Q (101.506251 sec): 3 clusters Score: Raw -280374.629622 + Penalty 114.806726 = -280259.822896 nChanged 7 SP:Iteration 26Q (101.516997 sec): 3 clusters Score: Raw -280374.787467 + Penalty 114.778991 = -280260.008476 nChanged 6 SP:Iteration 27Q (101.527337 sec): 3 clusters Score: Raw -280374.875143 + Penalty 114.750867 = -280260.124276 nChanged 4 SP:Iteration 28Q (101.537413 sec): 3 clusters Score: Raw -280374.927051 + Penalty 114.729833 = -280260.197218 nChanged 3 SP:Iteration 29Q (101.547646 sec): 3 clusters Score: Raw -280374.948750 + Penalty 114.720210 = -280260.228540 nChanged 2 SP:Iteration 30F (101.557904 sec): 3 clusters Score: Raw -280374.963641 + Penalty 114.720210 = -280260.243432 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 45 (314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.562748 sec): 2 clusters Score: Raw -18285.711674 + Penalty 465.606517 = -17820.105157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.563547 sec): 3 clusters Score: Raw -18171.547512 + Penalty 932.420902 = -17239.126611 nChanged 90 SP:Iteration 1F (101.564334 sec): 3 clusters Score: Raw -18251.607994 + Penalty 937.129416 = -17314.478578 nChanged 25 SP:Iteration 2F (101.565115 sec): 3 clusters Score: Raw -18275.008791 + Penalty 941.321799 = -17333.686992 nChanged 8 SP:Iteration 3Q (101.565891 sec): 3 clusters Score: Raw -18284.419501 + Penalty 943.534313 = -17340.885188 nChanged 3 SP:Iteration 4Q (101.566632 sec): 3 clusters Score: Raw -18287.082122 + Penalty 945.039608 = -17342.042514 nChanged 3 SP:Iteration 5Q (101.567373 sec): 3 clusters Score: Raw -18288.971841 + Penalty 946.152645 = -17342.819196 nChanged 4 SP:Iteration 6Q (101.568115 sec): 3 clusters Score: Raw -18294.034077 + Penalty 945.875223 = -17348.158855 nChanged 4 SP:Iteration 7Q (101.568855 sec): 3 clusters Score: Raw -18297.622399 + Penalty 946.515700 = -17351.106700 nChanged 2 SP:Iteration 8Q (101.570948 sec): 3 clusters Score: Raw -18298.404667 + Penalty 945.913896 = -17352.490771 nChanged 2 SP:Iteration 9Q (101.572618 sec): 3 clusters Score: Raw -18299.796759 + Penalty 946.966861 = -17352.829898 nChanged 2 SP:Iteration 10F (101.574185 sec): 3 clusters Score: Raw -18302.834144 + Penalty 948.802605 = -17354.031539 nChanged 4 SP:Iteration 11Q (101.575662 sec): 3 clusters Score: Raw -18308.072168 + Penalty 950.656409 = -17357.415759 nChanged 5 SP:Iteration 12Q (101.576873 sec): 3 clusters Score: Raw -18317.389623 + Penalty 953.715483 = -17363.674140 nChanged 9 SP:Iteration 13Q (101.578081 sec): 3 clusters Score: Raw -18326.772214 + Penalty 956.023094 = -17370.749120 nChanged 3 SP:Iteration 14Q (101.579279 sec): 3 clusters Score: Raw -18329.720218 + Penalty 957.784480 = -17371.935738 nChanged 2 SP:Iteration 15Q (101.580338 sec): 3 clusters Score: Raw -18333.545939 + Penalty 962.464776 = -17371.081164 nChanged 4 SP:Iteration 16F (101.581401 sec): 3 clusters Score: Raw -18338.561293 + Penalty 969.103354 = -17369.457939 nChanged 5 SP:Iteration 17F (101.582297 sec): 3 clusters Score: Raw -18347.316827 + Penalty 973.604880 = -17373.711947 nChanged 3 SP:Iteration 18Q (101.583010 sec): 3 clusters Score: Raw -18354.487915 + Penalty 974.676790 = -17379.811126 nChanged 3 SP:Iteration 19Q (101.583715 sec): 3 clusters Score: Raw -18357.137113 + Penalty 976.439638 = -17380.697475 nChanged 1 SP:Iteration 20F (101.584465 sec): 3 clusters Score: Raw -18357.842489 + Penalty 976.439638 = -17381.402851 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 50 (150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.585813 sec): 2 clusters Score: Raw -8060.520294 + Penalty 565.870327 = -7494.649967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.586297 sec): 3 clusters Score: Raw -8075.008759 + Penalty 1131.740654 = -6943.268105 nChanged 25 SP:Iteration 1F (101.586796 sec): 3 clusters Score: Raw -8114.323798 + Penalty 1132.092492 = -6982.231306 nChanged 3 SP:Iteration 2Q (101.587284 sec): 3 clusters Score: Raw -8117.453744 + Penalty 1131.740654 = -6985.713090 nChanged 3 SP:Iteration 3Q (101.587763 sec): 3 clusters Score: Raw -8123.423691 + Penalty 1132.879395 = -6990.544296 nChanged 2 SP:Iteration 4Q (101.588231 sec): 3 clusters Score: Raw -8131.406319 + Penalty 1132.879395 = -6998.526924 nChanged 0 SP:Iteration 5F (101.588725 sec): 3 clusters Score: Raw -8131.406319 + Penalty 1132.879395 = -6998.526924 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 52 (214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.590156 sec): 2 clusters Score: Raw -13367.653670 + Penalty 679.898202 = -12687.755468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.590746 sec): 3 clusters Score: Raw -13318.720425 + Penalty 1360.282091 = -11958.438334 nChanged 37 SP:Iteration 1F (101.591327 sec): 3 clusters Score: Raw -13379.759813 + Penalty 1360.816611 = -12018.943202 nChanged 12 SP:Iteration 2F (101.591906 sec): 3 clusters Score: Raw -13403.150635 + Penalty 1359.674257 = -12043.476378 nChanged 4 SP:Iteration 3Q (101.592477 sec): 3 clusters Score: Raw -13407.403604 + Penalty 1360.104608 = -12047.298996 nChanged 1 SP:Iteration 4Q (101.593045 sec): 3 clusters Score: Raw -13407.745399 + Penalty 1360.104608 = -12047.640791 nChanged 0 SP:Iteration 5F (101.593623 sec): 3 clusters Score: Raw -13407.745399 + Penalty 1360.104608 = -12047.640791 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 54 (212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.594956 sec): 2 clusters Score: Raw -12099.547124 + Penalty 865.454737 = -11234.092387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.595543 sec): 3 clusters Score: Raw -12210.053826 + Penalty 1730.689605 = -10479.364221 nChanged 30 SP:Iteration 1F (101.596154 sec): 3 clusters Score: Raw -12291.473781 + Penalty 1730.475444 = -10560.998337 nChanged 6 SP:Iteration 2Q (101.596726 sec): 3 clusters Score: Raw -12312.365097 + Penalty 1730.561240 = -10581.803856 nChanged 5 SP:Iteration 3Q (101.597268 sec): 3 clusters Score: Raw -12334.751729 + Penalty 1730.295582 = -10604.456147 nChanged 6 SP:Iteration 4Q (101.597804 sec): 3 clusters Score: Raw -12347.229069 + Penalty 1730.068268 = -10617.160801 nChanged 4 SP:Iteration 5Q (101.598335 sec): 3 clusters Score: Raw -12356.935625 + Penalty 1730.129177 = -10626.806448 nChanged 1 SP:Iteration 6Q (101.598866 sec): 3 clusters Score: Raw -12367.570992 + Penalty 1730.068268 = -10637.502724 nChanged 1 SP:Iteration 7Q (101.599399 sec): 3 clusters Score: Raw -12369.641384 + Penalty 1730.068268 = -10639.573116 nChanged 0 SP:Iteration 8F (101.599978 sec): 3 clusters Score: Raw -12369.641384 + Penalty 1730.068268 = -10639.573116 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 57 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.601301 sec): 2 clusters Score: Raw -10236.489781 + Penalty 351.116248 = -9885.373533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.601862 sec): 3 clusters Score: Raw -10182.115262 + Penalty 716.519853 = -9465.595409 nChanged 55 SP:Iteration 1F (101.602412 sec): 3 clusters Score: Raw -10237.051068 + Penalty 752.298117 = -9484.752951 nChanged 17 SP:Iteration 2F (101.602960 sec): 3 clusters Score: Raw -10260.579347 + Penalty 782.576067 = -9478.003280 nChanged 9 SP:Iteration 3F (101.603509 sec): 3 clusters Score: Raw -10274.448208 + Penalty 786.490133 = -9487.958075 nChanged 3 SP:Iteration 4Q (101.604038 sec): 3 clusters Score: Raw -10279.160444 + Penalty 797.360688 = -9481.799756 nChanged 2 SP:Iteration 5F (101.604586 sec): 3 clusters Score: Raw -10285.649142 + Penalty 797.360688 = -9488.288454 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 67 (902 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.607909 sec): 2 clusters Score: Raw -54928.313150 + Penalty 887.832025 = -54040.481125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.609729 sec): 3 clusters Score: Raw -54543.970322 + Penalty 1782.639666 = -52761.330656 nChanged 284 SP:Iteration 1F (101.611503 sec): 3 clusters Score: Raw -54782.217018 + Penalty 1792.381477 = -52989.835540 nChanged 91 SP:Iteration 2F (101.613275 sec): 3 clusters Score: Raw -54870.109265 + Penalty 1799.703354 = -53070.405911 nChanged 47 SP:Iteration 3F (101.615022 sec): 3 clusters Score: Raw -54908.623455 + Penalty 1807.339136 = -53101.284319 nChanged 31 SP:Iteration 4Q (101.616793 sec): 3 clusters Score: Raw -54940.882984 + Penalty 1812.873859 = -53128.009125 nChanged 24 SP:Iteration 5Q (101.618552 sec): 3 clusters Score: Raw -54960.390000 + Penalty 1815.326297 = -53145.063703 nChanged 9 SP:Iteration 6Q (101.620294 sec): 3 clusters Score: Raw -54967.045171 + Penalty 1818.916466 = -53148.128705 nChanged 8 SP:Iteration 7Q (101.622034 sec): 3 clusters Score: Raw -54973.896686 + Penalty 1821.229610 = -53152.667076 nChanged 7 SP:Iteration 8Q (101.623792 sec): 3 clusters Score: Raw -54977.904618 + Penalty 1822.673382 = -53155.231236 nChanged 3 SP:Iteration 9Q (101.625558 sec): 3 clusters Score: Raw -54979.075054 + Penalty 1823.963466 = -53155.111589 nChanged 2 SP:Iteration 10F (101.627393 sec): 3 clusters Score: Raw -54981.968586 + Penalty 1824.839205 = -53157.129382 nChanged 3 SP:Iteration 11Q (101.629205 sec): 3 clusters Score: Raw -54985.036624 + Penalty 1825.496698 = -53159.539926 nChanged 4 SP:Iteration 12Q (101.631021 sec): 3 clusters Score: Raw -54988.762714 + Penalty 1826.954743 = -53161.807971 nChanged 4 SP:Iteration 13Q (101.632906 sec): 3 clusters Score: Raw -54992.166012 + Penalty 1829.040059 = -53163.125953 nChanged 3 SP:Iteration 14Q (101.634798 sec): 3 clusters Score: Raw -54993.816699 + Penalty 1829.481103 = -53164.335596 nChanged 2 SP:Iteration 15Q (101.636634 sec): 3 clusters Score: Raw -54994.355812 + Penalty 1829.481103 = -53164.874710 nChanged 0 SP:Iteration 16F (101.638491 sec): 3 clusters Score: Raw -54994.355812 + Penalty 1829.481103 = -53164.874710 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 73 (632 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.642352 sec): 2 clusters Score: Raw -39044.579732 + Penalty 750.604952 = -38293.974780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.643676 sec): 3 clusters Score: Raw -38787.691652 + Penalty 1500.542598 = -37287.149054 nChanged 210 SP:Iteration 1F (101.644982 sec): 3 clusters Score: Raw -38958.328612 + Penalty 1499.711814 = -37458.616797 nChanged 53 SP:Iteration 2F (101.646300 sec): 3 clusters Score: Raw -39016.749122 + Penalty 1499.322737 = -37517.426385 nChanged 32 SP:Iteration 3F (101.647601 sec): 3 clusters Score: Raw -39061.078207 + Penalty 1497.400851 = -37563.677356 nChanged 27 SP:Iteration 4Q (101.648881 sec): 3 clusters Score: Raw -39091.390201 + Penalty 1495.776837 = -37595.613363 nChanged 23 SP:Iteration 5Q (101.650151 sec): 3 clusters Score: Raw -39114.759492 + Penalty 1494.985461 = -37619.774031 nChanged 18 SP:Iteration 6Q (101.651425 sec): 3 clusters Score: Raw -39129.266690 + Penalty 1493.884995 = -37635.381695 nChanged 13 SP:Iteration 7Q (101.652685 sec): 3 clusters Score: Raw -39141.568826 + Penalty 1492.460903 = -37649.107923 nChanged 8 SP:Iteration 8Q (101.653945 sec): 3 clusters Score: Raw -39153.785378 + Penalty 1491.112398 = -37662.672980 nChanged 8 SP:Iteration 9Q (101.655218 sec): 3 clusters Score: Raw -39163.722125 + Penalty 1490.549980 = -37673.172146 nChanged 10 SP:Iteration 10F (101.656521 sec): 3 clusters Score: Raw -39175.413749 + Penalty 1489.808201 = -37685.605547 nChanged 9 SP:Iteration 11Q (101.657775 sec): 3 clusters Score: Raw -39184.503309 + Penalty 1488.253631 = -37696.249678 nChanged 10 SP:Iteration 12Q (101.659034 sec): 3 clusters Score: Raw -39193.941400 + Penalty 1486.325434 = -37707.615966 nChanged 8 SP:Iteration 13Q (101.660280 sec): 3 clusters Score: Raw -39202.258533 + Penalty 1485.351949 = -37716.906584 nChanged 10 SP:Iteration 14Q (101.661524 sec): 3 clusters Score: Raw -39209.255566 + Penalty 1485.547651 = -37723.707916 nChanged 2 SP:Iteration 15Q (101.662749 sec): 3 clusters Score: Raw -39211.668256 + Penalty 1485.601289 = -37726.066967 nChanged 3 SP:Iteration 16Q (101.663974 sec): 3 clusters Score: Raw -39215.140605 + Penalty 1485.424825 = -37729.715780 nChanged 4 SP:Iteration 17Q (101.665232 sec): 3 clusters Score: Raw -39217.935882 + Penalty 1485.394311 = -37732.541571 nChanged 1 SP:Iteration 18Q (101.666467 sec): 3 clusters Score: Raw -39218.223077 + Penalty 1485.394311 = -37732.828766 nChanged 0 SP:Iteration 19F (101.667763 sec): 3 clusters Score: Raw -39218.223077 + Penalty 1485.394311 = -37732.828766 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 79 (949 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.671557 sec): 2 clusters Score: Raw -56479.062287 + Penalty 303.418163 = -56175.644125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.673489 sec): 3 clusters Score: Raw -55914.237554 + Penalty 606.062416 = -55308.175138 nChanged 372 SP:Iteration 1F (101.675352 sec): 3 clusters Score: Raw -56122.052669 + Penalty 604.366130 = -55517.686539 nChanged 127 SP:Iteration 2F (101.677175 sec): 3 clusters Score: Raw -56203.975999 + Penalty 602.480385 = -55601.495615 nChanged 73 SP:Iteration 3F (101.679032 sec): 3 clusters Score: Raw -56257.765291 + Penalty 602.264480 = -55655.500811 nChanged 56 SP:Iteration 4F (101.680901 sec): 3 clusters Score: Raw -56284.605568 + Penalty 603.371888 = -55681.233680 nChanged 38 SP:Iteration 5Q (101.682730 sec): 3 clusters Score: Raw -56304.440917 + Penalty 605.020498 = -55699.420419 nChanged 34 SP:Iteration 6Q (101.684539 sec): 3 clusters Score: Raw -56318.785932 + Penalty 605.911836 = -55712.874096 nChanged 23 SP:Iteration 7Q (101.686359 sec): 3 clusters Score: Raw -56326.318171 + Penalty 606.357624 = -55719.960547 nChanged 15 SP:Iteration 8Q (101.688148 sec): 3 clusters Score: Raw -56332.356652 + Penalty 606.792795 = -55725.563857 nChanged 11 SP:Iteration 9Q (101.690040 sec): 3 clusters Score: Raw -56334.991280 + Penalty 607.307321 = -55727.683959 nChanged 6 SP:Iteration 10F (101.692055 sec): 3 clusters Score: Raw -56337.846577 + Penalty 607.991059 = -55729.855519 nChanged 10 SP:Iteration 11Q (101.693980 sec): 3 clusters Score: Raw -56341.800144 + Penalty 609.249038 = -55732.551106 nChanged 14 SP:Iteration 12Q (101.695809 sec): 3 clusters Score: Raw -56346.529906 + Penalty 611.011853 = -55735.518053 nChanged 17 SP:Iteration 13Q (101.697612 sec): 3 clusters Score: Raw -56353.413742 + Penalty 612.487583 = -55740.926159 nChanged 16 SP:Iteration 14Q (101.699401 sec): 3 clusters Score: Raw -56360.691828 + Penalty 614.807368 = -55745.884461 nChanged 22 SP:Iteration 15Q (101.701188 sec): 3 clusters Score: Raw -56371.921406 + Penalty 617.181279 = -55754.740127 nChanged 19 SP:Iteration 16Q (101.702969 sec): 3 clusters Score: Raw -56381.602055 + Penalty 619.215988 = -55762.386067 nChanged 23 SP:Iteration 17Q (101.704811 sec): 3 clusters Score: Raw -56393.396868 + Penalty 621.750810 = -55771.646058 nChanged 20 SP:Iteration 18Q (101.706620 sec): 3 clusters Score: Raw -56403.577372 + Penalty 624.760103 = -55778.817269 nChanged 20 SP:Iteration 19Q (101.708394 sec): 3 clusters Score: Raw -56413.266886 + Penalty 626.766237 = -55786.500649 nChanged 16 SP:Iteration 20F (101.710211 sec): 3 clusters Score: Raw -56419.323484 + Penalty 628.833226 = -55790.490257 nChanged 16 SP:Iteration 21Q (101.711967 sec): 3 clusters Score: Raw -56428.021235 + Penalty 631.549178 = -55796.472057 nChanged 15 SP:Iteration 22Q (101.713750 sec): 3 clusters Score: Raw -56439.400075 + Penalty 634.498226 = -55804.901849 nChanged 16 SP:Iteration 23Q (101.715522 sec): 3 clusters Score: Raw -56449.700295 + Penalty 636.252203 = -55813.448092 nChanged 9 SP:Iteration 24Q (101.717255 sec): 3 clusters Score: Raw -56452.587759 + Penalty 637.472067 = -55815.115692 nChanged 8 SP:Iteration 25Q (101.719024 sec): 3 clusters Score: Raw -56454.853709 + Penalty 639.862339 = -55814.991370 nChanged 9 SP:Iteration 26F (101.720875 sec): 3 clusters Score: Raw -56459.281679 + Penalty 642.832056 = -55816.449623 nChanged 8 SP:Iteration 27Q (101.722596 sec): 3 clusters Score: Raw -56462.281830 + Penalty 645.731534 = -55816.550296 nChanged 9 SP:Iteration 28Q (101.724267 sec): 3 clusters Score: Raw -56465.490130 + Penalty 647.168558 = -55818.321572 nChanged 3 SP:Iteration 29Q (101.725926 sec): 3 clusters Score: Raw -56466.146107 + Penalty 650.221941 = -55815.924166 nChanged 4 SP:Iteration 30F (101.727764 sec): 3 clusters Score: Raw -56468.075331 + Penalty 651.606114 = -55816.469217 nChanged 4 SP:Iteration 31Q (101.729453 sec): 3 clusters Score: Raw -56469.824084 + Penalty 652.494089 = -55817.329995 nChanged 2 SP:Iteration 32Q (101.731108 sec): 3 clusters Score: Raw -56470.459838 + Penalty 654.170734 = -55816.289105 nChanged 3 SP:Iteration 33F (101.732922 sec): 3 clusters Score: Raw -56472.449557 + Penalty 655.029309 = -55817.420248 nChanged 2 SP:Iteration 34Q (101.734578 sec): 3 clusters Score: Raw -56474.150563 + Penalty 656.155166 = -55817.995397 nChanged 4 SP:Iteration 35Q (101.736232 sec): 3 clusters Score: Raw -56476.152283 + Penalty 659.136929 = -55817.015354 nChanged 6 SP:Iteration 36F (101.738044 sec): 3 clusters Score: Raw -56478.647124 + Penalty 661.087306 = -55817.559818 nChanged 6 SP:Iteration 37Q (101.739739 sec): 3 clusters Score: Raw -56480.864069 + Penalty 661.271541 = -55819.592528 nChanged 3 SP:Iteration 38Q (101.741445 sec): 3 clusters Score: Raw -56481.488655 + Penalty 661.686549 = -55819.802106 nChanged 1 SP:Iteration 39Q (101.743118 sec): 3 clusters Score: Raw -56481.877741 + Penalty 661.481408 = -55820.396334 nChanged 2 SP:Iteration 40F (101.744965 sec): 3 clusters Score: Raw -56482.075420 + Penalty 661.980426 = -55820.094995 nChanged 1 SP:Iteration 41F (101.746885 sec): 3 clusters Score: Raw -56482.407913 + Penalty 664.085516 = -55818.322398 nChanged 4 SP:Iteration 42F (101.748748 sec): 3 clusters Score: Raw -56483.970081 + Penalty 668.620057 = -55815.350024 nChanged 9 SP:Iteration 43F (101.750584 sec): 3 clusters Score: Raw -56487.948609 + Penalty 674.028569 = -55813.920040 nChanged 9 SP:Iteration 44F (101.752400 sec): 3 clusters Score: Raw -56494.042025 + Penalty 674.949559 = -55819.092466 nChanged 12 SP:Iteration 45Q (101.754024 sec): 3 clusters Score: Raw -56500.651689 + Penalty 676.061671 = -55824.590019 nChanged 5 SP:Iteration 46Q (101.755728 sec): 3 clusters Score: Raw -56502.526866 + Penalty 678.182097 = -55824.344769 nChanged 3 SP:Iteration 47F (101.757597 sec): 3 clusters Score: Raw -56504.092318 + Penalty 678.182097 = -55825.910221 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 105 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.758802 sec): 2 clusters Score: Raw -4783.336251 + Penalty 472.601536 = -4310.734715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.759232 sec): 3 clusters Score: Raw -4831.130833 + Penalty 999.246351 = -3831.884483 nChanged 20 SP:Iteration 1F (101.759651 sec): 3 clusters Score: Raw -4895.083817 + Penalty 1041.907059 = -3853.176758 nChanged 7 SP:Iteration 2F (101.760068 sec): 3 clusters Score: Raw -4941.114940 + Penalty 1060.158032 = -3880.956907 nChanged 2 SP:Iteration 3Q (101.760451 sec): 3 clusters Score: Raw -4956.600818 + Penalty 1072.522161 = -3884.078657 nChanged 1 SP:Iteration 4Q (101.760830 sec): 3 clusters Score: Raw -4966.281984 + Penalty 1084.891231 = -3881.390753 nChanged 1 SP:Iteration 5F (101.761247 sec): 3 clusters Score: Raw -4976.149338 + Penalty 1084.891231 = -3891.258107 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 106 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.762397 sec): 2 clusters Score: Raw -2020.185727 + Penalty 157.715327 = -1862.470401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.762664 sec): 3 clusters Score: Raw -2027.630937 + Penalty 312.307883 = -1715.323054 nChanged 3 SP:Iteration 1F (101.762936 sec): 3 clusters Score: Raw -2031.047769 + Penalty 312.307883 = -1718.739887 nChanged 0 Time taken for this iteration:100.843847 seconds. 300->35 Clusters: Score -1686885.365068, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 225 (time per iteration =452.452573 ms) Total iterations: 2905 (time per iteration =35.043659 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 6507075000.000000 (time per metric unit =15.644791ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 162676875000.000000 (time per metric unit=625.791644ps) That took 101.801829 seconds. FileBase PeterP-2013-10-10_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 0.80 and 1.21 GB of RAM. Memory request: 0.40 GB would take us to total of 0.40 GB. ---------------------------------------------------------- Loaded 88642 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 88642 points ------ Starting initial clusters from distinct float masks Not enough masks (238) to generate starting clusters (300), so starting with (239) clusters instead. Assigned 239 initial classes from 238 unique masks. Deleting Class 194 (1 points): Lose 13.041573 but Gain 1823.939677 Iteration 0F (12.257120 sec): 238 clusters Score: Raw -4801579.620120 + Penalty 281941.179762 = -4519638.440358 nChanged 19911 Deleting Class 195 (2 points): Lose 30.565585 but Gain 1807.204898 Iteration 1F (21.829135 sec): 235 clusters Score: Raw -4830123.225838 + Penalty 280778.777182 = -4549344.448656 nChanged 5276 Deleting Class 229 (1 points): Lose 6.321494 but Gain 1762.209977 Iteration 2F (31.504447 sec): 234 clusters Score: Raw -4845603.074635 + Penalty 279714.858766 = -4565888.215868 nChanged 6564 Deleting Class 33 (2 points): Lose 27.618096 but Gain 1757.812170 Iteration 3F (41.140570 sec): 233 clusters Score: Raw -4859106.232878 + Penalty 278710.247863 = -4580395.985016 nChanged 5565 Deleting Class 230 (2 points): Lose 33.599713 but Gain 1711.909051 Iteration 4F (50.670555 sec): 232 clusters Score: Raw -4866198.066662 + Penalty 277243.529358 = -4588954.537303 nChanged 3534 Deleting Class 223 (1 points): Lose 18.568266 but Gain 1689.457415 Iteration 5Q (51.937752 sec): 231 clusters Score: Raw -4870088.423619 + Penalty 274160.103130 = -4595928.320490 nChanged 2622 Deleting Class 219 (6 points): Lose 83.328393 but Gain 1751.007617 Iteration 6Q (53.062577 sec): 229 clusters Score: Raw -4872480.672849 + Penalty 272532.969269 = -4599947.703580 nChanged 2087 Deleting Class 186 (3 points): Lose 63.196877 but Gain 1729.239916 Iteration 7Q (54.113724 sec): 228 clusters Score: Raw -4874055.913924 + Penalty 270957.704283 = -4603098.209641 nChanged 1669 Deleting Class 173 (5 points): Lose 111.318215 but Gain 1762.243978 Iteration 8Q (55.117058 sec): 227 clusters Score: Raw -4874998.484093 + Penalty 269304.578185 = -4605693.905908 nChanged 1438 Deleting Class 163 (7 points): Lose 185.429461 but Gain 1821.301337 Iteration 9Q (56.085081 sec): 226 clusters Score: Raw -4875658.864894 + Penalty 267671.040451 = -4607987.824443 nChanged 1237 Deleting Class 209 (2 points): Lose 28.209985 but Gain 1650.542020 Iteration 10F (65.351842 sec): 225 clusters Score: Raw -4876322.614174 + Penalty 266121.077879 = -4610201.536295 nChanged 963 Deleting Class 5 (8 points): Lose 124.222311 but Gain 1720.121102 Iteration 11Q (66.271913 sec): 224 clusters Score: Raw -4876601.783872 + Penalty 264512.425007 = -4612089.358865 nChanged 800 Deleting Class 166 (6 points): Lose 87.111518 but Gain 1682.504287 Iteration 12Q (67.173089 sec): 223 clusters Score: Raw -4876789.167059 + Penalty 262856.488096 = -4613932.678963 nChanged 644 Deleting Class 225 (2 points): Lose 23.187053 but Gain 1616.450068 Iteration 13Q (68.050810 sec): 222 clusters Score: Raw -4876988.829746 + Penalty 261179.868878 = -4615808.960868 nChanged 558 Deleting Class 140 (4 points): Lose 96.287332 but Gain 1664.055189 Iteration 14Q (68.903356 sec): 221 clusters Score: Raw -4877096.127329 + Penalty 259680.360413 = -4617415.766916 nChanged 468 Deleting Class 221 (1 points): Lose 17.525859 but Gain 1575.404199 Iteration 15Q (69.742817 sec): 220 clusters Score: Raw -4877263.202598 + Penalty 258159.522247 = -4619103.680352 nChanged 417 Deleting Class 218 (2 points): Lose 24.431206 but Gain 1580.830200 Iteration 16Q (70.571064 sec): 219 clusters Score: Raw -4877386.742814 + Penalty 256626.892609 = -4620759.850205 nChanged 344 Deleting Class 67 (12 points): Lose 173.603463 but Gain 1726.088852 Iteration 17Q (71.390449 sec): 218 clusters Score: Raw -4877319.821119 + Penalty 254974.792283 = -4622345.028836 nChanged 303 Deleting Class 198 (1 points): Lose 24.674219 but Gain 1572.387870 Iteration 18Q (72.207707 sec): 217 clusters Score: Raw -4877404.803664 + Penalty 253355.793393 = -4624049.010271 nChanged 244 Deleting Class 160 (10 points): Lose 138.225821 but Gain 1684.572750 Iteration 19Q (73.012642 sec): 216 clusters Score: Raw -4877319.060872 + Penalty 251592.087121 = -4625726.973751 nChanged 201 Writing temp clu file Memory request: 0.40 GB would take us to total of 0.80 GB. Compute initial score before splitting: Score: Raw -4877319.060872 + Penalty 251592.087121 = -4625726.973751Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 1 (1054 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.316821 sec): 2 clusters Score: Raw -65703.877153 + Penalty 402.123310 = -65301.753843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.318967 sec): 3 clusters Score: Raw -65059.991301 + Penalty 803.871547 = -64256.119753 nChanged 401 SP:Iteration 1F (73.321060 sec): 3 clusters Score: Raw -65316.682009 + Penalty 800.582485 = -64516.099525 nChanged 138 SP:Iteration 2F (73.323139 sec): 3 clusters Score: Raw -65418.754918 + Penalty 798.987987 = -64619.766931 nChanged 60 SP:Iteration 3F (73.325231 sec): 3 clusters Score: Raw -65510.748866 + Penalty 800.365799 = -64710.383067 nChanged 39 SP:Iteration 4Q (73.327287 sec): 3 clusters Score: Raw -65548.214366 + Penalty 801.054557 = -64747.159808 nChanged 29 SP:Iteration 5Q (73.329297 sec): 3 clusters Score: Raw -65568.171119 + Penalty 806.519184 = -64761.651935 nChanged 25 SP:Iteration 6Q (73.331273 sec): 3 clusters Score: Raw -65583.800317 + Penalty 811.316795 = -64772.483522 nChanged 18 SP:Iteration 7Q (73.333232 sec): 3 clusters Score: Raw -65594.621609 + Penalty 816.675808 = -64777.945801 nChanged 18 SP:Iteration 8Q (73.335176 sec): 3 clusters Score: Raw -65605.288473 + Penalty 820.316965 = -64784.971508 nChanged 14 SP:Iteration 9Q (73.337122 sec): 3 clusters Score: Raw -65610.735483 + Penalty 825.004369 = -64785.731114 nChanged 11 SP:Iteration 10F (73.339182 sec): 3 clusters Score: Raw -65614.246944 + Penalty 826.646964 = -64787.599979 nChanged 17 SP:Iteration 11Q (73.341180 sec): 3 clusters Score: Raw -65622.510303 + Penalty 831.210626 = -64791.299678 nChanged 18 SP:Iteration 12Q (73.343191 sec): 3 clusters Score: Raw -65632.083053 + Penalty 838.273433 = -64793.809620 nChanged 23 SP:Iteration 13Q (73.345091 sec): 3 clusters Score: Raw -65645.482667 + Penalty 846.547095 = -64798.935573 nChanged 21 SP:Iteration 14Q (73.347018 sec): 3 clusters Score: Raw -65661.754454 + Penalty 850.882171 = -64810.872282 nChanged 20 SP:Iteration 15Q (73.348905 sec): 3 clusters Score: Raw -65674.639529 + Penalty 858.493231 = -64816.146298 nChanged 11 SP:Iteration 16Q (73.350751 sec): 3 clusters Score: Raw -65680.032101 + Penalty 866.732288 = -64813.299813 nChanged 16 SP:Iteration 17F (73.352829 sec): 3 clusters Score: Raw -65691.410677 + Penalty 870.044542 = -64821.366135 nChanged 14 SP:Iteration 18Q (73.354616 sec): 3 clusters Score: Raw -65700.990272 + Penalty 880.730751 = -64820.259521 nChanged 11 SP:Iteration 19F (73.356692 sec): 3 clusters Score: Raw -65706.956675 + Penalty 882.266394 = -64824.690281 nChanged 4 SP:Iteration 20F (73.358712 sec): 3 clusters Score: Raw -65709.070295 + Penalty 883.683354 = -64825.386940 nChanged 2 SP:Iteration 21Q (73.360399 sec): 3 clusters Score: Raw -65709.585087 + Penalty 883.774357 = -64825.810730 nChanged 1 SP:Iteration 22Q (73.362135 sec): 3 clusters Score: Raw -65709.675488 + Penalty 885.821190 = -64823.854298 nChanged 1 SP:Iteration 23F (73.364162 sec): 3 clusters Score: Raw -65709.928440 + Penalty 886.375713 = -64823.552727 nChanged 1 SP:Iteration 24F (73.366184 sec): 3 clusters Score: Raw -65710.210089 + Penalty 886.375713 = -64823.834376 nChanged 0 Memory request: 0.08 GB would take us to total of 0.88 GB. Trying to split cluster 2 (16454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.436854 sec): 2 clusters Score: Raw -901717.731844 + Penalty 59.060705 = -901658.671139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.468962 sec): 3 clusters Score: Raw -890589.958711 + Penalty 114.901181 = -890475.057530 nChanged 8066 SP:Iteration 1F (73.501183 sec): 3 clusters Score: Raw -898054.143828 + Penalty 114.263956 = -897939.879872 nChanged 1162 SP:Iteration 2F (73.533248 sec): 3 clusters Score: Raw -899382.584628 + Penalty 113.905549 = -899268.679079 nChanged 756 SP:Iteration 3Q (73.568542 sec): 3 clusters Score: Raw -900435.647241 + Penalty 113.558533 = -900322.088709 nChanged 440 SP:Iteration 4Q (73.598133 sec): 3 clusters Score: Raw -900768.091295 + Penalty 111.601477 = -900656.489818 nChanged 362 SP:Iteration 5Q (73.626292 sec): 3 clusters Score: Raw -901049.991921 + Penalty 110.050365 = -900939.941556 nChanged 293 SP:Iteration 6Q (73.653577 sec): 3 clusters Score: Raw -901280.621400 + Penalty 109.989741 = -901170.631659 nChanged 218 SP:Iteration 7Q (73.680795 sec): 3 clusters Score: Raw -901447.337717 + Penalty 110.145482 = -901337.192235 nChanged 158 SP:Iteration 8Q (73.707027 sec): 3 clusters Score: Raw -901574.421640 + Penalty 110.065894 = -901464.355747 nChanged 102 SP:Iteration 9Q (73.732040 sec): 3 clusters Score: Raw -901651.213212 + Penalty 110.280935 = -901540.932277 nChanged 57 SP:Iteration 10F (73.764142 sec): 3 clusters Score: Raw -901685.723487 + Penalty 110.123217 = -901575.600270 nChanged 39 SP:Iteration 11Q (73.789379 sec): 3 clusters Score: Raw -901708.113593 + Penalty 110.342406 = -901597.771186 nChanged 23 SP:Iteration 12Q (73.813656 sec): 3 clusters Score: Raw -901720.393326 + Penalty 110.473530 = -901609.919796 nChanged 15 SP:Iteration 13Q (73.837817 sec): 3 clusters Score: Raw -901728.232728 + Penalty 110.393634 = -901617.839093 nChanged 13 SP:Iteration 14Q (73.862042 sec): 3 clusters Score: Raw -901735.342187 + Penalty 110.527698 = -901624.814489 nChanged 10 SP:Iteration 15Q (73.886975 sec): 3 clusters Score: Raw -901739.562583 + Penalty 110.518221 = -901629.044362 nChanged 7 SP:Iteration 16Q (73.911665 sec): 3 clusters Score: Raw -901742.533340 + Penalty 110.215596 = -901632.317744 nChanged 4 SP:Iteration 17Q (73.935875 sec): 3 clusters Score: Raw -901743.651168 + Penalty 110.284908 = -901633.366260 nChanged 2 SP:Iteration 18Q (73.960964 sec): 3 clusters Score: Raw -901743.842249 + Penalty 110.321034 = -901633.521214 nChanged 1 SP:Iteration 19Q (73.985973 sec): 3 clusters Score: Raw -901743.939687 + Penalty 110.358197 = -901633.581491 nChanged 1 SP:Iteration 20F (74.016070 sec): 3 clusters Score: Raw -901744.026427 + Penalty 110.396440 = -901633.629987 nChanged 1 SP:Iteration 21Q (74.040456 sec): 3 clusters Score: Raw -901744.431381 + Penalty 110.476357 = -901633.955024 nChanged 2 SP:Iteration 22Q (74.064767 sec): 3 clusters Score: Raw -901744.896214 + Penalty 110.127371 = -901634.768844 nChanged 1 SP:Iteration 23Q (74.088767 sec): 3 clusters Score: Raw -901744.991702 + Penalty 110.127371 = -901634.864331 nChanged 0 SP:Iteration 24F (74.116094 sec): 3 clusters Score: Raw -901744.991702 + Penalty 110.127371 = -901634.864331 nChanged 0 Memory request: 0.21 GB would take us to total of 1.01 GB. Trying to split cluster 3 (45607 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.326521 sec): 2 clusters Score: Raw -2632943.745189 + Penalty 79.683858 = -2632864.061331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.417141 sec): 3 clusters Score: Raw -2601760.629331 + Penalty 159.242814 = -2601601.386518 nChanged 22472 SP:Iteration 1F (74.509284 sec): 3 clusters Score: Raw -2620022.217985 + Penalty 154.133489 = -2619868.084496 nChanged 5447 SP:Iteration 2F (74.612120 sec): 3 clusters Score: Raw -2625490.978376 + Penalty 152.551872 = -2625338.426504 nChanged 2967 SP:Iteration 3F (74.699109 sec): 3 clusters Score: Raw -2627886.055569 + Penalty 152.225394 = -2627733.830175 nChanged 1708 SP:Iteration 4Q (74.793380 sec): 3 clusters Score: Raw -2629254.864054 + Penalty 153.417418 = -2629101.446636 nChanged 1293 SP:Iteration 5Q (74.886671 sec): 3 clusters Score: Raw -2630610.861506 + Penalty 153.570684 = -2630457.290822 nChanged 837 SP:Iteration 6Q (74.974851 sec): 3 clusters Score: Raw -2631643.736303 + Penalty 154.116082 = -2631489.620220 nChanged 490 SP:Iteration 7Q (75.051963 sec): 3 clusters Score: Raw -2632109.967112 + Penalty 154.289247 = -2631955.677865 nChanged 317 SP:Iteration 8Q (75.127225 sec): 3 clusters Score: Raw -2632321.870954 + Penalty 154.499908 = -2632167.371046 nChanged 267 SP:Iteration 9Q (75.202346 sec): 3 clusters Score: Raw -2632483.605559 + Penalty 154.754901 = -2632328.850658 nChanged 241 SP:Iteration 10F (75.290515 sec): 3 clusters Score: Raw -2632621.538359 + Penalty 154.395897 = -2632467.142462 nChanged 178 SP:Iteration 11Q (75.364171 sec): 3 clusters Score: Raw -2632704.552989 + Penalty 154.538161 = -2632550.014827 nChanged 145 SP:Iteration 12Q (75.437584 sec): 3 clusters Score: Raw -2632767.713929 + Penalty 154.422139 = -2632613.291791 nChanged 115 SP:Iteration 13Q (75.510277 sec): 3 clusters Score: Raw -2632812.129033 + Penalty 153.970498 = -2632658.158534 nChanged 84 SP:Iteration 14Q (75.584686 sec): 3 clusters Score: Raw -2632842.251547 + Penalty 154.001713 = -2632688.249834 nChanged 70 SP:Iteration 15Q (75.657536 sec): 3 clusters Score: Raw -2632867.651513 + Penalty 153.545008 = -2632714.106505 nChanged 63 SP:Iteration 16Q (75.730853 sec): 3 clusters Score: Raw -2632886.523347 + Penalty 153.449832 = -2632733.073516 nChanged 55 SP:Iteration 17Q (75.803081 sec): 3 clusters Score: Raw -2632905.243140 + Penalty 151.885178 = -2632753.357962 nChanged 56 SP:Iteration 18Q (75.875570 sec): 3 clusters Score: Raw -2632927.648588 + Penalty 152.187218 = -2632775.461370 nChanged 44 SP:Iteration 19Q (75.948122 sec): 3 clusters Score: Raw -2632945.144631 + Penalty 152.660394 = -2632792.484237 nChanged 45 SP:Iteration 20F (76.035860 sec): 3 clusters Score: Raw -2632960.719312 + Penalty 152.934760 = -2632807.784552 nChanged 44 SP:Iteration 21Q (76.112255 sec): 3 clusters Score: Raw -2632973.448495 + Penalty 153.133413 = -2632820.315082 nChanged 43 SP:Iteration 22Q (76.186795 sec): 3 clusters Score: Raw -2632987.983606 + Penalty 153.645737 = -2632834.337869 nChanged 35 SP:Iteration 23Q (76.259680 sec): 3 clusters Score: Raw -2633001.689139 + Penalty 153.911922 = -2632847.777217 nChanged 30 SP:Iteration 24Q (76.331422 sec): 3 clusters Score: Raw -2633010.442197 + Penalty 153.779101 = -2632856.663096 nChanged 28 SP:Iteration 25Q (76.402969 sec): 3 clusters Score: Raw -2633017.199830 + Penalty 153.220554 = -2632863.979276 nChanged 24 SP:Iteration 26Q (76.474836 sec): 3 clusters Score: Raw -2633022.169037 + Penalty 153.180322 = -2632868.988715 nChanged 16 SP:Iteration 27Q (76.546553 sec): 3 clusters Score: Raw -2633023.954949 + Penalty 153.288279 = -2632870.666670 nChanged 5 SP:Iteration 28Q (76.617974 sec): 3 clusters Score: Raw -2633024.508170 + Penalty 153.417051 = -2632871.091118 nChanged 6 SP:Iteration 29Q (76.689590 sec): 3 clusters Score: Raw -2633025.136729 + Penalty 153.362051 = -2632871.774678 nChanged 7 SP:Iteration 30F (76.779177 sec): 3 clusters Score: Raw -2633025.683967 + Penalty 153.469037 = -2632872.214931 nChanged 6 SP:Iteration 31Q (76.862418 sec): 3 clusters Score: Raw -2633026.043640 + Penalty 153.556290 = -2632872.487350 nChanged 5 SP:Iteration 32Q (76.945189 sec): 3 clusters Score: Raw -2633026.396875 + Penalty 153.556290 = -2632872.840585 nChanged 4 SP:Iteration 33Q (77.030389 sec): 3 clusters Score: Raw -2633026.563733 + Penalty 153.615510 = -2632872.948223 nChanged 5 SP:Iteration 34Q (77.120963 sec): 3 clusters Score: Raw -2633026.741848 + Penalty 153.740170 = -2632873.001678 nChanged 4 SP:Iteration 35Q (77.204447 sec): 3 clusters Score: Raw -2633027.111138 + Penalty 153.368069 = -2632873.743069 nChanged 6 SP:Iteration 36Q (77.287794 sec): 3 clusters Score: Raw -2633028.147339 + Penalty 153.648954 = -2632874.498385 nChanged 8 SP:Iteration 37Q (77.370644 sec): 3 clusters Score: Raw -2633029.555370 + Penalty 153.600387 = -2632875.954983 nChanged 12 SP:Iteration 38Q (77.453467 sec): 3 clusters Score: Raw -2633031.152632 + Penalty 153.085818 = -2632878.066813 nChanged 9 SP:Iteration 39Q (77.536215 sec): 3 clusters Score: Raw -2633032.590881 + Penalty 154.735622 = -2632877.855259 nChanged 13 SP:Iteration 40F (77.635618 sec): 3 clusters Score: Raw -2633036.069879 + Penalty 154.723296 = -2632881.346583 nChanged 11 SP:Iteration 41Q (77.718267 sec): 3 clusters Score: Raw -2633038.724008 + Penalty 154.035090 = -2632884.688918 nChanged 15 SP:Iteration 42Q (77.801700 sec): 3 clusters Score: Raw -2633041.772277 + Penalty 154.518445 = -2632887.253832 nChanged 14 SP:Iteration 43Q (77.884338 sec): 3 clusters Score: Raw -2633044.527211 + Penalty 154.105277 = -2632890.421933 nChanged 10 SP:Iteration 44Q (77.967532 sec): 3 clusters Score: Raw -2633046.327664 + Penalty 154.192072 = -2632892.135591 nChanged 9 SP:Iteration 45Q (78.050187 sec): 3 clusters Score: Raw -2633047.851554 + Penalty 154.495460 = -2632893.356095 nChanged 7 SP:Iteration 46Q (78.133165 sec): 3 clusters Score: Raw -2633049.611559 + Penalty 153.652998 = -2632895.958560 nChanged 13 SP:Iteration 47Q (78.215872 sec): 3 clusters Score: Raw -2633052.649885 + Penalty 153.798318 = -2632898.851567 nChanged 8 SP:Iteration 48Q (78.299650 sec): 3 clusters Score: Raw -2633053.955048 + Penalty 153.775891 = -2632900.179157 nChanged 8 SP:Iteration 49Q (78.382336 sec): 3 clusters Score: Raw -2633054.796413 + Penalty 153.133017 = -2632901.663396 nChanged 7 SP:Iteration 50F (78.481866 sec): 3 clusters Score: Raw -2633055.457410 + Penalty 153.238333 = -2632902.219077 nChanged 3 SP:Iteration 51Q (78.564036 sec): 3 clusters Score: Raw -2633055.622555 + Penalty 153.466387 = -2632902.156168 nChanged 1 SP:Iteration 52F (78.662880 sec): 3 clusters Score: Raw -2633055.712084 + Penalty 153.417112 = -2632902.294972 nChanged 1 SP:Iteration 53Q (78.745479 sec): 3 clusters Score: Raw -2633055.668444 + Penalty 153.417112 = -2632902.251332 nChanged 0 SP:Iteration 54F (78.845089 sec): 3 clusters Score: Raw -2633055.668444 + Penalty 153.417112 = -2632902.251332 nChanged 0 Score: Raw -4915451.660534 + Penalty 251670.387850 = -4663781.272684 Splitting cluster 3 changes total score from -4625726.973751 to -4663781.272684 So it's getting split into cluster 5. Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 4 (994 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (87.834689 sec): 2 clusters Score: Raw -63136.003127 + Penalty 568.852779 = -62567.150349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (87.836625 sec): 3 clusters Score: Raw -62609.988485 + Penalty 1138.211772 = -61471.776713 nChanged 357 SP:Iteration 1F (87.838533 sec): 3 clusters Score: Raw -62819.866712 + Penalty 1138.045856 = -61681.820856 nChanged 120 SP:Iteration 2F (87.840435 sec): 3 clusters Score: Raw -62924.069954 + Penalty 1134.908870 = -61789.161084 nChanged 83 SP:Iteration 3F (87.842418 sec): 3 clusters Score: Raw -63011.554233 + Penalty 1129.995234 = -61881.558999 nChanged 69 SP:Iteration 4F (87.844402 sec): 3 clusters Score: Raw -63086.313216 + Penalty 1126.192288 = -61960.120927 nChanged 60 SP:Iteration 5F (87.846324 sec): 3 clusters Score: Raw -63152.838480 + Penalty 1126.731527 = -62026.106953 nChanged 39 SP:Iteration 6Q (87.848257 sec): 3 clusters Score: Raw -63186.117058 + Penalty 1127.036057 = -62059.081001 nChanged 17 SP:Iteration 7Q (87.850131 sec): 3 clusters Score: Raw -63198.181305 + Penalty 1127.387391 = -62070.793914 nChanged 10 SP:Iteration 8Q (87.851985 sec): 3 clusters Score: Raw -63202.382596 + Penalty 1128.903240 = -62073.479355 nChanged 7 SP:Iteration 9Q (87.853841 sec): 3 clusters Score: Raw -63206.067711 + Penalty 1130.143415 = -62075.924296 nChanged 5 SP:Iteration 10F (87.855773 sec): 3 clusters Score: Raw -63207.220642 + Penalty 1130.683837 = -62076.536805 nChanged 3 SP:Iteration 11Q (87.857584 sec): 3 clusters Score: Raw -63208.526758 + Penalty 1131.290538 = -62077.236219 nChanged 3 SP:Iteration 12Q (87.859397 sec): 3 clusters Score: Raw -63209.614058 + Penalty 1132.232885 = -62077.381173 nChanged 4 SP:Iteration 13Q (87.861200 sec): 3 clusters Score: Raw -63210.735335 + Penalty 1132.232885 = -62078.502450 nChanged 0 SP:Iteration 14F (87.863095 sec): 3 clusters Score: Raw -63210.735335 + Penalty 1132.232885 = -62078.502450 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 6 (508 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (87.867756 sec): 2 clusters Score: Raw -30119.964091 + Penalty 899.915725 = -29220.048367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (87.868879 sec): 3 clusters Score: Raw -30028.989464 + Penalty 1799.831450 = -28229.158015 nChanged 112 SP:Iteration 1F (87.869962 sec): 3 clusters Score: Raw -30172.613505 + Penalty 1799.466311 = -28373.147194 nChanged 29 SP:Iteration 2F (87.871045 sec): 3 clusters Score: Raw -30221.420161 + Penalty 1799.338994 = -28422.081166 nChanged 24 SP:Iteration 3Q (87.872096 sec): 3 clusters Score: Raw -30267.224594 + Penalty 1798.641918 = -28468.582676 nChanged 20 SP:Iteration 4Q (87.873138 sec): 3 clusters Score: Raw -30290.108380 + Penalty 1798.723489 = -28491.384891 nChanged 17 SP:Iteration 5Q (87.874179 sec): 3 clusters Score: Raw -30312.277190 + Penalty 1798.517216 = -28513.759974 nChanged 11 SP:Iteration 6Q (87.875216 sec): 3 clusters Score: Raw -30323.218687 + Penalty 1798.852362 = -28524.366325 nChanged 6 SP:Iteration 7Q (87.876252 sec): 3 clusters Score: Raw -30331.122576 + Penalty 1798.930787 = -28532.191789 nChanged 4 SP:Iteration 8Q (87.877323 sec): 3 clusters Score: Raw -30335.482660 + Penalty 1798.998696 = -28536.483963 nChanged 2 SP:Iteration 9Q (87.878385 sec): 3 clusters Score: Raw -30338.476039 + Penalty 1798.845941 = -28539.630098 nChanged 4 SP:Iteration 10F (87.879468 sec): 3 clusters Score: Raw -30347.966642 + Penalty 1798.439078 = -28549.527565 nChanged 5 SP:Iteration 11Q (87.880503 sec): 3 clusters Score: Raw -30353.170176 + Penalty 1798.439078 = -28554.731098 nChanged 0 SP:Iteration 12F (87.881583 sec): 3 clusters Score: Raw -30353.170176 + Penalty 1798.439078 = -28554.731098 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 7 (424 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (87.883270 sec): 2 clusters Score: Raw -28111.851343 + Penalty 485.394616 = -27626.456727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (87.884219 sec): 3 clusters Score: Raw -27927.302325 + Penalty 971.206287 = -26956.096038 nChanged 121 SP:Iteration 1F (87.885152 sec): 3 clusters Score: Raw -28019.606517 + Penalty 971.772599 = -27047.833918 nChanged 27 SP:Iteration 2F (87.886084 sec): 3 clusters Score: Raw -28041.087714 + Penalty 972.612562 = -27068.475151 nChanged 15 SP:Iteration 3Q (87.887015 sec): 3 clusters Score: Raw -28056.095363 + Penalty 973.446678 = -27082.648686 nChanged 12 SP:Iteration 4Q (87.887942 sec): 3 clusters Score: Raw -28063.805091 + Penalty 973.957445 = -27089.847646 nChanged 10 SP:Iteration 5Q (87.888898 sec): 3 clusters Score: Raw -28071.956211 + Penalty 974.890093 = -27097.066117 nChanged 9 SP:Iteration 6Q (87.889822 sec): 3 clusters Score: Raw -28079.176182 + Penalty 975.402651 = -27103.773530 nChanged 7 SP:Iteration 7Q (87.890744 sec): 3 clusters Score: Raw -28084.204641 + Penalty 975.743836 = -27108.460805 nChanged 3 SP:Iteration 8Q (87.891665 sec): 3 clusters Score: Raw -28085.469864 + Penalty 975.953251 = -27109.516613 nChanged 1 SP:Iteration 9Q (87.892586 sec): 3 clusters Score: Raw -28085.675796 + Penalty 976.314904 = -27109.360892 nChanged 1 SP:Iteration 10F (87.893516 sec): 3 clusters Score: Raw -28085.894767 + Penalty 976.712376 = -27109.182391 nChanged 1 SP:Iteration 11F (87.894445 sec): 3 clusters Score: Raw -28086.419590 + Penalty 977.051572 = -27109.368018 nChanged 3 SP:Iteration 12Q (87.895368 sec): 3 clusters Score: Raw -28088.530672 + Penalty 976.715714 = -27111.814957 nChanged 4 SP:Iteration 13Q (87.896290 sec): 3 clusters Score: Raw -28090.993216 + Penalty 976.451578 = -27114.541638 nChanged 1 SP:Iteration 14Q (87.897215 sec): 3 clusters Score: Raw -28091.795386 + Penalty 976.680132 = -27115.115253 nChanged 2 SP:Iteration 15Q (87.898137 sec): 3 clusters Score: Raw -28093.370137 + Penalty 976.680132 = -27116.690004 nChanged 0 SP:Iteration 16F (87.899068 sec): 3 clusters Score: Raw -28093.370137 + Penalty 976.680132 = -27116.690004 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 8 (299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (87.901021 sec): 2 clusters Score: Raw -17086.086580 + Penalty 171.844885 = -16914.241695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (87.901758 sec): 3 clusters Score: Raw -16947.224240 + Penalty 344.914125 = -16602.310116 nChanged 100 SP:Iteration 1F (87.902480 sec): 3 clusters Score: Raw -17043.945503 + Penalty 354.021597 = -16689.923906 nChanged 47 SP:Iteration 2F (87.903202 sec): 3 clusters Score: Raw -17092.456788 + Penalty 363.219029 = -16729.237759 nChanged 18 SP:Iteration 3F (87.903922 sec): 3 clusters Score: Raw -17109.881978 + Penalty 367.840381 = -16742.041597 nChanged 12 SP:Iteration 4Q (87.904635 sec): 3 clusters Score: Raw -17119.835224 + Penalty 379.921282 = -16739.913942 nChanged 9 SP:Iteration 5F (87.905355 sec): 3 clusters Score: Raw -17125.991136 + Penalty 386.199543 = -16739.791593 nChanged 6 SP:Iteration 6F (87.906074 sec): 3 clusters Score: Raw -17129.230605 + Penalty 388.377240 = -16740.853365 nChanged 3 SP:Iteration 7Q (87.906793 sec): 3 clusters Score: Raw -17130.960085 + Penalty 396.646942 = -16734.313143 nChanged 3 SP:Iteration 8F (87.907511 sec): 3 clusters Score: Raw -17132.023873 + Penalty 402.118565 = -16729.905308 nChanged 2 SP:Iteration 9F (87.908236 sec): 3 clusters Score: Raw -17133.268164 + Penalty 402.118565 = -16731.149599 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 9 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (87.909482 sec): 2 clusters Score: Raw -8612.275371 + Penalty 714.495835 = -7897.779536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (87.909947 sec): 3 clusters Score: Raw -8691.394414 + Penalty 1428.991671 = -7262.402743 nChanged 9 SP:Iteration 1F (87.910408 sec): 3 clusters Score: Raw -8720.434111 + Penalty 1428.999245 = -7291.434866 nChanged 3 SP:Iteration 2Q (87.910858 sec): 3 clusters Score: Raw -8731.155959 + Penalty 1428.999245 = -7302.156714 nChanged 0 SP:Iteration 3F (87.911322 sec): 3 clusters Score: Raw -8731.155959 + Penalty 1428.999245 = -7302.156714 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 10 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (87.912053 sec): 2 clusters Score: Raw -3390.138977 + Penalty 233.170987 = -3156.967990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (87.912372 sec): 3 clusters Score: Raw -3387.432274 + Penalty 474.750468 = -2912.681806 nChanged 6 SP:Iteration 1F (87.912716 sec): 3 clusters Score: Raw -3404.848559 + Penalty 480.514752 = -2924.333807 nChanged 3 SP:Iteration 2F (87.913030 sec): 3 clusters Score: Raw -3415.944100 + Penalty 479.752917 = -2936.191183 nChanged 1 SP:Iteration 3Q (87.913332 sec): 3 clusters Score: Raw -3423.604454 + Penalty 479.752917 = -2943.851537 nChanged 0 SP:Iteration 4F (87.913645 sec): 3 clusters Score: Raw -3423.604454 + Penalty 479.752917 = -2943.851537 nChanged 0 Memory request: 0.01 GB would take us to total of 0.82 GB. Trying to split cluster 11 (2197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (87.921060 sec): 2 clusters Score: Raw -129798.299309 + Penalty 164.114498 = -129634.184811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (87.925113 sec): 3 clusters Score: Raw -128362.668896 + Penalty 328.654828 = -128034.014068 nChanged 998 SP:Iteration 1F (87.929142 sec): 3 clusters Score: Raw -128846.794461 + Penalty 330.578877 = -128516.215584 nChanged 276 SP:Iteration 2F (87.933248 sec): 3 clusters Score: Raw -128985.064184 + Penalty 332.713719 = -128652.350465 nChanged 163 SP:Iteration 3F (87.937232 sec): 3 clusters Score: Raw -129100.482874 + Penalty 333.304853 = -128767.178021 nChanged 140 SP:Iteration 4F (87.941203 sec): 3 clusters Score: Raw -129239.283368 + Penalty 334.190819 = -128905.092549 nChanged 126 SP:Iteration 5F (87.945165 sec): 3 clusters Score: Raw -129332.804407 + Penalty 334.426144 = -128998.378264 nChanged 93 SP:Iteration 6Q (87.949110 sec): 3 clusters Score: Raw -129383.958497 + Penalty 334.974240 = -129048.984257 nChanged 87 SP:Iteration 7Q (87.952966 sec): 3 clusters Score: Raw -129426.894921 + Penalty 335.716430 = -129091.178492 nChanged 56 SP:Iteration 8Q (87.956786 sec): 3 clusters Score: Raw -129448.004660 + Penalty 336.138494 = -129111.866166 nChanged 51 SP:Iteration 9Q (87.960684 sec): 3 clusters Score: Raw -129466.934349 + Penalty 336.651898 = -129130.282451 nChanged 40 SP:Iteration 10F (87.964675 sec): 3 clusters Score: Raw -129480.372555 + Penalty 337.307213 = -129143.065342 nChanged 43 SP:Iteration 11Q (87.968420 sec): 3 clusters Score: Raw -129496.362984 + Penalty 338.301703 = -129158.061281 nChanged 34 SP:Iteration 12Q (87.972134 sec): 3 clusters Score: Raw -129504.940714 + Penalty 339.189790 = -129165.750925 nChanged 29 SP:Iteration 13Q (87.975825 sec): 3 clusters Score: Raw -129512.928583 + Penalty 338.993889 = -129173.934694 nChanged 33 SP:Iteration 14Q (87.979647 sec): 3 clusters Score: Raw -129523.610525 + Penalty 339.045448 = -129184.565076 nChanged 28 SP:Iteration 15Q (87.983473 sec): 3 clusters Score: Raw -129533.322375 + Penalty 338.758516 = -129194.563859 nChanged 27 SP:Iteration 16Q (87.987151 sec): 3 clusters Score: Raw -129544.038891 + Penalty 337.879768 = -129206.159123 nChanged 36 SP:Iteration 17Q (87.990784 sec): 3 clusters Score: Raw -129561.763016 + Penalty 336.486063 = -129225.276954 nChanged 34 SP:Iteration 18Q (87.994383 sec): 3 clusters Score: Raw -129577.302983 + Penalty 338.600810 = -129238.702173 nChanged 41 SP:Iteration 19Q (87.997983 sec): 3 clusters Score: Raw -129593.946939 + Penalty 341.495273 = -129252.451665 nChanged 43 SP:Iteration 20F (88.002258 sec): 3 clusters Score: Raw -129610.652818 + Penalty 343.710635 = -129266.942182 nChanged 35 SP:Iteration 21Q (88.005771 sec): 3 clusters Score: Raw -129622.467781 + Penalty 344.393381 = -129278.074400 nChanged 44 SP:Iteration 22Q (88.009277 sec): 3 clusters Score: Raw -129638.728875 + Penalty 348.539704 = -129290.189171 nChanged 48 SP:Iteration 23Q (88.012773 sec): 3 clusters Score: Raw -129659.379463 + Penalty 351.890673 = -129307.488790 nChanged 44 SP:Iteration 24Q (88.016276 sec): 3 clusters Score: Raw -129677.261765 + Penalty 354.688738 = -129322.573027 nChanged 33 SP:Iteration 25Q (88.019697 sec): 3 clusters Score: Raw -129690.550855 + Penalty 357.448848 = -129333.102007 nChanged 26 SP:Iteration 26Q (88.023100 sec): 3 clusters Score: Raw -129702.050509 + Penalty 357.640139 = -129344.410370 nChanged 16 SP:Iteration 27Q (88.026576 sec): 3 clusters Score: Raw -129706.264619 + Penalty 355.855218 = -129350.409401 nChanged 11 SP:Iteration 28Q (88.029936 sec): 3 clusters Score: Raw -129709.954265 + Penalty 350.991608 = -129358.962657 nChanged 15 SP:Iteration 29Q (88.033290 sec): 3 clusters Score: Raw -129717.343271 + Penalty 353.987944 = -129363.355327 nChanged 18 SP:Iteration 30F (88.037252 sec): 3 clusters Score: Raw -129724.702744 + Penalty 357.457679 = -129367.245065 nChanged 19 SP:Iteration 31Q (88.040555 sec): 3 clusters Score: Raw -129732.122752 + Penalty 357.567569 = -129374.555183 nChanged 17 SP:Iteration 32Q (88.043843 sec): 3 clusters Score: Raw -129738.323487 + Penalty 349.484071 = -129388.839416 nChanged 12 SP:Iteration 33Q (88.047120 sec): 3 clusters Score: Raw -129745.006443 + Penalty 344.167831 = -129400.838612 nChanged 13 SP:Iteration 34Q (88.050506 sec): 3 clusters Score: Raw -129750.715316 + Penalty 344.860502 = -129405.854814 nChanged 8 SP:Iteration 35Q (88.053782 sec): 3 clusters Score: Raw -129753.342910 + Penalty 350.991587 = -129402.351322 nChanged 8 SP:Iteration 36F (88.057764 sec): 3 clusters Score: Raw -129755.075753 + Penalty 359.926674 = -129395.149079 nChanged 11 SP:Iteration 37F (88.061745 sec): 3 clusters Score: Raw -129758.462473 + Penalty 364.171225 = -129394.291248 nChanged 12 SP:Iteration 38F (88.065727 sec): 3 clusters Score: Raw -129764.177879 + Penalty 377.545089 = -129386.632790 nChanged 14 SP:Iteration 39F (88.069685 sec): 3 clusters Score: Raw -129772.206506 + Penalty 388.636729 = -129383.569777 nChanged 7 SP:Iteration 40F (88.073641 sec): 3 clusters Score: Raw -129774.608766 + Penalty 401.282601 = -129373.326164 nChanged 7 SP:Iteration 41F (88.077599 sec): 3 clusters Score: Raw -129776.150876 + Penalty 412.873107 = -129363.277769 nChanged 6 SP:Iteration 42F (88.081589 sec): 3 clusters Score: Raw -129777.587663 + Penalty 428.066289 = -129349.521374 nChanged 9 SP:Iteration 43F (88.085709 sec): 3 clusters Score: Raw -129782.174180 + Penalty 479.755203 = -129302.418978 nChanged 11 SP:Iteration 44F (88.089694 sec): 3 clusters Score: Raw -129790.124295 + Penalty 564.649071 = -129225.475224 nChanged 11 SP:Iteration 45F (88.093640 sec): 3 clusters Score: Raw -129796.899839 + Penalty 570.515959 = -129226.383880 nChanged 5 SP:Iteration 46Q (88.096809 sec): 3 clusters Score: Raw -129799.126420 + Penalty 567.138231 = -129231.988189 nChanged 1 SP:Iteration 47Q (88.099996 sec): 3 clusters Score: Raw -129799.906597 + Penalty 567.138231 = -129232.768366 nChanged 0 SP:Iteration 48F (88.104061 sec): 3 clusters Score: Raw -129799.906597 + Penalty 567.138231 = -129232.768366 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 12 (272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88.107464 sec): 2 clusters Score: Raw -13931.751330 + Penalty 55.911443 = -13875.839887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88.108154 sec): 3 clusters Score: Raw -13802.226314 + Penalty 121.507603 = -13680.718711 nChanged 114 SP:Iteration 1F (88.108826 sec): 3 clusters Score: Raw -13940.088172 + Penalty 118.645670 = -13821.442503 nChanged 24 SP:Iteration 2F (88.109492 sec): 3 clusters Score: Raw -13990.639231 + Penalty 118.690508 = -13871.948723 nChanged 11 SP:Iteration 3Q (88.110126 sec): 3 clusters Score: Raw -14007.635141 + Penalty 118.722468 = -13888.912674 nChanged 5 SP:Iteration 4Q (88.110738 sec): 3 clusters Score: Raw -14010.233532 + Penalty 118.384719 = -13891.848813 nChanged 1 SP:Iteration 5Q (88.111343 sec): 3 clusters Score: Raw -14010.412003 + Penalty 118.384719 = -13892.027284 nChanged 0 SP:Iteration 6F (88.112008 sec): 3 clusters Score: Raw -14010.412003 + Penalty 118.384719 = -13892.027284 nChanged 0 Score: Raw -4915530.314546 + Penalty 251797.348828 = -4663732.965718 Splitting cluster 12 changes total score from -4625726.973751 to -4663732.965718 So it's getting split into cluster 33. Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 13 (437 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.940722 sec): 2 clusters Score: Raw -18357.193730 + Penalty 927.956295 = -17429.237434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.941747 sec): 3 clusters Score: Raw -18376.714286 + Penalty 1855.555575 = -16521.158710 nChanged 127 SP:Iteration 1F (96.942755 sec): 3 clusters Score: Raw -18580.155843 + Penalty 1855.374610 = -16724.781233 nChanged 26 SP:Iteration 2F (96.943757 sec): 3 clusters Score: Raw -18643.309334 + Penalty 1855.760935 = -16787.548399 nChanged 14 SP:Iteration 3Q (96.944701 sec): 3 clusters Score: Raw -18660.644686 + Penalty 1855.940310 = -16804.704376 nChanged 7 SP:Iteration 4Q (96.945664 sec): 3 clusters Score: Raw -18672.814590 + Penalty 1856.003538 = -16816.811052 nChanged 7 SP:Iteration 5Q (96.946603 sec): 3 clusters Score: Raw -18683.969807 + Penalty 1855.942938 = -16828.026869 nChanged 3 SP:Iteration 6Q (96.947538 sec): 3 clusters Score: Raw -18688.177731 + Penalty 1855.942762 = -16832.234969 nChanged 2 SP:Iteration 7Q (96.948472 sec): 3 clusters Score: Raw -18692.850640 + Penalty 1856.060986 = -16836.789654 nChanged 2 SP:Iteration 8Q (96.949406 sec): 3 clusters Score: Raw -18694.943046 + Penalty 1856.267673 = -16838.675373 nChanged 2 SP:Iteration 9Q (96.950340 sec): 3 clusters Score: Raw -18697.321517 + Penalty 1856.598923 = -16840.722594 nChanged 3 SP:Iteration 10F (96.951344 sec): 3 clusters Score: Raw -18710.664182 + Penalty 1857.011462 = -16853.652719 nChanged 8 SP:Iteration 11Q (96.952280 sec): 3 clusters Score: Raw -18731.845752 + Penalty 1856.626492 = -16875.219261 nChanged 8 SP:Iteration 12Q (96.953215 sec): 3 clusters Score: Raw -18742.057776 + Penalty 1856.743083 = -16885.314692 nChanged 8 SP:Iteration 13Q (96.954145 sec): 3 clusters Score: Raw -18758.274423 + Penalty 1856.795990 = -16901.478434 nChanged 7 SP:Iteration 14Q (96.955076 sec): 3 clusters Score: Raw -18779.655569 + Penalty 1856.882056 = -16922.773513 nChanged 9 SP:Iteration 15Q (96.956023 sec): 3 clusters Score: Raw -18795.732833 + Penalty 1857.043423 = -16938.689410 nChanged 5 SP:Iteration 16Q (96.956944 sec): 3 clusters Score: Raw -18810.087378 + Penalty 1856.855976 = -16953.231402 nChanged 3 SP:Iteration 17Q (96.957859 sec): 3 clusters Score: Raw -18814.787231 + Penalty 1856.970557 = -16957.816674 nChanged 1 SP:Iteration 18Q (96.958774 sec): 3 clusters Score: Raw -18816.502126 + Penalty 1856.970557 = -16959.531570 nChanged 0 SP:Iteration 19F (96.959777 sec): 3 clusters Score: Raw -18816.502126 + Penalty 1856.970557 = -16959.531570 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 14 (629 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.962571 sec): 2 clusters Score: Raw -35435.915859 + Penalty 247.968766 = -35187.947094 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.963976 sec): 3 clusters Score: Raw -35093.402521 + Penalty 491.881771 = -34601.520751 nChanged 235 SP:Iteration 1F (96.965407 sec): 3 clusters Score: Raw -35335.156224 + Penalty 483.008507 = -34852.147717 nChanged 85 SP:Iteration 2F (96.966763 sec): 3 clusters Score: Raw -35425.065310 + Penalty 472.165383 = -34952.899927 nChanged 42 SP:Iteration 3F (96.968188 sec): 3 clusters Score: Raw -35455.815515 + Penalty 465.665561 = -34990.149954 nChanged 17 SP:Iteration 4Q (96.969568 sec): 3 clusters Score: Raw -35466.388463 + Penalty 459.950198 = -35006.438265 nChanged 8 SP:Iteration 5Q (96.970986 sec): 3 clusters Score: Raw -35474.012997 + Penalty 454.315372 = -35019.697625 nChanged 9 SP:Iteration 6Q (96.972400 sec): 3 clusters Score: Raw -35479.408726 + Penalty 452.726496 = -35026.682230 nChanged 3 SP:Iteration 7Q (96.973792 sec): 3 clusters Score: Raw -35484.178393 + Penalty 450.865021 = -35033.313371 nChanged 4 SP:Iteration 8Q (96.975118 sec): 3 clusters Score: Raw -35491.343919 + Penalty 447.759730 = -35043.584189 nChanged 5 SP:Iteration 9Q (96.976470 sec): 3 clusters Score: Raw -35494.018774 + Penalty 443.943656 = -35050.075118 nChanged 6 SP:Iteration 10F (96.977818 sec): 3 clusters Score: Raw -35497.553260 + Penalty 441.774883 = -35055.778377 nChanged 4 SP:Iteration 11Q (96.979147 sec): 3 clusters Score: Raw -35499.442224 + Penalty 441.923980 = -35057.518243 nChanged 1 SP:Iteration 12Q (96.980455 sec): 3 clusters Score: Raw -35499.584280 + Penalty 441.541232 = -35058.043048 nChanged 3 SP:Iteration 13Q (96.981766 sec): 3 clusters Score: Raw -35500.056198 + Penalty 441.402279 = -35058.653919 nChanged 1 SP:Iteration 14Q (96.983091 sec): 3 clusters Score: Raw -35500.150470 + Penalty 441.402279 = -35058.748191 nChanged 0 SP:Iteration 15F (96.984463 sec): 3 clusters Score: Raw -35500.150470 + Penalty 441.402279 = -35058.748191 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 15 (891 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.988663 sec): 2 clusters Score: Raw -57620.840574 + Penalty 503.064445 = -57117.776129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.990518 sec): 3 clusters Score: Raw -57164.378664 + Penalty 1005.776064 = -56158.602600 nChanged 319 SP:Iteration 1F (96.992332 sec): 3 clusters Score: Raw -57399.364480 + Penalty 1005.350900 = -56394.013580 nChanged 77 SP:Iteration 2F (96.994143 sec): 3 clusters Score: Raw -57463.463047 + Penalty 1006.245480 = -56457.217567 nChanged 64 SP:Iteration 3F (96.995949 sec): 3 clusters Score: Raw -57508.163840 + Penalty 1007.843740 = -56500.320100 nChanged 43 SP:Iteration 4Q (96.997746 sec): 3 clusters Score: Raw -57523.993120 + Penalty 1010.266535 = -56513.726585 nChanged 23 SP:Iteration 5Q (96.999578 sec): 3 clusters Score: Raw -57536.160555 + Penalty 1015.306841 = -56520.853714 nChanged 32 SP:Iteration 6Q (97.001394 sec): 3 clusters Score: Raw -57557.542809 + Penalty 1020.341980 = -56537.200829 nChanged 29 SP:Iteration 7Q (97.003158 sec): 3 clusters Score: Raw -57577.815448 + Penalty 1025.633583 = -56552.181865 nChanged 21 SP:Iteration 8Q (97.004925 sec): 3 clusters Score: Raw -57595.001764 + Penalty 1029.869343 = -56565.132421 nChanged 18 SP:Iteration 9Q (97.006709 sec): 3 clusters Score: Raw -57605.143699 + Penalty 1034.058596 = -56571.085103 nChanged 20 SP:Iteration 10F (97.008524 sec): 3 clusters Score: Raw -57620.740537 + Penalty 1041.272082 = -56579.468454 nChanged 23 SP:Iteration 11Q (97.010297 sec): 3 clusters Score: Raw -57640.367784 + Penalty 1045.278759 = -56595.089025 nChanged 13 SP:Iteration 12Q (97.012075 sec): 3 clusters Score: Raw -57656.384430 + Penalty 1048.807756 = -56607.576674 nChanged 23 SP:Iteration 13Q (97.013835 sec): 3 clusters Score: Raw -57674.859461 + Penalty 1051.652411 = -56623.207050 nChanged 9 SP:Iteration 14Q (97.015589 sec): 3 clusters Score: Raw -57682.919398 + Penalty 1054.737896 = -56628.181502 nChanged 9 SP:Iteration 15Q (97.017316 sec): 3 clusters Score: Raw -57687.129035 + Penalty 1055.172622 = -56631.956413 nChanged 4 SP:Iteration 16Q (97.019056 sec): 3 clusters Score: Raw -57688.434131 + Penalty 1056.401060 = -56632.033071 nChanged 3 SP:Iteration 17Q (97.020869 sec): 3 clusters Score: Raw -57689.510577 + Penalty 1056.503477 = -56633.007100 nChanged 4 SP:Iteration 18Q (97.022590 sec): 3 clusters Score: Raw -57690.714850 + Penalty 1056.942388 = -56633.772463 nChanged 2 SP:Iteration 19Q (97.024288 sec): 3 clusters Score: Raw -57690.951504 + Penalty 1056.942388 = -56634.009116 nChanged 0 SP:Iteration 20F (97.026122 sec): 3 clusters Score: Raw -57690.951504 + Penalty 1056.942388 = -56634.009116 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 16 (617 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.029478 sec): 2 clusters Score: Raw -36636.291502 + Penalty 424.560051 = -36211.731451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.030851 sec): 3 clusters Score: Raw -36320.103167 + Penalty 843.704544 = -35476.398622 nChanged 206 SP:Iteration 1F (97.032227 sec): 3 clusters Score: Raw -36427.549141 + Penalty 843.591540 = -35583.957601 nChanged 73 SP:Iteration 2F (97.033580 sec): 3 clusters Score: Raw -36496.610487 + Penalty 841.759004 = -35654.851483 nChanged 68 SP:Iteration 3F (97.034946 sec): 3 clusters Score: Raw -36569.247150 + Penalty 843.021708 = -35726.225442 nChanged 43 SP:Iteration 4F (97.036299 sec): 3 clusters Score: Raw -36618.559255 + Penalty 842.029271 = -35776.529985 nChanged 34 SP:Iteration 5F (97.037658 sec): 3 clusters Score: Raw -36661.570169 + Penalty 846.229415 = -35815.340754 nChanged 14 SP:Iteration 6Q (97.038953 sec): 3 clusters Score: Raw -36674.221988 + Penalty 846.595341 = -35827.626646 nChanged 9 SP:Iteration 7Q (97.040209 sec): 3 clusters Score: Raw -36679.828847 + Penalty 850.208251 = -35829.620596 nChanged 4 SP:Iteration 8Q (97.041454 sec): 3 clusters Score: Raw -36681.567628 + Penalty 859.596357 = -35821.971272 nChanged 3 SP:Iteration 9F (97.042816 sec): 3 clusters Score: Raw -36683.989773 + Penalty 864.393271 = -35819.596502 nChanged 2 SP:Iteration 10F (97.044176 sec): 3 clusters Score: Raw -36684.425478 + Penalty 868.163651 = -35816.261827 nChanged 1 SP:Iteration 11F (97.045538 sec): 3 clusters Score: Raw -36686.363794 + Penalty 875.782561 = -35810.581233 nChanged 3 SP:Iteration 12F (97.046919 sec): 3 clusters Score: Raw -36689.834408 + Penalty 884.203468 = -35805.630941 nChanged 2 SP:Iteration 13F (97.048279 sec): 3 clusters Score: Raw -36692.946556 + Penalty 889.977480 = -35802.969075 nChanged 2 SP:Iteration 14F (97.049642 sec): 3 clusters Score: Raw -36695.389309 + Penalty 891.329742 = -35804.059567 nChanged 2 SP:Iteration 15Q (97.050859 sec): 3 clusters Score: Raw -36696.660671 + Penalty 891.329742 = -35805.330929 nChanged 0 SP:Iteration 16F (97.052219 sec): 3 clusters Score: Raw -36696.660671 + Penalty 891.329742 = -35805.330929 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 17 (400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.055075 sec): 2 clusters Score: Raw -25506.220523 + Penalty 698.357839 = -24807.862684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.056027 sec): 3 clusters Score: Raw -25405.733468 + Penalty 1399.154910 = -24006.578558 nChanged 103 SP:Iteration 1F (97.056960 sec): 3 clusters Score: Raw -25512.061981 + Penalty 1402.435486 = -24109.626495 nChanged 23 SP:Iteration 2F (97.057892 sec): 3 clusters Score: Raw -25544.900195 + Penalty 1404.127777 = -24140.772418 nChanged 11 SP:Iteration 3Q (97.058805 sec): 3 clusters Score: Raw -25558.990448 + Penalty 1407.740616 = -24151.249832 nChanged 10 SP:Iteration 4Q (97.059715 sec): 3 clusters Score: Raw -25568.790788 + Penalty 1409.749130 = -24159.041658 nChanged 5 SP:Iteration 5Q (97.060627 sec): 3 clusters Score: Raw -25572.986499 + Penalty 1411.792981 = -24161.193518 nChanged 5 SP:Iteration 6Q (97.061533 sec): 3 clusters Score: Raw -25581.709749 + Penalty 1414.044772 = -24167.664976 nChanged 5 SP:Iteration 7Q (97.062439 sec): 3 clusters Score: Raw -25588.368254 + Penalty 1415.255432 = -24173.112822 nChanged 2 SP:Iteration 8Q (97.063342 sec): 3 clusters Score: Raw -25589.400497 + Penalty 1417.007446 = -24172.393051 nChanged 2 SP:Iteration 9F (97.064270 sec): 3 clusters Score: Raw -25591.330069 + Penalty 1419.234925 = -24172.095144 nChanged 5 SP:Iteration 10F (97.065196 sec): 3 clusters Score: Raw -25598.098841 + Penalty 1419.969805 = -24178.129035 nChanged 4 SP:Iteration 11Q (97.066098 sec): 3 clusters Score: Raw -25605.326888 + Penalty 1420.738206 = -24184.588682 nChanged 1 SP:Iteration 12Q (97.066994 sec): 3 clusters Score: Raw -25606.184545 + Penalty 1422.561462 = -24183.623083 nChanged 2 SP:Iteration 13F (97.067926 sec): 3 clusters Score: Raw -25609.005641 + Penalty 1423.459928 = -24185.545713 nChanged 4 SP:Iteration 14Q (97.068822 sec): 3 clusters Score: Raw -25611.665645 + Penalty 1423.459928 = -24188.205716 nChanged 0 SP:Iteration 15F (97.069747 sec): 3 clusters Score: Raw -25611.665645 + Penalty 1423.459928 = -24188.205716 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 18 (1697 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.075885 sec): 2 clusters Score: Raw -102977.248394 + Penalty 510.203178 = -102467.045216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.079237 sec): 3 clusters Score: Raw -101960.063913 + Penalty 1024.789433 = -100935.274480 nChanged 659 SP:Iteration 1F (97.082626 sec): 3 clusters Score: Raw -102328.014239 + Penalty 1030.189363 = -101297.824877 nChanged 233 SP:Iteration 2F (97.085930 sec): 3 clusters Score: Raw -102476.180016 + Penalty 1036.603748 = -101439.576268 nChanged 138 SP:Iteration 3F (97.089236 sec): 3 clusters Score: Raw -102566.854420 + Penalty 1041.436728 = -101525.417692 nChanged 97 SP:Iteration 4F (97.092496 sec): 3 clusters Score: Raw -102614.472964 + Penalty 1045.764674 = -101568.708289 nChanged 64 SP:Iteration 5Q (97.095742 sec): 3 clusters Score: Raw -102642.902807 + Penalty 1049.516747 = -101593.386060 nChanged 47 SP:Iteration 6Q (97.098991 sec): 3 clusters Score: Raw -102664.210372 + Penalty 1053.089727 = -101611.120645 nChanged 46 SP:Iteration 7Q (97.102216 sec): 3 clusters Score: Raw -102684.779936 + Penalty 1055.735809 = -101629.044127 nChanged 35 SP:Iteration 8Q (97.105426 sec): 3 clusters Score: Raw -102699.828218 + Penalty 1059.479355 = -101640.348863 nChanged 37 SP:Iteration 9Q (97.108642 sec): 3 clusters Score: Raw -102715.600266 + Penalty 1059.688907 = -101655.911359 nChanged 37 SP:Iteration 10F (97.112062 sec): 3 clusters Score: Raw -102732.758882 + Penalty 1060.611891 = -101672.146991 nChanged 34 SP:Iteration 11Q (97.115254 sec): 3 clusters Score: Raw -102745.880033 + Penalty 1059.790810 = -101686.089223 nChanged 31 SP:Iteration 12Q (97.118453 sec): 3 clusters Score: Raw -102758.988802 + Penalty 1061.958900 = -101697.029902 nChanged 29 SP:Iteration 13Q (97.121615 sec): 3 clusters Score: Raw -102771.505845 + Penalty 1065.815033 = -101705.690812 nChanged 26 SP:Iteration 14Q (97.124788 sec): 3 clusters Score: Raw -102784.448852 + Penalty 1070.565655 = -101713.883197 nChanged 35 SP:Iteration 15Q (97.128340 sec): 3 clusters Score: Raw -102804.539024 + Penalty 1077.645517 = -101726.893508 nChanged 36 SP:Iteration 16Q (97.131528 sec): 3 clusters Score: Raw -102825.194667 + Penalty 1089.301216 = -101735.893451 nChanged 50 SP:Iteration 17Q (97.134626 sec): 3 clusters Score: Raw -102861.226669 + Penalty 1103.078263 = -101758.148406 nChanged 44 SP:Iteration 18Q (97.137627 sec): 3 clusters Score: Raw -102892.223600 + Penalty 1120.414439 = -101771.809160 nChanged 40 SP:Iteration 19Q (97.140584 sec): 3 clusters Score: Raw -102922.449256 + Penalty 1135.269487 = -101787.179770 nChanged 33 SP:Iteration 20F (97.143875 sec): 3 clusters Score: Raw -102950.089359 + Penalty 1143.752948 = -101806.336411 nChanged 24 SP:Iteration 21Q (97.146773 sec): 3 clusters Score: Raw -102972.600501 + Penalty 1149.938310 = -101822.662190 nChanged 19 SP:Iteration 22Q (97.149510 sec): 3 clusters Score: Raw -102992.281402 + Penalty 1137.825472 = -101854.455930 nChanged 11 SP:Iteration 23Q (97.152196 sec): 3 clusters Score: Raw -103002.219419 + Penalty 1138.215735 = -101864.003684 nChanged 7 SP:Iteration 24Q (97.154882 sec): 3 clusters Score: Raw -103009.657716 + Penalty 1134.489308 = -101875.168408 nChanged 5 SP:Iteration 25Q (97.157540 sec): 3 clusters Score: Raw -103017.475928 + Penalty 1124.632501 = -101892.843427 nChanged 4 SP:Iteration 26Q (97.160086 sec): 3 clusters Score: Raw -103022.638445 + Penalty 1116.820193 = -101905.818251 nChanged 2 SP:Iteration 27Q (97.162581 sec): 3 clusters Score: Raw -103024.292854 + Penalty 1116.820193 = -101907.472660 nChanged 0 SP:Iteration 28F (97.165785 sec): 3 clusters Score: Raw -103024.292854 + Penalty 1116.820193 = -101907.472660 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 19 (679 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.168982 sec): 2 clusters Score: Raw -40950.107923 + Penalty 399.849023 = -40550.258900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.170457 sec): 3 clusters Score: Raw -40569.427403 + Penalty 802.940364 = -39766.487038 nChanged 250 SP:Iteration 1F (97.171910 sec): 3 clusters Score: Raw -40708.892830 + Penalty 805.230596 = -39903.662234 nChanged 64 SP:Iteration 2F (97.173389 sec): 3 clusters Score: Raw -40749.311782 + Penalty 805.099653 = -39944.212129 nChanged 45 SP:Iteration 3F (97.174865 sec): 3 clusters Score: Raw -40764.914026 + Penalty 804.305313 = -39960.608712 nChanged 21 SP:Iteration 4Q (97.176332 sec): 3 clusters Score: Raw -40773.628852 + Penalty 803.935711 = -39969.693141 nChanged 15 SP:Iteration 5Q (97.177781 sec): 3 clusters Score: Raw -40777.856435 + Penalty 803.507538 = -39974.348897 nChanged 12 SP:Iteration 6Q (97.179248 sec): 3 clusters Score: Raw -40781.659367 + Penalty 803.981535 = -39977.677832 nChanged 12 SP:Iteration 7Q (97.180696 sec): 3 clusters Score: Raw -40787.117320 + Penalty 803.276667 = -39983.840654 nChanged 14 SP:Iteration 8Q (97.182131 sec): 3 clusters Score: Raw -40793.905625 + Penalty 803.047219 = -39990.858406 nChanged 12 SP:Iteration 9Q (97.183549 sec): 3 clusters Score: Raw -40800.754155 + Penalty 803.867879 = -39996.886276 nChanged 12 SP:Iteration 10F (97.185013 sec): 3 clusters Score: Raw -40807.655241 + Penalty 803.662706 = -40003.992535 nChanged 22 SP:Iteration 11Q (97.186456 sec): 3 clusters Score: Raw -40825.798951 + Penalty 804.838129 = -40020.960823 nChanged 29 SP:Iteration 12Q (97.187894 sec): 3 clusters Score: Raw -40843.727892 + Penalty 802.969432 = -40040.758459 nChanged 21 SP:Iteration 13Q (97.189381 sec): 3 clusters Score: Raw -40855.692150 + Penalty 802.226517 = -40053.465633 nChanged 17 SP:Iteration 14Q (97.190831 sec): 3 clusters Score: Raw -40866.707001 + Penalty 800.743203 = -40065.963798 nChanged 19 SP:Iteration 15Q (97.192263 sec): 3 clusters Score: Raw -40882.341394 + Penalty 799.238704 = -40083.102691 nChanged 26 SP:Iteration 16Q (97.193702 sec): 3 clusters Score: Raw -40901.972432 + Penalty 794.627321 = -40107.345111 nChanged 23 SP:Iteration 17Q (97.195142 sec): 3 clusters Score: Raw -40918.534242 + Penalty 792.791365 = -40125.742877 nChanged 18 SP:Iteration 18Q (97.196567 sec): 3 clusters Score: Raw -40934.765159 + Penalty 788.426849 = -40146.338310 nChanged 16 SP:Iteration 19Q (97.198000 sec): 3 clusters Score: Raw -40946.470710 + Penalty 780.604681 = -40165.866029 nChanged 15 SP:Iteration 20F (97.199475 sec): 3 clusters Score: Raw -40961.704393 + Penalty 772.325927 = -40189.378466 nChanged 11 SP:Iteration 21Q (97.200863 sec): 3 clusters Score: Raw -40973.836975 + Penalty 766.486648 = -40207.350327 nChanged 6 SP:Iteration 22Q (97.202209 sec): 3 clusters Score: Raw -40978.486281 + Penalty 764.247793 = -40214.238488 nChanged 4 SP:Iteration 23Q (97.203535 sec): 3 clusters Score: Raw -40981.161768 + Penalty 763.035872 = -40218.125896 nChanged 4 SP:Iteration 24Q (97.204892 sec): 3 clusters Score: Raw -40983.515304 + Penalty 763.878281 = -40219.637023 nChanged 1 SP:Iteration 25Q (97.206227 sec): 3 clusters Score: Raw -40983.734509 + Penalty 763.878281 = -40219.856228 nChanged 0 SP:Iteration 26F (97.207701 sec): 3 clusters Score: Raw -40983.734509 + Penalty 763.878281 = -40219.856228 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 20 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.208783 sec): 2 clusters Score: Raw -898.638023 + Penalty 302.365252 = -596.272771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.209024 sec): 3 clusters Score: Raw -949.217742 + Penalty 605.306069 = -343.911673 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 21 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.209861 sec): 2 clusters Score: Raw -423.954784 + Penalty 209.869563 = -214.085221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.210109 sec): 3 clusters Score: Raw -423.577369 + Penalty 419.739127 = -3.838242 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 22 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.210959 sec): 2 clusters Score: Raw -959.756638 + Penalty 187.865491 = -771.891147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.211197 sec): 3 clusters Score: Raw -994.669048 + Penalty 376.336702 = -618.332346 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 23 (268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.212708 sec): 2 clusters Score: Raw -12148.543483 + Penalty 357.118496 = -11791.424987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.213416 sec): 3 clusters Score: Raw -12129.371980 + Penalty 723.112929 = -11406.259051 nChanged 83 SP:Iteration 1F (97.214119 sec): 3 clusters Score: Raw -12235.321873 + Penalty 738.120771 = -11497.201101 nChanged 20 SP:Iteration 2F (97.214818 sec): 3 clusters Score: Raw -12261.712783 + Penalty 744.158271 = -11517.554512 nChanged 10 SP:Iteration 3Q (97.215494 sec): 3 clusters Score: Raw -12280.331210 + Penalty 751.851512 = -11528.479698 nChanged 9 SP:Iteration 4Q (97.216169 sec): 3 clusters Score: Raw -12295.388043 + Penalty 758.555866 = -11536.832176 nChanged 5 SP:Iteration 5Q (97.216839 sec): 3 clusters Score: Raw -12301.106133 + Penalty 763.493883 = -11537.612250 nChanged 5 SP:Iteration 6Q (97.217507 sec): 3 clusters Score: Raw -12308.382199 + Penalty 775.998056 = -11532.384143 nChanged 7 SP:Iteration 7F (97.218208 sec): 3 clusters Score: Raw -12315.590986 + Penalty 782.860935 = -11532.730050 nChanged 4 SP:Iteration 8Q (97.218876 sec): 3 clusters Score: Raw -12318.678192 + Penalty 784.221585 = -11534.456607 nChanged 2 SP:Iteration 9Q (97.219563 sec): 3 clusters Score: Raw -12319.878445 + Penalty 784.641425 = -11535.237021 nChanged 2 SP:Iteration 10F (97.220226 sec): 3 clusters Score: Raw -12321.965450 + Penalty 787.363259 = -11534.602191 nChanged 1 SP:Iteration 11F (97.220894 sec): 3 clusters Score: Raw -12324.621054 + Penalty 788.637757 = -11535.983297 nChanged 3 SP:Iteration 12Q (97.221526 sec): 3 clusters Score: Raw -12327.338964 + Penalty 785.556719 = -11541.782245 nChanged 1 SP:Iteration 13Q (97.222155 sec): 3 clusters Score: Raw -12328.787149 + Penalty 785.556719 = -11543.230430 nChanged 0 SP:Iteration 14F (97.222817 sec): 3 clusters Score: Raw -12328.787149 + Penalty 785.556719 = -11543.230430 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 24 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.223783 sec): 2 clusters Score: Raw -625.951730 + Penalty 180.122515 = -445.829214 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.224015 sec): 3 clusters Score: Raw -658.949194 + Penalty 362.985799 = -295.963395 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 25 (552 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.226332 sec): 2 clusters Score: Raw -32450.080737 + Penalty 986.714134 = -31463.366603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.227584 sec): 3 clusters Score: Raw -32361.689458 + Penalty 1973.716846 = -30387.972612 nChanged 138 SP:Iteration 1F (97.228817 sec): 3 clusters Score: Raw -32527.442505 + Penalty 1973.681039 = -30553.761465 nChanged 27 SP:Iteration 2Q (97.230007 sec): 3 clusters Score: Raw -32569.737451 + Penalty 1973.517035 = -30596.220417 nChanged 16 SP:Iteration 3Q (97.231199 sec): 3 clusters Score: Raw -32596.017468 + Penalty 1973.491542 = -30622.525926 nChanged 3 SP:Iteration 4Q (97.232384 sec): 3 clusters Score: Raw -32603.172269 + Penalty 1973.508851 = -30629.663418 nChanged 4 SP:Iteration 5Q (97.233558 sec): 3 clusters Score: Raw -32622.874678 + Penalty 1973.500336 = -30649.374342 nChanged 10 SP:Iteration 6Q (97.234759 sec): 3 clusters Score: Raw -32634.940932 + Penalty 1973.559272 = -30661.381659 nChanged 11 SP:Iteration 7Q (97.236007 sec): 3 clusters Score: Raw -32658.405502 + Penalty 1973.858819 = -30684.546684 nChanged 6 SP:Iteration 8Q (97.237182 sec): 3 clusters Score: Raw -32674.074143 + Penalty 1973.927278 = -30700.146865 nChanged 12 SP:Iteration 9Q (97.238389 sec): 3 clusters Score: Raw -32689.558719 + Penalty 1974.261749 = -30715.296970 nChanged 10 SP:Iteration 10F (97.239672 sec): 3 clusters Score: Raw -32700.849189 + Penalty 1974.521358 = -30726.327831 nChanged 11 SP:Iteration 11Q (97.240947 sec): 3 clusters Score: Raw -32718.453376 + Penalty 1974.656353 = -30743.797023 nChanged 10 SP:Iteration 12Q (97.242207 sec): 3 clusters Score: Raw -32731.837900 + Penalty 1975.106731 = -30756.731169 nChanged 9 SP:Iteration 13Q (97.243454 sec): 3 clusters Score: Raw -32745.416321 + Penalty 1975.323105 = -30770.093216 nChanged 5 SP:Iteration 14Q (97.244696 sec): 3 clusters Score: Raw -32756.043900 + Penalty 1975.575005 = -30780.468895 nChanged 3 SP:Iteration 15Q (97.245941 sec): 3 clusters Score: Raw -32764.975473 + Penalty 1975.516067 = -30789.459406 nChanged 2 SP:Iteration 16Q (97.247180 sec): 3 clusters Score: Raw -32766.526945 + Penalty 1975.483266 = -30791.043679 nChanged 1 SP:Iteration 17Q (97.248367 sec): 3 clusters Score: Raw -32767.082465 + Penalty 1975.483266 = -30791.599199 nChanged 0 SP:Iteration 18F (97.249591 sec): 3 clusters Score: Raw -32767.082465 + Penalty 1975.483266 = -30791.599199 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 26 (537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.252004 sec): 2 clusters Score: Raw -33864.567395 + Penalty 392.087338 = -33472.480057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.253214 sec): 3 clusters Score: Raw -33569.196769 + Penalty 789.366832 = -32779.829937 nChanged 179 SP:Iteration 1F (97.254405 sec): 3 clusters Score: Raw -33706.911099 + Penalty 795.915779 = -32910.995320 nChanged 71 SP:Iteration 2F (97.255599 sec): 3 clusters Score: Raw -33761.932946 + Penalty 798.984850 = -32962.948096 nChanged 28 SP:Iteration 3F (97.256814 sec): 3 clusters Score: Raw -33783.292408 + Penalty 802.393512 = -32980.898896 nChanged 24 SP:Iteration 4Q (97.257998 sec): 3 clusters Score: Raw -33801.407495 + Penalty 804.700264 = -32996.707230 nChanged 20 SP:Iteration 5Q (97.259156 sec): 3 clusters Score: Raw -33812.242555 + Penalty 807.262491 = -33004.980064 nChanged 13 SP:Iteration 6Q (97.260305 sec): 3 clusters Score: Raw -33817.817290 + Penalty 810.001274 = -33007.816016 nChanged 7 SP:Iteration 7Q (97.261448 sec): 3 clusters Score: Raw -33821.166831 + Penalty 812.075889 = -33009.090942 nChanged 4 SP:Iteration 8Q (97.262589 sec): 3 clusters Score: Raw -33822.620839 + Penalty 812.744318 = -33009.876521 nChanged 4 SP:Iteration 9Q (97.263722 sec): 3 clusters Score: Raw -33824.864802 + Penalty 813.411046 = -33011.453756 nChanged 3 SP:Iteration 10F (97.264900 sec): 3 clusters Score: Raw -33826.151435 + Penalty 813.388427 = -33012.763008 nChanged 3 SP:Iteration 11Q (97.266028 sec): 3 clusters Score: Raw -33827.677957 + Penalty 813.921431 = -33013.756525 nChanged 1 SP:Iteration 12Q (97.267151 sec): 3 clusters Score: Raw -33828.206053 + Penalty 814.120042 = -33014.086011 nChanged 1 SP:Iteration 13Q (97.268258 sec): 3 clusters Score: Raw -33828.417851 + Penalty 814.120042 = -33014.297809 nChanged 0 SP:Iteration 14F (97.269417 sec): 3 clusters Score: Raw -33828.417851 + Penalty 814.120042 = -33014.297809 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 27 (544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.271805 sec): 2 clusters Score: Raw -33891.984112 + Penalty 342.026945 = -33549.957166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.273051 sec): 3 clusters Score: Raw -33611.960169 + Penalty 681.257391 = -32930.702778 nChanged 197 SP:Iteration 1F (97.274298 sec): 3 clusters Score: Raw -33766.498210 + Penalty 687.349157 = -33079.149053 nChanged 64 SP:Iteration 2F (97.275534 sec): 3 clusters Score: Raw -33825.204363 + Penalty 699.453305 = -33125.751058 nChanged 37 SP:Iteration 3F (97.276768 sec): 3 clusters Score: Raw -33859.800386 + Penalty 709.315582 = -33150.484804 nChanged 29 SP:Iteration 4F (97.277992 sec): 3 clusters Score: Raw -33888.728905 + Penalty 720.963385 = -33167.765520 nChanged 23 SP:Iteration 5Q (97.279271 sec): 3 clusters Score: Raw -33910.151442 + Penalty 747.986497 = -33162.164945 nChanged 14 SP:Iteration 6F (97.280412 sec): 3 clusters Score: Raw -33930.202063 + Penalty 767.162756 = -33163.039307 nChanged 6 SP:Iteration 7Q (97.281509 sec): 3 clusters Score: Raw -33940.247369 + Penalty 777.017901 = -33163.229468 nChanged 5 SP:Iteration 8Q (97.282612 sec): 3 clusters Score: Raw -33953.129042 + Penalty 769.199384 = -33183.929658 nChanged 1 SP:Iteration 9Q (97.283654 sec): 3 clusters Score: Raw -33955.923993 + Penalty 769.199384 = -33186.724608 nChanged 0 SP:Iteration 10F (97.284805 sec): 3 clusters Score: Raw -33955.923993 + Penalty 769.199384 = -33186.724608 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 28 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.286610 sec): 2 clusters Score: Raw -10702.850931 + Penalty 383.826202 = -10319.024729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.287139 sec): 3 clusters Score: Raw -10669.603380 + Penalty 765.834423 = -9903.768958 nChanged 35 SP:Iteration 1F (97.287660 sec): 3 clusters Score: Raw -10725.541598 + Penalty 766.811778 = -9958.729820 nChanged 17 SP:Iteration 2F (97.288180 sec): 3 clusters Score: Raw -10742.757981 + Penalty 766.418185 = -9976.339796 nChanged 3 SP:Iteration 3Q (97.288685 sec): 3 clusters Score: Raw -10745.604810 + Penalty 766.329775 = -9979.275035 nChanged 2 SP:Iteration 4Q (97.289210 sec): 3 clusters Score: Raw -10747.255354 + Penalty 766.390529 = -9980.864825 nChanged 2 SP:Iteration 5Q (97.289726 sec): 3 clusters Score: Raw -10748.253123 + Penalty 766.747485 = -9981.505638 nChanged 1 SP:Iteration 6Q (97.290250 sec): 3 clusters Score: Raw -10748.572191 + Penalty 767.115083 = -9981.457108 nChanged 1 SP:Iteration 7F (97.290786 sec): 3 clusters Score: Raw -10749.745305 + Penalty 767.115083 = -9982.630222 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 29 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.292176 sec): 2 clusters Score: Raw -1101.179973 + Penalty 321.619968 = -779.560004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.292417 sec): 3 clusters Score: Raw -1155.847969 + Penalty 644.671428 = -511.176541 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 30 (152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.293723 sec): 2 clusters Score: Raw -9649.669521 + Penalty 463.015704 = -9186.653817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.294218 sec): 3 clusters Score: Raw -9622.952735 + Penalty 929.003706 = -8693.949029 nChanged 29 SP:Iteration 1F (97.294705 sec): 3 clusters Score: Raw -9664.024452 + Penalty 931.407465 = -8732.616988 nChanged 7 SP:Iteration 2Q (97.295189 sec): 3 clusters Score: Raw -9682.327171 + Penalty 931.407465 = -8750.919706 nChanged 0 SP:Iteration 3F (97.295675 sec): 3 clusters Score: Raw -9682.327171 + Penalty 931.407465 = -8750.919706 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 31 (93 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.296896 sec): 2 clusters Score: Raw -5231.075084 + Penalty 534.304981 = -4696.770103 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.297294 sec): 3 clusters Score: Raw -5292.357971 + Penalty 1066.004761 = -4226.353210 nChanged 4 SP:Iteration 1Q (97.297693 sec): 3 clusters Score: Raw -5301.002062 + Penalty 1066.725058 = -4234.277004 nChanged 2 SP:Iteration 2Q (97.298053 sec): 3 clusters Score: Raw -5311.341064 + Penalty 1064.896062 = -4246.445003 nChanged 3 SP:Iteration 3Q (97.298408 sec): 3 clusters Score: Raw -5327.159643 + Penalty 1064.896062 = -4262.263581 nChanged 0 SP:Iteration 4F (97.298779 sec): 3 clusters Score: Raw -5327.159643 + Penalty 1064.896062 = -4262.263581 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 32 (229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.300352 sec): 2 clusters Score: Raw -15506.059570 + Penalty 467.626032 = -15038.433538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.301013 sec): 3 clusters Score: Raw -15423.776604 + Penalty 935.275109 = -14488.501495 nChanged 43 SP:Iteration 1F (97.301660 sec): 3 clusters Score: Raw -15475.552295 + Penalty 935.192743 = -14540.359552 nChanged 12 SP:Iteration 2F (97.302305 sec): 3 clusters Score: Raw -15488.402582 + Penalty 935.443163 = -14552.959419 nChanged 8 SP:Iteration 3Q (97.302928 sec): 3 clusters Score: Raw -15494.782730 + Penalty 935.458300 = -14559.324430 nChanged 3 SP:Iteration 4Q (97.303548 sec): 3 clusters Score: Raw -15497.387922 + Penalty 935.433112 = -14561.954810 nChanged 4 SP:Iteration 5Q (97.304166 sec): 3 clusters Score: Raw -15501.307832 + Penalty 935.299505 = -14566.008327 nChanged 2 SP:Iteration 6Q (97.304785 sec): 3 clusters Score: Raw -15504.415092 + Penalty 935.299554 = -14569.115539 nChanged 2 SP:Iteration 7Q (97.305403 sec): 3 clusters Score: Raw -15505.331810 + Penalty 935.398267 = -14569.933543 nChanged 1 SP:Iteration 8Q (97.306021 sec): 3 clusters Score: Raw -15505.982931 + Penalty 935.517997 = -14570.464934 nChanged 1 SP:Iteration 9Q (97.306639 sec): 3 clusters Score: Raw -15506.343059 + Penalty 935.517997 = -14570.825062 nChanged 0 SP:Iteration 10F (97.307263 sec): 3 clusters Score: Raw -15506.343059 + Penalty 935.517997 = -14570.825062 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 34 (407 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.309885 sec): 2 clusters Score: Raw -27822.837278 + Penalty 568.775051 = -27254.062226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.310853 sec): 3 clusters Score: Raw -27678.034262 + Penalty 1137.569859 = -26540.464403 nChanged 109 SP:Iteration 1F (97.311802 sec): 3 clusters Score: Raw -27775.941716 + Penalty 1137.593332 = -26638.348384 nChanged 36 SP:Iteration 2F (97.312749 sec): 3 clusters Score: Raw -27808.298805 + Penalty 1137.579605 = -26670.719200 nChanged 14 SP:Iteration 3Q (97.313687 sec): 3 clusters Score: Raw -27821.709757 + Penalty 1137.577998 = -26684.131759 nChanged 10 SP:Iteration 4Q (97.314622 sec): 3 clusters Score: Raw -27827.506572 + Penalty 1137.610191 = -26689.896382 nChanged 3 SP:Iteration 5Q (97.315554 sec): 3 clusters Score: Raw -27834.825553 + Penalty 1137.639446 = -26697.186107 nChanged 3 SP:Iteration 6Q (97.316486 sec): 3 clusters Score: Raw -27836.498245 + Penalty 1137.658099 = -26698.840146 nChanged 1 SP:Iteration 7Q (97.317414 sec): 3 clusters Score: Raw -27837.690322 + Penalty 1137.730736 = -26699.959586 nChanged 4 SP:Iteration 8Q (97.318344 sec): 3 clusters Score: Raw -27844.210493 + Penalty 1137.793146 = -26706.417347 nChanged 2 SP:Iteration 9Q (97.319269 sec): 3 clusters Score: Raw -27846.045550 + Penalty 1137.793146 = -26708.252403 nChanged 0 SP:Iteration 10F (97.320219 sec): 3 clusters Score: Raw -27846.045550 + Penalty 1137.793146 = -26708.252403 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 35 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.321740 sec): 2 clusters Score: Raw -6799.549227 + Penalty 738.964461 = -6060.584766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.322172 sec): 3 clusters Score: Raw -6912.252663 + Penalty 1477.811372 = -5434.441292 nChanged 12 SP:Iteration 1F (97.322627 sec): 3 clusters Score: Raw -6959.204006 + Penalty 1477.532431 = -5481.671575 nChanged 2 SP:Iteration 2Q (97.323031 sec): 3 clusters Score: Raw -6966.795325 + Penalty 1477.532431 = -5489.262894 nChanged 0 SP:Iteration 3F (97.323461 sec): 3 clusters Score: Raw -6966.795325 + Penalty 1477.532431 = -5489.262894 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 36 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.324400 sec): 2 clusters Score: Raw -1432.089436 + Penalty 371.833003 = -1060.256433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.324648 sec): 3 clusters Score: Raw -1489.834034 + Penalty 743.271262 = -746.562772 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 37 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.325651 sec): 2 clusters Score: Raw -3568.791537 + Penalty 248.938634 = -3319.852903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.325997 sec): 3 clusters Score: Raw -3628.243024 + Penalty 505.193224 = -3123.049800 nChanged 13 SP:Iteration 1F (97.326339 sec): 3 clusters Score: Raw -3644.439525 + Penalty 508.248820 = -3136.190705 nChanged 1 SP:Iteration 2Q (97.326668 sec): 3 clusters Score: Raw -3645.144693 + Penalty 508.248820 = -3136.895873 nChanged 0 SP:Iteration 3F (97.327006 sec): 3 clusters Score: Raw -3645.144693 + Penalty 508.248820 = -3136.895873 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 38 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.327868 sec): 2 clusters Score: Raw -623.131345 + Penalty 280.385768 = -342.745577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.328092 sec): 3 clusters Score: Raw -637.029022 + Penalty 568.746845 = -68.282177 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 39 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.328907 sec): 2 clusters Score: Raw -417.845544 + Penalty 214.517739 = -203.327805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.329123 sec): 3 clusters Score: Raw -413.754846 + Penalty 441.718519 = 27.963673 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 40 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.329931 sec): 2 clusters Score: Raw -345.985438 + Penalty 142.698465 = -203.286973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.330146 sec): 3 clusters Score: Raw -341.636120 + Penalty 280.839866 = -60.796255 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 41 (102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.331215 sec): 2 clusters Score: Raw -6401.981707 + Penalty 493.166677 = -5908.815030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.331610 sec): 3 clusters Score: Raw -6434.964590 + Penalty 981.119574 = -5453.845016 nChanged 4 SP:Iteration 1Q (97.331988 sec): 3 clusters Score: Raw -6445.857153 + Penalty 981.119574 = -5464.737579 nChanged 0 SP:Iteration 2F (97.332376 sec): 3 clusters Score: Raw -6445.857153 + Penalty 981.119574 = -5464.737579 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 42 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.333305 sec): 2 clusters Score: Raw -1764.561675 + Penalty 248.955479 = -1515.606196 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.333565 sec): 3 clusters Score: Raw -1803.189394 + Penalty 498.962559 = -1304.226835 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 43 (122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.334704 sec): 2 clusters Score: Raw -7949.902323 + Penalty 303.015980 = -7646.886343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.335167 sec): 3 clusters Score: Raw -7907.467250 + Penalty 607.368854 = -7300.098396 nChanged 27 SP:Iteration 1F (97.335593 sec): 3 clusters Score: Raw -7939.453742 + Penalty 611.376835 = -7328.076907 nChanged 9 SP:Iteration 2F (97.336019 sec): 3 clusters Score: Raw -7949.755011 + Penalty 611.223397 = -7338.531615 nChanged 2 SP:Iteration 3Q (97.336449 sec): 3 clusters Score: Raw -7950.708111 + Penalty 611.601320 = -7339.106791 nChanged 1 SP:Iteration 4Q (97.336880 sec): 3 clusters Score: Raw -7951.916507 + Penalty 611.611334 = -7340.305173 nChanged 1 SP:Iteration 5Q (97.337309 sec): 3 clusters Score: Raw -7953.364400 + Penalty 612.286764 = -7341.077636 nChanged 2 SP:Iteration 6Q (97.337738 sec): 3 clusters Score: Raw -7955.095302 + Penalty 612.387317 = -7342.707985 nChanged 3 SP:Iteration 7Q (97.338167 sec): 3 clusters Score: Raw -7957.710663 + Penalty 612.693029 = -7345.017634 nChanged 1 SP:Iteration 8Q (97.338597 sec): 3 clusters Score: Raw -7958.624327 + Penalty 615.747855 = -7342.876471 nChanged 3 SP:Iteration 9F (97.339029 sec): 3 clusters Score: Raw -7966.658610 + Penalty 622.855462 = -7343.803147 nChanged 5 SP:Iteration 10F (97.339459 sec): 3 clusters Score: Raw -7969.754931 + Penalty 623.838897 = -7345.916035 nChanged 2 SP:Iteration 11Q (97.339888 sec): 3 clusters Score: Raw -7971.685665 + Penalty 623.589810 = -7348.095855 nChanged 1 SP:Iteration 12Q (97.340315 sec): 3 clusters Score: Raw -7973.195338 + Penalty 625.741622 = -7347.453716 nChanged 2 SP:Iteration 13F (97.340747 sec): 3 clusters Score: Raw -7975.319978 + Penalty 625.741622 = -7349.578357 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 44 (249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.342278 sec): 2 clusters Score: Raw -14671.146422 + Penalty 825.810699 = -13845.335723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.342933 sec): 3 clusters Score: Raw -14683.431654 + Penalty 1649.448380 = -13033.983274 nChanged 34 SP:Iteration 1F (97.343580 sec): 3 clusters Score: Raw -14771.820450 + Penalty 1648.774329 = -13123.046122 nChanged 12 SP:Iteration 2Q (97.344216 sec): 3 clusters Score: Raw -14809.993294 + Penalty 1648.173607 = -13161.819687 nChanged 5 SP:Iteration 3Q (97.344830 sec): 3 clusters Score: Raw -14822.468725 + Penalty 1647.359476 = -13175.109248 nChanged 2 SP:Iteration 4Q (97.345439 sec): 3 clusters Score: Raw -14826.444406 + Penalty 1647.359476 = -13179.084929 nChanged 0 SP:Iteration 5F (97.346083 sec): 3 clusters Score: Raw -14826.444406 + Penalty 1647.359476 = -13179.084929 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 45 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.347010 sec): 2 clusters Score: Raw -356.080856 + Penalty 124.255498 = -231.825359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.347229 sec): 3 clusters Score: Raw -360.499597 + Penalty 195.055658 = -165.443939 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 46 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.348174 sec): 2 clusters Score: Raw -3423.145013 + Penalty 376.597132 = -3046.547881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.348477 sec): 3 clusters Score: Raw -3457.314264 + Penalty 751.154023 = -2706.160241 nChanged 4 SP:Iteration 1F (97.348774 sec): 3 clusters Score: Raw -3471.566408 + Penalty 751.154023 = -2720.412384 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 47 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.349621 sec): 2 clusters Score: Raw -756.527033 + Penalty 250.403019 = -506.124014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.349854 sec): 3 clusters Score: Raw -790.746072 + Penalty 500.806038 = -289.940034 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 48 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.350716 sec): 2 clusters Score: Raw -765.048115 + Penalty 260.542301 = -504.505814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.350947 sec): 3 clusters Score: Raw -795.483904 + Penalty 516.518653 = -278.965252 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 49 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.352089 sec): 2 clusters Score: Raw -8287.625613 + Penalty 639.051457 = -7648.574156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.352531 sec): 3 clusters Score: Raw -8327.753486 + Penalty 1278.549810 = -7049.203677 nChanged 6 SP:Iteration 1Q (97.352960 sec): 3 clusters Score: Raw -8345.676241 + Penalty 1278.549810 = -7067.126431 nChanged 0 SP:Iteration 2F (97.353395 sec): 3 clusters Score: Raw -8345.676241 + Penalty 1278.549810 = -7067.126431 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 50 (103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.354485 sec): 2 clusters Score: Raw -5332.826666 + Penalty 57.816193 = -5275.010474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.354878 sec): 3 clusters Score: Raw -5304.439678 + Penalty 118.884418 = -5185.555260 nChanged 32 SP:Iteration 1F (97.355265 sec): 3 clusters Score: Raw -5362.149511 + Penalty 116.340844 = -5245.808666 nChanged 8 SP:Iteration 2F (97.355653 sec): 3 clusters Score: Raw -5371.733977 + Penalty 115.568056 = -5256.165922 nChanged 10 SP:Iteration 3F (97.356042 sec): 3 clusters Score: Raw -5390.490300 + Penalty 118.213163 = -5272.277138 nChanged 10 SP:Iteration 4F (97.356429 sec): 3 clusters Score: Raw -5411.189895 + Penalty 119.447414 = -5291.742481 nChanged 2 SP:Iteration 5Q (97.356795 sec): 3 clusters Score: Raw -5416.470337 + Penalty 119.447414 = -5297.022923 nChanged 0 SP:Iteration 6F (97.357181 sec): 3 clusters Score: Raw -5416.470337 + Penalty 119.447414 = -5297.022923 nChanged 0 Score: Raw -4915613.936995 + Penalty 251948.840992 = -4663665.096003 Splitting cluster 50 changes total score from -4625726.973751 to -4663665.096003 So it's getting split into cluster 67. Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 51 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.241515 sec): 2 clusters Score: Raw -557.639787 + Penalty 280.251800 = -277.387988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.241754 sec): 3 clusters Score: Raw -574.016733 + Penalty 563.957010 = -10.059723 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 52 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.242728 sec): 2 clusters Score: Raw -3111.023943 + Penalty 495.897757 = -2615.126186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.243029 sec): 3 clusters Score: Raw -3196.706297 + Penalty 989.101333 = -2207.604964 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 53 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.243949 sec): 2 clusters Score: Raw -2200.317064 + Penalty 283.133198 = -1917.183866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.244222 sec): 3 clusters Score: Raw -2225.916526 + Penalty 569.076986 = -1656.839540 nChanged 2 SP:Iteration 1F (106.244489 sec): 3 clusters Score: Raw -2232.663214 + Penalty 569.076986 = -1663.586227 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 54 (104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.245596 sec): 2 clusters Score: Raw -6793.601504 + Penalty 447.228458 = -6346.373046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.246027 sec): 3 clusters Score: Raw -6802.445121 + Penalty 899.372871 = -5903.072250 nChanged 13 SP:Iteration 1F (106.246420 sec): 3 clusters Score: Raw -6833.397823 + Penalty 899.823798 = -5933.574025 nChanged 3 SP:Iteration 2Q (106.246803 sec): 3 clusters Score: Raw -6840.521373 + Penalty 899.823798 = -5940.697575 nChanged 0 SP:Iteration 3F (106.247194 sec): 3 clusters Score: Raw -6840.521373 + Penalty 899.823798 = -5940.697575 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 55 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.248175 sec): 2 clusters Score: Raw -2887.722766 + Penalty 607.872689 = -2279.850077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.248475 sec): 3 clusters Score: Raw -3068.451789 + Penalty 1215.654876 = -1852.796913 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 56 (106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.249589 sec): 2 clusters Score: Raw -6302.743733 + Penalty 369.888997 = -5932.854736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.249999 sec): 3 clusters Score: Raw -6307.068330 + Penalty 739.408514 = -5567.659816 nChanged 17 SP:Iteration 1F (106.250401 sec): 3 clusters Score: Raw -6332.613887 + Penalty 740.788174 = -5591.825713 nChanged 3 SP:Iteration 2Q (106.250800 sec): 3 clusters Score: Raw -6342.754750 + Penalty 741.269272 = -5601.485479 nChanged 1 SP:Iteration 3Q (106.251194 sec): 3 clusters Score: Raw -6345.779572 + Penalty 740.823173 = -5604.956399 nChanged 1 SP:Iteration 4Q (106.251583 sec): 3 clusters Score: Raw -6348.259746 + Penalty 740.311967 = -5607.947779 nChanged 1 SP:Iteration 5Q (106.251970 sec): 3 clusters Score: Raw -6349.082721 + Penalty 740.311967 = -5608.770755 nChanged 0 SP:Iteration 6F (106.252371 sec): 3 clusters Score: Raw -6349.082721 + Penalty 740.311967 = -5608.770755 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 57 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.253539 sec): 2 clusters Score: Raw -7385.069927 + Penalty 555.741118 = -6829.328810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.253980 sec): 3 clusters Score: Raw -7426.917436 + Penalty 1106.142695 = -6320.774742 nChanged 9 SP:Iteration 1F (106.254414 sec): 3 clusters Score: Raw -7453.799668 + Penalty 1107.198185 = -6346.601482 nChanged 4 SP:Iteration 2Q (106.254832 sec): 3 clusters Score: Raw -7471.509575 + Penalty 1108.337903 = -6363.171672 nChanged 1 SP:Iteration 3Q (106.255241 sec): 3 clusters Score: Raw -7477.033671 + Penalty 1108.337903 = -6368.695768 nChanged 0 SP:Iteration 4F (106.255673 sec): 3 clusters Score: Raw -7477.033671 + Penalty 1108.337903 = -6368.695768 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 58 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.256576 sec): 2 clusters Score: Raw -1700.917240 + Penalty 435.936004 = -1264.981236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.256831 sec): 3 clusters Score: Raw -1798.256375 + Penalty 873.073364 = -925.183012 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 59 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.257672 sec): 2 clusters Score: Raw -946.164012 + Penalty 281.933732 = -664.230281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.257909 sec): 3 clusters Score: Raw -1004.035360 + Penalty 562.717626 = -441.317734 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 60 (170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.259252 sec): 2 clusters Score: Raw -9131.136071 + Penalty 234.968753 = -8896.167317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.259771 sec): 3 clusters Score: Raw -9078.070020 + Penalty 470.457230 = -8607.612790 nChanged 45 SP:Iteration 1F (106.260324 sec): 3 clusters Score: Raw -9126.117648 + Penalty 471.073306 = -8655.044341 nChanged 16 SP:Iteration 2F (106.260831 sec): 3 clusters Score: Raw -9154.167378 + Penalty 475.059195 = -8679.108183 nChanged 12 SP:Iteration 3F (106.261344 sec): 3 clusters Score: Raw -9173.273071 + Penalty 475.996381 = -8697.276690 nChanged 2 SP:Iteration 4Q (106.261839 sec): 3 clusters Score: Raw -9174.739346 + Penalty 476.230709 = -8698.508636 nChanged 1 SP:Iteration 5Q (106.262363 sec): 3 clusters Score: Raw -9176.776563 + Penalty 475.979735 = -8700.796828 nChanged 1 SP:Iteration 6Q (106.262857 sec): 3 clusters Score: Raw -9177.913413 + Penalty 476.319614 = -8701.593800 nChanged 1 SP:Iteration 7Q (106.263364 sec): 3 clusters Score: Raw -9178.238874 + Penalty 476.319614 = -8701.919260 nChanged 0 SP:Iteration 8F (106.263875 sec): 3 clusters Score: Raw -9178.238874 + Penalty 476.319614 = -8701.919260 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 61 (105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.265115 sec): 2 clusters Score: Raw -6569.346195 + Penalty 695.768584 = -5873.577611 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.265525 sec): 3 clusters Score: Raw -6653.601546 + Penalty 1391.198430 = -5262.403117 nChanged 8 SP:Iteration 1F (106.265918 sec): 3 clusters Score: Raw -6682.255023 + Penalty 1390.791387 = -5291.463635 nChanged 1 SP:Iteration 2Q (106.266287 sec): 3 clusters Score: Raw -6686.951184 + Penalty 1390.791387 = -5296.159796 nChanged 0 SP:Iteration 3F (106.266678 sec): 3 clusters Score: Raw -6686.951184 + Penalty 1390.791387 = -5296.159796 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 62 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.267595 sec): 2 clusters Score: Raw -1743.290919 + Penalty 318.491194 = -1424.799725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.267858 sec): 3 clusters Score: Raw -1792.618533 + Penalty 633.225995 = -1159.392537 nChanged 1 SP:Iteration 1Q (106.268112 sec): 3 clusters Score: Raw -1795.507028 + Penalty 633.225995 = -1162.281033 nChanged 0 SP:Iteration 2F (106.268367 sec): 3 clusters Score: Raw -1795.507028 + Penalty 633.225995 = -1162.281033 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 63 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.269200 sec): 2 clusters Score: Raw -629.724038 + Penalty 187.588942 = -442.135096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.269426 sec): 3 clusters Score: Raw -643.184274 + Penalty 375.177884 = -268.006390 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 64 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.270693 sec): 2 clusters Score: Raw -8099.944793 + Penalty 753.287393 = -7346.657400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.271200 sec): 3 clusters Score: Raw -8193.455428 + Penalty 1507.222265 = -6686.233163 nChanged 12 SP:Iteration 1F (106.271693 sec): 3 clusters Score: Raw -8234.828647 + Penalty 1506.969411 = -6727.859237 nChanged 1 SP:Iteration 2Q (106.272180 sec): 3 clusters Score: Raw -8237.783675 + Penalty 1506.969411 = -6730.814264 nChanged 0 SP:Iteration 3F (106.272668 sec): 3 clusters Score: Raw -8237.783675 + Penalty 1506.969411 = -6730.814264 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 65 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.273861 sec): 2 clusters Score: Raw -6435.601727 + Penalty 547.210907 = -5888.390820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.274287 sec): 3 clusters Score: Raw -6610.456428 + Penalty 1094.533828 = -5515.922599 nChanged 18 SP:Iteration 1F (106.274718 sec): 3 clusters Score: Raw -6662.577178 + Penalty 1094.972014 = -5567.605164 nChanged 3 SP:Iteration 2Q (106.275096 sec): 3 clusters Score: Raw -6670.486020 + Penalty 1094.972014 = -5575.514007 nChanged 0 SP:Iteration 3F (106.275496 sec): 3 clusters Score: Raw -6670.486020 + Penalty 1094.972014 = -5575.514007 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 66 (344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.277365 sec): 2 clusters Score: Raw -22662.546996 + Penalty 454.216750 = -22208.330246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.278221 sec): 3 clusters Score: Raw -22497.292648 + Penalty 906.821180 = -21590.471469 nChanged 96 SP:Iteration 1F (106.279062 sec): 3 clusters Score: Raw -22549.128037 + Penalty 908.344368 = -21640.783670 nChanged 28 SP:Iteration 2F (106.279884 sec): 3 clusters Score: Raw -22569.007660 + Penalty 909.678291 = -21659.329369 nChanged 19 SP:Iteration 3F (106.280693 sec): 3 clusters Score: Raw -22587.777549 + Penalty 910.146209 = -21677.631340 nChanged 16 SP:Iteration 4Q (106.281497 sec): 3 clusters Score: Raw -22601.305425 + Penalty 911.521800 = -21689.783625 nChanged 12 SP:Iteration 5Q (106.282300 sec): 3 clusters Score: Raw -22613.243862 + Penalty 912.639435 = -21700.604427 nChanged 11 SP:Iteration 6Q (106.283100 sec): 3 clusters Score: Raw -22624.209486 + Penalty 914.169823 = -21710.039663 nChanged 8 SP:Iteration 7Q (106.283946 sec): 3 clusters Score: Raw -22634.043087 + Penalty 917.658153 = -21716.384934 nChanged 10 SP:Iteration 8Q (106.284808 sec): 3 clusters Score: Raw -22646.598293 + Penalty 920.523502 = -21726.074791 nChanged 6 SP:Iteration 9Q (106.285611 sec): 3 clusters Score: Raw -22654.678971 + Penalty 923.906968 = -21730.772003 nChanged 8 SP:Iteration 10F (106.286419 sec): 3 clusters Score: Raw -22662.422997 + Penalty 926.975911 = -21735.447086 nChanged 6 SP:Iteration 11Q (106.287192 sec): 3 clusters Score: Raw -22669.328874 + Penalty 927.837024 = -21741.491850 nChanged 5 SP:Iteration 12Q (106.287963 sec): 3 clusters Score: Raw -22673.479226 + Penalty 928.256539 = -21745.222687 nChanged 2 SP:Iteration 13Q (106.288729 sec): 3 clusters Score: Raw -22675.220308 + Penalty 928.593282 = -21746.627026 nChanged 1 SP:Iteration 14Q (106.289493 sec): 3 clusters Score: Raw -22675.677150 + Penalty 928.593282 = -21747.083867 nChanged 0 SP:Iteration 15F (106.290293 sec): 3 clusters Score: Raw -22675.677150 + Penalty 928.593282 = -21747.083867 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 68 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.291305 sec): 2 clusters Score: Raw -749.427973 + Penalty 231.429354 = -517.998619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.291542 sec): 3 clusters Score: Raw -765.140695 + Penalty 469.121747 = -296.018948 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 69 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.292389 sec): 2 clusters Score: Raw -824.770179 + Penalty 351.204444 = -473.565735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.292617 sec): 3 clusters Score: Raw -872.187796 + Penalty 695.554347 = -176.633449 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 70 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.293536 sec): 2 clusters Score: Raw -2790.202962 + Penalty 403.358484 = -2386.844478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.293825 sec): 3 clusters Score: Raw -2852.288798 + Penalty 806.503619 = -2045.785180 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 71 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.294656 sec): 2 clusters Score: Raw -587.936915 + Penalty 203.996081 = -383.940834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.294909 sec): 3 clusters Score: Raw -600.088556 + Penalty 413.485166 = -186.603390 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 72 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.295723 sec): 2 clusters Score: Raw -271.106573 + Penalty 147.786835 = -123.319738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.295919 sec): 2 clusters Score: Raw -271.106573 + Penalty 147.786835 = -123.319738 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 73 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.296740 sec): 2 clusters Score: Raw -357.474377 + Penalty 148.892120 = -208.582258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.296957 sec): 3 clusters Score: Raw -385.507553 + Penalty 282.972733 = -102.534820 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 74 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.297766 sec): 2 clusters Score: Raw -277.107501 + Penalty 139.064509 = -138.042992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.297979 sec): 3 clusters Score: Raw -270.094792 + Penalty 292.824782 = 22.729990 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 75 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.298778 sec): 2 clusters Score: Raw -209.994941 + Penalty 119.461596 = -90.533345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.298983 sec): 3 clusters Score: Raw -204.849050 + Penalty 230.807027 = 25.957977 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 76 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.299807 sec): 2 clusters Score: Raw -677.647113 + Penalty 213.820270 = -463.826842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.300036 sec): 3 clusters Score: Raw -704.911429 + Penalty 423.591266 = -281.320163 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 77 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.300871 sec): 2 clusters Score: Raw -731.733714 + Penalty 260.992448 = -470.741266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.301094 sec): 3 clusters Score: Raw -726.877536 + Penalty 544.148102 = -182.729435 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 78 (87 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.302163 sec): 2 clusters Score: Raw -4998.924747 + Penalty 629.558931 = -4369.365815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.302532 sec): 3 clusters Score: Raw -5120.008721 + Penalty 1264.234597 = -3855.774124 nChanged 2 SP:Iteration 1Q (106.302874 sec): 3 clusters Score: Raw -5125.857696 + Penalty 1264.234597 = -3861.623099 nChanged 0 SP:Iteration 2F (106.303236 sec): 3 clusters Score: Raw -5125.857696 + Penalty 1264.234597 = -3861.623099 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 79 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.304107 sec): 2 clusters Score: Raw -191.318872 + Penalty 73.212362 = -118.106510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.304318 sec): 3 clusters Score: Raw -189.530638 + Penalty 160.203571 = -29.327067 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 80 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.305265 sec): 2 clusters Score: Raw -3603.773705 + Penalty 423.308991 = -3180.464714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.305577 sec): 3 clusters Score: Raw -3638.672260 + Penalty 850.550709 = -2788.121551 nChanged 1 SP:Iteration 1Q (106.305901 sec): 3 clusters Score: Raw -3644.267028 + Penalty 850.550709 = -2793.716319 nChanged 0 SP:Iteration 2F (106.306208 sec): 3 clusters Score: Raw -3644.267028 + Penalty 850.550709 = -2793.716319 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 81 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.307066 sec): 2 clusters Score: Raw -788.167618 + Penalty 233.983096 = -554.184522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.307299 sec): 3 clusters Score: Raw -818.573722 + Penalty 481.155447 = -337.418275 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 82 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.308116 sec): 2 clusters Score: Raw -455.440602 + Penalty 191.954915 = -263.485687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.308336 sec): 3 clusters Score: Raw -471.366076 + Penalty 386.777478 = -84.588597 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 83 (77 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.309353 sec): 2 clusters Score: Raw -4943.970556 + Penalty 596.669304 = -4347.301252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.309706 sec): 3 clusters Score: Raw -5030.055224 + Penalty 1195.954037 = -3834.101187 nChanged 3 SP:Iteration 1Q (106.310036 sec): 3 clusters Score: Raw -5038.448446 + Penalty 1195.954037 = -3842.494408 nChanged 0 SP:Iteration 2F (106.310382 sec): 3 clusters Score: Raw -5038.448446 + Penalty 1195.954037 = -3842.494408 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 84 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.311231 sec): 2 clusters Score: Raw -542.976078 + Penalty 161.145568 = -381.830510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.311451 sec): 3 clusters Score: Raw -535.156550 + Penalty 325.508575 = -209.647975 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 85 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.312386 sec): 2 clusters Score: Raw -3554.835183 + Penalty 472.859146 = -3081.976037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.312688 sec): 3 clusters Score: Raw -3613.390007 + Penalty 945.828490 = -2667.561517 nChanged 2 SP:Iteration 1Q (106.312976 sec): 3 clusters Score: Raw -3619.869759 + Penalty 945.828490 = -2674.041269 nChanged 0 SP:Iteration 2F (106.313274 sec): 3 clusters Score: Raw -3619.869759 + Penalty 945.828490 = -2674.041269 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 86 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.314122 sec): 2 clusters Score: Raw -751.359755 + Penalty 271.351890 = -480.007865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.314349 sec): 3 clusters Score: Raw -771.893289 + Penalty 543.094323 = -228.798967 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 87 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.315213 sec): 2 clusters Score: Raw -1481.379427 + Penalty 326.358424 = -1155.021003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.315463 sec): 3 clusters Score: Raw -1544.146785 + Penalty 656.380500 = -887.766285 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 88 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.316286 sec): 2 clusters Score: Raw -499.817158 + Penalty 216.355511 = -283.461647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.316507 sec): 3 clusters Score: Raw -517.638165 + Penalty 411.325729 = -106.312436 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 89 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.317383 sec): 2 clusters Score: Raw -1189.539003 + Penalty 350.301341 = -839.237662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.317626 sec): 3 clusters Score: Raw -1296.942529 + Penalty 686.520704 = -610.421825 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 90 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.318474 sec): 2 clusters Score: Raw -1074.694618 + Penalty 223.426593 = -851.268025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.318710 sec): 3 clusters Score: Raw -1085.349234 + Penalty 449.625789 = -635.723445 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 91 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.319526 sec): 2 clusters Score: Raw -319.874852 + Penalty 123.675767 = -196.199085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.319740 sec): 3 clusters Score: Raw -321.097320 + Penalty 282.597440 = -38.499880 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 92 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.320627 sec): 2 clusters Score: Raw -1923.248732 + Penalty 322.349246 = -1600.899487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.320904 sec): 3 clusters Score: Raw -2020.391270 + Penalty 643.526179 = -1376.865091 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 93 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.321745 sec): 2 clusters Score: Raw -1035.037943 + Penalty 284.973927 = -750.064016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.321978 sec): 3 clusters Score: Raw -1062.082320 + Penalty 575.465306 = -486.617014 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 94 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.322808 sec): 2 clusters Score: Raw -1016.551407 + Penalty 376.341560 = -640.209847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.323043 sec): 3 clusters Score: Raw -1075.413084 + Penalty 746.406023 = -329.007060 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 95 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.323855 sec): 2 clusters Score: Raw -443.603178 + Penalty 163.597856 = -280.005322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.324074 sec): 3 clusters Score: Raw -447.901498 + Penalty 319.025377 = -128.876121 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 96 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.324891 sec): 2 clusters Score: Raw -693.031137 + Penalty 235.058331 = -457.972806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.325117 sec): 3 clusters Score: Raw -693.939306 + Penalty 460.039197 = -233.900108 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 97 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.325937 sec): 2 clusters Score: Raw -700.305792 + Penalty 223.180888 = -477.124904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.326163 sec): 3 clusters Score: Raw -718.651789 + Penalty 446.554239 = -272.097550 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 98 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.327067 sec): 2 clusters Score: Raw -2664.197077 + Penalty 393.548194 = -2270.648883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.327370 sec): 3 clusters Score: Raw -2693.306092 + Penalty 787.923461 = -1905.382631 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 99 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.329069 sec): 2 clusters Score: Raw -9204.904683 + Penalty 183.918083 = -9020.986600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.329600 sec): 3 clusters Score: Raw -9151.617695 + Penalty 380.600282 = -8771.017413 nChanged 45 SP:Iteration 1F (106.330134 sec): 3 clusters Score: Raw -9201.831543 + Penalty 388.496375 = -8813.335168 nChanged 17 SP:Iteration 2F (106.330649 sec): 3 clusters Score: Raw -9224.013071 + Penalty 389.647963 = -8834.365108 nChanged 6 SP:Iteration 3Q (106.331175 sec): 3 clusters Score: Raw -9231.256159 + Penalty 393.690954 = -8837.565205 nChanged 4 SP:Iteration 4Q (106.331692 sec): 3 clusters Score: Raw -9243.369672 + Penalty 390.743986 = -8852.625686 nChanged 3 SP:Iteration 5Q (106.332200 sec): 3 clusters Score: Raw -9245.058317 + Penalty 390.743986 = -8854.314331 nChanged 0 SP:Iteration 6F (106.332724 sec): 3 clusters Score: Raw -9245.058317 + Penalty 390.743986 = -8854.314331 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 100 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.334525 sec): 2 clusters Score: Raw -426.633713 + Penalty 154.341587 = -272.292126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.334746 sec): 3 clusters Score: Raw -440.557111 + Penalty 304.003511 = -136.553600 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 101 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.335311 sec): 2 clusters Score: Raw -1309.847143 + Penalty 249.782989 = -1060.064154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.335563 sec): 3 clusters Score: Raw -1340.222674 + Penalty 499.565979 = -840.656695 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 102 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.336094 sec): 2 clusters Score: Raw -638.885421 + Penalty 213.849888 = -425.035533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.336318 sec): 3 clusters Score: Raw -655.444831 + Penalty 422.147942 = -233.296890 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 103 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.336894 sec): 2 clusters Score: Raw -1832.145824 + Penalty 415.419080 = -1416.726744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.337150 sec): 3 clusters Score: Raw -1907.019241 + Penalty 826.819412 = -1080.199829 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 104 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.337679 sec): 2 clusters Score: Raw -595.819968 + Penalty 222.571671 = -373.248298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.337902 sec): 3 clusters Score: Raw -607.677364 + Penalty 449.910606 = -157.766758 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 105 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.338424 sec): 2 clusters Score: Raw -472.694072 + Penalty 225.326439 = -247.367633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.338643 sec): 3 clusters Score: Raw -483.773389 + Penalty 462.744603 = -21.028786 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 106 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.339161 sec): 2 clusters Score: Raw -356.710580 + Penalty 206.769712 = -149.940868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.339374 sec): 3 clusters Score: Raw -354.859942 + Penalty 398.992547 = 44.132604 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 107 (76 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.340108 sec): 2 clusters Score: Raw -4784.258089 + Penalty 617.299565 = -4166.958524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.340458 sec): 3 clusters Score: Raw -4893.423686 + Penalty 1236.475945 = -3656.947741 nChanged 3 SP:Iteration 1Q (106.340790 sec): 3 clusters Score: Raw -4906.894142 + Penalty 1236.576196 = -3670.317946 nChanged 1 SP:Iteration 2Q (106.341115 sec): 3 clusters Score: Raw -4907.836518 + Penalty 1236.576196 = -3671.260322 nChanged 0 SP:Iteration 3F (106.341458 sec): 3 clusters Score: Raw -4907.836518 + Penalty 1236.576196 = -3671.260322 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 108 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.341992 sec): 2 clusters Score: Raw -532.641144 + Penalty 245.054867 = -287.586277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.342213 sec): 3 clusters Score: Raw -552.970905 + Penalty 501.281950 = -51.688956 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 109 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.342755 sec): 2 clusters Score: Raw -854.729014 + Penalty 300.542641 = -554.186373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.342988 sec): 3 clusters Score: Raw -898.035861 + Penalty 600.111405 = -297.924457 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 110 (99 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.343728 sec): 2 clusters Score: Raw -5276.115348 + Penalty 46.594686 = -5229.520662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.344121 sec): 3 clusters Score: Raw -5236.664295 + Penalty 110.889847 = -5125.774448 nChanged 42 SP:Iteration 1F (106.344504 sec): 3 clusters Score: Raw -5288.065473 + Penalty 114.831687 = -5173.233786 nChanged 6 SP:Iteration 2F (106.344885 sec): 3 clusters Score: Raw -5294.431472 + Penalty 118.416584 = -5176.014887 nChanged 1 SP:Iteration 3Q (106.345260 sec): 3 clusters Score: Raw -5296.904108 + Penalty 118.416584 = -5178.487524 nChanged 0 SP:Iteration 4F (106.345642 sec): 3 clusters Score: Raw -5296.904108 + Penalty 118.416584 = -5178.487524 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 111 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.346158 sec): 2 clusters Score: Raw -142.003013 + Penalty 87.951305 = -54.051708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.346352 sec): 2 clusters Score: Raw -142.003013 + Penalty 87.951305 = -54.051708 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 112 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.346865 sec): 2 clusters Score: Raw -280.747775 + Penalty 182.204404 = -98.543371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.347077 sec): 3 clusters Score: Raw -276.774499 + Penalty 364.408808 = 87.634309 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 113 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.347586 sec): 2 clusters Score: Raw -136.140560 + Penalty 85.225440 = -50.915121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.347792 sec): 3 clusters Score: Raw -129.584955 + Penalty 170.450880 = 40.865924 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 114 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.348358 sec): 2 clusters Score: Raw -1574.188176 + Penalty 378.405994 = -1195.782182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.348632 sec): 3 clusters Score: Raw -1638.905668 + Penalty 758.407291 = -880.498377 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 115 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.349139 sec): 2 clusters Score: Raw -66.109426 + Penalty 0.000000 = -66.109426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.349330 sec): 2 clusters Score: Raw -66.109426 + Penalty 0.000000 = -66.109426 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 116 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.349930 sec): 2 clusters Score: Raw -2221.963371 + Penalty 509.968883 = -1711.994488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.350205 sec): 3 clusters Score: Raw -2354.683288 + Penalty 1015.892837 = -1338.790451 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 117 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.350728 sec): 2 clusters Score: Raw -409.603420 + Penalty 189.932551 = -219.670869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.350944 sec): 3 clusters Score: Raw -410.940793 + Penalty 379.310931 = -31.629862 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 118 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.351508 sec): 2 clusters Score: Raw -1324.583110 + Penalty 327.845536 = -996.737575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.351756 sec): 3 clusters Score: Raw -1411.470751 + Penalty 660.879964 = -750.590787 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 119 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.352275 sec): 2 clusters Score: Raw -428.351341 + Penalty 215.393001 = -212.958340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.352492 sec): 3 clusters Score: Raw -427.980584 + Penalty 410.507675 = -17.472908 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 120 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.353027 sec): 2 clusters Score: Raw -761.836435 + Penalty 272.856541 = -488.979894 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.353256 sec): 3 clusters Score: Raw -801.550854 + Penalty 545.713082 = -255.837772 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 121 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.353763 sec): 2 clusters Score: Raw -143.058024 + Penalty 92.618832 = -50.439191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.353969 sec): 3 clusters Score: Raw -134.831838 + Penalty 185.237665 = 50.405827 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 122 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.354473 sec): 2 clusters Score: Raw -65.608629 + Penalty 0.000000 = -65.608629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.354662 sec): 2 clusters Score: Raw -65.608629 + Penalty 0.000000 = -65.608629 nChanged 0 Memory request: 0.04 GB would take us to total of 0.84 GB. Trying to split cluster 123 (7849 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.387289 sec): 2 clusters Score: Raw -425163.771009 + Penalty 62.184676 = -425101.586333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.401797 sec): 3 clusters Score: Raw -419898.495252 + Penalty 133.291343 = -419765.203909 nChanged 3808 SP:Iteration 1F (106.416138 sec): 3 clusters Score: Raw -424946.921303 + Penalty 140.428631 = -424806.492672 nChanged 1139 SP:Iteration 2F (106.430089 sec): 3 clusters Score: Raw -426413.748483 + Penalty 144.966071 = -426268.782412 nChanged 257 SP:Iteration 3Q (106.444365 sec): 3 clusters Score: Raw -426623.707780 + Penalty 145.443381 = -426478.264399 nChanged 57 SP:Iteration 4Q (106.458180 sec): 3 clusters Score: Raw -426676.100813 + Penalty 145.606303 = -426530.494509 nChanged 23 SP:Iteration 5Q (106.471164 sec): 3 clusters Score: Raw -426688.759235 + Penalty 145.223151 = -426543.536084 nChanged 13 SP:Iteration 6Q (106.483930 sec): 3 clusters Score: Raw -426691.085916 + Penalty 145.676635 = -426545.409281 nChanged 10 SP:Iteration 7Q (106.496648 sec): 3 clusters Score: Raw -426692.099060 + Penalty 145.306308 = -426546.792752 nChanged 4 SP:Iteration 8Q (106.509117 sec): 3 clusters Score: Raw -426692.221446 + Penalty 145.233051 = -426546.988394 nChanged 1 SP:Iteration 9Q (106.521652 sec): 3 clusters Score: Raw -426692.229502 + Penalty 145.233051 = -426546.996450 nChanged 0 SP:Iteration 10F (106.535751 sec): 3 clusters Score: Raw -426692.229502 + Penalty 145.233051 = -426546.996450 nChanged 0 Score: Raw -4917142.397637 + Penalty 252054.338556 = -4665088.059081 Splitting cluster 123 changes total score from -4625726.973751 to -4665088.059081 So it's getting split into cluster 140. Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 124 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.451211 sec): 2 clusters Score: Raw -1323.176776 + Penalty 357.269236 = -965.907540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.451476 sec): 3 clusters Score: Raw -1375.474957 + Penalty 714.224712 = -661.250245 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 125 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.452011 sec): 2 clusters Score: Raw -422.057633 + Penalty 192.657364 = -229.400269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.452229 sec): 3 clusters Score: Raw -419.353144 + Penalty 394.108814 = -25.244330 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 126 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.452762 sec): 2 clusters Score: Raw -635.351142 + Penalty 243.407237 = -391.943905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.452988 sec): 3 clusters Score: Raw -662.227797 + Penalty 486.814475 = -175.413323 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 127 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.453517 sec): 2 clusters Score: Raw -540.273190 + Penalty 184.623815 = -355.649375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.453741 sec): 3 clusters Score: Raw -569.882447 + Penalty 374.396356 = -195.486091 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 128 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.454268 sec): 2 clusters Score: Raw -523.313623 + Penalty 192.507478 = -330.806145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.454492 sec): 3 clusters Score: Raw -535.963743 + Penalty 377.748590 = -158.215153 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 129 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.455017 sec): 2 clusters Score: Raw -413.788215 + Penalty 163.910444 = -249.877771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.455241 sec): 3 clusters Score: Raw -423.304267 + Penalty 354.449222 = -68.855045 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 130 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.455772 sec): 2 clusters Score: Raw -599.443405 + Penalty 189.962964 = -409.480441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.455995 sec): 3 clusters Score: Raw -603.526872 + Penalty 362.350224 = -241.176649 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 131 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.456940 sec): 2 clusters Score: Raw -2162.628369 + Penalty 469.614059 = -1693.014310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.457208 sec): 3 clusters Score: Raw -2275.975294 + Penalty 942.856577 = -1333.118717 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 132 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.457853 sec): 2 clusters Score: Raw -3198.981519 + Penalty 479.787364 = -2719.194155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.458154 sec): 3 clusters Score: Raw -3261.152626 + Penalty 959.502798 = -2301.649828 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 133 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.458672 sec): 2 clusters Score: Raw -269.600765 + Penalty 116.771452 = -152.829313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.458885 sec): 3 clusters Score: Raw -265.211867 + Penalty 233.542905 = -31.668962 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 134 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.459425 sec): 2 clusters Score: Raw -889.862413 + Penalty 259.199752 = -630.662661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.459656 sec): 3 clusters Score: Raw -900.905860 + Penalty 517.714806 = -383.191054 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 135 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.460182 sec): 2 clusters Score: Raw -482.383642 + Penalty 188.489107 = -293.894535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.460404 sec): 3 clusters Score: Raw -509.777678 + Penalty 386.308621 = -123.469056 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 136 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.460928 sec): 2 clusters Score: Raw -559.194181 + Penalty 228.854124 = -330.340057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.461150 sec): 3 clusters Score: Raw -557.862564 + Penalty 455.841352 = -102.021212 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 137 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.461708 sec): 2 clusters Score: Raw -1420.370537 + Penalty 258.471929 = -1161.898607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.461954 sec): 3 clusters Score: Raw -1420.116912 + Penalty 544.268405 = -875.848507 nChanged 1 SP:Iteration 1Q (115.462192 sec): 3 clusters Score: Raw -1419.755357 + Penalty 544.268405 = -875.486952 nChanged 0 SP:Iteration 2F (115.462432 sec): 3 clusters Score: Raw -1419.755357 + Penalty 544.268405 = -875.486952 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 138 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.462957 sec): 2 clusters Score: Raw -610.064867 + Penalty 287.215935 = -322.848933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.463177 sec): 3 clusters Score: Raw -603.891987 + Penalty 574.431869 = -29.460118 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 139 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.463716 sec): 2 clusters Score: Raw -803.862906 + Penalty 245.281796 = -558.581110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.463946 sec): 3 clusters Score: Raw -840.807199 + Penalty 490.746108 = -350.061091 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 141 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.464492 sec): 2 clusters Score: Raw -433.316551 + Penalty 201.084112 = -232.232439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.464710 sec): 3 clusters Score: Raw -427.109648 + Penalty 402.168224 = -24.941424 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 142 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.465245 sec): 2 clusters Score: Raw -671.350063 + Penalty 200.662985 = -470.687078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.465470 sec): 3 clusters Score: Raw -695.505957 + Penalty 388.589560 = -306.916397 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 143 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.465997 sec): 2 clusters Score: Raw -564.439624 + Penalty 234.523893 = -329.915731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.466220 sec): 3 clusters Score: Raw -590.096084 + Penalty 456.514751 = -133.581333 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 144 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.466740 sec): 2 clusters Score: Raw -428.311131 + Penalty 202.790812 = -225.520319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.466956 sec): 3 clusters Score: Raw -420.178685 + Penalty 395.488793 = -24.689892 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 145 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.467481 sec): 2 clusters Score: Raw -519.763087 + Penalty 221.699510 = -298.063577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.467702 sec): 3 clusters Score: Raw -537.755645 + Penalty 415.363789 = -122.391856 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 146 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.468228 sec): 2 clusters Score: Raw -631.339531 + Penalty 251.191955 = -380.147577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.468452 sec): 3 clusters Score: Raw -639.333626 + Penalty 502.081293 = -137.252332 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 147 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.468954 sec): 2 clusters Score: Raw -65.250797 + Penalty 0.000000 = -65.250797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.469143 sec): 2 clusters Score: Raw -65.250797 + Penalty 0.000000 = -65.250797 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 148 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.469682 sec): 2 clusters Score: Raw -941.533007 + Penalty 314.235576 = -627.297431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.469915 sec): 3 clusters Score: Raw -1000.600097 + Penalty 629.082455 = -371.517642 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 149 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.470446 sec): 2 clusters Score: Raw -696.588191 + Penalty 328.007163 = -368.581027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.470671 sec): 3 clusters Score: Raw -731.013131 + Penalty 656.014327 = -74.998804 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 150 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.471194 sec): 2 clusters Score: Raw -567.659147 + Penalty 288.802363 = -278.856783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.471415 sec): 3 clusters Score: Raw -575.274705 + Penalty 588.890471 = 13.615767 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 151 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.471951 sec): 2 clusters Score: Raw -325.911961 + Penalty 138.478110 = -187.433852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.472163 sec): 3 clusters Score: Raw -329.265735 + Penalty 254.958550 = -74.307186 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 152 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.472684 sec): 2 clusters Score: Raw -442.192966 + Penalty 241.260574 = -200.932392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.472900 sec): 3 clusters Score: Raw -436.258010 + Penalty 473.372916 = 37.114906 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 153 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.473422 sec): 2 clusters Score: Raw -419.452770 + Penalty 162.286894 = -257.165876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.473642 sec): 3 clusters Score: Raw -444.758638 + Penalty 332.258767 = -112.499870 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 154 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.474161 sec): 2 clusters Score: Raw -421.016922 + Penalty 170.274725 = -250.742198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.474377 sec): 3 clusters Score: Raw -417.569220 + Penalty 328.444002 = -89.125218 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 155 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.474897 sec): 2 clusters Score: Raw -452.936572 + Penalty 153.705413 = -299.231159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.475119 sec): 3 clusters Score: Raw -456.039899 + Penalty 289.638056 = -166.401843 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 156 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.475631 sec): 2 clusters Score: Raw -267.874696 + Penalty 143.002986 = -124.871711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.475842 sec): 3 clusters Score: Raw -270.183068 + Penalty 265.112241 = -5.070826 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 157 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.476360 sec): 2 clusters Score: Raw -353.892575 + Penalty 136.596265 = -217.296310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.476578 sec): 3 clusters Score: Raw -374.367762 + Penalty 263.192474 = -111.175287 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 158 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.477099 sec): 2 clusters Score: Raw -444.785116 + Penalty 186.681094 = -258.104022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.477299 sec): 2 clusters Score: Raw -444.785116 + Penalty 186.681094 = -258.104022 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 159 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.477850 sec): 2 clusters Score: Raw -1067.093252 + Penalty 268.351486 = -798.741766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.478089 sec): 3 clusters Score: Raw -1115.690850 + Penalty 532.594790 = -583.096059 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 161 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.478618 sec): 2 clusters Score: Raw -610.334663 + Penalty 225.606636 = -384.728028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.478859 sec): 3 clusters Score: Raw -648.525844 + Penalty 445.207408 = -203.318435 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 162 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.479416 sec): 2 clusters Score: Raw -1298.105250 + Penalty 311.923116 = -986.182135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.479659 sec): 3 clusters Score: Raw -1329.025948 + Penalty 623.846232 = -705.179717 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 164 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.480199 sec): 2 clusters Score: Raw -794.333678 + Penalty 302.131245 = -492.202433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.480432 sec): 3 clusters Score: Raw -875.484292 + Penalty 605.699743 = -269.784549 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 165 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.480976 sec): 2 clusters Score: Raw -902.984761 + Penalty 351.521655 = -551.463105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.481206 sec): 3 clusters Score: Raw -912.363335 + Penalty 704.155350 = -208.207985 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 167 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.481721 sec): 2 clusters Score: Raw -224.600552 + Penalty 139.487446 = -85.113106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.481930 sec): 3 clusters Score: Raw -212.432204 + Penalty 279.774620 = 67.342416 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 168 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.482475 sec): 2 clusters Score: Raw -1060.498916 + Penalty 356.546324 = -703.952592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.482712 sec): 3 clusters Score: Raw -1112.862403 + Penalty 724.928467 = -387.933935 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 169 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.483220 sec): 2 clusters Score: Raw -140.137366 + Penalty 71.940520 = -68.196847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.483427 sec): 3 clusters Score: Raw -130.928547 + Penalty 143.881039 = 12.952493 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 170 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.483939 sec): 2 clusters Score: Raw -264.660487 + Penalty 123.603704 = -141.056783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.484135 sec): 2 clusters Score: Raw -264.660487 + Penalty 123.603704 = -141.056783 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 171 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.484643 sec): 2 clusters Score: Raw -142.578083 + Penalty 88.365969 = -54.212114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.484849 sec): 3 clusters Score: Raw -133.994273 + Penalty 176.731937 = 42.737664 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 172 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.485374 sec): 2 clusters Score: Raw -515.406766 + Penalty 274.373156 = -241.033610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.485593 sec): 3 clusters Score: Raw -513.119826 + Penalty 561.721429 = 48.601602 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 174 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.486109 sec): 2 clusters Score: Raw -290.949885 + Penalty 177.673217 = -113.276668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.486324 sec): 2 clusters Score: Raw -290.949885 + Penalty 177.673217 = -113.276668 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 175 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.486865 sec): 2 clusters Score: Raw -794.243729 + Penalty 242.977408 = -551.266322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.487094 sec): 3 clusters Score: Raw -812.640091 + Penalty 494.144915 = -318.495176 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 176 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.487633 sec): 2 clusters Score: Raw -891.316350 + Penalty 325.029668 = -566.286682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.487863 sec): 3 clusters Score: Raw -922.787132 + Penalty 646.122320 = -276.664812 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 177 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.488367 sec): 2 clusters Score: Raw -67.429331 + Penalty 0.000000 = -67.429331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.488557 sec): 2 clusters Score: Raw -67.429331 + Penalty 0.000000 = -67.429331 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 178 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.489077 sec): 2 clusters Score: Raw -397.668096 + Penalty 153.482813 = -244.185282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.489294 sec): 3 clusters Score: Raw -401.495675 + Penalty 314.894832 = -86.600842 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 179 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.489812 sec): 2 clusters Score: Raw -369.830328 + Penalty 219.314024 = -150.516305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.490024 sec): 3 clusters Score: Raw -359.749756 + Penalty 425.779520 = 66.029764 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 180 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.490535 sec): 2 clusters Score: Raw -208.795798 + Penalty 117.254409 = -91.541389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.490745 sec): 3 clusters Score: Raw -201.065406 + Penalty 240.792393 = 39.726987 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 181 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.491278 sec): 2 clusters Score: Raw -740.359425 + Penalty 289.216420 = -451.143005 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.491505 sec): 3 clusters Score: Raw -779.586262 + Penalty 577.695922 = -201.890340 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 182 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.492015 sec): 2 clusters Score: Raw -215.586765 + Penalty 142.055757 = -73.531008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.492208 sec): 2 clusters Score: Raw -215.586765 + Penalty 142.055757 = -73.531008 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 183 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.492719 sec): 2 clusters Score: Raw -210.135248 + Penalty 118.464317 = -91.670931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.492914 sec): 2 clusters Score: Raw -210.135248 + Penalty 118.464317 = -91.670931 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 184 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.493424 sec): 2 clusters Score: Raw -210.326549 + Penalty 149.245366 = -61.081183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.493652 sec): 3 clusters Score: Raw -204.250863 + Penalty 308.902428 = 104.651565 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 185 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.494156 sec): 2 clusters Score: Raw -66.636584 + Penalty 0.000000 = -66.636584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.494350 sec): 2 clusters Score: Raw -66.636584 + Penalty 0.000000 = -66.636584 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 187 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.494887 sec): 2 clusters Score: Raw -344.781259 + Penalty 171.836644 = -172.944615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.495103 sec): 3 clusters Score: Raw -339.474695 + Penalty 331.468959 = -8.005736 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 188 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.495629 sec): 2 clusters Score: Raw -411.670123 + Penalty 133.108424 = -278.561699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.495843 sec): 3 clusters Score: Raw -405.391714 + Penalty 133.108424 = -272.283290 nChanged 1 SP:Iteration 1F (115.496039 sec): 2 clusters Score: Raw -411.670123 + Penalty 133.108424 = -278.561699 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 189 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.496550 sec): 2 clusters Score: Raw -211.707133 + Penalty 137.893129 = -73.814004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.496745 sec): 2 clusters Score: Raw -211.707133 + Penalty 137.893129 = -73.814004 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 190 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.497272 sec): 2 clusters Score: Raw -675.852482 + Penalty 235.503487 = -440.348995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.497498 sec): 3 clusters Score: Raw -677.603972 + Penalty 473.310714 = -204.293258 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 191 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.498006 sec): 2 clusters Score: Raw -139.117961 + Penalty 66.603772 = -72.514189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.498210 sec): 3 clusters Score: Raw -130.490570 + Penalty 133.207545 = 2.716975 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 192 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.498728 sec): 2 clusters Score: Raw -385.220805 + Penalty 160.887134 = -224.333671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.498946 sec): 3 clusters Score: Raw -393.790605 + Penalty 321.774268 = -72.016337 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 193 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.499457 sec): 2 clusters Score: Raw -300.219614 + Penalty 198.482591 = -101.737022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.499669 sec): 3 clusters Score: Raw -290.294241 + Penalty 396.965182 = 106.670941 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 196 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.500189 sec): 2 clusters Score: Raw -479.852640 + Penalty 244.196631 = -235.656009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.500408 sec): 3 clusters Score: Raw -489.701688 + Penalty 488.958930 = -0.742758 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 197 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.500937 sec): 2 clusters Score: Raw -139.350893 + Penalty 75.104521 = -64.246372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.501130 sec): 2 clusters Score: Raw -139.350893 + Penalty 75.104521 = -64.246372 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 199 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.501647 sec): 2 clusters Score: Raw -345.771816 + Penalty 157.134333 = -188.637483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.501864 sec): 3 clusters Score: Raw -342.643983 + Penalty 329.191575 = -13.452408 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 200 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.502375 sec): 2 clusters Score: Raw -219.521075 + Penalty 152.315951 = -67.205124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.502584 sec): 3 clusters Score: Raw -211.909953 + Penalty 303.525601 = 91.615649 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 201 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.503105 sec): 2 clusters Score: Raw -441.073415 + Penalty 179.925293 = -261.148122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.503325 sec): 3 clusters Score: Raw -456.923329 + Penalty 358.236587 = -98.686742 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 202 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.503852 sec): 2 clusters Score: Raw -535.118260 + Penalty 195.872000 = -339.246259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.504075 sec): 3 clusters Score: Raw -576.918439 + Penalty 399.534653 = -177.383786 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 203 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.504591 sec): 2 clusters Score: Raw -279.783005 + Penalty 158.503976 = -121.279030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.504802 sec): 3 clusters Score: Raw -273.209759 + Penalty 329.350107 = 56.140348 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 205 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.505331 sec): 2 clusters Score: Raw -712.142647 + Penalty 327.783374 = -384.359273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.505556 sec): 3 clusters Score: Raw -727.728601 + Penalty 653.713367 = -74.015234 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 206 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.506058 sec): 2 clusters Score: Raw -65.615861 + Penalty 0.000000 = -65.615861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.506245 sec): 2 clusters Score: Raw -65.615861 + Penalty 0.000000 = -65.615861 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 207 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.506755 sec): 2 clusters Score: Raw -206.637510 + Penalty 105.206102 = -101.431408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.506964 sec): 3 clusters Score: Raw -199.522583 + Penalty 218.004715 = 18.482132 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 208 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.507480 sec): 2 clusters Score: Raw -344.675815 + Penalty 162.287581 = -182.388233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.507693 sec): 3 clusters Score: Raw -336.124717 + Penalty 346.137401 = 10.012684 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 210 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.508248 sec): 2 clusters Score: Raw -850.759644 + Penalty 324.207865 = -526.551779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.508477 sec): 3 clusters Score: Raw -875.575606 + Penalty 650.127111 = -225.448495 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 211 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.509005 sec): 2 clusters Score: Raw -716.788999 + Penalty 251.326556 = -465.462443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.509230 sec): 3 clusters Score: Raw -717.351203 + Penalty 503.206903 = -214.144300 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 212 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.509739 sec): 2 clusters Score: Raw -217.641843 + Penalty 136.228643 = -81.413200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.509948 sec): 3 clusters Score: Raw -207.142591 + Penalty 272.389828 = 65.247237 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 213 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.510448 sec): 2 clusters Score: Raw -64.124549 + Penalty 0.000000 = -64.124549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.510638 sec): 2 clusters Score: Raw -64.124549 + Penalty 0.000000 = -64.124549 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 214 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.511151 sec): 2 clusters Score: Raw -286.990448 + Penalty 160.841194 = -126.149254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.511358 sec): 3 clusters Score: Raw -284.118474 + Penalty 299.760572 = 15.642098 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 215 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.511870 sec): 2 clusters Score: Raw -267.848140 + Penalty 127.549618 = -140.298523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.512082 sec): 3 clusters Score: Raw -266.960519 + Penalty 255.099235 = -11.861284 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 217 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.512591 sec): 2 clusters Score: Raw -221.796171 + Penalty 148.413488 = -73.382683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.512799 sec): 3 clusters Score: Raw -211.329122 + Penalty 289.792087 = 78.462965 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 220 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.513304 sec): 2 clusters Score: Raw -138.121436 + Penalty 79.513568 = -58.607868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.513510 sec): 3 clusters Score: Raw -130.471010 + Penalty 159.027137 = 28.556127 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 222 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.514025 sec): 2 clusters Score: Raw -371.537740 + Penalty 221.326286 = -150.211454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.514239 sec): 3 clusters Score: Raw -364.174238 + Penalty 412.598497 = 48.424258 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 224 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.514755 sec): 2 clusters Score: Raw -290.462659 + Penalty 154.705325 = -135.757334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.514968 sec): 3 clusters Score: Raw -282.332849 + Penalty 334.066061 = 51.733212 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 226 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.515492 sec): 2 clusters Score: Raw -139.507564 + Penalty 72.747260 = -66.760304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.515697 sec): 3 clusters Score: Raw -131.302204 + Penalty 145.494520 = 14.192316 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 227 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.516201 sec): 2 clusters Score: Raw -66.107528 + Penalty 0.000000 = -66.107528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.516392 sec): 2 clusters Score: Raw -66.107528 + Penalty 0.000000 = -66.107528 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 228 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.516910 sec): 2 clusters Score: Raw -289.371047 + Penalty 76.820818 = -212.550230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.517124 sec): 3 clusters Score: Raw -296.150587 + Penalty 169.456444 = -126.694144 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 231 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.517636 sec): 2 clusters Score: Raw -214.898001 + Penalty 120.578639 = -94.319361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.517846 sec): 3 clusters Score: Raw -205.464616 + Penalty 240.033650 = 34.569033 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 232 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.518351 sec): 2 clusters Score: Raw -142.447202 + Penalty 75.550124 = -66.897078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.518554 sec): 3 clusters Score: Raw -132.407067 + Penalty 151.100249 = 18.693182 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 233 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.519055 sec): 2 clusters Score: Raw -66.615911 + Penalty 0.000000 = -66.615911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.519245 sec): 2 clusters Score: Raw -66.615911 + Penalty 0.000000 = -66.615911 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 235 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.519750 sec): 2 clusters Score: Raw -136.852936 + Penalty 77.255509 = -59.597427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.519942 sec): 2 clusters Score: Raw -136.852936 + Penalty 77.255509 = -59.597427 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 236 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.520443 sec): 2 clusters Score: Raw -66.146124 + Penalty 0.000000 = -66.146124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.520632 sec): 2 clusters Score: Raw -66.146124 + Penalty 0.000000 = -66.146124 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 237 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.521134 sec): 2 clusters Score: Raw -66.436856 + Penalty 0.000000 = -66.436856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.521322 sec): 2 clusters Score: Raw -66.436856 + Penalty 0.000000 = -66.436856 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 238 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.521823 sec): 2 clusters Score: Raw -68.368010 + Penalty 0.000000 = -68.368010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.522028 sec): 2 clusters Score: Raw -68.368010 + Penalty 0.000000 = -68.368010 nChanged 0 Deleting Class 200 (3 points): Lose 41.078189 but Gain 1579.481980 Iteration 20F (124.486874 sec): 219 clusters Score: Raw -4879434.470269 + Penalty 250678.454850 = -4628756.015419 nChanged 881 Deleting Class 193 (4 points): Lose 93.178037 but Gain 1631.100441 Iteration 21Q (125.377618 sec): 218 clusters Score: Raw -4879620.323597 + Penalty 249209.357911 = -4630410.965686 nChanged 646 Deleting Class 238 (1 points): Lose 14.058762 but Gain 1524.612614 Iteration 22Q (126.276738 sec): 217 clusters Score: Raw -4879805.848699 + Penalty 247616.190953 = -4632189.657746 nChanged 495 Deleting Class 205 (10 points): Lose 112.565372 but Gain 1621.753984 Iteration 23Q (127.151880 sec): 216 clusters Score: Raw -4879784.581336 + Penalty 246060.306462 = -4633724.274874 nChanged 382 Deleting Class 217 (3 points): Lose 32.566192 but Gain 1539.014319 Iteration 24Q (127.990097 sec): 215 clusters Score: Raw -4879840.934844 + Penalty 244593.084587 = -4635247.850257 nChanged 281 Deleting Class 233 (1 points): Lose 2.745426 but Gain 1509.128059 Iteration 25Q (128.794954 sec): 214 clusters Score: Raw -4879888.218997 + Penalty 243112.203299 = -4636776.015698 nChanged 232 Deleting Class 165 (12 points): Lose 113.927936 but Gain 1611.594390 Iteration 26Q (129.588288 sec): 213 clusters Score: Raw -4879801.492011 + Penalty 241516.116090 = -4638285.375921 nChanged 173 Deleting Class 222 (5 points): Lose 71.956909 but Gain 1566.651897 Iteration 27Q (130.362413 sec): 212 clusters Score: Raw -4879779.257118 + Penalty 239950.755884 = -4639828.501234 nChanged 136 Deleting Class 179 (5 points): Lose 62.467796 but Gain 1552.408158 Iteration 28Q (131.137236 sec): 211 clusters Score: Raw -4879751.116189 + Penalty 238466.615821 = -4641284.500368 nChanged 104 Deleting Class 184 (3 points): Lose 59.536253 but Gain 1547.640705 Iteration 29Q (131.896985 sec): 210 clusters Score: Raw -4879726.422951 + Penalty 236933.862871 = -4642792.560080 nChanged 87 Deleting Class 138 (8 points): Lose 91.033289 but Gain 1573.531915 Iteration 30F (140.485333 sec): 209 clusters Score: Raw -4879650.555700 + Penalty 235443.474603 = -4644207.081097 nChanged 93 Deleting Class 172 (7 points): Lose 128.873884 but Gain 1606.321885 Iteration 31Q (141.280538 sec): 208 clusters Score: Raw -4879573.595847 + Penalty 233889.643518 = -4645683.952329 nChanged 73 Deleting Class 149 (10 points): Lose 149.139669 but Gain 1622.861213 Iteration 32Q (142.065944 sec): 207 clusters Score: Raw -4879462.744189 + Penalty 232296.926214 = -4647165.817975 nChanged 64 Deleting Class 177 (1 points): Lose 5.461537 but Gain 1473.015159 Iteration 33Q (142.821337 sec): 206 clusters Score: Raw -4879494.041775 + Penalty 230735.380265 = -4648758.661509 nChanged 42 Deleting Class 121 (2 points): Lose 59.604560 but Gain 1522.255605 Iteration 34Q (143.566011 sec): 205 clusters Score: Raw -4879489.800992 + Penalty 229190.123148 = -4650299.677844 nChanged 47 Deleting Class 152 (6 points): Lose 79.475682 but Gain 1533.982446 Iteration 35Q (144.309491 sec): 204 clusters Score: Raw -4879463.527968 + Penalty 227657.821886 = -4651805.706082 nChanged 41 Deleting Class 55 (50 points): Lose 326.329236 but Gain 1770.210745 Iteration 36Q (145.042676 sec): 203 clusters Score: Raw -4879149.221757 + Penalty 225932.282097 = -4653216.939660 nChanged 81 Deleting Class 150 (8 points): Lose 141.826323 but Gain 1582.223271 Iteration 37Q (145.786071 sec): 202 clusters Score: Raw -4879137.557345 + Penalty 224331.476848 = -4654806.080497 nChanged 49 Deleting Class 237 (2 points): Lose 44.688388 but Gain 1480.829630 Iteration 38Q (146.547121 sec): 201 clusters Score: Raw -4879137.750140 + Penalty 222849.764088 = -4656287.986052 nChanged 47 Deleting Class 69 (12 points): Lose 175.677070 but Gain 1610.140095 Iteration 39Q (147.278874 sec): 200 clusters Score: Raw -4878981.392327 + Penalty 221336.011006 = -4657645.381321 nChanged 40 Deleting Class 116 (34 points): Lose 207.274983 but Gain 1647.520044 Iteration 40F (155.486714 sec): 199 clusters Score: Raw -4878833.261533 + Penalty 219678.613510 = -4659154.648024 nChanged 66 Deleting Class 182 (3 points): Lose 42.364503 but Gain 1473.086085 Iteration 41Q (156.219454 sec): 198 clusters Score: Raw -4878954.797699 + Penalty 218245.974515 = -4660708.823184 nChanged 51 Deleting Class 94 (15 points): Lose 153.573877 but Gain 1583.212501 Iteration 42Q (156.948512 sec): 197 clusters Score: Raw -4878865.961647 + Penalty 216774.081622 = -4662091.880025 nChanged 66 Deleting Class 174 (4 points): Lose 39.568759 but Gain 1460.092092 Iteration 43Q (157.676745 sec): 196 clusters Score: Raw -4878901.155715 + Penalty 215337.333978 = -4663563.821736 nChanged 54 Deleting Class 171 (2 points): Lose 32.906750 but Gain 1452.356801 Iteration 44Q (158.392160 sec): 195 clusters Score: Raw -4878900.848335 + Penalty 213911.450556 = -4664989.397779 nChanged 41 Deleting Class 189 (3 points): Lose 23.683533 but Gain 1429.920570 Iteration 45Q (159.114888 sec): 194 clusters Score: Raw -4878890.595242 + Penalty 212486.984808 = -4666403.610435 nChanged 29 Deleting Class 111 (2 points): Lose 40.249404 but Gain 1445.541513 Iteration 46Q (159.853028 sec): 193 clusters Score: Raw -4878858.149030 + Penalty 211052.710481 = -4667805.438549 nChanged 23 Deleting Class 106 (5 points): Lose 58.913506 but Gain 1463.613603 Iteration 47Q (160.569326 sec): 192 clusters Score: Raw -4878806.704540 + Penalty 209612.075508 = -4669194.629032 nChanged 24 Deleting Class 167 (3 points): Lose 42.051180 but Gain 1446.453283 Iteration 48Q (161.299689 sec): 191 clusters Score: Raw -4878781.450343 + Penalty 208193.532455 = -4670587.917889 nChanged 24 Deleting Class 236 (1 points): Lose 13.691331 but Gain 1417.585123 Iteration 49Q (162.001676 sec): 190 clusters Score: Raw -4878793.378218 + Penalty 206788.462500 = -4672004.915718 nChanged 17 Deleting Class 210 (13 points): Lose 100.838641 but Gain 1490.332081 Iteration 50F (169.752160 sec): 189 clusters Score: Raw -4878704.782142 + Penalty 205362.442525 = -4673342.339617 nChanged 34 Deleting Class 112 (4 points): Lose 110.487014 but Gain 1497.328719 Iteration 51Q (170.456621 sec): 188 clusters Score: Raw -4878658.752474 + Penalty 203908.522125 = -4674750.230350 nChanged 24 Deleting Class 185 (1 points): Lose 30.060303 but Gain 1414.643848 Iteration 52Q (171.155998 sec): 187 clusters Score: Raw -4878671.163624 + Penalty 202521.429564 = -4676149.734060 nChanged 16 Deleting Class 212 (3 points): Lose 28.116748 but Gain 1412.660234 Iteration 53Q (171.848889 sec): 186 clusters Score: Raw -4878675.424973 + Penalty 201116.592384 = -4677558.832588 nChanged 10 Deleting Class 51 (8 points): Lose 154.578699 but Gain 1535.378430 Iteration 54Q (172.545946 sec): 185 clusters Score: Raw -4878528.423134 + Penalty 199601.412379 = -4678927.010755 nChanged 11 Deleting Class 113 (2 points): Lose 30.613436 but Gain 1400.740001 Iteration 55Q (173.240330 sec): 184 clusters Score: Raw -4878516.970087 + Penalty 198204.471123 = -4680312.498965 nChanged 2 Deleting Class 38 (10 points): Lose 117.191873 but Gain 1480.603823 Iteration 56Q (173.935713 sec): 183 clusters Score: Raw -4878403.502366 + Penalty 196747.843237 = -4681655.659129 nChanged 11 Deleting Class 196 (9 points): Lose 88.267004 but Gain 1470.080694 Iteration 57Q (174.641706 sec): 182 clusters Score: Raw -4878336.992302 + Penalty 195323.580220 = -4683013.412081 nChanged 13 Deleting Class 131 (31 points): Lose 180.451858 but Gain 1538.050670 Iteration 58Q (175.321835 sec): 181 clusters Score: Raw -4878191.135914 + Penalty 193874.989665 = -4684316.146250 nChanged 39 Deleting Class 168 (16 points): Lose 130.160131 but Gain 1465.022355 Iteration 59Q (176.000190 sec): 180 clusters Score: Raw -4878141.282060 + Penalty 192473.591649 = -4685667.690412 nChanged 22 Deleting Class 122 (1 points): Lose 25.768450 but Gain 1349.867556 Iteration 60F (183.287724 sec): 179 clusters Score: Raw -4878166.019644 + Penalty 191175.998903 = -4686990.020741 nChanged 9 Deleting Class 58 (26 points): Lose 202.084929 but Gain 1524.307305 Iteration 61Q (183.956683 sec): 178 clusters Score: Raw -4878004.247529 + Penalty 189745.563625 = -4688258.683904 nChanged 40 Deleting Class 176 (13 points): Lose 124.364651 but Gain 1443.636821 Iteration 62Q (184.627704 sec): 177 clusters Score: Raw -4877968.181552 + Penalty 188365.044516 = -4689603.137035 nChanged 34 Deleting Class 119 (6 points): Lose 57.119961 but Gain 1369.511300 Iteration 63Q (185.297091 sec): 176 clusters Score: Raw -4878005.493211 + Penalty 187109.009446 = -4690896.483765 nChanged 38 Deleting Class 39 (6 points): Lose 57.943075 but Gain 1363.946212 Iteration 64Q (185.964478 sec): 175 clusters Score: Raw -4878061.512713 + Penalty 185850.866440 = -4692210.646273 nChanged 28 Deleting Class 115 (1 points): Lose 9.918542 but Gain 1315.394240 Iteration 65Q (186.630359 sec): 174 clusters Score: Raw -4878121.816477 + Penalty 184562.528631 = -4693559.287846 nChanged 13 Deleting Class 61 (114 points): Lose 406.572622 but Gain 1699.891075 Iteration 66Q (187.289897 sec): 173 clusters Score: Raw -4877756.073352 + Penalty 182972.963505 = -4694783.109848 nChanged 124 Deleting Class 103 (28 points): Lose 143.348857 but Gain 1435.530988 Iteration 67Q (187.964623 sec): 172 clusters Score: Raw -4877840.734201 + Penalty 181566.521215 = -4696274.212985 nChanged 56 Deleting Class 109 (12 points): Lose 86.928426 but Gain 1372.578370 Iteration 68Q (188.645340 sec): 171 clusters Score: Raw -4877835.508665 + Penalty 180235.274032 = -4697600.234632 nChanged 30 Deleting Class 83 (88 points): Lose 290.450173 but Gain 1576.695672 Iteration 69Q (189.310549 sec): 170 clusters Score: Raw -4877590.031489 + Penalty 178830.428659 = -4698759.602830 nChanged 109 Deleting Class 214 (4 points): Lose 39.109944 but Gain 1321.769032 Iteration 70F (196.319451 sec): 169 clusters Score: Raw -4877775.634991 + Penalty 177558.920413 = -4700216.714578 nChanged 36 Deleting Class 36 (23 points): Lose 121.632644 but Gain 1399.534890 Iteration 71Q (196.979271 sec): 168 clusters Score: Raw -4877728.584643 + Penalty 176179.022484 = -4701549.562159 nChanged 43 Deleting Class 220 (2 points): Lose 37.340207 but Gain 1306.861378 Iteration 72Q (197.642581 sec): 167 clusters Score: Raw -4877791.081632 + Penalty 175052.960870 = -4702738.120762 nChanged 18 Deleting Class 181 (11 points): Lose 105.506912 but Gain 1374.062461 Iteration 73Q (198.291635 sec): 166 clusters Score: Raw -4877742.754779 + Penalty 173720.675943 = -4704022.078836 nChanged 22 Deleting Class 132 (51 points): Lose 193.495289 but Gain 1458.338555 Iteration 74Q (198.938587 sec): 165 clusters Score: Raw -4877602.464617 + Penalty 172321.544871 = -4705280.919746 nChanged 59 Deleting Class 114 (23 points): Lose 117.105928 but Gain 1374.883007 Iteration 75Q (199.585957 sec): 164 clusters Score: Raw -4877580.056100 + Penalty 170982.644174 = -4706597.411926 nChanged 34 Deleting Class 21 (6 points): Lose 77.150190 but Gain 1334.392190 Iteration 76Q (200.227915 sec): 163 clusters Score: Raw -4877564.076965 + Penalty 169656.400939 = -4707907.676026 nChanged 23 Deleting Class 203 (4 points): Lose 49.608911 but Gain 1302.562119 Iteration 77Q (200.874943 sec): 162 clusters Score: Raw -4877558.657694 + Penalty 168363.096453 = -4709195.561242 nChanged 18 Deleting Class 124 (19 points): Lose 132.452839 but Gain 1382.314308 Iteration 78Q (201.505660 sec): 161 clusters Score: Raw -4877453.577961 + Penalty 167011.778782 = -4710441.799178 nChanged 29 Deleting Class 86 (12 points): Lose 78.190081 but Gain 1325.709964 Iteration 79Q (202.142900 sec): 160 clusters Score: Raw -4877426.475525 + Penalty 165711.076344 = -4711715.399181 nChanged 23 Deleting Class 105 (7 points): Lose 75.673141 but Gain 1319.177123 Iteration 80F (208.716912 sec): 159 clusters Score: Raw -4877375.714163 + Penalty 164448.078031 = -4712927.636132 nChanged 19 Deleting Class 235 (2 points): Lose 34.665820 but Gain 1269.748594 Iteration 81Q (209.352712 sec): 158 clusters Score: Raw -4877363.130269 + Penalty 163185.760626 = -4714177.369643 nChanged 9 Deleting Class 144 (6 points): Lose 54.653664 but Gain 1289.384090 Iteration 82Q (209.971690 sec): 157 clusters Score: Raw -4877315.589591 + Penalty 161905.303978 = -4715410.285613 nChanged 13 Deleting Class 148 (16 points): Lose 110.676068 but Gain 1343.178072 Iteration 83Q (210.588905 sec): 156 clusters Score: Raw -4877215.604984 + Penalty 160576.342312 = -4716639.262672 nChanged 21 Deleting Class 231 (3 points): Lose 22.237922 but Gain 1250.373228 Iteration 84Q (211.209770 sec): 155 clusters Score: Raw -4877221.759708 + Penalty 159336.106322 = -4717885.653386 nChanged 7 Deleting Class 232 (2 points): Lose 13.699392 but Gain 1241.719393 Iteration 85Q (211.828876 sec): 154 clusters Score: Raw -4877216.244933 + Penalty 158100.813988 = -4719115.430945 nChanged 5 Deleting Class 197 (2 points): Lose 10.455851 but Gain 1234.395586 Iteration 86Q (212.446600 sec): 153 clusters Score: Raw -4877221.380344 + Penalty 156867.420864 = -4720353.959480 nChanged 3 Deleting Class 108 (9 points): Lose 106.803495 but Gain 1329.897743 Iteration 87Q (213.061227 sec): 152 clusters Score: Raw -4877117.894625 + Penalty 155560.787403 = -4721557.107222 nChanged 10 Deleting Class 224 (4 points): Lose 48.984125 but Gain 1271.345376 Iteration 88Q (213.668515 sec): 151 clusters Score: Raw -4877087.809605 + Penalty 154311.138542 = -4722776.671063 nChanged 6 Deleting Class 136 (8 points): Lose 31.866694 but Gain 1253.792789 Iteration 89Q (214.273834 sec): 150 clusters Score: Raw -4877066.625979 + Penalty 153074.622242 = -4723992.003737 nChanged 12 Deleting Class 141 (6 points): Lose 59.998265 but Gain 1278.532554 Iteration 90F (220.439799 sec): 149 clusters Score: Raw -4877020.489159 + Penalty 151804.168579 = -4725216.320580 nChanged 12 Deleting Class 183 (3 points): Lose 20.973904 but Gain 1228.448187 Iteration 91Q (221.042079 sec): 148 clusters Score: Raw -4877012.781401 + Penalty 150589.106119 = -4726423.675282 nChanged 12 Deleting Class 147 (2 points): Lose 34.805114 but Gain 1240.796302 Iteration 92Q (221.642334 sec): 147 clusters Score: Raw -4876990.205560 + Penalty 149354.918761 = -4727635.286799 nChanged 7 Deleting Class 146 (9 points): Lose 100.896057 but Gain 1302.401891 Iteration 93Q (222.261813 sec): 146 clusters Score: Raw -4876896.623272 + Penalty 148073.869236 = -4728822.754037 nChanged 16 Deleting Class 77 (14 points): Lose 117.002858 but Gain 1318.471124 Iteration 94Q (222.856318 sec): 145 clusters Score: Raw -4876797.592549 + Penalty 146833.182876 = -4729964.409672 nChanged 19 Deleting Class 52 (58 points): Lose 272.408100 but Gain 1468.458948 Iteration 95Q (223.447634 sec): 144 clusters Score: Raw -4876560.167655 + Penalty 145398.549582 = -4731161.618073 nChanged 65 Deleting Class 180 (3 points): Lose 27.033623 but Gain 1215.901716 Iteration 96Q (224.042288 sec): 143 clusters Score: Raw -4876650.808574 + Penalty 144246.729370 = -4732404.079204 nChanged 30 Deleting Class 48 (15 points): Lose 89.538330 but Gain 1275.355004 Iteration 97Q (224.631066 sec): 142 clusters Score: Raw -4876611.651525 + Penalty 143007.597219 = -4733604.054306 nChanged 30 Deleting Class 75 (3 points): Lose 53.238351 but Gain 1238.789745 Iteration 98Q (225.218977 sec): 141 clusters Score: Raw -4876601.549507 + Penalty 141784.137557 = -4734817.411950 nChanged 15 Deleting Class 125 (6 points): Lose 42.693451 but Gain 1224.953623 Iteration 99Q (225.799793 sec): 140 clusters Score: Raw -4876575.507090 + Penalty 140560.715199 = -4736014.791891 nChanged 14 Deleting Class 226 (2 points): Lose 15.086360 but Gain 1195.652342 Iteration 100F (231.614101 sec): 139 clusters Score: Raw -4876575.184806 + Penalty 139365.314916 = -4737209.869890 nChanged 4 Deleting Class 211 (11 points): Lose 78.127610 but Gain 1257.749946 Iteration 101Q (232.195487 sec): 138 clusters Score: Raw -4876500.841820 + Penalty 138108.864872 = -4738391.976948 nChanged 11 Deleting Class 169 (2 points): Lose 4.960679 but Gain 1182.393003 Iteration 102Q (232.768654 sec): 137 clusters Score: Raw -4876509.439503 + Penalty 136927.067748 = -4739582.371755 nChanged 4 Deleting Class 117 (6 points): Lose 30.159586 but Gain 1207.628723 Iteration 103Q (233.371711 sec): 136 clusters Score: Raw -4876483.096658 + Penalty 135725.437232 = -4740757.659426 nChanged 10 Deleting Class 89 (19 points): Lose 148.318044 but Gain 1325.386682 Iteration 104Q (233.958913 sec): 135 clusters Score: Raw -4876343.470646 + Penalty 134429.180891 = -4741914.289755 nChanged 20 Deleting Class 72 (4 points): Lose 46.700001 but Gain 1214.490253 Iteration 105Q (234.527437 sec): 134 clusters Score: Raw -4876334.785519 + Penalty 133227.894311 = -4743106.891208 nChanged 9 Deleting Class 162 (21 points): Lose 90.160870 but Gain 1247.429954 Iteration 106Q (235.087847 sec): 133 clusters Score: Raw -4876263.138780 + Penalty 132007.260966 = -4744255.877814 nChanged 24 Deleting Class 126 (10 points): Lose 48.517788 but Gain 1204.291273 Iteration 107Q (235.646307 sec): 132 clusters Score: Raw -4876250.688703 + Penalty 130826.766289 = -4745423.922414 nChanged 18 Deleting Class 187 (5 points): Lose 64.212033 but Gain 1216.340856 Iteration 108Q (236.215455 sec): 131 clusters Score: Raw -4876207.710173 + Penalty 129617.926664 = -4746589.783510 nChanged 15 Deleting Class 85 (49 points): Lose 234.331057 but Gain 1386.125034 Iteration 109Q (236.771334 sec): 130 clusters Score: Raw -4875982.350207 + Penalty 128275.734159 = -4747706.616048 nChanged 57 Deleting Class 190 (12 points): Lose 61.466493 but Gain 1209.788635 Iteration 110F (242.133317 sec): 129 clusters Score: Raw -4876043.697196 + Penalty 127087.765874 = -4748955.931322 nChanged 38 Deleting Class 120 (14 points): Lose 131.811318 but Gain 1278.666786 Iteration 111Q (242.686912 sec): 128 clusters Score: Raw -4875959.896054 + Penalty 125809.980862 = -4750149.915192 nChanged 30 Deleting Class 78 (88 points): Lose 471.371998 but Gain 1616.768656 Iteration 112Q (243.259464 sec): 127 clusters Score: Raw -4875537.025675 + Penalty 124262.079437 = -4751274.946238 nChanged 102 Deleting Class 145 (8 points): Lose 76.864508 but Gain 1214.595754 Iteration 113Q (243.833555 sec): 126 clusters Score: Raw -4875675.800176 + Penalty 123071.958624 = -4752603.841552 nChanged 34 Deleting Class 20 (15 points): Lose 164.480736 but Gain 1298.335511 Iteration 114Q (244.397328 sec): 125 clusters Score: Raw -4875559.127899 + Penalty 121799.306404 = -4753759.821495 nChanged 31 Deleting Class 80 (57 points): Lose 150.933494 but Gain 1281.313974 Iteration 115Q (244.959079 sec): 124 clusters Score: Raw -4875462.812991 + Penalty 120537.805584 = -4754925.007407 nChanged 65 Deleting Class 98 (41 points): Lose 106.018461 but Gain 1236.456077 Iteration 116Q (245.503103 sec): 123 clusters Score: Raw -4875441.242160 + Penalty 119318.957368 = -4756122.284792 nChanged 53 Deleting Class 107 (90 points): Lose 509.746982 but Gain 1634.904708 Iteration 117Q (246.043899 sec): 122 clusters Score: Raw -4874988.963259 + Penalty 117798.376487 = -4757190.586772 nChanged 105 Deleting Class 227 (1 points): Lose 14.448966 but Gain 1130.974378 Iteration 118Q (246.589135 sec): 121 clusters Score: Raw -4875222.301345 + Penalty 116696.006705 = -4758526.294639 nChanged 24 Writing temp clu file Memory request: 0.40 GB would take us to total of 0.80 GB. Compute initial score before splitting: Score: Raw -4875222.301345 + Penalty 116696.006705 = -4758526.294639Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 1 (1144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (246.867906 sec): 2 clusters Score: Raw -71173.220672 + Penalty 407.306705 = -70765.913967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (246.870258 sec): 3 clusters Score: Raw -70512.156820 + Penalty 828.444785 = -69683.712035 nChanged 465 SP:Iteration 1F (246.872426 sec): 3 clusters Score: Raw -70782.852594 + Penalty 838.963670 = -69943.888924 nChanged 125 SP:Iteration 2F (246.874585 sec): 3 clusters Score: Raw -70861.692917 + Penalty 849.632777 = -70012.060140 nChanged 101 SP:Iteration 3F (246.876745 sec): 3 clusters Score: Raw -70949.965589 + Penalty 857.887143 = -70092.078446 nChanged 84 SP:Iteration 4F (246.878916 sec): 3 clusters Score: Raw -71030.871858 + Penalty 874.233285 = -70156.638573 nChanged 69 SP:Iteration 5F (246.881193 sec): 3 clusters Score: Raw -71112.906714 + Penalty 910.420786 = -70202.485928 nChanged 47 SP:Iteration 6Q (246.883324 sec): 3 clusters Score: Raw -71168.178909 + Penalty 921.313139 = -70246.865770 nChanged 20 SP:Iteration 7Q (246.885325 sec): 3 clusters Score: Raw -71194.088022 + Penalty 920.646865 = -70273.441157 nChanged 8 SP:Iteration 8Q (246.887221 sec): 3 clusters Score: Raw -71203.304191 + Penalty 935.290521 = -70268.013670 nChanged 3 SP:Iteration 9F (246.889351 sec): 3 clusters Score: Raw -71208.209533 + Penalty 935.290521 = -70272.919012 nChanged 0 Memory request: 0.07 GB would take us to total of 0.88 GB. Trying to split cluster 2 (15618 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (246.954070 sec): 2 clusters Score: Raw -854715.407588 + Penalty 58.753067 = -854656.654521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (246.983384 sec): 3 clusters Score: Raw -844289.882426 + Penalty 117.487558 = -844172.394868 nChanged 7642 SP:Iteration 1F (247.012111 sec): 3 clusters Score: Raw -849337.546356 + Penalty 116.921788 = -849220.624568 nChanged 1706 SP:Iteration 2F (247.040857 sec): 3 clusters Score: Raw -850397.118236 + Penalty 116.500259 = -850280.617976 nChanged 1313 SP:Iteration 3F (247.069966 sec): 3 clusters Score: Raw -851291.411673 + Penalty 117.212141 = -851174.199532 nChanged 1125 SP:Iteration 4F (247.098465 sec): 3 clusters Score: Raw -852260.582188 + Penalty 116.989807 = -852143.592381 nChanged 919 SP:Iteration 5F (247.127058 sec): 3 clusters Score: Raw -853104.964529 + Penalty 118.615683 = -852986.348847 nChanged 696 SP:Iteration 6Q (247.157863 sec): 3 clusters Score: Raw -853773.054200 + Penalty 118.342603 = -853654.711597 nChanged 481 SP:Iteration 7Q (247.187328 sec): 3 clusters Score: Raw -854233.908705 + Penalty 117.333671 = -854116.575034 nChanged 294 SP:Iteration 8Q (247.217024 sec): 3 clusters Score: Raw -854518.113723 + Penalty 110.963580 = -854407.150143 nChanged 139 SP:Iteration 9Q (247.244827 sec): 3 clusters Score: Raw -854647.417158 + Penalty 112.931103 = -854534.486055 nChanged 56 SP:Iteration 10F (247.271744 sec): 3 clusters Score: Raw -854692.757865 + Penalty 107.043360 = -854585.714505 nChanged 18 SP:Iteration 11Q (247.294149 sec): 3 clusters Score: Raw -854709.469766 + Penalty 107.039331 = -854602.430435 nChanged 6 SP:Iteration 12Q (247.316244 sec): 3 clusters Score: Raw -854727.725543 + Penalty 108.983483 = -854618.742059 nChanged 6 SP:Iteration 13Q (247.337477 sec): 3 clusters Score: Raw -854733.151583 + Penalty 108.642816 = -854624.508767 nChanged 3 SP:Iteration 14Q (247.359236 sec): 3 clusters Score: Raw -854734.896887 + Penalty 108.340898 = -854626.555988 nChanged 4 SP:Iteration 15Q (247.380855 sec): 3 clusters Score: Raw -854737.433426 + Penalty 108.136455 = -854629.296971 nChanged 4 SP:Iteration 16Q (247.402642 sec): 3 clusters Score: Raw -854738.662715 + Penalty 108.095303 = -854630.567411 nChanged 1 SP:Iteration 17Q (247.424553 sec): 3 clusters Score: Raw -854738.854236 + Penalty 108.095303 = -854630.758933 nChanged 0 SP:Iteration 18F (247.450539 sec): 3 clusters Score: Raw -854738.854236 + Penalty 108.095303 = -854630.758933 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 3 (606 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (247.460551 sec): 2 clusters Score: Raw -36261.991558 + Penalty 42.606989 = -36219.384568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (247.461869 sec): 3 clusters Score: Raw -35909.329424 + Penalty 86.670428 = -35822.658996 nChanged 252 SP:Iteration 1F (247.463119 sec): 3 clusters Score: Raw -36149.005207 + Penalty 86.513167 = -36062.492040 nChanged 47 SP:Iteration 2F (247.464367 sec): 3 clusters Score: Raw -36210.211897 + Penalty 86.714350 = -36123.497547 nChanged 30 SP:Iteration 3Q (247.465541 sec): 3 clusters Score: Raw -36222.138283 + Penalty 86.672038 = -36135.466245 nChanged 7 SP:Iteration 4Q (247.466713 sec): 3 clusters Score: Raw -36222.945474 + Penalty 86.663983 = -36136.281491 nChanged 2 SP:Iteration 5Q (247.467869 sec): 3 clusters Score: Raw -36223.177075 + Penalty 86.663983 = -36136.513092 nChanged 2 SP:Iteration 6Q (247.469068 sec): 3 clusters Score: Raw -36223.250480 + Penalty 86.663983 = -36136.586497 nChanged 0 SP:Iteration 7F (247.470466 sec): 3 clusters Score: Raw -36223.250480 + Penalty 86.663983 = -36136.586497 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 4 (1109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (247.475165 sec): 2 clusters Score: Raw -70162.286106 + Penalty 621.563318 = -69540.722787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (247.477308 sec): 3 clusters Score: Raw -69578.585336 + Penalty 1254.459986 = -68324.125350 nChanged 378 SP:Iteration 1F (247.479425 sec): 3 clusters Score: Raw -69847.100229 + Penalty 1271.536790 = -68575.563439 nChanged 125 SP:Iteration 2F (247.481536 sec): 3 clusters Score: Raw -69979.366178 + Penalty 1277.067457 = -68702.298721 nChanged 72 SP:Iteration 3F (247.483646 sec): 3 clusters Score: Raw -70049.550047 + Penalty 1280.261636 = -68769.288411 nChanged 42 SP:Iteration 4Q (247.485708 sec): 3 clusters Score: Raw -70094.948699 + Penalty 1283.617826 = -68811.330873 nChanged 36 SP:Iteration 5Q (247.487763 sec): 3 clusters Score: Raw -70140.114804 + Penalty 1277.081916 = -68863.032888 nChanged 22 SP:Iteration 6Q (247.489804 sec): 3 clusters Score: Raw -70170.433231 + Penalty 1273.456632 = -68896.976598 nChanged 16 SP:Iteration 7Q (247.491813 sec): 3 clusters Score: Raw -70183.924074 + Penalty 1269.161740 = -68914.762335 nChanged 9 SP:Iteration 8Q (247.493790 sec): 3 clusters Score: Raw -70189.291364 + Penalty 1263.156133 = -68926.135231 nChanged 7 SP:Iteration 9Q (247.495742 sec): 3 clusters Score: Raw -70196.930683 + Penalty 1257.681836 = -68939.248846 nChanged 4 SP:Iteration 10F (247.497837 sec): 3 clusters Score: Raw -70205.573802 + Penalty 1251.895782 = -68953.678020 nChanged 4 SP:Iteration 11Q (247.499762 sec): 3 clusters Score: Raw -70215.589146 + Penalty 1250.605531 = -68964.983614 nChanged 4 SP:Iteration 12Q (247.501642 sec): 3 clusters Score: Raw -70221.255388 + Penalty 1245.879860 = -68975.375528 nChanged 5 SP:Iteration 13Q (247.503513 sec): 3 clusters Score: Raw -70223.984914 + Penalty 1245.122878 = -68978.862036 nChanged 4 SP:Iteration 14Q (247.505382 sec): 3 clusters Score: Raw -70226.863855 + Penalty 1244.523994 = -68982.339861 nChanged 4 SP:Iteration 15Q (247.507248 sec): 3 clusters Score: Raw -70229.036844 + Penalty 1246.776043 = -68982.260800 nChanged 2 SP:Iteration 16F (247.509339 sec): 3 clusters Score: Raw -70230.881494 + Penalty 1245.603068 = -68985.278426 nChanged 3 SP:Iteration 17Q (247.511301 sec): 3 clusters Score: Raw -70231.810287 + Penalty 1244.604697 = -68987.205590 nChanged 2 SP:Iteration 18Q (247.513209 sec): 3 clusters Score: Raw -70232.735343 + Penalty 1247.154158 = -68985.581185 nChanged 2 SP:Iteration 19F (247.515305 sec): 3 clusters Score: Raw -70234.281384 + Penalty 1247.154158 = -68987.127226 nChanged 0 Memory request: 0.20 GB would take us to total of 1.00 GB. Trying to split cluster 5 (43884 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (247.711814 sec): 2 clusters Score: Raw -2541048.923838 + Penalty 80.140393 = -2540968.783445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (247.795065 sec): 3 clusters Score: Raw -2511042.408127 + Penalty 161.578634 = -2510880.829493 nChanged 21582 SP:Iteration 1F (247.878117 sec): 3 clusters Score: Raw -2522294.991807 + Penalty 162.732155 = -2522132.259651 nChanged 4323 SP:Iteration 2F (247.960982 sec): 3 clusters Score: Raw -2524709.445786 + Penalty 161.274436 = -2524548.171350 nChanged 4330 SP:Iteration 3F (248.043908 sec): 3 clusters Score: Raw -2528218.504786 + Penalty 158.874891 = -2528059.629896 nChanged 4268 SP:Iteration 4F (248.127809 sec): 3 clusters Score: Raw -2531947.231682 + Penalty 157.184810 = -2531790.046873 nChanged 3611 SP:Iteration 5F (248.213262 sec): 3 clusters Score: Raw -2535634.153820 + Penalty 156.878491 = -2535477.275329 nChanged 2367 SP:Iteration 6F (248.297919 sec): 3 clusters Score: Raw -2538636.777065 + Penalty 157.023308 = -2538479.753757 nChanged 982 SP:Iteration 7Q (248.372357 sec): 3 clusters Score: Raw -2539356.203401 + Penalty 157.251277 = -2539198.952124 nChanged 705 SP:Iteration 8Q (248.445325 sec): 3 clusters Score: Raw -2539849.660283 + Penalty 157.097894 = -2539692.562389 nChanged 493 SP:Iteration 9Q (248.517414 sec): 3 clusters Score: Raw -2540156.357170 + Penalty 157.389893 = -2539998.967277 nChanged 361 SP:Iteration 10F (248.603019 sec): 3 clusters Score: Raw -2540363.352925 + Penalty 156.609573 = -2540206.743352 nChanged 286 SP:Iteration 11Q (248.674204 sec): 3 clusters Score: Raw -2540521.252887 + Penalty 156.389061 = -2540364.863826 nChanged 219 SP:Iteration 12Q (248.744974 sec): 3 clusters Score: Raw -2540630.575271 + Penalty 156.023653 = -2540474.551618 nChanged 168 SP:Iteration 13Q (248.816244 sec): 3 clusters Score: Raw -2540706.371921 + Penalty 155.928227 = -2540550.443694 nChanged 135 SP:Iteration 14Q (248.885982 sec): 3 clusters Score: Raw -2540757.939725 + Penalty 155.713120 = -2540602.226605 nChanged 114 SP:Iteration 15Q (248.955331 sec): 3 clusters Score: Raw -2540798.488065 + Penalty 154.979538 = -2540643.508527 nChanged 102 SP:Iteration 16Q (249.029838 sec): 3 clusters Score: Raw -2540833.666951 + Penalty 155.513565 = -2540678.153386 nChanged 80 SP:Iteration 17Q (249.102919 sec): 3 clusters Score: Raw -2540858.170566 + Penalty 155.541924 = -2540702.628642 nChanged 68 SP:Iteration 18Q (249.172160 sec): 3 clusters Score: Raw -2540877.129491 + Penalty 155.942910 = -2540721.186581 nChanged 47 SP:Iteration 19Q (249.241792 sec): 3 clusters Score: Raw -2540886.834730 + Penalty 155.312070 = -2540731.522660 nChanged 44 SP:Iteration 20F (249.328022 sec): 3 clusters Score: Raw -2540895.407731 + Penalty 155.284999 = -2540740.122732 nChanged 37 SP:Iteration 21Q (249.397267 sec): 3 clusters Score: Raw -2540902.376001 + Penalty 155.064678 = -2540747.311323 nChanged 42 SP:Iteration 22Q (249.466337 sec): 3 clusters Score: Raw -2540910.301649 + Penalty 154.293544 = -2540756.008105 nChanged 34 SP:Iteration 23Q (249.535327 sec): 3 clusters Score: Raw -2540917.607801 + Penalty 154.556728 = -2540763.051073 nChanged 35 SP:Iteration 24Q (249.604637 sec): 3 clusters Score: Raw -2540924.215627 + Penalty 153.819667 = -2540770.395960 nChanged 29 SP:Iteration 25Q (249.673414 sec): 3 clusters Score: Raw -2540930.047571 + Penalty 153.760545 = -2540776.287026 nChanged 22 SP:Iteration 26Q (249.742718 sec): 3 clusters Score: Raw -2540936.095914 + Penalty 153.595306 = -2540782.500609 nChanged 26 SP:Iteration 27Q (249.811699 sec): 3 clusters Score: Raw -2540944.290456 + Penalty 152.516790 = -2540791.773667 nChanged 35 SP:Iteration 28Q (249.881111 sec): 3 clusters Score: Raw -2540957.454045 + Penalty 152.721753 = -2540804.732292 nChanged 36 SP:Iteration 29Q (249.950627 sec): 3 clusters Score: Raw -2540970.937345 + Penalty 152.589653 = -2540818.347691 nChanged 27 SP:Iteration 30F (250.035520 sec): 3 clusters Score: Raw -2540978.729397 + Penalty 152.799055 = -2540825.930342 nChanged 24 SP:Iteration 31Q (250.103969 sec): 3 clusters Score: Raw -2540984.731268 + Penalty 151.842991 = -2540832.888277 nChanged 20 SP:Iteration 32Q (250.172970 sec): 3 clusters Score: Raw -2540988.680039 + Penalty 150.653401 = -2540838.026638 nChanged 13 SP:Iteration 33Q (250.241578 sec): 3 clusters Score: Raw -2540991.132521 + Penalty 150.904340 = -2540840.228182 nChanged 11 SP:Iteration 34Q (250.310059 sec): 3 clusters Score: Raw -2540992.790685 + Penalty 151.026711 = -2540841.763974 nChanged 8 SP:Iteration 35Q (250.378481 sec): 3 clusters Score: Raw -2540993.687301 + Penalty 151.121541 = -2540842.565760 nChanged 6 SP:Iteration 36Q (250.448686 sec): 3 clusters Score: Raw -2540994.171473 + Penalty 151.158501 = -2540843.012972 nChanged 1 SP:Iteration 37Q (250.517459 sec): 3 clusters Score: Raw -2540994.427117 + Penalty 151.204283 = -2540843.222834 nChanged 3 SP:Iteration 38Q (250.586483 sec): 3 clusters Score: Raw -2540994.903355 + Penalty 151.241753 = -2540843.661602 nChanged 3 SP:Iteration 39Q (250.655007 sec): 3 clusters Score: Raw -2540995.451060 + Penalty 151.285378 = -2540844.165682 nChanged 4 SP:Iteration 40F (250.739864 sec): 3 clusters Score: Raw -2540996.063236 + Penalty 151.361691 = -2540844.701545 nChanged 2 SP:Iteration 41Q (250.807944 sec): 3 clusters Score: Raw -2540996.564999 + Penalty 151.411713 = -2540845.153285 nChanged 2 SP:Iteration 42Q (250.876672 sec): 3 clusters Score: Raw -2540996.949261 + Penalty 151.411713 = -2540845.537548 nChanged 0 SP:Iteration 43F (250.961851 sec): 3 clusters Score: Raw -2540996.949261 + Penalty 151.411713 = -2540845.537548 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 6 (592 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (250.989305 sec): 2 clusters Score: Raw -34824.894227 + Penalty 926.301050 = -33898.593177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (250.990817 sec): 3 clusters Score: Raw -34712.720050 + Penalty 1849.773568 = -32862.946482 nChanged 149 SP:Iteration 1F (250.992166 sec): 3 clusters Score: Raw -34886.291848 + Penalty 1849.137012 = -33037.154836 nChanged 36 SP:Iteration 2F (250.993494 sec): 3 clusters Score: Raw -34933.401489 + Penalty 1848.949836 = -33084.451654 nChanged 21 SP:Iteration 3Q (250.995453 sec): 3 clusters Score: Raw -34958.936414 + Penalty 1849.358385 = -33109.578029 nChanged 13 SP:Iteration 4Q (250.997338 sec): 3 clusters Score: Raw -34976.817837 + Penalty 1849.164150 = -33127.653687 nChanged 9 SP:Iteration 5Q (250.998962 sec): 3 clusters Score: Raw -34983.741984 + Penalty 1849.113831 = -33134.628153 nChanged 7 SP:Iteration 6Q (251.000263 sec): 3 clusters Score: Raw -34989.413302 + Penalty 1849.417346 = -33139.995956 nChanged 7 SP:Iteration 7Q (251.001451 sec): 3 clusters Score: Raw -34994.805991 + Penalty 1849.258589 = -33145.547402 nChanged 6 SP:Iteration 8Q (251.002645 sec): 3 clusters Score: Raw -35000.493853 + Penalty 1850.137971 = -33150.355882 nChanged 7 SP:Iteration 9Q (251.003834 sec): 3 clusters Score: Raw -35007.544388 + Penalty 1852.000105 = -33155.544283 nChanged 13 SP:Iteration 10F (251.005064 sec): 3 clusters Score: Raw -35038.309543 + Penalty 1853.937980 = -33184.371564 nChanged 15 SP:Iteration 11Q (251.006255 sec): 3 clusters Score: Raw -35083.679811 + Penalty 1854.023903 = -33229.655908 nChanged 11 SP:Iteration 12Q (251.007438 sec): 3 clusters Score: Raw -35105.497793 + Penalty 1854.220265 = -33251.277528 nChanged 10 SP:Iteration 13Q (251.008612 sec): 3 clusters Score: Raw -35126.969968 + Penalty 1853.674250 = -33273.295718 nChanged 5 SP:Iteration 14Q (251.009780 sec): 3 clusters Score: Raw -35142.089011 + Penalty 1853.129157 = -33288.959855 nChanged 9 SP:Iteration 15Q (251.010942 sec): 3 clusters Score: Raw -35171.435423 + Penalty 1853.101407 = -33318.334016 nChanged 4 SP:Iteration 16Q (251.012093 sec): 3 clusters Score: Raw -35192.733557 + Penalty 1853.057902 = -33339.675655 nChanged 3 SP:Iteration 17Q (251.013240 sec): 3 clusters Score: Raw -35203.738839 + Penalty 1853.251336 = -33350.487504 nChanged 5 SP:Iteration 18Q (251.014387 sec): 3 clusters Score: Raw -35216.464117 + Penalty 1853.504155 = -33362.959962 nChanged 8 SP:Iteration 19Q (251.015529 sec): 3 clusters Score: Raw -35228.920301 + Penalty 1853.363385 = -33375.556916 nChanged 4 SP:Iteration 20F (251.016756 sec): 3 clusters Score: Raw -35233.188071 + Penalty 1853.508394 = -33379.679677 nChanged 1 SP:Iteration 21Q (251.017902 sec): 3 clusters Score: Raw -35235.638531 + Penalty 1853.079498 = -33382.559033 nChanged 1 SP:Iteration 22Q (251.019046 sec): 3 clusters Score: Raw -35236.664455 + Penalty 1853.079498 = -33383.584957 nChanged 0 SP:Iteration 23F (251.020286 sec): 3 clusters Score: Raw -35236.664455 + Penalty 1853.079498 = -33383.584957 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 7 (428 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (251.023597 sec): 2 clusters Score: Raw -28275.431848 + Penalty 489.453740 = -27785.978107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (251.024583 sec): 3 clusters Score: Raw -28093.659296 + Penalty 977.734750 = -27115.924546 nChanged 116 SP:Iteration 1F (251.025548 sec): 3 clusters Score: Raw -28165.966595 + Penalty 981.169315 = -27184.797281 nChanged 30 SP:Iteration 2F (251.026509 sec): 3 clusters Score: Raw -28187.362598 + Penalty 988.030622 = -27199.331976 nChanged 25 SP:Iteration 3F (251.027467 sec): 3 clusters Score: Raw -28213.680047 + Penalty 987.760327 = -27225.919720 nChanged 19 SP:Iteration 4Q (251.028421 sec): 3 clusters Score: Raw -28235.851692 + Penalty 990.877298 = -27244.974394 nChanged 15 SP:Iteration 5Q (251.029370 sec): 3 clusters Score: Raw -28255.896741 + Penalty 990.951758 = -27264.944983 nChanged 10 SP:Iteration 6Q (251.030314 sec): 3 clusters Score: Raw -28268.987941 + Penalty 990.321143 = -27278.666798 nChanged 6 SP:Iteration 7Q (251.031243 sec): 3 clusters Score: Raw -28275.690559 + Penalty 992.414090 = -27283.276469 nChanged 5 SP:Iteration 8Q (251.032171 sec): 3 clusters Score: Raw -28279.122913 + Penalty 993.242478 = -27285.880435 nChanged 5 SP:Iteration 9Q (251.033092 sec): 3 clusters Score: Raw -28282.190074 + Penalty 995.753300 = -27286.436775 nChanged 5 SP:Iteration 10F (251.034050 sec): 3 clusters Score: Raw -28287.250690 + Penalty 996.212043 = -27291.038648 nChanged 2 SP:Iteration 11Q (251.034971 sec): 3 clusters Score: Raw -28290.761851 + Penalty 998.275698 = -27292.486152 nChanged 2 SP:Iteration 12Q (251.035885 sec): 3 clusters Score: Raw -28294.113102 + Penalty 1000.661926 = -27293.451176 nChanged 2 SP:Iteration 13Q (251.036789 sec): 3 clusters Score: Raw -28295.616740 + Penalty 1000.661926 = -27294.954814 nChanged 0 SP:Iteration 14F (251.037743 sec): 3 clusters Score: Raw -28295.616740 + Penalty 1000.661926 = -27294.954814 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 8 (287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (251.039079 sec): 2 clusters Score: Raw -16423.785201 + Penalty 164.472146 = -16259.313054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (251.039817 sec): 3 clusters Score: Raw -16292.536701 + Penalty 328.097200 = -15964.439502 nChanged 99 SP:Iteration 1F (251.040535 sec): 3 clusters Score: Raw -16390.566666 + Penalty 322.965913 = -16067.600753 nChanged 35 SP:Iteration 2F (251.041249 sec): 3 clusters Score: Raw -16417.326692 + Penalty 322.904716 = -16094.421976 nChanged 10 SP:Iteration 3Q (251.041955 sec): 3 clusters Score: Raw -16426.314057 + Penalty 324.121174 = -16102.192882 nChanged 9 SP:Iteration 4Q (251.042657 sec): 3 clusters Score: Raw -16431.636189 + Penalty 327.751224 = -16103.884965 nChanged 7 SP:Iteration 5Q (251.043356 sec): 3 clusters Score: Raw -16435.727314 + Penalty 325.319724 = -16110.407591 nChanged 5 SP:Iteration 6Q (251.044052 sec): 3 clusters Score: Raw -16439.948020 + Penalty 326.485709 = -16113.462310 nChanged 3 SP:Iteration 7Q (251.044746 sec): 3 clusters Score: Raw -16441.383257 + Penalty 325.986154 = -16115.397104 nChanged 2 SP:Iteration 8Q (251.045436 sec): 3 clusters Score: Raw -16442.090265 + Penalty 330.734325 = -16111.355940 nChanged 4 SP:Iteration 9F (251.046143 sec): 3 clusters Score: Raw -16444.158601 + Penalty 334.151567 = -16110.007035 nChanged 6 SP:Iteration 10F (251.046850 sec): 3 clusters Score: Raw -16448.116825 + Penalty 343.536098 = -16104.580727 nChanged 7 SP:Iteration 11F (251.047556 sec): 3 clusters Score: Raw -16453.895081 + Penalty 351.504679 = -16102.390402 nChanged 5 SP:Iteration 12F (251.048262 sec): 3 clusters Score: Raw -16459.017938 + Penalty 355.789878 = -16103.228060 nChanged 3 SP:Iteration 13Q (251.048941 sec): 3 clusters Score: Raw -16461.196252 + Penalty 366.012095 = -16095.184157 nChanged 4 SP:Iteration 14F (251.049647 sec): 3 clusters Score: Raw -16463.986453 + Penalty 368.850383 = -16095.136069 nChanged 2 SP:Iteration 15F (251.050379 sec): 3 clusters Score: Raw -16464.760526 + Penalty 372.207222 = -16092.553304 nChanged 1 SP:Iteration 16F (251.051083 sec): 3 clusters Score: Raw -16465.159543 + Penalty 369.424021 = -16095.735523 nChanged 1 SP:Iteration 17Q (251.051764 sec): 3 clusters Score: Raw -16465.991826 + Penalty 369.424021 = -16096.567806 nChanged 0 SP:Iteration 18F (251.052467 sec): 3 clusters Score: Raw -16465.991826 + Penalty 369.424021 = -16096.567806 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 9 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (251.053446 sec): 2 clusters Score: Raw -10285.039032 + Penalty 740.571463 = -9544.467568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (251.053967 sec): 3 clusters Score: Raw -10337.558202 + Penalty 1481.025662 = -8856.532540 nChanged 14 SP:Iteration 1F (251.054486 sec): 3 clusters Score: Raw -10367.187248 + Penalty 1480.707128 = -8886.480119 nChanged 3 SP:Iteration 2Q (251.054979 sec): 3 clusters Score: Raw -10371.518128 + Penalty 1480.707128 = -8890.811000 nChanged 0 SP:Iteration 3F (251.055491 sec): 3 clusters Score: Raw -10371.518128 + Penalty 1480.707128 = -8890.811000 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 10 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (251.056174 sec): 2 clusters Score: Raw -3213.161151 + Penalty 250.100078 = -2963.061072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (251.056488 sec): 3 clusters Score: Raw -3221.051316 + Penalty 506.211456 = -2714.839860 nChanged 4 SP:Iteration 1F (251.056795 sec): 3 clusters Score: Raw -3227.054247 + Penalty 506.211456 = -2720.842791 nChanged 0 Memory request: 0.01 GB would take us to total of 0.82 GB. Trying to split cluster 11 (2125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (251.064203 sec): 2 clusters Score: Raw -125744.967659 + Penalty 161.303890 = -125583.663768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (251.068258 sec): 3 clusters Score: Raw -124406.776396 + Penalty 323.926152 = -124082.850244 nChanged 946 SP:Iteration 1F (251.072398 sec): 3 clusters Score: Raw -125076.209275 + Penalty 323.370111 = -124752.839164 nChanged 206 SP:Iteration 2F (251.076428 sec): 3 clusters Score: Raw -125213.328835 + Penalty 323.441706 = -124889.887128 nChanged 135 SP:Iteration 3F (251.080537 sec): 3 clusters Score: Raw -125331.591876 + Penalty 323.056687 = -125008.535189 nChanged 111 SP:Iteration 4F (251.084503 sec): 3 clusters Score: Raw -125381.167588 + Penalty 322.282776 = -125058.884812 nChanged 66 SP:Iteration 5Q (251.088520 sec): 3 clusters Score: Raw -125400.463333 + Penalty 321.372963 = -125079.090370 nChanged 41 SP:Iteration 6Q (251.092419 sec): 3 clusters Score: Raw -125411.919681 + Penalty 320.097151 = -125091.822530 nChanged 43 SP:Iteration 7Q (251.096272 sec): 3 clusters Score: Raw -125422.867535 + Penalty 318.766069 = -125104.101466 nChanged 42 SP:Iteration 8Q (251.100114 sec): 3 clusters Score: Raw -125435.901256 + Penalty 317.100076 = -125118.801180 nChanged 50 SP:Iteration 9Q (251.104262 sec): 3 clusters Score: Raw -125453.429126 + Penalty 315.317322 = -125138.111805 nChanged 53 SP:Iteration 10F (251.108550 sec): 3 clusters Score: Raw -125473.524346 + Penalty 314.118946 = -125159.405400 nChanged 47 SP:Iteration 11Q (251.112410 sec): 3 clusters Score: Raw -125491.971150 + Penalty 313.483438 = -125178.487712 nChanged 57 SP:Iteration 12Q (251.116244 sec): 3 clusters Score: Raw -125516.983254 + Penalty 312.225284 = -125204.757970 nChanged 50 SP:Iteration 13Q (251.120170 sec): 3 clusters Score: Raw -125538.999073 + Penalty 311.161415 = -125227.837658 nChanged 48 SP:Iteration 14Q (251.124120 sec): 3 clusters Score: Raw -125560.358815 + Penalty 310.245591 = -125250.113224 nChanged 41 SP:Iteration 15Q (251.127890 sec): 3 clusters Score: Raw -125577.821214 + Penalty 311.044109 = -125266.777105 nChanged 47 SP:Iteration 16Q (251.131689 sec): 3 clusters Score: Raw -125600.196721 + Penalty 312.138560 = -125288.058161 nChanged 56 SP:Iteration 17Q (251.135439 sec): 3 clusters Score: Raw -125628.085748 + Penalty 313.696242 = -125314.389506 nChanged 51 SP:Iteration 18Q (251.139440 sec): 3 clusters Score: Raw -125654.641562 + Penalty 313.913535 = -125340.728028 nChanged 50 SP:Iteration 19Q (251.143194 sec): 3 clusters Score: Raw -125678.236330 + Penalty 310.110909 = -125368.125421 nChanged 37 SP:Iteration 20F (251.147071 sec): 3 clusters Score: Raw -125699.701929 + Penalty 310.794303 = -125388.907626 nChanged 36 SP:Iteration 21Q (251.150548 sec): 3 clusters Score: Raw -125719.532802 + Penalty 312.978851 = -125406.553951 nChanged 31 SP:Iteration 22Q (251.154092 sec): 3 clusters Score: Raw -125734.827330 + Penalty 317.244922 = -125417.582407 nChanged 26 SP:Iteration 23Q (251.157460 sec): 3 clusters Score: Raw -125746.476498 + Penalty 320.674903 = -125425.801595 nChanged 22 SP:Iteration 24Q (251.160795 sec): 3 clusters Score: Raw -125754.774478 + Penalty 322.183530 = -125432.590947 nChanged 18 SP:Iteration 25Q (251.164085 sec): 3 clusters Score: Raw -125760.927417 + Penalty 322.362400 = -125438.565017 nChanged 16 SP:Iteration 26Q (251.167343 sec): 3 clusters Score: Raw -125764.915478 + Penalty 323.452850 = -125441.462628 nChanged 4 SP:Iteration 27Q (251.170638 sec): 3 clusters Score: Raw -125765.318854 + Penalty 322.418348 = -125442.900506 nChanged 6 SP:Iteration 28Q (251.173872 sec): 3 clusters Score: Raw -125767.623159 + Penalty 323.443963 = -125444.179196 nChanged 5 SP:Iteration 29Q (251.177112 sec): 3 clusters Score: Raw -125768.925282 + Penalty 323.359230 = -125445.566051 nChanged 4 SP:Iteration 30F (251.180975 sec): 3 clusters Score: Raw -125769.515112 + Penalty 323.879154 = -125445.635958 nChanged 1 SP:Iteration 31Q (251.184281 sec): 3 clusters Score: Raw -125769.809345 + Penalty 323.573031 = -125446.236315 nChanged 2 SP:Iteration 32Q (251.187588 sec): 3 clusters Score: Raw -125769.957828 + Penalty 319.533923 = -125450.423905 nChanged 2 SP:Iteration 33Q (251.190845 sec): 3 clusters Score: Raw -125771.688627 + Penalty 318.140857 = -125453.547770 nChanged 1 SP:Iteration 34Q (251.194044 sec): 3 clusters Score: Raw -125771.914960 + Penalty 317.088853 = -125454.826107 nChanged 1 SP:Iteration 35Q (251.197242 sec): 3 clusters Score: Raw -125772.058246 + Penalty 317.088853 = -125454.969393 nChanged 0 SP:Iteration 36F (251.201092 sec): 3 clusters Score: Raw -125772.058246 + Penalty 317.088853 = -125454.969393 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 12 (70 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (251.202611 sec): 2 clusters Score: Raw -3532.637312 + Penalty 90.716368 = -3441.920944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (251.202955 sec): 3 clusters Score: Raw -3528.937054 + Penalty 229.503738 = -3299.433316 nChanged 22 SP:Iteration 1F (251.203290 sec): 3 clusters Score: Raw -3577.595731 + Penalty 243.210445 = -3334.385286 nChanged 3 SP:Iteration 2Q (251.203604 sec): 3 clusters Score: Raw -3591.783494 + Penalty 243.210445 = -3348.573049 nChanged 0 SP:Iteration 3F (251.203938 sec): 3 clusters Score: Raw -3591.783494 + Penalty 243.210445 = -3348.573049 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 13 (465 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (251.206203 sec): 2 clusters Score: Raw -19579.566727 + Penalty 926.096486 = -18653.470241 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (251.207292 sec): 3 clusters Score: Raw -19590.671390 + Penalty 1853.324747 = -17737.346643 nChanged 130 SP:Iteration 1F (251.208332 sec): 3 clusters Score: Raw -19847.693982 + Penalty 1855.183273 = -17992.510709 nChanged 34 SP:Iteration 2F (251.209354 sec): 3 clusters Score: Raw -19946.520628 + Penalty 1857.434341 = -18089.086286 nChanged 21 SP:Iteration 3Q (251.210321 sec): 3 clusters Score: Raw -19988.404600 + Penalty 1856.821594 = -18131.583006 nChanged 9 SP:Iteration 4Q (251.211310 sec): 3 clusters Score: Raw -20013.268516 + Penalty 1856.139077 = -18157.129438 nChanged 9 SP:Iteration 5Q (251.212280 sec): 3 clusters Score: Raw -20048.814149 + Penalty 1854.892211 = -18193.921938 nChanged 8 SP:Iteration 6Q (251.213228 sec): 3 clusters Score: Raw -20061.675794 + Penalty 1854.644137 = -18207.031657 nChanged 2 SP:Iteration 7Q (251.214168 sec): 3 clusters Score: Raw -20065.397853 + Penalty 1854.510730 = -18210.887123 nChanged 1 SP:Iteration 8Q (251.215107 sec): 3 clusters Score: Raw -20068.868840 + Penalty 1854.510730 = -18214.358110 nChanged 2 SP:Iteration 9Q (251.216044 sec): 3 clusters Score: Raw -20075.753418 + Penalty 1854.644137 = -18221.109281 nChanged 1 SP:Iteration 10F (251.217064 sec): 3 clusters Score: Raw -20077.661349 + Penalty 1853.818116 = -18223.843233 nChanged 2 SP:Iteration 11Q (251.218002 sec): 3 clusters Score: Raw -20082.386721 + Penalty 1853.953413 = -18228.433307 nChanged 1 SP:Iteration 12Q (251.218939 sec): 3 clusters Score: Raw -20083.349983 + Penalty 1853.953413 = -18229.396569 nChanged 0 SP:Iteration 13F (251.219959 sec): 3 clusters Score: Raw -20083.349983 + Penalty 1853.953413 = -18229.396569 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 14 (671 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (251.224366 sec): 2 clusters Score: Raw -37878.974407 + Penalty 251.086278 = -37627.888129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (251.225818 sec): 3 clusters Score: Raw -37497.768422 + Penalty 501.405029 = -36996.363393 nChanged 280 SP:Iteration 1F (251.227281 sec): 3 clusters Score: Raw -37732.727552 + Penalty 500.702115 = -37232.025436 nChanged 96 SP:Iteration 2F (251.228727 sec): 3 clusters Score: Raw -37826.384348 + Penalty 502.808395 = -37323.575953 nChanged 51 SP:Iteration 3F (251.230172 sec): 3 clusters Score: Raw -37877.995343 + Penalty 515.167666 = -37362.827678 nChanged 45 SP:Iteration 4F (251.231595 sec): 3 clusters Score: Raw -37939.878628 + Penalty 543.130332 = -37396.748296 nChanged 60 SP:Iteration 5F (251.233028 sec): 3 clusters Score: Raw -38040.484559 + Penalty 553.278984 = -37487.205575 nChanged 33 SP:Iteration 6Q (251.234365 sec): 3 clusters Score: Raw -38083.332172 + Penalty 551.519112 = -37531.813059 nChanged 23 SP:Iteration 7Q (251.235669 sec): 3 clusters Score: Raw -38113.118283 + Penalty 548.591291 = -37564.526992 nChanged 10 SP:Iteration 8Q (251.236971 sec): 3 clusters Score: Raw -38120.238119 + Penalty 547.879215 = -37572.358904 nChanged 2 SP:Iteration 9Q (251.238320 sec): 3 clusters Score: Raw -38125.835600 + Penalty 547.050235 = -37578.785364 nChanged 2 SP:Iteration 10F (251.239776 sec): 3 clusters Score: Raw -38131.021084 + Penalty 544.855299 = -37586.165786 nChanged 4 SP:Iteration 11Q (251.241058 sec): 3 clusters Score: Raw -38135.241644 + Penalty 545.238419 = -37590.003225 nChanged 1 SP:Iteration 12Q (251.242335 sec): 3 clusters Score: Raw -38136.030145 + Penalty 545.800412 = -37590.229734 nChanged 1 SP:Iteration 13Q (251.243601 sec): 3 clusters Score: Raw -38136.499305 + Penalty 546.216291 = -37590.283014 nChanged 1 SP:Iteration 14Q (251.244865 sec): 3 clusters Score: Raw -38137.745876 + Penalty 547.262709 = -37590.483167 nChanged 2 SP:Iteration 15Q (251.246134 sec): 3 clusters Score: Raw -38141.570581 + Penalty 548.280280 = -37593.290301 nChanged 2 SP:Iteration 16Q (251.247461 sec): 3 clusters Score: Raw -38142.812788 + Penalty 549.759157 = -37593.053631 nChanged 3 SP:Iteration 17F (251.248920 sec): 3 clusters Score: Raw -38144.330680 + Penalty 550.356564 = -37593.974116 nChanged 2 SP:Iteration 18Q (251.250170 sec): 3 clusters Score: Raw -38145.426397 + Penalty 550.875074 = -37594.551323 nChanged 1 SP:Iteration 19Q (251.251415 sec): 3 clusters Score: Raw -38146.240710 + Penalty 552.320560 = -37593.920150 nChanged 2 SP:Iteration 20F (251.252885 sec): 3 clusters Score: Raw -38147.638979 + Penalty 553.679568 = -37593.959411 nChanged 3 SP:Iteration 21Q (251.254164 sec): 3 clusters Score: Raw -38150.728845 + Penalty 554.490191 = -37596.238654 nChanged 2 SP:Iteration 22Q (251.255411 sec): 3 clusters Score: Raw -38152.578455 + Penalty 555.032254 = -37597.546202 nChanged 2 SP:Iteration 23Q (251.256649 sec): 3 clusters Score: Raw -38154.432660 + Penalty 555.398764 = -37599.033896 nChanged 1 SP:Iteration 24Q (251.257885 sec): 3 clusters Score: Raw -38156.279405 + Penalty 556.566363 = -37599.713042 nChanged 4 SP:Iteration 25Q (251.259132 sec): 3 clusters Score: Raw -38161.381016 + Penalty 556.753347 = -37604.627669 nChanged 2 SP:Iteration 26Q (251.260363 sec): 3 clusters Score: Raw -38163.264874 + Penalty 557.130099 = -37606.134775 nChanged 1 SP:Iteration 27Q (251.261587 sec): 3 clusters Score: Raw -38165.089126 + Penalty 557.130099 = -37607.959028 nChanged 0 SP:Iteration 28F (251.263041 sec): 3 clusters Score: Raw -38165.089126 + Penalty 557.130099 = -37607.959028 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 15 (882 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (251.270291 sec): 2 clusters Score: Raw -57034.370746 + Penalty 503.652039 = -56530.718707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (251.272105 sec): 3 clusters Score: Raw -56602.271134 + Penalty 1011.756467 = -55590.514667 nChanged 331 SP:Iteration 1F (251.273894 sec): 3 clusters Score: Raw -56931.408272 + Penalty 1015.159766 = -55916.248506 nChanged 83 SP:Iteration 2F (251.275682 sec): 3 clusters Score: Raw -57003.488050 + Penalty 1019.700687 = -55983.787363 nChanged 51 SP:Iteration 3F (251.277429 sec): 3 clusters Score: Raw -57047.861917 + Penalty 1022.773476 = -56025.088441 nChanged 39 SP:Iteration 4Q (251.279172 sec): 3 clusters Score: Raw -57082.117611 + Penalty 1024.818591 = -56057.299020 nChanged 22 SP:Iteration 5Q (251.280909 sec): 3 clusters Score: Raw -57107.449954 + Penalty 1020.929299 = -56086.520655 nChanged 16 SP:Iteration 6Q (251.282654 sec): 3 clusters Score: Raw -57132.431520 + Penalty 1017.495508 = -56114.936012 nChanged 7 SP:Iteration 7Q (251.284336 sec): 3 clusters Score: Raw -57146.224122 + Penalty 1016.677564 = -56129.546558 nChanged 2 SP:Iteration 8Q (251.285980 sec): 3 clusters Score: Raw -57148.438700 + Penalty 1013.772210 = -56134.666489 nChanged 1 SP:Iteration 9Q (251.287619 sec): 3 clusters Score: Raw -57148.998337 + Penalty 1013.772210 = -56135.226126 nChanged 0 SP:Iteration 10F (251.289407 sec): 3 clusters Score: Raw -57148.998337 + Penalty 1013.772210 = -56135.226126 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 16 (636 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (251.293339 sec): 2 clusters Score: Raw -37527.236279 + Penalty 446.448256 = -37080.788024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (251.294741 sec): 3 clusters Score: Raw -37188.198295 + Penalty 886.706061 = -36301.492234 nChanged 214 SP:Iteration 1F (251.296122 sec): 3 clusters Score: Raw -37328.177360 + Penalty 888.159388 = -36440.017972 nChanged 89 SP:Iteration 2F (251.297494 sec): 3 clusters Score: Raw -37421.000469 + Penalty 897.219160 = -36523.781309 nChanged 55 SP:Iteration 3F (251.298869 sec): 3 clusters Score: Raw -37483.835251 + Penalty 904.226659 = -36579.608592 nChanged 36 SP:Iteration 4F (251.300253 sec): 3 clusters Score: Raw -37517.170784 + Penalty 911.672046 = -36605.498738 nChanged 21 SP:Iteration 5Q (251.301633 sec): 3 clusters Score: Raw -37535.398551 + Penalty 918.252947 = -36617.145604 nChanged 13 SP:Iteration 6Q (251.303062 sec): 3 clusters Score: Raw -37546.511764 + Penalty 927.322888 = -36619.188877 nChanged 10 SP:Iteration 7Q (251.304457 sec): 3 clusters Score: Raw -37553.780056 + Penalty 940.029096 = -36613.750960 nChanged 8 SP:Iteration 8F (251.305868 sec): 3 clusters Score: Raw -37561.096377 + Penalty 945.755681 = -36615.340697 nChanged 7 SP:Iteration 9Q (251.307258 sec): 3 clusters Score: Raw -37567.574430 + Penalty 958.773866 = -36608.800564 nChanged 5 SP:Iteration 10F (251.308698 sec): 3 clusters Score: Raw -37573.761658 + Penalty 965.841177 = -36607.920480 nChanged 4 SP:Iteration 11F (251.310104 sec): 3 clusters Score: Raw -37577.655064 + Penalty 962.902328 = -36614.752736 nChanged 2 SP:Iteration 12Q (251.311470 sec): 3 clusters Score: Raw -37579.344997 + Penalty 967.245299 = -36612.099698 nChanged 2 SP:Iteration 13F (251.312875 sec): 3 clusters Score: Raw -37580.248668 + Penalty 969.214213 = -36611.034455 nChanged 1 SP:Iteration 14F (251.314274 sec): 3 clusters Score: Raw -37580.757621 + Penalty 970.253642 = -36610.503980 nChanged 1 SP:Iteration 15F (251.315656 sec): 3 clusters Score: Raw -37581.136150 + Penalty 971.663687 = -36609.472464 nChanged 1 SP:Iteration 16F (251.317071 sec): 3 clusters Score: Raw -37582.635842 + Penalty 971.663687 = -36610.972155 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 17 (400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (251.318764 sec): 2 clusters Score: Raw -25454.819418 + Penalty 701.585809 = -24753.233610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (251.319697 sec): 3 clusters Score: Raw -25332.111348 + Penalty 1402.650891 = -23929.460457 nChanged 87 SP:Iteration 1F (251.320608 sec): 3 clusters Score: Raw -25437.114502 + Penalty 1402.785140 = -24034.329362 nChanged 25 SP:Iteration 2F (251.321517 sec): 3 clusters Score: Raw -25468.284048 + Penalty 1402.656167 = -24065.627881 nChanged 13 SP:Iteration 3Q (251.322435 sec): 3 clusters Score: Raw -25483.594574 + Penalty 1402.383950 = -24081.210623 nChanged 9 SP:Iteration 4Q (251.323341 sec): 3 clusters Score: Raw -25490.522470 + Penalty 1402.341635 = -24088.180835 nChanged 3 SP:Iteration 5Q (251.324233 sec): 3 clusters Score: Raw -25492.861478 + Penalty 1402.647915 = -24090.213563 nChanged 3 SP:Iteration 6Q (251.325123 sec): 3 clusters Score: Raw -25494.092909 + Penalty 1402.978670 = -24091.114238 nChanged 2 SP:Iteration 7Q (251.326012 sec): 3 clusters Score: Raw -25494.691452 + Penalty 1403.445414 = -24091.246038 nChanged 3 SP:Iteration 8Q (251.326899 sec): 3 clusters Score: Raw -25496.795364 + Penalty 1403.979809 = -24092.815556 nChanged 4 SP:Iteration 9Q (251.327786 sec): 3 clusters Score: Raw -25505.765491 + Penalty 1404.204975 = -24101.560515 nChanged 1 SP:Iteration 10F (251.328693 sec): 3 clusters Score: Raw -25507.388728 + Penalty 1404.257867 = -24103.130861 nChanged 1 SP:Iteration 11Q (251.329584 sec): 3 clusters Score: Raw -25508.939637 + Penalty 1403.999575 = -24104.940062 nChanged 2 SP:Iteration 12Q (251.330472 sec): 3 clusters Score: Raw -25517.360846 + Penalty 1404.421106 = -24112.939740 nChanged 1 SP:Iteration 13Q (251.331356 sec): 3 clusters Score: Raw -25522.200571 + Penalty 1404.064526 = -24118.136044 nChanged 2 SP:Iteration 14Q (251.332239 sec): 3 clusters Score: Raw -25523.563496 + Penalty 1404.465736 = -24119.097760 nChanged 3 SP:Iteration 15Q (251.333122 sec): 3 clusters Score: Raw -25526.003867 + Penalty 1404.027922 = -24121.975945 nChanged 1 SP:Iteration 16Q (251.334004 sec): 3 clusters Score: Raw -25533.458023 + Penalty 1403.813143 = -24129.644880 nChanged 1 SP:Iteration 17Q (251.334884 sec): 3 clusters Score: Raw -25537.257578 + Penalty 1404.228925 = -24133.028653 nChanged 5 SP:Iteration 18Q (251.335762 sec): 3 clusters Score: Raw -25541.066002 + Penalty 1404.751914 = -24136.314088 nChanged 2 SP:Iteration 19Q (251.336641 sec): 3 clusters Score: Raw -25542.889060 + Penalty 1404.127173 = -24138.761887 nChanged 4 SP:Iteration 20F (251.337547 sec): 3 clusters Score: Raw -25547.658959 + Penalty 1404.448331 = -24143.210628 nChanged 4 SP:Iteration 21Q (251.338426 sec): 3 clusters Score: Raw -25551.910850 + Penalty 1404.766073 = -24147.144777 nChanged 5 SP:Iteration 22Q (251.339304 sec): 3 clusters Score: Raw -25560.563440 + Penalty 1405.103479 = -24155.459961 nChanged 8 SP:Iteration 23Q (251.340186 sec): 3 clusters Score: Raw -25567.972034 + Penalty 1406.680760 = -24161.291275 nChanged 3 SP:Iteration 24Q (251.341092 sec): 3 clusters Score: Raw -25571.527584 + Penalty 1407.214650 = -24164.312934 nChanged 3 SP:Iteration 25Q (251.341967 sec): 3 clusters Score: Raw -25576.220516 + Penalty 1407.703177 = -24168.517339 nChanged 3 SP:Iteration 26Q (251.342851 sec): 3 clusters Score: Raw -25579.254191 + Penalty 1407.250281 = -24172.003910 nChanged 1 SP:Iteration 27Q (251.343731 sec): 3 clusters Score: Raw -25582.084861 + Penalty 1406.306814 = -24175.778047 nChanged 1 SP:Iteration 28Q (251.344643 sec): 3 clusters Score: Raw -25585.332499 + Penalty 1406.556088 = -24178.776411 nChanged 2 SP:Iteration 29Q (251.345550 sec): 3 clusters Score: Raw -25587.758756 + Penalty 1406.969261 = -24180.789495 nChanged 2 SP:Iteration 30F (251.346492 sec): 3 clusters Score: Raw -25590.589638 + Penalty 1407.174107 = -24183.415531 nChanged 1 SP:Iteration 31Q (251.347399 sec): 3 clusters Score: Raw -25591.702418 + Penalty 1407.610994 = -24184.091424 nChanged 1 SP:Iteration 32Q (251.348279 sec): 3 clusters Score: Raw -25595.373477 + Penalty 1407.610994 = -24187.762484 nChanged 0 SP:Iteration 33F (251.349181 sec): 3 clusters Score: Raw -25595.373477 + Penalty 1407.610994 = -24187.762484 nChanged 0 Memory request: 0.01 GB would take us to total of 0.82 GB. Trying to split cluster 18 (1925 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (251.358712 sec): 2 clusters Score: Raw -116093.474488 + Penalty 540.539552 = -115552.934936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (251.362360 sec): 3 clusters Score: Raw -114940.121673 + Penalty 1078.132640 = -113861.989033 nChanged 738 SP:Iteration 1F (251.365989 sec): 3 clusters Score: Raw -115340.378285 + Penalty 1071.339228 = -114269.039056 nChanged 288 SP:Iteration 2F (251.369636 sec): 3 clusters Score: Raw -115536.380351 + Penalty 1064.476019 = -114471.904333 nChanged 170 SP:Iteration 3F (251.373293 sec): 3 clusters Score: Raw -115685.420602 + Penalty 1060.175655 = -114625.244947 nChanged 116 SP:Iteration 4F (251.376824 sec): 3 clusters Score: Raw -115776.892035 + Penalty 1056.448386 = -114720.443650 nChanged 89 SP:Iteration 5Q (251.380353 sec): 3 clusters Score: Raw -115847.937196 + Penalty 1053.251785 = -114794.685411 nChanged 93 SP:Iteration 6Q (251.383806 sec): 3 clusters Score: Raw -115934.688294 + Penalty 1044.195844 = -114890.492450 nChanged 73 SP:Iteration 7Q (251.387212 sec): 3 clusters Score: Raw -115996.127696 + Penalty 1043.698693 = -114952.429004 nChanged 44 SP:Iteration 8Q (251.390483 sec): 3 clusters Score: Raw -116039.443919 + Penalty 1045.641856 = -114993.802062 nChanged 33 SP:Iteration 9Q (251.393655 sec): 3 clusters Score: Raw -116067.418421 + Penalty 1059.854817 = -115007.563604 nChanged 19 SP:Iteration 10F (251.397162 sec): 3 clusters Score: Raw -116086.702648 + Penalty 1072.063097 = -115014.639550 nChanged 18 SP:Iteration 11Q (251.400169 sec): 3 clusters Score: Raw -116107.046019 + Penalty 1080.403341 = -115026.642678 nChanged 11 SP:Iteration 12Q (251.403193 sec): 3 clusters Score: Raw -116123.394129 + Penalty 1096.305385 = -115027.088744 nChanged 9 SP:Iteration 13Q (251.406145 sec): 3 clusters Score: Raw -116131.298885 + Penalty 1107.137935 = -115024.160950 nChanged 5 SP:Iteration 14F (251.409694 sec): 3 clusters Score: Raw -116135.806691 + Penalty 1116.229758 = -115019.576933 nChanged 4 SP:Iteration 15F (251.413200 sec): 3 clusters Score: Raw -116137.160550 + Penalty 1117.914755 = -115019.245795 nChanged 1 SP:Iteration 16F (251.416702 sec): 3 clusters Score: Raw -116137.367659 + Penalty 1117.914755 = -115019.452904 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 19 (670 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (251.419837 sec): 2 clusters Score: Raw -40436.135207 + Penalty 429.523868 = -40006.611339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (251.421282 sec): 3 clusters Score: Raw -40064.156218 + Penalty 855.849879 = -39208.306339 nChanged 229 SP:Iteration 1F (251.422768 sec): 3 clusters Score: Raw -40168.960873 + Penalty 858.640297 = -39310.320576 nChanged 86 SP:Iteration 2F (251.424191 sec): 3 clusters Score: Raw -40232.546418 + Penalty 863.449680 = -39369.096738 nChanged 67 SP:Iteration 3F (251.425619 sec): 3 clusters Score: Raw -40296.001673 + Penalty 868.945835 = -39427.055838 nChanged 61 SP:Iteration 4F (251.427012 sec): 3 clusters Score: Raw -40349.311373 + Penalty 871.694933 = -39477.616439 nChanged 39 SP:Iteration 5F (251.428392 sec): 3 clusters Score: Raw -40371.962483 + Penalty 871.428551 = -39500.533931 nChanged 17 SP:Iteration 6Q (251.429758 sec): 3 clusters Score: Raw -40385.988952 + Penalty 868.023587 = -39517.965365 nChanged 15 SP:Iteration 7Q (251.431147 sec): 3 clusters Score: Raw -40394.922413 + Penalty 867.981200 = -39526.941214 nChanged 8 SP:Iteration 8Q (251.432512 sec): 3 clusters Score: Raw -40397.692523 + Penalty 868.155116 = -39529.537408 nChanged 4 SP:Iteration 9Q (251.433882 sec): 3 clusters Score: Raw -40399.665050 + Penalty 867.588980 = -39532.076070 nChanged 6 SP:Iteration 10F (251.435287 sec): 3 clusters Score: Raw -40401.588062 + Penalty 866.681652 = -39534.906410 nChanged 7 SP:Iteration 11Q (251.436652 sec): 3 clusters Score: Raw -40405.349974 + Penalty 866.015084 = -39539.334890 nChanged 7 SP:Iteration 12Q (251.438009 sec): 3 clusters Score: Raw -40407.641238 + Penalty 864.758849 = -39542.882389 nChanged 5 SP:Iteration 13Q (251.439366 sec): 3 clusters Score: Raw -40409.902935 + Penalty 864.044316 = -39545.858619 nChanged 2 SP:Iteration 14Q (251.440723 sec): 3 clusters Score: Raw -40411.036073 + Penalty 864.063150 = -39546.972923 nChanged 1 SP:Iteration 15Q (251.442085 sec): 3 clusters Score: Raw -40411.994150 + Penalty 864.063150 = -39547.931000 nChanged 0 SP:Iteration 16F (251.443707 sec): 3 clusters Score: Raw -40411.994150 + Penalty 864.063150 = -39547.931000 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 22 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (251.445121 sec): 2 clusters Score: Raw -1176.707186 + Penalty 208.907077 = -967.800109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (251.445380 sec): 3 clusters Score: Raw -1232.613754 + Penalty 417.190334 = -815.423420 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 23 (315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (251.447133 sec): 2 clusters Score: Raw -13975.143899 + Penalty 430.489531 = -13544.654367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (251.447943 sec): 3 clusters Score: Raw -13946.985799 + Penalty 860.677262 = -13086.308537 nChanged 89 SP:Iteration 1F (251.448738 sec): 3 clusters Score: Raw -14039.679934 + Penalty 868.200282 = -13171.479653 nChanged 28 SP:Iteration 2F (251.449537 sec): 3 clusters Score: Raw -14093.385874 + Penalty 880.826420 = -13212.559454 nChanged 24 SP:Iteration 3F (251.450304 sec): 3 clusters Score: Raw -14126.296745 + Penalty 896.530207 = -13229.766538 nChanged 17 SP:Iteration 4F (251.451069 sec): 3 clusters Score: Raw -14149.006400 + Penalty 908.674946 = -13240.331454 nChanged 16 SP:Iteration 5F (251.451835 sec): 3 clusters Score: Raw -14172.327973 + Penalty 924.052182 = -13248.275791 nChanged 12 SP:Iteration 6Q (251.452567 sec): 3 clusters Score: Raw -14193.552154 + Penalty 927.036804 = -13266.515350 nChanged 6 SP:Iteration 7Q (251.453297 sec): 3 clusters Score: Raw -14219.717265 + Penalty 928.190723 = -13291.526543 nChanged 7 SP:Iteration 8Q (251.454023 sec): 3 clusters Score: Raw -14235.327844 + Penalty 927.421288 = -13307.906556 nChanged 2 SP:Iteration 9Q (251.454746 sec): 3 clusters Score: Raw -14243.789585 + Penalty 928.256432 = -13315.533152 nChanged 1 SP:Iteration 10F (251.455511 sec): 3 clusters Score: Raw -14245.011654 + Penalty 925.649432 = -13319.362222 nChanged 1 SP:Iteration 11Q (251.456231 sec): 3 clusters Score: Raw -14253.421781 + Penalty 924.997775 = -13328.424006 nChanged 2 SP:Iteration 12Q (251.456979 sec): 3 clusters Score: Raw -14257.519421 + Penalty 924.997775 = -13332.521647 nChanged 0 SP:Iteration 13F (251.457744 sec): 3 clusters Score: Raw -14257.519421 + Penalty 924.997775 = -13332.521647 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 24 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (251.458713 sec): 2 clusters Score: Raw -625.951730 + Penalty 180.122515 = -445.829214 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (251.458952 sec): 3 clusters Score: Raw -655.934366 + Penalty 364.730898 = -291.203468 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 25 (574 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (251.461372 sec): 2 clusters Score: Raw -33647.503924 + Penalty 991.592796 = -32655.911128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (251.462613 sec): 3 clusters Score: Raw -33549.386573 + Penalty 1984.139488 = -31565.247085 nChanged 153 SP:Iteration 1F (251.463870 sec): 3 clusters Score: Raw -33758.656352 + Penalty 1984.467971 = -31774.188381 nChanged 47 SP:Iteration 2F (251.465093 sec): 3 clusters Score: Raw -33845.531535 + Penalty 1984.637072 = -31860.894463 nChanged 26 SP:Iteration 3Q (251.466272 sec): 3 clusters Score: Raw -33899.549040 + Penalty 1984.276973 = -31915.272067 nChanged 20 SP:Iteration 4Q (251.467437 sec): 3 clusters Score: Raw -33945.238858 + Penalty 1984.239494 = -31960.999364 nChanged 23 SP:Iteration 5Q (251.468598 sec): 3 clusters Score: Raw -34000.112365 + Penalty 1983.724846 = -32016.387518 nChanged 12 SP:Iteration 6Q (251.469770 sec): 3 clusters Score: Raw -34021.731376 + Penalty 1983.537933 = -32038.193443 nChanged 6 SP:Iteration 7Q (251.470911 sec): 3 clusters Score: Raw -34034.394229 + Penalty 1983.269807 = -32051.124422 nChanged 3 SP:Iteration 8Q (251.472049 sec): 3 clusters Score: Raw -34043.032328 + Penalty 1983.269807 = -32059.762521 nChanged 2 SP:Iteration 9Q (251.473182 sec): 3 clusters Score: Raw -34045.594310 + Penalty 1983.269807 = -32062.324503 nChanged 0 SP:Iteration 10F (251.474395 sec): 3 clusters Score: Raw -34045.594310 + Penalty 1983.269807 = -32062.324503 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 26 (557 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (251.476907 sec): 2 clusters Score: Raw -35074.361680 + Penalty 398.978806 = -34675.382873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (251.478122 sec): 3 clusters Score: Raw -34776.922878 + Penalty 816.165153 = -33960.757725 nChanged 196 SP:Iteration 1F (251.479317 sec): 3 clusters Score: Raw -34920.136821 + Penalty 830.501066 = -34089.635755 nChanged 60 SP:Iteration 2F (251.480517 sec): 3 clusters Score: Raw -34978.841600 + Penalty 844.323836 = -34134.517764 nChanged 36 SP:Iteration 3F (251.481710 sec): 3 clusters Score: Raw -35020.685299 + Penalty 856.679850 = -34164.005449 nChanged 28 SP:Iteration 4F (251.482909 sec): 3 clusters Score: Raw -35049.539138 + Penalty 863.617685 = -34185.921454 nChanged 16 SP:Iteration 5Q (251.484032 sec): 3 clusters Score: Raw -35060.720035 + Penalty 869.170467 = -34191.549568 nChanged 12 SP:Iteration 6Q (251.485143 sec): 3 clusters Score: Raw -35069.685732 + Penalty 871.839446 = -34197.846286 nChanged 7 SP:Iteration 7Q (251.486266 sec): 3 clusters Score: Raw -35073.443899 + Penalty 872.859067 = -34200.584832 nChanged 6 SP:Iteration 8Q (251.487365 sec): 3 clusters Score: Raw -35078.629150 + Penalty 876.998233 = -34201.630917 nChanged 5 SP:Iteration 9Q (251.488461 sec): 3 clusters Score: Raw -35081.939330 + Penalty 876.574664 = -34205.364665 nChanged 2 SP:Iteration 10F (251.489660 sec): 3 clusters Score: Raw -35083.108842 + Penalty 876.880537 = -34206.228304 nChanged 1 SP:Iteration 11Q (251.490755 sec): 3 clusters Score: Raw -35083.511671 + Penalty 878.127839 = -34205.383832 nChanged 2 SP:Iteration 12F (251.491985 sec): 3 clusters Score: Raw -35084.800751 + Penalty 878.792881 = -34206.007870 nChanged 1 SP:Iteration 13Q (251.493074 sec): 3 clusters Score: Raw -35084.920650 + Penalty 878.792881 = -34206.127769 nChanged 0 SP:Iteration 14F (251.494270 sec): 3 clusters Score: Raw -35084.920650 + Penalty 878.792881 = -34206.127769 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 27 (549 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (251.496690 sec): 2 clusters Score: Raw -34205.085352 + Penalty 344.893512 = -33860.191840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (251.497891 sec): 3 clusters Score: Raw -33938.088304 + Penalty 688.057596 = -33250.030707 nChanged 206 SP:Iteration 1F (251.499096 sec): 3 clusters Score: Raw -34052.818510 + Penalty 685.844045 = -33366.974465 nChanged 48 SP:Iteration 2F (251.500304 sec): 3 clusters Score: Raw -34085.166387 + Penalty 681.494536 = -33403.671851 nChanged 41 SP:Iteration 3F (251.501565 sec): 3 clusters Score: Raw -34117.382736 + Penalty 688.165328 = -33429.217408 nChanged 48 SP:Iteration 4F (251.502865 sec): 3 clusters Score: Raw -34173.329894 + Penalty 703.250339 = -33470.079556 nChanged 43 SP:Iteration 5F (251.504154 sec): 3 clusters Score: Raw -34220.150966 + Penalty 716.720314 = -33503.430652 nChanged 25 SP:Iteration 6Q (251.505393 sec): 3 clusters Score: Raw -34251.400151 + Penalty 730.213398 = -33521.186754 nChanged 8 SP:Iteration 7Q (251.506592 sec): 3 clusters Score: Raw -34258.867073 + Penalty 734.632376 = -33524.234697 nChanged 4 SP:Iteration 8Q (251.507771 sec): 3 clusters Score: Raw -34263.088604 + Penalty 743.822238 = -33519.266366 nChanged 4 SP:Iteration 9F (251.508984 sec): 3 clusters Score: Raw -34266.373927 + Penalty 746.334942 = -33520.038985 nChanged 1 SP:Iteration 10F (251.510191 sec): 3 clusters Score: Raw -34268.582392 + Penalty 746.334942 = -33522.247450 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 28 (163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (251.511959 sec): 2 clusters Score: Raw -10288.704498 + Penalty 426.713634 = -9861.990864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (251.512492 sec): 3 clusters Score: Raw -10259.403649 + Penalty 852.879091 = -9406.524557 nChanged 24 SP:Iteration 1F (251.512986 sec): 3 clusters Score: Raw -10282.973747 + Penalty 854.696527 = -9428.277220 nChanged 13 SP:Iteration 2F (251.513479 sec): 3 clusters Score: Raw -10299.952813 + Penalty 859.389577 = -9440.563236 nChanged 11 SP:Iteration 3F (251.513972 sec): 3 clusters Score: Raw -10316.019326 + Penalty 863.945571 = -9452.073755 nChanged 5 SP:Iteration 4Q (251.514458 sec): 3 clusters Score: Raw -10326.888169 + Penalty 870.258084 = -9456.630085 nChanged 6 SP:Iteration 5Q (251.514938 sec): 3 clusters Score: Raw -10341.996836 + Penalty 875.933810 = -9466.063026 nChanged 4 SP:Iteration 6Q (251.515416 sec): 3 clusters Score: Raw -10347.255033 + Penalty 877.100462 = -9470.154571 nChanged 2 SP:Iteration 7Q (251.515892 sec): 3 clusters Score: Raw -10351.811575 + Penalty 877.441923 = -9474.369652 nChanged 2 SP:Iteration 8Q (251.516367 sec): 3 clusters Score: Raw -10354.034080 + Penalty 877.441923 = -9476.592157 nChanged 0 SP:Iteration 9F (251.516857 sec): 3 clusters Score: Raw -10354.034080 + Penalty 877.441923 = -9476.592157 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 29 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (251.517892 sec): 2 clusters Score: Raw -1680.660806 + Penalty 388.267097 = -1292.393709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (251.518161 sec): 3 clusters Score: Raw -1747.283794 + Penalty 761.951027 = -985.332766 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 30 (157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (251.519409 sec): 2 clusters Score: Raw -10034.839501 + Penalty 461.962981 = -9572.876520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (251.519947 sec): 3 clusters Score: Raw -10020.700481 + Penalty 925.828002 = -9094.872478 nChanged 28 SP:Iteration 1F (251.520441 sec): 3 clusters Score: Raw -10072.366638 + Penalty 927.789409 = -9144.577229 nChanged 8 SP:Iteration 2F (251.520935 sec): 3 clusters Score: Raw -10087.219632 + Penalty 928.672724 = -9158.546908 nChanged 3 SP:Iteration 3Q (251.521415 sec): 3 clusters Score: Raw -10089.634576 + Penalty 928.672724 = -9160.961852 nChanged 0 SP:Iteration 4F (251.521907 sec): 3 clusters Score: Raw -10089.634576 + Penalty 928.672724 = -9160.961852 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 31 (192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (251.523700 sec): 2 clusters Score: Raw -10915.529315 + Penalty 659.243718 = -10256.285597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (251.524272 sec): 3 clusters Score: Raw -10904.332647 + Penalty 1318.620914 = -9585.711733 nChanged 32 SP:Iteration 1F (251.524843 sec): 3 clusters Score: Raw -10949.111867 + Penalty 1318.310954 = -9630.800913 nChanged 9 SP:Iteration 2Q (251.525381 sec): 3 clusters Score: Raw -10958.876584 + Penalty 1317.806143 = -9641.070441 nChanged 4 SP:Iteration 3Q (251.525916 sec): 3 clusters Score: Raw -10968.777765 + Penalty 1316.896357 = -9651.881408 nChanged 4 SP:Iteration 4Q (251.526460 sec): 3 clusters Score: Raw -10977.916260 + Penalty 1315.892401 = -9662.023859 nChanged 3 SP:Iteration 5Q (251.527005 sec): 3 clusters Score: Raw -10988.096263 + Penalty 1315.257153 = -9672.839110 nChanged 2 SP:Iteration 6Q (251.527547 sec): 3 clusters Score: Raw -10992.009067 + Penalty 1315.346005 = -9676.663061 nChanged 1 SP:Iteration 7Q (251.528087 sec): 3 clusters Score: Raw -10996.188838 + Penalty 1314.999339 = -9681.189499 nChanged 1 SP:Iteration 8Q (251.528626 sec): 3 clusters Score: Raw -11000.401068 + Penalty 1314.457143 = -9685.943925 nChanged 1 SP:Iteration 9Q (251.529164 sec): 3 clusters Score: Raw -11001.360639 + Penalty 1314.457143 = -9686.903496 nChanged 0 SP:Iteration 10F (251.529730 sec): 3 clusters Score: Raw -11001.360639 + Penalty 1314.457143 = -9686.903496 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 32 (293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (251.531578 sec): 2 clusters Score: Raw -19659.765613 + Penalty 513.829258 = -19145.936355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (251.532313 sec): 3 clusters Score: Raw -19543.914072 + Penalty 1026.663482 = -18517.250590 nChanged 74 SP:Iteration 1F (251.533038 sec): 3 clusters Score: Raw -19605.672857 + Penalty 1024.966615 = -18580.706242 nChanged 22 SP:Iteration 2F (251.533757 sec): 3 clusters Score: Raw -19629.745104 + Penalty 1025.856835 = -18603.888269 nChanged 9 SP:Iteration 3Q (251.534468 sec): 3 clusters Score: Raw -19636.593898 + Penalty 1026.359985 = -18610.233912 nChanged 6 SP:Iteration 4Q (251.535178 sec): 3 clusters Score: Raw -19645.243272 + Penalty 1027.871978 = -18617.371294 nChanged 8 SP:Iteration 5Q (251.535906 sec): 3 clusters Score: Raw -19652.437732 + Penalty 1027.751709 = -18624.686023 nChanged 2 SP:Iteration 6Q (251.536616 sec): 3 clusters Score: Raw -19653.488404 + Penalty 1028.203951 = -18625.284453 nChanged 3 SP:Iteration 7Q (251.537321 sec): 3 clusters Score: Raw -19656.342979 + Penalty 1028.203951 = -18628.139029 nChanged 0 SP:Iteration 8F (251.538037 sec): 3 clusters Score: Raw -19656.342979 + Penalty 1028.203951 = -18628.139029 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 33 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (251.539502 sec): 2 clusters Score: Raw -9957.516899 + Penalty 44.999429 = -9912.517470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (251.540050 sec): 3 clusters Score: Raw -9857.907168 + Penalty 91.503427 = -9766.403741 nChanged 86 SP:Iteration 1F (251.540619 sec): 3 clusters Score: Raw -9908.779924 + Penalty 90.901803 = -9817.878121 nChanged 17 SP:Iteration 2F (251.541157 sec): 3 clusters Score: Raw -9920.532742 + Penalty 89.629949 = -9830.902793 nChanged 18 SP:Iteration 3F (251.541692 sec): 3 clusters Score: Raw -9937.201190 + Penalty 88.171108 = -9849.030083 nChanged 24 SP:Iteration 4F (251.542225 sec): 3 clusters Score: Raw -9965.881058 + Penalty 86.640916 = -9879.240142 nChanged 20 SP:Iteration 5F (251.542760 sec): 3 clusters Score: Raw -9981.321998 + Penalty 86.660795 = -9894.661203 nChanged 7 SP:Iteration 6Q (251.543273 sec): 3 clusters Score: Raw -9985.887595 + Penalty 86.577658 = -9899.309937 nChanged 6 SP:Iteration 7Q (251.543830 sec): 3 clusters Score: Raw -9987.578520 + Penalty 86.582358 = -9900.996162 nChanged 1 SP:Iteration 8Q (251.544405 sec): 3 clusters Score: Raw -9987.648405 + Penalty 86.582358 = -9901.066047 nChanged 0 SP:Iteration 9F (251.544992 sec): 3 clusters Score: Raw -9987.648405 + Penalty 86.582358 = -9901.066047 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 34 (419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (251.547388 sec): 2 clusters Score: Raw -28567.118759 + Penalty 579.525055 = -27987.593704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (251.548395 sec): 3 clusters Score: Raw -28393.714926 + Penalty 1159.420044 = -27234.294883 nChanged 118 SP:Iteration 1F (251.549380 sec): 3 clusters Score: Raw -28485.550802 + Penalty 1160.089482 = -27325.461320 nChanged 35 SP:Iteration 2F (251.550330 sec): 3 clusters Score: Raw -28511.175384 + Penalty 1160.877946 = -27350.297438 nChanged 22 SP:Iteration 3F (251.551268 sec): 3 clusters Score: Raw -28536.127006 + Penalty 1161.908144 = -27374.218862 nChanged 16 SP:Iteration 4Q (251.552220 sec): 3 clusters Score: Raw -28548.750252 + Penalty 1162.561783 = -27386.188469 nChanged 7 SP:Iteration 5Q (251.553154 sec): 3 clusters Score: Raw -28553.020093 + Penalty 1164.226717 = -27388.793375 nChanged 8 SP:Iteration 6Q (251.554084 sec): 3 clusters Score: Raw -28563.806343 + Penalty 1164.493482 = -27399.312861 nChanged 8 SP:Iteration 7Q (251.555061 sec): 3 clusters Score: Raw -28572.491654 + Penalty 1164.823342 = -27407.668312 nChanged 7 SP:Iteration 8Q (251.556000 sec): 3 clusters Score: Raw -28583.393010 + Penalty 1162.854931 = -27420.538079 nChanged 9 SP:Iteration 9Q (251.556980 sec): 3 clusters Score: Raw -28596.613101 + Penalty 1161.882074 = -27434.731027 nChanged 7 SP:Iteration 10F (251.557961 sec): 3 clusters Score: Raw -28604.457618 + Penalty 1161.430306 = -27443.027312 nChanged 5 SP:Iteration 11Q (251.558923 sec): 3 clusters Score: Raw -28611.601149 + Penalty 1161.222495 = -27450.378654 nChanged 3 SP:Iteration 12Q (251.559876 sec): 3 clusters Score: Raw -28614.016785 + Penalty 1161.474490 = -27452.542294 nChanged 2 SP:Iteration 13Q (251.560792 sec): 3 clusters Score: Raw -28617.304261 + Penalty 1161.592040 = -27455.712221 nChanged 3 SP:Iteration 14Q (251.561707 sec): 3 clusters Score: Raw -28619.671365 + Penalty 1161.339436 = -27458.331929 nChanged 4 SP:Iteration 15Q (251.562624 sec): 3 clusters Score: Raw -28621.449618 + Penalty 1161.339436 = -27460.110182 nChanged 0 SP:Iteration 16F (251.563561 sec): 3 clusters Score: Raw -28621.449618 + Penalty 1161.339436 = -27460.110182 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 35 (134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (251.564909 sec): 2 clusters Score: Raw -7221.126316 + Penalty 738.641251 = -6482.485066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (251.565364 sec): 3 clusters Score: Raw -7337.251657 + Penalty 1477.520341 = -5859.731316 nChanged 16 SP:Iteration 1F (251.565812 sec): 3 clusters Score: Raw -7384.260899 + Penalty 1477.554644 = -5906.706254 nChanged 2 SP:Iteration 2Q (251.566228 sec): 3 clusters Score: Raw -7393.410984 + Penalty 1477.554644 = -5915.856340 nChanged 0 SP:Iteration 3F (251.566703 sec): 3 clusters Score: Raw -7393.410984 + Penalty 1477.554644 = -5915.856340 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 37 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (251.567753 sec): 2 clusters Score: Raw -3167.422582 + Penalty 220.303085 = -2947.119498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (251.568110 sec): 3 clusters Score: Raw -3193.935531 + Penalty 439.739746 = -2754.195785 nChanged 11 SP:Iteration 1F (251.568454 sec): 3 clusters Score: Raw -3205.084329 + Penalty 439.739746 = -2765.344584 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 40 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (251.569320 sec): 2 clusters Score: Raw -345.985438 + Penalty 142.698465 = -203.286973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (251.569538 sec): 3 clusters Score: Raw -341.757983 + Penalty 275.911194 = -65.846789 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 41 (155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (251.570781 sec): 2 clusters Score: Raw -9651.984769 + Penalty 580.828358 = -9071.156410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (251.571280 sec): 3 clusters Score: Raw -9684.996615 + Penalty 1164.737722 = -8520.258894 nChanged 20 SP:Iteration 1F (251.571772 sec): 3 clusters Score: Raw -9717.107001 + Penalty 1167.070162 = -8550.036839 nChanged 3 SP:Iteration 2Q (251.572234 sec): 3 clusters Score: Raw -9727.311917 + Penalty 1167.461741 = -8559.850176 nChanged 2 SP:Iteration 3Q (251.572693 sec): 3 clusters Score: Raw -9730.312925 + Penalty 1167.904182 = -8562.408742 nChanged 2 SP:Iteration 4Q (251.573148 sec): 3 clusters Score: Raw -9733.631183 + Penalty 1167.904182 = -8565.727000 nChanged 0 SP:Iteration 5F (251.573625 sec): 3 clusters Score: Raw -9733.631183 + Penalty 1167.904182 = -8565.727000 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 42 (82 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (251.574716 sec): 2 clusters Score: Raw -5310.752687 + Penalty 459.303877 = -4851.448810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (251.575077 sec): 3 clusters Score: Raw -5344.827346 + Penalty 920.060016 = -4424.767331 nChanged 6 SP:Iteration 1F (251.575430 sec): 3 clusters Score: Raw -5358.558253 + Penalty 920.118449 = -4438.439804 nChanged 3 SP:Iteration 2Q (251.575770 sec): 3 clusters Score: Raw -5368.132092 + Penalty 919.644879 = -4448.487213 nChanged 1 SP:Iteration 3Q (251.576107 sec): 3 clusters Score: Raw -5369.912645 + Penalty 919.644879 = -4450.267766 nChanged 0 SP:Iteration 4F (251.576482 sec): 3 clusters Score: Raw -5369.912645 + Penalty 919.644879 = -4450.267766 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 43 (158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (251.577732 sec): 2 clusters Score: Raw -10387.264506 + Penalty 330.412356 = -10056.852150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (251.578241 sec): 3 clusters Score: Raw -10318.165226 + Penalty 661.210164 = -9656.955062 nChanged 49 SP:Iteration 1F (251.578739 sec): 3 clusters Score: Raw -10365.640039 + Penalty 660.927941 = -9704.712098 nChanged 7 SP:Iteration 2Q (251.579235 sec): 3 clusters Score: Raw -10371.753471 + Penalty 660.969478 = -9710.783993 nChanged 4 SP:Iteration 3Q (251.579728 sec): 3 clusters Score: Raw -10374.150674 + Penalty 660.824713 = -9713.325961 nChanged 1 SP:Iteration 4Q (251.580222 sec): 3 clusters Score: Raw -10375.413053 + Penalty 660.732182 = -9714.680871 nChanged 1 SP:Iteration 5Q (251.580713 sec): 3 clusters Score: Raw -10376.180278 + Penalty 660.818958 = -9715.361320 nChanged 2 SP:Iteration 6Q (251.581203 sec): 3 clusters Score: Raw -10380.540070 + Penalty 660.824713 = -9719.715357 nChanged 1 SP:Iteration 7Q (251.581725 sec): 3 clusters Score: Raw -10381.512778 + Penalty 660.900267 = -9720.612511 nChanged 2 SP:Iteration 8Q (251.582213 sec): 3 clusters Score: Raw -10383.754094 + Penalty 660.900267 = -9722.853827 nChanged 0 SP:Iteration 9F (251.582704 sec): 3 clusters Score: Raw -10383.754094 + Penalty 660.900267 = -9722.853827 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 44 (353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (251.584537 sec): 2 clusters Score: Raw -20507.010680 + Penalty 867.758504 = -19639.252176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (251.585377 sec): 3 clusters Score: Raw -20460.677485 + Penalty 1734.015984 = -18726.661501 nChanged 73 SP:Iteration 1F (251.586227 sec): 3 clusters Score: Raw -20570.742653 + Penalty 1733.647274 = -18837.095380 nChanged 19 SP:Iteration 2F (251.587056 sec): 3 clusters Score: Raw -20609.755566 + Penalty 1733.334753 = -18876.420813 nChanged 7 SP:Iteration 3Q (251.587854 sec): 3 clusters Score: Raw -20618.018132 + Penalty 1732.978096 = -18885.040036 nChanged 4 SP:Iteration 4Q (251.588648 sec): 3 clusters Score: Raw -20624.802704 + Penalty 1732.948303 = -18891.854401 nChanged 2 SP:Iteration 5Q (251.589439 sec): 3 clusters Score: Raw -20626.878204 + Penalty 1732.661742 = -18894.216462 nChanged 1 SP:Iteration 6Q (251.590229 sec): 3 clusters Score: Raw -20627.690407 + Penalty 1732.952081 = -18894.738326 nChanged 1 SP:Iteration 7Q (251.591018 sec): 3 clusters Score: Raw -20630.276801 + Penalty 1733.242352 = -18897.034449 nChanged 1 SP:Iteration 8Q (251.591808 sec): 3 clusters Score: Raw -20633.680813 + Penalty 1733.414241 = -18900.266572 nChanged 1 SP:Iteration 9Q (251.592602 sec): 3 clusters Score: Raw -20634.995707 + Penalty 1733.113170 = -18901.882537 nChanged 1 SP:Iteration 10F (251.593425 sec): 3 clusters Score: Raw -20635.682949 + Penalty 1733.113170 = -18902.569779 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 45 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (251.594408 sec): 2 clusters Score: Raw -356.080856 + Penalty 124.255498 = -231.825359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (251.594628 sec): 3 clusters Score: Raw -360.499597 + Penalty 195.055658 = -165.443939 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 46 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (251.595599 sec): 2 clusters Score: Raw -3477.945835 + Penalty 430.077985 = -3047.867850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (251.595908 sec): 3 clusters Score: Raw -3545.481102 + Penalty 860.715265 = -2684.765838 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 47 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (251.596771 sec): 2 clusters Score: Raw -880.501920 + Penalty 275.867188 = -604.634731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (251.597007 sec): 3 clusters Score: Raw -916.649631 + Penalty 543.385148 = -373.264483 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 49 (232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (251.598868 sec): 2 clusters Score: Raw -15150.924754 + Penalty 761.705019 = -14389.219735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (251.599496 sec): 3 clusters Score: Raw -15139.295159 + Penalty 1523.410672 = -13615.884486 nChanged 31 SP:Iteration 1F (251.600108 sec): 3 clusters Score: Raw -15194.134831 + Penalty 1523.100033 = -13671.034798 nChanged 8 SP:Iteration 2Q (251.600718 sec): 3 clusters Score: Raw -15211.106693 + Penalty 1523.060292 = -13688.046402 nChanged 5 SP:Iteration 3Q (251.601316 sec): 3 clusters Score: Raw -15222.958158 + Penalty 1523.014654 = -13699.943504 nChanged 2 SP:Iteration 4Q (251.601943 sec): 3 clusters Score: Raw -15229.117069 + Penalty 1522.945054 = -13706.172015 nChanged 1 SP:Iteration 5Q (251.602540 sec): 3 clusters Score: Raw -15233.050250 + Penalty 1522.945054 = -13710.105196 nChanged 0 SP:Iteration 6F (251.603155 sec): 3 clusters Score: Raw -15233.050250 + Penalty 1522.945054 = -13710.105196 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 50 (163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (251.604597 sec): 2 clusters Score: Raw -8824.929215 + Penalty 34.019178 = -8790.910037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (251.605100 sec): 3 clusters Score: Raw -8741.966939 + Penalty 68.573526 = -8673.393414 nChanged 77 SP:Iteration 1F (251.605575 sec): 3 clusters Score: Raw -8816.710631 + Penalty 68.380620 = -8748.330011 nChanged 19 SP:Iteration 2F (251.606070 sec): 3 clusters Score: Raw -8841.673134 + Penalty 68.100535 = -8773.572599 nChanged 6 SP:Iteration 3Q (251.606558 sec): 3 clusters Score: Raw -8848.801088 + Penalty 69.317565 = -8779.483522 nChanged 4 SP:Iteration 4Q (251.607042 sec): 3 clusters Score: Raw -8855.575822 + Penalty 68.971278 = -8786.604544 nChanged 4 SP:Iteration 5Q (251.607525 sec): 3 clusters Score: Raw -8859.895112 + Penalty 69.023291 = -8790.871821 nChanged 3 SP:Iteration 6Q (251.607981 sec): 3 clusters Score: Raw -8865.821683 + Penalty 68.647361 = -8797.174322 nChanged 2 SP:Iteration 7Q (251.608433 sec): 3 clusters Score: Raw -8870.207504 + Penalty 68.121338 = -8802.086166 nChanged 3 SP:Iteration 8Q (251.608902 sec): 3 clusters Score: Raw -8874.106638 + Penalty 67.956662 = -8806.149975 nChanged 1 SP:Iteration 9Q (251.609351 sec): 3 clusters Score: Raw -8874.851254 + Penalty 67.479125 = -8807.372129 nChanged 3 SP:Iteration 10F (251.609821 sec): 3 clusters Score: Raw -8875.820187 + Penalty 67.330096 = -8808.490091 nChanged 1 SP:Iteration 11Q (251.610267 sec): 3 clusters Score: Raw -8876.272712 + Penalty 67.330096 = -8808.942616 nChanged 0 SP:Iteration 12F (251.610737 sec): 3 clusters Score: Raw -8876.272712 + Penalty 67.330096 = -8808.942616 nChanged 0 Score: Raw -4912111.954291 + Penalty 116770.507808 = -4795341.446482 Splitting cluster 50 changes total score from -4758526.294639 to -4795341.446482 So it's getting split into cluster 20. Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 53 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (256.653288 sec): 2 clusters Score: Raw -2204.188641 + Penalty 301.944280 = -1902.244360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (256.653587 sec): 3 clusters Score: Raw -2239.058027 + Penalty 604.554480 = -1634.503547 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 54 (107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (256.654779 sec): 2 clusters Score: Raw -6968.566978 + Penalty 472.808789 = -6495.758189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (256.655203 sec): 3 clusters Score: Raw -6984.238449 + Penalty 945.602828 = -6038.635621 nChanged 9 SP:Iteration 1F (256.655603 sec): 3 clusters Score: Raw -7000.834344 + Penalty 945.602828 = -6055.231516 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 56 (129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (256.656792 sec): 2 clusters Score: Raw -7617.688878 + Penalty 435.074428 = -7182.614450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (256.657239 sec): 3 clusters Score: Raw -7609.599115 + Penalty 880.469405 = -6729.129710 nChanged 15 SP:Iteration 1F (256.657680 sec): 3 clusters Score: Raw -7638.402117 + Penalty 898.537986 = -6739.864131 nChanged 7 SP:Iteration 2F (256.658118 sec): 3 clusters Score: Raw -7654.727873 + Penalty 905.006793 = -6749.721081 nChanged 3 SP:Iteration 3Q (256.658547 sec): 3 clusters Score: Raw -7662.638494 + Penalty 909.705029 = -6752.933465 nChanged 2 SP:Iteration 4Q (256.659004 sec): 3 clusters Score: Raw -7667.089900 + Penalty 913.419343 = -6753.670557 nChanged 1 SP:Iteration 5Q (256.659424 sec): 3 clusters Score: Raw -7671.607963 + Penalty 913.419343 = -6758.188621 nChanged 0 SP:Iteration 6F (256.659862 sec): 3 clusters Score: Raw -7671.607963 + Penalty 913.419343 = -6758.188621 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 57 (194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (256.661347 sec): 2 clusters Score: Raw -11534.034175 + Penalty 655.317550 = -10878.716625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (256.661907 sec): 3 clusters Score: Raw -11540.016727 + Penalty 1307.583031 = -10232.433696 nChanged 29 SP:Iteration 1F (256.662471 sec): 3 clusters Score: Raw -11597.031312 + Penalty 1306.066751 = -10290.964561 nChanged 5 SP:Iteration 2Q (256.662995 sec): 3 clusters Score: Raw -11606.365918 + Penalty 1305.567706 = -10300.798212 nChanged 4 SP:Iteration 3Q (256.663518 sec): 3 clusters Score: Raw -11619.226008 + Penalty 1305.567706 = -10313.658303 nChanged 0 SP:Iteration 4F (256.664067 sec): 3 clusters Score: Raw -11619.226008 + Penalty 1305.567706 = -10313.658303 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 59 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (256.665117 sec): 2 clusters Score: Raw -1007.973123 + Penalty 288.376148 = -719.596975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (256.665365 sec): 3 clusters Score: Raw -1082.796324 + Penalty 574.878605 = -507.917719 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 60 (183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (256.666694 sec): 2 clusters Score: Raw -9786.578771 + Penalty 255.474400 = -9531.104371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (256.667238 sec): 3 clusters Score: Raw -9728.894276 + Penalty 511.097516 = -9217.796759 nChanged 52 SP:Iteration 1F (256.667786 sec): 3 clusters Score: Raw -9779.313639 + Penalty 510.870261 = -9268.443378 nChanged 8 SP:Iteration 2Q (256.668323 sec): 3 clusters Score: Raw -9790.942467 + Penalty 511.250077 = -9279.692390 nChanged 4 SP:Iteration 3Q (256.668852 sec): 3 clusters Score: Raw -9794.554988 + Penalty 511.789048 = -9282.765940 nChanged 6 SP:Iteration 4Q (256.669381 sec): 3 clusters Score: Raw -9803.144054 + Penalty 512.555368 = -9290.588686 nChanged 4 SP:Iteration 5Q (256.669905 sec): 3 clusters Score: Raw -9806.421309 + Penalty 512.555368 = -9293.865942 nChanged 0 SP:Iteration 6F (256.670441 sec): 3 clusters Score: Raw -9806.421309 + Penalty 512.555368 = -9293.865942 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 62 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (256.671419 sec): 2 clusters Score: Raw -1955.121534 + Penalty 336.083276 = -1619.038258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (256.671690 sec): 3 clusters Score: Raw -2004.736428 + Penalty 672.126924 = -1332.609504 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 63 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (256.672551 sec): 2 clusters Score: Raw -570.941881 + Penalty 185.666844 = -385.275037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (256.672776 sec): 3 clusters Score: Raw -574.487700 + Penalty 413.861987 = -160.625713 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 64 (191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (256.674084 sec): 2 clusters Score: Raw -9589.149010 + Penalty 765.142459 = -8824.006551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (256.674637 sec): 3 clusters Score: Raw -9654.156109 + Penalty 1529.045710 = -8125.110399 nChanged 26 SP:Iteration 1F (256.675204 sec): 3 clusters Score: Raw -9714.983802 + Penalty 1528.726825 = -8186.256976 nChanged 8 SP:Iteration 2Q (256.675718 sec): 3 clusters Score: Raw -9743.730298 + Penalty 1528.877654 = -8214.852645 nChanged 3 SP:Iteration 3Q (256.676227 sec): 3 clusters Score: Raw -9750.856031 + Penalty 1528.877654 = -8221.978378 nChanged 0 SP:Iteration 4F (256.676764 sec): 3 clusters Score: Raw -9750.856031 + Penalty 1528.877654 = -8221.978378 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 65 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (256.677918 sec): 2 clusters Score: Raw -2549.444955 + Penalty 466.610050 = -2082.834905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (256.678219 sec): 3 clusters Score: Raw -2688.876199 + Penalty 932.434265 = -1756.441934 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 66 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (256.680554 sec): 2 clusters Score: Raw -18920.956553 + Penalty 454.177947 = -18466.778606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (256.681287 sec): 3 clusters Score: Raw -18797.466518 + Penalty 908.112859 = -17889.353659 nChanged 79 SP:Iteration 1F (256.681999 sec): 3 clusters Score: Raw -18853.710358 + Penalty 907.920670 = -17945.789688 nChanged 22 SP:Iteration 2F (256.682694 sec): 3 clusters Score: Raw -18875.150643 + Penalty 907.505253 = -17967.645390 nChanged 15 SP:Iteration 3F (256.683388 sec): 3 clusters Score: Raw -18888.003626 + Penalty 907.090916 = -17980.912710 nChanged 5 SP:Iteration 4Q (256.684076 sec): 3 clusters Score: Raw -18893.209920 + Penalty 907.362455 = -17985.847465 nChanged 3 SP:Iteration 5Q (256.684770 sec): 3 clusters Score: Raw -18894.447299 + Penalty 906.681184 = -17987.766115 nChanged 2 SP:Iteration 6Q (256.685459 sec): 3 clusters Score: Raw -18895.862836 + Penalty 905.980583 = -17989.882253 nChanged 2 SP:Iteration 7Q (256.686209 sec): 3 clusters Score: Raw -18897.247064 + Penalty 905.678376 = -17991.568688 nChanged 1 SP:Iteration 8Q (256.686933 sec): 3 clusters Score: Raw -18897.875030 + Penalty 905.369902 = -17992.505128 nChanged 1 SP:Iteration 9Q (256.687647 sec): 3 clusters Score: Raw -18898.462147 + Penalty 905.088622 = -17993.373525 nChanged 1 SP:Iteration 10F (256.688365 sec): 3 clusters Score: Raw -18898.909338 + Penalty 905.088622 = -17993.820716 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 67 (118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (256.689210 sec): 2 clusters Score: Raw -5818.458362 + Penalty 202.474826 = -5615.983536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (256.689639 sec): 3 clusters Score: Raw -5823.604505 + Penalty 405.288940 = -5418.315565 nChanged 35 SP:Iteration 1F (256.690065 sec): 3 clusters Score: Raw -5850.418067 + Penalty 405.435178 = -5444.982890 nChanged 12 SP:Iteration 2F (256.690505 sec): 3 clusters Score: Raw -5858.324588 + Penalty 404.995691 = -5453.328897 nChanged 4 SP:Iteration 3Q (256.690913 sec): 3 clusters Score: Raw -5863.615325 + Penalty 406.783434 = -5456.831891 nChanged 4 SP:Iteration 4Q (256.691318 sec): 3 clusters Score: Raw -5867.366813 + Penalty 409.099066 = -5458.267746 nChanged 4 SP:Iteration 5Q (256.691721 sec): 3 clusters Score: Raw -5877.790722 + Penalty 411.971047 = -5465.819675 nChanged 3 SP:Iteration 6Q (256.692121 sec): 3 clusters Score: Raw -5885.367613 + Penalty 415.933086 = -5469.434528 nChanged 2 SP:Iteration 7Q (256.692519 sec): 3 clusters Score: Raw -5886.794987 + Penalty 423.697860 = -5463.097127 nChanged 3 SP:Iteration 8F (256.692937 sec): 3 clusters Score: Raw -5889.083966 + Penalty 437.978813 = -5451.105154 nChanged 4 SP:Iteration 9F (256.693355 sec): 3 clusters Score: Raw -5897.853888 + Penalty 509.912990 = -5387.940897 nChanged 11 SP:Iteration 10F (256.693775 sec): 3 clusters Score: Raw -5932.656280 + Penalty 534.476969 = -5398.179310 nChanged 3 SP:Iteration 11Q (256.694190 sec): 3 clusters Score: Raw -5945.661242 + Penalty 534.476969 = -5411.184273 nChanged 0 SP:Iteration 12F (256.694606 sec): 3 clusters Score: Raw -5945.661242 + Penalty 534.476969 = -5411.184273 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 68 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (256.695191 sec): 2 clusters Score: Raw -935.693973 + Penalty 258.578899 = -677.115073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (256.695430 sec): 3 clusters Score: Raw -957.859098 + Penalty 508.244318 = -449.614780 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 70 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (256.696188 sec): 2 clusters Score: Raw -2905.774915 + Penalty 421.066115 = -2484.708801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (256.696486 sec): 3 clusters Score: Raw -2960.592699 + Penalty 852.869529 = -2107.723170 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 71 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (256.697075 sec): 2 clusters Score: Raw -653.432387 + Penalty 224.325107 = -429.107280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (256.697304 sec): 3 clusters Score: Raw -672.898191 + Penalty 443.033436 = -229.864755 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 73 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (256.697825 sec): 2 clusters Score: Raw -357.474377 + Penalty 148.892120 = -208.582258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (256.698045 sec): 3 clusters Score: Raw -380.885006 + Penalty 297.784239 = -83.100767 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 74 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (256.698558 sec): 2 clusters Score: Raw -277.107501 + Penalty 139.064509 = -138.042992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (256.698772 sec): 3 clusters Score: Raw -272.415987 + Penalty 278.129019 = 5.713031 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 76 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (256.699306 sec): 2 clusters Score: Raw -671.188588 + Penalty 213.650798 = -457.537790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (256.699536 sec): 3 clusters Score: Raw -699.785967 + Penalty 428.231291 = -271.554677 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 79 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (256.700049 sec): 2 clusters Score: Raw -191.318872 + Penalty 73.212362 = -118.106510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (256.700261 sec): 3 clusters Score: Raw -189.356200 + Penalty 150.413213 = -38.942986 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 81 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (256.700806 sec): 2 clusters Score: Raw -899.990976 + Penalty 258.765559 = -641.225418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (256.701047 sec): 3 clusters Score: Raw -948.845390 + Penalty 523.986267 = -424.859124 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 82 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (256.701568 sec): 2 clusters Score: Raw -455.440602 + Penalty 191.954915 = -263.485687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (256.701789 sec): 3 clusters Score: Raw -463.119466 + Penalty 380.082303 = -83.037163 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 84 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (256.702329 sec): 2 clusters Score: Raw -403.324441 + Penalty 137.465590 = -265.858851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (256.702548 sec): 3 clusters Score: Raw -399.426345 + Penalty 283.928017 = -115.498327 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 87 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (256.703112 sec): 2 clusters Score: Raw -1481.238211 + Penalty 324.142038 = -1157.096173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (256.703365 sec): 3 clusters Score: Raw -1534.763442 + Penalty 647.542148 = -887.221295 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 88 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (256.703891 sec): 2 clusters Score: Raw -499.817158 + Penalty 216.355511 = -283.461647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (256.704112 sec): 3 clusters Score: Raw -528.502830 + Penalty 432.711023 = -95.791807 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 90 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (256.704643 sec): 2 clusters Score: Raw -609.622558 + Penalty 190.013945 = -419.608612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (256.704870 sec): 3 clusters Score: Raw -612.700946 + Penalty 382.946722 = -229.754225 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 91 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (256.705387 sec): 2 clusters Score: Raw -319.874852 + Penalty 123.675767 = -196.199085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (256.705604 sec): 3 clusters Score: Raw -323.916566 + Penalty 253.080801 = -70.835765 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 92 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (256.706209 sec): 2 clusters Score: Raw -1975.797158 + Penalty 322.073213 = -1653.723945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (256.706491 sec): 3 clusters Score: Raw -2041.473789 + Penalty 639.633762 = -1401.840026 nChanged 1 SP:Iteration 1Q (256.706754 sec): 3 clusters Score: Raw -2050.616743 + Penalty 639.633762 = -1410.982981 nChanged 0 SP:Iteration 2F (256.707024 sec): 3 clusters Score: Raw -2050.616743 + Penalty 639.633762 = -1410.982981 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 93 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (256.707570 sec): 2 clusters Score: Raw -1035.037943 + Penalty 284.973927 = -750.064016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (256.707808 sec): 3 clusters Score: Raw -1055.167308 + Penalty 567.314662 = -487.852645 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 95 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (256.708328 sec): 2 clusters Score: Raw -379.712242 + Penalty 139.643894 = -240.068349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (256.708548 sec): 3 clusters Score: Raw -385.465660 + Penalty 279.287787 = -106.177873 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 96 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (256.709078 sec): 2 clusters Score: Raw -693.031137 + Penalty 235.058331 = -457.972806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (256.709306 sec): 3 clusters Score: Raw -695.484517 + Penalty 496.490043 = -198.994474 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 97 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (256.709858 sec): 2 clusters Score: Raw -700.305792 + Penalty 223.180888 = -477.124904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (256.710088 sec): 3 clusters Score: Raw -723.560877 + Penalty 440.803957 = -282.756920 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 99 (238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (256.711708 sec): 2 clusters Score: Raw -12180.094995 + Penalty 249.423301 = -11930.671693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (256.712338 sec): 3 clusters Score: Raw -12102.849706 + Penalty 497.479869 = -11605.369838 nChanged 71 SP:Iteration 1F (256.712954 sec): 3 clusters Score: Raw -12184.200962 + Penalty 497.233980 = -11686.966981 nChanged 32 SP:Iteration 2F (256.713570 sec): 3 clusters Score: Raw -12234.770828 + Penalty 501.954014 = -11732.816814 nChanged 10 SP:Iteration 3Q (256.714169 sec): 3 clusters Score: Raw -12244.820151 + Penalty 500.891283 = -11743.928868 nChanged 9 SP:Iteration 4Q (256.714769 sec): 3 clusters Score: Raw -12254.232051 + Penalty 501.577448 = -11752.654603 nChanged 4 SP:Iteration 5Q (256.715364 sec): 3 clusters Score: Raw -12257.559014 + Penalty 502.503799 = -11755.055215 nChanged 1 SP:Iteration 6Q (256.715960 sec): 3 clusters Score: Raw -12258.080659 + Penalty 502.503799 = -11755.576860 nChanged 0 SP:Iteration 7F (256.716574 sec): 3 clusters Score: Raw -12258.080659 + Penalty 502.503799 = -11755.576860 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 100 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (256.717169 sec): 2 clusters Score: Raw -426.633713 + Penalty 154.341587 = -272.292126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (256.717392 sec): 3 clusters Score: Raw -430.485073 + Penalty 342.776343 = -87.708730 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 101 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (256.717972 sec): 2 clusters Score: Raw -1665.834352 + Penalty 318.556601 = -1347.277752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (256.718233 sec): 3 clusters Score: Raw -1697.736712 + Penalty 666.362164 = -1031.374547 nChanged 1 SP:Iteration 1Q (256.718480 sec): 3 clusters Score: Raw -1703.582388 + Penalty 666.362164 = -1037.220224 nChanged 0 SP:Iteration 2F (256.718736 sec): 3 clusters Score: Raw -1703.582388 + Penalty 666.362164 = -1037.220224 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 102 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (256.719268 sec): 2 clusters Score: Raw -638.885421 + Penalty 213.849888 = -425.035533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (256.719497 sec): 3 clusters Score: Raw -651.379070 + Penalty 449.748623 = -201.630447 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 104 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (256.720029 sec): 2 clusters Score: Raw -595.819968 + Penalty 222.571671 = -373.248298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (256.720254 sec): 3 clusters Score: Raw -608.358230 + Penalty 445.985289 = -162.372941 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 110 (100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (256.720993 sec): 2 clusters Score: Raw -5319.461421 + Penalty 46.569757 = -5272.891664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (256.721386 sec): 3 clusters Score: Raw -5288.816365 + Penalty 99.546153 = -5189.270212 nChanged 39 SP:Iteration 1F (256.721770 sec): 3 clusters Score: Raw -5340.787984 + Penalty 100.740926 = -5240.047058 nChanged 2 SP:Iteration 2Q (256.722151 sec): 3 clusters Score: Raw -5341.577694 + Penalty 102.043451 = -5239.534243 nChanged 1 SP:Iteration 3F (256.722562 sec): 3 clusters Score: Raw -5344.414742 + Penalty 101.044990 = -5243.369752 nChanged 1 SP:Iteration 4Q (256.722932 sec): 3 clusters Score: Raw -5344.635617 + Penalty 101.044990 = -5243.590627 nChanged 0 SP:Iteration 5F (256.723316 sec): 3 clusters Score: Raw -5344.635617 + Penalty 101.044990 = -5243.590627 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 118 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (256.723897 sec): 2 clusters Score: Raw -1492.822708 + Penalty 347.991552 = -1144.831157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (256.724155 sec): 3 clusters Score: Raw -1581.115075 + Penalty 702.728873 = -878.386202 nChanged 0 Memory request: 0.04 GB would take us to total of 0.85 GB. Trying to split cluster 123 (9120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (256.762319 sec): 2 clusters Score: Raw -501889.508507 + Penalty 59.948429 = -501829.560078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (256.779448 sec): 3 clusters Score: Raw -495781.185937 + Penalty 118.675074 = -495662.510863 nChanged 4432 SP:Iteration 1F (256.795727 sec): 3 clusters Score: Raw -499108.200631 + Penalty 116.201172 = -498991.999459 nChanged 690 SP:Iteration 2F (256.812157 sec): 3 clusters Score: Raw -499817.151676 + Penalty 116.812340 = -499700.339336 nChanged 778 SP:Iteration 3F (256.828442 sec): 3 clusters Score: Raw -500849.647037 + Penalty 118.936157 = -500730.710880 nChanged 633 SP:Iteration 4F (256.844925 sec): 3 clusters Score: Raw -501680.214757 + Penalty 112.890752 = -501567.324005 nChanged 171 SP:Iteration 5Q (256.860985 sec): 3 clusters Score: Raw -501869.593668 + Penalty 117.224525 = -501752.369142 nChanged 32 SP:Iteration 6Q (256.874451 sec): 3 clusters Score: Raw -501899.429084 + Penalty 120.393978 = -501779.035106 nChanged 14 SP:Iteration 7Q (256.887276 sec): 3 clusters Score: Raw -501910.864317 + Penalty 123.824017 = -501787.040301 nChanged 6 SP:Iteration 8Q (256.900286 sec): 3 clusters Score: Raw -501916.916484 + Penalty 127.809639 = -501789.106845 nChanged 4 SP:Iteration 9Q (256.913062 sec): 3 clusters Score: Raw -501919.014760 + Penalty 129.823294 = -501789.191465 nChanged 3 SP:Iteration 10F (256.928370 sec): 3 clusters Score: Raw -501921.117565 + Penalty 135.701546 = -501785.416019 nChanged 3 SP:Iteration 11F (256.944091 sec): 3 clusters Score: Raw -501923.458190 + Penalty 139.994959 = -501783.463231 nChanged 2 SP:Iteration 12F (256.959065 sec): 3 clusters Score: Raw -501924.806822 + Penalty 139.994959 = -501784.811862 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 127 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (256.964174 sec): 2 clusters Score: Raw -540.273190 + Penalty 184.623815 = -355.649375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (256.964415 sec): 3 clusters Score: Raw -581.003940 + Penalty 372.629316 = -208.374624 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 128 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (256.964963 sec): 2 clusters Score: Raw -523.313623 + Penalty 192.507478 = -330.806145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (256.965189 sec): 3 clusters Score: Raw -571.532166 + Penalty 385.149828 = -186.382338 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 129 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (256.965715 sec): 2 clusters Score: Raw -413.788215 + Penalty 163.910444 = -249.877771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (256.965937 sec): 3 clusters Score: Raw -428.207902 + Penalty 331.954036 = -96.253866 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 130 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (256.966500 sec): 2 clusters Score: Raw -599.443405 + Penalty 189.962964 = -409.480441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (256.966726 sec): 3 clusters Score: Raw -605.742541 + Penalty 401.315210 = -204.427330 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 133 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (256.967243 sec): 2 clusters Score: Raw -269.600765 + Penalty 116.771452 = -152.829313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (256.967457 sec): 3 clusters Score: Raw -267.325891 + Penalty 232.518683 = -34.807207 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 134 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (256.967993 sec): 2 clusters Score: Raw -822.680803 + Penalty 249.593701 = -573.087102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (256.968225 sec): 3 clusters Score: Raw -834.276767 + Penalty 500.583562 = -333.693205 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 135 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (256.968750 sec): 2 clusters Score: Raw -482.383642 + Penalty 188.489107 = -293.894535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (256.968973 sec): 3 clusters Score: Raw -502.043771 + Penalty 339.281751 = -162.762020 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 137 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (256.969539 sec): 2 clusters Score: Raw -1488.595598 + Penalty 280.801501 = -1207.794097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (256.969789 sec): 3 clusters Score: Raw -1510.063458 + Penalty 560.293132 = -949.770326 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 139 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (256.970335 sec): 2 clusters Score: Raw -859.619663 + Penalty 256.677917 = -602.941746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (256.970571 sec): 3 clusters Score: Raw -878.229833 + Penalty 523.124232 = -355.105601 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 140 (604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (256.972643 sec): 2 clusters Score: Raw -32715.804995 + Penalty 56.625454 = -32659.179541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (256.973914 sec): 3 clusters Score: Raw -32360.182369 + Penalty 116.279312 = -32243.903057 nChanged 290 SP:Iteration 1F (256.975175 sec): 3 clusters Score: Raw -32751.657940 + Penalty 117.048679 = -32634.609261 nChanged 68 SP:Iteration 2F (256.976427 sec): 3 clusters Score: Raw -32790.575704 + Penalty 117.592093 = -32672.983612 nChanged 19 SP:Iteration 3Q (256.977654 sec): 3 clusters Score: Raw -32800.810859 + Penalty 118.653899 = -32682.156959 nChanged 13 SP:Iteration 4Q (256.978911 sec): 3 clusters Score: Raw -32807.559667 + Penalty 119.470332 = -32688.089335 nChanged 16 SP:Iteration 5Q (256.980142 sec): 3 clusters Score: Raw -32830.665794 + Penalty 118.650648 = -32712.015146 nChanged 20 SP:Iteration 6Q (256.981369 sec): 3 clusters Score: Raw -32858.568483 + Penalty 115.986865 = -32742.581618 nChanged 20 SP:Iteration 7Q (256.982575 sec): 3 clusters Score: Raw -32879.837529 + Penalty 115.866319 = -32763.971210 nChanged 16 SP:Iteration 8Q (256.983783 sec): 3 clusters Score: Raw -32890.418700 + Penalty 117.107956 = -32773.310744 nChanged 8 SP:Iteration 9Q (256.985028 sec): 3 clusters Score: Raw -32894.160007 + Penalty 117.455714 = -32776.704293 nChanged 4 SP:Iteration 10F (256.986266 sec): 3 clusters Score: Raw -32895.187431 + Penalty 118.411386 = -32776.776046 nChanged 3 SP:Iteration 11Q (256.987497 sec): 3 clusters Score: Raw -32896.388976 + Penalty 117.800820 = -32778.588156 nChanged 5 SP:Iteration 12Q (256.988759 sec): 3 clusters Score: Raw -32898.188534 + Penalty 118.199138 = -32779.989396 nChanged 2 SP:Iteration 13Q (256.989989 sec): 3 clusters Score: Raw -32898.425270 + Penalty 118.495308 = -32779.929962 nChanged 1 SP:Iteration 14F (256.991226 sec): 3 clusters Score: Raw -32898.678045 + Penalty 118.584695 = -32780.093350 nChanged 1 SP:Iteration 15Q (256.992458 sec): 3 clusters Score: Raw -32898.778004 + Penalty 118.584695 = -32780.193309 nChanged 0 SP:Iteration 16F (256.993694 sec): 3 clusters Score: Raw -32898.778004 + Penalty 118.584695 = -32780.193309 nChanged 0 Score: Raw -4912294.924556 + Penalty 116880.737192 = -4795414.187364 Splitting cluster 140 changes total score from -4758526.294639 to -4795414.187364 So it's getting split into cluster 21. Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 142 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (261.976588 sec): 2 clusters Score: Raw -671.350063 + Penalty 200.662985 = -470.687078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (261.976830 sec): 3 clusters Score: Raw -689.492087 + Penalty 382.027188 = -307.464898 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 143 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (261.977367 sec): 2 clusters Score: Raw -504.775492 + Penalty 216.071693 = -288.703798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (261.977591 sec): 3 clusters Score: Raw -534.926740 + Penalty 432.143387 = -102.783353 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 151 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (261.978111 sec): 2 clusters Score: Raw -325.911961 + Penalty 138.478110 = -187.433852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (261.978329 sec): 3 clusters Score: Raw -330.969680 + Penalty 274.644535 = -56.325145 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 153 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (261.978853 sec): 2 clusters Score: Raw -419.452770 + Penalty 162.286894 = -257.165876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (261.979072 sec): 3 clusters Score: Raw -442.174717 + Penalty 311.949775 = -130.224942 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 154 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (261.979593 sec): 2 clusters Score: Raw -421.016922 + Penalty 170.274725 = -250.742198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (261.979814 sec): 3 clusters Score: Raw -416.015857 + Penalty 340.549449 = -75.466408 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 155 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (261.980335 sec): 2 clusters Score: Raw -452.936572 + Penalty 153.705413 = -299.231159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (261.980553 sec): 3 clusters Score: Raw -452.454997 + Penalty 344.950375 = -107.504621 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 156 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (261.981068 sec): 2 clusters Score: Raw -267.874696 + Penalty 143.002986 = -124.871711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (261.981281 sec): 3 clusters Score: Raw -264.290205 + Penalty 286.005971 = 21.715767 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 157 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (261.981803 sec): 2 clusters Score: Raw -353.892575 + Penalty 136.596265 = -217.296310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (261.982020 sec): 3 clusters Score: Raw -363.682936 + Penalty 260.139095 = -103.543840 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 158 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (261.982864 sec): 2 clusters Score: Raw -444.785116 + Penalty 186.681094 = -258.104022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (261.983094 sec): 3 clusters Score: Raw -464.232696 + Penalty 377.937916 = -86.294780 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 159 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (261.983652 sec): 2 clusters Score: Raw -1131.188872 + Penalty 278.885991 = -852.302881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (261.983896 sec): 3 clusters Score: Raw -1186.190228 + Penalty 557.771981 = -628.418247 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 161 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (261.984428 sec): 2 clusters Score: Raw -610.334663 + Penalty 225.606636 = -384.728028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (261.984656 sec): 3 clusters Score: Raw -643.400652 + Penalty 455.116577 = -188.284076 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 164 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (261.985201 sec): 2 clusters Score: Raw -843.512369 + Penalty 311.779305 = -531.733064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (261.985439 sec): 3 clusters Score: Raw -892.696092 + Penalty 693.821090 = -198.875002 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 170 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (261.985954 sec): 2 clusters Score: Raw -264.660487 + Penalty 123.603704 = -141.056783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (261.986169 sec): 3 clusters Score: Raw -265.418993 + Penalty 247.207407 = -18.211585 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 175 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (261.986710 sec): 2 clusters Score: Raw -794.243729 + Penalty 242.977408 = -551.266322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (261.986944 sec): 3 clusters Score: Raw -817.888528 + Penalty 486.456380 = -331.432148 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 178 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (261.987467 sec): 2 clusters Score: Raw -397.668096 + Penalty 153.482813 = -244.185282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (261.987688 sec): 3 clusters Score: Raw -407.302757 + Penalty 306.965626 = -100.337130 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 188 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (261.988207 sec): 2 clusters Score: Raw -341.068668 + Penalty 112.576354 = -228.492314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (261.988426 sec): 3 clusters Score: Raw -333.136739 + Penalty 230.109364 = -103.027374 nChanged 1 SP:Iteration 1F (261.988640 sec): 3 clusters Score: Raw -337.004784 + Penalty 230.109364 = -106.895419 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 191 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (261.989155 sec): 2 clusters Score: Raw -139.117961 + Penalty 66.603772 = -72.514189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (261.989361 sec): 3 clusters Score: Raw -130.490570 + Penalty 133.207545 = 2.716975 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 192 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (261.989882 sec): 2 clusters Score: Raw -385.220805 + Penalty 160.887134 = -224.333671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (261.990120 sec): 3 clusters Score: Raw -399.494476 + Penalty 321.774268 = -77.720208 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 199 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (261.990640 sec): 2 clusters Score: Raw -345.771816 + Penalty 157.134333 = -188.637483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (261.990858 sec): 3 clusters Score: Raw -342.643983 + Penalty 329.191575 = -13.452408 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 201 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (261.991383 sec): 2 clusters Score: Raw -506.086090 + Penalty 200.973651 = -305.112439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (261.991607 sec): 3 clusters Score: Raw -526.271514 + Penalty 401.947301 = -124.324212 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 202 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (261.992139 sec): 2 clusters Score: Raw -535.118260 + Penalty 195.872000 = -339.246259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (261.992366 sec): 3 clusters Score: Raw -587.131425 + Penalty 389.158730 = -197.972695 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 206 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (261.992871 sec): 2 clusters Score: Raw -65.615861 + Penalty 0.000000 = -65.615861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (261.993062 sec): 2 clusters Score: Raw -65.615861 + Penalty 0.000000 = -65.615861 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 207 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (261.993576 sec): 2 clusters Score: Raw -206.637510 + Penalty 105.206102 = -101.431408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (261.993789 sec): 3 clusters Score: Raw -199.522583 + Penalty 218.004715 = 18.482132 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 208 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (261.994309 sec): 2 clusters Score: Raw -344.675815 + Penalty 162.287581 = -182.388233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (261.994527 sec): 3 clusters Score: Raw -340.633568 + Penalty 329.781655 = -10.851913 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 213 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (261.995031 sec): 2 clusters Score: Raw -64.124549 + Penalty 0.000000 = -64.124549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (261.995224 sec): 2 clusters Score: Raw -64.124549 + Penalty 0.000000 = -64.124549 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 215 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (261.995737 sec): 2 clusters Score: Raw -267.848140 + Penalty 127.549618 = -140.298523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (261.995952 sec): 3 clusters Score: Raw -267.197448 + Penalty 255.099235 = -12.098213 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 228 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (261.996470 sec): 2 clusters Score: Raw -289.371047 + Penalty 76.820818 = -212.550230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (261.996690 sec): 3 clusters Score: Raw -292.517393 + Penalty 144.212583 = -148.304810 nChanged 0 Deleting Class 93 (15 points): Lose 86.166843 but Gain 1198.842573 Iteration 119Q (262.587414 sec): 122 clusters Score: Raw -4875456.409996 + Penalty 115684.401978 = -4759772.008018 nChanged 94 Deleting Class 74 (4 points): Lose 33.779400 but Gain 1142.811475 Iteration 120F (267.665679 sec): 121 clusters Score: Raw -4875499.699255 + Penalty 114585.621290 = -4760914.077965 nChanged 53 Deleting Class 156 (4 points): Lose 66.802747 but Gain 1175.177286 Iteration 121Q (268.199087 sec): 120 clusters Score: Raw -4875483.474021 + Penalty 113467.451687 = -4762016.022334 nChanged 45 Deleting Class 47 (14 points): Lose 85.622983 but Gain 1190.871673 Iteration 122Q (268.729858 sec): 119 clusters Score: Raw -4875440.131244 + Penalty 112335.666490 = -4763104.464754 nChanged 41 Deleting Class 9 (165 points): Lose 536.806261 but Gain 1641.195228 Iteration 123Q (269.281864 sec): 118 clusters Score: Raw -4874945.483919 + Penalty 110930.421008 = -4764015.062911 nChanged 193 Deleting Class 96 (10 points): Lose 61.140050 but Gain 1162.983893 Iteration 124Q (269.822748 sec): 117 clusters Score: Raw -4875292.314578 + Penalty 109867.659255 = -4765424.655322 nChanged 60 Deleting Class 134 (12 points): Lose 45.119637 but Gain 1144.293110 Iteration 125Q (270.348643 sec): 116 clusters Score: Raw -4875351.993734 + Penalty 108784.584404 = -4766567.409330 nChanged 44 Deleting Class 104 (9 points): Lose 55.744814 but Gain 1154.008955 Iteration 126Q (270.870043 sec): 115 clusters Score: Raw -4875343.618225 + Penalty 107676.911828 = -4767666.706397 nChanged 43 Deleting Class 143 (8 points): Lose 87.455934 but Gain 1183.763380 Iteration 127Q (271.391598 sec): 114 clusters Score: Raw -4875285.633390 + Penalty 106523.238416 = -4768762.394974 nChanged 31 Deleting Class 70 (49 points): Lose 165.339463 but Gain 1258.444301 Iteration 128Q (271.910624 sec): 113 clusters Score: Raw -4875158.433057 + Penalty 105175.727451 = -4769982.705606 nChanged 74 Deleting Class 199 (5 points): Lose 32.888301 but Gain 1112.270962 Iteration 129Q (272.422157 sec): 112 clusters Score: Raw -4875233.526950 + Penalty 103917.908959 = -4771315.617991 nChanged 32 Deleting Class 207 (3 points): Lose 12.043792 but Gain 1090.963495 Iteration 130F (277.061809 sec): 111 clusters Score: Raw -4875304.184986 + Penalty 103067.399010 = -4772236.785976 nChanged 46 Deleting Class 88 (8 points): Lose 107.664663 but Gain 1185.318296 Iteration 131Q (277.572765 sec): 110 clusters Score: Raw -4875257.224496 + Penalty 101958.108137 = -4773299.116359 nChanged 34 Deleting Class 191 (2 points): Lose 20.410527 but Gain 1094.679809 Iteration 132Q (278.077837 sec): 109 clusters Score: Raw -4875276.912682 + Penalty 100877.801802 = -4774399.110880 nChanged 16 Deleting Class 208 (5 points): Lose 74.817223 but Gain 1148.748087 Iteration 133Q (278.581561 sec): 108 clusters Score: Raw -4875220.145021 + Penalty 99725.411202 = -4775494.733820 nChanged 10 Deleting Class 82 (7 points): Lose 50.357860 but Gain 1123.803021 Iteration 134Q (279.081085 sec): 107 clusters Score: Raw -4875179.410930 + Penalty 98611.273774 = -4776568.137156 nChanged 11 Deleting Class 59 (17 points): Lose 88.130281 but Gain 1159.561530 Iteration 135Q (279.586238 sec): 106 clusters Score: Raw -4875101.404922 + Penalty 97468.423600 = -4777632.981322 nChanged 22 Deleting Class 154 (6 points): Lose 20.214100 but Gain 1082.640375 Iteration 136Q (280.080830 sec): 105 clusters Score: Raw -4875114.372363 + Penalty 96415.389418 = -4778698.982945 nChanged 12 Deleting Class 71 (10 points): Lose 60.502079 but Gain 1109.879771 Iteration 137Q (280.573822 sec): 104 clusters Score: Raw -4875070.247188 + Penalty 95308.164394 = -4779762.082795 nChanged 13 Deleting Class 201 (9 points): Lose 55.941875 but Gain 1105.040767 Iteration 138Q (281.062976 sec): 103 clusters Score: Raw -4875028.650896 + Penalty 94205.642119 = -4780823.008777 nChanged 10 Deleting Class 87 (23 points): Lose 136.166348 but Gain 1177.722833 Iteration 139Q (281.549440 sec): 102 clusters Score: Raw -4874905.390966 + Penalty 93036.010106 = -4781869.380860 nChanged 24 Deleting Class 206 (1 points): Lose 9.481753 but Gain 1049.912198 Iteration 140F (285.761907 sec): 101 clusters Score: Raw -4874934.669025 + Penalty 91996.715947 = -4782937.953078 nChanged 6 Deleting Class 29 (28 points): Lose 287.380721 but Gain 1327.433218 Iteration 141Q (286.242988 sec): 100 clusters Score: Raw -4874657.397367 + Penalty 90762.905969 = -4783894.491397 nChanged 36 Deleting Class 175 (12 points): Lose 74.746361 but Gain 1113.959898 Iteration 142Q (286.723357 sec): 99 clusters Score: Raw -4874664.218354 + Penalty 89656.852161 = -4785007.366193 nChanged 17 Deleting Class 68 (15 points): Lose 66.484251 but Gain 1087.802650 Iteration 143Q (287.201427 sec): 98 clusters Score: Raw -4874618.491758 + Penalty 88580.431903 = -4786038.059855 nChanged 20 Deleting Class 158 (7 points): Lose 77.590530 but Gain 1092.927349 Iteration 144Q (287.696407 sec): 97 clusters Score: Raw -4874565.978373 + Penalty 87491.322528 = -4787074.655845 nChanged 13 Deleting Class 102 (10 points): Lose 52.262740 but Gain 1058.052162 Iteration 145Q (288.170365 sec): 96 clusters Score: Raw -4874535.031773 + Penalty 86451.120018 = -4788083.911755 nChanged 18 Deleting Class 139 (14 points): Lose 154.057263 but Gain 1159.259710 Iteration 146Q (288.640243 sec): 95 clusters Score: Raw -4874401.983989 + Penalty 85394.804183 = -4789007.179806 nChanged 21 Deleting Class 161 (10 points): Lose 113.848853 but Gain 1116.220312 Iteration 147Q (289.104555 sec): 94 clusters Score: Raw -4874343.999935 + Penalty 84307.623012 = -4790036.376923 nChanged 19 Deleting Class 101 (29 points): Lose 161.911125 but Gain 1160.156824 Iteration 148Q (289.574372 sec): 93 clusters Score: Raw -4874217.666904 + Penalty 83151.509437 = -4791066.157466 nChanged 35 Deleting Class 65 (45 points): Lose 402.928059 but Gain 1394.480984 Iteration 149Q (290.036462 sec): 92 clusters Score: Raw -4873873.999427 + Penalty 81920.305105 = -4791953.694322 nChanged 60 Deleting Class 118 (26 points): Lose 209.783782 but Gain 1216.798016 Iteration 150F (293.831616 sec): 91 clusters Score: Raw -4873950.150433 + Penalty 80773.534518 = -4793176.615914 nChanged 50 Deleting Class 215 (4 points): Lose 52.908720 but Gain 1048.183804 Iteration 151Q (294.286919 sec): 90 clusters Score: Raw -4874004.418728 + Penalty 79765.017847 = -4794239.400881 nChanged 23 Deleting Class 40 (5 points): Lose 26.690072 but Gain 1010.087079 Iteration 152Q (294.764184 sec): 89 clusters Score: Raw -4874005.487759 + Penalty 78797.503861 = -4795207.983899 nChanged 15 Deleting Class 170 (4 points): Lose 38.463311 but Gain 1015.756869 Iteration 153Q (295.227182 sec): 88 clusters Score: Raw -4874003.547019 + Penalty 77803.513855 = -4796200.033164 nChanged 15 Deleting Class 76 (11 points): Lose 40.139303 but Gain 1015.051433 Iteration 154Q (295.688383 sec): 87 clusters Score: Raw -4873977.482683 + Penalty 76803.692393 = -4797173.790290 nChanged 18 Deleting Class 97 (11 points): Lose 85.592681 but Gain 1060.328732 Iteration 155Q (296.137465 sec): 86 clusters Score: Raw -4873909.081495 + Penalty 75752.623382 = -4798156.458112 nChanged 16 Deleting Class 81 (17 points): Lose 88.353191 but Gain 1057.582598 Iteration 156Q (296.587028 sec): 85 clusters Score: Raw -4873840.864893 + Penalty 74729.750297 = -4799111.114596 nChanged 26 Deleting Class 135 (8 points): Lose 63.735949 but Gain 1032.650316 Iteration 157Q (297.032133 sec): 84 clusters Score: Raw -4873813.924324 + Penalty 73739.048112 = -4800074.876212 nChanged 22 Deleting Class 35 (131 points): Lose 760.922529 but Gain 1721.877725 Iteration 158Q (297.473001 sec): 83 clusters Score: Raw -4873081.425835 + Penalty 72082.939121 = -4800998.486714 nChanged 141 Deleting Class 62 (36 points): Lose 179.589601 but Gain 1140.885784 Iteration 159Q (297.927050 sec): 82 clusters Score: Raw -4873325.966890 + Penalty 70984.291981 = -4802341.674910 nChanged 66 Deleting Class 192 (6 points): Lose 64.638345 but Gain 1022.952218 Iteration 160F (301.377735 sec): 81 clusters Score: Raw -4873352.040472 + Penalty 69980.035608 = -4803372.004864 nChanged 43 Deleting Class 137 (22 points): Lose 76.934536 but Gain 1034.923375 Iteration 161Q (301.811984 sec): 80 clusters Score: Raw -4873323.225507 + Penalty 68980.585182 = -4804342.640325 nChanged 39 Deleting Class 130 (9 points): Lose 34.101958 but Gain 984.936494 Iteration 162Q (302.249045 sec): 79 clusters Score: Raw -4873331.316695 + Penalty 68000.059053 = -4805331.257643 nChanged 19 Deleting Class 90 (9 points): Lose 45.369084 but Gain 985.200828 Iteration 163Q (302.675921 sec): 78 clusters Score: Raw -4873301.285206 + Penalty 67014.588651 = -4806286.696555 nChanged 13 Deleting Class 159 (18 points): Lose 188.999770 but Gain 1128.747971 Iteration 164Q (303.102049 sec): 77 clusters Score: Raw -4873129.514064 + Penalty 65900.163746 = -4807229.350318 nChanged 23 Deleting Class 151 (5 points): Lose 42.272046 but Gain 980.213410 Iteration 165Q (303.528004 sec): 76 clusters Score: Raw -4873119.938270 + Penalty 64921.457684 = -4808198.480586 nChanged 9 Deleting Class 128 (9 points): Lose 65.676372 but Gain 998.129512 Iteration 166Q (303.948834 sec): 75 clusters Score: Raw -4873062.205021 + Penalty 63930.520156 = -4809131.684865 nChanged 14 Deleting Class 95 (8 points): Lose 54.828406 but Gain 980.470464 Iteration 167Q (304.370859 sec): 74 clusters Score: Raw -4873021.464422 + Penalty 62954.328203 = -4810067.136218 nChanged 11 Deleting Class 133 (4 points): Lose 36.708303 but Gain 959.610444 Iteration 168Q (304.790875 sec): 73 clusters Score: Raw -4872996.168893 + Penalty 62000.204708 = -4810995.964184 nChanged 6 Deleting Class 63 (9 points): Lose 41.148130 but Gain 962.661598 Iteration 169Q (305.205701 sec): 72 clusters Score: Raw -4872962.541885 + Penalty 61038.956506 = -4811923.585379 nChanged 13 Deleting Class 129 (7 points): Lose 38.817270 but Gain 959.616231 Iteration 170F (308.197491 sec): 71 clusters Score: Raw -4872939.089240 + Penalty 60078.371354 = -4812860.717886 nChanged 17 Deleting Class 142 (10 points): Lose 54.349042 but Gain 975.182283 Iteration 171Q (308.607617 sec): 70 clusters Score: Raw -4872900.102578 + Penalty 59112.529941 = -4813787.572638 nChanged 24 Deleting Class 164 (21 points): Lose 423.207244 but Gain 1335.233572 Iteration 172Q (309.014428 sec): 69 clusters Score: Raw -4872495.008611 + Penalty 58256.051006 = -4814238.957605 nChanged 34 Deleting Class 178 (6 points): Lose 75.727636 but Gain 975.874081 Iteration 173Q (309.421030 sec): 68 clusters Score: Raw -4872519.726413 + Penalty 57190.685684 = -4815329.040729 nChanged 26 Deleting Class 100 (6 points): Lose 36.849115 but Gain 925.188013 Iteration 174Q (309.824649 sec): 67 clusters Score: Raw -4872533.047519 + Penalty 56207.756093 = -4816325.291426 nChanged 30 Deleting Class 54 (103 points): Lose 262.096805 but Gain 1148.833825 Iteration 175Q (310.236280 sec): 66 clusters Score: Raw -4872313.798165 + Penalty 55121.035024 = -4817192.763141 nChanged 124 Deleting Class 53 (35 points): Lose 99.877465 but Gain 984.998197 Iteration 176Q (310.634843 sec): 65 clusters Score: Raw -4872374.868800 + Penalty 54209.562580 = -4818165.306220 nChanged 70 Deleting Class 202 (9 points): Lose 144.260927 but Gain 1015.574181 Iteration 177Q (311.029618 sec): 64 clusters Score: Raw -4872301.845702 + Penalty 53212.910162 = -4819088.935540 nChanged 36 Deleting Class 73 (7 points): Lose 86.520669 but Gain 947.071935 Iteration 178Q (311.419757 sec): 63 clusters Score: Raw -4872250.933104 + Penalty 52290.523049 = -4819960.410055 nChanged 26 Deleting Class 84 (6 points): Lose 18.509622 but Gain 874.033410 Iteration 179Q (311.808908 sec): 62 clusters Score: Raw -4872258.264966 + Penalty 51447.336835 = -4820810.928131 nChanged 17 Deleting Class 155 (7 points): Lose 53.588960 but Gain 899.870716 Iteration 180F (314.393530 sec): 61 clusters Score: Raw -4872253.006777 + Penalty 50656.818321 = -4821596.188455 nChanged 29 Deleting Class 127 (9 points): Lose 126.581159 but Gain 957.253609 Iteration 181Q (314.775139 sec): 60 clusters Score: Raw -4872199.883975 + Penalty 49802.364098 = -4822397.519877 nChanged 34 Deleting Class 153 (7 points): Lose 137.551933 but Gain 950.111131 Iteration 182Q (315.157712 sec): 59 clusters Score: Raw -4872135.497065 + Penalty 48900.787273 = -4823234.709792 nChanged 30 Deleting Class 91 (5 points): Lose 81.298388 but Gain 875.435444 Iteration 183Q (315.534701 sec): 58 clusters Score: Raw -4872120.332017 + Penalty 48064.689276 = -4824055.642741 nChanged 33 Deleting Class 188 (5 points): Lose 16.113274 but Gain 796.868558 Iteration 184Q (315.920841 sec): 57 clusters Score: Raw -4872133.613956 + Penalty 47273.215218 = -4824860.398739 nChanged 26 Deleting Class 49 (262 points): Lose 847.885019 but Gain 1608.814927 Iteration 185Q (316.299456 sec): 56 clusters Score: Raw -4871296.258559 + Penalty 45774.050753 = -4825522.207807 nChanged 280 Deleting Class 24 (11 points): Lose 102.817809 but Gain 855.759112 Iteration 186Q (316.682439 sec): 55 clusters Score: Raw -4871621.368084 + Penalty 44920.864581 = -4826700.503503 nChanged 76 Deleting Class 45 (6 points): Lose 56.129554 but Gain 790.041029 Iteration 187Q (317.052095 sec): 54 clusters Score: Raw -4871648.890381 + Penalty 44126.537980 = -4827522.352401 nChanged 52 Deleting Class 46 (74 points): Lose 564.647525 but Gain 1297.608205 Iteration 188Q (317.418786 sec): 53 clusters Score: Raw -4871126.309508 + Penalty 42951.106195 = -4828175.203313 nChanged 107 Deleting Class 22 (41 points): Lose 285.425370 but Gain 1100.541212 Iteration 189Q (317.784420 sec): 52 clusters Score: Raw -4871094.956586 + Penalty 41929.932237 = -4829165.024349 nChanged 92 Deleting Class 79 (3 points): Lose 29.710896 but Gain 759.195640 Iteration 190F (319.966653 sec): 51 clusters Score: Raw -4871270.512822 + Penalty 41171.525128 = -4830098.987694 nChanged 74 Deleting Class 92 (29 points): Lose 307.998908 but Gain 1033.563709 Iteration 191Q (320.327735 sec): 50 clusters Score: Raw -4871051.066037 + Penalty 40132.038969 = -4830919.027068 nChanged 83 Deleting Class 213 (1 points): Lose 10.482322 but Gain 703.948048 Iteration 192Q (320.685973 sec): 49 clusters Score: Raw -4871161.698594 + Penalty 39432.226667 = -4831729.471927 nChanged 43 Deleting Class 56 (156 points): Lose 453.489993 but Gain 1123.703077 Iteration 193Q (321.038205 sec): 48 clusters Score: Raw -4870755.864713 + Penalty 38361.542682 = -4832394.322031 nChanged 196 Deleting Class 41 (189 points): Lose 708.948348 but Gain 1390.057708 Iteration 194Q (321.390206 sec): 47 clusters Score: Raw -4870320.818218 + Penalty 37012.266387 = -4833308.551831 nChanged 262 Deleting Class 10 (64 points): Lose 228.644084 but Gain 906.678611 Iteration 195Q (321.743121 sec): 46 clusters Score: Raw -4870468.550599 + Penalty 36123.238891 = -4834345.311707 nChanged 153 Deleting Class 157 (5 points): Lose 131.955331 but Gain 747.881035 Iteration 196Q (322.088549 sec): 45 clusters Score: Raw -4870481.547287 + Penalty 35385.849389 = -4835095.697898 nChanged 77 Deleting Class 228 (5 points): Lose 51.861896 but Gain 543.774001 Iteration 197Q (322.428311 sec): 44 clusters Score: Raw -4870501.125088 + Penalty 34830.510858 = -4835670.614230 nChanged 50 Deleting Class 28 (166 points): Lose 556.552389 but Gain 973.333538 Iteration 198Q (322.767541 sec): 43 clusters Score: Raw -4869977.092200 + Penalty 33857.277626 = -4836119.814574 nChanged 199 Deleting Class 43 (157 points): Lose 374.551738 but Gain 746.620492 Iteration 199Q (323.116988 sec): 42 clusters Score: Raw -4869958.807240 + Penalty 33102.956885 = -4836855.850354 nChanged 205 Deleting Class 30 (168 points): Lose 721.123451 but Gain 1042.738739 Iteration 200F (324.856510 sec): 41 clusters Score: Raw -4869498.795816 + Penalty 32033.575257 = -4837465.220559 nChanged 227 Deleting Class 66 (265 points): Lose 607.087126 but Gain 923.655106 Iteration 201Q (325.196783 sec): 40 clusters Score: Raw -4869341.985378 + Penalty 31135.684763 = -4838206.300616 nChanged 355 Deleting Class 44 (413 points): Lose 1392.595394 but Gain 1623.446241 Iteration 202Q (325.538576 sec): 39 clusters Score: Raw -4868384.020187 + Penalty 29662.384741 = -4838721.635446 nChanged 480 Deleting Class 12 (119 points): Lose 799.949213 but Gain 989.010287 Iteration 203Q (325.869962 sec): 38 clusters Score: Raw -4868400.671617 + Penalty 28858.185540 = -4839542.486077 nChanged 262 Deleting Class 64 (232 points): Lose 1597.672621 but Gain 1639.198212 Iteration 204Q (326.207433 sec): 37 clusters Score: Raw -4867189.678990 + Penalty 27403.722523 = -4839785.956467 nChanged 350 Iteration 205Q (326.529603 sec): 37 clusters Score: Raw -4868135.034680 + Penalty 27290.488186 = -4840844.546495 nChanged 110 Iteration 206Q (326.853625 sec): 37 clusters Score: Raw -4868225.775697 + Penalty 27298.642772 = -4840927.132924 nChanged 69 Iteration 207Q (327.174614 sec): 37 clusters Score: Raw -4868263.258286 + Penalty 27294.871441 = -4840968.386845 nChanged 47 Iteration 208Q (327.495473 sec): 37 clusters Score: Raw -4868280.979784 + Penalty 27298.161255 = -4840982.818529 nChanged 34 Iteration 209Q (327.815126 sec): 37 clusters Score: Raw -4868293.128868 + Penalty 27288.538488 = -4841004.590380 nChanged 19 Iteration 210F (329.390106 sec): 37 clusters Score: Raw -4868300.591024 + Penalty 27287.371514 = -4841013.219510 nChanged 17 Iteration 211Q (329.713964 sec): 37 clusters Score: Raw -4868303.326953 + Penalty 27287.849628 = -4841015.477325 nChanged 12 Iteration 212Q (330.037070 sec): 37 clusters Score: Raw -4868306.206969 + Penalty 27289.014246 = -4841017.192723 nChanged 11 Iteration 213Q (330.358913 sec): 37 clusters Score: Raw -4868309.234936 + Penalty 27289.791165 = -4841019.443772 nChanged 11 Iteration 214Q (330.681003 sec): 37 clusters Score: Raw -4868312.894248 + Penalty 27288.825814 = -4841024.068434 nChanged 13 Iteration 215Q (331.002958 sec): 37 clusters Score: Raw -4868317.922737 + Penalty 27288.071276 = -4841029.851461 nChanged 9 Iteration 216Q (331.325270 sec): 37 clusters Score: Raw -4868320.685515 + Penalty 27287.237642 = -4841033.447873 nChanged 8 Iteration 217Q (331.646073 sec): 37 clusters Score: Raw -4868321.587222 + Penalty 27286.870274 = -4841034.716949 nChanged 1 Iteration 218Q (331.967028 sec): 37 clusters Score: Raw -4868321.634605 + Penalty 27287.541655 = -4841034.092950 nChanged 1 Writing temp clu file Memory request: 0.40 GB would take us to total of 0.80 GB. Compute initial score before splitting: Score: Raw -4868321.634605 + Penalty 27287.541655 = -4841034.092950Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 1 (1406 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (332.250453 sec): 2 clusters Score: Raw -87602.282661 + Penalty 443.185396 = -87159.097265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (332.253142 sec): 3 clusters Score: Raw -86776.258434 + Penalty 874.378676 = -85901.879758 nChanged 559 SP:Iteration 1F (332.255801 sec): 3 clusters Score: Raw -87165.064197 + Penalty 860.229259 = -86304.834937 nChanged 167 SP:Iteration 2F (332.258382 sec): 3 clusters Score: Raw -87282.145056 + Penalty 843.316911 = -86438.828145 nChanged 101 SP:Iteration 3F (332.260962 sec): 3 clusters Score: Raw -87365.018487 + Penalty 824.725876 = -86540.292611 nChanged 78 SP:Iteration 4F (332.263539 sec): 3 clusters Score: Raw -87427.284528 + Penalty 813.325257 = -86613.959271 nChanged 55 SP:Iteration 5Q (332.266011 sec): 3 clusters Score: Raw -87461.820965 + Penalty 806.360111 = -86655.460854 nChanged 37 SP:Iteration 6Q (332.268431 sec): 3 clusters Score: Raw -87486.280688 + Penalty 800.785578 = -86685.495110 nChanged 37 SP:Iteration 7Q (332.270940 sec): 3 clusters Score: Raw -87514.447440 + Penalty 794.943568 = -86719.503872 nChanged 29 SP:Iteration 8Q (332.273387 sec): 3 clusters Score: Raw -87538.841145 + Penalty 796.914681 = -86741.926464 nChanged 26 SP:Iteration 9Q (332.275667 sec): 3 clusters Score: Raw -87554.919730 + Penalty 793.648819 = -86761.270911 nChanged 18 SP:Iteration 10F (332.278336 sec): 3 clusters Score: Raw -87564.438547 + Penalty 793.313887 = -86771.124659 nChanged 9 SP:Iteration 11Q (332.280586 sec): 3 clusters Score: Raw -87567.840232 + Penalty 793.338630 = -86774.501601 nChanged 8 SP:Iteration 12Q (332.282786 sec): 3 clusters Score: Raw -87570.300827 + Penalty 793.989159 = -86776.311668 nChanged 9 SP:Iteration 13Q (332.284978 sec): 3 clusters Score: Raw -87574.724882 + Penalty 787.298395 = -86787.426487 nChanged 8 SP:Iteration 14Q (332.287263 sec): 3 clusters Score: Raw -87578.446280 + Penalty 783.769831 = -86794.676448 nChanged 6 SP:Iteration 15Q (332.289593 sec): 3 clusters Score: Raw -87581.389059 + Penalty 779.192319 = -86802.196740 nChanged 6 SP:Iteration 16Q (332.291884 sec): 3 clusters Score: Raw -87584.579586 + Penalty 778.247556 = -86806.332030 nChanged 6 SP:Iteration 17Q (332.294045 sec): 3 clusters Score: Raw -87586.588080 + Penalty 774.618043 = -86811.970038 nChanged 4 SP:Iteration 18Q (332.296201 sec): 3 clusters Score: Raw -87588.022733 + Penalty 763.481024 = -86824.541709 nChanged 6 SP:Iteration 19Q (332.298345 sec): 3 clusters Score: Raw -87589.809954 + Penalty 762.758442 = -86827.051512 nChanged 3 SP:Iteration 20F (332.300922 sec): 3 clusters Score: Raw -87591.186160 + Penalty 762.758442 = -86828.427718 nChanged 0 Memory request: 0.07 GB would take us to total of 0.88 GB. Trying to split cluster 2 (15595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (332.367497 sec): 2 clusters Score: Raw -852746.208381 + Penalty 59.109796 = -852687.098585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (332.396007 sec): 3 clusters Score: Raw -842123.250308 + Penalty 116.424209 = -842006.826099 nChanged 7712 SP:Iteration 1F (332.423800 sec): 3 clusters Score: Raw -849934.231555 + Penalty 115.298919 = -849818.932635 nChanged 1254 SP:Iteration 2F (332.452197 sec): 3 clusters Score: Raw -851345.681921 + Penalty 116.257167 = -851229.424754 nChanged 732 SP:Iteration 3Q (332.482106 sec): 3 clusters Score: Raw -852124.599078 + Penalty 115.334671 = -852009.264407 nChanged 366 SP:Iteration 4Q (332.512114 sec): 3 clusters Score: Raw -852491.392043 + Penalty 113.552223 = -852377.839820 nChanged 169 SP:Iteration 5Q (332.541196 sec): 3 clusters Score: Raw -852646.408888 + Penalty 111.880533 = -852534.528355 nChanged 73 SP:Iteration 6Q (332.569085 sec): 3 clusters Score: Raw -852716.705091 + Penalty 113.316422 = -852603.388670 nChanged 21 SP:Iteration 7Q (332.592350 sec): 3 clusters Score: Raw -852737.741315 + Penalty 116.340860 = -852621.400454 nChanged 10 SP:Iteration 8Q (332.614653 sec): 3 clusters Score: Raw -852754.046151 + Penalty 116.340860 = -852637.705291 nChanged 4 SP:Iteration 9Q (332.636354 sec): 3 clusters Score: Raw -852763.860783 + Penalty 112.661947 = -852651.198836 nChanged 4 SP:Iteration 10F (332.662652 sec): 3 clusters Score: Raw -852780.861250 + Penalty 112.971380 = -852667.889870 nChanged 1 SP:Iteration 11Q (332.683988 sec): 3 clusters Score: Raw -852782.834819 + Penalty 113.319580 = -852669.515240 nChanged 1 SP:Iteration 12Q (332.705525 sec): 3 clusters Score: Raw -852784.071820 + Penalty 113.319580 = -852670.752240 nChanged 0 SP:Iteration 13F (332.731119 sec): 3 clusters Score: Raw -852784.071820 + Penalty 113.319580 = -852670.752240 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 3 (591 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (332.741198 sec): 2 clusters Score: Raw -35386.567395 + Penalty 42.544775 = -35344.022620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (332.742445 sec): 3 clusters Score: Raw -35017.579201 + Penalty 86.226144 = -34931.353057 nChanged 266 SP:Iteration 1F (332.743657 sec): 3 clusters Score: Raw -35247.122753 + Penalty 88.771914 = -35158.350840 nChanged 59 SP:Iteration 2F (332.744872 sec): 3 clusters Score: Raw -35317.920763 + Penalty 90.383556 = -35227.537207 nChanged 40 SP:Iteration 3F (332.746082 sec): 3 clusters Score: Raw -35358.260966 + Penalty 91.456118 = -35266.804848 nChanged 24 SP:Iteration 4Q (332.747189 sec): 3 clusters Score: Raw -35369.896548 + Penalty 90.770306 = -35279.126242 nChanged 10 SP:Iteration 5Q (332.748278 sec): 3 clusters Score: Raw -35373.928494 + Penalty 91.044324 = -35282.884170 nChanged 5 SP:Iteration 6Q (332.749355 sec): 3 clusters Score: Raw -35375.178360 + Penalty 91.137179 = -35284.041181 nChanged 4 SP:Iteration 7Q (332.750441 sec): 3 clusters Score: Raw -35375.865493 + Penalty 90.773808 = -35285.091685 nChanged 3 SP:Iteration 8Q (332.751524 sec): 3 clusters Score: Raw -35376.864466 + Penalty 91.046048 = -35285.818418 nChanged 3 SP:Iteration 9Q (332.752685 sec): 3 clusters Score: Raw -35377.064792 + Penalty 91.170009 = -35285.894782 nChanged 1 SP:Iteration 10F (332.753960 sec): 3 clusters Score: Raw -35377.130862 + Penalty 91.170009 = -35285.960853 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 4 (1549 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (332.766763 sec): 2 clusters Score: Raw -96420.019377 + Penalty 699.096352 = -95720.923025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (332.769853 sec): 3 clusters Score: Raw -95597.665767 + Penalty 1398.919858 = -94198.745909 nChanged 569 SP:Iteration 1F (332.772941 sec): 3 clusters Score: Raw -95895.130380 + Penalty 1401.818098 = -94493.312282 nChanged 163 SP:Iteration 2F (332.775988 sec): 3 clusters Score: Raw -96046.430544 + Penalty 1408.332601 = -94638.097943 nChanged 127 SP:Iteration 3F (332.779092 sec): 3 clusters Score: Raw -96178.609025 + Penalty 1415.672627 = -94762.936398 nChanged 123 SP:Iteration 4F (332.782164 sec): 3 clusters Score: Raw -96306.271534 + Penalty 1422.817733 = -94883.453801 nChanged 110 SP:Iteration 5F (332.785244 sec): 3 clusters Score: Raw -96408.650362 + Penalty 1427.533892 = -94981.116470 nChanged 73 SP:Iteration 6Q (332.788298 sec): 3 clusters Score: Raw -96487.053615 + Penalty 1426.661427 = -95060.392187 nChanged 56 SP:Iteration 7Q (332.791335 sec): 3 clusters Score: Raw -96543.287526 + Penalty 1426.450055 = -95116.837471 nChanged 38 SP:Iteration 8Q (332.794336 sec): 3 clusters Score: Raw -96566.485137 + Penalty 1426.173326 = -95140.311811 nChanged 24 SP:Iteration 9Q (332.797327 sec): 3 clusters Score: Raw -96583.078297 + Penalty 1426.804552 = -95156.273744 nChanged 24 SP:Iteration 10F (332.800525 sec): 3 clusters Score: Raw -96600.483934 + Penalty 1427.372070 = -95173.111864 nChanged 17 SP:Iteration 11Q (332.803557 sec): 3 clusters Score: Raw -96608.266351 + Penalty 1427.449075 = -95180.817275 nChanged 10 SP:Iteration 12Q (332.806564 sec): 3 clusters Score: Raw -96612.346112 + Penalty 1427.222873 = -95185.123239 nChanged 8 SP:Iteration 13Q (332.809540 sec): 3 clusters Score: Raw -96615.705179 + Penalty 1427.006631 = -95188.698548 nChanged 3 SP:Iteration 14Q (332.812536 sec): 3 clusters Score: Raw -96617.480579 + Penalty 1427.217016 = -95190.263564 nChanged 4 SP:Iteration 15Q (332.815547 sec): 3 clusters Score: Raw -96619.311358 + Penalty 1426.654224 = -95192.657134 nChanged 4 SP:Iteration 16Q (332.818589 sec): 3 clusters Score: Raw -96621.794848 + Penalty 1425.671639 = -95196.123209 nChanged 4 SP:Iteration 17Q (332.821564 sec): 3 clusters Score: Raw -96623.546828 + Penalty 1425.202824 = -95198.344003 nChanged 4 SP:Iteration 18Q (332.824515 sec): 3 clusters Score: Raw -96624.981059 + Penalty 1425.138122 = -95199.842937 nChanged 1 SP:Iteration 19Q (332.827461 sec): 3 clusters Score: Raw -96625.611137 + Penalty 1425.106316 = -95200.504822 nChanged 1 SP:Iteration 20F (332.830546 sec): 3 clusters Score: Raw -96625.861461 + Penalty 1425.106316 = -95200.755145 nChanged 0 Memory request: 0.20 GB would take us to total of 1.00 GB. Trying to split cluster 5 (43950 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (333.035479 sec): 2 clusters Score: Raw -2544722.449892 + Penalty 80.087214 = -2544642.362678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (333.122375 sec): 3 clusters Score: Raw -2514698.966016 + Penalty 161.021312 = -2514537.944704 nChanged 21506 SP:Iteration 1F (333.205455 sec): 3 clusters Score: Raw -2527258.681097 + Penalty 154.047282 = -2527104.633815 nChanged 6214 SP:Iteration 2F (333.289964 sec): 3 clusters Score: Raw -2533317.888730 + Penalty 151.010938 = -2533166.877792 nChanged 5114 SP:Iteration 3F (333.374328 sec): 3 clusters Score: Raw -2539306.759614 + Penalty 155.290578 = -2539151.469036 nChanged 3363 SP:Iteration 4F (333.458986 sec): 3 clusters Score: Raw -2543444.048896 + Penalty 160.335113 = -2543283.713783 nChanged 898 SP:Iteration 5Q (333.538178 sec): 3 clusters Score: Raw -2544498.989346 + Penalty 167.201640 = -2544331.787707 nChanged 126 SP:Iteration 6Q (333.609333 sec): 3 clusters Score: Raw -2544637.557671 + Penalty 164.449339 = -2544473.108332 nChanged 52 SP:Iteration 7Q (333.677401 sec): 3 clusters Score: Raw -2544676.766171 + Penalty 165.433700 = -2544511.332472 nChanged 22 SP:Iteration 8Q (333.745070 sec): 3 clusters Score: Raw -2544688.651216 + Penalty 158.310349 = -2544530.340867 nChanged 12 SP:Iteration 9Q (333.813019 sec): 3 clusters Score: Raw -2544698.225477 + Penalty 163.047164 = -2544535.178312 nChanged 9 SP:Iteration 10F (333.897863 sec): 3 clusters Score: Raw -2544704.073528 + Penalty 168.691294 = -2544535.382234 nChanged 8 SP:Iteration 11Q (333.965329 sec): 3 clusters Score: Raw -2544707.627086 + Penalty 169.667277 = -2544537.959809 nChanged 3 SP:Iteration 12Q (334.032795 sec): 3 clusters Score: Raw -2544707.878319 + Penalty 167.767802 = -2544540.110517 nChanged 1 SP:Iteration 13Q (334.102186 sec): 3 clusters Score: Raw -2544707.843739 + Penalty 167.922499 = -2544539.921240 nChanged 1 SP:Iteration 14F (334.187201 sec): 3 clusters Score: Raw -2544707.966290 + Penalty 171.248478 = -2544536.717812 nChanged 3 SP:Iteration 15F (334.271718 sec): 3 clusters Score: Raw -2544708.619840 + Penalty 173.590834 = -2544535.029006 nChanged 2 SP:Iteration 16F (334.356648 sec): 3 clusters Score: Raw -2544708.488557 + Penalty 175.909026 = -2544532.579532 nChanged 3 SP:Iteration 17F (334.441997 sec): 3 clusters Score: Raw -2544708.727712 + Penalty 179.395885 = -2544529.331828 nChanged 3 SP:Iteration 18F (334.527222 sec): 3 clusters Score: Raw -2544708.746035 + Penalty 169.148824 = -2544539.597210 nChanged 4 SP:Iteration 19Q (334.609851 sec): 3 clusters Score: Raw -2544709.387882 + Penalty 170.870879 = -2544538.517003 nChanged 3 SP:Iteration 20F (334.696377 sec): 3 clusters Score: Raw -2544709.843468 + Penalty 173.738396 = -2544536.105072 nChanged 4 SP:Iteration 21F (334.781787 sec): 3 clusters Score: Raw -2544710.283096 + Penalty 152.824835 = -2544557.458261 nChanged 8 SP:Iteration 22Q (334.849841 sec): 3 clusters Score: Raw -2544717.440451 + Penalty 80.087214 = -2544637.353237 nChanged 4 SP:Iteration 23Q (334.916397 sec): 2 clusters Score: Raw -2544722.449892 + Penalty 80.087214 = -2544642.362678 nChanged 0 SP:Iteration 24F (334.980349 sec): 2 clusters Score: Raw -2544722.449892 + Penalty 80.087214 = -2544642.362678 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 6 (897 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (335.008557 sec): 2 clusters Score: Raw -52532.511614 + Penalty 999.642372 = -51532.869242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (335.010478 sec): 3 clusters Score: Raw -52229.578382 + Penalty 2000.408582 = -50229.169800 nChanged 271 SP:Iteration 1F (335.012264 sec): 3 clusters Score: Raw -52470.285721 + Penalty 2004.000530 = -50466.285191 nChanged 83 SP:Iteration 2F (335.014032 sec): 3 clusters Score: Raw -52571.460206 + Penalty 2008.265584 = -50563.194623 nChanged 47 SP:Iteration 3F (335.015799 sec): 3 clusters Score: Raw -52617.649503 + Penalty 2012.850913 = -50604.798590 nChanged 33 SP:Iteration 4Q (335.017592 sec): 3 clusters Score: Raw -52666.334188 + Penalty 2018.862192 = -50647.471997 nChanged 30 SP:Iteration 5Q (335.019357 sec): 3 clusters Score: Raw -52703.324484 + Penalty 2021.466275 = -50681.858209 nChanged 21 SP:Iteration 6Q (335.021078 sec): 3 clusters Score: Raw -52721.628778 + Penalty 2024.174204 = -50697.454574 nChanged 21 SP:Iteration 7Q (335.022801 sec): 3 clusters Score: Raw -52745.724744 + Penalty 2027.062019 = -50718.662725 nChanged 12 SP:Iteration 8Q (335.024601 sec): 3 clusters Score: Raw -52755.142065 + Penalty 2029.083376 = -50726.058689 nChanged 10 SP:Iteration 9Q (335.026348 sec): 3 clusters Score: Raw -52764.624877 + Penalty 2030.633016 = -50733.991860 nChanged 6 SP:Iteration 10F (335.028126 sec): 3 clusters Score: Raw -52770.314922 + Penalty 2030.691433 = -50739.623490 nChanged 3 SP:Iteration 11Q (335.029879 sec): 3 clusters Score: Raw -52775.853381 + Penalty 2030.689640 = -50745.163741 nChanged 4 SP:Iteration 12Q (335.031596 sec): 3 clusters Score: Raw -52783.000095 + Penalty 2030.540909 = -50752.459185 nChanged 6 SP:Iteration 13Q (335.033306 sec): 3 clusters Score: Raw -52793.729115 + Penalty 2030.707693 = -50763.021422 nChanged 6 SP:Iteration 14Q (335.035019 sec): 3 clusters Score: Raw -52798.516276 + Penalty 2030.707693 = -50767.808583 nChanged 0 SP:Iteration 15F (335.036776 sec): 3 clusters Score: Raw -52798.516276 + Penalty 2030.707693 = -50767.808583 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 7 (427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (335.040666 sec): 2 clusters Score: Raw -28082.793028 + Penalty 490.539435 = -27592.253593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (335.041644 sec): 3 clusters Score: Raw -27908.338277 + Penalty 981.412598 = -26926.925679 nChanged 123 SP:Iteration 1F (335.042605 sec): 3 clusters Score: Raw -27982.456945 + Penalty 980.299008 = -27002.157937 nChanged 42 SP:Iteration 2F (335.043563 sec): 3 clusters Score: Raw -28013.817822 + Penalty 979.530265 = -27034.287556 nChanged 22 SP:Iteration 3F (335.044524 sec): 3 clusters Score: Raw -28034.434653 + Penalty 979.359370 = -27055.075283 nChanged 17 SP:Iteration 4Q (335.045472 sec): 3 clusters Score: Raw -28046.345689 + Penalty 978.894655 = -27067.451034 nChanged 12 SP:Iteration 5Q (335.046474 sec): 3 clusters Score: Raw -28050.938947 + Penalty 978.848859 = -27072.090087 nChanged 4 SP:Iteration 6Q (335.047439 sec): 3 clusters Score: Raw -28053.917449 + Penalty 978.605416 = -27075.312033 nChanged 3 SP:Iteration 7Q (335.048423 sec): 3 clusters Score: Raw -28054.463004 + Penalty 978.399003 = -27076.064001 nChanged 1 SP:Iteration 8Q (335.049410 sec): 3 clusters Score: Raw -28054.933641 + Penalty 978.259894 = -27076.673747 nChanged 3 SP:Iteration 9Q (335.050395 sec): 3 clusters Score: Raw -28056.031047 + Penalty 978.593593 = -27077.437455 nChanged 3 SP:Iteration 10F (335.051389 sec): 3 clusters Score: Raw -28058.957462 + Penalty 978.002538 = -27080.954924 nChanged 6 SP:Iteration 11Q (335.052350 sec): 3 clusters Score: Raw -28062.958484 + Penalty 977.203881 = -27085.754603 nChanged 7 SP:Iteration 12Q (335.053295 sec): 3 clusters Score: Raw -28068.380355 + Penalty 977.826668 = -27090.553687 nChanged 4 SP:Iteration 13Q (335.054241 sec): 3 clusters Score: Raw -28070.237386 + Penalty 978.675468 = -27091.561918 nChanged 6 SP:Iteration 14Q (335.055187 sec): 3 clusters Score: Raw -28075.650514 + Penalty 979.395635 = -27096.254879 nChanged 4 SP:Iteration 15Q (335.056129 sec): 3 clusters Score: Raw -28077.862498 + Penalty 979.982410 = -27097.880089 nChanged 8 SP:Iteration 16Q (335.057070 sec): 3 clusters Score: Raw -28084.655646 + Penalty 980.725823 = -27103.929823 nChanged 5 SP:Iteration 17Q (335.058011 sec): 3 clusters Score: Raw -28088.884360 + Penalty 980.510384 = -27108.373976 nChanged 5 SP:Iteration 18Q (335.058950 sec): 3 clusters Score: Raw -28094.158452 + Penalty 981.239332 = -27112.919121 nChanged 2 SP:Iteration 19Q (335.059888 sec): 3 clusters Score: Raw -28095.171201 + Penalty 981.821307 = -27113.349893 nChanged 4 SP:Iteration 20F (335.060839 sec): 3 clusters Score: Raw -28097.066291 + Penalty 981.703489 = -27115.362802 nChanged 4 SP:Iteration 21Q (335.061777 sec): 3 clusters Score: Raw -28098.572653 + Penalty 980.729965 = -27117.842689 nChanged 4 SP:Iteration 22Q (335.062715 sec): 3 clusters Score: Raw -28101.023428 + Penalty 981.380397 = -27119.643031 nChanged 4 SP:Iteration 23Q (335.063652 sec): 3 clusters Score: Raw -28103.144802 + Penalty 985.433975 = -27117.710827 nChanged 9 SP:Iteration 24F (335.064603 sec): 3 clusters Score: Raw -28111.688222 + Penalty 986.544535 = -27125.143687 nChanged 4 SP:Iteration 25Q (335.065537 sec): 3 clusters Score: Raw -28113.294526 + Penalty 987.314835 = -27125.979691 nChanged 4 SP:Iteration 26Q (335.066504 sec): 3 clusters Score: Raw -28117.132754 + Penalty 987.314835 = -27129.817919 nChanged 0 SP:Iteration 27F (335.067452 sec): 3 clusters Score: Raw -28117.132754 + Penalty 987.314835 = -27129.817919 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 8 (287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (335.069299 sec): 2 clusters Score: Raw -16371.953800 + Penalty 163.263553 = -16208.690246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (335.070028 sec): 3 clusters Score: Raw -16258.444462 + Penalty 350.554263 = -15907.890199 nChanged 107 SP:Iteration 1F (335.070751 sec): 3 clusters Score: Raw -16387.142636 + Penalty 366.637124 = -16020.505512 nChanged 25 SP:Iteration 2F (335.071469 sec): 3 clusters Score: Raw -16407.675383 + Penalty 361.789737 = -16045.885646 nChanged 8 SP:Iteration 3Q (335.072187 sec): 3 clusters Score: Raw -16418.142406 + Penalty 369.314812 = -16048.827594 nChanged 5 SP:Iteration 4Q (335.072898 sec): 3 clusters Score: Raw -16421.644807 + Penalty 368.572731 = -16053.072076 nChanged 4 SP:Iteration 5Q (335.073608 sec): 3 clusters Score: Raw -16423.825751 + Penalty 367.695140 = -16056.130611 nChanged 2 SP:Iteration 6Q (335.074322 sec): 3 clusters Score: Raw -16424.410948 + Penalty 367.628274 = -16056.782674 nChanged 1 SP:Iteration 7Q (335.075033 sec): 3 clusters Score: Raw -16424.944175 + Penalty 367.628274 = -16057.315901 nChanged 0 SP:Iteration 8F (335.075748 sec): 3 clusters Score: Raw -16424.944175 + Penalty 367.628274 = -16057.315901 nChanged 0 Memory request: 0.01 GB would take us to total of 0.82 GB. Trying to split cluster 11 (1992 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (335.082935 sec): 2 clusters Score: Raw -118160.398363 + Penalty 146.538151 = -118013.860212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (335.086692 sec): 3 clusters Score: Raw -116919.414273 + Penalty 287.177386 = -116632.236887 nChanged 899 SP:Iteration 1F (335.090425 sec): 3 clusters Score: Raw -117600.431676 + Penalty 288.841226 = -117311.590449 nChanged 186 SP:Iteration 2F (335.094199 sec): 3 clusters Score: Raw -117706.122506 + Penalty 289.706117 = -117416.416389 nChanged 114 SP:Iteration 3F (335.099571 sec): 3 clusters Score: Raw -117793.419483 + Penalty 285.547106 = -117507.872376 nChanged 118 SP:Iteration 4F (335.103206 sec): 3 clusters Score: Raw -117911.450944 + Penalty 277.148713 = -117634.302231 nChanged 99 SP:Iteration 5Q (335.106924 sec): 3 clusters Score: Raw -118013.252082 + Penalty 293.069005 = -117720.183077 nChanged 74 SP:Iteration 6Q (335.110542 sec): 3 clusters Score: Raw -118089.414425 + Penalty 322.078206 = -117767.336219 nChanged 45 SP:Iteration 7Q (335.114184 sec): 3 clusters Score: Raw -118135.722053 + Penalty 346.427918 = -117789.294134 nChanged 22 SP:Iteration 8Q (335.117773 sec): 3 clusters Score: Raw -118160.183514 + Penalty 431.142663 = -117729.040850 nChanged 10 SP:Iteration 9F (335.121347 sec): 3 clusters Score: Raw -118172.783639 + Penalty 522.293685 = -117650.489955 nChanged 4 SP:Iteration 10F (335.124992 sec): 3 clusters Score: Raw -118182.224738 + Penalty 598.668891 = -117583.555847 nChanged 2 SP:Iteration 11F (335.128670 sec): 3 clusters Score: Raw -118189.136690 + Penalty 598.668891 = -117590.467799 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 13 (594 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (335.133663 sec): 2 clusters Score: Raw -25141.132524 + Penalty 946.534264 = -24194.598260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (335.134942 sec): 3 clusters Score: Raw -25005.986845 + Penalty 1895.704681 = -23110.282165 nChanged 174 SP:Iteration 1F (335.136171 sec): 3 clusters Score: Raw -25226.363409 + Penalty 1898.287097 = -23328.076312 nChanged 62 SP:Iteration 2F (335.137399 sec): 3 clusters Score: Raw -25365.423906 + Penalty 1898.568861 = -23466.855045 nChanged 40 SP:Iteration 3F (335.138689 sec): 3 clusters Score: Raw -25454.689399 + Penalty 1899.473217 = -23555.216182 nChanged 34 SP:Iteration 4F (335.139916 sec): 3 clusters Score: Raw -25509.511104 + Penalty 1901.188814 = -23608.322290 nChanged 17 SP:Iteration 5Q (335.141092 sec): 3 clusters Score: Raw -25565.442451 + Penalty 1900.412137 = -23665.030313 nChanged 18 SP:Iteration 6Q (335.142232 sec): 3 clusters Score: Raw -25624.446643 + Penalty 1902.326541 = -23722.120102 nChanged 9 SP:Iteration 7Q (335.143345 sec): 3 clusters Score: Raw -25637.002784 + Penalty 1901.754885 = -23735.247898 nChanged 5 SP:Iteration 8Q (335.144480 sec): 3 clusters Score: Raw -25656.705250 + Penalty 1901.254464 = -23755.450787 nChanged 4 SP:Iteration 9Q (335.145602 sec): 3 clusters Score: Raw -25665.451803 + Penalty 1904.274390 = -23761.177413 nChanged 5 SP:Iteration 10F (335.146908 sec): 3 clusters Score: Raw -25672.651315 + Penalty 1905.676100 = -23766.975215 nChanged 2 SP:Iteration 11Q (335.148086 sec): 3 clusters Score: Raw -25678.577193 + Penalty 1904.776957 = -23773.800236 nChanged 2 SP:Iteration 12Q (335.149501 sec): 3 clusters Score: Raw -25693.562671 + Penalty 1904.881447 = -23788.681224 nChanged 3 SP:Iteration 13Q (335.151022 sec): 3 clusters Score: Raw -25702.327610 + Penalty 1905.142819 = -23797.184791 nChanged 2 SP:Iteration 14Q (335.152325 sec): 3 clusters Score: Raw -25706.798244 + Penalty 1905.803634 = -23800.994610 nChanged 3 SP:Iteration 15Q (335.153912 sec): 3 clusters Score: Raw -25710.306026 + Penalty 1905.803634 = -23804.502393 nChanged 0 SP:Iteration 16F (335.156008 sec): 3 clusters Score: Raw -25710.306026 + Penalty 1905.803634 = -23804.502393 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 14 (742 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (335.160000 sec): 2 clusters Score: Raw -41671.981455 + Penalty 252.659416 = -41419.322039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (335.161514 sec): 3 clusters Score: Raw -41286.970283 + Penalty 573.562558 = -40713.407725 nChanged 298 SP:Iteration 1F (335.163025 sec): 3 clusters Score: Raw -41756.940038 + Penalty 605.847590 = -41151.092448 nChanged 83 SP:Iteration 2F (335.164515 sec): 3 clusters Score: Raw -41909.135983 + Penalty 603.455124 = -41305.680859 nChanged 26 SP:Iteration 3Q (335.165818 sec): 3 clusters Score: Raw -41964.485679 + Penalty 600.545634 = -41363.940045 nChanged 18 SP:Iteration 4Q (335.167061 sec): 3 clusters Score: Raw -42004.388258 + Penalty 593.856461 = -41410.531797 nChanged 9 SP:Iteration 5Q (335.168277 sec): 3 clusters Score: Raw -42016.955002 + Penalty 590.489129 = -41426.465873 nChanged 4 SP:Iteration 6Q (335.169488 sec): 3 clusters Score: Raw -42020.994348 + Penalty 588.093135 = -41432.901213 nChanged 2 SP:Iteration 7Q (335.170722 sec): 3 clusters Score: Raw -42022.680936 + Penalty 588.093135 = -41434.587801 nChanged 0 SP:Iteration 8F (335.172211 sec): 3 clusters Score: Raw -42022.680936 + Penalty 588.093135 = -41434.587801 nChanged 0 Score: Raw -4903822.929474 + Penalty 27865.719913 = -4875957.209560 Splitting cluster 14 changes total score from -4841034.092950 to -4875957.209560 So it's getting split into cluster 9. Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 15 (923 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (336.755232 sec): 2 clusters Score: Raw -59244.392784 + Penalty 519.073672 = -58725.319112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (336.757082 sec): 3 clusters Score: Raw -58735.921195 + Penalty 1033.940322 = -57701.980874 nChanged 350 SP:Iteration 1F (336.758909 sec): 3 clusters Score: Raw -58948.019755 + Penalty 1030.667278 = -57917.352477 nChanged 86 SP:Iteration 2F (336.760732 sec): 3 clusters Score: Raw -58996.090919 + Penalty 1028.868816 = -57967.222103 nChanged 48 SP:Iteration 3F (336.762538 sec): 3 clusters Score: Raw -59015.739506 + Penalty 1025.987483 = -57989.752024 nChanged 32 SP:Iteration 4Q (336.764382 sec): 3 clusters Score: Raw -59027.750750 + Penalty 1023.352975 = -58004.397775 nChanged 29 SP:Iteration 5Q (336.766190 sec): 3 clusters Score: Raw -59043.847668 + Penalty 1020.652674 = -58023.194994 nChanged 38 SP:Iteration 6Q (336.767991 sec): 3 clusters Score: Raw -59067.231427 + Penalty 1018.711257 = -58048.520170 nChanged 42 SP:Iteration 7Q (336.769788 sec): 3 clusters Score: Raw -59096.262158 + Penalty 1017.450322 = -58078.811836 nChanged 55 SP:Iteration 8F (336.771578 sec): 3 clusters Score: Raw -59146.233789 + Penalty 1022.947214 = -58123.286574 nChanged 51 SP:Iteration 9F (336.773366 sec): 3 clusters Score: Raw -59192.629640 + Penalty 1026.980448 = -58165.649191 nChanged 42 SP:Iteration 10F (336.775271 sec): 3 clusters Score: Raw -59247.800410 + Penalty 1041.599694 = -58206.200716 nChanged 46 SP:Iteration 11Q (336.777059 sec): 3 clusters Score: Raw -59306.894187 + Penalty 1048.913354 = -58257.980833 nChanged 18 SP:Iteration 12Q (336.778802 sec): 3 clusters Score: Raw -59327.609777 + Penalty 1048.147182 = -58279.462595 nChanged 14 SP:Iteration 13Q (336.780649 sec): 3 clusters Score: Raw -59345.432000 + Penalty 1051.406001 = -58294.025999 nChanged 4 SP:Iteration 14Q (336.782417 sec): 3 clusters Score: Raw -59351.802837 + Penalty 1061.129580 = -58290.673257 nChanged 5 SP:Iteration 15F (336.784206 sec): 3 clusters Score: Raw -59359.755045 + Penalty 1061.129580 = -58298.625465 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 16 (814 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (336.788113 sec): 2 clusters Score: Raw -47736.452766 + Penalty 492.846472 = -47243.606295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (336.789784 sec): 3 clusters Score: Raw -47335.049139 + Penalty 981.070530 = -46353.978610 nChanged 285 SP:Iteration 1F (336.791408 sec): 3 clusters Score: Raw -47557.382346 + Penalty 977.989323 = -46579.393023 nChanged 92 SP:Iteration 2F (336.793069 sec): 3 clusters Score: Raw -47643.847547 + Penalty 979.840159 = -46664.007388 nChanged 61 SP:Iteration 3F (336.794710 sec): 3 clusters Score: Raw -47697.171338 + Penalty 986.271515 = -46710.899823 nChanged 61 SP:Iteration 4F (336.796331 sec): 3 clusters Score: Raw -47772.085045 + Penalty 1010.045204 = -46762.039841 nChanged 58 SP:Iteration 5F (336.797934 sec): 3 clusters Score: Raw -47837.830400 + Penalty 1040.050343 = -46797.780056 nChanged 39 SP:Iteration 6Q (336.799525 sec): 3 clusters Score: Raw -47887.503080 + Penalty 1069.192899 = -46818.310181 nChanged 24 SP:Iteration 7Q (336.801200 sec): 3 clusters Score: Raw -47920.416522 + Penalty 1082.827280 = -46837.589242 nChanged 12 SP:Iteration 8Q (336.802855 sec): 3 clusters Score: Raw -47932.188615 + Penalty 1088.442454 = -46843.746161 nChanged 6 SP:Iteration 9Q (336.804438 sec): 3 clusters Score: Raw -47936.113677 + Penalty 1088.335639 = -46847.778038 nChanged 1 SP:Iteration 10F (336.806038 sec): 3 clusters Score: Raw -47937.027732 + Penalty 1088.335639 = -46848.692093 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 17 (496 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (336.808111 sec): 2 clusters Score: Raw -31058.986474 + Penalty 714.043803 = -30344.942671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (336.809210 sec): 3 clusters Score: Raw -30899.807329 + Penalty 1427.956080 = -29471.851249 nChanged 117 SP:Iteration 1F (336.810289 sec): 3 clusters Score: Raw -31008.524373 + Penalty 1430.833687 = -29577.690686 nChanged 37 SP:Iteration 2F (336.811368 sec): 3 clusters Score: Raw -31063.430863 + Penalty 1432.707189 = -29630.723674 nChanged 20 SP:Iteration 3Q (336.812433 sec): 3 clusters Score: Raw -31095.642824 + Penalty 1435.627698 = -29660.015126 nChanged 17 SP:Iteration 4Q (336.813491 sec): 3 clusters Score: Raw -31121.076135 + Penalty 1437.563139 = -29683.512997 nChanged 10 SP:Iteration 5Q (336.814542 sec): 3 clusters Score: Raw -31133.099820 + Penalty 1437.824046 = -29695.275774 nChanged 5 SP:Iteration 6Q (336.815694 sec): 3 clusters Score: Raw -31141.387459 + Penalty 1438.312041 = -29703.075419 nChanged 8 SP:Iteration 7Q (336.816749 sec): 3 clusters Score: Raw -31150.701076 + Penalty 1438.867424 = -29711.833653 nChanged 8 SP:Iteration 8Q (336.817787 sec): 3 clusters Score: Raw -31159.108318 + Penalty 1438.937973 = -29720.170345 nChanged 9 SP:Iteration 9Q (336.818820 sec): 3 clusters Score: Raw -31164.856349 + Penalty 1438.863248 = -29725.993101 nChanged 1 SP:Iteration 10F (336.819908 sec): 3 clusters Score: Raw -31165.439092 + Penalty 1438.863248 = -29726.575844 nChanged 0 Memory request: 0.01 GB would take us to total of 0.82 GB. Trying to split cluster 18 (2198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (336.830799 sec): 2 clusters Score: Raw -131096.077496 + Penalty 554.205598 = -130541.871897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (336.834971 sec): 3 clusters Score: Raw -129805.503816 + Penalty 1112.781470 = -128692.722346 nChanged 887 SP:Iteration 1F (336.839085 sec): 3 clusters Score: Raw -130436.925100 + Penalty 1122.632968 = -129314.292132 nChanged 368 SP:Iteration 2F (336.843286 sec): 3 clusters Score: Raw -130763.809248 + Penalty 1130.339654 = -129633.469595 nChanged 169 SP:Iteration 3F (336.847655 sec): 3 clusters Score: Raw -130867.661930 + Penalty 1131.951548 = -129735.710382 nChanged 98 SP:Iteration 4Q (336.851757 sec): 3 clusters Score: Raw -130936.012143 + Penalty 1131.095992 = -129804.916151 nChanged 75 SP:Iteration 5Q (336.855883 sec): 3 clusters Score: Raw -130984.196518 + Penalty 1130.401314 = -129853.795204 nChanged 60 SP:Iteration 6Q (336.860057 sec): 3 clusters Score: Raw -131017.785886 + Penalty 1132.078423 = -129885.707462 nChanged 45 SP:Iteration 7Q (336.864111 sec): 3 clusters Score: Raw -131042.017888 + Penalty 1132.625145 = -129909.392742 nChanged 37 SP:Iteration 8Q (336.868152 sec): 3 clusters Score: Raw -131061.125139 + Penalty 1131.395243 = -129929.729896 nChanged 34 SP:Iteration 9Q (336.872185 sec): 3 clusters Score: Raw -131075.220571 + Penalty 1129.795528 = -129945.425043 nChanged 28 SP:Iteration 10F (336.876353 sec): 3 clusters Score: Raw -131084.791002 + Penalty 1128.928856 = -129955.862146 nChanged 23 SP:Iteration 11Q (336.880388 sec): 3 clusters Score: Raw -131094.524854 + Penalty 1127.109182 = -129967.415672 nChanged 21 SP:Iteration 12Q (336.884554 sec): 3 clusters Score: Raw -131105.319851 + Penalty 1124.954503 = -129980.365349 nChanged 20 SP:Iteration 13Q (336.888588 sec): 3 clusters Score: Raw -131111.577049 + Penalty 1122.608419 = -129988.968630 nChanged 12 SP:Iteration 14Q (336.892620 sec): 3 clusters Score: Raw -131117.190030 + Penalty 1121.023536 = -129996.166493 nChanged 12 SP:Iteration 15Q (336.896821 sec): 3 clusters Score: Raw -131121.432587 + Penalty 1120.875378 = -130000.557209 nChanged 9 SP:Iteration 16Q (336.900806 sec): 3 clusters Score: Raw -131123.300070 + Penalty 1120.992281 = -130002.307789 nChanged 9 SP:Iteration 17Q (336.904766 sec): 3 clusters Score: Raw -131124.770248 + Penalty 1121.524692 = -130003.245556 nChanged 11 SP:Iteration 18Q (336.908739 sec): 3 clusters Score: Raw -131126.661167 + Penalty 1121.367812 = -130005.293355 nChanged 8 SP:Iteration 19Q (336.912706 sec): 3 clusters Score: Raw -131127.862538 + Penalty 1120.946758 = -130006.915780 nChanged 2 SP:Iteration 20F (336.916850 sec): 3 clusters Score: Raw -131128.511296 + Penalty 1121.399533 = -130007.111764 nChanged 4 SP:Iteration 21Q (336.920836 sec): 3 clusters Score: Raw -131128.928316 + Penalty 1122.287401 = -130006.640915 nChanged 3 SP:Iteration 22F (336.925126 sec): 3 clusters Score: Raw -131129.270855 + Penalty 1122.555805 = -130006.715050 nChanged 4 SP:Iteration 23Q (336.929125 sec): 3 clusters Score: Raw -131129.542184 + Penalty 1122.556600 = -130006.985584 nChanged 2 SP:Iteration 24Q (336.933080 sec): 3 clusters Score: Raw -131129.762960 + Penalty 1122.380394 = -130007.382566 nChanged 2 SP:Iteration 25Q (336.937068 sec): 3 clusters Score: Raw -131129.910300 + Penalty 1122.262122 = -130007.648178 nChanged 2 SP:Iteration 26Q (336.941016 sec): 3 clusters Score: Raw -131130.161979 + Penalty 1123.323026 = -130006.838952 nChanged 3 SP:Iteration 27F (336.945392 sec): 3 clusters Score: Raw -131131.223443 + Penalty 1122.336446 = -130008.886996 nChanged 4 SP:Iteration 28Q (336.949401 sec): 3 clusters Score: Raw -131132.316907 + Penalty 1121.785919 = -130010.530987 nChanged 3 SP:Iteration 29Q (336.953372 sec): 3 clusters Score: Raw -131133.445042 + Penalty 1122.401945 = -130011.043096 nChanged 4 SP:Iteration 30F (336.957522 sec): 3 clusters Score: Raw -131134.221117 + Penalty 1122.785825 = -130011.435292 nChanged 2 SP:Iteration 31Q (336.961494 sec): 3 clusters Score: Raw -131134.737712 + Penalty 1123.620665 = -130011.117047 nChanged 2 SP:Iteration 32F (336.965680 sec): 3 clusters Score: Raw -131134.959563 + Penalty 1124.024427 = -130010.935135 nChanged 2 SP:Iteration 33F (336.969942 sec): 3 clusters Score: Raw -131135.226565 + Penalty 1124.823296 = -130010.403269 nChanged 4 SP:Iteration 34F (336.974092 sec): 3 clusters Score: Raw -131135.554204 + Penalty 1125.197817 = -130010.356387 nChanged 3 SP:Iteration 35F (336.978271 sec): 3 clusters Score: Raw -131135.768683 + Penalty 1125.742376 = -130010.026307 nChanged 2 SP:Iteration 36F (336.982418 sec): 3 clusters Score: Raw -131135.880606 + Penalty 1126.546927 = -130009.333679 nChanged 3 SP:Iteration 37F (336.986618 sec): 3 clusters Score: Raw -131136.275959 + Penalty 1126.864244 = -130009.411715 nChanged 2 SP:Iteration 38Q (336.990580 sec): 3 clusters Score: Raw -131136.587397 + Penalty 1125.223309 = -130011.364088 nChanged 4 SP:Iteration 39Q (336.994572 sec): 3 clusters Score: Raw -131137.096805 + Penalty 1125.782917 = -130011.313888 nChanged 2 SP:Iteration 40F (336.998735 sec): 3 clusters Score: Raw -131137.255078 + Penalty 1126.273580 = -130010.981498 nChanged 1 SP:Iteration 41F (337.002927 sec): 3 clusters Score: Raw -131137.324521 + Penalty 1125.772949 = -130011.551571 nChanged 2 SP:Iteration 42Q (337.006870 sec): 3 clusters Score: Raw -131137.618049 + Penalty 1125.525784 = -130012.092266 nChanged 2 SP:Iteration 43Q (337.010842 sec): 3 clusters Score: Raw -131137.768840 + Penalty 1125.596580 = -130012.172260 nChanged 1 SP:Iteration 44Q (337.014788 sec): 3 clusters Score: Raw -131137.835021 + Penalty 1124.348553 = -130013.486467 nChanged 3 SP:Iteration 45Q (337.018721 sec): 3 clusters Score: Raw -131138.792687 + Penalty 1125.364275 = -130013.428411 nChanged 3 SP:Iteration 46F (337.022871 sec): 3 clusters Score: Raw -131139.198992 + Penalty 1125.390841 = -130013.808152 nChanged 1 SP:Iteration 47Q (337.026819 sec): 3 clusters Score: Raw -131139.505525 + Penalty 1125.822305 = -130013.683220 nChanged 2 SP:Iteration 48F (337.030982 sec): 3 clusters Score: Raw -131140.351094 + Penalty 1125.667640 = -130014.683454 nChanged 2 SP:Iteration 49Q (337.034910 sec): 3 clusters Score: Raw -131142.625489 + Penalty 1126.351889 = -130016.273599 nChanged 2 SP:Iteration 50F (337.039103 sec): 3 clusters Score: Raw -131142.826225 + Penalty 1127.114898 = -130015.711327 nChanged 3 SP:Iteration 51F (337.043329 sec): 3 clusters Score: Raw -131143.134555 + Penalty 1128.567326 = -130014.567229 nChanged 4 SP:Iteration 52F (337.047624 sec): 3 clusters Score: Raw -131143.664562 + Penalty 1130.119248 = -130013.545314 nChanged 5 SP:Iteration 53F (337.051903 sec): 3 clusters Score: Raw -131144.136983 + Penalty 1132.093076 = -130012.043907 nChanged 5 SP:Iteration 54F (337.056078 sec): 3 clusters Score: Raw -131144.922538 + Penalty 1132.922617 = -130011.999921 nChanged 7 SP:Iteration 55F (337.060244 sec): 3 clusters Score: Raw -131146.961594 + Penalty 1133.400746 = -130013.560847 nChanged 4 SP:Iteration 56Q (337.064142 sec): 3 clusters Score: Raw -131147.746621 + Penalty 1133.406263 = -130014.340358 nChanged 3 SP:Iteration 57Q (337.068067 sec): 3 clusters Score: Raw -131149.058535 + Penalty 1133.406263 = -130015.652272 nChanged 0 SP:Iteration 58F (337.072343 sec): 3 clusters Score: Raw -131149.058535 + Penalty 1133.406263 = -130015.652272 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 19 (715 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (337.076122 sec): 2 clusters Score: Raw -42842.308113 + Penalty 462.178015 = -42380.130098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (337.077621 sec): 3 clusters Score: Raw -42462.381545 + Penalty 928.047467 = -41534.334078 nChanged 254 SP:Iteration 1F (337.079118 sec): 3 clusters Score: Raw -42590.532745 + Penalty 937.537558 = -41652.995187 nChanged 75 SP:Iteration 2F (337.080592 sec): 3 clusters Score: Raw -42648.183619 + Penalty 965.566510 = -41682.617109 nChanged 69 SP:Iteration 3F (337.082056 sec): 3 clusters Score: Raw -42720.961873 + Penalty 1010.618889 = -41710.342985 nChanged 68 SP:Iteration 4F (337.083511 sec): 3 clusters Score: Raw -42793.616322 + Penalty 1037.415445 = -41756.200876 nChanged 39 SP:Iteration 5F (337.085020 sec): 3 clusters Score: Raw -42836.297663 + Penalty 1067.108965 = -41769.188698 nChanged 27 SP:Iteration 6Q (337.086501 sec): 3 clusters Score: Raw -42865.307474 + Penalty 1087.691622 = -41777.615852 nChanged 16 SP:Iteration 7Q (337.087942 sec): 3 clusters Score: Raw -42881.798938 + Penalty 1093.230147 = -41788.568791 nChanged 10 SP:Iteration 8Q (337.089328 sec): 3 clusters Score: Raw -42892.364366 + Penalty 1092.223144 = -41800.141222 nChanged 6 SP:Iteration 9Q (337.090716 sec): 3 clusters Score: Raw -42901.417048 + Penalty 1087.660642 = -41813.756406 nChanged 4 SP:Iteration 10F (337.092198 sec): 3 clusters Score: Raw -42906.105508 + Penalty 1091.245677 = -41814.859832 nChanged 2 SP:Iteration 11Q (337.093540 sec): 3 clusters Score: Raw -42908.875977 + Penalty 1092.978762 = -41815.897215 nChanged 1 SP:Iteration 12Q (337.094915 sec): 3 clusters Score: Raw -42909.462968 + Penalty 1092.978762 = -41816.484207 nChanged 0 SP:Iteration 13F (337.096459 sec): 3 clusters Score: Raw -42909.462968 + Penalty 1092.978762 = -41816.484207 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 20 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (337.097198 sec): 2 clusters Score: Raw -4427.331123 + Penalty 23.554274 = -4403.776849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (337.097507 sec): 3 clusters Score: Raw -4390.496160 + Penalty 46.915878 = -4343.580282 nChanged 27 SP:Iteration 1F (337.097818 sec): 3 clusters Score: Raw -4418.036139 + Penalty 46.916318 = -4371.119821 nChanged 3 SP:Iteration 2Q (337.098132 sec): 3 clusters Score: Raw -4420.542774 + Penalty 46.926202 = -4373.616572 nChanged 1 SP:Iteration 3Q (337.098437 sec): 3 clusters Score: Raw -4421.222977 + Penalty 46.926202 = -4374.296775 nChanged 0 SP:Iteration 4F (337.098745 sec): 3 clusters Score: Raw -4421.222977 + Penalty 46.926202 = -4374.296775 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 21 (154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (337.099987 sec): 2 clusters Score: Raw -8013.618971 + Penalty 44.687853 = -7968.931119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (337.100489 sec): 3 clusters Score: Raw -7940.567961 + Penalty 97.324830 = -7843.243131 nChanged 64 SP:Iteration 1F (337.100977 sec): 3 clusters Score: Raw -8037.770222 + Penalty 102.187680 = -7935.582542 nChanged 14 SP:Iteration 2F (337.101465 sec): 3 clusters Score: Raw -8064.006513 + Penalty 107.722893 = -7956.283620 nChanged 5 SP:Iteration 3Q (337.101915 sec): 3 clusters Score: Raw -8069.612984 + Penalty 111.902747 = -7957.710236 nChanged 3 SP:Iteration 4Q (337.102356 sec): 3 clusters Score: Raw -8073.248809 + Penalty 115.939894 = -7957.308915 nChanged 3 SP:Iteration 5F (337.102828 sec): 3 clusters Score: Raw -8076.278214 + Penalty 119.600394 = -7956.677820 nChanged 2 SP:Iteration 6F (337.103301 sec): 3 clusters Score: Raw -8078.063874 + Penalty 111.975808 = -7966.088066 nChanged 2 SP:Iteration 7Q (337.103769 sec): 3 clusters Score: Raw -8081.514234 + Penalty 111.975808 = -7969.538426 nChanged 0 SP:Iteration 8F (337.104241 sec): 3 clusters Score: Raw -8081.514234 + Penalty 111.975808 = -7969.538426 nChanged 0 Score: Raw -4903890.809198 + Penalty 28017.908893 = -4875872.900305 Splitting cluster 21 changes total score from -4841034.092950 to -4875872.900305 So it's getting split into cluster 10. Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 23 (331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (338.727399 sec): 2 clusters Score: Raw -14091.655712 + Penalty 483.104019 = -13608.551693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (338.728244 sec): 3 clusters Score: Raw -14135.490484 + Penalty 953.337449 = -13182.153035 nChanged 90 SP:Iteration 1F (338.729048 sec): 3 clusters Score: Raw -14403.203801 + Penalty 944.270520 = -13458.933280 nChanged 35 SP:Iteration 2F (338.729847 sec): 3 clusters Score: Raw -14531.265603 + Penalty 938.724198 = -13592.541404 nChanged 12 SP:Iteration 3Q (338.730588 sec): 3 clusters Score: Raw -14549.878516 + Penalty 938.254158 = -13611.624358 nChanged 5 SP:Iteration 4Q (338.731324 sec): 3 clusters Score: Raw -14555.066681 + Penalty 942.951942 = -13612.114739 nChanged 9 SP:Iteration 5Q (338.732058 sec): 3 clusters Score: Raw -14572.205258 + Penalty 951.161550 = -13621.043708 nChanged 10 SP:Iteration 6Q (338.732788 sec): 3 clusters Score: Raw -14585.321462 + Penalty 957.846796 = -13627.474666 nChanged 7 SP:Iteration 7Q (338.733515 sec): 3 clusters Score: Raw -14595.872521 + Penalty 962.612066 = -13633.260455 nChanged 5 SP:Iteration 8Q (338.734242 sec): 3 clusters Score: Raw -14601.265429 + Penalty 967.794434 = -13633.470995 nChanged 5 SP:Iteration 9Q (338.734965 sec): 3 clusters Score: Raw -14606.158106 + Penalty 968.855719 = -13637.302387 nChanged 1 SP:Iteration 10F (338.735756 sec): 3 clusters Score: Raw -14606.788636 + Penalty 968.855719 = -13637.932916 nChanged 0 Score: Raw -4904405.935070 + Penalty 28971.674122 = -4875434.260949 Splitting cluster 23 changes total score from -4841034.092950 to -4875434.260949 So it's getting split into cluster 12. Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 25 (641 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (340.401611 sec): 2 clusters Score: Raw -37037.157371 + Penalty 1008.031670 = -36029.125700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (340.402988 sec): 3 clusters Score: Raw -36889.401745 + Penalty 2016.066464 = -34873.335282 nChanged 179 SP:Iteration 1F (340.404338 sec): 3 clusters Score: Raw -37138.666791 + Penalty 2015.948266 = -35122.718525 nChanged 61 SP:Iteration 2F (340.405682 sec): 3 clusters Score: Raw -37234.271341 + Penalty 2015.293806 = -35218.977535 nChanged 31 SP:Iteration 3Q (340.406988 sec): 3 clusters Score: Raw -37278.169912 + Penalty 2014.924934 = -35263.244979 nChanged 18 SP:Iteration 4Q (340.408285 sec): 3 clusters Score: Raw -37302.935747 + Penalty 2015.111342 = -35287.824405 nChanged 9 SP:Iteration 5Q (340.409575 sec): 3 clusters Score: Raw -37318.838377 + Penalty 2015.106884 = -35303.731493 nChanged 3 SP:Iteration 6Q (340.410875 sec): 3 clusters Score: Raw -37324.231216 + Penalty 2015.091759 = -35309.139456 nChanged 2 SP:Iteration 7Q (340.412153 sec): 3 clusters Score: Raw -37326.693089 + Penalty 2015.131583 = -35311.561505 nChanged 1 SP:Iteration 8Q (340.413440 sec): 3 clusters Score: Raw -37327.776878 + Penalty 2015.150620 = -35312.626259 nChanged 1 SP:Iteration 9Q (340.414732 sec): 3 clusters Score: Raw -37328.059509 + Penalty 2015.150620 = -35312.908889 nChanged 0 SP:Iteration 10F (340.416069 sec): 3 clusters Score: Raw -37328.059509 + Penalty 2015.150620 = -35312.908889 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 26 (719 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (340.418716 sec): 2 clusters Score: Raw -45082.670223 + Penalty 423.454398 = -44659.215825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (340.420236 sec): 3 clusters Score: Raw -44675.309075 + Penalty 848.610736 = -43826.698339 nChanged 263 SP:Iteration 1F (340.421721 sec): 3 clusters Score: Raw -44875.046354 + Penalty 851.550741 = -44023.495613 nChanged 87 SP:Iteration 2F (340.423190 sec): 3 clusters Score: Raw -44942.413844 + Penalty 852.668206 = -44089.745638 nChanged 50 SP:Iteration 3F (340.424653 sec): 3 clusters Score: Raw -44987.347458 + Penalty 852.007017 = -44135.340441 nChanged 43 SP:Iteration 4F (340.426118 sec): 3 clusters Score: Raw -45027.892615 + Penalty 851.812073 = -44176.080542 nChanged 22 SP:Iteration 5Q (340.427575 sec): 3 clusters Score: Raw -45039.586944 + Penalty 852.277985 = -44187.308959 nChanged 14 SP:Iteration 6Q (340.429056 sec): 3 clusters Score: Raw -45044.233884 + Penalty 853.453002 = -44190.780881 nChanged 11 SP:Iteration 7Q (340.430505 sec): 3 clusters Score: Raw -45048.580168 + Penalty 854.195132 = -44194.385035 nChanged 6 SP:Iteration 8Q (340.431960 sec): 3 clusters Score: Raw -45050.554525 + Penalty 854.776440 = -44195.778084 nChanged 6 SP:Iteration 9Q (340.433424 sec): 3 clusters Score: Raw -45051.552358 + Penalty 855.985649 = -44195.566709 nChanged 5 SP:Iteration 10F (340.434930 sec): 3 clusters Score: Raw -45053.203191 + Penalty 856.674535 = -44196.528656 nChanged 4 SP:Iteration 11Q (340.436368 sec): 3 clusters Score: Raw -45054.054374 + Penalty 856.558762 = -44197.495611 nChanged 1 SP:Iteration 12Q (340.437808 sec): 3 clusters Score: Raw -45054.324952 + Penalty 856.558762 = -44197.766190 nChanged 0 SP:Iteration 13F (340.439266 sec): 3 clusters Score: Raw -45054.324952 + Penalty 856.558762 = -44197.766190 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 27 (599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (340.441495 sec): 2 clusters Score: Raw -37410.430566 + Penalty 356.852235 = -37053.578331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (340.442793 sec): 3 clusters Score: Raw -37103.622145 + Penalty 714.524132 = -36389.098013 nChanged 214 SP:Iteration 1F (340.444066 sec): 3 clusters Score: Raw -37225.060836 + Penalty 715.493932 = -36509.566905 nChanged 57 SP:Iteration 2F (340.445337 sec): 3 clusters Score: Raw -37256.714590 + Penalty 716.520616 = -36540.193974 nChanged 29 SP:Iteration 3Q (340.446616 sec): 3 clusters Score: Raw -37281.021994 + Penalty 717.551241 = -36563.470752 nChanged 20 SP:Iteration 4Q (340.447886 sec): 3 clusters Score: Raw -37293.147733 + Penalty 718.205787 = -36574.941947 nChanged 13 SP:Iteration 5Q (340.449149 sec): 3 clusters Score: Raw -37299.475624 + Penalty 719.341580 = -36580.134044 nChanged 8 SP:Iteration 6Q (340.450423 sec): 3 clusters Score: Raw -37302.765018 + Penalty 720.513726 = -36582.251292 nChanged 10 SP:Iteration 7Q (340.451680 sec): 3 clusters Score: Raw -37305.865260 + Penalty 721.275801 = -36584.589460 nChanged 6 SP:Iteration 8Q (340.452932 sec): 3 clusters Score: Raw -37308.717453 + Penalty 722.194027 = -36586.523426 nChanged 7 SP:Iteration 9Q (340.454206 sec): 3 clusters Score: Raw -37311.533722 + Penalty 721.692792 = -36589.840931 nChanged 8 SP:Iteration 10F (340.455490 sec): 3 clusters Score: Raw -37317.377052 + Penalty 721.680187 = -36595.696866 nChanged 13 SP:Iteration 11Q (340.456755 sec): 3 clusters Score: Raw -37325.980791 + Penalty 722.080495 = -36603.900295 nChanged 12 SP:Iteration 12Q (340.457998 sec): 3 clusters Score: Raw -37331.528428 + Penalty 724.255190 = -36607.273239 nChanged 13 SP:Iteration 13Q (340.459236 sec): 3 clusters Score: Raw -37339.022699 + Penalty 726.724960 = -36612.297738 nChanged 17 SP:Iteration 14Q (340.460469 sec): 3 clusters Score: Raw -37345.935018 + Penalty 728.274903 = -36617.660114 nChanged 12 SP:Iteration 15Q (340.461709 sec): 3 clusters Score: Raw -37352.863535 + Penalty 730.137514 = -36622.726022 nChanged 11 SP:Iteration 16Q (340.462956 sec): 3 clusters Score: Raw -37359.683225 + Penalty 732.391709 = -36627.291517 nChanged 14 SP:Iteration 17Q (340.464168 sec): 3 clusters Score: Raw -37369.752979 + Penalty 734.334339 = -36635.418641 nChanged 14 SP:Iteration 18Q (340.465371 sec): 3 clusters Score: Raw -37381.121216 + Penalty 742.310151 = -36638.811065 nChanged 14 SP:Iteration 19Q (340.466571 sec): 3 clusters Score: Raw -37392.395882 + Penalty 750.988857 = -36641.407024 nChanged 11 SP:Iteration 20F (340.467819 sec): 3 clusters Score: Raw -37399.474441 + Penalty 760.857872 = -36638.616569 nChanged 10 SP:Iteration 21F (340.469084 sec): 3 clusters Score: Raw -37405.326638 + Penalty 767.049139 = -36638.277499 nChanged 10 SP:Iteration 22F (340.470332 sec): 3 clusters Score: Raw -37415.081264 + Penalty 781.829182 = -36633.252082 nChanged 8 SP:Iteration 23F (340.471565 sec): 3 clusters Score: Raw -37428.137770 + Penalty 794.463359 = -36633.674411 nChanged 7 SP:Iteration 24Q (340.472684 sec): 3 clusters Score: Raw -37433.934985 + Penalty 803.609571 = -36630.325414 nChanged 6 SP:Iteration 25F (340.473916 sec): 3 clusters Score: Raw -37437.961133 + Penalty 804.318548 = -36633.642585 nChanged 3 SP:Iteration 26Q (340.474991 sec): 3 clusters Score: Raw -37440.367513 + Penalty 807.575728 = -36632.791785 nChanged 2 SP:Iteration 27F (340.476226 sec): 3 clusters Score: Raw -37442.454167 + Penalty 807.575728 = -36634.878439 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 31 (324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (340.477661 sec): 2 clusters Score: Raw -17894.939988 + Penalty 778.517121 = -17116.422867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (340.478503 sec): 3 clusters Score: Raw -17892.885944 + Penalty 1555.868378 = -16337.017566 nChanged 65 SP:Iteration 1F (340.479322 sec): 3 clusters Score: Raw -17986.237206 + Penalty 1555.826813 = -16430.410392 nChanged 15 SP:Iteration 2Q (340.480116 sec): 3 clusters Score: Raw -18007.112692 + Penalty 1556.201525 = -16450.911167 nChanged 9 SP:Iteration 3Q (340.480906 sec): 3 clusters Score: Raw -18032.464659 + Penalty 1556.478702 = -16475.985957 nChanged 8 SP:Iteration 4Q (340.481682 sec): 3 clusters Score: Raw -18050.474682 + Penalty 1556.799335 = -16493.675346 nChanged 6 SP:Iteration 5Q (340.482434 sec): 3 clusters Score: Raw -18064.805668 + Penalty 1556.532493 = -16508.273175 nChanged 8 SP:Iteration 6Q (340.483181 sec): 3 clusters Score: Raw -18080.642793 + Penalty 1555.300670 = -16525.342123 nChanged 4 SP:Iteration 7Q (340.483925 sec): 3 clusters Score: Raw -18083.115013 + Penalty 1555.575065 = -16527.539947 nChanged 2 SP:Iteration 8Q (340.484667 sec): 3 clusters Score: Raw -18091.502344 + Penalty 1556.053648 = -16535.448696 nChanged 3 SP:Iteration 9Q (340.485409 sec): 3 clusters Score: Raw -18098.620723 + Penalty 1556.283538 = -16542.337184 nChanged 4 SP:Iteration 10F (340.486195 sec): 3 clusters Score: Raw -18104.634212 + Penalty 1556.011181 = -16548.623031 nChanged 1 SP:Iteration 11Q (340.486940 sec): 3 clusters Score: Raw -18105.051642 + Penalty 1556.011181 = -16549.040461 nChanged 0 SP:Iteration 12F (340.487735 sec): 3 clusters Score: Raw -18105.051642 + Penalty 1556.011181 = -16549.040461 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 32 (316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (340.489137 sec): 2 clusters Score: Raw -21066.594048 + Penalty 525.971497 = -20540.622552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (340.489922 sec): 3 clusters Score: Raw -20940.475957 + Penalty 1063.712551 = -19876.763406 nChanged 85 SP:Iteration 1F (340.490699 sec): 3 clusters Score: Raw -21015.473069 + Penalty 1072.799424 = -19942.673645 nChanged 24 SP:Iteration 2F (340.491475 sec): 3 clusters Score: Raw -21044.724911 + Penalty 1083.299836 = -19961.425075 nChanged 12 SP:Iteration 3Q (340.492247 sec): 3 clusters Score: Raw -21057.899870 + Penalty 1092.743411 = -19965.156460 nChanged 9 SP:Iteration 4Q (340.493047 sec): 3 clusters Score: Raw -21067.022005 + Penalty 1100.436657 = -19966.585348 nChanged 10 SP:Iteration 5Q (340.493782 sec): 3 clusters Score: Raw -21076.855001 + Penalty 1104.547671 = -19972.307330 nChanged 4 SP:Iteration 6Q (340.494511 sec): 3 clusters Score: Raw -21080.920837 + Penalty 1110.162728 = -19970.758109 nChanged 4 SP:Iteration 7F (340.495278 sec): 3 clusters Score: Raw -21087.205885 + Penalty 1112.976295 = -19974.229589 nChanged 3 SP:Iteration 8Q (340.496000 sec): 3 clusters Score: Raw -21094.267460 + Penalty 1120.416219 = -19973.851241 nChanged 4 SP:Iteration 9F (340.496747 sec): 3 clusters Score: Raw -21101.358578 + Penalty 1128.968829 = -19972.389749 nChanged 4 SP:Iteration 10F (340.497497 sec): 3 clusters Score: Raw -21113.825673 + Penalty 1142.896613 = -19970.929060 nChanged 5 SP:Iteration 11F (340.498243 sec): 3 clusters Score: Raw -21125.179247 + Penalty 1146.217328 = -19978.961919 nChanged 1 SP:Iteration 12Q (340.498927 sec): 3 clusters Score: Raw -21126.407359 + Penalty 1144.771527 = -19981.635832 nChanged 1 SP:Iteration 13Q (340.499601 sec): 3 clusters Score: Raw -21127.469965 + Penalty 1146.144103 = -19981.325862 nChanged 1 SP:Iteration 14F (340.500349 sec): 3 clusters Score: Raw -21129.229884 + Penalty 1152.314350 = -19976.915535 nChanged 1 SP:Iteration 15F (340.501095 sec): 3 clusters Score: Raw -21136.634037 + Penalty 1152.314350 = -19984.319687 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 33 (173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (340.502070 sec): 2 clusters Score: Raw -8711.801157 + Penalty 78.674246 = -8633.126911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (340.502596 sec): 3 clusters Score: Raw -8630.597708 + Penalty 149.124111 = -8481.473596 nChanged 62 SP:Iteration 1F (340.503104 sec): 3 clusters Score: Raw -8716.465337 + Penalty 150.135813 = -8566.329524 nChanged 15 SP:Iteration 2F (340.503611 sec): 3 clusters Score: Raw -8747.135191 + Penalty 151.370428 = -8595.764763 nChanged 2 SP:Iteration 3Q (340.504072 sec): 3 clusters Score: Raw -8748.091219 + Penalty 152.093803 = -8595.997416 nChanged 1 SP:Iteration 4Q (340.504528 sec): 3 clusters Score: Raw -8748.378411 + Penalty 153.010429 = -8595.367983 nChanged 2 SP:Iteration 5F (340.505032 sec): 3 clusters Score: Raw -8749.618306 + Penalty 153.916529 = -8595.701777 nChanged 1 SP:Iteration 6Q (340.505485 sec): 3 clusters Score: Raw -8749.959429 + Penalty 153.916529 = -8596.042900 nChanged 0 SP:Iteration 7F (340.505987 sec): 3 clusters Score: Raw -8749.959429 + Penalty 153.916529 = -8596.042900 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 34 (528 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (340.507994 sec): 2 clusters Score: Raw -35636.106351 + Penalty 600.151283 = -35035.955067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (340.509218 sec): 3 clusters Score: Raw -35414.351799 + Penalty 1196.807020 = -34217.544779 nChanged 165 SP:Iteration 1F (340.510421 sec): 3 clusters Score: Raw -35534.232244 + Penalty 1195.057488 = -34339.174756 nChanged 50 SP:Iteration 2F (340.511626 sec): 3 clusters Score: Raw -35581.321550 + Penalty 1195.658469 = -34385.663080 nChanged 31 SP:Iteration 3F (340.512785 sec): 3 clusters Score: Raw -35615.657092 + Penalty 1197.653442 = -34418.003650 nChanged 17 SP:Iteration 4Q (340.513938 sec): 3 clusters Score: Raw -35628.154979 + Penalty 1198.974424 = -34429.180555 nChanged 7 SP:Iteration 5Q (340.515089 sec): 3 clusters Score: Raw -35633.211592 + Penalty 1199.265028 = -34433.946564 nChanged 3 SP:Iteration 6Q (340.516240 sec): 3 clusters Score: Raw -35635.308317 + Penalty 1200.561232 = -34434.747085 nChanged 4 SP:Iteration 7Q (340.517393 sec): 3 clusters Score: Raw -35637.007138 + Penalty 1200.889235 = -34436.117903 nChanged 2 SP:Iteration 8Q (340.518541 sec): 3 clusters Score: Raw -35638.468242 + Penalty 1200.667228 = -34437.801015 nChanged 3 SP:Iteration 9Q (340.519721 sec): 3 clusters Score: Raw -35640.115431 + Penalty 1200.866340 = -34439.249090 nChanged 4 SP:Iteration 10F (340.520881 sec): 3 clusters Score: Raw -35642.997989 + Penalty 1201.946351 = -34441.051639 nChanged 3 SP:Iteration 11Q (340.522032 sec): 3 clusters Score: Raw -35644.386305 + Penalty 1203.101558 = -34441.284747 nChanged 2 SP:Iteration 12Q (340.523181 sec): 3 clusters Score: Raw -35645.688757 + Penalty 1203.469990 = -34442.218767 nChanged 1 SP:Iteration 13Q (340.524331 sec): 3 clusters Score: Raw -35645.984252 + Penalty 1203.469990 = -34442.514262 nChanged 0 SP:Iteration 14F (340.525489 sec): 3 clusters Score: Raw -35645.984252 + Penalty 1203.469990 = -34442.514262 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 37 (93 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (340.526277 sec): 2 clusters Score: Raw -4186.768343 + Penalty 273.664166 = -3913.104177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (340.526654 sec): 3 clusters Score: Raw -4245.322694 + Penalty 555.576444 = -3689.746250 nChanged 22 SP:Iteration 1F (340.527024 sec): 3 clusters Score: Raw -4273.607013 + Penalty 556.273384 = -3717.333629 nChanged 1 SP:Iteration 2Q (340.527379 sec): 3 clusters Score: Raw -4274.844600 + Penalty 556.273384 = -3718.571216 nChanged 0 SP:Iteration 3F (340.527747 sec): 3 clusters Score: Raw -4274.844600 + Penalty 556.273384 = -3718.571216 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 42 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (340.528535 sec): 2 clusters Score: Raw -5977.717674 + Penalty 487.678215 = -5490.039458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (340.528916 sec): 3 clusters Score: Raw -6018.632620 + Penalty 984.300671 = -5034.331950 nChanged 8 SP:Iteration 1F (340.529292 sec): 3 clusters Score: Raw -6036.807768 + Penalty 988.442371 = -5048.365397 nChanged 2 SP:Iteration 2Q (340.529653 sec): 3 clusters Score: Raw -6041.528662 + Penalty 989.691196 = -5051.837467 nChanged 1 SP:Iteration 3Q (340.530064 sec): 3 clusters Score: Raw -6044.262825 + Penalty 989.691196 = -5054.571629 nChanged 0 SP:Iteration 4F (340.530498 sec): 3 clusters Score: Raw -6044.262825 + Penalty 989.691196 = -5054.571629 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 50 (93 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (340.531297 sec): 2 clusters Score: Raw -4998.738895 + Penalty 33.378798 = -4965.360096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (340.531674 sec): 3 clusters Score: Raw -4951.299760 + Penalty 61.804441 = -4889.495319 nChanged 39 SP:Iteration 1F (340.532028 sec): 3 clusters Score: Raw -4995.336354 + Penalty 63.502803 = -4931.833552 nChanged 5 SP:Iteration 2F (340.532377 sec): 3 clusters Score: Raw -5003.493976 + Penalty 62.407092 = -4941.086883 nChanged 1 SP:Iteration 3Q (340.532712 sec): 3 clusters Score: Raw -5004.398990 + Penalty 63.809550 = -4940.589440 nChanged 1 SP:Iteration 4F (340.533050 sec): 3 clusters Score: Raw -5004.649819 + Penalty 63.809550 = -4940.840269 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 57 (588 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (340.535270 sec): 2 clusters Score: Raw -33655.214284 + Penalty 845.685031 = -32809.529253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (340.536604 sec): 3 clusters Score: Raw -33469.459245 + Penalty 1687.733717 = -31781.725528 nChanged 162 SP:Iteration 1F (340.537919 sec): 3 clusters Score: Raw -33631.046924 + Penalty 1684.500456 = -31946.546468 nChanged 48 SP:Iteration 2F (340.539228 sec): 3 clusters Score: Raw -33711.005261 + Penalty 1678.757704 = -32032.247557 nChanged 36 SP:Iteration 3F (340.540469 sec): 3 clusters Score: Raw -33767.088499 + Penalty 1674.175059 = -32092.913440 nChanged 25 SP:Iteration 4Q (340.541707 sec): 3 clusters Score: Raw -33801.172266 + Penalty 1671.380176 = -32129.792090 nChanged 15 SP:Iteration 5Q (340.542908 sec): 3 clusters Score: Raw -33819.531400 + Penalty 1670.903156 = -32148.628244 nChanged 6 SP:Iteration 6Q (340.544084 sec): 3 clusters Score: Raw -33828.969917 + Penalty 1671.046568 = -32157.923349 nChanged 8 SP:Iteration 7Q (340.545273 sec): 3 clusters Score: Raw -33838.859265 + Penalty 1671.040592 = -32167.818673 nChanged 5 SP:Iteration 8Q (340.546465 sec): 3 clusters Score: Raw -33854.858078 + Penalty 1669.967592 = -32184.890486 nChanged 2 SP:Iteration 9Q (340.547649 sec): 3 clusters Score: Raw -33856.510484 + Penalty 1669.860174 = -32186.650310 nChanged 2 SP:Iteration 10F (340.548885 sec): 3 clusters Score: Raw -33857.169623 + Penalty 1669.860174 = -32187.309449 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 60 (322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (340.550332 sec): 2 clusters Score: Raw -16752.228267 + Penalty 355.264665 = -16396.963602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (340.551125 sec): 3 clusters Score: Raw -16659.625348 + Penalty 716.256374 = -15943.368974 nChanged 83 SP:Iteration 1F (340.551902 sec): 3 clusters Score: Raw -16737.269664 + Penalty 717.103782 = -16020.165881 nChanged 30 SP:Iteration 2F (340.552675 sec): 3 clusters Score: Raw -16783.098960 + Penalty 726.717112 = -16056.381848 nChanged 21 SP:Iteration 3F (340.553444 sec): 3 clusters Score: Raw -16815.102173 + Penalty 738.832087 = -16076.270086 nChanged 14 SP:Iteration 4Q (340.554198 sec): 3 clusters Score: Raw -16834.722788 + Penalty 743.849344 = -16090.873444 nChanged 6 SP:Iteration 5Q (340.554973 sec): 3 clusters Score: Raw -16842.141652 + Penalty 746.044274 = -16096.097378 nChanged 5 SP:Iteration 6Q (340.555733 sec): 3 clusters Score: Raw -16848.986572 + Penalty 752.324121 = -16096.662451 nChanged 3 SP:Iteration 7Q (340.556461 sec): 3 clusters Score: Raw -16856.838179 + Penalty 755.155904 = -16101.682275 nChanged 1 SP:Iteration 8Q (340.557187 sec): 3 clusters Score: Raw -16860.516918 + Penalty 755.155904 = -16105.361014 nChanged 0 SP:Iteration 9F (340.557946 sec): 3 clusters Score: Raw -16860.516918 + Penalty 755.155904 = -16105.361014 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 67 (129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (340.558837 sec): 2 clusters Score: Raw -6061.365739 + Penalty 492.684344 = -5568.681395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (340.559284 sec): 3 clusters Score: Raw -6141.864913 + Penalty 976.414058 = -5165.450855 nChanged 15 SP:Iteration 1F (340.559723 sec): 3 clusters Score: Raw -6199.234560 + Penalty 974.929818 = -5224.304742 nChanged 6 SP:Iteration 2Q (340.560165 sec): 3 clusters Score: Raw -6223.563661 + Penalty 973.998230 = -5249.565431 nChanged 1 SP:Iteration 3Q (340.560587 sec): 3 clusters Score: Raw -6228.572946 + Penalty 973.998230 = -5254.574716 nChanged 0 SP:Iteration 4F (340.561032 sec): 3 clusters Score: Raw -6228.572946 + Penalty 973.998230 = -5254.574716 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 99 (463 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (340.562920 sec): 2 clusters Score: Raw -23339.673791 + Penalty 427.392585 = -22912.281207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (340.563986 sec): 3 clusters Score: Raw -23172.366911 + Penalty 870.165971 = -22302.200939 nChanged 140 SP:Iteration 1F (340.565021 sec): 3 clusters Score: Raw -23348.129106 + Penalty 882.662647 = -22465.466458 nChanged 54 SP:Iteration 2F (340.566053 sec): 3 clusters Score: Raw -23426.960378 + Penalty 885.520160 = -22541.440219 nChanged 29 SP:Iteration 3F (340.567090 sec): 3 clusters Score: Raw -23454.692438 + Penalty 885.681194 = -22569.011244 nChanged 13 SP:Iteration 4Q (340.568123 sec): 3 clusters Score: Raw -23468.133094 + Penalty 885.329600 = -22582.803494 nChanged 7 SP:Iteration 5Q (340.569112 sec): 3 clusters Score: Raw -23473.974428 + Penalty 883.670975 = -22590.303453 nChanged 4 SP:Iteration 6Q (340.570099 sec): 3 clusters Score: Raw -23489.929960 + Penalty 886.024175 = -22603.905785 nChanged 6 SP:Iteration 7Q (340.571083 sec): 3 clusters Score: Raw -23494.125329 + Penalty 888.207779 = -22605.917551 nChanged 2 SP:Iteration 8Q (340.572062 sec): 3 clusters Score: Raw -23494.906449 + Penalty 888.848750 = -22606.057699 nChanged 1 SP:Iteration 9Q (340.573044 sec): 3 clusters Score: Raw -23495.122973 + Penalty 889.745428 = -22605.377544 nChanged 1 SP:Iteration 10F (340.574081 sec): 3 clusters Score: Raw -23495.421881 + Penalty 889.745428 = -22605.676453 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 110 (101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (340.574866 sec): 2 clusters Score: Raw -5374.040846 + Penalty 46.479651 = -5327.561195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (340.575256 sec): 3 clusters Score: Raw -5332.959829 + Penalty 101.793776 = -5231.166053 nChanged 42 SP:Iteration 1F (340.575648 sec): 3 clusters Score: Raw -5392.410779 + Penalty 101.117676 = -5291.293103 nChanged 8 SP:Iteration 2F (340.576038 sec): 3 clusters Score: Raw -5398.200722 + Penalty 106.110825 = -5292.089897 nChanged 3 SP:Iteration 3Q (340.576430 sec): 3 clusters Score: Raw -5399.842250 + Penalty 106.110825 = -5293.731425 nChanged 0 SP:Iteration 4F (340.576824 sec): 3 clusters Score: Raw -5399.842250 + Penalty 106.110825 = -5293.731425 nChanged 0 Memory request: 0.04 GB would take us to total of 0.85 GB. Trying to split cluster 123 (9117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (340.617740 sec): 2 clusters Score: Raw -502017.947801 + Penalty 60.082160 = -501957.865641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (340.635008 sec): 3 clusters Score: Raw -495961.919903 + Penalty 116.350908 = -495845.568995 nChanged 4388 SP:Iteration 1F (340.651678 sec): 3 clusters Score: Raw -499230.488309 + Penalty 114.542247 = -499115.946063 nChanged 798 SP:Iteration 2F (340.668047 sec): 3 clusters Score: Raw -499993.938447 + Penalty 112.795296 = -499881.143151 nChanged 927 SP:Iteration 3F (340.685052 sec): 3 clusters Score: Raw -501056.087422 + Penalty 110.309629 = -500945.777793 nChanged 597 SP:Iteration 4F (340.701099 sec): 3 clusters Score: Raw -501738.525572 + Penalty 109.667131 = -501628.858441 nChanged 211 SP:Iteration 5Q (340.716664 sec): 3 clusters Score: Raw -501947.211452 + Penalty 110.206630 = -501837.004822 nChanged 58 SP:Iteration 6Q (340.730891 sec): 3 clusters Score: Raw -502004.976764 + Penalty 117.241496 = -501887.735269 nChanged 16 SP:Iteration 7Q (340.744232 sec): 3 clusters Score: Raw -502020.407386 + Penalty 118.525087 = -501901.882300 nChanged 1 SP:Iteration 8Q (340.756719 sec): 3 clusters Score: Raw -502020.991430 + Penalty 118.525087 = -501902.466343 nChanged 0 SP:Iteration 9F (340.771909 sec): 3 clusters Score: Raw -502020.991430 + Penalty 118.525087 = -501902.466343 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 140 (596 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (340.779310 sec): 2 clusters Score: Raw -32972.704236 + Penalty 56.041283 = -32916.662953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (340.780609 sec): 3 clusters Score: Raw -32624.864019 + Penalty 114.570516 = -32510.293503 nChanged 270 SP:Iteration 1F (340.781863 sec): 3 clusters Score: Raw -32903.472077 + Penalty 113.829077 = -32789.643000 nChanged 43 SP:Iteration 2F (340.783119 sec): 3 clusters Score: Raw -32931.925578 + Penalty 113.735625 = -32818.189953 nChanged 25 SP:Iteration 3Q (340.784370 sec): 3 clusters Score: Raw -32946.975523 + Penalty 113.385151 = -32833.590373 nChanged 25 SP:Iteration 4Q (340.785600 sec): 3 clusters Score: Raw -32963.697616 + Penalty 113.555913 = -32850.141703 nChanged 16 SP:Iteration 5Q (340.786934 sec): 3 clusters Score: Raw -32976.826324 + Penalty 113.442826 = -32863.383498 nChanged 15 SP:Iteration 6Q (340.788158 sec): 3 clusters Score: Raw -32989.019778 + Penalty 113.558344 = -32875.461434 nChanged 14 SP:Iteration 7Q (340.789373 sec): 3 clusters Score: Raw -33007.581817 + Penalty 114.022651 = -32893.559166 nChanged 12 SP:Iteration 8Q (340.790578 sec): 3 clusters Score: Raw -33018.490319 + Penalty 114.488127 = -32904.002191 nChanged 10 SP:Iteration 9Q (340.791776 sec): 3 clusters Score: Raw -33026.865567 + Penalty 114.696124 = -32912.169442 nChanged 6 SP:Iteration 10F (340.793027 sec): 3 clusters Score: Raw -33030.213828 + Penalty 114.830028 = -32915.383800 nChanged 6 SP:Iteration 11Q (340.794194 sec): 3 clusters Score: Raw -33033.893277 + Penalty 114.926674 = -32918.966603 nChanged 5 SP:Iteration 12Q (340.795348 sec): 3 clusters Score: Raw -33035.247989 + Penalty 114.785997 = -32920.461992 nChanged 4 SP:Iteration 13Q (340.796503 sec): 3 clusters Score: Raw -33036.259351 + Penalty 114.943391 = -32921.315961 nChanged 3 SP:Iteration 14Q (340.797649 sec): 3 clusters Score: Raw -33036.611572 + Penalty 115.114638 = -32921.496933 nChanged 2 SP:Iteration 15Q (340.798793 sec): 3 clusters Score: Raw -33036.818334 + Penalty 115.114638 = -32921.703696 nChanged 0 SP:Iteration 16F (340.800038 sec): 3 clusters Score: Raw -33036.818334 + Penalty 115.114638 = -32921.703696 nChanged 0 Score: Raw -4904470.045447 + Penalty 29076.988621 = -4875393.056827 Splitting cluster 140 changes total score from -4841034.092950 to -4875393.056827 So it's getting split into cluster 22. Deleting Class 21 (22 points): Lose 159.488449 but Gain 217.345034 Iteration 219F (344.262199 sec): 40 clusters Score: Raw -4869167.094938 + Penalty 28757.963533 = -4840409.131404 nChanged 171 Iteration 220F (345.952670 sec): 40 clusters Score: Raw -4869384.771044 + Penalty 28779.127662 = -4840605.643383 nChanged 97 Iteration 221Q (346.277484 sec): 40 clusters Score: Raw -4869455.735499 + Penalty 28791.730852 = -4840664.004647 nChanged 76 Iteration 222Q (346.601839 sec): 40 clusters Score: Raw -4869488.787111 + Penalty 28798.495349 = -4840690.291762 nChanged 61 Iteration 223Q (346.924732 sec): 40 clusters Score: Raw -4869515.482284 + Penalty 28802.763099 = -4840712.719185 nChanged 50 Iteration 224Q (347.256389 sec): 40 clusters Score: Raw -4869530.574208 + Penalty 28804.209908 = -4840726.364300 nChanged 30 Iteration 225Q (347.580268 sec): 40 clusters Score: Raw -4869537.389583 + Penalty 28807.275758 = -4840730.113825 nChanged 22 Iteration 226Q (347.912086 sec): 40 clusters Score: Raw -4869541.798855 + Penalty 28806.463808 = -4840735.335047 nChanged 21 Iteration 227Q (348.235394 sec): 40 clusters Score: Raw -4869547.326888 + Penalty 28804.998187 = -4840742.328701 nChanged 23 Iteration 228Q (348.566028 sec): 40 clusters Score: Raw -4869553.244460 + Penalty 28805.531818 = -4840747.712643 nChanged 9 Iteration 229Q (348.890840 sec): 40 clusters Score: Raw -4869557.894617 + Penalty 28805.023396 = -4840752.871220 nChanged 7 Iteration 230F (350.590654 sec): 40 clusters Score: Raw -4869562.847316 + Penalty 28805.038980 = -4840757.808336 nChanged 7 Iteration 231Q (350.915639 sec): 40 clusters Score: Raw -4869565.503031 + Penalty 28804.794432 = -4840760.708599 nChanged 5 Iteration 232Q (351.240777 sec): 40 clusters Score: Raw -4869565.829831 + Penalty 28804.533502 = -4840761.296329 nChanged 3 Iteration 233Q (351.573288 sec): 40 clusters Score: Raw -4869565.991718 + Penalty 28804.374580 = -4840761.617138 nChanged 4 Iteration 234Q (351.897586 sec): 40 clusters Score: Raw -4869566.289849 + Penalty 28804.659030 = -4840761.630819 nChanged 5 Iteration 235Q (352.223681 sec): 40 clusters Score: Raw -4869567.058352 + Penalty 28804.657710 = -4840762.400641 nChanged 1 Iteration 236Q (352.550828 sec): 40 clusters Score: Raw -4869567.016101 + Penalty 28804.657710 = -4840762.358390 nChanged 0 Iteration 237F (354.237994 sec): 40 clusters Score: Raw -4869567.016101 + Penalty 28804.657710 = -4840762.358390 nChanged 0 Writing temp clu file Memory request: 0.40 GB would take us to total of 0.80 GB. Compute initial score before splitting: Score: Raw -4869567.016101 + Penalty 28804.657710 = -4840762.358390Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 1 (1405 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (354.525508 sec): 2 clusters Score: Raw -87551.320989 + Penalty 443.128814 = -87108.192175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (354.528281 sec): 3 clusters Score: Raw -86689.560092 + Penalty 885.355463 = -85804.204629 nChanged 579 SP:Iteration 1F (354.530882 sec): 3 clusters Score: Raw -86960.001542 + Penalty 886.812397 = -86073.189145 nChanged 186 SP:Iteration 2F (354.533496 sec): 3 clusters Score: Raw -87044.568044 + Penalty 886.607506 = -86157.960538 nChanged 107 SP:Iteration 3F (354.536092 sec): 3 clusters Score: Raw -87091.114556 + Penalty 886.161952 = -86204.952604 nChanged 68 SP:Iteration 4Q (354.538695 sec): 3 clusters Score: Raw -87119.014284 + Penalty 886.158264 = -86232.856020 nChanged 54 SP:Iteration 5Q (354.541329 sec): 3 clusters Score: Raw -87158.340375 + Penalty 886.574728 = -86271.765647 nChanged 59 SP:Iteration 6Q (354.543946 sec): 3 clusters Score: Raw -87200.546898 + Penalty 887.522719 = -86313.024179 nChanged 55 SP:Iteration 7Q (354.546539 sec): 3 clusters Score: Raw -87223.599422 + Penalty 888.675291 = -86334.924130 nChanged 46 SP:Iteration 8Q (354.549123 sec): 3 clusters Score: Raw -87241.945853 + Penalty 890.880295 = -86351.065558 nChanged 41 SP:Iteration 9Q (354.551704 sec): 3 clusters Score: Raw -87259.786810 + Penalty 893.654469 = -86366.132341 nChanged 36 SP:Iteration 10F (354.554322 sec): 3 clusters Score: Raw -87279.187173 + Penalty 898.678360 = -86380.508813 nChanged 50 SP:Iteration 11Q (354.556938 sec): 3 clusters Score: Raw -87307.342442 + Penalty 903.558319 = -86403.784123 nChanged 36 SP:Iteration 12Q (354.559798 sec): 3 clusters Score: Raw -87325.408007 + Penalty 909.456618 = -86415.951389 nChanged 33 SP:Iteration 13Q (354.562426 sec): 3 clusters Score: Raw -87342.768773 + Penalty 916.173633 = -86426.595140 nChanged 35 SP:Iteration 14Q (354.565060 sec): 3 clusters Score: Raw -87362.734809 + Penalty 924.319278 = -86438.415531 nChanged 38 SP:Iteration 15Q (354.567649 sec): 3 clusters Score: Raw -87387.130448 + Penalty 934.011983 = -86453.118465 nChanged 40 SP:Iteration 16Q (354.570163 sec): 3 clusters Score: Raw -87413.490333 + Penalty 943.707828 = -86469.782506 nChanged 44 SP:Iteration 17Q (354.572658 sec): 3 clusters Score: Raw -87445.373372 + Penalty 952.218092 = -86493.155280 nChanged 34 SP:Iteration 18Q (354.575165 sec): 3 clusters Score: Raw -87479.116398 + Penalty 959.564024 = -86519.552374 nChanged 34 SP:Iteration 19Q (354.577747 sec): 3 clusters Score: Raw -87515.293271 + Penalty 967.983907 = -86547.309364 nChanged 39 SP:Iteration 20F (354.580369 sec): 3 clusters Score: Raw -87569.179913 + Penalty 973.758343 = -86595.421570 nChanged 35 SP:Iteration 21Q (354.582720 sec): 3 clusters Score: Raw -87614.870014 + Penalty 978.063589 = -86636.806424 nChanged 28 SP:Iteration 22Q (354.585013 sec): 3 clusters Score: Raw -87638.496689 + Penalty 979.866587 = -86658.630101 nChanged 20 SP:Iteration 23Q (354.587281 sec): 3 clusters Score: Raw -87653.342838 + Penalty 981.294920 = -86672.047918 nChanged 10 SP:Iteration 24Q (354.589539 sec): 3 clusters Score: Raw -87659.379954 + Penalty 983.307999 = -86676.071955 nChanged 9 SP:Iteration 25Q (354.591868 sec): 3 clusters Score: Raw -87664.414011 + Penalty 985.345423 = -86679.068588 nChanged 6 SP:Iteration 26Q (354.594149 sec): 3 clusters Score: Raw -87667.901704 + Penalty 987.129866 = -86680.771838 nChanged 7 SP:Iteration 27Q (354.596376 sec): 3 clusters Score: Raw -87672.794920 + Penalty 988.876476 = -86683.918443 nChanged 7 SP:Iteration 28Q (354.598599 sec): 3 clusters Score: Raw -87676.956481 + Penalty 988.653321 = -86688.303160 nChanged 3 SP:Iteration 29Q (354.600842 sec): 3 clusters Score: Raw -87677.670509 + Penalty 988.618896 = -86689.051613 nChanged 4 SP:Iteration 30F (354.603432 sec): 3 clusters Score: Raw -87678.353762 + Penalty 988.618896 = -86689.734865 nChanged 0 Memory request: 0.07 GB would take us to total of 0.88 GB. Trying to split cluster 2 (15591 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (354.668826 sec): 2 clusters Score: Raw -852562.267829 + Penalty 58.878069 = -852503.389759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (354.697653 sec): 3 clusters Score: Raw -842034.289003 + Penalty 117.435273 = -841916.853730 nChanged 7608 SP:Iteration 1F (354.725533 sec): 3 clusters Score: Raw -849484.691663 + Penalty 113.211903 = -849371.479760 nChanged 1329 SP:Iteration 2F (354.753486 sec): 3 clusters Score: Raw -851099.366667 + Penalty 112.348192 = -850987.018475 nChanged 749 SP:Iteration 3Q (354.782241 sec): 3 clusters Score: Raw -851892.784476 + Penalty 110.251763 = -851782.532713 nChanged 366 SP:Iteration 4Q (354.806935 sec): 3 clusters Score: Raw -852253.339871 + Penalty 109.518608 = -852143.821263 nChanged 197 SP:Iteration 5Q (354.829525 sec): 3 clusters Score: Raw -852434.930111 + Penalty 109.322913 = -852325.607199 nChanged 96 SP:Iteration 6Q (354.851147 sec): 3 clusters Score: Raw -852507.005614 + Penalty 109.210883 = -852397.794731 nChanged 52 SP:Iteration 7Q (354.873256 sec): 3 clusters Score: Raw -852535.796744 + Penalty 109.263456 = -852426.533288 nChanged 33 SP:Iteration 8Q (354.894910 sec): 3 clusters Score: Raw -852552.859978 + Penalty 109.085313 = -852443.774666 nChanged 28 SP:Iteration 9Q (354.916369 sec): 3 clusters Score: Raw -852570.756970 + Penalty 109.345413 = -852461.411558 nChanged 15 SP:Iteration 10F (354.942119 sec): 3 clusters Score: Raw -852580.544244 + Penalty 109.560638 = -852470.983606 nChanged 8 SP:Iteration 11Q (354.963593 sec): 3 clusters Score: Raw -852582.565779 + Penalty 109.715062 = -852472.850717 nChanged 5 SP:Iteration 12Q (354.985511 sec): 3 clusters Score: Raw -852583.654486 + Penalty 109.854611 = -852473.799875 nChanged 4 SP:Iteration 13Q (355.006947 sec): 3 clusters Score: Raw -852584.232033 + Penalty 109.930572 = -852474.301460 nChanged 2 SP:Iteration 14Q (355.028542 sec): 3 clusters Score: Raw -852584.675207 + Penalty 110.068758 = -852474.606448 nChanged 5 SP:Iteration 15Q (355.049835 sec): 3 clusters Score: Raw -852586.481752 + Penalty 110.363266 = -852476.118487 nChanged 6 SP:Iteration 16Q (355.071876 sec): 3 clusters Score: Raw -852588.476338 + Penalty 110.475655 = -852478.000683 nChanged 2 SP:Iteration 17Q (355.093585 sec): 3 clusters Score: Raw -852589.004954 + Penalty 110.228508 = -852478.776447 nChanged 2 SP:Iteration 18Q (355.115146 sec): 3 clusters Score: Raw -852589.291798 + Penalty 110.344522 = -852478.947276 nChanged 2 SP:Iteration 19Q (355.136415 sec): 3 clusters Score: Raw -852589.532689 + Penalty 110.469926 = -852479.062763 nChanged 2 SP:Iteration 20F (355.162277 sec): 3 clusters Score: Raw -852589.783910 + Penalty 110.536510 = -852479.247401 nChanged 1 SP:Iteration 21Q (355.184305 sec): 3 clusters Score: Raw -852589.923742 + Penalty 110.678264 = -852479.245478 nChanged 2 SP:Iteration 22F (355.210454 sec): 3 clusters Score: Raw -852590.196802 + Penalty 110.753808 = -852479.442993 nChanged 1 SP:Iteration 23Q (355.231912 sec): 3 clusters Score: Raw -852590.701905 + Penalty 110.832740 = -852479.869165 nChanged 1 SP:Iteration 24Q (355.253284 sec): 3 clusters Score: Raw -852591.385227 + Penalty 111.001714 = -852480.383512 nChanged 2 SP:Iteration 25Q (355.275073 sec): 3 clusters Score: Raw -852592.056546 + Penalty 111.187307 = -852480.869239 nChanged 2 SP:Iteration 26Q (355.297669 sec): 3 clusters Score: Raw -852592.626077 + Penalty 111.392076 = -852481.234001 nChanged 2 SP:Iteration 27Q (355.319415 sec): 3 clusters Score: Raw -852593.015414 + Penalty 111.392076 = -852481.623338 nChanged 0 SP:Iteration 28F (355.345390 sec): 3 clusters Score: Raw -852593.015414 + Penalty 111.392076 = -852481.623338 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 3 (591 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (355.355685 sec): 2 clusters Score: Raw -35386.567395 + Penalty 42.544775 = -35344.022620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (355.356969 sec): 3 clusters Score: Raw -35034.728189 + Penalty 88.280919 = -34946.447270 nChanged 259 SP:Iteration 1F (355.358189 sec): 3 clusters Score: Raw -35295.782324 + Penalty 84.439326 = -35211.342998 nChanged 30 SP:Iteration 2F (355.361143 sec): 3 clusters Score: Raw -35384.694724 + Penalty 86.736474 = -35297.958250 nChanged 5 SP:Iteration 3Q (355.363303 sec): 3 clusters Score: Raw -35386.614315 + Penalty 86.829032 = -35299.785283 nChanged 1 SP:Iteration 4Q (355.365098 sec): 3 clusters Score: Raw -35386.679486 + Penalty 86.829032 = -35299.850454 nChanged 0 SP:Iteration 5F (355.367094 sec): 3 clusters Score: Raw -35386.679486 + Penalty 86.829032 = -35299.850454 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 4 (1528 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (355.376669 sec): 2 clusters Score: Raw -95239.294068 + Penalty 696.034282 = -94543.259787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (355.379548 sec): 3 clusters Score: Raw -94426.482997 + Penalty 1398.017393 = -93028.465604 nChanged 577 SP:Iteration 1F (355.382476 sec): 3 clusters Score: Raw -94765.194567 + Penalty 1409.629443 = -93355.565123 nChanged 180 SP:Iteration 2F (355.385465 sec): 3 clusters Score: Raw -94912.111910 + Penalty 1425.434179 = -93486.677731 nChanged 119 SP:Iteration 3F (355.388401 sec): 3 clusters Score: Raw -95022.691517 + Penalty 1449.179336 = -93573.512181 nChanged 107 SP:Iteration 4F (355.391194 sec): 3 clusters Score: Raw -95126.880901 + Penalty 1482.524109 = -93644.356792 nChanged 84 SP:Iteration 5F (355.393975 sec): 3 clusters Score: Raw -95224.553743 + Penalty 1519.631062 = -93704.922681 nChanged 70 SP:Iteration 6Q (355.396795 sec): 3 clusters Score: Raw -95313.270635 + Penalty 1554.730291 = -93758.540344 nChanged 46 SP:Iteration 7Q (355.399597 sec): 3 clusters Score: Raw -95385.935138 + Penalty 1573.598597 = -93812.336541 nChanged 30 SP:Iteration 8Q (355.402239 sec): 3 clusters Score: Raw -95416.933321 + Penalty 1582.024671 = -93834.908650 nChanged 21 SP:Iteration 9Q (355.404761 sec): 3 clusters Score: Raw -95436.201105 + Penalty 1586.925098 = -93849.276007 nChanged 8 SP:Iteration 10F (355.407550 sec): 3 clusters Score: Raw -95444.378009 + Penalty 1590.371762 = -93854.006247 nChanged 7 SP:Iteration 11Q (355.410052 sec): 3 clusters Score: Raw -95452.397222 + Penalty 1593.940629 = -93858.456594 nChanged 9 SP:Iteration 12Q (355.412505 sec): 3 clusters Score: Raw -95458.073725 + Penalty 1599.397733 = -93858.675992 nChanged 6 SP:Iteration 13Q (355.414937 sec): 3 clusters Score: Raw -95461.927060 + Penalty 1600.645668 = -93861.281391 nChanged 3 SP:Iteration 14Q (355.417357 sec): 3 clusters Score: Raw -95463.156568 + Penalty 1600.188992 = -93862.967576 nChanged 2 SP:Iteration 15Q (355.419820 sec): 3 clusters Score: Raw -95464.372593 + Penalty 1600.188992 = -93864.183602 nChanged 0 SP:Iteration 16F (355.422758 sec): 3 clusters Score: Raw -95464.372593 + Penalty 1600.188992 = -93864.183602 nChanged 0 Memory request: 0.20 GB would take us to total of 1.00 GB. Trying to split cluster 5 (43902 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (355.623403 sec): 2 clusters Score: Raw -2542074.815140 + Penalty 80.047288 = -2541994.767852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (355.705603 sec): 3 clusters Score: Raw -2512074.797347 + Penalty 159.049928 = -2511915.747419 nChanged 21643 SP:Iteration 1F (355.787347 sec): 3 clusters Score: Raw -2524513.397371 + Penalty 155.084147 = -2524358.313224 nChanged 5104 SP:Iteration 2F (355.871256 sec): 3 clusters Score: Raw -2527946.663624 + Penalty 152.433412 = -2527794.230212 nChanged 4134 SP:Iteration 3F (355.954193 sec): 3 clusters Score: Raw -2531795.393807 + Penalty 151.331747 = -2531644.062060 nChanged 3813 SP:Iteration 4F (356.037548 sec): 3 clusters Score: Raw -2535481.243504 + Penalty 151.539170 = -2535329.704334 nChanged 2789 SP:Iteration 5F (356.121282 sec): 3 clusters Score: Raw -2538156.443291 + Penalty 151.227984 = -2538005.215307 nChanged 1823 SP:Iteration 6Q (356.204532 sec): 3 clusters Score: Raw -2540092.765449 + Penalty 151.561484 = -2539941.203965 nChanged 887 SP:Iteration 7Q (356.280318 sec): 3 clusters Score: Raw -2541722.954529 + Penalty 151.265061 = -2541571.689468 nChanged 135 SP:Iteration 8Q (356.350208 sec): 3 clusters Score: Raw -2541784.832381 + Penalty 151.556918 = -2541633.275463 nChanged 110 SP:Iteration 9Q (356.423094 sec): 3 clusters Score: Raw -2541830.139484 + Penalty 151.668461 = -2541678.471022 nChanged 96 SP:Iteration 10F (356.513050 sec): 3 clusters Score: Raw -2541867.578077 + Penalty 151.394536 = -2541716.183540 nChanged 76 SP:Iteration 11Q (356.581419 sec): 3 clusters Score: Raw -2541896.139878 + Penalty 151.611275 = -2541744.528603 nChanged 68 SP:Iteration 12Q (356.649757 sec): 3 clusters Score: Raw -2541917.279789 + Penalty 151.714121 = -2541765.565668 nChanged 53 SP:Iteration 13Q (356.718131 sec): 3 clusters Score: Raw -2541931.090622 + Penalty 152.000557 = -2541779.090066 nChanged 48 SP:Iteration 14Q (356.785982 sec): 3 clusters Score: Raw -2541943.960511 + Penalty 150.109987 = -2541793.850525 nChanged 48 SP:Iteration 15Q (356.854250 sec): 3 clusters Score: Raw -2541957.172860 + Penalty 150.835446 = -2541806.337414 nChanged 52 SP:Iteration 16Q (356.922039 sec): 3 clusters Score: Raw -2541973.578005 + Penalty 150.821388 = -2541822.756617 nChanged 43 SP:Iteration 17Q (356.992498 sec): 3 clusters Score: Raw -2541986.802362 + Penalty 151.080193 = -2541835.722169 nChanged 38 SP:Iteration 18Q (357.061285 sec): 3 clusters Score: Raw -2541998.425751 + Penalty 151.470746 = -2541846.955004 nChanged 38 SP:Iteration 19Q (357.135100 sec): 3 clusters Score: Raw -2542009.453396 + Penalty 150.828226 = -2541858.625169 nChanged 27 SP:Iteration 20F (357.219438 sec): 3 clusters Score: Raw -2542016.801326 + Penalty 149.583579 = -2541867.217747 nChanged 25 SP:Iteration 21Q (357.288678 sec): 3 clusters Score: Raw -2542022.337092 + Penalty 149.875237 = -2541872.461855 nChanged 16 SP:Iteration 22Q (357.357267 sec): 3 clusters Score: Raw -2542024.609613 + Penalty 150.205692 = -2541874.403921 nChanged 11 SP:Iteration 23Q (357.425202 sec): 3 clusters Score: Raw -2542025.811941 + Penalty 150.449643 = -2541875.362298 nChanged 10 SP:Iteration 24Q (357.493450 sec): 3 clusters Score: Raw -2542027.681579 + Penalty 150.676466 = -2541877.005114 nChanged 8 SP:Iteration 25Q (357.564071 sec): 3 clusters Score: Raw -2542028.907774 + Penalty 150.620047 = -2541878.287727 nChanged 8 SP:Iteration 26Q (357.632033 sec): 3 clusters Score: Raw -2542030.106669 + Penalty 150.813162 = -2541879.293507 nChanged 6 SP:Iteration 27Q (357.699711 sec): 3 clusters Score: Raw -2542030.832220 + Penalty 150.797992 = -2541880.034229 nChanged 3 SP:Iteration 28Q (357.768119 sec): 3 clusters Score: Raw -2542031.141971 + Penalty 150.617351 = -2541880.524621 nChanged 1 SP:Iteration 29Q (357.836724 sec): 3 clusters Score: Raw -2542031.188375 + Penalty 150.617351 = -2541880.571024 nChanged 0 SP:Iteration 30F (357.921305 sec): 3 clusters Score: Raw -2542031.188375 + Penalty 150.617351 = -2541880.571024 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 6 (898 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (357.949773 sec): 2 clusters Score: Raw -52631.315287 + Penalty 1000.167983 = -51631.147304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (357.951585 sec): 3 clusters Score: Raw -52321.350086 + Penalty 2000.010475 = -50321.339612 nChanged 247 SP:Iteration 1F (357.953315 sec): 3 clusters Score: Raw -52511.522387 + Penalty 2000.287072 = -50511.235315 nChanged 75 SP:Iteration 2F (357.955134 sec): 3 clusters Score: Raw -52580.746730 + Penalty 2000.615206 = -50580.131524 nChanged 49 SP:Iteration 3F (357.956898 sec): 3 clusters Score: Raw -52625.137157 + Penalty 2000.684867 = -50624.452290 nChanged 31 SP:Iteration 4Q (357.958625 sec): 3 clusters Score: Raw -52656.978152 + Penalty 2000.520067 = -50656.458086 nChanged 19 SP:Iteration 5Q (357.960350 sec): 3 clusters Score: Raw -52674.421319 + Penalty 2000.436386 = -50673.984933 nChanged 15 SP:Iteration 6Q (357.962099 sec): 3 clusters Score: Raw -52686.865143 + Penalty 2000.391171 = -50686.473972 nChanged 11 SP:Iteration 7Q (357.963810 sec): 3 clusters Score: Raw -52695.228743 + Penalty 2000.351010 = -50694.877733 nChanged 10 SP:Iteration 8Q (357.965507 sec): 3 clusters Score: Raw -52702.514318 + Penalty 2000.264275 = -50702.250044 nChanged 5 SP:Iteration 9Q (357.967251 sec): 3 clusters Score: Raw -52705.264024 + Penalty 2000.217647 = -50705.046378 nChanged 4 SP:Iteration 10F (357.969007 sec): 3 clusters Score: Raw -52707.755800 + Penalty 2000.236606 = -50707.519194 nChanged 1 SP:Iteration 11Q (357.970691 sec): 3 clusters Score: Raw -52708.386185 + Penalty 2000.254720 = -50708.131465 nChanged 1 SP:Iteration 12Q (357.972382 sec): 3 clusters Score: Raw -52708.668916 + Penalty 2000.254720 = -50708.414196 nChanged 0 SP:Iteration 13F (357.974106 sec): 3 clusters Score: Raw -52708.668916 + Penalty 2000.254720 = -50708.414196 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 7 (425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (357.977924 sec): 2 clusters Score: Raw -27952.911576 + Penalty 489.738379 = -27463.173197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (357.978877 sec): 3 clusters Score: Raw -27768.034124 + Penalty 981.871070 = -26786.163054 nChanged 129 SP:Iteration 1F (357.979815 sec): 3 clusters Score: Raw -27852.413035 + Penalty 981.780191 = -26870.632844 nChanged 32 SP:Iteration 2F (357.980750 sec): 3 clusters Score: Raw -27878.100582 + Penalty 981.624431 = -26896.476151 nChanged 19 SP:Iteration 3Q (357.981681 sec): 3 clusters Score: Raw -27897.571645 + Penalty 982.950964 = -26914.620681 nChanged 16 SP:Iteration 4Q (357.982608 sec): 3 clusters Score: Raw -27904.410630 + Penalty 982.626530 = -26921.784100 nChanged 7 SP:Iteration 5Q (357.983534 sec): 3 clusters Score: Raw -27906.540159 + Penalty 982.122599 = -26924.417560 nChanged 3 SP:Iteration 6Q (357.984459 sec): 3 clusters Score: Raw -27907.904772 + Penalty 982.246227 = -26925.658545 nChanged 1 SP:Iteration 7Q (357.985383 sec): 3 clusters Score: Raw -27908.279911 + Penalty 982.605507 = -26925.674404 nChanged 2 SP:Iteration 8Q (357.986310 sec): 3 clusters Score: Raw -27908.920447 + Penalty 982.747412 = -26926.173035 nChanged 1 SP:Iteration 9Q (357.987234 sec): 3 clusters Score: Raw -27909.566462 + Penalty 982.747412 = -26926.819050 nChanged 0 SP:Iteration 10F (357.988167 sec): 3 clusters Score: Raw -27909.566462 + Penalty 982.747412 = -26926.819050 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 8 (290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (357.990021 sec): 2 clusters Score: Raw -16479.553913 + Penalty 158.532511 = -16321.021402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (357.990745 sec): 3 clusters Score: Raw -16335.519603 + Penalty 319.951989 = -16015.567614 nChanged 103 SP:Iteration 1F (357.991462 sec): 3 clusters Score: Raw -16412.203380 + Penalty 326.019208 = -16086.184171 nChanged 40 SP:Iteration 2F (357.992173 sec): 3 clusters Score: Raw -16460.079710 + Penalty 327.354559 = -16132.725151 nChanged 25 SP:Iteration 3F (357.992885 sec): 3 clusters Score: Raw -16486.551858 + Penalty 329.804509 = -16156.747349 nChanged 16 SP:Iteration 4F (357.993600 sec): 3 clusters Score: Raw -16502.755848 + Penalty 333.059528 = -16169.696320 nChanged 11 SP:Iteration 5Q (357.994303 sec): 3 clusters Score: Raw -16512.136934 + Penalty 338.819216 = -16173.317718 nChanged 7 SP:Iteration 6Q (357.995038 sec): 3 clusters Score: Raw -16517.944272 + Penalty 347.157678 = -16170.786594 nChanged 5 SP:Iteration 7F (357.995753 sec): 3 clusters Score: Raw -16521.546261 + Penalty 353.287538 = -16168.258723 nChanged 3 SP:Iteration 8F (357.996461 sec): 3 clusters Score: Raw -16523.932060 + Penalty 357.685603 = -16166.246457 nChanged 3 SP:Iteration 9F (357.997168 sec): 3 clusters Score: Raw -16526.036145 + Penalty 360.571401 = -16165.464744 nChanged 1 SP:Iteration 10F (357.997874 sec): 3 clusters Score: Raw -16526.780760 + Penalty 364.865002 = -16161.915758 nChanged 1 SP:Iteration 11F (357.998580 sec): 3 clusters Score: Raw -16527.215641 + Penalty 364.865002 = -16162.350639 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 9 (644 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (358.000891 sec): 2 clusters Score: Raw -36626.932153 + Penalty 160.068762 = -36466.863391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (358.002238 sec): 3 clusters Score: Raw -36243.933109 + Penalty 320.337284 = -35923.595825 nChanged 260 SP:Iteration 1F (358.003566 sec): 3 clusters Score: Raw -36430.846269 + Penalty 309.938982 = -36120.907287 nChanged 125 SP:Iteration 2F (358.004892 sec): 3 clusters Score: Raw -36559.908031 + Penalty 301.432573 = -36258.475459 nChanged 62 SP:Iteration 3F (358.006196 sec): 3 clusters Score: Raw -36617.359835 + Penalty 301.746395 = -36315.613440 nChanged 26 SP:Iteration 4Q (358.007486 sec): 3 clusters Score: Raw -36630.319527 + Penalty 300.373699 = -36329.945828 nChanged 16 SP:Iteration 5Q (358.008775 sec): 3 clusters Score: Raw -36636.180132 + Penalty 299.895889 = -36336.284243 nChanged 9 SP:Iteration 6Q (358.010082 sec): 3 clusters Score: Raw -36637.625057 + Penalty 299.740437 = -36337.884619 nChanged 4 SP:Iteration 7Q (358.011373 sec): 3 clusters Score: Raw -36638.055931 + Penalty 299.702124 = -36338.353807 nChanged 4 SP:Iteration 8Q (358.012702 sec): 3 clusters Score: Raw -36638.356277 + Penalty 299.702124 = -36338.654153 nChanged 0 SP:Iteration 9F (358.014027 sec): 3 clusters Score: Raw -36638.356277 + Penalty 299.702124 = -36338.654153 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 10 (135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (358.014908 sec): 2 clusters Score: Raw -7155.026851 + Penalty 40.592694 = -7114.434156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (358.015359 sec): 3 clusters Score: Raw -7088.779904 + Penalty 81.029691 = -7007.750213 nChanged 55 SP:Iteration 1F (358.015802 sec): 3 clusters Score: Raw -7111.873451 + Penalty 81.095203 = -7030.778248 nChanged 13 SP:Iteration 2F (358.016241 sec): 3 clusters Score: Raw -7126.597218 + Penalty 83.306962 = -7043.290256 nChanged 15 SP:Iteration 3F (358.016679 sec): 3 clusters Score: Raw -7147.579950 + Penalty 93.186955 = -7054.392995 nChanged 13 SP:Iteration 4F (358.017118 sec): 3 clusters Score: Raw -7166.805377 + Penalty 96.071042 = -7070.734335 nChanged 5 SP:Iteration 5Q (358.017550 sec): 3 clusters Score: Raw -7171.053262 + Penalty 102.678654 = -7068.374608 nChanged 6 SP:Iteration 6F (358.017989 sec): 3 clusters Score: Raw -7175.599873 + Penalty 105.644715 = -7069.955158 nChanged 2 SP:Iteration 7Q (358.018423 sec): 3 clusters Score: Raw -7176.591793 + Penalty 105.445820 = -7071.145973 nChanged 2 SP:Iteration 8Q (358.018856 sec): 3 clusters Score: Raw -7177.481389 + Penalty 107.312555 = -7070.168834 nChanged 1 SP:Iteration 9F (358.019293 sec): 3 clusters Score: Raw -7177.837860 + Penalty 109.628808 = -7068.209053 nChanged 1 SP:Iteration 10F (358.019730 sec): 3 clusters Score: Raw -7178.226200 + Penalty 109.628808 = -7068.597392 nChanged 0 Memory request: 0.01 GB would take us to total of 0.82 GB. Trying to split cluster 11 (1865 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (358.026396 sec): 2 clusters Score: Raw -111078.517615 + Penalty 145.181644 = -110933.335971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (358.030050 sec): 3 clusters Score: Raw -109899.286546 + Penalty 293.195586 = -109606.090960 nChanged 806 SP:Iteration 1F (358.033502 sec): 3 clusters Score: Raw -110650.359088 + Penalty 286.457933 = -110363.901155 nChanged 142 SP:Iteration 2F (358.037088 sec): 3 clusters Score: Raw -110785.678416 + Penalty 282.543184 = -110503.135232 nChanged 88 SP:Iteration 3Q (358.040948 sec): 3 clusters Score: Raw -110840.893500 + Penalty 281.096213 = -110559.797287 nChanged 50 SP:Iteration 4Q (358.044664 sec): 3 clusters Score: Raw -110859.964792 + Penalty 279.922677 = -110580.042115 nChanged 34 SP:Iteration 5Q (358.048083 sec): 3 clusters Score: Raw -110880.547358 + Penalty 280.382677 = -110600.164681 nChanged 33 SP:Iteration 6Q (358.051321 sec): 3 clusters Score: Raw -110895.312403 + Penalty 278.573890 = -110616.738513 nChanged 27 SP:Iteration 7Q (358.054526 sec): 3 clusters Score: Raw -110906.593988 + Penalty 277.445799 = -110629.148189 nChanged 26 SP:Iteration 8Q (358.057708 sec): 3 clusters Score: Raw -110922.134880 + Penalty 277.247930 = -110644.886950 nChanged 27 SP:Iteration 9Q (358.060863 sec): 3 clusters Score: Raw -110933.971766 + Penalty 278.980661 = -110654.991105 nChanged 22 SP:Iteration 10F (358.064373 sec): 3 clusters Score: Raw -110940.604870 + Penalty 279.948714 = -110660.656156 nChanged 19 SP:Iteration 11Q (358.067572 sec): 3 clusters Score: Raw -110947.802349 + Penalty 279.104867 = -110668.697482 nChanged 25 SP:Iteration 12Q (358.070659 sec): 3 clusters Score: Raw -110959.120686 + Penalty 276.009836 = -110683.110850 nChanged 22 SP:Iteration 13Q (358.073702 sec): 3 clusters Score: Raw -110970.981230 + Penalty 276.276226 = -110694.705004 nChanged 21 SP:Iteration 14Q (358.076737 sec): 3 clusters Score: Raw -110979.220906 + Penalty 276.694534 = -110702.526372 nChanged 18 SP:Iteration 15Q (358.079745 sec): 3 clusters Score: Raw -110985.961376 + Penalty 275.540626 = -110710.420750 nChanged 15 SP:Iteration 16Q (358.082711 sec): 3 clusters Score: Raw -110991.767238 + Penalty 278.217523 = -110713.549715 nChanged 16 SP:Iteration 17Q (358.085662 sec): 3 clusters Score: Raw -110997.579434 + Penalty 279.342411 = -110718.237023 nChanged 16 SP:Iteration 18Q (358.088600 sec): 3 clusters Score: Raw -111002.698081 + Penalty 277.058956 = -110725.639125 nChanged 11 SP:Iteration 19Q (358.091539 sec): 3 clusters Score: Raw -111005.641045 + Penalty 276.796563 = -110728.844482 nChanged 17 SP:Iteration 20F (358.094964 sec): 3 clusters Score: Raw -111012.028475 + Penalty 279.917074 = -110732.111402 nChanged 18 SP:Iteration 21Q (358.097986 sec): 3 clusters Score: Raw -111018.019958 + Penalty 280.343728 = -110737.676230 nChanged 11 SP:Iteration 22Q (358.100867 sec): 3 clusters Score: Raw -111022.055223 + Penalty 281.479180 = -110740.576043 nChanged 11 SP:Iteration 23Q (358.103777 sec): 3 clusters Score: Raw -111025.927382 + Penalty 283.518527 = -110742.408855 nChanged 6 SP:Iteration 24Q (358.106645 sec): 3 clusters Score: Raw -111027.296866 + Penalty 284.079593 = -110743.217273 nChanged 5 SP:Iteration 25Q (358.109498 sec): 3 clusters Score: Raw -111028.667299 + Penalty 282.291986 = -110746.375313 nChanged 4 SP:Iteration 26Q (358.112366 sec): 3 clusters Score: Raw -111030.396928 + Penalty 283.289095 = -110747.107833 nChanged 4 SP:Iteration 27Q (358.115270 sec): 3 clusters Score: Raw -111031.046758 + Penalty 281.478285 = -110749.568473 nChanged 5 SP:Iteration 28Q (358.118226 sec): 3 clusters Score: Raw -111033.325137 + Penalty 281.684577 = -110751.640560 nChanged 6 SP:Iteration 29Q (358.121054 sec): 3 clusters Score: Raw -111035.545237 + Penalty 278.351792 = -110757.193445 nChanged 5 SP:Iteration 30F (358.124463 sec): 3 clusters Score: Raw -111039.429099 + Penalty 279.518405 = -110759.910694 nChanged 2 SP:Iteration 31Q (358.127400 sec): 3 clusters Score: Raw -111039.570111 + Penalty 279.518405 = -110760.051706 nChanged 0 SP:Iteration 32F (358.130852 sec): 3 clusters Score: Raw -111039.570111 + Penalty 279.518405 = -110760.051706 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 12 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (358.134393 sec): 2 clusters Score: Raw -7777.756092 + Penalty 340.705446 = -7437.050647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (358.134925 sec): 3 clusters Score: Raw -7791.713043 + Penalty 680.365910 = -7111.347133 nChanged 42 SP:Iteration 1F (358.135447 sec): 3 clusters Score: Raw -7848.980413 + Penalty 680.449549 = -7168.530864 nChanged 12 SP:Iteration 2F (358.135974 sec): 3 clusters Score: Raw -7875.760417 + Penalty 679.713760 = -7196.046657 nChanged 7 SP:Iteration 3Q (358.136471 sec): 3 clusters Score: Raw -7893.909011 + Penalty 680.639692 = -7213.269319 nChanged 4 SP:Iteration 4Q (358.136962 sec): 3 clusters Score: Raw -7897.763546 + Penalty 682.492660 = -7215.270886 nChanged 4 SP:Iteration 5Q (358.137455 sec): 3 clusters Score: Raw -7902.396669 + Penalty 683.571725 = -7218.824944 nChanged 1 SP:Iteration 6Q (358.137964 sec): 3 clusters Score: Raw -7902.789642 + Penalty 683.389964 = -7219.399678 nChanged 1 SP:Iteration 7Q (358.138458 sec): 3 clusters Score: Raw -7903.897536 + Penalty 685.747802 = -7218.149735 nChanged 2 SP:Iteration 8F (358.138972 sec): 3 clusters Score: Raw -7904.972873 + Penalty 685.556036 = -7219.416837 nChanged 1 SP:Iteration 9Q (358.139460 sec): 3 clusters Score: Raw -7905.358771 + Penalty 685.556036 = -7219.802735 nChanged 0 SP:Iteration 10F (358.139974 sec): 3 clusters Score: Raw -7905.358771 + Penalty 685.556036 = -7219.802735 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 13 (577 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (358.142103 sec): 2 clusters Score: Raw -24376.207403 + Penalty 945.569351 = -23430.638053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (358.143358 sec): 3 clusters Score: Raw -24289.459028 + Penalty 1890.940390 = -22398.518637 nChanged 172 SP:Iteration 1F (358.144593 sec): 3 clusters Score: Raw -24541.941229 + Penalty 1890.339393 = -22651.601836 nChanged 59 SP:Iteration 2F (358.145813 sec): 3 clusters Score: Raw -24654.303569 + Penalty 1889.141199 = -22765.162369 nChanged 21 SP:Iteration 3Q (358.146985 sec): 3 clusters Score: Raw -24688.330923 + Penalty 1886.954902 = -22801.376021 nChanged 14 SP:Iteration 4Q (358.148195 sec): 3 clusters Score: Raw -24708.252499 + Penalty 1885.505696 = -22822.746802 nChanged 12 SP:Iteration 5Q (358.149398 sec): 3 clusters Score: Raw -24733.473634 + Penalty 1885.114165 = -22848.359469 nChanged 7 SP:Iteration 6Q (358.150595 sec): 3 clusters Score: Raw -24750.012698 + Penalty 1883.630744 = -22866.381954 nChanged 10 SP:Iteration 7Q (358.151754 sec): 3 clusters Score: Raw -24784.916903 + Penalty 1881.588413 = -22903.328490 nChanged 12 SP:Iteration 8Q (358.152887 sec): 3 clusters Score: Raw -24808.417538 + Penalty 1878.275338 = -22930.142199 nChanged 11 SP:Iteration 9Q (358.154010 sec): 3 clusters Score: Raw -24832.662752 + Penalty 1875.777265 = -22956.885487 nChanged 10 SP:Iteration 10F (358.155221 sec): 3 clusters Score: Raw -24854.388244 + Penalty 1873.123864 = -22981.264379 nChanged 14 SP:Iteration 11Q (358.156346 sec): 3 clusters Score: Raw -24877.958620 + Penalty 1869.641296 = -23008.317324 nChanged 10 SP:Iteration 12Q (358.157456 sec): 3 clusters Score: Raw -24893.753364 + Penalty 1869.141425 = -23024.611939 nChanged 1 SP:Iteration 13Q (358.158596 sec): 3 clusters Score: Raw -24894.526715 + Penalty 1869.141425 = -23025.385290 nChanged 0 SP:Iteration 14F (358.159944 sec): 3 clusters Score: Raw -24894.526715 + Penalty 1869.141425 = -23025.385290 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 14 (232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (358.161144 sec): 2 clusters Score: Raw -13577.662259 + Penalty 351.015361 = -13226.646898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (358.161791 sec): 3 clusters Score: Raw -13504.333500 + Penalty 701.762981 = -12802.570520 nChanged 59 SP:Iteration 1F (358.162398 sec): 3 clusters Score: Raw -13560.670881 + Penalty 702.514825 = -12858.156056 nChanged 13 SP:Iteration 2F (358.163014 sec): 3 clusters Score: Raw -13576.115470 + Penalty 706.104900 = -12870.010570 nChanged 8 SP:Iteration 3Q (358.163641 sec): 3 clusters Score: Raw -13583.385930 + Penalty 710.333058 = -12873.052873 nChanged 8 SP:Iteration 4Q (358.164257 sec): 3 clusters Score: Raw -13589.304871 + Penalty 714.262298 = -12875.042573 nChanged 4 SP:Iteration 5Q (358.164868 sec): 3 clusters Score: Raw -13593.816561 + Penalty 718.998753 = -12874.817808 nChanged 6 SP:Iteration 6F (358.165491 sec): 3 clusters Score: Raw -13600.161567 + Penalty 724.990798 = -12875.170769 nChanged 6 SP:Iteration 7Q (358.166101 sec): 3 clusters Score: Raw -13607.248734 + Penalty 731.115237 = -12876.133496 nChanged 6 SP:Iteration 8Q (358.166705 sec): 3 clusters Score: Raw -13612.062904 + Penalty 741.921211 = -12870.141693 nChanged 5 SP:Iteration 9F (358.167321 sec): 3 clusters Score: Raw -13616.435662 + Penalty 749.517566 = -12866.918096 nChanged 4 SP:Iteration 10F (358.167926 sec): 3 clusters Score: Raw -13620.816889 + Penalty 753.774551 = -12867.042337 nChanged 2 SP:Iteration 11Q (358.168507 sec): 3 clusters Score: Raw -13622.754577 + Penalty 754.871503 = -12867.883074 nChanged 1 SP:Iteration 12Q (358.169086 sec): 3 clusters Score: Raw -13623.290274 + Penalty 761.711294 = -12861.578980 nChanged 2 SP:Iteration 13F (358.169692 sec): 3 clusters Score: Raw -13624.914315 + Penalty 761.711294 = -12863.203020 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 15 (923 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (358.174509 sec): 2 clusters Score: Raw -59244.392784 + Penalty 519.073672 = -58725.319112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (358.176329 sec): 3 clusters Score: Raw -58786.804982 + Penalty 1042.522507 = -57744.282474 nChanged 342 SP:Iteration 1F (358.178104 sec): 3 clusters Score: Raw -59027.910714 + Penalty 1048.728538 = -57979.182176 nChanged 100 SP:Iteration 2F (358.179896 sec): 3 clusters Score: Raw -59108.938738 + Penalty 1057.193219 = -58051.745518 nChanged 64 SP:Iteration 3F (358.181670 sec): 3 clusters Score: Raw -59168.047360 + Penalty 1063.083140 = -58104.964220 nChanged 45 SP:Iteration 4Q (358.183437 sec): 3 clusters Score: Raw -59210.750238 + Penalty 1076.045623 = -58134.704615 nChanged 42 SP:Iteration 5Q (358.185244 sec): 3 clusters Score: Raw -59253.942705 + Penalty 1087.877694 = -58166.065010 nChanged 38 SP:Iteration 6Q (358.187048 sec): 3 clusters Score: Raw -59294.453891 + Penalty 1095.717121 = -58198.736769 nChanged 37 SP:Iteration 7Q (358.188819 sec): 3 clusters Score: Raw -59338.250477 + Penalty 1107.775012 = -58230.475464 nChanged 26 SP:Iteration 8Q (358.190570 sec): 3 clusters Score: Raw -59369.875353 + Penalty 1114.360331 = -58255.515022 nChanged 14 SP:Iteration 9Q (358.192291 sec): 3 clusters Score: Raw -59384.951720 + Penalty 1118.381577 = -58266.570143 nChanged 7 SP:Iteration 10F (358.194163 sec): 3 clusters Score: Raw -59389.797401 + Penalty 1117.353775 = -58272.443626 nChanged 1 SP:Iteration 11Q (358.195843 sec): 3 clusters Score: Raw -59390.009982 + Penalty 1119.154187 = -58270.855795 nChanged 1 SP:Iteration 12F (358.197611 sec): 3 clusters Score: Raw -59390.439821 + Penalty 1119.247955 = -58271.191867 nChanged 1 SP:Iteration 13Q (358.199253 sec): 3 clusters Score: Raw -59390.921510 + Penalty 1120.311460 = -58270.610050 nChanged 1 SP:Iteration 14F (358.201073 sec): 3 clusters Score: Raw -59391.344023 + Penalty 1118.263281 = -58273.080742 nChanged 1 SP:Iteration 15Q (358.202742 sec): 3 clusters Score: Raw -59392.288095 + Penalty 1115.843091 = -58276.445005 nChanged 1 SP:Iteration 16Q (358.204379 sec): 3 clusters Score: Raw -59392.628202 + Penalty 1114.751892 = -58277.876310 nChanged 1 SP:Iteration 17Q (358.206049 sec): 3 clusters Score: Raw -59394.031714 + Penalty 1115.684817 = -58278.346897 nChanged 1 SP:Iteration 18Q (358.207686 sec): 3 clusters Score: Raw -59394.927863 + Penalty 1113.486761 = -58281.441102 nChanged 2 SP:Iteration 19Q (358.209322 sec): 3 clusters Score: Raw -59398.643798 + Penalty 1114.545258 = -58284.098539 nChanged 2 SP:Iteration 20F (358.211160 sec): 3 clusters Score: Raw -59399.416444 + Penalty 1114.786759 = -58284.629686 nChanged 1 SP:Iteration 21Q (358.212831 sec): 3 clusters Score: Raw -59399.929434 + Penalty 1114.786759 = -58285.142675 nChanged 0 SP:Iteration 22F (358.214604 sec): 3 clusters Score: Raw -59399.929434 + Penalty 1114.786759 = -58285.142675 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 16 (803 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (358.218616 sec): 2 clusters Score: Raw -47204.401862 + Penalty 492.218989 = -46712.182873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (358.220221 sec): 3 clusters Score: Raw -46783.987239 + Penalty 986.786839 = -45797.200400 nChanged 281 SP:Iteration 1F (358.221878 sec): 3 clusters Score: Raw -46993.346825 + Penalty 991.869541 = -46001.477283 nChanged 119 SP:Iteration 2F (358.223520 sec): 3 clusters Score: Raw -47115.275488 + Penalty 998.858037 = -46116.417451 nChanged 61 SP:Iteration 3F (358.225087 sec): 3 clusters Score: Raw -47169.578792 + Penalty 1003.634148 = -46165.944644 nChanged 34 SP:Iteration 4Q (358.226665 sec): 3 clusters Score: Raw -47192.012337 + Penalty 1009.042494 = -46182.969843 nChanged 27 SP:Iteration 5Q (358.228238 sec): 3 clusters Score: Raw -47213.329630 + Penalty 1014.416675 = -46198.912955 nChanged 23 SP:Iteration 6Q (358.229824 sec): 3 clusters Score: Raw -47238.806039 + Penalty 1026.161541 = -46212.644498 nChanged 23 SP:Iteration 7Q (358.231373 sec): 3 clusters Score: Raw -47268.768596 + Penalty 1033.529709 = -46235.238886 nChanged 12 SP:Iteration 8Q (358.232902 sec): 3 clusters Score: Raw -47280.967391 + Penalty 1039.914998 = -46241.052393 nChanged 8 SP:Iteration 9Q (358.234419 sec): 3 clusters Score: Raw -47288.820261 + Penalty 1044.641444 = -46244.178817 nChanged 5 SP:Iteration 10F (358.235993 sec): 3 clusters Score: Raw -47290.530437 + Penalty 1045.833076 = -46244.697361 nChanged 3 SP:Iteration 11Q (358.237471 sec): 3 clusters Score: Raw -47293.056385 + Penalty 1045.642467 = -46247.413918 nChanged 1 SP:Iteration 12Q (358.238947 sec): 3 clusters Score: Raw -47296.193095 + Penalty 1045.805301 = -46250.387794 nChanged 3 SP:Iteration 13Q (358.240461 sec): 3 clusters Score: Raw -47305.298460 + Penalty 1045.723687 = -46259.574773 nChanged 7 SP:Iteration 14Q (358.241958 sec): 3 clusters Score: Raw -47316.483325 + Penalty 1046.338559 = -46270.144766 nChanged 3 SP:Iteration 15Q (358.243469 sec): 3 clusters Score: Raw -47320.729110 + Penalty 1046.121018 = -46274.608092 nChanged 5 SP:Iteration 16Q (358.245014 sec): 3 clusters Score: Raw -47328.392868 + Penalty 1045.463447 = -46282.929421 nChanged 2 SP:Iteration 17Q (358.246538 sec): 3 clusters Score: Raw -47329.476356 + Penalty 1045.463447 = -46284.012909 nChanged 0 SP:Iteration 18F (358.248133 sec): 3 clusters Score: Raw -47329.476356 + Penalty 1045.463447 = -46284.012909 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 17 (498 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (358.251103 sec): 2 clusters Score: Raw -31173.078708 + Penalty 714.991118 = -30458.087590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (358.252186 sec): 3 clusters Score: Raw -31017.989438 + Penalty 1431.645906 = -29586.343532 nChanged 134 SP:Iteration 1F (358.253251 sec): 3 clusters Score: Raw -31193.160287 + Penalty 1433.577618 = -29759.582669 nChanged 42 SP:Iteration 2F (358.254319 sec): 3 clusters Score: Raw -31249.392107 + Penalty 1434.136292 = -29815.255815 nChanged 15 SP:Iteration 3Q (358.255379 sec): 3 clusters Score: Raw -31272.048720 + Penalty 1435.685581 = -29836.363140 nChanged 9 SP:Iteration 4Q (358.256462 sec): 3 clusters Score: Raw -31280.407216 + Penalty 1437.099085 = -29843.308130 nChanged 5 SP:Iteration 5Q (358.257496 sec): 3 clusters Score: Raw -31285.626673 + Penalty 1438.248796 = -29847.377876 nChanged 3 SP:Iteration 6Q (358.258527 sec): 3 clusters Score: Raw -31288.006137 + Penalty 1439.440382 = -29848.565755 nChanged 5 SP:Iteration 7Q (358.259550 sec): 3 clusters Score: Raw -31297.015274 + Penalty 1439.880843 = -29857.134432 nChanged 4 SP:Iteration 8Q (358.260584 sec): 3 clusters Score: Raw -31299.866812 + Penalty 1440.193954 = -29859.672858 nChanged 1 SP:Iteration 9Q (358.261608 sec): 3 clusters Score: Raw -31300.609429 + Penalty 1440.632282 = -29859.977146 nChanged 1 SP:Iteration 10F (358.262669 sec): 3 clusters Score: Raw -31300.987202 + Penalty 1440.632282 = -29860.354920 nChanged 0 Memory request: 0.01 GB would take us to total of 0.82 GB. Trying to split cluster 18 (2212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (358.273806 sec): 2 clusters Score: Raw -131927.164059 + Penalty 553.006665 = -131374.157394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (358.278065 sec): 3 clusters Score: Raw -130610.692200 + Penalty 1122.865220 = -129487.826980 nChanged 877 SP:Iteration 1F (358.282272 sec): 3 clusters Score: Raw -131366.494554 + Penalty 1144.269824 = -130222.224731 nChanged 335 SP:Iteration 2F (358.286319 sec): 3 clusters Score: Raw -131656.761671 + Penalty 1157.733534 = -130499.028137 nChanged 173 SP:Iteration 3F (358.290341 sec): 3 clusters Score: Raw -131798.727899 + Penalty 1166.443365 = -130632.284535 nChanged 99 SP:Iteration 4Q (358.294361 sec): 3 clusters Score: Raw -131882.834240 + Penalty 1168.722273 = -130714.111967 nChanged 71 SP:Iteration 5Q (358.298450 sec): 3 clusters Score: Raw -131932.582284 + Penalty 1174.987885 = -130757.594399 nChanged 46 SP:Iteration 6Q (358.302331 sec): 3 clusters Score: Raw -131957.633948 + Penalty 1179.170894 = -130778.463054 nChanged 35 SP:Iteration 7Q (358.306138 sec): 3 clusters Score: Raw -131977.057142 + Penalty 1178.429467 = -130798.627675 nChanged 33 SP:Iteration 8Q (358.309910 sec): 3 clusters Score: Raw -131994.908249 + Penalty 1179.582617 = -130815.325632 nChanged 22 SP:Iteration 9Q (358.313681 sec): 3 clusters Score: Raw -132004.907595 + Penalty 1185.860452 = -130819.047143 nChanged 20 SP:Iteration 10F (358.317820 sec): 3 clusters Score: Raw -132014.516584 + Penalty 1188.345860 = -130826.170724 nChanged 16 SP:Iteration 11Q (358.321546 sec): 3 clusters Score: Raw -132021.087791 + Penalty 1187.620236 = -130833.467555 nChanged 10 SP:Iteration 12Q (358.325305 sec): 3 clusters Score: Raw -132024.440409 + Penalty 1183.700861 = -130840.739549 nChanged 4 SP:Iteration 13Q (358.329018 sec): 3 clusters Score: Raw -132025.977315 + Penalty 1184.309390 = -130841.667925 nChanged 6 SP:Iteration 14Q (358.332739 sec): 3 clusters Score: Raw -132028.059427 + Penalty 1183.855218 = -130844.204209 nChanged 7 SP:Iteration 15Q (358.336329 sec): 3 clusters Score: Raw -132030.671538 + Penalty 1185.256467 = -130845.415071 nChanged 5 SP:Iteration 16Q (358.339948 sec): 3 clusters Score: Raw -132032.599537 + Penalty 1185.792968 = -130846.806569 nChanged 6 SP:Iteration 17Q (358.343562 sec): 3 clusters Score: Raw -132034.284867 + Penalty 1186.683906 = -130847.600961 nChanged 2 SP:Iteration 18Q (358.347217 sec): 3 clusters Score: Raw -132034.583973 + Penalty 1186.683906 = -130847.900067 nChanged 0 SP:Iteration 19F (358.351397 sec): 3 clusters Score: Raw -132034.583973 + Penalty 1186.683906 = -130847.900067 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 19 (713 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (358.355268 sec): 2 clusters Score: Raw -42726.949506 + Penalty 461.216366 = -42265.733139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (358.356755 sec): 3 clusters Score: Raw -42349.520357 + Penalty 924.198908 = -41425.321449 nChanged 234 SP:Iteration 1F (358.358231 sec): 3 clusters Score: Raw -42526.936244 + Penalty 930.441012 = -41596.495232 nChanged 96 SP:Iteration 2F (358.359664 sec): 3 clusters Score: Raw -42631.060901 + Penalty 932.892764 = -41698.168136 nChanged 58 SP:Iteration 3F (358.361100 sec): 3 clusters Score: Raw -42693.069432 + Penalty 939.081764 = -41753.987668 nChanged 33 SP:Iteration 4Q (358.362547 sec): 3 clusters Score: Raw -42731.229697 + Penalty 946.175616 = -41785.054081 nChanged 25 SP:Iteration 5Q (358.363990 sec): 3 clusters Score: Raw -42749.730989 + Penalty 947.613625 = -41802.117364 nChanged 10 SP:Iteration 6Q (358.365402 sec): 3 clusters Score: Raw -42762.502700 + Penalty 949.585555 = -41812.917145 nChanged 7 SP:Iteration 7Q (358.366809 sec): 3 clusters Score: Raw -42773.894084 + Penalty 950.867162 = -41823.026921 nChanged 5 SP:Iteration 8Q (358.368228 sec): 3 clusters Score: Raw -42778.161636 + Penalty 952.858147 = -41825.303489 nChanged 4 SP:Iteration 9Q (358.369624 sec): 3 clusters Score: Raw -42780.880142 + Penalty 954.260660 = -41826.619482 nChanged 4 SP:Iteration 10F (358.371043 sec): 3 clusters Score: Raw -42781.764717 + Penalty 956.185047 = -41825.579670 nChanged 2 SP:Iteration 11F (358.372494 sec): 3 clusters Score: Raw -42782.997973 + Penalty 956.945865 = -41826.052108 nChanged 2 SP:Iteration 12Q (358.373877 sec): 3 clusters Score: Raw -42783.318904 + Penalty 956.945865 = -41826.373040 nChanged 0 SP:Iteration 13F (358.375322 sec): 3 clusters Score: Raw -42783.318904 + Penalty 956.945865 = -41826.373040 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 20 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (358.376057 sec): 2 clusters Score: Raw -4433.478058 + Penalty 23.251694 = -4410.226364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (358.376369 sec): 3 clusters Score: Raw -4397.343070 + Penalty 46.960599 = -4350.382470 nChanged 31 SP:Iteration 1F (358.376678 sec): 3 clusters Score: Raw -4415.081217 + Penalty 46.961796 = -4368.119421 nChanged 7 SP:Iteration 2F (358.376974 sec): 3 clusters Score: Raw -4417.549443 + Penalty 46.771266 = -4370.778177 nChanged 3 SP:Iteration 3Q (358.377268 sec): 3 clusters Score: Raw -4419.748479 + Penalty 46.672032 = -4373.076447 nChanged 2 SP:Iteration 4Q (358.377563 sec): 3 clusters Score: Raw -4420.758282 + Penalty 46.629692 = -4374.128590 nChanged 3 SP:Iteration 5Q (358.377859 sec): 3 clusters Score: Raw -4424.662505 + Penalty 46.558298 = -4378.104207 nChanged 4 SP:Iteration 6F (358.378154 sec): 3 clusters Score: Raw -4428.301938 + Penalty 46.558298 = -4381.743641 nChanged 2 SP:Iteration 7Q (358.378444 sec): 3 clusters Score: Raw -4428.474476 + Penalty 46.558298 = -4381.916179 nChanged 0 SP:Iteration 8F (358.378740 sec): 3 clusters Score: Raw -4428.474476 + Penalty 46.558298 = -4381.916179 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 22 (440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (358.380383 sec): 2 clusters Score: Raw -24791.728266 + Penalty 52.092013 = -24739.636254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (358.381349 sec): 3 clusters Score: Raw -24517.800992 + Penalty 103.681906 = -24414.119086 nChanged 202 SP:Iteration 1F (358.382327 sec): 3 clusters Score: Raw -24693.778331 + Penalty 103.683406 = -24590.094925 nChanged 53 SP:Iteration 2F (358.383285 sec): 3 clusters Score: Raw -24725.261375 + Penalty 103.693404 = -24621.567971 nChanged 21 SP:Iteration 3Q (358.384206 sec): 3 clusters Score: Raw -24742.935870 + Penalty 103.775987 = -24639.159883 nChanged 26 SP:Iteration 4F (358.385161 sec): 3 clusters Score: Raw -24781.226743 + Penalty 103.906317 = -24677.320426 nChanged 24 SP:Iteration 5F (358.386141 sec): 3 clusters Score: Raw -24813.364058 + Penalty 103.642427 = -24709.721632 nChanged 11 SP:Iteration 6Q (358.387019 sec): 3 clusters Score: Raw -24823.285209 + Penalty 103.739049 = -24719.546160 nChanged 4 SP:Iteration 7Q (358.387913 sec): 3 clusters Score: Raw -24825.154352 + Penalty 104.372203 = -24720.782149 nChanged 5 SP:Iteration 8Q (358.388774 sec): 3 clusters Score: Raw -24828.593279 + Penalty 104.753579 = -24723.839701 nChanged 6 SP:Iteration 9Q (358.389633 sec): 3 clusters Score: Raw -24835.669060 + Penalty 104.692324 = -24730.976735 nChanged 7 SP:Iteration 10F (358.390588 sec): 3 clusters Score: Raw -24844.844272 + Penalty 104.895028 = -24739.949244 nChanged 4 SP:Iteration 11Q (358.391433 sec): 3 clusters Score: Raw -24848.459935 + Penalty 105.012969 = -24743.446966 nChanged 3 SP:Iteration 12Q (358.392272 sec): 3 clusters Score: Raw -24850.052359 + Penalty 105.072574 = -24744.979785 nChanged 2 SP:Iteration 13Q (358.393108 sec): 3 clusters Score: Raw -24850.347878 + Penalty 104.987720 = -24745.360157 nChanged 3 SP:Iteration 14Q (358.393944 sec): 3 clusters Score: Raw -24850.718026 + Penalty 104.987720 = -24745.730306 nChanged 0 SP:Iteration 15F (358.394898 sec): 3 clusters Score: Raw -24850.718026 + Penalty 104.987720 = -24745.730306 nChanged 0 Score: Raw -4904794.039417 + Penalty 28903.660389 = -4875890.379029 Splitting cluster 22 changes total score from -4840762.358390 to -4875890.379029 So it's getting split into cluster 21. Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 23 (188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (360.131465 sec): 2 clusters Score: Raw -8894.993046 + Penalty 557.833666 = -8337.159380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (360.132014 sec): 3 clusters Score: Raw -8933.646938 + Penalty 1119.821443 = -7813.825495 nChanged 23 SP:Iteration 1F (360.132563 sec): 3 clusters Score: Raw -8969.217831 + Penalty 1120.920377 = -7848.297453 nChanged 6 SP:Iteration 2Q (360.133095 sec): 3 clusters Score: Raw -8993.403169 + Penalty 1125.430248 = -7867.972920 nChanged 7 SP:Iteration 3Q (360.133622 sec): 3 clusters Score: Raw -9010.814233 + Penalty 1131.816019 = -7878.998215 nChanged 5 SP:Iteration 4Q (360.134147 sec): 3 clusters Score: Raw -9019.233591 + Penalty 1136.543225 = -7882.690366 nChanged 3 SP:Iteration 5Q (360.134669 sec): 3 clusters Score: Raw -9028.109677 + Penalty 1139.579094 = -7888.530583 nChanged 4 SP:Iteration 6Q (360.135186 sec): 3 clusters Score: Raw -9037.249963 + Penalty 1145.504418 = -7891.745545 nChanged 5 SP:Iteration 7Q (360.135701 sec): 3 clusters Score: Raw -9049.024707 + Penalty 1147.096092 = -7901.928615 nChanged 3 SP:Iteration 8Q (360.136211 sec): 3 clusters Score: Raw -9051.954018 + Penalty 1148.930405 = -7903.023614 nChanged 2 SP:Iteration 9Q (360.136724 sec): 3 clusters Score: Raw -9061.431080 + Penalty 1148.966051 = -7912.465029 nChanged 1 SP:Iteration 10F (360.137266 sec): 3 clusters Score: Raw -9062.140208 + Penalty 1152.337731 = -7909.802477 nChanged 1 SP:Iteration 11F (360.137787 sec): 3 clusters Score: Raw -9063.063941 + Penalty 1153.727029 = -7909.336912 nChanged 1 SP:Iteration 12F (360.138313 sec): 3 clusters Score: Raw -9063.650794 + Penalty 1153.727029 = -7909.923765 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 25 (642 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (360.140961 sec): 2 clusters Score: Raw -37085.082478 + Penalty 1008.053634 = -36077.028844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (360.142291 sec): 3 clusters Score: Raw -36934.002574 + Penalty 2016.919851 = -34917.082724 nChanged 151 SP:Iteration 1F (360.143602 sec): 3 clusters Score: Raw -37140.783019 + Penalty 2017.036017 = -35123.747002 nChanged 45 SP:Iteration 2F (360.144923 sec): 3 clusters Score: Raw -37223.099089 + Penalty 2017.415647 = -35205.683442 nChanged 24 SP:Iteration 3Q (360.146200 sec): 3 clusters Score: Raw -37263.739717 + Penalty 2017.054213 = -35246.685504 nChanged 15 SP:Iteration 4Q (360.147461 sec): 3 clusters Score: Raw -37284.249600 + Penalty 2016.778061 = -35267.471539 nChanged 10 SP:Iteration 5Q (360.148712 sec): 3 clusters Score: Raw -37296.145258 + Penalty 2016.360927 = -35279.784331 nChanged 12 SP:Iteration 6Q (360.149992 sec): 3 clusters Score: Raw -37308.818236 + Penalty 2016.019522 = -35292.798713 nChanged 10 SP:Iteration 7Q (360.151243 sec): 3 clusters Score: Raw -37318.188461 + Penalty 2015.713841 = -35302.474620 nChanged 10 SP:Iteration 8Q (360.152507 sec): 3 clusters Score: Raw -37328.447322 + Penalty 2015.305276 = -35313.142046 nChanged 12 SP:Iteration 9Q (360.153754 sec): 3 clusters Score: Raw -37344.222512 + Penalty 2014.803513 = -35329.418999 nChanged 9 SP:Iteration 10F (360.155060 sec): 3 clusters Score: Raw -37353.501662 + Penalty 2014.480993 = -35339.020668 nChanged 12 SP:Iteration 11Q (360.156316 sec): 3 clusters Score: Raw -37368.793733 + Penalty 2014.135936 = -35354.657798 nChanged 15 SP:Iteration 12Q (360.157560 sec): 3 clusters Score: Raw -37394.884943 + Penalty 2014.368355 = -35380.516588 nChanged 13 SP:Iteration 13Q (360.158799 sec): 3 clusters Score: Raw -37428.469110 + Penalty 2013.962677 = -35414.506433 nChanged 9 SP:Iteration 14Q (360.160014 sec): 3 clusters Score: Raw -37445.690013 + Penalty 2013.667244 = -35432.022769 nChanged 12 SP:Iteration 15Q (360.161232 sec): 3 clusters Score: Raw -37467.334982 + Penalty 2013.869628 = -35453.465354 nChanged 13 SP:Iteration 16Q (360.162497 sec): 3 clusters Score: Raw -37503.356948 + Penalty 2014.425573 = -35488.931376 nChanged 9 SP:Iteration 17Q (360.163794 sec): 3 clusters Score: Raw -37525.804684 + Penalty 2014.472401 = -35511.332283 nChanged 8 SP:Iteration 18Q (360.165036 sec): 3 clusters Score: Raw -37541.784674 + Penalty 2014.750517 = -35527.034157 nChanged 6 SP:Iteration 19Q (360.166263 sec): 3 clusters Score: Raw -37556.891847 + Penalty 2014.766926 = -35542.124922 nChanged 5 SP:Iteration 20F (360.167568 sec): 3 clusters Score: Raw -37563.017229 + Penalty 2014.834805 = -35548.182423 nChanged 1 SP:Iteration 21Q (360.168790 sec): 3 clusters Score: Raw -37564.278143 + Penalty 2014.880424 = -35549.397719 nChanged 1 SP:Iteration 22Q (360.169995 sec): 3 clusters Score: Raw -37564.963882 + Penalty 2014.880424 = -35550.083458 nChanged 0 SP:Iteration 23F (360.171280 sec): 3 clusters Score: Raw -37564.963882 + Penalty 2014.880424 = -35550.083458 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 26 (719 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (360.173808 sec): 2 clusters Score: Raw -45082.670223 + Penalty 423.454398 = -44659.215825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (360.175285 sec): 3 clusters Score: Raw -44664.369140 + Penalty 854.278994 = -43810.090146 nChanged 265 SP:Iteration 1F (360.176755 sec): 3 clusters Score: Raw -44818.376701 + Penalty 877.993666 = -43940.383035 nChanged 98 SP:Iteration 2F (360.178202 sec): 3 clusters Score: Raw -44931.382511 + Penalty 905.596481 = -44025.786029 nChanged 68 SP:Iteration 3F (360.179640 sec): 3 clusters Score: Raw -45011.342613 + Penalty 920.351786 = -44090.990828 nChanged 30 SP:Iteration 4Q (360.181023 sec): 3 clusters Score: Raw -45056.510501 + Penalty 929.951341 = -44126.559160 nChanged 25 SP:Iteration 5Q (360.182378 sec): 3 clusters Score: Raw -45083.297657 + Penalty 933.791491 = -44149.506166 nChanged 5 SP:Iteration 6Q (360.183665 sec): 3 clusters Score: Raw -45086.721704 + Penalty 940.226121 = -44146.495583 nChanged 6 SP:Iteration 7F (360.185116 sec): 3 clusters Score: Raw -45089.889039 + Penalty 944.918374 = -44144.970664 nChanged 5 SP:Iteration 8F (360.186577 sec): 3 clusters Score: Raw -45091.826994 + Penalty 947.400813 = -44144.426181 nChanged 4 SP:Iteration 9F (360.188046 sec): 3 clusters Score: Raw -45094.382229 + Penalty 950.692145 = -44143.690085 nChanged 4 SP:Iteration 10F (360.189503 sec): 3 clusters Score: Raw -45096.073715 + Penalty 951.965916 = -44144.107799 nChanged 1 SP:Iteration 11Q (360.190769 sec): 3 clusters Score: Raw -45097.095414 + Penalty 953.226402 = -44143.869012 nChanged 1 SP:Iteration 12F (360.192191 sec): 3 clusters Score: Raw -45097.980524 + Penalty 954.374416 = -44143.606108 nChanged 1 SP:Iteration 13F (360.193671 sec): 3 clusters Score: Raw -45098.090981 + Penalty 954.374416 = -44143.716566 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 27 (598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (360.195938 sec): 2 clusters Score: Raw -37363.735802 + Penalty 356.233742 = -37007.502060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (360.197268 sec): 3 clusters Score: Raw -37036.511988 + Penalty 725.766039 = -36310.745950 nChanged 229 SP:Iteration 1F (360.198567 sec): 3 clusters Score: Raw -37205.199279 + Penalty 739.666658 = -36465.532621 nChanged 76 SP:Iteration 2F (360.199850 sec): 3 clusters Score: Raw -37285.750514 + Penalty 750.142351 = -36535.608163 nChanged 49 SP:Iteration 3F (360.201094 sec): 3 clusters Score: Raw -37332.623600 + Penalty 758.101170 = -36574.522430 nChanged 27 SP:Iteration 4Q (360.202336 sec): 3 clusters Score: Raw -37359.020941 + Penalty 762.707831 = -36596.313110 nChanged 15 SP:Iteration 5Q (360.203577 sec): 3 clusters Score: Raw -37373.325483 + Penalty 766.633603 = -36606.691880 nChanged 13 SP:Iteration 6Q (360.204816 sec): 3 clusters Score: Raw -37383.356499 + Penalty 775.800076 = -36607.556423 nChanged 7 SP:Iteration 7Q (360.206032 sec): 3 clusters Score: Raw -37389.307399 + Penalty 788.637505 = -36600.669894 nChanged 6 SP:Iteration 8F (360.207252 sec): 3 clusters Score: Raw -37397.465796 + Penalty 791.189648 = -36606.276148 nChanged 2 SP:Iteration 9Q (360.208499 sec): 3 clusters Score: Raw -37398.291040 + Penalty 795.355278 = -36602.935762 nChanged 1 SP:Iteration 10F (360.209731 sec): 3 clusters Score: Raw -37398.728721 + Penalty 795.827378 = -36602.901342 nChanged 1 SP:Iteration 11F (360.210965 sec): 3 clusters Score: Raw -37399.183474 + Penalty 797.511125 = -36601.672350 nChanged 1 SP:Iteration 12F (360.212220 sec): 3 clusters Score: Raw -37399.548904 + Penalty 800.569333 = -36598.979571 nChanged 2 SP:Iteration 13F (360.213476 sec): 3 clusters Score: Raw -37400.861444 + Penalty 798.797130 = -36602.064314 nChanged 2 SP:Iteration 14Q (360.214767 sec): 3 clusters Score: Raw -37403.530022 + Penalty 798.797130 = -36604.732892 nChanged 0 SP:Iteration 15F (360.216005 sec): 3 clusters Score: Raw -37403.530022 + Penalty 798.797130 = -36604.732892 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 31 (317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (360.218021 sec): 2 clusters Score: Raw -17485.643764 + Penalty 778.892752 = -16706.751012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (360.218784 sec): 3 clusters Score: Raw -17456.620939 + Penalty 1560.057232 = -15896.563708 nChanged 73 SP:Iteration 1F (360.219533 sec): 3 clusters Score: Raw -17568.612645 + Penalty 1561.479583 = -16007.133062 nChanged 13 SP:Iteration 2Q (360.220258 sec): 3 clusters Score: Raw -17590.922514 + Penalty 1562.681191 = -16028.241323 nChanged 6 SP:Iteration 3Q (360.220978 sec): 3 clusters Score: Raw -17598.845052 + Penalty 1563.872087 = -16034.972965 nChanged 3 SP:Iteration 4Q (360.221699 sec): 3 clusters Score: Raw -17600.536394 + Penalty 1563.872087 = -16036.664308 nChanged 0 SP:Iteration 5F (360.222446 sec): 3 clusters Score: Raw -17600.536394 + Penalty 1563.872087 = -16036.664308 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 32 (316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (360.223871 sec): 2 clusters Score: Raw -21066.594048 + Penalty 525.971497 = -20540.622552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (360.224632 sec): 3 clusters Score: Raw -20948.068182 + Penalty 1051.981706 = -19896.086476 nChanged 89 SP:Iteration 1F (360.225385 sec): 3 clusters Score: Raw -21013.233038 + Penalty 1052.183309 = -19961.049729 nChanged 22 SP:Iteration 2F (360.226132 sec): 3 clusters Score: Raw -21036.329349 + Penalty 1052.860283 = -19983.469066 nChanged 18 SP:Iteration 3F (360.226911 sec): 3 clusters Score: Raw -21054.981609 + Penalty 1053.493612 = -20001.487998 nChanged 5 SP:Iteration 4Q (360.227651 sec): 3 clusters Score: Raw -21060.218234 + Penalty 1053.877187 = -20006.341046 nChanged 3 SP:Iteration 5Q (360.228397 sec): 3 clusters Score: Raw -21062.255639 + Penalty 1054.319497 = -20007.936142 nChanged 2 SP:Iteration 6Q (360.229146 sec): 3 clusters Score: Raw -21063.319864 + Penalty 1054.124788 = -20009.195077 nChanged 2 SP:Iteration 7Q (360.229924 sec): 3 clusters Score: Raw -21066.675824 + Penalty 1055.996164 = -20010.679660 nChanged 4 SP:Iteration 8Q (360.230690 sec): 3 clusters Score: Raw -21069.682636 + Penalty 1056.145982 = -20013.536655 nChanged 1 SP:Iteration 9Q (360.231455 sec): 3 clusters Score: Raw -21070.571947 + Penalty 1056.145982 = -20014.425965 nChanged 0 SP:Iteration 10F (360.232229 sec): 3 clusters Score: Raw -21070.571947 + Penalty 1056.145982 = -20014.425965 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 33 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (360.233186 sec): 2 clusters Score: Raw -8623.332661 + Penalty 73.329710 = -8550.002950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (360.233706 sec): 3 clusters Score: Raw -8570.901476 + Penalty 149.847526 = -8421.053951 nChanged 60 SP:Iteration 1F (360.234217 sec): 3 clusters Score: Raw -8671.114764 + Penalty 148.823668 = -8522.291096 nChanged 10 SP:Iteration 2F (360.234729 sec): 3 clusters Score: Raw -8683.738410 + Penalty 148.823668 = -8534.914742 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 34 (532 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (360.236653 sec): 2 clusters Score: Raw -35890.402016 + Penalty 600.831901 = -35289.570115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (360.237789 sec): 3 clusters Score: Raw -35663.627185 + Penalty 1201.780749 = -34461.846436 nChanged 171 SP:Iteration 1F (360.238905 sec): 3 clusters Score: Raw -35797.419497 + Penalty 1203.180668 = -34594.238829 nChanged 44 SP:Iteration 2F (360.240020 sec): 3 clusters Score: Raw -35829.308046 + Penalty 1204.213862 = -34625.094184 nChanged 22 SP:Iteration 3Q (360.241127 sec): 3 clusters Score: Raw -35842.623006 + Penalty 1204.569968 = -34638.053038 nChanged 15 SP:Iteration 4Q (360.242234 sec): 3 clusters Score: Raw -35856.465385 + Penalty 1206.031253 = -34650.434132 nChanged 20 SP:Iteration 5Q (360.243340 sec): 3 clusters Score: Raw -35873.708380 + Penalty 1208.090515 = -34665.617865 nChanged 18 SP:Iteration 6Q (360.244447 sec): 3 clusters Score: Raw -35888.970608 + Penalty 1210.140897 = -34678.829711 nChanged 13 SP:Iteration 7Q (360.245573 sec): 3 clusters Score: Raw -35896.567440 + Penalty 1212.286984 = -34684.280456 nChanged 9 SP:Iteration 8Q (360.246751 sec): 3 clusters Score: Raw -35901.660517 + Penalty 1214.880109 = -34686.780408 nChanged 7 SP:Iteration 9Q (360.247910 sec): 3 clusters Score: Raw -35904.897197 + Penalty 1216.276264 = -34688.620933 nChanged 7 SP:Iteration 10F (360.249076 sec): 3 clusters Score: Raw -35908.555862 + Penalty 1218.172480 = -34690.383382 nChanged 7 SP:Iteration 11Q (360.250198 sec): 3 clusters Score: Raw -35913.025399 + Penalty 1219.533493 = -34693.491906 nChanged 5 SP:Iteration 12Q (360.251304 sec): 3 clusters Score: Raw -35916.662590 + Penalty 1219.551591 = -34697.110999 nChanged 5 SP:Iteration 13Q (360.252409 sec): 3 clusters Score: Raw -35921.751466 + Penalty 1222.580414 = -34699.171052 nChanged 4 SP:Iteration 14Q (360.253513 sec): 3 clusters Score: Raw -35924.650885 + Penalty 1223.779886 = -34700.870999 nChanged 3 SP:Iteration 15Q (360.254614 sec): 3 clusters Score: Raw -35926.649906 + Penalty 1224.390641 = -34702.259265 nChanged 6 SP:Iteration 16Q (360.255705 sec): 3 clusters Score: Raw -35930.050650 + Penalty 1225.602452 = -34704.448198 nChanged 4 SP:Iteration 17Q (360.256797 sec): 3 clusters Score: Raw -35931.035652 + Penalty 1226.656089 = -34704.379563 nChanged 2 SP:Iteration 18F (360.257946 sec): 3 clusters Score: Raw -35932.347918 + Penalty 1228.139662 = -34704.208256 nChanged 4 SP:Iteration 19F (360.259063 sec): 3 clusters Score: Raw -35934.960102 + Penalty 1232.761220 = -34702.198882 nChanged 5 SP:Iteration 20F (360.260176 sec): 3 clusters Score: Raw -35937.623837 + Penalty 1233.457471 = -34704.166366 nChanged 1 SP:Iteration 21Q (360.261279 sec): 3 clusters Score: Raw -35939.415046 + Penalty 1234.569728 = -34704.845318 nChanged 1 SP:Iteration 22Q (360.262404 sec): 3 clusters Score: Raw -35940.721770 + Penalty 1239.585598 = -34701.136172 nChanged 4 SP:Iteration 23F (360.263609 sec): 3 clusters Score: Raw -35944.997904 + Penalty 1240.633617 = -34704.364287 nChanged 3 SP:Iteration 24Q (360.264710 sec): 3 clusters Score: Raw -35949.418842 + Penalty 1241.555724 = -34707.863118 nChanged 2 SP:Iteration 25Q (360.265805 sec): 3 clusters Score: Raw -35953.437499 + Penalty 1241.767292 = -34711.670208 nChanged 3 SP:Iteration 26Q (360.266902 sec): 3 clusters Score: Raw -35958.323365 + Penalty 1241.672175 = -34716.651191 nChanged 1 SP:Iteration 27Q (360.267992 sec): 3 clusters Score: Raw -35960.674575 + Penalty 1243.112111 = -34717.562465 nChanged 2 SP:Iteration 28Q (360.269099 sec): 3 clusters Score: Raw -35962.488172 + Penalty 1243.720128 = -34718.768044 nChanged 2 SP:Iteration 29Q (360.270189 sec): 3 clusters Score: Raw -35963.002843 + Penalty 1243.720128 = -34719.282715 nChanged 0 SP:Iteration 30F (360.271309 sec): 3 clusters Score: Raw -35963.002843 + Penalty 1243.720128 = -34719.282715 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 37 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (360.272102 sec): 2 clusters Score: Raw -4265.346170 + Penalty 273.776907 = -3991.569263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (360.272482 sec): 3 clusters Score: Raw -4322.088857 + Penalty 546.144159 = -3775.944698 nChanged 15 SP:Iteration 1F (360.272854 sec): 3 clusters Score: Raw -4349.589642 + Penalty 545.526266 = -3804.063377 nChanged 2 SP:Iteration 2Q (360.273213 sec): 3 clusters Score: Raw -4351.085936 + Penalty 544.360454 = -3806.725482 nChanged 2 SP:Iteration 3Q (360.273571 sec): 3 clusters Score: Raw -4353.898164 + Penalty 545.277693 = -3808.620471 nChanged 1 SP:Iteration 4Q (360.273929 sec): 3 clusters Score: Raw -4354.609048 + Penalty 546.599621 = -3808.009427 nChanged 2 SP:Iteration 5F (360.274301 sec): 3 clusters Score: Raw -4358.322697 + Penalty 549.500070 = -3808.822627 nChanged 2 SP:Iteration 6Q (360.274660 sec): 3 clusters Score: Raw -4366.468832 + Penalty 552.806699 = -3813.662133 nChanged 2 SP:Iteration 7Q (360.275018 sec): 3 clusters Score: Raw -4373.728606 + Penalty 554.119885 = -3819.608721 nChanged 1 SP:Iteration 8Q (360.275372 sec): 3 clusters Score: Raw -4376.310395 + Penalty 551.849769 = -3824.460626 nChanged 1 SP:Iteration 9Q (360.275737 sec): 3 clusters Score: Raw -4388.553221 + Penalty 551.374153 = -3837.179068 nChanged 1 SP:Iteration 10F (360.276112 sec): 3 clusters Score: Raw -4389.400861 + Penalty 551.374153 = -3838.026708 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 42 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (360.276883 sec): 2 clusters Score: Raw -5977.717674 + Penalty 487.678215 = -5490.039458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (360.277267 sec): 3 clusters Score: Raw -6029.012959 + Penalty 975.489952 = -5053.523007 nChanged 11 SP:Iteration 1F (360.277645 sec): 3 clusters Score: Raw -6060.730498 + Penalty 975.356431 = -5085.374067 nChanged 3 SP:Iteration 2Q (360.278005 sec): 3 clusters Score: Raw -6066.141510 + Penalty 975.175007 = -5090.966503 nChanged 1 SP:Iteration 3Q (360.278365 sec): 3 clusters Score: Raw -6067.816236 + Penalty 975.175007 = -5092.641230 nChanged 0 SP:Iteration 4F (360.278762 sec): 3 clusters Score: Raw -6067.816236 + Penalty 975.175007 = -5092.641230 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 50 (127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (360.279712 sec): 2 clusters Score: Raw -6715.200976 + Penalty 40.251539 = -6674.949438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (360.280156 sec): 3 clusters Score: Raw -6657.081932 + Penalty 82.060510 = -6575.021421 nChanged 53 SP:Iteration 1F (360.280588 sec): 3 clusters Score: Raw -6726.683860 + Penalty 81.580884 = -6645.102976 nChanged 9 SP:Iteration 2F (360.281020 sec): 3 clusters Score: Raw -6742.862501 + Penalty 80.766922 = -6662.095578 nChanged 8 SP:Iteration 3F (360.281454 sec): 3 clusters Score: Raw -6753.576701 + Penalty 80.233403 = -6673.343299 nChanged 7 SP:Iteration 4F (360.281885 sec): 3 clusters Score: Raw -6758.576704 + Penalty 79.891728 = -6678.684977 nChanged 4 SP:Iteration 5Q (360.282298 sec): 3 clusters Score: Raw -6762.816503 + Penalty 79.743789 = -6683.072714 nChanged 1 SP:Iteration 6Q (360.282711 sec): 3 clusters Score: Raw -6763.011711 + Penalty 79.743789 = -6683.267922 nChanged 0 SP:Iteration 7F (360.283142 sec): 3 clusters Score: Raw -6763.011711 + Penalty 79.743789 = -6683.267922 nChanged 0 Score: Raw -4904841.831325 + Penalty 28996.536648 = -4875845.294677 Splitting cluster 50 changes total score from -4840762.358390 to -4875845.294677 So it's getting split into cluster 24. Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 57 (604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (362.045351 sec): 2 clusters Score: Raw -34579.755644 + Penalty 846.926566 = -33732.829078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (362.046769 sec): 3 clusters Score: Raw -34399.537868 + Penalty 1695.566347 = -32703.971520 nChanged 145 SP:Iteration 1F (362.048098 sec): 3 clusters Score: Raw -34536.225938 + Penalty 1694.812348 = -32841.413589 nChanged 46 SP:Iteration 2F (362.049418 sec): 3 clusters Score: Raw -34602.010359 + Penalty 1694.795612 = -32907.214747 nChanged 28 SP:Iteration 3Q (362.050737 sec): 3 clusters Score: Raw -34655.586801 + Penalty 1694.668830 = -32960.917971 nChanged 31 SP:Iteration 4F (362.052054 sec): 3 clusters Score: Raw -34697.977017 + Penalty 1693.853132 = -33004.123885 nChanged 16 SP:Iteration 5Q (362.053366 sec): 3 clusters Score: Raw -34714.159659 + Penalty 1693.985145 = -33020.174513 nChanged 7 SP:Iteration 6Q (362.054678 sec): 3 clusters Score: Raw -34719.872226 + Penalty 1694.222942 = -33025.649284 nChanged 4 SP:Iteration 7Q (362.055957 sec): 3 clusters Score: Raw -34723.663626 + Penalty 1694.442251 = -33029.221375 nChanged 2 SP:Iteration 8Q (362.057241 sec): 3 clusters Score: Raw -34725.186729 + Penalty 1694.442251 = -33030.744478 nChanged 0 SP:Iteration 9F (362.058576 sec): 3 clusters Score: Raw -34725.186729 + Penalty 1694.442251 = -33030.744478 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 60 (328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (362.060658 sec): 2 clusters Score: Raw -17046.198624 + Penalty 358.928439 = -16687.270185 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (362.061478 sec): 3 clusters Score: Raw -16944.557063 + Penalty 717.639720 = -16226.917344 nChanged 89 SP:Iteration 1F (362.062285 sec): 3 clusters Score: Raw -17011.794515 + Penalty 717.022855 = -16294.771660 nChanged 31 SP:Iteration 2F (362.063096 sec): 3 clusters Score: Raw -17044.232046 + Penalty 717.683815 = -16326.548232 nChanged 10 SP:Iteration 3Q (362.063895 sec): 3 clusters Score: Raw -17048.951124 + Penalty 718.397398 = -16330.553726 nChanged 4 SP:Iteration 4Q (362.064691 sec): 3 clusters Score: Raw -17052.430345 + Penalty 719.905898 = -16332.524447 nChanged 7 SP:Iteration 5Q (362.065489 sec): 3 clusters Score: Raw -17062.521933 + Penalty 722.338710 = -16340.183223 nChanged 10 SP:Iteration 6Q (362.066285 sec): 3 clusters Score: Raw -17076.538253 + Penalty 727.742887 = -16348.795366 nChanged 16 SP:Iteration 7Q (362.067120 sec): 3 clusters Score: Raw -17105.006036 + Penalty 733.840014 = -16371.166022 nChanged 16 SP:Iteration 8Q (362.067922 sec): 3 clusters Score: Raw -17123.728537 + Penalty 739.559788 = -16384.168750 nChanged 8 SP:Iteration 9Q (362.068719 sec): 3 clusters Score: Raw -17129.309351 + Penalty 738.800943 = -16390.508407 nChanged 5 SP:Iteration 10F (362.069538 sec): 3 clusters Score: Raw -17131.994316 + Penalty 738.211922 = -16393.782394 nChanged 4 SP:Iteration 11Q (362.070341 sec): 3 clusters Score: Raw -17136.852017 + Penalty 740.945378 = -16395.906640 nChanged 4 SP:Iteration 12Q (362.071142 sec): 3 clusters Score: Raw -17141.356223 + Penalty 744.910088 = -16396.446134 nChanged 3 SP:Iteration 13Q (362.071942 sec): 3 clusters Score: Raw -17146.753621 + Penalty 744.063885 = -16402.689736 nChanged 3 SP:Iteration 14Q (362.072739 sec): 3 clusters Score: Raw -17158.167307 + Penalty 741.804980 = -16416.362327 nChanged 2 SP:Iteration 15Q (362.073533 sec): 3 clusters Score: Raw -17164.258255 + Penalty 741.282030 = -16422.976225 nChanged 1 SP:Iteration 16Q (362.074326 sec): 3 clusters Score: Raw -17168.479548 + Penalty 741.282030 = -16427.197518 nChanged 0 SP:Iteration 17F (362.075145 sec): 3 clusters Score: Raw -17168.479548 + Penalty 741.282030 = -16427.197518 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 67 (127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (362.076088 sec): 2 clusters Score: Raw -5943.502098 + Penalty 481.698394 = -5461.803704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (362.076525 sec): 3 clusters Score: Raw -5997.799085 + Penalty 971.896208 = -5025.902877 nChanged 21 SP:Iteration 1F (362.076988 sec): 3 clusters Score: Raw -6046.260325 + Penalty 972.046706 = -5074.213620 nChanged 5 SP:Iteration 2Q (362.077416 sec): 3 clusters Score: Raw -6060.902776 + Penalty 972.848970 = -5088.053806 nChanged 3 SP:Iteration 3Q (362.077831 sec): 3 clusters Score: Raw -6071.799123 + Penalty 973.048980 = -5098.750144 nChanged 1 SP:Iteration 4Q (362.078260 sec): 3 clusters Score: Raw -6076.399216 + Penalty 972.363819 = -5104.035397 nChanged 1 SP:Iteration 5Q (362.078684 sec): 3 clusters Score: Raw -6076.977986 + Penalty 972.363819 = -5104.614168 nChanged 0 SP:Iteration 6F (362.079138 sec): 3 clusters Score: Raw -6076.977986 + Penalty 972.363819 = -5104.614168 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 99 (450 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (362.080905 sec): 2 clusters Score: Raw -22691.462557 + Penalty 437.621389 = -22253.841168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (362.081955 sec): 3 clusters Score: Raw -22536.603708 + Penalty 875.471266 = -21661.132442 nChanged 141 SP:Iteration 1F (362.082988 sec): 3 clusters Score: Raw -22699.245793 + Penalty 872.806307 = -21826.439485 nChanged 48 SP:Iteration 2F (362.084023 sec): 3 clusters Score: Raw -22770.573367 + Penalty 867.942458 = -21902.630909 nChanged 27 SP:Iteration 3F (362.085051 sec): 3 clusters Score: Raw -22814.572229 + Penalty 864.393995 = -21950.178234 nChanged 21 SP:Iteration 4Q (362.086040 sec): 3 clusters Score: Raw -22832.190759 + Penalty 860.740664 = -21971.450095 nChanged 13 SP:Iteration 5Q (362.087028 sec): 3 clusters Score: Raw -22842.648695 + Penalty 858.003817 = -21984.644878 nChanged 11 SP:Iteration 6Q (362.088008 sec): 3 clusters Score: Raw -22854.243331 + Penalty 855.123245 = -21999.120085 nChanged 6 SP:Iteration 7Q (362.088990 sec): 3 clusters Score: Raw -22857.175250 + Penalty 853.815078 = -22003.360172 nChanged 3 SP:Iteration 8Q (362.089967 sec): 3 clusters Score: Raw -22858.232152 + Penalty 851.951380 = -22006.280772 nChanged 5 SP:Iteration 9Q (362.090942 sec): 3 clusters Score: Raw -22861.110347 + Penalty 848.461341 = -22012.649006 nChanged 4 SP:Iteration 10F (362.091955 sec): 3 clusters Score: Raw -22863.666791 + Penalty 845.463004 = -22018.203788 nChanged 4 SP:Iteration 11Q (362.092961 sec): 3 clusters Score: Raw -22867.604448 + Penalty 844.978212 = -22022.626237 nChanged 1 SP:Iteration 12Q (362.093936 sec): 3 clusters Score: Raw -22868.942545 + Penalty 844.978212 = -22023.964334 nChanged 0 SP:Iteration 13F (362.094949 sec): 3 clusters Score: Raw -22868.942545 + Penalty 844.978212 = -22023.964334 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 110 (102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (362.095720 sec): 2 clusters Score: Raw -5419.946222 + Penalty 46.757020 = -5373.189202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (362.096121 sec): 3 clusters Score: Raw -5378.857074 + Penalty 92.694351 = -5286.162723 nChanged 39 SP:Iteration 1F (362.096516 sec): 3 clusters Score: Raw -5420.138014 + Penalty 92.863190 = -5327.274824 nChanged 10 SP:Iteration 2F (362.096898 sec): 3 clusters Score: Raw -5425.382069 + Penalty 94.374482 = -5331.007587 nChanged 3 SP:Iteration 3Q (362.097277 sec): 3 clusters Score: Raw -5426.780482 + Penalty 96.466541 = -5330.313941 nChanged 3 SP:Iteration 4F (362.097663 sec): 3 clusters Score: Raw -5428.014189 + Penalty 96.466541 = -5331.547648 nChanged 0 Memory request: 0.04 GB would take us to total of 0.85 GB. Trying to split cluster 123 (9108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (362.135970 sec): 2 clusters Score: Raw -501736.796083 + Penalty 59.906823 = -501676.889259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (362.153816 sec): 3 clusters Score: Raw -495621.972275 + Penalty 119.891935 = -495502.080340 nChanged 4431 SP:Iteration 1F (362.171587 sec): 3 clusters Score: Raw -498404.629693 + Penalty 119.700757 = -498284.928935 nChanged 509 SP:Iteration 2F (362.189125 sec): 3 clusters Score: Raw -498639.999535 + Penalty 119.643675 = -498520.355860 nChanged 557 SP:Iteration 3F (362.206894 sec): 3 clusters Score: Raw -499005.187690 + Penalty 119.863104 = -498885.324586 nChanged 558 SP:Iteration 4F (362.224587 sec): 3 clusters Score: Raw -499433.897644 + Penalty 120.068827 = -499313.828817 nChanged 514 SP:Iteration 5F (362.243105 sec): 3 clusters Score: Raw -499797.598987 + Penalty 120.139643 = -499677.459344 nChanged 441 SP:Iteration 6Q (362.260784 sec): 3 clusters Score: Raw -500056.580227 + Penalty 120.204646 = -499936.375582 nChanged 334 SP:Iteration 7Q (362.277825 sec): 3 clusters Score: Raw -500203.178072 + Penalty 120.393265 = -500082.784808 nChanged 221 SP:Iteration 8Q (362.294525 sec): 3 clusters Score: Raw -500303.735604 + Penalty 120.520799 = -500183.214804 nChanged 156 SP:Iteration 9Q (362.311296 sec): 3 clusters Score: Raw -500367.827443 + Penalty 120.584818 = -500247.242625 nChanged 110 SP:Iteration 10F (362.328732 sec): 3 clusters Score: Raw -500408.754760 + Penalty 120.577472 = -500288.177288 nChanged 94 SP:Iteration 11Q (362.345895 sec): 3 clusters Score: Raw -500440.234722 + Penalty 120.681691 = -500319.553031 nChanged 97 SP:Iteration 12Q (362.362780 sec): 3 clusters Score: Raw -500471.641037 + Penalty 120.623513 = -500351.017524 nChanged 113 SP:Iteration 13Q (362.379541 sec): 3 clusters Score: Raw -500501.511417 + Penalty 120.520049 = -500380.991368 nChanged 117 SP:Iteration 14Q (362.396301 sec): 3 clusters Score: Raw -500531.020918 + Penalty 120.544126 = -500410.476793 nChanged 124 SP:Iteration 15Q (362.412905 sec): 3 clusters Score: Raw -500556.654410 + Penalty 120.371620 = -500436.282790 nChanged 129 SP:Iteration 16Q (362.429522 sec): 3 clusters Score: Raw -500585.231913 + Penalty 120.181618 = -500465.050295 nChanged 131 SP:Iteration 17Q (362.446572 sec): 3 clusters Score: Raw -500616.285236 + Penalty 119.983908 = -500496.301329 nChanged 140 SP:Iteration 18Q (362.463047 sec): 3 clusters Score: Raw -500650.821205 + Penalty 119.787352 = -500531.033854 nChanged 139 SP:Iteration 19Q (362.479623 sec): 3 clusters Score: Raw -500685.539946 + Penalty 119.598487 = -500565.941459 nChanged 126 SP:Iteration 20F (362.497146 sec): 3 clusters Score: Raw -500717.831311 + Penalty 119.411498 = -500598.419814 nChanged 131 SP:Iteration 21Q (362.514910 sec): 3 clusters Score: Raw -500747.784815 + Penalty 119.224867 = -500628.559948 nChanged 122 SP:Iteration 22Q (362.531787 sec): 3 clusters Score: Raw -500775.973489 + Penalty 119.053215 = -500656.920273 nChanged 120 SP:Iteration 23Q (362.549554 sec): 3 clusters Score: Raw -500800.864796 + Penalty 118.901021 = -500681.963775 nChanged 102 SP:Iteration 24Q (362.566448 sec): 3 clusters Score: Raw -500819.821560 + Penalty 118.777092 = -500701.044468 nChanged 97 SP:Iteration 25Q (362.583566 sec): 3 clusters Score: Raw -500839.401538 + Penalty 118.664880 = -500720.736658 nChanged 81 SP:Iteration 26Q (362.600520 sec): 3 clusters Score: Raw -500857.940397 + Penalty 118.539739 = -500739.400658 nChanged 93 SP:Iteration 27Q (362.617106 sec): 3 clusters Score: Raw -500877.996249 + Penalty 118.423307 = -500759.572942 nChanged 79 SP:Iteration 28Q (362.633818 sec): 3 clusters Score: Raw -500891.161852 + Penalty 118.376410 = -500772.785442 nChanged 67 SP:Iteration 29Q (362.650664 sec): 3 clusters Score: Raw -500900.027224 + Penalty 118.320410 = -500781.706815 nChanged 60 SP:Iteration 30F (362.667714 sec): 3 clusters Score: Raw -500909.870888 + Penalty 118.292533 = -500791.578354 nChanged 68 SP:Iteration 31Q (362.684317 sec): 3 clusters Score: Raw -500922.581241 + Penalty 118.182023 = -500804.399218 nChanged 66 SP:Iteration 32Q (362.700784 sec): 3 clusters Score: Raw -500932.322568 + Penalty 118.129767 = -500814.192801 nChanged 60 SP:Iteration 33Q (362.717048 sec): 3 clusters Score: Raw -500942.184566 + Penalty 118.129192 = -500824.055373 nChanged 60 SP:Iteration 34Q (362.733377 sec): 3 clusters Score: Raw -500953.228678 + Penalty 118.113878 = -500835.114800 nChanged 59 SP:Iteration 35Q (362.749623 sec): 3 clusters Score: Raw -500965.369611 + Penalty 118.060435 = -500847.309177 nChanged 58 SP:Iteration 36Q (362.766023 sec): 3 clusters Score: Raw -500974.507402 + Penalty 118.081415 = -500856.425987 nChanged 50 SP:Iteration 37Q (362.782015 sec): 3 clusters Score: Raw -500980.704279 + Penalty 118.051499 = -500862.652780 nChanged 41 SP:Iteration 38Q (362.798153 sec): 3 clusters Score: Raw -500985.302131 + Penalty 118.080192 = -500867.221939 nChanged 43 SP:Iteration 39Q (362.814019 sec): 3 clusters Score: Raw -500989.779908 + Penalty 118.095634 = -500871.684274 nChanged 37 SP:Iteration 40F (362.830715 sec): 3 clusters Score: Raw -500992.872491 + Penalty 118.114525 = -500874.757966 nChanged 33 SP:Iteration 41Q (362.846384 sec): 3 clusters Score: Raw -500995.230292 + Penalty 118.107268 = -500877.123023 nChanged 26 SP:Iteration 42Q (362.862638 sec): 3 clusters Score: Raw -500996.716686 + Penalty 118.107503 = -500878.609183 nChanged 16 SP:Iteration 43Q (362.878545 sec): 3 clusters Score: Raw -500997.332584 + Penalty 118.020007 = -500879.312576 nChanged 20 SP:Iteration 44Q (362.894125 sec): 3 clusters Score: Raw -500998.324937 + Penalty 118.033362 = -500880.291575 nChanged 25 SP:Iteration 45Q (362.910071 sec): 3 clusters Score: Raw -500999.853372 + Penalty 118.028149 = -500881.825223 nChanged 28 SP:Iteration 46Q (362.926013 sec): 3 clusters Score: Raw -501001.574777 + Penalty 117.899614 = -500883.675163 nChanged 23 SP:Iteration 47Q (362.941776 sec): 3 clusters Score: Raw -501002.814070 + Penalty 117.904890 = -500884.909180 nChanged 20 SP:Iteration 48Q (362.957753 sec): 3 clusters Score: Raw -501004.076870 + Penalty 117.904588 = -500886.172282 nChanged 25 SP:Iteration 49Q (362.973842 sec): 3 clusters Score: Raw -501005.201709 + Penalty 117.908632 = -500887.293076 nChanged 19 SP:Iteration 50F (362.990415 sec): 3 clusters Score: Raw -501006.081898 + Penalty 117.931543 = -500888.150355 nChanged 15 SP:Iteration 51Q (363.006188 sec): 3 clusters Score: Raw -501006.766382 + Penalty 117.869165 = -500888.897217 nChanged 19 SP:Iteration 52Q (363.021765 sec): 3 clusters Score: Raw -501007.486695 + Penalty 117.839652 = -500889.647044 nChanged 13 SP:Iteration 53Q (363.037457 sec): 3 clusters Score: Raw -501008.292811 + Penalty 117.845822 = -500890.446989 nChanged 21 SP:Iteration 54Q (363.053133 sec): 3 clusters Score: Raw -501010.037839 + Penalty 117.849231 = -500892.188607 nChanged 18 SP:Iteration 55Q (363.069382 sec): 3 clusters Score: Raw -501011.149776 + Penalty 117.871122 = -500893.278654 nChanged 13 SP:Iteration 56Q (363.085261 sec): 3 clusters Score: Raw -501011.600752 + Penalty 117.836108 = -500893.764643 nChanged 9 SP:Iteration 57Q (363.101645 sec): 3 clusters Score: Raw -501011.792920 + Penalty 117.845712 = -500893.947208 nChanged 7 SP:Iteration 58Q (363.117314 sec): 3 clusters Score: Raw -501011.907161 + Penalty 117.859329 = -500894.047832 nChanged 7 SP:Iteration 59Q (363.132774 sec): 3 clusters Score: Raw -501012.073676 + Penalty 117.863410 = -500894.210266 nChanged 4 SP:Iteration 60F (363.149467 sec): 3 clusters Score: Raw -501012.145915 + Penalty 117.833897 = -500894.312018 nChanged 4 SP:Iteration 61Q (363.165455 sec): 3 clusters Score: Raw -501012.189665 + Penalty 117.835862 = -500894.353803 nChanged 1 SP:Iteration 62Q (363.181246 sec): 3 clusters Score: Raw -501012.195832 + Penalty 117.835862 = -500894.359970 nChanged 0 SP:Iteration 63F (363.198095 sec): 3 clusters Score: Raw -501012.195832 + Penalty 117.835862 = -500894.359970 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 140 (189 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (363.204442 sec): 2 clusters Score: Raw -10490.801754 + Penalty 50.681381 = -10440.120373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (363.205017 sec): 3 clusters Score: Raw -10393.274498 + Penalty 105.672810 = -10287.601688 nChanged 72 SP:Iteration 1F (363.205565 sec): 3 clusters Score: Raw -10458.625597 + Penalty 105.056175 = -10353.569422 nChanged 22 SP:Iteration 2F (363.206110 sec): 3 clusters Score: Raw -10473.923896 + Penalty 103.471370 = -10370.452526 nChanged 7 SP:Iteration 3Q (363.206643 sec): 3 clusters Score: Raw -10478.384982 + Penalty 104.192133 = -10374.192849 nChanged 4 SP:Iteration 4Q (363.207159 sec): 3 clusters Score: Raw -10481.708346 + Penalty 104.281789 = -10377.426556 nChanged 3 SP:Iteration 5Q (363.207678 sec): 3 clusters Score: Raw -10488.020362 + Penalty 102.039948 = -10385.980414 nChanged 2 SP:Iteration 6Q (363.208191 sec): 3 clusters Score: Raw -10492.689947 + Penalty 101.805960 = -10390.883987 nChanged 5 SP:Iteration 7Q (363.208704 sec): 3 clusters Score: Raw -10502.963276 + Penalty 99.968384 = -10402.994891 nChanged 4 SP:Iteration 8Q (363.209212 sec): 3 clusters Score: Raw -10517.284164 + Penalty 100.143102 = -10417.141062 nChanged 1 SP:Iteration 9Q (363.209703 sec): 3 clusters Score: Raw -10517.428442 + Penalty 100.143102 = -10417.285340 nChanged 0 SP:Iteration 10F (363.210232 sec): 3 clusters Score: Raw -10517.428442 + Penalty 100.143102 = -10417.285340 nChanged 0 Iteration 238F (365.030525 sec): 42 clusters Score: Raw -4869708.069979 + Penalty 28989.304279 = -4840718.765700 nChanged 61 Iteration 239F (366.832379 sec): 42 clusters Score: Raw -4869739.374429 + Penalty 28995.388310 = -4840743.986119 nChanged 45 Iteration 240F (368.598323 sec): 42 clusters Score: Raw -4869756.508086 + Penalty 28994.054956 = -4840762.453129 nChanged 18 Iteration 241Q (368.935519 sec): 42 clusters Score: Raw -4869759.704282 + Penalty 28993.752003 = -4840765.952280 nChanged 13 Iteration 242Q (369.273894 sec): 42 clusters Score: Raw -4869762.165393 + Penalty 28994.319933 = -4840767.845459 nChanged 9 Iteration 243Q (369.611474 sec): 42 clusters Score: Raw -4869763.099185 + Penalty 28994.264867 = -4840768.834318 nChanged 7 Iteration 244Q (369.951265 sec): 42 clusters Score: Raw -4869763.619983 + Penalty 28991.972790 = -4840771.647194 nChanged 4 Iteration 245Q (370.292017 sec): 42 clusters Score: Raw -4869766.052927 + Penalty 28992.031651 = -4840774.021276 nChanged 2 Iteration 246Q (370.632249 sec): 42 clusters Score: Raw -4869766.206007 + Penalty 28992.133260 = -4840774.072747 nChanged 1 Iteration 247Q (370.963536 sec): 42 clusters Score: Raw -4869766.258977 + Penalty 28992.256606 = -4840774.002371 nChanged 2 Iteration 248F (372.733378 sec): 42 clusters Score: Raw -4869766.508977 + Penalty 28992.144789 = -4840774.364188 nChanged 2 Iteration 249Q (373.069933 sec): 42 clusters Score: Raw -4869766.574609 + Penalty 28992.478280 = -4840774.096329 nChanged 2 Iteration 250F (374.860451 sec): 42 clusters Score: Raw -4869766.648319 + Penalty 28992.478280 = -4840774.170040 nChanged 0 Writing temp clu file Memory request: 0.40 GB would take us to total of 0.80 GB. Compute initial score before splitting: Score: Raw -4869766.648319 + Penalty 28992.478280 = -4840774.170040Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 1 (1405 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (375.150433 sec): 2 clusters Score: Raw -87551.320989 + Penalty 443.128814 = -87108.192175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (375.153146 sec): 3 clusters Score: Raw -86709.499030 + Penalty 905.217746 = -85804.281285 nChanged 574 SP:Iteration 1F (375.155912 sec): 3 clusters Score: Raw -87145.822449 + Penalty 919.162318 = -86226.660131 nChanged 182 SP:Iteration 2F (375.158677 sec): 3 clusters Score: Raw -87329.444997 + Penalty 926.422326 = -86403.022671 nChanged 99 SP:Iteration 3F (375.161430 sec): 3 clusters Score: Raw -87403.702332 + Penalty 932.368405 = -86471.333927 nChanged 52 SP:Iteration 4Q (375.164048 sec): 3 clusters Score: Raw -87434.667274 + Penalty 938.160343 = -86496.506930 nChanged 28 SP:Iteration 5Q (375.166626 sec): 3 clusters Score: Raw -87447.012157 + Penalty 943.887513 = -86503.124644 nChanged 24 SP:Iteration 6Q (375.169175 sec): 3 clusters Score: Raw -87459.573942 + Penalty 950.068012 = -86509.505930 nChanged 32 SP:Iteration 7Q (375.171710 sec): 3 clusters Score: Raw -87482.081444 + Penalty 958.003389 = -86524.078055 nChanged 33 SP:Iteration 8Q (375.174266 sec): 3 clusters Score: Raw -87508.292343 + Penalty 964.776603 = -86543.515740 nChanged 30 SP:Iteration 9Q (375.176836 sec): 3 clusters Score: Raw -87535.443442 + Penalty 971.621111 = -86563.822331 nChanged 32 SP:Iteration 10F (375.179595 sec): 3 clusters Score: Raw -87567.286206 + Penalty 978.855802 = -86588.430404 nChanged 26 SP:Iteration 11Q (375.182043 sec): 3 clusters Score: Raw -87598.751110 + Penalty 983.659810 = -86615.091300 nChanged 22 SP:Iteration 12Q (375.184452 sec): 3 clusters Score: Raw -87627.349230 + Penalty 986.856530 = -86640.492699 nChanged 21 SP:Iteration 13Q (375.186836 sec): 3 clusters Score: Raw -87644.386304 + Penalty 991.618315 = -86652.767989 nChanged 19 SP:Iteration 14Q (375.189187 sec): 3 clusters Score: Raw -87660.674426 + Penalty 992.723651 = -86667.950774 nChanged 15 SP:Iteration 15Q (375.191576 sec): 3 clusters Score: Raw -87669.237981 + Penalty 994.261317 = -86674.976664 nChanged 8 SP:Iteration 16Q (375.193904 sec): 3 clusters Score: Raw -87673.150244 + Penalty 995.067282 = -86678.082962 nChanged 3 SP:Iteration 17Q (375.196220 sec): 3 clusters Score: Raw -87674.528644 + Penalty 995.958296 = -86678.570348 nChanged 2 SP:Iteration 18Q (375.198534 sec): 3 clusters Score: Raw -87675.191995 + Penalty 996.495092 = -86678.696903 nChanged 4 SP:Iteration 19Q (375.200847 sec): 3 clusters Score: Raw -87678.402861 + Penalty 997.143935 = -86681.258926 nChanged 2 SP:Iteration 20F (375.203543 sec): 3 clusters Score: Raw -87679.287246 + Penalty 997.706762 = -86681.580484 nChanged 2 SP:Iteration 21Q (375.207778 sec): 3 clusters Score: Raw -87679.964332 + Penalty 998.132107 = -86681.832225 nChanged 2 SP:Iteration 22Q (375.211310 sec): 3 clusters Score: Raw -87681.727901 + Penalty 998.494932 = -86683.232969 nChanged 2 SP:Iteration 23Q (375.213918 sec): 3 clusters Score: Raw -87682.645946 + Penalty 998.494932 = -86684.151015 nChanged 0 SP:Iteration 24F (375.216536 sec): 3 clusters Score: Raw -87682.645946 + Penalty 998.494932 = -86684.151015 nChanged 0 Memory request: 0.07 GB would take us to total of 0.88 GB. Trying to split cluster 2 (15591 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (375.285535 sec): 2 clusters Score: Raw -852562.267829 + Penalty 58.878069 = -852503.389759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (375.314241 sec): 3 clusters Score: Raw -841995.201108 + Penalty 119.526957 = -841875.674150 nChanged 7634 SP:Iteration 1F (375.342358 sec): 3 clusters Score: Raw -848153.506000 + Penalty 118.834339 = -848034.671661 nChanged 837 SP:Iteration 2F (375.371107 sec): 3 clusters Score: Raw -848804.311938 + Penalty 119.158662 = -848685.153276 nChanged 696 SP:Iteration 3Q (375.399270 sec): 3 clusters Score: Raw -849407.316436 + Penalty 119.020932 = -849288.295503 nChanged 650 SP:Iteration 4Q (375.427633 sec): 3 clusters Score: Raw -850011.591443 + Penalty 119.159406 = -849892.432037 nChanged 697 SP:Iteration 5Q (375.454097 sec): 3 clusters Score: Raw -850651.037049 + Penalty 118.923284 = -850532.113766 nChanged 664 SP:Iteration 6Q (375.480017 sec): 3 clusters Score: Raw -851186.691875 + Penalty 118.526653 = -851068.165222 nChanged 573 SP:Iteration 7Q (375.504895 sec): 3 clusters Score: Raw -851602.116795 + Penalty 117.551376 = -851484.565418 nChanged 483 SP:Iteration 8Q (375.529925 sec): 3 clusters Score: Raw -851936.595102 + Penalty 117.624857 = -851818.970245 nChanged 354 SP:Iteration 9Q (375.555527 sec): 3 clusters Score: Raw -852158.366071 + Penalty 116.351084 = -852042.014986 nChanged 243 SP:Iteration 10F (375.583978 sec): 3 clusters Score: Raw -852290.317255 + Penalty 116.062725 = -852174.254530 nChanged 182 SP:Iteration 11Q (375.606717 sec): 3 clusters Score: Raw -852375.555082 + Penalty 116.190675 = -852259.364407 nChanged 117 SP:Iteration 12Q (375.629678 sec): 3 clusters Score: Raw -852420.178701 + Penalty 117.009603 = -852303.169098 nChanged 83 SP:Iteration 13Q (375.652193 sec): 3 clusters Score: Raw -852452.118724 + Penalty 116.412267 = -852335.706457 nChanged 61 SP:Iteration 14Q (375.674837 sec): 3 clusters Score: Raw -852474.904020 + Penalty 115.850567 = -852359.053453 nChanged 36 SP:Iteration 15Q (375.697236 sec): 3 clusters Score: Raw -852487.578342 + Penalty 116.056387 = -852371.521956 nChanged 34 SP:Iteration 16Q (375.719343 sec): 3 clusters Score: Raw -852498.779271 + Penalty 116.481524 = -852382.297747 nChanged 33 SP:Iteration 17Q (375.741409 sec): 3 clusters Score: Raw -852510.106679 + Penalty 116.556437 = -852393.550241 nChanged 25 SP:Iteration 18Q (375.763975 sec): 3 clusters Score: Raw -852517.189210 + Penalty 117.253364 = -852399.935846 nChanged 19 SP:Iteration 19Q (375.785967 sec): 3 clusters Score: Raw -852522.489361 + Penalty 118.003311 = -852404.486050 nChanged 16 SP:Iteration 20F (375.813967 sec): 3 clusters Score: Raw -852527.454941 + Penalty 118.335874 = -852409.119066 nChanged 7 SP:Iteration 21Q (375.835843 sec): 3 clusters Score: Raw -852528.515991 + Penalty 118.093074 = -852410.422917 nChanged 3 SP:Iteration 22Q (375.857736 sec): 3 clusters Score: Raw -852528.700931 + Penalty 117.674712 = -852411.026219 nChanged 3 SP:Iteration 23Q (375.879983 sec): 3 clusters Score: Raw -852529.342152 + Penalty 117.943539 = -852411.398613 nChanged 4 SP:Iteration 24Q (375.902089 sec): 3 clusters Score: Raw -852530.154515 + Penalty 118.093318 = -852412.061197 nChanged 4 SP:Iteration 25Q (375.924830 sec): 3 clusters Score: Raw -852530.736388 + Penalty 118.236930 = -852412.499458 nChanged 2 SP:Iteration 26Q (375.946891 sec): 3 clusters Score: Raw -852531.061828 + Penalty 118.347406 = -852412.714422 nChanged 2 SP:Iteration 27Q (375.968842 sec): 3 clusters Score: Raw -852531.768226 + Penalty 118.525165 = -852413.243061 nChanged 3 SP:Iteration 28Q (375.990726 sec): 3 clusters Score: Raw -852533.290885 + Penalty 118.952526 = -852414.338359 nChanged 6 SP:Iteration 29Q (376.012549 sec): 3 clusters Score: Raw -852535.825905 + Penalty 118.059910 = -852417.765995 nChanged 10 SP:Iteration 30F (376.040655 sec): 3 clusters Score: Raw -852540.199495 + Penalty 117.886438 = -852422.313057 nChanged 10 SP:Iteration 31Q (376.062850 sec): 3 clusters Score: Raw -852545.399941 + Penalty 118.534852 = -852426.865089 nChanged 9 SP:Iteration 32Q (376.084824 sec): 3 clusters Score: Raw -852547.888196 + Penalty 116.104905 = -852431.783291 nChanged 10 SP:Iteration 33Q (376.106571 sec): 3 clusters Score: Raw -852550.079137 + Penalty 115.892804 = -852434.186333 nChanged 5 SP:Iteration 34Q (376.128692 sec): 3 clusters Score: Raw -852550.599829 + Penalty 116.047497 = -852434.552333 nChanged 2 SP:Iteration 35Q (376.150483 sec): 3 clusters Score: Raw -852550.745828 + Penalty 116.047497 = -852434.698331 nChanged 0 SP:Iteration 36F (376.178030 sec): 3 clusters Score: Raw -852550.745828 + Penalty 116.047497 = -852434.698331 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 3 (591 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (376.188757 sec): 2 clusters Score: Raw -35386.567395 + Penalty 42.544775 = -35344.022620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (376.190001 sec): 3 clusters Score: Raw -35009.427159 + Penalty 85.171931 = -34924.255228 nChanged 286 SP:Iteration 1F (376.191210 sec): 3 clusters Score: Raw -35242.080506 + Penalty 84.620718 = -35157.459788 nChanged 52 SP:Iteration 2F (376.192435 sec): 3 clusters Score: Raw -35303.821585 + Penalty 84.539671 = -35219.281914 nChanged 42 SP:Iteration 3F (376.193650 sec): 3 clusters Score: Raw -35329.753399 + Penalty 84.773101 = -35244.980298 nChanged 20 SP:Iteration 4Q (376.194833 sec): 3 clusters Score: Raw -35336.976382 + Penalty 84.754003 = -35252.222379 nChanged 10 SP:Iteration 5Q (376.196005 sec): 3 clusters Score: Raw -35339.159310 + Penalty 84.758795 = -35254.400515 nChanged 2 SP:Iteration 6Q (376.197155 sec): 3 clusters Score: Raw -35339.397735 + Penalty 84.761934 = -35254.635801 nChanged 1 SP:Iteration 7Q (376.198304 sec): 3 clusters Score: Raw -35339.622299 + Penalty 84.765572 = -35254.856727 nChanged 1 SP:Iteration 8Q (376.199451 sec): 3 clusters Score: Raw -35339.815881 + Penalty 84.770537 = -35255.045344 nChanged 2 SP:Iteration 9Q (376.200596 sec): 3 clusters Score: Raw -35339.963132 + Penalty 84.769769 = -35255.193363 nChanged 1 SP:Iteration 10F (376.201804 sec): 3 clusters Score: Raw -35340.090156 + Penalty 84.781148 = -35255.309008 nChanged 2 SP:Iteration 11Q (376.202953 sec): 3 clusters Score: Raw -35340.231161 + Penalty 84.781148 = -35255.450013 nChanged 0 SP:Iteration 12F (376.204161 sec): 3 clusters Score: Raw -35340.231161 + Penalty 84.781148 = -35255.450013 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 4 (1528 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (376.213057 sec): 2 clusters Score: Raw -95239.294068 + Penalty 696.034282 = -94543.259787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (376.215953 sec): 3 clusters Score: Raw -94426.535838 + Penalty 1392.408675 = -93034.127163 nChanged 569 SP:Iteration 1F (376.218761 sec): 3 clusters Score: Raw -94733.871745 + Penalty 1392.040458 = -93341.831287 nChanged 167 SP:Iteration 2F (376.221556 sec): 3 clusters Score: Raw -94868.543629 + Penalty 1390.948774 = -93477.594855 nChanged 126 SP:Iteration 3F (376.224352 sec): 3 clusters Score: Raw -94954.071386 + Penalty 1389.682949 = -93564.388437 nChanged 88 SP:Iteration 4F (376.227209 sec): 3 clusters Score: Raw -95021.341310 + Penalty 1389.869335 = -93631.471976 nChanged 74 SP:Iteration 5Q (376.230008 sec): 3 clusters Score: Raw -95062.393644 + Penalty 1388.878005 = -93673.515639 nChanged 49 SP:Iteration 6Q (376.232808 sec): 3 clusters Score: Raw -95098.244433 + Penalty 1389.277363 = -93708.967070 nChanged 51 SP:Iteration 7Q (376.235589 sec): 3 clusters Score: Raw -95138.086643 + Penalty 1391.081662 = -93747.004981 nChanged 48 SP:Iteration 8Q (376.238463 sec): 3 clusters Score: Raw -95179.222306 + Penalty 1393.808343 = -93785.413963 nChanged 54 SP:Iteration 9Q (376.241315 sec): 3 clusters Score: Raw -95245.727977 + Penalty 1395.616861 = -93850.111117 nChanged 47 SP:Iteration 10F (376.244286 sec): 3 clusters Score: Raw -95295.304491 + Penalty 1396.907258 = -93898.397233 nChanged 53 SP:Iteration 11Q (376.247118 sec): 3 clusters Score: Raw -95342.929313 + Penalty 1398.405713 = -93944.523600 nChanged 32 SP:Iteration 12Q (376.249879 sec): 3 clusters Score: Raw -95363.220304 + Penalty 1400.163862 = -93963.056441 nChanged 25 SP:Iteration 13Q (376.252587 sec): 3 clusters Score: Raw -95380.748686 + Penalty 1401.818428 = -93978.930258 nChanged 20 SP:Iteration 14Q (376.255279 sec): 3 clusters Score: Raw -95388.965827 + Penalty 1403.585423 = -93985.380404 nChanged 14 SP:Iteration 15Q (376.257957 sec): 3 clusters Score: Raw -95395.374435 + Penalty 1404.828832 = -93990.545603 nChanged 11 SP:Iteration 16Q (376.260740 sec): 3 clusters Score: Raw -95399.947215 + Penalty 1405.758751 = -93994.188464 nChanged 8 SP:Iteration 17Q (376.263461 sec): 3 clusters Score: Raw -95402.983932 + Penalty 1406.128983 = -93996.854949 nChanged 6 SP:Iteration 18Q (376.266152 sec): 3 clusters Score: Raw -95404.572096 + Penalty 1407.180947 = -93997.391149 nChanged 7 SP:Iteration 19Q (376.268838 sec): 3 clusters Score: Raw -95407.208133 + Penalty 1407.844825 = -93999.363308 nChanged 6 SP:Iteration 20F (376.271692 sec): 3 clusters Score: Raw -95409.996864 + Penalty 1408.628339 = -94001.368524 nChanged 7 SP:Iteration 21Q (376.274546 sec): 3 clusters Score: Raw -95412.652753 + Penalty 1409.138475 = -94003.514277 nChanged 9 SP:Iteration 22Q (376.277317 sec): 3 clusters Score: Raw -95416.444072 + Penalty 1409.701934 = -94006.742138 nChanged 5 SP:Iteration 23Q (376.280066 sec): 3 clusters Score: Raw -95417.631820 + Penalty 1409.696469 = -94007.935351 nChanged 2 SP:Iteration 24Q (376.282869 sec): 3 clusters Score: Raw -95418.094649 + Penalty 1409.832061 = -94008.262588 nChanged 1 SP:Iteration 25Q (376.285576 sec): 3 clusters Score: Raw -95418.199810 + Penalty 1410.138629 = -94008.061182 nChanged 1 SP:Iteration 26F (376.288411 sec): 3 clusters Score: Raw -95418.343379 + Penalty 1410.302906 = -94008.040473 nChanged 1 SP:Iteration 27F (376.291274 sec): 3 clusters Score: Raw -95418.433135 + Penalty 1410.302906 = -94008.130230 nChanged 0 Memory request: 0.20 GB would take us to total of 1.00 GB. Trying to split cluster 5 (43901 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (376.515081 sec): 2 clusters Score: Raw -2542020.230030 + Penalty 80.046520 = -2541940.183510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (376.598615 sec): 3 clusters Score: Raw -2512195.685627 + Penalty 160.305137 = -2512035.380490 nChanged 21362 SP:Iteration 1F (376.681352 sec): 3 clusters Score: Raw -2523563.579700 + Penalty 158.348186 = -2523405.231515 nChanged 4687 SP:Iteration 2F (376.764398 sec): 3 clusters Score: Raw -2526443.338022 + Penalty 156.940380 = -2526286.397642 nChanged 4603 SP:Iteration 3F (376.848601 sec): 3 clusters Score: Raw -2530456.476148 + Penalty 155.760610 = -2530300.715538 nChanged 4592 SP:Iteration 4F (376.933638 sec): 3 clusters Score: Raw -2535623.958187 + Penalty 156.876572 = -2535467.081614 nChanged 3218 SP:Iteration 5F (377.019334 sec): 3 clusters Score: Raw -2539792.674273 + Penalty 155.119770 = -2539637.554503 nChanged 1082 SP:Iteration 6Q (377.097614 sec): 3 clusters Score: Raw -2541755.686672 + Penalty 153.984888 = -2541601.701784 nChanged 120 SP:Iteration 7Q (377.166794 sec): 3 clusters Score: Raw -2541796.617575 + Penalty 154.481160 = -2541642.136415 nChanged 87 SP:Iteration 8Q (377.236692 sec): 3 clusters Score: Raw -2541821.458522 + Penalty 154.728097 = -2541666.730425 nChanged 73 SP:Iteration 9Q (377.308503 sec): 3 clusters Score: Raw -2541840.211253 + Penalty 155.253796 = -2541684.957458 nChanged 63 SP:Iteration 10F (377.394123 sec): 3 clusters Score: Raw -2541856.013637 + Penalty 155.436693 = -2541700.576944 nChanged 55 SP:Iteration 11Q (377.468264 sec): 3 clusters Score: Raw -2541868.124537 + Penalty 155.852096 = -2541712.272441 nChanged 39 SP:Iteration 12Q (377.539915 sec): 3 clusters Score: Raw -2541875.169488 + Penalty 155.246222 = -2541719.923265 nChanged 33 SP:Iteration 13Q (377.610116 sec): 3 clusters Score: Raw -2541882.040654 + Penalty 154.815981 = -2541727.224673 nChanged 34 SP:Iteration 14Q (377.678798 sec): 3 clusters Score: Raw -2541889.088108 + Penalty 154.459708 = -2541734.628399 nChanged 29 SP:Iteration 15Q (377.748108 sec): 3 clusters Score: Raw -2541894.895481 + Penalty 154.210063 = -2541740.685418 nChanged 29 SP:Iteration 16Q (377.817628 sec): 3 clusters Score: Raw -2541899.237445 + Penalty 153.500402 = -2541745.737043 nChanged 25 SP:Iteration 17Q (377.886395 sec): 3 clusters Score: Raw -2541903.844532 + Penalty 153.789775 = -2541750.054757 nChanged 30 SP:Iteration 18Q (377.963253 sec): 3 clusters Score: Raw -2541911.526988 + Penalty 152.820719 = -2541758.706268 nChanged 28 SP:Iteration 19Q (378.034079 sec): 3 clusters Score: Raw -2541919.156510 + Penalty 151.516439 = -2541767.640071 nChanged 29 SP:Iteration 20F (378.120137 sec): 3 clusters Score: Raw -2541929.545004 + Penalty 152.212549 = -2541777.332454 nChanged 36 SP:Iteration 21Q (378.188541 sec): 3 clusters Score: Raw -2541943.292373 + Penalty 152.577061 = -2541790.715312 nChanged 33 SP:Iteration 22Q (378.256882 sec): 3 clusters Score: Raw -2541954.806180 + Penalty 152.474965 = -2541802.331215 nChanged 20 SP:Iteration 23Q (378.325422 sec): 3 clusters Score: Raw -2541959.812000 + Penalty 151.965829 = -2541807.846171 nChanged 20 SP:Iteration 24Q (378.393283 sec): 3 clusters Score: Raw -2541965.038359 + Penalty 150.008731 = -2541815.029628 nChanged 18 SP:Iteration 25Q (378.461366 sec): 3 clusters Score: Raw -2541968.601909 + Penalty 150.071112 = -2541818.530798 nChanged 13 SP:Iteration 26Q (378.529393 sec): 3 clusters Score: Raw -2541970.282043 + Penalty 150.193452 = -2541820.088591 nChanged 4 SP:Iteration 27Q (378.600319 sec): 3 clusters Score: Raw -2541970.820205 + Penalty 150.282560 = -2541820.537645 nChanged 8 SP:Iteration 28Q (378.668545 sec): 3 clusters Score: Raw -2541971.949322 + Penalty 150.602672 = -2541821.346650 nChanged 9 SP:Iteration 29Q (378.736680 sec): 3 clusters Score: Raw -2541973.844695 + Penalty 150.545189 = -2541823.299506 nChanged 8 SP:Iteration 30F (378.820822 sec): 3 clusters Score: Raw -2541975.060809 + Penalty 150.763698 = -2541824.297111 nChanged 6 SP:Iteration 31Q (378.888974 sec): 3 clusters Score: Raw -2541975.835487 + Penalty 150.733293 = -2541825.102194 nChanged 3 SP:Iteration 32Q (378.956948 sec): 3 clusters Score: Raw -2541976.383182 + Penalty 150.616428 = -2541825.766754 nChanged 3 SP:Iteration 33Q (379.025018 sec): 3 clusters Score: Raw -2541976.670177 + Penalty 150.616428 = -2541826.053748 nChanged 0 SP:Iteration 34F (379.108977 sec): 3 clusters Score: Raw -2541976.670177 + Penalty 150.616428 = -2541826.053748 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 6 (898 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (379.137375 sec): 2 clusters Score: Raw -52631.315287 + Penalty 1000.167983 = -51631.147304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (379.139310 sec): 3 clusters Score: Raw -52335.374913 + Penalty 1999.921200 = -50335.453713 nChanged 272 SP:Iteration 1F (379.141214 sec): 3 clusters Score: Raw -52610.931832 + Penalty 2000.528903 = -50610.402930 nChanged 72 SP:Iteration 2F (379.143469 sec): 3 clusters Score: Raw -52704.201290 + Penalty 2001.294447 = -50702.906843 nChanged 57 SP:Iteration 3F (379.145417 sec): 3 clusters Score: Raw -52791.476032 + Penalty 2003.484061 = -50787.991971 nChanged 43 SP:Iteration 4Q (379.148029 sec): 3 clusters Score: Raw -52843.667384 + Penalty 2002.985132 = -50840.682251 nChanged 31 SP:Iteration 5Q (379.150246 sec): 3 clusters Score: Raw -52880.723723 + Penalty 2002.613135 = -50878.110588 nChanged 17 SP:Iteration 6Q (379.152022 sec): 3 clusters Score: Raw -52908.198686 + Penalty 2003.183994 = -50905.014693 nChanged 14 SP:Iteration 7Q (379.153728 sec): 3 clusters Score: Raw -52931.295700 + Penalty 2003.321017 = -50927.974684 nChanged 10 SP:Iteration 8Q (379.155443 sec): 3 clusters Score: Raw -52956.162868 + Penalty 2003.264008 = -50952.898860 nChanged 15 SP:Iteration 9Q (379.157105 sec): 3 clusters Score: Raw -52979.522036 + Penalty 2004.101487 = -50975.420549 nChanged 15 SP:Iteration 10F (379.158830 sec): 3 clusters Score: Raw -52997.987500 + Penalty 2003.958219 = -50994.029280 nChanged 13 SP:Iteration 11Q (379.160539 sec): 3 clusters Score: Raw -53016.844023 + Penalty 2004.592974 = -51012.251049 nChanged 11 SP:Iteration 12Q (379.162227 sec): 3 clusters Score: Raw -53027.341617 + Penalty 2004.728895 = -51022.612722 nChanged 5 SP:Iteration 13Q (379.163886 sec): 3 clusters Score: Raw -53032.635500 + Penalty 2004.540995 = -51028.094505 nChanged 3 SP:Iteration 14Q (379.165648 sec): 3 clusters Score: Raw -53036.544640 + Penalty 2004.484283 = -51032.060357 nChanged 2 SP:Iteration 15Q (379.167327 sec): 3 clusters Score: Raw -53038.437612 + Penalty 2004.334473 = -51034.103139 nChanged 2 SP:Iteration 16Q (379.168999 sec): 3 clusters Score: Raw -53041.274091 + Penalty 2004.420312 = -51036.853779 nChanged 1 SP:Iteration 17Q (379.170644 sec): 3 clusters Score: Raw -53041.879480 + Penalty 2004.239062 = -51037.640418 nChanged 1 SP:Iteration 18Q (379.172292 sec): 3 clusters Score: Raw -53042.432413 + Penalty 2004.210523 = -51038.221890 nChanged 1 SP:Iteration 19Q (379.173935 sec): 3 clusters Score: Raw -53042.803428 + Penalty 2004.145927 = -51038.657501 nChanged 1 SP:Iteration 20F (379.175663 sec): 3 clusters Score: Raw -53043.023417 + Penalty 2004.145927 = -51038.877490 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 7 (425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (379.179522 sec): 2 clusters Score: Raw -27952.911576 + Penalty 489.738379 = -27463.173197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (379.180492 sec): 3 clusters Score: Raw -27767.353870 + Penalty 977.710088 = -26789.643782 nChanged 127 SP:Iteration 1F (379.181460 sec): 3 clusters Score: Raw -27861.546702 + Penalty 975.308281 = -26886.238421 nChanged 34 SP:Iteration 2F (379.182416 sec): 3 clusters Score: Raw -27888.288501 + Penalty 973.974633 = -26914.313868 nChanged 23 SP:Iteration 3F (379.183371 sec): 3 clusters Score: Raw -27904.325294 + Penalty 975.262459 = -26929.062835 nChanged 15 SP:Iteration 4Q (379.184320 sec): 3 clusters Score: Raw -27915.652940 + Penalty 976.943444 = -26938.709496 nChanged 13 SP:Iteration 5Q (379.185268 sec): 3 clusters Score: Raw -27924.973207 + Penalty 978.631759 = -26946.341448 nChanged 11 SP:Iteration 6Q (379.186215 sec): 3 clusters Score: Raw -27934.575076 + Penalty 979.898130 = -26954.676947 nChanged 9 SP:Iteration 7Q (379.187161 sec): 3 clusters Score: Raw -27940.159358 + Penalty 982.291787 = -26957.867571 nChanged 7 SP:Iteration 8Q (379.188107 sec): 3 clusters Score: Raw -27944.836188 + Penalty 984.285788 = -26960.550401 nChanged 10 SP:Iteration 9Q (379.189052 sec): 3 clusters Score: Raw -27953.819210 + Penalty 985.167809 = -26968.651401 nChanged 8 SP:Iteration 10F (379.190007 sec): 3 clusters Score: Raw -27960.668365 + Penalty 989.288962 = -26971.379403 nChanged 8 SP:Iteration 11Q (379.190951 sec): 3 clusters Score: Raw -27966.859387 + Penalty 995.162736 = -26971.696652 nChanged 9 SP:Iteration 12Q (379.191900 sec): 3 clusters Score: Raw -27974.932199 + Penalty 998.025222 = -26976.906977 nChanged 9 SP:Iteration 13Q (379.192843 sec): 3 clusters Score: Raw -27984.890239 + Penalty 1001.421303 = -26983.468937 nChanged 7 SP:Iteration 14Q (379.193783 sec): 3 clusters Score: Raw -27990.356886 + Penalty 1005.367041 = -26984.989846 nChanged 6 SP:Iteration 15Q (379.194720 sec): 3 clusters Score: Raw -27995.410092 + Penalty 1013.410037 = -26982.000054 nChanged 7 SP:Iteration 16F (379.195676 sec): 3 clusters Score: Raw -28001.920297 + Penalty 1016.033799 = -26985.886498 nChanged 4 SP:Iteration 17Q (379.196616 sec): 3 clusters Score: Raw -28005.795035 + Penalty 1016.033799 = -26989.761236 nChanged 0 SP:Iteration 18F (379.197621 sec): 3 clusters Score: Raw -28005.795035 + Penalty 1016.033799 = -26989.761236 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 8 (290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (379.199468 sec): 2 clusters Score: Raw -16479.553913 + Penalty 158.532511 = -16321.021402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (379.200198 sec): 3 clusters Score: Raw -16360.013606 + Penalty 318.335921 = -16041.677685 nChanged 103 SP:Iteration 1F (379.200916 sec): 3 clusters Score: Raw -16457.522592 + Penalty 322.731713 = -16134.790879 nChanged 35 SP:Iteration 2F (379.201638 sec): 3 clusters Score: Raw -16501.313980 + Penalty 327.408695 = -16173.905285 nChanged 19 SP:Iteration 3F (379.202356 sec): 3 clusters Score: Raw -16518.006325 + Penalty 332.504407 = -16185.501918 nChanged 10 SP:Iteration 4Q (379.203063 sec): 3 clusters Score: Raw -16529.401075 + Penalty 338.079184 = -16191.321891 nChanged 8 SP:Iteration 5Q (379.203767 sec): 3 clusters Score: Raw -16536.999296 + Penalty 343.105525 = -16193.893771 nChanged 4 SP:Iteration 6Q (379.204468 sec): 3 clusters Score: Raw -16542.801493 + Penalty 343.105525 = -16199.695968 nChanged 0 SP:Iteration 7F (379.205186 sec): 3 clusters Score: Raw -16542.801493 + Penalty 343.105525 = -16199.695968 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 9 (644 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (379.207540 sec): 2 clusters Score: Raw -36626.932153 + Penalty 160.068762 = -36466.863391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (379.208904 sec): 3 clusters Score: Raw -36317.352488 + Penalty 324.534108 = -35992.818380 nChanged 265 SP:Iteration 1F (379.210253 sec): 3 clusters Score: Raw -36581.431048 + Penalty 327.043879 = -36254.387170 nChanged 48 SP:Iteration 2F (379.211607 sec): 3 clusters Score: Raw -36619.274916 + Penalty 325.729983 = -36293.544933 nChanged 23 SP:Iteration 3Q (379.212965 sec): 3 clusters Score: Raw -36637.722720 + Penalty 318.940327 = -36318.782393 nChanged 18 SP:Iteration 4Q (379.214314 sec): 3 clusters Score: Raw -36650.551892 + Penalty 318.902393 = -36331.649500 nChanged 13 SP:Iteration 5Q (379.215656 sec): 3 clusters Score: Raw -36655.956263 + Penalty 319.519261 = -36336.437001 nChanged 6 SP:Iteration 6Q (379.216994 sec): 3 clusters Score: Raw -36660.081364 + Penalty 321.951913 = -36338.129451 nChanged 9 SP:Iteration 7Q (379.218314 sec): 3 clusters Score: Raw -36663.800048 + Penalty 324.689550 = -36339.110498 nChanged 4 SP:Iteration 8Q (379.219635 sec): 3 clusters Score: Raw -36664.409139 + Penalty 325.449564 = -36338.959574 nChanged 1 SP:Iteration 9F (379.220964 sec): 3 clusters Score: Raw -36664.850107 + Penalty 327.042696 = -36337.807410 nChanged 3 SP:Iteration 10F (379.222296 sec): 3 clusters Score: Raw -36668.593987 + Penalty 329.879231 = -36338.714756 nChanged 4 SP:Iteration 11Q (379.223625 sec): 3 clusters Score: Raw -36670.345352 + Penalty 330.528770 = -36339.816582 nChanged 1 SP:Iteration 12Q (379.224952 sec): 3 clusters Score: Raw -36670.668821 + Penalty 331.191052 = -36339.477768 nChanged 2 SP:Iteration 13F (379.226311 sec): 3 clusters Score: Raw -36671.428642 + Penalty 332.205089 = -36339.223553 nChanged 2 SP:Iteration 14F (379.227661 sec): 3 clusters Score: Raw -36671.963878 + Penalty 332.280742 = -36339.683137 nChanged 1 SP:Iteration 15Q (379.229015 sec): 3 clusters Score: Raw -36672.245280 + Penalty 333.250034 = -36338.995247 nChanged 1 SP:Iteration 16F (379.230385 sec): 3 clusters Score: Raw -36672.345834 + Penalty 333.250034 = -36339.095800 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 10 (127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (379.231260 sec): 2 clusters Score: Raw -6723.343825 + Penalty 39.841983 = -6683.501842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (379.231698 sec): 3 clusters Score: Raw -6667.135690 + Penalty 92.847042 = -6574.288648 nChanged 56 SP:Iteration 1F (379.232162 sec): 3 clusters Score: Raw -6739.096948 + Penalty 98.750538 = -6640.346410 nChanged 5 SP:Iteration 2Q (379.232588 sec): 3 clusters Score: Raw -6743.753126 + Penalty 100.141990 = -6643.611136 nChanged 1 SP:Iteration 3Q (379.233014 sec): 3 clusters Score: Raw -6744.468532 + Penalty 101.320264 = -6643.148268 nChanged 1 SP:Iteration 4F (379.233445 sec): 3 clusters Score: Raw -6744.863269 + Penalty 105.274872 = -6639.588397 nChanged 2 SP:Iteration 5F (379.233875 sec): 3 clusters Score: Raw -6745.916001 + Penalty 105.037920 = -6640.878081 nChanged 2 SP:Iteration 6Q (379.234303 sec): 3 clusters Score: Raw -6747.114410 + Penalty 107.234374 = -6639.880037 nChanged 1 SP:Iteration 7F (379.234733 sec): 3 clusters Score: Raw -6747.382309 + Penalty 107.234374 = -6640.147936 nChanged 0 Memory request: 0.01 GB would take us to total of 0.82 GB. Trying to split cluster 11 (1865 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (379.241703 sec): 2 clusters Score: Raw -111078.517615 + Penalty 145.181644 = -110933.335971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (379.245313 sec): 3 clusters Score: Raw -109876.255884 + Penalty 285.924989 = -109590.330895 nChanged 854 SP:Iteration 1F (379.249083 sec): 3 clusters Score: Raw -110444.198447 + Penalty 286.216322 = -110157.982125 nChanged 196 SP:Iteration 2F (379.252688 sec): 3 clusters Score: Raw -110536.585041 + Penalty 292.736443 = -110243.848598 nChanged 115 SP:Iteration 3F (379.256277 sec): 3 clusters Score: Raw -110629.861390 + Penalty 297.022964 = -110332.838426 nChanged 110 SP:Iteration 4F (379.259758 sec): 3 clusters Score: Raw -110750.935380 + Penalty 301.579325 = -110449.356054 nChanged 113 SP:Iteration 5F (379.263260 sec): 3 clusters Score: Raw -110928.421697 + Penalty 317.052466 = -110611.369231 nChanged 61 SP:Iteration 6Q (379.266765 sec): 3 clusters Score: Raw -111004.617720 + Penalty 330.306880 = -110674.310841 nChanged 33 SP:Iteration 7Q (379.269743 sec): 3 clusters Score: Raw -111036.053852 + Penalty 337.668835 = -110698.385017 nChanged 18 SP:Iteration 8Q (379.272756 sec): 3 clusters Score: Raw -111045.867177 + Penalty 335.520208 = -110710.346969 nChanged 11 SP:Iteration 9Q (379.275615 sec): 3 clusters Score: Raw -111051.570074 + Penalty 340.840371 = -110710.729702 nChanged 6 SP:Iteration 10F (379.279119 sec): 3 clusters Score: Raw -111053.610926 + Penalty 357.257577 = -110696.353349 nChanged 6 SP:Iteration 11F (379.282735 sec): 3 clusters Score: Raw -111056.494532 + Penalty 350.847270 = -110705.647262 nChanged 9 SP:Iteration 12Q (379.285600 sec): 3 clusters Score: Raw -111060.293993 + Penalty 355.217901 = -110705.076091 nChanged 5 SP:Iteration 13F (379.289108 sec): 3 clusters Score: Raw -111063.572746 + Penalty 361.882015 = -110701.690732 nChanged 7 SP:Iteration 14F (379.292601 sec): 3 clusters Score: Raw -111068.139947 + Penalty 366.228921 = -110701.911025 nChanged 7 SP:Iteration 15Q (379.295569 sec): 3 clusters Score: Raw -111072.425248 + Penalty 376.764315 = -110695.660933 nChanged 7 SP:Iteration 16F (379.299124 sec): 3 clusters Score: Raw -111078.836276 + Penalty 384.176963 = -110694.659313 nChanged 2 SP:Iteration 17F (379.302614 sec): 3 clusters Score: Raw -111080.181569 + Penalty 382.087241 = -110698.094329 nChanged 1 SP:Iteration 18Q (379.305441 sec): 3 clusters Score: Raw -111082.155934 + Penalty 376.181077 = -110705.974857 nChanged 2 SP:Iteration 19Q (379.308143 sec): 3 clusters Score: Raw -111086.123988 + Penalty 376.181077 = -110709.942911 nChanged 0 SP:Iteration 20F (379.311526 sec): 3 clusters Score: Raw -111086.123988 + Penalty 376.181077 = -110709.942911 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 12 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (379.315061 sec): 2 clusters Score: Raw -7777.756092 + Penalty 340.705446 = -7437.050647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (379.315635 sec): 3 clusters Score: Raw -7810.283004 + Penalty 680.922644 = -7129.360360 nChanged 37 SP:Iteration 1F (379.316158 sec): 3 clusters Score: Raw -7866.408500 + Penalty 681.660386 = -7184.748115 nChanged 12 SP:Iteration 2F (379.316681 sec): 3 clusters Score: Raw -7890.946885 + Penalty 682.626736 = -7208.320150 nChanged 7 SP:Iteration 3Q (379.317178 sec): 3 clusters Score: Raw -7902.977232 + Penalty 682.754319 = -7220.222913 nChanged 4 SP:Iteration 4Q (379.317674 sec): 3 clusters Score: Raw -7910.912757 + Penalty 682.716997 = -7228.195760 nChanged 2 SP:Iteration 5Q (379.318167 sec): 3 clusters Score: Raw -7914.214286 + Penalty 683.442095 = -7230.772191 nChanged 1 SP:Iteration 6Q (379.318658 sec): 3 clusters Score: Raw -7916.109255 + Penalty 684.262352 = -7231.846903 nChanged 1 SP:Iteration 7Q (379.319150 sec): 3 clusters Score: Raw -7916.962334 + Penalty 684.262352 = -7232.699982 nChanged 0 SP:Iteration 8F (379.319690 sec): 3 clusters Score: Raw -7916.962334 + Penalty 684.262352 = -7232.699982 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 13 (577 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (379.321887 sec): 2 clusters Score: Raw -24376.207403 + Penalty 945.569351 = -23430.638053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (379.323158 sec): 3 clusters Score: Raw -24300.124798 + Penalty 1891.680460 = -22408.444338 nChanged 148 SP:Iteration 1F (379.324407 sec): 3 clusters Score: Raw -24504.008949 + Penalty 1891.102782 = -22612.906166 nChanged 56 SP:Iteration 2F (379.325652 sec): 3 clusters Score: Raw -24611.252675 + Penalty 1890.558864 = -22720.693811 nChanged 34 SP:Iteration 3F (379.326892 sec): 3 clusters Score: Raw -24690.777828 + Penalty 1889.704409 = -22801.073419 nChanged 17 SP:Iteration 4Q (379.328063 sec): 3 clusters Score: Raw -24723.509944 + Penalty 1890.212707 = -22833.297237 nChanged 12 SP:Iteration 5Q (379.329230 sec): 3 clusters Score: Raw -24745.759828 + Penalty 1890.106990 = -22855.652838 nChanged 10 SP:Iteration 6Q (379.330388 sec): 3 clusters Score: Raw -24778.285411 + Penalty 1889.601714 = -22888.683697 nChanged 10 SP:Iteration 7Q (379.331557 sec): 3 clusters Score: Raw -24794.452801 + Penalty 1890.012280 = -22904.440521 nChanged 6 SP:Iteration 8Q (379.332731 sec): 3 clusters Score: Raw -24801.743010 + Penalty 1889.979462 = -22911.763548 nChanged 2 SP:Iteration 9Q (379.333888 sec): 3 clusters Score: Raw -24812.426737 + Penalty 1890.354726 = -22922.072011 nChanged 6 SP:Iteration 10F (379.335126 sec): 3 clusters Score: Raw -24828.206971 + Penalty 1889.588600 = -22938.618372 nChanged 9 SP:Iteration 11Q (379.336282 sec): 3 clusters Score: Raw -24842.343270 + Penalty 1889.410142 = -22952.933127 nChanged 3 SP:Iteration 12Q (379.337436 sec): 3 clusters Score: Raw -24847.677305 + Penalty 1889.392377 = -22958.284928 nChanged 3 SP:Iteration 13Q (379.338588 sec): 3 clusters Score: Raw -24857.792166 + Penalty 1889.482035 = -22968.310130 nChanged 4 SP:Iteration 14Q (379.339740 sec): 3 clusters Score: Raw -24860.678228 + Penalty 1889.397697 = -22971.280531 nChanged 2 SP:Iteration 15Q (379.340889 sec): 3 clusters Score: Raw -24863.208613 + Penalty 1889.397697 = -22973.810916 nChanged 2 SP:Iteration 16Q (379.342039 sec): 3 clusters Score: Raw -24873.635169 + Penalty 1888.871839 = -22984.763330 nChanged 5 SP:Iteration 17Q (379.343196 sec): 3 clusters Score: Raw -24881.323958 + Penalty 1887.986229 = -22993.337729 nChanged 7 SP:Iteration 18Q (379.344407 sec): 3 clusters Score: Raw -24891.259077 + Penalty 1887.527911 = -23003.731166 nChanged 2 SP:Iteration 19Q (379.345554 sec): 3 clusters Score: Raw -24893.101430 + Penalty 1887.527911 = -23005.573519 nChanged 0 SP:Iteration 20F (379.346789 sec): 3 clusters Score: Raw -24893.101430 + Penalty 1887.527911 = -23005.573519 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 14 (232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (379.347991 sec): 2 clusters Score: Raw -13577.662259 + Penalty 351.015361 = -13226.646898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (379.348650 sec): 3 clusters Score: Raw -13483.377406 + Penalty 702.345203 = -12781.032203 nChanged 58 SP:Iteration 1F (379.349267 sec): 3 clusters Score: Raw -13540.463902 + Penalty 702.898723 = -12837.565179 nChanged 17 SP:Iteration 2F (379.349884 sec): 3 clusters Score: Raw -13571.397149 + Penalty 710.372898 = -12861.024251 nChanged 19 SP:Iteration 3F (379.350502 sec): 3 clusters Score: Raw -13591.522051 + Penalty 715.525407 = -12875.996644 nChanged 11 SP:Iteration 4Q (379.351111 sec): 3 clusters Score: Raw -13602.107202 + Penalty 722.318064 = -12879.789138 nChanged 6 SP:Iteration 5Q (379.351720 sec): 3 clusters Score: Raw -13606.092386 + Penalty 727.337367 = -12878.755019 nChanged 2 SP:Iteration 6F (379.352336 sec): 3 clusters Score: Raw -13607.977577 + Penalty 730.703378 = -12877.274199 nChanged 2 SP:Iteration 7F (379.352952 sec): 3 clusters Score: Raw -13610.802325 + Penalty 734.509788 = -12876.292538 nChanged 2 SP:Iteration 8F (379.353568 sec): 3 clusters Score: Raw -13611.462049 + Penalty 735.411867 = -12876.050182 nChanged 1 SP:Iteration 9F (379.354203 sec): 3 clusters Score: Raw -13612.730846 + Penalty 735.411867 = -12877.318979 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 15 (923 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (379.358914 sec): 2 clusters Score: Raw -59244.392784 + Penalty 519.073672 = -58725.319112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (379.360799 sec): 3 clusters Score: Raw -58793.900610 + Penalty 1033.740588 = -57760.160022 nChanged 338 SP:Iteration 1F (379.362674 sec): 3 clusters Score: Raw -58992.764100 + Penalty 1028.200309 = -57964.563791 nChanged 91 SP:Iteration 2F (379.364499 sec): 3 clusters Score: Raw -59058.009010 + Penalty 1025.382535 = -58032.626476 nChanged 49 SP:Iteration 3F (379.366308 sec): 3 clusters Score: Raw -59089.747540 + Penalty 1023.316048 = -58066.431493 nChanged 48 SP:Iteration 4F (379.368111 sec): 3 clusters Score: Raw -59133.197862 + Penalty 1023.144083 = -58110.053778 nChanged 36 SP:Iteration 5Q (379.369884 sec): 3 clusters Score: Raw -59175.764158 + Penalty 1026.163486 = -58149.600673 nChanged 33 SP:Iteration 6Q (379.371633 sec): 3 clusters Score: Raw -59201.383221 + Penalty 1029.350637 = -58172.032584 nChanged 29 SP:Iteration 7Q (379.373409 sec): 3 clusters Score: Raw -59224.921516 + Penalty 1031.248698 = -58193.672818 nChanged 27 SP:Iteration 8Q (379.375149 sec): 3 clusters Score: Raw -59245.219267 + Penalty 1034.954932 = -58210.264334 nChanged 27 SP:Iteration 9Q (379.376841 sec): 3 clusters Score: Raw -59271.397621 + Penalty 1037.135349 = -58234.262271 nChanged 25 SP:Iteration 10F (379.378688 sec): 3 clusters Score: Raw -59290.408639 + Penalty 1040.613041 = -58249.795598 nChanged 21 SP:Iteration 11Q (379.380389 sec): 3 clusters Score: Raw -59316.944841 + Penalty 1047.022115 = -58269.922726 nChanged 19 SP:Iteration 12Q (379.382056 sec): 3 clusters Score: Raw -59341.555034 + Penalty 1049.190602 = -58292.364432 nChanged 13 SP:Iteration 13Q (379.383672 sec): 3 clusters Score: Raw -59358.344120 + Penalty 1050.030303 = -58308.313816 nChanged 10 SP:Iteration 14Q (379.385270 sec): 3 clusters Score: Raw -59376.843780 + Penalty 1048.383339 = -58328.460440 nChanged 10 SP:Iteration 15Q (379.386857 sec): 3 clusters Score: Raw -59390.205747 + Penalty 1052.108287 = -58338.097460 nChanged 9 SP:Iteration 16Q (379.388484 sec): 3 clusters Score: Raw -59401.778552 + Penalty 1052.426449 = -58349.352104 nChanged 7 SP:Iteration 17Q (379.390095 sec): 3 clusters Score: Raw -59412.858479 + Penalty 1050.277630 = -58362.580850 nChanged 5 SP:Iteration 18Q (379.391644 sec): 3 clusters Score: Raw -59421.420749 + Penalty 1048.067780 = -58373.352969 nChanged 5 SP:Iteration 19Q (379.393161 sec): 3 clusters Score: Raw -59426.629584 + Penalty 1049.784400 = -58376.845184 nChanged 4 SP:Iteration 20F (379.394992 sec): 3 clusters Score: Raw -59431.525708 + Penalty 1050.939724 = -58380.585984 nChanged 3 SP:Iteration 21Q (379.396540 sec): 3 clusters Score: Raw -59434.145905 + Penalty 1050.939724 = -58383.206181 nChanged 0 SP:Iteration 22F (379.398379 sec): 3 clusters Score: Raw -59434.145905 + Penalty 1050.939724 = -58383.206181 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 16 (803 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (379.402479 sec): 2 clusters Score: Raw -47204.401862 + Penalty 492.218989 = -46712.182873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (379.404138 sec): 3 clusters Score: Raw -46792.799783 + Penalty 988.144519 = -45804.655264 nChanged 289 SP:Iteration 1F (379.405735 sec): 3 clusters Score: Raw -47005.722710 + Penalty 1002.658257 = -46003.064453 nChanged 106 SP:Iteration 2F (379.407328 sec): 3 clusters Score: Raw -47134.346527 + Penalty 1027.818547 = -46106.527980 nChanged 84 SP:Iteration 3F (379.408918 sec): 3 clusters Score: Raw -47241.572136 + Penalty 1051.081513 = -46190.490623 nChanged 56 SP:Iteration 4F (379.410537 sec): 3 clusters Score: Raw -47315.912552 + Penalty 1082.153717 = -46233.758834 nChanged 40 SP:Iteration 5Q (379.412116 sec): 3 clusters Score: Raw -47363.803368 + Penalty 1096.793379 = -46267.009989 nChanged 24 SP:Iteration 6Q (379.413652 sec): 3 clusters Score: Raw -47391.071894 + Penalty 1107.450329 = -46283.621565 nChanged 11 SP:Iteration 7Q (379.415191 sec): 3 clusters Score: Raw -47400.215886 + Penalty 1110.434037 = -46289.781849 nChanged 5 SP:Iteration 8Q (379.416686 sec): 3 clusters Score: Raw -47404.658627 + Penalty 1114.191331 = -46290.467296 nChanged 3 SP:Iteration 9Q (379.418207 sec): 3 clusters Score: Raw -47408.123198 + Penalty 1114.191331 = -46293.931867 nChanged 0 SP:Iteration 10F (379.419814 sec): 3 clusters Score: Raw -47408.123198 + Penalty 1114.191331 = -46293.931867 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 17 (498 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (379.422798 sec): 2 clusters Score: Raw -31173.078708 + Penalty 714.991118 = -30458.087590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (379.423905 sec): 3 clusters Score: Raw -31049.062788 + Penalty 1441.726590 = -29607.336198 nChanged 129 SP:Iteration 1F (379.425011 sec): 3 clusters Score: Raw -31226.850720 + Penalty 1449.458339 = -29777.392381 nChanged 34 SP:Iteration 2F (379.426098 sec): 3 clusters Score: Raw -31294.971191 + Penalty 1456.077127 = -29838.894064 nChanged 22 SP:Iteration 3Q (379.427146 sec): 3 clusters Score: Raw -31344.951934 + Penalty 1459.790429 = -29885.161505 nChanged 14 SP:Iteration 4Q (379.428161 sec): 3 clusters Score: Raw -31365.049373 + Penalty 1461.742116 = -29903.307257 nChanged 9 SP:Iteration 5Q (379.429165 sec): 3 clusters Score: Raw -31387.897204 + Penalty 1465.606901 = -29922.290303 nChanged 4 SP:Iteration 6Q (379.430157 sec): 3 clusters Score: Raw -31398.077656 + Penalty 1467.282536 = -29930.795120 nChanged 6 SP:Iteration 7Q (379.431147 sec): 3 clusters Score: Raw -31402.926312 + Penalty 1469.084032 = -29933.842280 nChanged 3 SP:Iteration 8Q (379.433022 sec): 3 clusters Score: Raw -31410.427068 + Penalty 1470.132391 = -29940.294677 nChanged 2 SP:Iteration 9Q (379.434371 sec): 3 clusters Score: Raw -31411.456625 + Penalty 1470.076183 = -29941.380443 nChanged 1 SP:Iteration 10F (379.436096 sec): 3 clusters Score: Raw -31412.464658 + Penalty 1470.076183 = -29942.388475 nChanged 0 Memory request: 0.01 GB would take us to total of 0.82 GB. Trying to split cluster 18 (2212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (379.447996 sec): 2 clusters Score: Raw -131927.164059 + Penalty 553.006665 = -131374.157394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (379.452066 sec): 3 clusters Score: Raw -130601.723380 + Penalty 1123.307781 = -129478.415599 nChanged 901 SP:Iteration 1F (379.456100 sec): 3 clusters Score: Raw -131238.162666 + Penalty 1152.455337 = -130085.707329 nChanged 358 SP:Iteration 2F (379.460089 sec): 3 clusters Score: Raw -131597.383524 + Penalty 1170.979264 = -130426.404260 nChanged 207 SP:Iteration 3F (379.464241 sec): 3 clusters Score: Raw -131803.107636 + Penalty 1181.423223 = -130621.684413 nChanged 104 SP:Iteration 4Q (379.468264 sec): 3 clusters Score: Raw -131915.578126 + Penalty 1182.373003 = -130733.205123 nChanged 57 SP:Iteration 5Q (379.472142 sec): 3 clusters Score: Raw -131979.339488 + Penalty 1187.401741 = -130791.937747 nChanged 37 SP:Iteration 6Q (379.475842 sec): 3 clusters Score: Raw -132000.028451 + Penalty 1186.005212 = -130814.023239 nChanged 18 SP:Iteration 7Q (379.479528 sec): 3 clusters Score: Raw -132012.516166 + Penalty 1193.319825 = -130819.196342 nChanged 17 SP:Iteration 8Q (379.483165 sec): 3 clusters Score: Raw -132022.251562 + Penalty 1193.417262 = -130828.834300 nChanged 9 SP:Iteration 9Q (379.486732 sec): 3 clusters Score: Raw -132026.642043 + Penalty 1196.651370 = -130829.990673 nChanged 8 SP:Iteration 10F (379.490701 sec): 3 clusters Score: Raw -132029.661969 + Penalty 1195.411364 = -130834.250606 nChanged 3 SP:Iteration 11Q (379.494216 sec): 3 clusters Score: Raw -132031.365471 + Penalty 1195.305654 = -130836.059817 nChanged 2 SP:Iteration 12Q (379.497722 sec): 3 clusters Score: Raw -132031.883670 + Penalty 1195.091309 = -130836.792362 nChanged 1 SP:Iteration 13Q (379.501331 sec): 3 clusters Score: Raw -132032.834911 + Penalty 1195.091309 = -130837.743602 nChanged 0 SP:Iteration 14F (379.505346 sec): 3 clusters Score: Raw -132032.834911 + Penalty 1195.091309 = -130837.743602 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 19 (713 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (379.509223 sec): 2 clusters Score: Raw -42726.949506 + Penalty 461.216366 = -42265.733139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (379.510689 sec): 3 clusters Score: Raw -42354.948322 + Penalty 922.839615 = -41432.108707 nChanged 225 SP:Iteration 1F (379.512153 sec): 3 clusters Score: Raw -42486.831155 + Penalty 925.896197 = -41560.934957 nChanged 87 SP:Iteration 2F (379.513590 sec): 3 clusters Score: Raw -42569.741163 + Penalty 929.140718 = -41640.600446 nChanged 63 SP:Iteration 3F (379.515022 sec): 3 clusters Score: Raw -42634.028660 + Penalty 934.874345 = -41699.154315 nChanged 51 SP:Iteration 4F (379.516433 sec): 3 clusters Score: Raw -42677.898457 + Penalty 943.298271 = -41734.600186 nChanged 40 SP:Iteration 5F (379.517839 sec): 3 clusters Score: Raw -42710.238240 + Penalty 950.901722 = -41759.336518 nChanged 26 SP:Iteration 6Q (379.519236 sec): 3 clusters Score: Raw -42727.663215 + Penalty 960.070933 = -41767.592282 nChanged 20 SP:Iteration 7Q (379.520653 sec): 3 clusters Score: Raw -42747.498903 + Penalty 968.413647 = -41779.085256 nChanged 18 SP:Iteration 8Q (379.522088 sec): 3 clusters Score: Raw -42760.549436 + Penalty 971.976047 = -41788.573389 nChanged 10 SP:Iteration 9Q (379.523499 sec): 3 clusters Score: Raw -42774.356550 + Penalty 972.987524 = -41801.369026 nChanged 8 SP:Iteration 10F (379.524926 sec): 3 clusters Score: Raw -42783.976511 + Penalty 974.865626 = -41809.110885 nChanged 8 SP:Iteration 11Q (379.526327 sec): 3 clusters Score: Raw -42790.911572 + Penalty 975.000181 = -41815.911391 nChanged 2 SP:Iteration 12Q (379.527712 sec): 3 clusters Score: Raw -42791.666058 + Penalty 975.792390 = -41815.873668 nChanged 2 SP:Iteration 13F (379.529136 sec): 3 clusters Score: Raw -42794.295309 + Penalty 975.792390 = -41818.502920 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 20 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (379.529872 sec): 2 clusters Score: Raw -4433.478058 + Penalty 23.251694 = -4410.226364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (379.530191 sec): 3 clusters Score: Raw -4389.335172 + Penalty 46.508171 = -4342.827000 nChanged 33 SP:Iteration 1F (379.530514 sec): 3 clusters Score: Raw -4410.946024 + Penalty 46.856373 = -4364.089652 nChanged 3 SP:Iteration 2Q (379.530805 sec): 3 clusters Score: Raw -4412.904256 + Penalty 47.019480 = -4365.884776 nChanged 3 SP:Iteration 3Q (379.531095 sec): 3 clusters Score: Raw -4416.064487 + Penalty 47.676475 = -4368.388012 nChanged 5 SP:Iteration 4F (379.531402 sec): 3 clusters Score: Raw -4426.112791 + Penalty 47.874108 = -4378.238683 nChanged 1 SP:Iteration 5Q (379.531688 sec): 3 clusters Score: Raw -4429.156304 + Penalty 48.105323 = -4381.050981 nChanged 1 SP:Iteration 6Q (379.531977 sec): 3 clusters Score: Raw -4431.304148 + Penalty 48.105323 = -4383.198824 nChanged 0 SP:Iteration 7F (379.532269 sec): 3 clusters Score: Raw -4431.304148 + Penalty 48.105323 = -4383.198824 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 21 (139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (379.533411 sec): 2 clusters Score: Raw -8252.809515 + Penalty 42.883374 = -8209.926142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (379.533869 sec): 3 clusters Score: Raw -8187.677003 + Penalty 85.727935 = -8101.949069 nChanged 44 SP:Iteration 1F (379.534316 sec): 3 clusters Score: Raw -8214.531269 + Penalty 86.002322 = -8128.528947 nChanged 12 SP:Iteration 2F (379.534761 sec): 3 clusters Score: Raw -8225.628979 + Penalty 86.100638 = -8139.528342 nChanged 5 SP:Iteration 3Q (379.535206 sec): 3 clusters Score: Raw -8228.953967 + Penalty 85.649970 = -8143.303998 nChanged 5 SP:Iteration 4Q (379.535648 sec): 3 clusters Score: Raw -8234.428185 + Penalty 86.524209 = -8147.903976 nChanged 4 SP:Iteration 5Q (379.536117 sec): 3 clusters Score: Raw -8236.718628 + Penalty 87.286496 = -8149.432132 nChanged 2 SP:Iteration 6Q (379.536580 sec): 3 clusters Score: Raw -8238.396899 + Penalty 87.781272 = -8150.615627 nChanged 1 SP:Iteration 7Q (379.537024 sec): 3 clusters Score: Raw -8239.365264 + Penalty 88.189722 = -8151.175542 nChanged 1 SP:Iteration 8Q (379.537460 sec): 3 clusters Score: Raw -8241.017661 + Penalty 88.407905 = -8152.609756 nChanged 2 SP:Iteration 9Q (379.537891 sec): 3 clusters Score: Raw -8242.149224 + Penalty 87.363605 = -8154.785619 nChanged 2 SP:Iteration 10F (379.538343 sec): 3 clusters Score: Raw -8243.788990 + Penalty 87.065397 = -8156.723593 nChanged 1 SP:Iteration 11Q (379.538770 sec): 3 clusters Score: Raw -8244.259763 + Penalty 86.816628 = -8157.443135 nChanged 1 SP:Iteration 12Q (379.539197 sec): 3 clusters Score: Raw -8244.550981 + Penalty 86.816628 = -8157.734353 nChanged 0 SP:Iteration 13F (379.539654 sec): 3 clusters Score: Raw -8244.550981 + Penalty 86.816628 = -8157.734353 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 22 (329 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (379.541934 sec): 2 clusters Score: Raw -18481.412030 + Penalty 50.454585 = -18430.957445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (379.542806 sec): 3 clusters Score: Raw -18288.097895 + Penalty 101.665264 = -18186.432631 nChanged 144 SP:Iteration 1F (379.543765 sec): 3 clusters Score: Raw -18424.615717 + Penalty 101.036049 = -18323.579667 nChanged 15 SP:Iteration 2Q (379.544677 sec): 3 clusters Score: Raw -18433.108780 + Penalty 100.425736 = -18332.683044 nChanged 7 SP:Iteration 3Q (379.545453 sec): 3 clusters Score: Raw -18437.300781 + Penalty 100.726748 = -18336.574034 nChanged 11 SP:Iteration 4Q (379.546220 sec): 3 clusters Score: Raw -18443.312507 + Penalty 100.747919 = -18342.564587 nChanged 7 SP:Iteration 5Q (379.546971 sec): 3 clusters Score: Raw -18444.300478 + Penalty 100.641503 = -18343.658976 nChanged 2 SP:Iteration 6Q (379.547714 sec): 3 clusters Score: Raw -18444.596722 + Penalty 100.633333 = -18343.963389 nChanged 3 SP:Iteration 7Q (379.548469 sec): 3 clusters Score: Raw -18445.290454 + Penalty 100.513415 = -18344.777039 nChanged 4 SP:Iteration 8Q (379.549266 sec): 3 clusters Score: Raw -18447.435120 + Penalty 100.653114 = -18346.782006 nChanged 11 SP:Iteration 9Q (379.550029 sec): 3 clusters Score: Raw -18457.543161 + Penalty 100.623799 = -18356.919362 nChanged 23 SP:Iteration 10F (379.550827 sec): 3 clusters Score: Raw -18494.433688 + Penalty 100.912016 = -18393.521672 nChanged 22 SP:Iteration 11F (379.551628 sec): 3 clusters Score: Raw -18534.579104 + Penalty 100.940541 = -18433.638564 nChanged 8 SP:Iteration 12Q (379.552356 sec): 3 clusters Score: Raw -18542.708729 + Penalty 100.989185 = -18441.719544 nChanged 2 SP:Iteration 13Q (379.553042 sec): 3 clusters Score: Raw -18543.172184 + Penalty 101.019225 = -18442.152959 nChanged 1 SP:Iteration 14Q (379.553731 sec): 3 clusters Score: Raw -18543.264257 + Penalty 101.052470 = -18442.211787 nChanged 1 SP:Iteration 15Q (379.554417 sec): 3 clusters Score: Raw -18544.139705 + Penalty 101.181526 = -18442.958179 nChanged 4 SP:Iteration 16Q (379.555101 sec): 3 clusters Score: Raw -18547.531628 + Penalty 101.368873 = -18446.162756 nChanged 4 SP:Iteration 17Q (379.555782 sec): 3 clusters Score: Raw -18550.040015 + Penalty 101.507915 = -18448.532099 nChanged 3 SP:Iteration 18Q (379.556461 sec): 3 clusters Score: Raw -18552.224521 + Penalty 101.615363 = -18450.609158 nChanged 5 SP:Iteration 19Q (379.557137 sec): 3 clusters Score: Raw -18557.693220 + Penalty 101.924911 = -18455.768309 nChanged 5 SP:Iteration 20F (379.557903 sec): 3 clusters Score: Raw -18564.851050 + Penalty 101.799612 = -18463.051438 nChanged 3 SP:Iteration 21Q (379.558581 sec): 3 clusters Score: Raw -18570.243404 + Penalty 102.114734 = -18468.128670 nChanged 4 SP:Iteration 22Q (379.559258 sec): 3 clusters Score: Raw -18574.454779 + Penalty 101.924037 = -18472.530742 nChanged 3 SP:Iteration 23Q (379.559931 sec): 3 clusters Score: Raw -18577.051112 + Penalty 102.101485 = -18474.949628 nChanged 2 SP:Iteration 24Q (379.560601 sec): 3 clusters Score: Raw -18577.988235 + Penalty 102.202724 = -18475.785511 nChanged 1 SP:Iteration 25Q (379.561277 sec): 3 clusters Score: Raw -18578.174409 + Penalty 102.202724 = -18475.971685 nChanged 0 SP:Iteration 26F (379.562041 sec): 3 clusters Score: Raw -18578.174409 + Penalty 102.202724 = -18475.971685 nChanged 0 Score: Raw -4905028.370697 + Penalty 29094.191119 = -4875934.179578 Splitting cluster 22 changes total score from -4840774.170040 to -4875934.179578 So it's getting split into cluster 28. Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 23 (188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (381.365163 sec): 2 clusters Score: Raw -8894.993046 + Penalty 557.833666 = -8337.159380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (381.365716 sec): 3 clusters Score: Raw -8927.704561 + Penalty 1116.804137 = -7810.900424 nChanged 32 SP:Iteration 1F (381.366258 sec): 3 clusters Score: Raw -8985.254910 + Penalty 1117.679394 = -7867.575516 nChanged 5 SP:Iteration 2Q (381.366783 sec): 3 clusters Score: Raw -8996.414025 + Penalty 1117.738592 = -7878.675433 nChanged 2 SP:Iteration 3Q (381.367306 sec): 3 clusters Score: Raw -9000.458079 + Penalty 1119.490930 = -7880.967149 nChanged 2 SP:Iteration 4Q (381.367828 sec): 3 clusters Score: Raw -9003.606322 + Penalty 1119.490930 = -7884.115391 nChanged 0 SP:Iteration 5F (381.368366 sec): 3 clusters Score: Raw -9003.606322 + Penalty 1119.490930 = -7884.115391 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 24 (61 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (381.369050 sec): 2 clusters Score: Raw -3193.717877 + Penalty 25.975645 = -3167.742232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (381.369373 sec): 3 clusters Score: Raw -3173.494647 + Penalty 58.708062 = -3114.786584 nChanged 22 SP:Iteration 1F (381.369689 sec): 3 clusters Score: Raw -3215.134259 + Penalty 58.708062 = -3156.426197 nChanged 2 SP:Iteration 2Q (381.369982 sec): 3 clusters Score: Raw -3218.346829 + Penalty 58.708062 = -3159.638766 nChanged 0 SP:Iteration 3F (381.370331 sec): 3 clusters Score: Raw -3218.346829 + Penalty 58.708062 = -3159.638766 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 25 (642 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (381.372775 sec): 2 clusters Score: Raw -37085.082478 + Penalty 1008.053634 = -36077.028844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (381.374203 sec): 3 clusters Score: Raw -36959.854617 + Penalty 2016.181994 = -34943.672623 nChanged 175 SP:Iteration 1F (381.375550 sec): 3 clusters Score: Raw -37158.070527 + Penalty 2016.702357 = -35141.368170 nChanged 42 SP:Iteration 2F (381.376926 sec): 3 clusters Score: Raw -37210.337799 + Penalty 2017.083815 = -35193.253984 nChanged 18 SP:Iteration 3Q (381.378313 sec): 3 clusters Score: Raw -37235.669792 + Penalty 2017.291876 = -35218.377917 nChanged 12 SP:Iteration 4Q (381.379612 sec): 3 clusters Score: Raw -37261.811700 + Penalty 2017.731614 = -35244.080086 nChanged 16 SP:Iteration 5Q (381.380901 sec): 3 clusters Score: Raw -37283.497826 + Penalty 2017.964170 = -35265.533656 nChanged 10 SP:Iteration 6Q (381.382201 sec): 3 clusters Score: Raw -37303.351397 + Penalty 2018.411946 = -35284.939451 nChanged 12 SP:Iteration 7Q (381.383488 sec): 3 clusters Score: Raw -37319.409957 + Penalty 2018.567511 = -35300.842446 nChanged 8 SP:Iteration 8Q (381.384791 sec): 3 clusters Score: Raw -37329.074291 + Penalty 2018.950205 = -35310.124085 nChanged 8 SP:Iteration 9Q (381.386100 sec): 3 clusters Score: Raw -37340.250761 + Penalty 2019.179259 = -35321.071501 nChanged 7 SP:Iteration 10F (381.387442 sec): 3 clusters Score: Raw -37347.658564 + Penalty 2019.225281 = -35328.433283 nChanged 3 SP:Iteration 11Q (381.388752 sec): 3 clusters Score: Raw -37351.951020 + Penalty 2019.215950 = -35332.735070 nChanged 1 SP:Iteration 12Q (381.390079 sec): 3 clusters Score: Raw -37352.705203 + Penalty 2019.635633 = -35333.069571 nChanged 2 SP:Iteration 13Q (381.391374 sec): 3 clusters Score: Raw -37354.197407 + Penalty 2019.782293 = -35334.415115 nChanged 1 SP:Iteration 14Q (381.392668 sec): 3 clusters Score: Raw -37354.765769 + Penalty 2019.775448 = -35334.990322 nChanged 1 SP:Iteration 15Q (381.393951 sec): 3 clusters Score: Raw -37356.117814 + Penalty 2019.775448 = -35336.342366 nChanged 0 SP:Iteration 16F (381.395295 sec): 3 clusters Score: Raw -37356.117814 + Penalty 2019.775448 = -35336.342366 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 26 (719 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (381.397947 sec): 2 clusters Score: Raw -45082.670223 + Penalty 423.454398 = -44659.215825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (381.399515 sec): 3 clusters Score: Raw -44672.136108 + Penalty 839.884325 = -43832.251783 nChanged 256 SP:Iteration 1F (381.401074 sec): 3 clusters Score: Raw -44793.351134 + Penalty 833.992615 = -43959.358519 nChanged 88 SP:Iteration 2F (381.402629 sec): 3 clusters Score: Raw -44851.025011 + Penalty 833.336417 = -44017.688594 nChanged 70 SP:Iteration 3F (381.404177 sec): 3 clusters Score: Raw -44917.966315 + Penalty 843.571362 = -44074.394953 nChanged 72 SP:Iteration 4F (381.405661 sec): 3 clusters Score: Raw -44998.056979 + Penalty 884.470328 = -44113.586651 nChanged 48 SP:Iteration 5F (381.407087 sec): 3 clusters Score: Raw -45061.469575 + Penalty 954.567373 = -44106.902202 nChanged 24 SP:Iteration 6F (381.408510 sec): 3 clusters Score: Raw -45107.461483 + Penalty 989.845577 = -44117.615906 nChanged 9 SP:Iteration 7Q (381.409805 sec): 3 clusters Score: Raw -45124.661020 + Penalty 1007.151908 = -44117.509112 nChanged 4 SP:Iteration 8F (381.411250 sec): 3 clusters Score: Raw -45132.128402 + Penalty 1020.535255 = -44111.593147 nChanged 3 SP:Iteration 9F (381.413672 sec): 3 clusters Score: Raw -45140.336788 + Penalty 1035.368277 = -44104.968510 nChanged 2 SP:Iteration 10F (381.415892 sec): 3 clusters Score: Raw -45146.781718 + Penalty 1035.368277 = -44111.413440 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 27 (598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (381.418336 sec): 2 clusters Score: Raw -37363.735802 + Penalty 356.233742 = -37007.502060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (381.419670 sec): 3 clusters Score: Raw -37049.696153 + Penalty 712.095967 = -36337.600186 nChanged 236 SP:Iteration 1F (381.420980 sec): 3 clusters Score: Raw -37187.083122 + Penalty 712.277731 = -36474.805391 nChanged 53 SP:Iteration 2F (381.422293 sec): 3 clusters Score: Raw -37224.108216 + Penalty 712.681444 = -36511.426772 nChanged 34 SP:Iteration 3F (381.423579 sec): 3 clusters Score: Raw -37242.207475 + Penalty 712.919797 = -36529.287678 nChanged 24 SP:Iteration 4Q (381.424875 sec): 3 clusters Score: Raw -37252.674797 + Penalty 713.213125 = -36539.461672 nChanged 11 SP:Iteration 5Q (381.426189 sec): 3 clusters Score: Raw -37257.292586 + Penalty 713.671181 = -36543.621405 nChanged 8 SP:Iteration 6Q (381.427493 sec): 3 clusters Score: Raw -37263.493493 + Penalty 714.552246 = -36548.941247 nChanged 13 SP:Iteration 7Q (381.428800 sec): 3 clusters Score: Raw -37269.953285 + Penalty 714.941630 = -36555.011656 nChanged 12 SP:Iteration 8Q (381.430136 sec): 3 clusters Score: Raw -37277.308265 + Penalty 716.181835 = -36561.126430 nChanged 9 SP:Iteration 9Q (381.431449 sec): 3 clusters Score: Raw -37284.254779 + Penalty 718.335485 = -36565.919294 nChanged 10 SP:Iteration 10F (381.432773 sec): 3 clusters Score: Raw -37288.657096 + Penalty 720.242207 = -36568.414889 nChanged 9 SP:Iteration 11Q (381.434103 sec): 3 clusters Score: Raw -37293.131319 + Penalty 723.840762 = -36569.290557 nChanged 14 SP:Iteration 12Q (381.435446 sec): 3 clusters Score: Raw -37298.447471 + Penalty 724.699873 = -36573.747598 nChanged 9 SP:Iteration 13Q (381.436763 sec): 3 clusters Score: Raw -37301.290007 + Penalty 726.216838 = -36575.073169 nChanged 11 SP:Iteration 14Q (381.438080 sec): 3 clusters Score: Raw -37305.953297 + Penalty 726.689150 = -36579.264147 nChanged 11 SP:Iteration 15Q (381.439400 sec): 3 clusters Score: Raw -37310.161524 + Penalty 726.890602 = -36583.270921 nChanged 11 SP:Iteration 16Q (381.440720 sec): 3 clusters Score: Raw -37315.152610 + Penalty 727.836793 = -36587.315818 nChanged 10 SP:Iteration 17Q (381.442062 sec): 3 clusters Score: Raw -37320.609481 + Penalty 726.811852 = -36593.797629 nChanged 10 SP:Iteration 18Q (381.443383 sec): 3 clusters Score: Raw -37326.965704 + Penalty 723.493764 = -36603.471940 nChanged 8 SP:Iteration 19Q (381.444699 sec): 3 clusters Score: Raw -37330.678299 + Penalty 724.014209 = -36606.664090 nChanged 6 SP:Iteration 20F (381.446078 sec): 3 clusters Score: Raw -37334.722037 + Penalty 726.165421 = -36608.556616 nChanged 8 SP:Iteration 21Q (381.447396 sec): 3 clusters Score: Raw -37341.000047 + Penalty 726.249226 = -36614.750821 nChanged 13 SP:Iteration 22Q (381.448708 sec): 3 clusters Score: Raw -37349.959205 + Penalty 726.885946 = -36623.073258 nChanged 9 SP:Iteration 23Q (381.450024 sec): 3 clusters Score: Raw -37354.961087 + Penalty 730.842522 = -36624.118565 nChanged 10 SP:Iteration 24Q (381.451325 sec): 3 clusters Score: Raw -37361.519719 + Penalty 737.817645 = -36623.702074 nChanged 12 SP:Iteration 25F (381.452707 sec): 3 clusters Score: Raw -37370.082209 + Penalty 732.441912 = -36637.640297 nChanged 12 SP:Iteration 26Q (381.454023 sec): 3 clusters Score: Raw -37377.200147 + Penalty 735.828682 = -36641.371464 nChanged 4 SP:Iteration 27Q (381.455314 sec): 3 clusters Score: Raw -37379.478231 + Penalty 742.425835 = -36637.052396 nChanged 3 SP:Iteration 28F (381.456688 sec): 3 clusters Score: Raw -37383.476768 + Penalty 742.425835 = -36641.050933 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 31 (317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (381.458099 sec): 2 clusters Score: Raw -17485.643764 + Penalty 778.892752 = -16706.751012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (381.458934 sec): 3 clusters Score: Raw -17469.806103 + Penalty 1554.706823 = -15915.099280 nChanged 76 SP:Iteration 1F (381.459723 sec): 3 clusters Score: Raw -17604.961553 + Penalty 1551.794319 = -16053.167234 nChanged 23 SP:Iteration 2F (381.460508 sec): 3 clusters Score: Raw -17669.734224 + Penalty 1551.598781 = -16118.135443 nChanged 11 SP:Iteration 3Q (381.461255 sec): 3 clusters Score: Raw -17687.571967 + Penalty 1551.534937 = -16136.037030 nChanged 5 SP:Iteration 4Q (381.462003 sec): 3 clusters Score: Raw -17694.510380 + Penalty 1550.084438 = -16144.425942 nChanged 4 SP:Iteration 5Q (381.462745 sec): 3 clusters Score: Raw -17698.681249 + Penalty 1549.891985 = -16148.789265 nChanged 1 SP:Iteration 6Q (381.463495 sec): 3 clusters Score: Raw -17699.166368 + Penalty 1549.891985 = -16149.274384 nChanged 0 SP:Iteration 7F (381.464278 sec): 3 clusters Score: Raw -17699.166368 + Penalty 1549.891985 = -16149.274384 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 32 (316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (381.465640 sec): 2 clusters Score: Raw -21066.594048 + Penalty 525.971497 = -20540.622552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (381.466446 sec): 3 clusters Score: Raw -20946.520835 + Penalty 1051.916433 = -19894.604402 nChanged 83 SP:Iteration 1F (381.467236 sec): 3 clusters Score: Raw -21015.623921 + Penalty 1051.868638 = -19963.755282 nChanged 16 SP:Iteration 2F (381.468033 sec): 3 clusters Score: Raw -21032.136457 + Penalty 1052.211502 = -19979.924955 nChanged 7 SP:Iteration 3Q (381.468816 sec): 3 clusters Score: Raw -21039.975762 + Penalty 1052.674608 = -19987.301154 nChanged 3 SP:Iteration 4Q (381.469597 sec): 3 clusters Score: Raw -21041.844576 + Penalty 1052.974398 = -19988.870178 nChanged 2 SP:Iteration 5Q (381.470377 sec): 3 clusters Score: Raw -21044.883799 + Penalty 1053.137602 = -19991.746197 nChanged 4 SP:Iteration 6Q (381.471181 sec): 3 clusters Score: Raw -21047.414507 + Penalty 1052.951849 = -19994.462659 nChanged 3 SP:Iteration 7Q (381.471968 sec): 3 clusters Score: Raw -21049.762214 + Penalty 1052.854208 = -19996.908006 nChanged 1 SP:Iteration 8Q (381.472751 sec): 3 clusters Score: Raw -21050.741002 + Penalty 1052.891403 = -19997.849599 nChanged 1 SP:Iteration 9Q (381.473531 sec): 3 clusters Score: Raw -21051.883111 + Penalty 1052.773090 = -19999.110020 nChanged 1 SP:Iteration 10F (381.474316 sec): 3 clusters Score: Raw -21052.398988 + Penalty 1052.635249 = -19999.763739 nChanged 1 SP:Iteration 11Q (381.475099 sec): 3 clusters Score: Raw -21052.931112 + Penalty 1052.635249 = -20000.295863 nChanged 0 SP:Iteration 12F (381.475887 sec): 3 clusters Score: Raw -21052.931112 + Penalty 1052.635249 = -20000.295863 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 33 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (381.476832 sec): 2 clusters Score: Raw -8623.332661 + Penalty 73.329710 = -8550.002950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (381.477366 sec): 3 clusters Score: Raw -8558.141764 + Penalty 146.144184 = -8411.997580 nChanged 64 SP:Iteration 1F (381.477891 sec): 3 clusters Score: Raw -8665.148334 + Penalty 147.909857 = -8517.238478 nChanged 14 SP:Iteration 2F (381.478438 sec): 3 clusters Score: Raw -8687.091336 + Penalty 148.851939 = -8538.239397 nChanged 6 SP:Iteration 3Q (381.478945 sec): 3 clusters Score: Raw -8695.767022 + Penalty 149.261617 = -8546.505405 nChanged 1 SP:Iteration 4Q (381.479483 sec): 3 clusters Score: Raw -8695.939939 + Penalty 149.261617 = -8546.678322 nChanged 0 SP:Iteration 5F (381.480018 sec): 3 clusters Score: Raw -8695.939939 + Penalty 149.261617 = -8546.678322 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 34 (532 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (381.482028 sec): 2 clusters Score: Raw -35890.402016 + Penalty 600.831901 = -35289.570115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (381.483255 sec): 3 clusters Score: Raw -35667.342600 + Penalty 1201.929606 = -34465.412993 nChanged 168 SP:Iteration 1F (381.484459 sec): 3 clusters Score: Raw -35793.151540 + Penalty 1201.961220 = -34591.190321 nChanged 44 SP:Iteration 2F (381.485653 sec): 3 clusters Score: Raw -35827.143606 + Penalty 1201.847096 = -34625.296509 nChanged 18 SP:Iteration 3Q (381.486832 sec): 3 clusters Score: Raw -35850.845594 + Penalty 1201.633730 = -34649.211864 nChanged 16 SP:Iteration 4Q (381.488004 sec): 3 clusters Score: Raw -35869.098812 + Penalty 1201.581701 = -34667.517111 nChanged 15 SP:Iteration 5Q (381.489174 sec): 3 clusters Score: Raw -35884.910580 + Penalty 1201.773197 = -34683.137383 nChanged 12 SP:Iteration 6Q (381.490343 sec): 3 clusters Score: Raw -35894.634462 + Penalty 1201.826358 = -34692.808103 nChanged 9 SP:Iteration 7Q (381.491509 sec): 3 clusters Score: Raw -35899.896938 + Penalty 1201.894936 = -34698.002003 nChanged 6 SP:Iteration 8Q (381.492669 sec): 3 clusters Score: Raw -35903.802813 + Penalty 1202.028590 = -34701.774223 nChanged 3 SP:Iteration 9Q (381.493831 sec): 3 clusters Score: Raw -35905.296573 + Penalty 1202.017170 = -34703.279403 nChanged 2 SP:Iteration 10F (381.495053 sec): 3 clusters Score: Raw -35905.757579 + Penalty 1202.037130 = -34703.720449 nChanged 2 SP:Iteration 11Q (381.496234 sec): 3 clusters Score: Raw -35908.348534 + Penalty 1202.077901 = -34706.270633 nChanged 5 SP:Iteration 12Q (381.497397 sec): 3 clusters Score: Raw -35909.754673 + Penalty 1202.120252 = -34707.634421 nChanged 2 SP:Iteration 13Q (381.498551 sec): 3 clusters Score: Raw -35911.891572 + Penalty 1202.202314 = -34709.689259 nChanged 3 SP:Iteration 14Q (381.499701 sec): 3 clusters Score: Raw -35913.645378 + Penalty 1202.289475 = -34711.355903 nChanged 4 SP:Iteration 15Q (381.500852 sec): 3 clusters Score: Raw -35915.400280 + Penalty 1202.319363 = -34713.080917 nChanged 1 SP:Iteration 16Q (381.502041 sec): 3 clusters Score: Raw -35916.117917 + Penalty 1202.319363 = -34713.798554 nChanged 0 SP:Iteration 17F (381.503223 sec): 3 clusters Score: Raw -35916.117917 + Penalty 1202.319363 = -34713.798554 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 37 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (381.504016 sec): 2 clusters Score: Raw -4265.346170 + Penalty 273.776907 = -3991.569263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (381.504397 sec): 3 clusters Score: Raw -4320.053078 + Penalty 553.497367 = -3766.555711 nChanged 16 SP:Iteration 1F (381.504772 sec): 3 clusters Score: Raw -4359.786329 + Penalty 571.671563 = -3788.114765 nChanged 10 SP:Iteration 2F (381.505159 sec): 3 clusters Score: Raw -4377.842765 + Penalty 571.818016 = -3806.024750 nChanged 1 SP:Iteration 3Q (381.505521 sec): 3 clusters Score: Raw -4382.384886 + Penalty 571.818016 = -3810.566871 nChanged 0 SP:Iteration 4F (381.505896 sec): 3 clusters Score: Raw -4382.384886 + Penalty 571.818016 = -3810.566871 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 42 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (381.506673 sec): 2 clusters Score: Raw -5977.717674 + Penalty 487.678215 = -5490.039458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (381.507063 sec): 3 clusters Score: Raw -6025.607273 + Penalty 975.356431 = -5050.250842 nChanged 7 SP:Iteration 1F (381.507444 sec): 3 clusters Score: Raw -6039.664063 + Penalty 975.356431 = -5064.307632 nChanged 2 SP:Iteration 2Q (381.507813 sec): 3 clusters Score: Raw -6041.186002 + Penalty 975.356431 = -5065.829571 nChanged 0 SP:Iteration 3F (381.508194 sec): 3 clusters Score: Raw -6041.186002 + Penalty 975.356431 = -5065.829571 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 50 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (381.508930 sec): 2 clusters Score: Raw -4343.253860 + Penalty 42.442376 = -4300.811483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (381.509284 sec): 3 clusters Score: Raw -4321.340887 + Penalty 80.366872 = -4240.974015 nChanged 23 SP:Iteration 1F (381.509630 sec): 3 clusters Score: Raw -4355.786656 + Penalty 81.134100 = -4274.652557 nChanged 6 SP:Iteration 2F (381.509975 sec): 3 clusters Score: Raw -4364.401376 + Penalty 81.134100 = -4283.267276 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 57 (604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (381.512140 sec): 2 clusters Score: Raw -34579.755644 + Penalty 846.926566 = -33732.829078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (381.513503 sec): 3 clusters Score: Raw -34368.886297 + Penalty 1693.929788 = -32674.956508 nChanged 148 SP:Iteration 1F (381.514828 sec): 3 clusters Score: Raw -34494.521470 + Penalty 1694.051696 = -32800.469773 nChanged 44 SP:Iteration 2F (381.516150 sec): 3 clusters Score: Raw -34536.914550 + Penalty 1694.028061 = -32842.886489 nChanged 23 SP:Iteration 3Q (381.517465 sec): 3 clusters Score: Raw -34570.593992 + Penalty 1694.120804 = -32876.473189 nChanged 18 SP:Iteration 4Q (381.518778 sec): 3 clusters Score: Raw -34603.521301 + Penalty 1693.654992 = -32909.866309 nChanged 19 SP:Iteration 5Q (381.520101 sec): 3 clusters Score: Raw -34641.657801 + Penalty 1693.335067 = -32948.322734 nChanged 23 SP:Iteration 6Q (381.521392 sec): 3 clusters Score: Raw -34678.775100 + Penalty 1693.728852 = -32985.046248 nChanged 22 SP:Iteration 7Q (381.522681 sec): 3 clusters Score: Raw -34709.175930 + Penalty 1693.669533 = -33015.506396 nChanged 17 SP:Iteration 8Q (381.523973 sec): 3 clusters Score: Raw -34733.645602 + Penalty 1692.672589 = -33040.973013 nChanged 11 SP:Iteration 9Q (381.525243 sec): 3 clusters Score: Raw -34741.265808 + Penalty 1691.838215 = -33049.427593 nChanged 9 SP:Iteration 10F (381.526560 sec): 3 clusters Score: Raw -34747.392725 + Penalty 1691.675935 = -33055.716790 nChanged 8 SP:Iteration 11Q (381.527842 sec): 3 clusters Score: Raw -34755.984051 + Penalty 1691.723510 = -33064.260541 nChanged 5 SP:Iteration 12Q (381.529104 sec): 3 clusters Score: Raw -34765.237360 + Penalty 1691.571511 = -33073.665849 nChanged 5 SP:Iteration 13Q (381.530373 sec): 3 clusters Score: Raw -34771.065687 + Penalty 1691.686156 = -33079.379531 nChanged 1 SP:Iteration 14Q (381.531638 sec): 3 clusters Score: Raw -34771.832574 + Penalty 1691.686156 = -33080.146418 nChanged 0 SP:Iteration 15F (381.532947 sec): 3 clusters Score: Raw -34771.832574 + Penalty 1691.686156 = -33080.146418 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 60 (328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (381.534367 sec): 2 clusters Score: Raw -17046.198624 + Penalty 358.928439 = -16687.270185 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (381.535210 sec): 3 clusters Score: Raw -16947.304064 + Penalty 716.823860 = -16230.480204 nChanged 81 SP:Iteration 1F (381.536026 sec): 3 clusters Score: Raw -17042.989517 + Penalty 716.413529 = -16326.575988 nChanged 34 SP:Iteration 2F (381.536840 sec): 3 clusters Score: Raw -17105.052446 + Penalty 716.452034 = -16388.600413 nChanged 16 SP:Iteration 3Q (381.537635 sec): 3 clusters Score: Raw -17128.232898 + Penalty 716.384197 = -16411.848701 nChanged 10 SP:Iteration 4Q (381.538425 sec): 3 clusters Score: Raw -17139.279489 + Penalty 715.700559 = -16423.578929 nChanged 8 SP:Iteration 5Q (381.539213 sec): 3 clusters Score: Raw -17152.826175 + Penalty 716.775535 = -16436.050640 nChanged 5 SP:Iteration 6Q (381.539996 sec): 3 clusters Score: Raw -17156.191267 + Penalty 717.021839 = -16439.169428 nChanged 1 SP:Iteration 7Q (381.540778 sec): 3 clusters Score: Raw -17157.722801 + Penalty 717.021839 = -16440.700962 nChanged 0 SP:Iteration 8F (381.541644 sec): 3 clusters Score: Raw -17157.722801 + Penalty 717.021839 = -16440.700962 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 67 (127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (381.542624 sec): 2 clusters Score: Raw -5943.502098 + Penalty 481.698394 = -5461.803704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (381.543114 sec): 3 clusters Score: Raw -5988.349312 + Penalty 971.649695 = -5016.699617 nChanged 13 SP:Iteration 1F (381.543616 sec): 3 clusters Score: Raw -6021.733969 + Penalty 972.066244 = -5049.667726 nChanged 3 SP:Iteration 2Q (381.544189 sec): 3 clusters Score: Raw -6033.582453 + Penalty 977.264729 = -5056.317724 nChanged 4 SP:Iteration 3Q (381.544618 sec): 3 clusters Score: Raw -6050.428082 + Penalty 979.200545 = -5071.227536 nChanged 6 SP:Iteration 4Q (381.545031 sec): 3 clusters Score: Raw -6073.421332 + Penalty 987.986946 = -5085.434386 nChanged 4 SP:Iteration 5Q (381.545439 sec): 3 clusters Score: Raw -6082.233754 + Penalty 992.863530 = -5089.370224 nChanged 3 SP:Iteration 6Q (381.545849 sec): 3 clusters Score: Raw -6088.801129 + Penalty 994.597624 = -5094.203505 nChanged 1 SP:Iteration 7Q (381.546265 sec): 3 clusters Score: Raw -6090.677611 + Penalty 994.597624 = -5096.079987 nChanged 0 SP:Iteration 8F (381.546700 sec): 3 clusters Score: Raw -6090.677611 + Penalty 994.597624 = -5096.079987 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 99 (450 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (381.548514 sec): 2 clusters Score: Raw -22691.462557 + Penalty 437.621389 = -22253.841168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (381.549579 sec): 3 clusters Score: Raw -22516.121727 + Penalty 878.470475 = -21637.651252 nChanged 126 SP:Iteration 1F (381.550626 sec): 3 clusters Score: Raw -22678.328065 + Penalty 884.800670 = -21793.527396 nChanged 56 SP:Iteration 2F (381.551711 sec): 3 clusters Score: Raw -22776.099563 + Penalty 884.071494 = -21892.028069 nChanged 28 SP:Iteration 3F (381.552766 sec): 3 clusters Score: Raw -22833.798679 + Penalty 883.589272 = -21950.209407 nChanged 14 SP:Iteration 4Q (381.553791 sec): 3 clusters Score: Raw -22855.504149 + Penalty 885.077528 = -21970.426620 nChanged 14 SP:Iteration 5Q (381.554812 sec): 3 clusters Score: Raw -22883.500640 + Penalty 887.004086 = -21996.496553 nChanged 3 SP:Iteration 6Q (381.555828 sec): 3 clusters Score: Raw -22889.376906 + Penalty 886.415482 = -22002.961424 nChanged 2 SP:Iteration 7Q (381.556838 sec): 3 clusters Score: Raw -22892.126951 + Penalty 888.431605 = -22003.695346 nChanged 2 SP:Iteration 8Q (381.557846 sec): 3 clusters Score: Raw -22894.001498 + Penalty 888.431605 = -22005.569893 nChanged 0 SP:Iteration 9F (381.558902 sec): 3 clusters Score: Raw -22894.001498 + Penalty 888.431605 = -22005.569893 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 110 (102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (381.559674 sec): 2 clusters Score: Raw -5419.946222 + Penalty 46.757020 = -5373.189202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (381.560067 sec): 3 clusters Score: Raw -5386.232462 + Penalty 108.520654 = -5277.711807 nChanged 41 SP:Iteration 1F (381.560451 sec): 3 clusters Score: Raw -5447.549351 + Penalty 115.125670 = -5332.423681 nChanged 4 SP:Iteration 2Q (381.560827 sec): 3 clusters Score: Raw -5452.118682 + Penalty 115.125670 = -5336.993012 nChanged 0 SP:Iteration 3F (381.561210 sec): 3 clusters Score: Raw -5452.118682 + Penalty 115.125670 = -5336.993012 nChanged 0 Memory request: 0.04 GB would take us to total of 0.85 GB. Trying to split cluster 123 (9111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (381.601869 sec): 2 clusters Score: Raw -501857.635757 + Penalty 59.912283 = -501797.723473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (381.619376 sec): 3 clusters Score: Raw -495818.995273 + Penalty 117.774427 = -495701.220846 nChanged 4458 SP:Iteration 1F (381.636976 sec): 3 clusters Score: Raw -498896.318079 + Penalty 117.283405 = -498779.034674 nChanged 535 SP:Iteration 2F (381.654443 sec): 3 clusters Score: Raw -499376.445242 + Penalty 116.501512 = -499259.943730 nChanged 592 SP:Iteration 3F (381.672545 sec): 3 clusters Score: Raw -500324.404308 + Penalty 116.285274 = -500208.119034 nChanged 564 SP:Iteration 4F (381.690234 sec): 3 clusters Score: Raw -500853.016143 + Penalty 116.361882 = -500736.654261 nChanged 298 SP:Iteration 5Q (381.707479 sec): 3 clusters Score: Raw -500966.065697 + Penalty 116.256651 = -500849.809046 nChanged 122 SP:Iteration 6Q (381.724489 sec): 3 clusters Score: Raw -501006.220575 + Penalty 116.260219 = -500889.960356 nChanged 108 SP:Iteration 7Q (381.741268 sec): 3 clusters Score: Raw -501033.701357 + Penalty 116.219820 = -500917.481536 nChanged 75 SP:Iteration 8Q (381.763860 sec): 3 clusters Score: Raw -501048.806175 + Penalty 116.154851 = -500932.651324 nChanged 70 SP:Iteration 9Q (381.780260 sec): 3 clusters Score: Raw -501062.230839 + Penalty 116.113986 = -500946.116852 nChanged 71 SP:Iteration 10F (381.797518 sec): 3 clusters Score: Raw -501077.402148 + Penalty 116.144322 = -500961.257826 nChanged 84 SP:Iteration 11Q (381.813888 sec): 3 clusters Score: Raw -501096.979227 + Penalty 116.202286 = -500980.776941 nChanged 88 SP:Iteration 12Q (381.830018 sec): 3 clusters Score: Raw -501119.576269 + Penalty 116.134398 = -501003.441871 nChanged 85 SP:Iteration 13Q (381.846257 sec): 3 clusters Score: Raw -501138.321237 + Penalty 116.152308 = -501022.168929 nChanged 80 SP:Iteration 14Q (381.862354 sec): 3 clusters Score: Raw -501155.092057 + Penalty 116.131778 = -501038.960280 nChanged 76 SP:Iteration 15Q (381.878420 sec): 3 clusters Score: Raw -501170.323901 + Penalty 116.004992 = -501054.318908 nChanged 70 SP:Iteration 16Q (381.894698 sec): 3 clusters Score: Raw -501184.389478 + Penalty 115.916716 = -501068.472763 nChanged 77 SP:Iteration 17Q (381.914865 sec): 3 clusters Score: Raw -501202.596196 + Penalty 115.831538 = -501086.764658 nChanged 70 SP:Iteration 18Q (381.931492 sec): 3 clusters Score: Raw -501217.802249 + Penalty 115.716110 = -501102.086139 nChanged 74 SP:Iteration 19Q (381.948026 sec): 3 clusters Score: Raw -501232.366866 + Penalty 115.652570 = -501116.714295 nChanged 74 SP:Iteration 20F (381.966769 sec): 3 clusters Score: Raw -501247.411778 + Penalty 115.536145 = -501131.875633 nChanged 54 SP:Iteration 21Q (381.984769 sec): 3 clusters Score: Raw -501255.366284 + Penalty 115.432998 = -501139.933287 nChanged 50 SP:Iteration 22Q (382.003356 sec): 3 clusters Score: Raw -501261.288410 + Penalty 115.343553 = -501145.944858 nChanged 37 SP:Iteration 23Q (382.020114 sec): 3 clusters Score: Raw -501265.592235 + Penalty 115.309541 = -501150.282694 nChanged 30 SP:Iteration 24Q (382.037112 sec): 3 clusters Score: Raw -501268.827448 + Penalty 115.271448 = -501153.555999 nChanged 28 SP:Iteration 25Q (382.053774 sec): 3 clusters Score: Raw -501271.472875 + Penalty 115.256896 = -501156.215979 nChanged 23 SP:Iteration 26Q (382.070337 sec): 3 clusters Score: Raw -501273.128137 + Penalty 115.220494 = -501157.907643 nChanged 24 SP:Iteration 27Q (382.086932 sec): 3 clusters Score: Raw -501274.740175 + Penalty 115.222007 = -501159.518168 nChanged 20 SP:Iteration 28Q (382.103691 sec): 3 clusters Score: Raw -501275.989017 + Penalty 115.229912 = -501160.759106 nChanged 26 SP:Iteration 29Q (382.120407 sec): 3 clusters Score: Raw -501277.529125 + Penalty 115.190229 = -501162.338895 nChanged 17 SP:Iteration 30F (382.138041 sec): 3 clusters Score: Raw -501278.233142 + Penalty 115.183786 = -501163.049355 nChanged 10 SP:Iteration 31Q (382.154918 sec): 3 clusters Score: Raw -501278.495525 + Penalty 115.177505 = -501163.318020 nChanged 8 SP:Iteration 32Q (382.171429 sec): 3 clusters Score: Raw -501278.653167 + Penalty 115.171129 = -501163.482037 nChanged 4 SP:Iteration 33Q (382.188087 sec): 3 clusters Score: Raw -501278.704248 + Penalty 115.160301 = -501163.543947 nChanged 1 SP:Iteration 34Q (382.204941 sec): 3 clusters Score: Raw -501278.706380 + Penalty 115.158706 = -501163.547674 nChanged 1 SP:Iteration 35Q (382.221747 sec): 3 clusters Score: Raw -501278.717949 + Penalty 115.153936 = -501163.564013 nChanged 3 SP:Iteration 36Q (382.238464 sec): 3 clusters Score: Raw -501278.754978 + Penalty 115.150433 = -501163.604544 nChanged 2 SP:Iteration 37Q (382.255445 sec): 3 clusters Score: Raw -501278.764176 + Penalty 115.148851 = -501163.615325 nChanged 1 SP:Iteration 38Q (382.272346 sec): 3 clusters Score: Raw -501278.773309 + Penalty 115.145720 = -501163.627589 nChanged 1 SP:Iteration 39Q (382.288971 sec): 3 clusters Score: Raw -501278.778288 + Penalty 115.142563 = -501163.635725 nChanged 2 SP:Iteration 40F (382.306832 sec): 3 clusters Score: Raw -501278.797449 + Penalty 115.138229 = -501163.659220 nChanged 1 SP:Iteration 41Q (382.323740 sec): 3 clusters Score: Raw -501278.798733 + Penalty 115.136654 = -501163.662079 nChanged 1 SP:Iteration 42Q (382.340294 sec): 3 clusters Score: Raw -501278.799707 + Penalty 115.136654 = -501163.663053 nChanged 0 SP:Iteration 43F (382.357953 sec): 3 clusters Score: Raw -501278.799707 + Penalty 115.136654 = -501163.663053 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 140 (155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (382.364893 sec): 2 clusters Score: Raw -8633.895747 + Penalty 48.502408 = -8585.393340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (382.365407 sec): 3 clusters Score: Raw -8554.787861 + Penalty 98.591582 = -8456.196279 nChanged 58 SP:Iteration 1F (382.365898 sec): 3 clusters Score: Raw -8630.349526 + Penalty 96.267790 = -8534.081736 nChanged 8 SP:Iteration 2F (382.366375 sec): 3 clusters Score: Raw -8653.295398 + Penalty 96.344786 = -8556.950612 nChanged 5 SP:Iteration 3Q (382.366816 sec): 3 clusters Score: Raw -8656.599442 + Penalty 96.342231 = -8560.257211 nChanged 4 SP:Iteration 4Q (382.367271 sec): 3 clusters Score: Raw -8661.871665 + Penalty 96.950097 = -8564.921569 nChanged 9 SP:Iteration 5F (382.367763 sec): 3 clusters Score: Raw -8680.107860 + Penalty 97.631734 = -8582.476127 nChanged 5 SP:Iteration 6Q (382.368218 sec): 3 clusters Score: Raw -8685.068476 + Penalty 97.631734 = -8587.436742 nChanged 0 SP:Iteration 7F (382.368710 sec): 3 clusters Score: Raw -8685.068476 + Penalty 97.631734 = -8587.436742 nChanged 0 Score: Raw -4905079.528045 + Penalty 29205.167094 = -4875874.360951 Splitting cluster 140 changes total score from -4840774.170040 to -4875874.360951 So it's getting split into cluster 29. Iteration 251F (386.130069 sec): 44 clusters Score: Raw -4869944.292466 + Penalty 29207.946754 = -4840736.345711 nChanged 38 Iteration 252F (388.166086 sec): 44 clusters Score: Raw -4869968.378848 + Penalty 29207.906115 = -4840760.472733 nChanged 22 Iteration 253Q (388.519545 sec): 44 clusters Score: Raw -4869977.566275 + Penalty 29209.048116 = -4840768.518159 nChanged 12 Iteration 254Q (388.863081 sec): 44 clusters Score: Raw -4869981.558293 + Penalty 29208.787069 = -4840772.771224 nChanged 15 Iteration 255Q (389.202002 sec): 44 clusters Score: Raw -4869986.614911 + Penalty 29207.365203 = -4840779.249708 nChanged 10 Iteration 256Q (389.544141 sec): 44 clusters Score: Raw -4869988.516335 + Penalty 29206.434068 = -4840782.082268 nChanged 9 Iteration 257Q (389.886986 sec): 44 clusters Score: Raw -4869990.322593 + Penalty 29209.032952 = -4840781.289642 nChanged 7 Iteration 258F (391.735308 sec): 44 clusters Score: Raw -4869990.704320 + Penalty 29209.345870 = -4840781.358449 nChanged 2 Iteration 259Q (392.070576 sec): 44 clusters Score: Raw -4869991.053682 + Penalty 29206.780195 = -4840784.273486 nChanged 2 Iteration 260F (393.928884 sec): 44 clusters Score: Raw -4869993.412106 + Penalty 29207.165618 = -4840786.246488 nChanged 2 Iteration 261Q (394.266729 sec): 44 clusters Score: Raw -4869994.892701 + Penalty 29207.435015 = -4840787.457686 nChanged 2 Iteration 262Q (394.603185 sec): 44 clusters Score: Raw -4869996.570252 + Penalty 29207.524271 = -4840789.045980 nChanged 5 Iteration 263Q (394.939040 sec): 44 clusters Score: Raw -4869997.783483 + Penalty 29206.882146 = -4840790.901337 nChanged 5 Iteration 264Q (395.272751 sec): 44 clusters Score: Raw -4869998.537935 + Penalty 29206.696201 = -4840791.841733 nChanged 4 Iteration 265Q (395.608803 sec): 44 clusters Score: Raw -4869999.644497 + Penalty 29206.965371 = -4840792.679126 nChanged 1 Iteration 266Q (395.948303 sec): 44 clusters Score: Raw -4870000.193087 + Penalty 29207.341123 = -4840792.851965 nChanged 4 Iteration 267Q (396.283899 sec): 44 clusters Score: Raw -4870001.427777 + Penalty 29207.136880 = -4840794.290896 nChanged 2 Iteration 268Q (396.637401 sec): 44 clusters Score: Raw -4870002.410993 + Penalty 29207.315473 = -4840795.095520 nChanged 4 Iteration 269Q (396.995051 sec): 44 clusters Score: Raw -4870003.762054 + Penalty 29206.757210 = -4840797.004844 nChanged 5 Iteration 270F (398.962208 sec): 44 clusters Score: Raw -4870006.552438 + Penalty 29207.435724 = -4840799.116713 nChanged 7 Iteration 271Q (399.296455 sec): 44 clusters Score: Raw -4870009.433345 + Penalty 29207.981004 = -4840801.452341 nChanged 6 Iteration 272Q (399.630020 sec): 44 clusters Score: Raw -4870012.274435 + Penalty 29208.126347 = -4840804.148088 nChanged 2 Iteration 273Q (399.962594 sec): 44 clusters Score: Raw -4870012.517614 + Penalty 29207.899056 = -4840804.618558 nChanged 3 Iteration 274Q (400.298256 sec): 44 clusters Score: Raw -4870013.072369 + Penalty 29208.678758 = -4840804.393611 nChanged 2 Iteration 275F (402.152149 sec): 44 clusters Score: Raw -4870013.319482 + Penalty 29209.038808 = -4840804.280674 nChanged 1 Iteration 276F (404.035281 sec): 44 clusters Score: Raw -4870013.377613 + Penalty 29209.340876 = -4840804.036737 nChanged 1 Iteration 277F (405.886550 sec): 44 clusters Score: Raw -4870013.458576 + Penalty 29209.340876 = -4840804.117700 nChanged 0 Writing temp clu file Memory request: 0.40 GB would take us to total of 0.80 GB. Compute initial score before splitting: Score: Raw -4870013.458576 + Penalty 29209.340876 = -4840804.117700Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 1 (1405 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (406.169108 sec): 2 clusters Score: Raw -87551.320989 + Penalty 443.128814 = -87108.192175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (406.171855 sec): 3 clusters Score: Raw -86709.293282 + Penalty 888.674974 = -85820.618308 nChanged 546 SP:Iteration 1F (406.174531 sec): 3 clusters Score: Raw -87032.789319 + Penalty 898.698519 = -86134.090800 nChanged 212 SP:Iteration 2F (406.177149 sec): 3 clusters Score: Raw -87173.426341 + Penalty 913.654581 = -86259.771761 nChanged 121 SP:Iteration 3F (406.179752 sec): 3 clusters Score: Raw -87282.947627 + Penalty 929.714186 = -86353.233441 nChanged 90 SP:Iteration 4F (406.182335 sec): 3 clusters Score: Raw -87373.467746 + Penalty 941.672589 = -86431.795157 nChanged 66 SP:Iteration 5Q (406.184875 sec): 3 clusters Score: Raw -87422.600637 + Penalty 953.687694 = -86468.912943 nChanged 53 SP:Iteration 6Q (406.187349 sec): 3 clusters Score: Raw -87461.274193 + Penalty 964.750100 = -86496.524093 nChanged 38 SP:Iteration 7Q (406.189798 sec): 3 clusters Score: Raw -87500.161817 + Penalty 973.713999 = -86526.447818 nChanged 38 SP:Iteration 8Q (406.192181 sec): 3 clusters Score: Raw -87552.206641 + Penalty 984.288205 = -86567.918437 nChanged 35 SP:Iteration 9Q (406.194512 sec): 3 clusters Score: Raw -87604.751333 + Penalty 989.686673 = -86615.064660 nChanged 28 SP:Iteration 10F (406.197172 sec): 3 clusters Score: Raw -87641.093371 + Penalty 989.186114 = -86651.907257 nChanged 22 SP:Iteration 11Q (406.199479 sec): 3 clusters Score: Raw -87656.025046 + Penalty 993.516707 = -86662.508338 nChanged 16 SP:Iteration 12Q (406.201748 sec): 3 clusters Score: Raw -87665.542707 + Penalty 991.794579 = -86673.748128 nChanged 10 SP:Iteration 13Q (406.203983 sec): 3 clusters Score: Raw -87671.215781 + Penalty 992.795979 = -86678.419802 nChanged 8 SP:Iteration 14Q (406.206204 sec): 3 clusters Score: Raw -87675.145738 + Penalty 991.278694 = -86683.867044 nChanged 8 SP:Iteration 15Q (406.208400 sec): 3 clusters Score: Raw -87678.470931 + Penalty 992.467662 = -86686.003269 nChanged 2 SP:Iteration 16Q (406.210641 sec): 3 clusters Score: Raw -87679.407246 + Penalty 992.467662 = -86686.939584 nChanged 0 SP:Iteration 17F (406.213275 sec): 3 clusters Score: Raw -87679.407246 + Penalty 992.467662 = -86686.939584 nChanged 0 Memory request: 0.07 GB would take us to total of 0.88 GB. Trying to split cluster 2 (15591 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (406.277764 sec): 2 clusters Score: Raw -852562.267829 + Penalty 58.878069 = -852503.389759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (406.306549 sec): 3 clusters Score: Raw -842054.564800 + Penalty 120.000799 = -841934.564001 nChanged 7718 SP:Iteration 1F (406.335203 sec): 3 clusters Score: Raw -849341.981147 + Penalty 120.626087 = -849221.355060 nChanged 1354 SP:Iteration 2F (406.363336 sec): 3 clusters Score: Raw -850561.059708 + Penalty 121.566971 = -850439.492737 nChanged 897 SP:Iteration 3F (406.392162 sec): 3 clusters Score: Raw -851368.589200 + Penalty 121.554196 = -851247.035004 nChanged 585 SP:Iteration 4Q (406.421792 sec): 3 clusters Score: Raw -851871.677326 + Penalty 122.749899 = -851748.927427 nChanged 366 SP:Iteration 5Q (406.451990 sec): 3 clusters Score: Raw -852153.780806 + Penalty 128.228852 = -852025.551954 nChanged 240 SP:Iteration 6Q (406.481758 sec): 3 clusters Score: Raw -852335.837182 + Penalty 129.685944 = -852206.151239 nChanged 132 SP:Iteration 7Q (406.509875 sec): 3 clusters Score: Raw -852427.354061 + Penalty 123.554043 = -852303.800018 nChanged 79 SP:Iteration 8Q (406.536733 sec): 3 clusters Score: Raw -852480.003809 + Penalty 129.404897 = -852350.598912 nChanged 50 SP:Iteration 9Q (406.561027 sec): 3 clusters Score: Raw -852526.242248 + Penalty 143.563771 = -852382.678477 nChanged 22 SP:Iteration 10F (406.589841 sec): 3 clusters Score: Raw -852567.321965 + Penalty 145.892846 = -852421.429119 nChanged 20 SP:Iteration 11Q (406.611706 sec): 3 clusters Score: Raw -852602.533246 + Penalty 150.181312 = -852452.351934 nChanged 11 SP:Iteration 12Q (406.633568 sec): 3 clusters Score: Raw -852611.656275 + Penalty 146.421837 = -852465.234438 nChanged 4 SP:Iteration 13Q (406.654973 sec): 3 clusters Score: Raw -852612.599328 + Penalty 146.421837 = -852466.177491 nChanged 0 SP:Iteration 14F (406.683673 sec): 3 clusters Score: Raw -852612.599328 + Penalty 146.421837 = -852466.177491 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 3 (591 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (406.693920 sec): 2 clusters Score: Raw -35386.567395 + Penalty 42.544775 = -35344.022620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (406.695211 sec): 3 clusters Score: Raw -35013.631174 + Penalty 84.900597 = -34928.730577 nChanged 274 SP:Iteration 1F (406.696496 sec): 3 clusters Score: Raw -35292.578703 + Penalty 84.745906 = -35207.832797 nChanged 41 SP:Iteration 2F (406.697706 sec): 3 clusters Score: Raw -35319.162216 + Penalty 84.712970 = -35234.449246 nChanged 18 SP:Iteration 3Q (406.698882 sec): 3 clusters Score: Raw -35324.146617 + Penalty 84.666461 = -35239.480156 nChanged 6 SP:Iteration 4Q (406.700044 sec): 3 clusters Score: Raw -35326.336103 + Penalty 84.406560 = -35241.929543 nChanged 7 SP:Iteration 5Q (406.701281 sec): 3 clusters Score: Raw -35327.588575 + Penalty 84.383832 = -35243.204743 nChanged 2 SP:Iteration 6Q (406.702432 sec): 3 clusters Score: Raw -35327.677710 + Penalty 84.383832 = -35243.293878 nChanged 0 SP:Iteration 7F (406.703644 sec): 3 clusters Score: Raw -35327.677710 + Penalty 84.383832 = -35243.293878 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 4 (1528 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (406.712062 sec): 2 clusters Score: Raw -95239.294068 + Penalty 696.034282 = -94543.259787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (406.714933 sec): 3 clusters Score: Raw -94426.089765 + Penalty 1402.729341 = -93023.360424 nChanged 560 SP:Iteration 1F (406.717732 sec): 3 clusters Score: Raw -94818.309376 + Penalty 1414.144319 = -93404.165057 nChanged 184 SP:Iteration 2F (406.720558 sec): 3 clusters Score: Raw -94988.725184 + Penalty 1423.263895 = -93565.461289 nChanged 128 SP:Iteration 3F (406.723497 sec): 3 clusters Score: Raw -95122.761221 + Penalty 1426.616401 = -93696.144820 nChanged 96 SP:Iteration 4F (406.726400 sec): 3 clusters Score: Raw -95203.160273 + Penalty 1428.985235 = -93774.175038 nChanged 60 SP:Iteration 5Q (406.729146 sec): 3 clusters Score: Raw -95257.663778 + Penalty 1428.059551 = -93829.604227 nChanged 42 SP:Iteration 6Q (406.731884 sec): 3 clusters Score: Raw -95288.373286 + Penalty 1427.193128 = -93861.180158 nChanged 17 SP:Iteration 7Q (406.734581 sec): 3 clusters Score: Raw -95299.341376 + Penalty 1426.362196 = -93872.979180 nChanged 14 SP:Iteration 8Q (406.737268 sec): 3 clusters Score: Raw -95303.945871 + Penalty 1425.916877 = -93878.028994 nChanged 7 SP:Iteration 9Q (406.739993 sec): 3 clusters Score: Raw -95307.617168 + Penalty 1425.196423 = -93882.420746 nChanged 10 SP:Iteration 10F (406.742878 sec): 3 clusters Score: Raw -95311.957717 + Penalty 1424.634624 = -93887.323093 nChanged 5 SP:Iteration 11Q (406.745582 sec): 3 clusters Score: Raw -95313.695519 + Penalty 1424.015114 = -93889.680405 nChanged 5 SP:Iteration 12Q (406.748402 sec): 3 clusters Score: Raw -95315.686661 + Penalty 1423.264055 = -93892.422606 nChanged 4 SP:Iteration 13Q (406.751094 sec): 3 clusters Score: Raw -95316.704975 + Penalty 1422.316215 = -93894.388760 nChanged 3 SP:Iteration 14Q (406.753778 sec): 3 clusters Score: Raw -95317.156972 + Penalty 1421.187547 = -93895.969425 nChanged 4 SP:Iteration 15Q (406.756515 sec): 3 clusters Score: Raw -95317.979654 + Penalty 1419.107281 = -93898.872373 nChanged 7 SP:Iteration 16Q (406.759270 sec): 3 clusters Score: Raw -95320.282993 + Penalty 1417.268092 = -93903.014902 nChanged 6 SP:Iteration 17Q (406.761958 sec): 3 clusters Score: Raw -95321.813275 + Penalty 1415.499614 = -93906.313661 nChanged 8 SP:Iteration 18Q (406.764748 sec): 3 clusters Score: Raw -95324.102911 + Penalty 1413.186383 = -93910.916528 nChanged 9 SP:Iteration 19Q (406.769812 sec): 3 clusters Score: Raw -95326.742374 + Penalty 1411.531961 = -93915.210413 nChanged 6 SP:Iteration 20F (406.773902 sec): 3 clusters Score: Raw -95328.647710 + Penalty 1410.792248 = -93917.855462 nChanged 4 SP:Iteration 21Q (406.776683 sec): 3 clusters Score: Raw -95330.472416 + Penalty 1409.695264 = -93920.777152 nChanged 5 SP:Iteration 22Q (406.779415 sec): 3 clusters Score: Raw -95331.419786 + Penalty 1408.986539 = -93922.433247 nChanged 3 SP:Iteration 23Q (406.782150 sec): 3 clusters Score: Raw -95331.828178 + Penalty 1408.517978 = -93923.310201 nChanged 2 SP:Iteration 24Q (406.784990 sec): 3 clusters Score: Raw -95332.101825 + Penalty 1408.214613 = -93923.887212 nChanged 3 SP:Iteration 25Q (406.787896 sec): 3 clusters Score: Raw -95332.804019 + Penalty 1408.314477 = -93924.489542 nChanged 1 SP:Iteration 26Q (406.790602 sec): 3 clusters Score: Raw -95333.159406 + Penalty 1407.894363 = -93925.265043 nChanged 2 SP:Iteration 27Q (406.793364 sec): 3 clusters Score: Raw -95333.426951 + Penalty 1407.670010 = -93925.756941 nChanged 1 SP:Iteration 28Q (406.796112 sec): 3 clusters Score: Raw -95333.461531 + Penalty 1407.670010 = -93925.791521 nChanged 0 SP:Iteration 29F (406.798911 sec): 3 clusters Score: Raw -95333.461531 + Penalty 1407.670010 = -93925.791521 nChanged 0 Memory request: 0.20 GB would take us to total of 1.00 GB. Trying to split cluster 5 (43915 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (407.006330 sec): 2 clusters Score: Raw -2542786.041354 + Penalty 80.050849 = -2542705.990505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (407.088889 sec): 3 clusters Score: Raw -2512871.791421 + Penalty 153.955103 = -2512717.836317 nChanged 21531 SP:Iteration 1F (407.170943 sec): 3 clusters Score: Raw -2527599.935484 + Penalty 148.313890 = -2527451.621594 nChanged 6049 SP:Iteration 2F (407.254013 sec): 3 clusters Score: Raw -2533632.658584 + Penalty 146.694343 = -2533485.964241 nChanged 4274 SP:Iteration 3F (407.337964 sec): 3 clusters Score: Raw -2538575.645804 + Penalty 147.623026 = -2538428.022778 nChanged 2509 SP:Iteration 4F (407.421548 sec): 3 clusters Score: Raw -2541460.564954 + Penalty 146.052298 = -2541314.512656 nChanged 1002 SP:Iteration 5Q (407.499896 sec): 3 clusters Score: Raw -2542600.894658 + Penalty 300.552727 = -2542300.341931 nChanged 176 SP:Iteration 6Q (407.570234 sec): 3 clusters Score: Raw -2542785.707638 + Penalty 300.552727 = -2542485.154911 nChanged 0 SP:Iteration 7F (407.647436 sec): 3 clusters Score: Raw -2542785.707638 + Penalty 300.552727 = -2542485.154911 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 6 (898 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (407.676368 sec): 2 clusters Score: Raw -52631.315287 + Penalty 1000.167983 = -51631.147304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (407.678159 sec): 3 clusters Score: Raw -52319.756985 + Penalty 2000.578074 = -50319.178911 nChanged 236 SP:Iteration 1F (407.680065 sec): 3 clusters Score: Raw -52535.180480 + Penalty 2002.257060 = -50532.923419 nChanged 78 SP:Iteration 2F (407.681922 sec): 3 clusters Score: Raw -52637.666998 + Penalty 2005.504137 = -50632.162861 nChanged 59 SP:Iteration 3F (407.683707 sec): 3 clusters Score: Raw -52715.386964 + Penalty 2008.816316 = -50706.570648 nChanged 51 SP:Iteration 4F (407.685469 sec): 3 clusters Score: Raw -52785.517145 + Penalty 2012.696103 = -50772.821043 nChanged 41 SP:Iteration 5Q (407.687152 sec): 3 clusters Score: Raw -52836.088735 + Penalty 2016.252255 = -50819.836479 nChanged 27 SP:Iteration 6Q (407.688833 sec): 3 clusters Score: Raw -52875.103424 + Penalty 2018.383382 = -50856.720043 nChanged 20 SP:Iteration 7Q (407.690525 sec): 3 clusters Score: Raw -52905.499937 + Penalty 2018.588522 = -50886.911416 nChanged 18 SP:Iteration 8Q (407.692200 sec): 3 clusters Score: Raw -52926.414960 + Penalty 2019.014510 = -50907.400450 nChanged 20 SP:Iteration 9Q (407.693867 sec): 3 clusters Score: Raw -52951.427385 + Penalty 2018.841903 = -50932.585482 nChanged 11 SP:Iteration 10F (407.695592 sec): 3 clusters Score: Raw -52964.103134 + Penalty 2018.587566 = -50945.515568 nChanged 5 SP:Iteration 11Q (407.697256 sec): 3 clusters Score: Raw -52970.624143 + Penalty 2019.032555 = -50951.591588 nChanged 4 SP:Iteration 12Q (407.698923 sec): 3 clusters Score: Raw -52975.103098 + Penalty 2019.610985 = -50955.492113 nChanged 5 SP:Iteration 13Q (407.700610 sec): 3 clusters Score: Raw -52981.803754 + Penalty 2019.627741 = -50962.176013 nChanged 4 SP:Iteration 14Q (407.702278 sec): 3 clusters Score: Raw -52984.373020 + Penalty 2019.418935 = -50964.954085 nChanged 2 SP:Iteration 15Q (407.703989 sec): 3 clusters Score: Raw -52985.791323 + Penalty 2018.912371 = -50966.878952 nChanged 2 SP:Iteration 16Q (407.705722 sec): 3 clusters Score: Raw -52991.129655 + Penalty 2018.982625 = -50972.147030 nChanged 3 SP:Iteration 17Q (407.707461 sec): 3 clusters Score: Raw -52999.273844 + Penalty 2018.658491 = -50980.615352 nChanged 3 SP:Iteration 18Q (407.709239 sec): 3 clusters Score: Raw -53006.409014 + Penalty 2018.487612 = -50987.921402 nChanged 3 SP:Iteration 19Q (407.711020 sec): 3 clusters Score: Raw -53009.074979 + Penalty 2018.144817 = -50990.930162 nChanged 2 SP:Iteration 20F (407.712779 sec): 3 clusters Score: Raw -53010.829309 + Penalty 2018.144817 = -50992.684491 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 7 (425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (407.716639 sec): 2 clusters Score: Raw -27952.911576 + Penalty 489.738379 = -27463.173197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (407.717595 sec): 3 clusters Score: Raw -27772.001622 + Penalty 985.160183 = -26786.841440 nChanged 130 SP:Iteration 1F (407.718553 sec): 3 clusters Score: Raw -27864.414903 + Penalty 989.785592 = -26874.629312 nChanged 31 SP:Iteration 2F (407.719493 sec): 3 clusters Score: Raw -27896.455092 + Penalty 992.606740 = -26903.848351 nChanged 22 SP:Iteration 3F (407.720428 sec): 3 clusters Score: Raw -27921.564889 + Penalty 997.853847 = -26923.711041 nChanged 15 SP:Iteration 4Q (407.721362 sec): 3 clusters Score: Raw -27932.272045 + Penalty 1003.365188 = -26928.906857 nChanged 15 SP:Iteration 5Q (407.722289 sec): 3 clusters Score: Raw -27951.191249 + Penalty 1007.220747 = -26943.970502 nChanged 12 SP:Iteration 6Q (407.723211 sec): 3 clusters Score: Raw -27960.620144 + Penalty 1009.487269 = -26951.132875 nChanged 7 SP:Iteration 7Q (407.724157 sec): 3 clusters Score: Raw -27966.558389 + Penalty 1017.160954 = -26949.397435 nChanged 10 SP:Iteration 8F (407.725140 sec): 3 clusters Score: Raw -27975.111609 + Penalty 1019.669978 = -26955.441630 nChanged 7 SP:Iteration 9Q (407.726099 sec): 3 clusters Score: Raw -27978.678339 + Penalty 1021.173966 = -26957.504373 nChanged 7 SP:Iteration 10F (407.727073 sec): 3 clusters Score: Raw -27986.138389 + Penalty 1025.192223 = -26960.946166 nChanged 8 SP:Iteration 11Q (407.728019 sec): 3 clusters Score: Raw -27995.194306 + Penalty 1028.898185 = -26966.296121 nChanged 8 SP:Iteration 12Q (407.728929 sec): 3 clusters Score: Raw -28003.816663 + Penalty 1034.392310 = -26969.424352 nChanged 5 SP:Iteration 13Q (407.729833 sec): 3 clusters Score: Raw -28009.231644 + Penalty 1037.473406 = -26971.758239 nChanged 4 SP:Iteration 14Q (407.730734 sec): 3 clusters Score: Raw -28013.104295 + Penalty 1038.322902 = -26974.781393 nChanged 1 SP:Iteration 15Q (407.731635 sec): 3 clusters Score: Raw -28014.020253 + Penalty 1040.078091 = -26973.942162 nChanged 2 SP:Iteration 16F (407.732579 sec): 3 clusters Score: Raw -28016.095952 + Penalty 1040.136750 = -26975.959202 nChanged 2 SP:Iteration 17Q (407.733488 sec): 3 clusters Score: Raw -28017.400161 + Penalty 1040.104306 = -26977.295855 nChanged 1 SP:Iteration 18Q (407.734398 sec): 3 clusters Score: Raw -28018.397624 + Penalty 1037.968447 = -26980.429176 nChanged 1 SP:Iteration 19Q (407.735291 sec): 3 clusters Score: Raw -28020.083891 + Penalty 1039.586045 = -26980.497846 nChanged 1 SP:Iteration 20F (407.736223 sec): 3 clusters Score: Raw -28021.115023 + Penalty 1037.617601 = -26983.497422 nChanged 2 SP:Iteration 21Q (407.737116 sec): 3 clusters Score: Raw -28022.888120 + Penalty 1036.726053 = -26986.162067 nChanged 1 SP:Iteration 22Q (407.738008 sec): 3 clusters Score: Raw -28024.353347 + Penalty 1039.563855 = -26984.789492 nChanged 2 SP:Iteration 23F (407.738945 sec): 3 clusters Score: Raw -28025.340594 + Penalty 1041.794879 = -26983.545716 nChanged 1 SP:Iteration 24F (407.739877 sec): 3 clusters Score: Raw -28026.896769 + Penalty 1047.282489 = -26979.614280 nChanged 2 SP:Iteration 25F (407.740831 sec): 3 clusters Score: Raw -28031.502192 + Penalty 1045.115389 = -26986.386803 nChanged 3 SP:Iteration 26Q (407.741749 sec): 3 clusters Score: Raw -28035.531319 + Penalty 1044.734717 = -26990.796602 nChanged 3 SP:Iteration 27Q (407.742690 sec): 3 clusters Score: Raw -28040.829356 + Penalty 1048.903220 = -26991.926135 nChanged 1 SP:Iteration 28Q (407.743607 sec): 3 clusters Score: Raw -28042.056667 + Penalty 1048.903220 = -26993.153446 nChanged 0 SP:Iteration 29F (407.744580 sec): 3 clusters Score: Raw -28042.056667 + Penalty 1048.903220 = -26993.153446 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 8 (290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (407.746456 sec): 2 clusters Score: Raw -16479.553913 + Penalty 158.532511 = -16321.021402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (407.747209 sec): 3 clusters Score: Raw -16326.173831 + Penalty 308.838876 = -16017.334955 nChanged 107 SP:Iteration 1F (407.747917 sec): 3 clusters Score: Raw -16407.332592 + Penalty 303.808464 = -16103.524129 nChanged 37 SP:Iteration 2F (407.748625 sec): 3 clusters Score: Raw -16430.438984 + Penalty 299.691492 = -16130.747492 nChanged 17 SP:Iteration 3F (407.749330 sec): 3 clusters Score: Raw -16441.673500 + Penalty 294.577598 = -16147.095902 nChanged 13 SP:Iteration 4Q (407.750029 sec): 3 clusters Score: Raw -16459.359337 + Penalty 291.793286 = -16167.566051 nChanged 12 SP:Iteration 5Q (407.750726 sec): 3 clusters Score: Raw -16475.446492 + Penalty 292.383107 = -16183.063385 nChanged 13 SP:Iteration 6Q (407.751427 sec): 3 clusters Score: Raw -16492.323803 + Penalty 289.566138 = -16202.757665 nChanged 15 SP:Iteration 7F (407.752129 sec): 3 clusters Score: Raw -16512.866232 + Penalty 294.927218 = -16217.939014 nChanged 9 SP:Iteration 8Q (407.752846 sec): 3 clusters Score: Raw -16520.597189 + Penalty 297.664604 = -16222.932585 nChanged 4 SP:Iteration 9Q (407.753545 sec): 3 clusters Score: Raw -16522.771741 + Penalty 301.135816 = -16221.635925 nChanged 2 SP:Iteration 10F (407.754245 sec): 3 clusters Score: Raw -16524.481419 + Penalty 304.525943 = -16219.955475 nChanged 3 SP:Iteration 11F (407.754946 sec): 3 clusters Score: Raw -16527.065683 + Penalty 307.348767 = -16219.716916 nChanged 1 SP:Iteration 12F (407.755646 sec): 3 clusters Score: Raw -16527.505755 + Penalty 307.348767 = -16220.156987 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 9 (644 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (407.758158 sec): 2 clusters Score: Raw -36626.932153 + Penalty 160.068762 = -36466.863391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (407.759506 sec): 3 clusters Score: Raw -36252.076131 + Penalty 321.483560 = -35930.592571 nChanged 272 SP:Iteration 1F (407.760808 sec): 3 clusters Score: Raw -36387.658747 + Penalty 333.869473 = -36053.789274 nChanged 102 SP:Iteration 2F (407.762111 sec): 3 clusters Score: Raw -36508.757086 + Penalty 350.216118 = -36158.540968 nChanged 73 SP:Iteration 3F (407.763464 sec): 3 clusters Score: Raw -36585.766353 + Penalty 361.316099 = -36224.450255 nChanged 41 SP:Iteration 4F (407.764791 sec): 3 clusters Score: Raw -36624.387674 + Penalty 360.212813 = -36264.174861 nChanged 26 SP:Iteration 5Q (407.766115 sec): 3 clusters Score: Raw -36642.934923 + Penalty 356.837148 = -36286.097775 nChanged 10 SP:Iteration 6Q (407.767439 sec): 3 clusters Score: Raw -36649.083823 + Penalty 355.773008 = -36293.310815 nChanged 11 SP:Iteration 7Q (407.768738 sec): 3 clusters Score: Raw -36659.238256 + Penalty 351.375576 = -36307.862680 nChanged 6 SP:Iteration 8Q (407.770036 sec): 3 clusters Score: Raw -36663.759010 + Penalty 358.287617 = -36305.471393 nChanged 4 SP:Iteration 9F (407.771382 sec): 3 clusters Score: Raw -36665.366938 + Penalty 358.607302 = -36306.759636 nChanged 1 SP:Iteration 10F (407.772710 sec): 3 clusters Score: Raw -36665.549623 + Penalty 358.607302 = -36306.942320 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 10 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (407.773585 sec): 2 clusters Score: Raw -6506.444548 + Penalty 39.866847 = -6466.577701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (407.774053 sec): 3 clusters Score: Raw -6444.825512 + Penalty 83.663659 = -6361.161853 nChanged 51 SP:Iteration 1F (407.774499 sec): 3 clusters Score: Raw -6495.821133 + Penalty 118.824944 = -6376.996189 nChanged 13 SP:Iteration 2F (407.774936 sec): 3 clusters Score: Raw -6518.833902 + Penalty 144.619888 = -6374.214014 nChanged 5 SP:Iteration 3F (407.775363 sec): 3 clusters Score: Raw -6527.606606 + Penalty 156.745941 = -6370.860665 nChanged 1 SP:Iteration 4F (407.775827 sec): 3 clusters Score: Raw -6528.487405 + Penalty 156.745941 = -6371.741464 nChanged 0 Memory request: 0.01 GB would take us to total of 0.82 GB. Trying to split cluster 11 (1865 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (407.782875 sec): 2 clusters Score: Raw -111078.517615 + Penalty 145.181644 = -110933.335971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (407.786544 sec): 3 clusters Score: Raw -109899.187750 + Penalty 341.240691 = -109557.947059 nChanged 846 SP:Iteration 1F (407.790035 sec): 3 clusters Score: Raw -110678.766618 + Penalty 375.380534 = -110303.386085 nChanged 242 SP:Iteration 2F (407.793515 sec): 3 clusters Score: Raw -110941.021952 + Penalty 454.565231 = -110486.456722 nChanged 95 SP:Iteration 3F (407.797000 sec): 3 clusters Score: Raw -111053.427139 + Penalty 500.519049 = -110552.908090 nChanged 24 SP:Iteration 4Q (407.799824 sec): 3 clusters Score: Raw -111084.079376 + Penalty 475.699313 = -110608.380063 nChanged 3 SP:Iteration 5Q (407.802502 sec): 3 clusters Score: Raw -111089.507718 + Penalty 475.699313 = -110613.808405 nChanged 0 SP:Iteration 6F (407.805881 sec): 3 clusters Score: Raw -111089.507718 + Penalty 475.699313 = -110613.808405 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 12 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (407.809471 sec): 2 clusters Score: Raw -7777.756092 + Penalty 340.705446 = -7437.050647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (407.810011 sec): 3 clusters Score: Raw -7790.852841 + Penalty 685.564677 = -7105.288164 nChanged 40 SP:Iteration 1F (407.810542 sec): 3 clusters Score: Raw -7850.434935 + Penalty 699.104571 = -7151.330364 nChanged 19 SP:Iteration 2F (407.811076 sec): 3 clusters Score: Raw -7896.533951 + Penalty 705.370008 = -7191.163943 nChanged 9 SP:Iteration 3F (407.811604 sec): 3 clusters Score: Raw -7921.115867 + Penalty 719.709114 = -7201.406753 nChanged 5 SP:Iteration 4Q (407.812095 sec): 3 clusters Score: Raw -7929.680348 + Penalty 738.425695 = -7191.254653 nChanged 6 SP:Iteration 5F (407.812608 sec): 3 clusters Score: Raw -7941.480880 + Penalty 744.658640 = -7196.822240 nChanged 4 SP:Iteration 6Q (407.813091 sec): 3 clusters Score: Raw -7956.042734 + Penalty 746.076913 = -7209.965821 nChanged 1 SP:Iteration 7Q (407.813569 sec): 3 clusters Score: Raw -7957.825080 + Penalty 746.076913 = -7211.748167 nChanged 0 SP:Iteration 8F (407.814082 sec): 3 clusters Score: Raw -7957.825080 + Penalty 746.076913 = -7211.748167 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 13 (577 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (407.816272 sec): 2 clusters Score: Raw -24376.207403 + Penalty 945.569351 = -23430.638053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (407.817550 sec): 3 clusters Score: Raw -24323.776158 + Penalty 1890.818597 = -22432.957561 nChanged 155 SP:Iteration 1F (407.818740 sec): 3 clusters Score: Raw -24571.305411 + Penalty 1889.632945 = -22681.672466 nChanged 46 SP:Iteration 2F (407.819945 sec): 3 clusters Score: Raw -24690.176599 + Penalty 1890.096843 = -22800.079756 nChanged 25 SP:Iteration 3Q (407.821090 sec): 3 clusters Score: Raw -24784.516917 + Penalty 1888.917285 = -22895.599633 nChanged 26 SP:Iteration 4Q (407.822219 sec): 3 clusters Score: Raw -24843.944968 + Penalty 1887.026685 = -22956.918282 nChanged 21 SP:Iteration 5Q (407.823337 sec): 3 clusters Score: Raw -24892.091428 + Penalty 1885.849131 = -23006.242297 nChanged 13 SP:Iteration 6Q (407.824513 sec): 3 clusters Score: Raw -24914.044516 + Penalty 1885.797989 = -23028.246527 nChanged 7 SP:Iteration 7Q (407.825678 sec): 3 clusters Score: Raw -24930.165534 + Penalty 1885.381309 = -23044.784225 nChanged 3 SP:Iteration 8Q (407.826831 sec): 3 clusters Score: Raw -24934.740194 + Penalty 1884.934614 = -23049.805580 nChanged 2 SP:Iteration 9Q (407.827977 sec): 3 clusters Score: Raw -24935.841289 + Penalty 1884.934614 = -23050.906675 nChanged 0 SP:Iteration 10F (407.829208 sec): 3 clusters Score: Raw -24935.841289 + Penalty 1884.934614 = -23050.906675 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 14 (232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (407.830378 sec): 2 clusters Score: Raw -13577.662259 + Penalty 351.015361 = -13226.646898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (407.831000 sec): 3 clusters Score: Raw -13495.101613 + Penalty 699.128292 = -12795.973321 nChanged 70 SP:Iteration 1F (407.831605 sec): 3 clusters Score: Raw -13564.657722 + Penalty 701.996851 = -12862.660872 nChanged 24 SP:Iteration 2F (407.832211 sec): 3 clusters Score: Raw -13585.422217 + Penalty 705.338118 = -12880.084099 nChanged 6 SP:Iteration 3Q (407.832812 sec): 3 clusters Score: Raw -13588.750400 + Penalty 706.961647 = -12881.788753 nChanged 3 SP:Iteration 4Q (407.833411 sec): 3 clusters Score: Raw -13590.256931 + Penalty 708.749050 = -12881.507881 nChanged 3 SP:Iteration 5F (407.834014 sec): 3 clusters Score: Raw -13592.529254 + Penalty 714.367305 = -12878.161949 nChanged 3 SP:Iteration 6F (407.834618 sec): 3 clusters Score: Raw -13593.986518 + Penalty 719.866215 = -12874.120303 nChanged 3 SP:Iteration 7F (407.835222 sec): 3 clusters Score: Raw -13595.860702 + Penalty 724.754579 = -12871.106123 nChanged 3 SP:Iteration 8F (407.835829 sec): 3 clusters Score: Raw -13597.474578 + Penalty 725.834424 = -12871.640154 nChanged 2 SP:Iteration 9Q (407.836424 sec): 3 clusters Score: Raw -13598.556223 + Penalty 730.065343 = -12868.490880 nChanged 4 SP:Iteration 10F (407.837027 sec): 3 clusters Score: Raw -13601.680485 + Penalty 738.303085 = -12863.377400 nChanged 3 SP:Iteration 11F (407.837631 sec): 3 clusters Score: Raw -13604.780654 + Penalty 742.676212 = -12862.104442 nChanged 2 SP:Iteration 12F (407.838234 sec): 3 clusters Score: Raw -13605.968412 + Penalty 746.632701 = -12859.335711 nChanged 1 SP:Iteration 13F (407.838838 sec): 3 clusters Score: Raw -13606.341469 + Penalty 750.195862 = -12856.145607 nChanged 1 SP:Iteration 14F (407.839440 sec): 3 clusters Score: Raw -13607.025675 + Penalty 756.755319 = -12850.270355 nChanged 2 SP:Iteration 15F (407.840043 sec): 3 clusters Score: Raw -13610.175339 + Penalty 756.755319 = -12853.420020 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 15 (923 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (407.844705 sec): 2 clusters Score: Raw -59244.392784 + Penalty 519.073672 = -58725.319112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (407.846679 sec): 3 clusters Score: Raw -58768.683045 + Penalty 1037.850236 = -57730.832809 nChanged 330 SP:Iteration 1F (407.848515 sec): 3 clusters Score: Raw -58941.332085 + Penalty 1037.915285 = -57903.416800 nChanged 84 SP:Iteration 2F (407.850285 sec): 3 clusters Score: Raw -59001.616180 + Penalty 1037.930599 = -57963.685581 nChanged 54 SP:Iteration 3F (407.852057 sec): 3 clusters Score: Raw -59051.774615 + Penalty 1038.025377 = -58013.749238 nChanged 60 SP:Iteration 4F (407.853825 sec): 3 clusters Score: Raw -59104.538019 + Penalty 1038.661912 = -58065.876106 nChanged 53 SP:Iteration 5F (407.855591 sec): 3 clusters Score: Raw -59147.452657 + Penalty 1039.995871 = -58107.456786 nChanged 50 SP:Iteration 6F (407.857368 sec): 3 clusters Score: Raw -59191.555735 + Penalty 1042.120861 = -58149.434874 nChanged 54 SP:Iteration 7F (407.859144 sec): 3 clusters Score: Raw -59240.979469 + Penalty 1046.924421 = -58194.055048 nChanged 56 SP:Iteration 8F (407.860936 sec): 3 clusters Score: Raw -59296.944014 + Penalty 1054.464717 = -58242.479297 nChanged 48 SP:Iteration 9F (407.862712 sec): 3 clusters Score: Raw -59342.280663 + Penalty 1059.419402 = -58282.861261 nChanged 29 SP:Iteration 10F (407.864500 sec): 3 clusters Score: Raw -59363.500344 + Penalty 1067.141245 = -58296.359099 nChanged 30 SP:Iteration 11Q (407.866267 sec): 3 clusters Score: Raw -59388.865630 + Penalty 1072.383502 = -58316.482128 nChanged 21 SP:Iteration 12Q (407.868002 sec): 3 clusters Score: Raw -59407.509758 + Penalty 1074.359619 = -58333.150139 nChanged 13 SP:Iteration 13Q (407.869795 sec): 3 clusters Score: Raw -59421.047288 + Penalty 1073.789816 = -58347.257472 nChanged 10 SP:Iteration 14Q (407.871561 sec): 3 clusters Score: Raw -59434.188842 + Penalty 1074.397269 = -58359.791573 nChanged 10 SP:Iteration 15Q (407.873266 sec): 3 clusters Score: Raw -59451.009675 + Penalty 1073.122830 = -58377.886845 nChanged 8 SP:Iteration 16Q (407.874941 sec): 3 clusters Score: Raw -59456.537176 + Penalty 1072.270208 = -58384.266968 nChanged 3 SP:Iteration 17Q (407.876584 sec): 3 clusters Score: Raw -59458.333340 + Penalty 1071.211245 = -58387.122096 nChanged 2 SP:Iteration 18Q (407.878219 sec): 3 clusters Score: Raw -59459.308412 + Penalty 1071.211245 = -58388.097167 nChanged 0 SP:Iteration 19F (407.879994 sec): 3 clusters Score: Raw -59459.308412 + Penalty 1071.211245 = -58388.097167 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 16 (803 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (407.883901 sec): 2 clusters Score: Raw -47204.401862 + Penalty 492.218989 = -46712.182873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (407.885545 sec): 3 clusters Score: Raw -46796.890350 + Penalty 984.439289 = -45812.451061 nChanged 295 SP:Iteration 1F (407.887139 sec): 3 clusters Score: Raw -46995.041503 + Penalty 985.032542 = -46010.008962 nChanged 117 SP:Iteration 2F (407.888709 sec): 3 clusters Score: Raw -47130.610695 + Penalty 992.395917 = -46138.214779 nChanged 73 SP:Iteration 3F (407.890309 sec): 3 clusters Score: Raw -47206.278622 + Penalty 1002.153294 = -46204.125328 nChanged 56 SP:Iteration 4F (407.891907 sec): 3 clusters Score: Raw -47268.979990 + Penalty 1016.404567 = -46252.575422 nChanged 37 SP:Iteration 5Q (407.893501 sec): 3 clusters Score: Raw -47301.961705 + Penalty 1035.118292 = -46266.843413 nChanged 25 SP:Iteration 6Q (407.895068 sec): 3 clusters Score: Raw -47327.605386 + Penalty 1051.164329 = -46276.441057 nChanged 26 SP:Iteration 7Q (407.896652 sec): 3 clusters Score: Raw -47351.669441 + Penalty 1069.905548 = -46281.763893 nChanged 17 SP:Iteration 8Q (407.898213 sec): 3 clusters Score: Raw -47372.527218 + Penalty 1096.223184 = -46276.304034 nChanged 18 SP:Iteration 9F (407.899809 sec): 3 clusters Score: Raw -47392.313508 + Penalty 1108.703777 = -46283.609731 nChanged 8 SP:Iteration 10F (407.901373 sec): 3 clusters Score: Raw -47398.880993 + Penalty 1109.868119 = -46289.012874 nChanged 1 SP:Iteration 11Q (407.902852 sec): 3 clusters Score: Raw -47402.184549 + Penalty 1109.868119 = -46292.316430 nChanged 0 SP:Iteration 12F (407.904414 sec): 3 clusters Score: Raw -47402.184549 + Penalty 1109.868119 = -46292.316430 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 17 (498 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (407.907397 sec): 2 clusters Score: Raw -31173.078708 + Penalty 714.991118 = -30458.087590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (407.908517 sec): 3 clusters Score: Raw -31027.623826 + Penalty 1429.343060 = -29598.280766 nChanged 135 SP:Iteration 1F (407.909634 sec): 3 clusters Score: Raw -31204.033127 + Penalty 1428.281275 = -29775.751853 nChanged 43 SP:Iteration 2F (407.910745 sec): 3 clusters Score: Raw -31256.933578 + Penalty 1427.680397 = -29829.253180 nChanged 24 SP:Iteration 3Q (407.911831 sec): 3 clusters Score: Raw -31292.606145 + Penalty 1426.659950 = -29865.946196 nChanged 8 SP:Iteration 4Q (407.912901 sec): 3 clusters Score: Raw -31303.040962 + Penalty 1425.373818 = -29877.667144 nChanged 11 SP:Iteration 5Q (407.913963 sec): 3 clusters Score: Raw -31311.568036 + Penalty 1424.456304 = -29887.111732 nChanged 6 SP:Iteration 6Q (407.914982 sec): 3 clusters Score: Raw -31315.300764 + Penalty 1424.396929 = -29890.903835 nChanged 1 SP:Iteration 7Q (407.916032 sec): 3 clusters Score: Raw -31315.929259 + Penalty 1424.196619 = -29891.732640 nChanged 2 SP:Iteration 8Q (407.917050 sec): 3 clusters Score: Raw -31317.918286 + Penalty 1424.196619 = -29893.721668 nChanged 0 SP:Iteration 9F (407.918110 sec): 3 clusters Score: Raw -31317.918286 + Penalty 1424.196619 = -29893.721668 nChanged 0 Memory request: 0.01 GB would take us to total of 0.82 GB. Trying to split cluster 18 (2212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (407.928885 sec): 2 clusters Score: Raw -131927.164059 + Penalty 553.006665 = -131374.157394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (407.933007 sec): 3 clusters Score: Raw -130596.347622 + Penalty 1109.012029 = -129487.335594 nChanged 904 SP:Iteration 1F (407.937233 sec): 3 clusters Score: Raw -131179.979007 + Penalty 1118.893537 = -130061.085470 nChanged 356 SP:Iteration 2F (407.941325 sec): 3 clusters Score: Raw -131486.677540 + Penalty 1136.111285 = -130350.566255 nChanged 178 SP:Iteration 3F (407.945434 sec): 3 clusters Score: Raw -131641.949399 + Penalty 1148.782628 = -130493.166771 nChanged 114 SP:Iteration 4F (407.949585 sec): 3 clusters Score: Raw -131747.840542 + Penalty 1168.033745 = -130579.806797 nChanged 92 SP:Iteration 5Q (407.953589 sec): 3 clusters Score: Raw -131829.176632 + Penalty 1189.606174 = -130639.570458 nChanged 67 SP:Iteration 6Q (407.957461 sec): 3 clusters Score: Raw -131887.907468 + Penalty 1211.469198 = -130676.438270 nChanged 53 SP:Iteration 7Q (407.961228 sec): 3 clusters Score: Raw -131938.857734 + Penalty 1225.728919 = -130713.128815 nChanged 40 SP:Iteration 8Q (407.965160 sec): 3 clusters Score: Raw -131980.870163 + Penalty 1234.534552 = -130746.335611 nChanged 33 SP:Iteration 9Q (407.969197 sec): 3 clusters Score: Raw -132012.624410 + Penalty 1232.381666 = -130780.242744 nChanged 20 SP:Iteration 10F (407.973838 sec): 3 clusters Score: Raw -132025.807527 + Penalty 1233.788754 = -130792.018773 nChanged 7 SP:Iteration 11Q (407.977682 sec): 3 clusters Score: Raw -132037.355703 + Penalty 1237.301205 = -130800.054498 nChanged 8 SP:Iteration 12Q (407.981556 sec): 3 clusters Score: Raw -132044.907447 + Penalty 1238.761572 = -130806.145875 nChanged 6 SP:Iteration 13Q (407.985425 sec): 3 clusters Score: Raw -132050.348612 + Penalty 1239.771997 = -130810.576615 nChanged 2 SP:Iteration 14Q (407.989255 sec): 3 clusters Score: Raw -132051.138932 + Penalty 1239.771997 = -130811.366935 nChanged 0 SP:Iteration 15F (407.993721 sec): 3 clusters Score: Raw -132051.138932 + Penalty 1239.771997 = -130811.366935 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 19 (713 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (407.998045 sec): 2 clusters Score: Raw -42726.949506 + Penalty 461.216366 = -42265.733139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (407.999804 sec): 3 clusters Score: Raw -42333.887325 + Penalty 922.429509 = -41411.457817 nChanged 267 SP:Iteration 1F (408.001515 sec): 3 clusters Score: Raw -42493.171843 + Penalty 926.403146 = -41566.768697 nChanged 96 SP:Iteration 2F (408.003172 sec): 3 clusters Score: Raw -42589.586004 + Penalty 937.965880 = -41651.620124 nChanged 68 SP:Iteration 3F (408.004834 sec): 3 clusters Score: Raw -42652.537830 + Penalty 953.544873 = -41698.992958 nChanged 47 SP:Iteration 4F (408.006527 sec): 3 clusters Score: Raw -42690.482637 + Penalty 970.386895 = -41720.095741 nChanged 34 SP:Iteration 5Q (408.008208 sec): 3 clusters Score: Raw -42717.475022 + Penalty 983.684682 = -41733.790339 nChanged 25 SP:Iteration 6Q (408.009907 sec): 3 clusters Score: Raw -42737.532634 + Penalty 991.738630 = -41745.794004 nChanged 19 SP:Iteration 7Q (408.011605 sec): 3 clusters Score: Raw -42752.912434 + Penalty 1011.950894 = -41740.961540 nChanged 17 SP:Iteration 8F (408.013268 sec): 3 clusters Score: Raw -42766.833021 + Penalty 1023.182542 = -41743.650479 nChanged 12 SP:Iteration 9Q (408.014940 sec): 3 clusters Score: Raw -42775.528929 + Penalty 1035.608052 = -41739.920877 nChanged 7 SP:Iteration 10F (408.016576 sec): 3 clusters Score: Raw -42780.248223 + Penalty 1040.673473 = -41739.574750 nChanged 5 SP:Iteration 11F (408.018208 sec): 3 clusters Score: Raw -42787.534917 + Penalty 1049.639776 = -41737.895140 nChanged 3 SP:Iteration 12F (408.019853 sec): 3 clusters Score: Raw -42791.749129 + Penalty 1054.563663 = -41737.185466 nChanged 3 SP:Iteration 13F (408.021510 sec): 3 clusters Score: Raw -42794.345684 + Penalty 1054.563663 = -41739.782021 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 20 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (408.022366 sec): 2 clusters Score: Raw -4433.478058 + Penalty 23.251694 = -4410.226364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (408.022687 sec): 3 clusters Score: Raw -4393.785523 + Penalty 48.007308 = -4345.778215 nChanged 27 SP:Iteration 1F (408.023004 sec): 3 clusters Score: Raw -4413.002615 + Penalty 49.036748 = -4363.965867 nChanged 7 SP:Iteration 2F (408.023322 sec): 3 clusters Score: Raw -4421.068548 + Penalty 48.911137 = -4372.157412 nChanged 3 SP:Iteration 3Q (408.023633 sec): 3 clusters Score: Raw -4427.016076 + Penalty 49.271166 = -4377.744910 nChanged 1 SP:Iteration 4Q (408.023928 sec): 3 clusters Score: Raw -4428.256378 + Penalty 49.334285 = -4378.922093 nChanged 1 SP:Iteration 5Q (408.024223 sec): 3 clusters Score: Raw -4430.009124 + Penalty 48.755432 = -4381.253692 nChanged 1 SP:Iteration 6Q (408.024510 sec): 3 clusters Score: Raw -4431.363190 + Penalty 48.755432 = -4382.607758 nChanged 0 SP:Iteration 7F (408.024809 sec): 3 clusters Score: Raw -4431.363190 + Penalty 48.755432 = -4382.607758 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 21 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (408.026166 sec): 2 clusters Score: Raw -8135.127903 + Penalty 42.554581 = -8092.573322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (408.026695 sec): 3 clusters Score: Raw -8054.480056 + Penalty 86.383533 = -7968.096523 nChanged 53 SP:Iteration 1F (408.027226 sec): 3 clusters Score: Raw -8094.173123 + Penalty 88.008914 = -8006.164209 nChanged 13 SP:Iteration 2F (408.027758 sec): 3 clusters Score: Raw -8107.474199 + Penalty 86.634557 = -8020.839642 nChanged 9 SP:Iteration 3F (408.028284 sec): 3 clusters Score: Raw -8120.337462 + Penalty 84.377475 = -8035.959987 nChanged 5 SP:Iteration 4Q (408.028806 sec): 3 clusters Score: Raw -8124.256171 + Penalty 84.046120 = -8040.210051 nChanged 2 SP:Iteration 5Q (408.029314 sec): 3 clusters Score: Raw -8125.262595 + Penalty 83.872851 = -8041.389744 nChanged 1 SP:Iteration 6Q (408.029815 sec): 3 clusters Score: Raw -8126.170700 + Penalty 83.594950 = -8042.575751 nChanged 3 SP:Iteration 7Q (408.030320 sec): 3 clusters Score: Raw -8127.278242 + Penalty 83.494781 = -8043.783461 nChanged 1 SP:Iteration 8Q (408.030812 sec): 3 clusters Score: Raw -8127.438537 + Penalty 83.494781 = -8043.943756 nChanged 0 SP:Iteration 9F (408.031319 sec): 3 clusters Score: Raw -8127.438537 + Penalty 83.494781 = -8043.943756 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 22 (207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (408.033349 sec): 2 clusters Score: Raw -11734.206232 + Penalty 44.622599 = -11689.583633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (408.034015 sec): 3 clusters Score: Raw -11631.565868 + Penalty 99.983368 = -11531.582500 nChanged 75 SP:Iteration 1F (408.034679 sec): 3 clusters Score: Raw -11716.399625 + Penalty 96.637292 = -11619.762333 nChanged 11 SP:Iteration 2F (408.035358 sec): 3 clusters Score: Raw -11724.952312 + Penalty 97.004413 = -11627.947900 nChanged 4 SP:Iteration 3Q (408.036063 sec): 3 clusters Score: Raw -11728.057058 + Penalty 99.083277 = -11628.973781 nChanged 2 SP:Iteration 4Q (408.036786 sec): 3 clusters Score: Raw -11729.825191 + Penalty 101.804795 = -11628.020396 nChanged 3 SP:Iteration 5F (408.037561 sec): 3 clusters Score: Raw -11733.745688 + Penalty 97.368236 = -11636.377452 nChanged 2 SP:Iteration 6Q (408.038242 sec): 3 clusters Score: Raw -11737.403422 + Penalty 96.781950 = -11640.621472 nChanged 2 SP:Iteration 7Q (408.038875 sec): 3 clusters Score: Raw -11739.076768 + Penalty 98.221646 = -11640.855122 nChanged 1 SP:Iteration 8Q (408.039509 sec): 3 clusters Score: Raw -11739.758854 + Penalty 98.221646 = -11641.537208 nChanged 0 SP:Iteration 9F (408.040146 sec): 3 clusters Score: Raw -11739.758854 + Penalty 98.221646 = -11641.537208 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 23 (188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (408.041377 sec): 2 clusters Score: Raw -8894.993046 + Penalty 557.833666 = -8337.159380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (408.042201 sec): 3 clusters Score: Raw -8945.218234 + Penalty 1117.804025 = -7827.414209 nChanged 34 SP:Iteration 1F (408.043103 sec): 3 clusters Score: Raw -9006.955870 + Penalty 1121.671031 = -7885.284840 nChanged 5 SP:Iteration 2Q (408.043976 sec): 3 clusters Score: Raw -9016.664832 + Penalty 1121.671031 = -7894.993801 nChanged 0 SP:Iteration 3F (408.044866 sec): 3 clusters Score: Raw -9016.664832 + Penalty 1121.671031 = -7894.993801 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 24 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (408.045851 sec): 2 clusters Score: Raw -3346.886311 + Penalty 26.021914 = -3320.864397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (408.046341 sec): 3 clusters Score: Raw -3332.649724 + Penalty 54.464945 = -3278.184779 nChanged 20 SP:Iteration 1F (408.046852 sec): 3 clusters Score: Raw -3367.095057 + Penalty 54.079298 = -3313.015759 nChanged 3 SP:Iteration 2Q (408.047363 sec): 3 clusters Score: Raw -3372.986663 + Penalty 53.963687 = -3319.022976 nChanged 1 SP:Iteration 3Q (408.047828 sec): 3 clusters Score: Raw -3373.475755 + Penalty 53.963687 = -3319.512069 nChanged 0 SP:Iteration 4F (408.048287 sec): 3 clusters Score: Raw -3373.475755 + Penalty 53.963687 = -3319.512069 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 25 (642 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (408.051019 sec): 2 clusters Score: Raw -37085.082478 + Penalty 1008.053634 = -36077.028844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (408.052374 sec): 3 clusters Score: Raw -36953.377676 + Penalty 2016.246449 = -34937.131227 nChanged 158 SP:Iteration 1F (408.053680 sec): 3 clusters Score: Raw -37154.677128 + Penalty 2016.445313 = -35138.231815 nChanged 44 SP:Iteration 2F (408.055011 sec): 3 clusters Score: Raw -37226.362527 + Penalty 2016.239720 = -35210.122806 nChanged 32 SP:Iteration 3Q (408.056280 sec): 3 clusters Score: Raw -37272.367197 + Penalty 2016.044922 = -35256.322275 nChanged 24 SP:Iteration 4Q (408.057543 sec): 3 clusters Score: Raw -37301.834888 + Penalty 2016.686310 = -35285.148578 nChanged 16 SP:Iteration 5Q (408.058872 sec): 3 clusters Score: Raw -37325.320580 + Penalty 2017.028582 = -35308.291998 nChanged 8 SP:Iteration 6Q (408.060189 sec): 3 clusters Score: Raw -37335.567418 + Penalty 2017.306467 = -35318.260951 nChanged 10 SP:Iteration 7Q (408.061507 sec): 3 clusters Score: Raw -37347.766233 + Penalty 2017.394908 = -35330.371325 nChanged 5 SP:Iteration 8Q (408.062751 sec): 3 clusters Score: Raw -37356.845102 + Penalty 2017.434313 = -35339.410789 nChanged 5 SP:Iteration 9Q (408.063992 sec): 3 clusters Score: Raw -37365.780564 + Penalty 2017.063866 = -35348.716697 nChanged 8 SP:Iteration 10F (408.065317 sec): 3 clusters Score: Raw -37384.897369 + Penalty 2017.077250 = -35367.820119 nChanged 4 SP:Iteration 11Q (408.066649 sec): 3 clusters Score: Raw -37392.425342 + Penalty 2016.826075 = -35375.599267 nChanged 5 SP:Iteration 12Q (408.068375 sec): 3 clusters Score: Raw -37408.974115 + Penalty 2016.965245 = -35392.008870 nChanged 4 SP:Iteration 13Q (408.069617 sec): 3 clusters Score: Raw -37418.002022 + Penalty 2016.803412 = -35401.198610 nChanged 8 SP:Iteration 14Q (408.070854 sec): 3 clusters Score: Raw -37437.950427 + Penalty 2016.793936 = -35421.156490 nChanged 8 SP:Iteration 15Q (408.072094 sec): 3 clusters Score: Raw -37454.318298 + Penalty 2016.831988 = -35437.486310 nChanged 3 SP:Iteration 16Q (408.073325 sec): 3 clusters Score: Raw -37458.176562 + Penalty 2017.108712 = -35441.067850 nChanged 4 SP:Iteration 17Q (408.074555 sec): 3 clusters Score: Raw -37466.499805 + Penalty 2016.935257 = -35449.564548 nChanged 6 SP:Iteration 18Q (408.075807 sec): 3 clusters Score: Raw -37488.262327 + Penalty 2016.796178 = -35471.466149 nChanged 10 SP:Iteration 19Q (408.077053 sec): 3 clusters Score: Raw -37512.315009 + Penalty 2016.819588 = -35495.495421 nChanged 5 SP:Iteration 20F (408.078358 sec): 3 clusters Score: Raw -37518.624435 + Penalty 2016.914296 = -35501.710139 nChanged 2 SP:Iteration 21Q (408.079588 sec): 3 clusters Score: Raw -37520.299785 + Penalty 2016.914296 = -35503.385489 nChanged 0 SP:Iteration 22F (408.080892 sec): 3 clusters Score: Raw -37520.299785 + Penalty 2016.914296 = -35503.385489 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 26 (719 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (408.083387 sec): 2 clusters Score: Raw -45082.670223 + Penalty 423.454398 = -44659.215825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (408.084865 sec): 3 clusters Score: Raw -44712.443569 + Penalty 882.001746 = -43830.441823 nChanged 257 SP:Iteration 1F (408.086308 sec): 3 clusters Score: Raw -44935.738266 + Penalty 897.153490 = -44038.584776 nChanged 67 SP:Iteration 2F (408.087736 sec): 3 clusters Score: Raw -44995.423607 + Penalty 914.749583 = -44080.674024 nChanged 41 SP:Iteration 3F (408.089200 sec): 3 clusters Score: Raw -45037.467182 + Penalty 934.870599 = -44102.596583 nChanged 26 SP:Iteration 4Q (408.090587 sec): 3 clusters Score: Raw -45062.729064 + Penalty 956.603030 = -44106.126034 nChanged 18 SP:Iteration 5Q (408.091983 sec): 3 clusters Score: Raw -45085.017013 + Penalty 970.869241 = -44114.147771 nChanged 11 SP:Iteration 6Q (408.093401 sec): 3 clusters Score: Raw -45096.729776 + Penalty 976.362778 = -44120.366998 nChanged 8 SP:Iteration 7Q (408.094777 sec): 3 clusters Score: Raw -45106.363806 + Penalty 986.997908 = -44119.365899 nChanged 7 SP:Iteration 8F (408.096262 sec): 3 clusters Score: Raw -45113.654437 + Penalty 998.065563 = -44115.588874 nChanged 7 SP:Iteration 9F (408.097708 sec): 3 clusters Score: Raw -45120.609452 + Penalty 1010.930074 = -44109.679378 nChanged 7 SP:Iteration 10F (408.099175 sec): 3 clusters Score: Raw -45128.802809 + Penalty 1026.448581 = -44102.354228 nChanged 5 SP:Iteration 11F (408.100625 sec): 3 clusters Score: Raw -45137.733495 + Penalty 1030.632932 = -44107.100563 nChanged 1 SP:Iteration 12Q (408.101865 sec): 3 clusters Score: Raw -45138.489893 + Penalty 1039.425344 = -44099.064549 nChanged 2 SP:Iteration 13F (408.103333 sec): 3 clusters Score: Raw -45139.851326 + Penalty 1039.425344 = -44100.425981 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 27 (598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (408.105453 sec): 2 clusters Score: Raw -37363.735802 + Penalty 356.233742 = -37007.502060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (408.106712 sec): 3 clusters Score: Raw -37046.882104 + Penalty 712.262128 = -36334.619975 nChanged 226 SP:Iteration 1F (408.107981 sec): 3 clusters Score: Raw -37250.081810 + Penalty 723.207357 = -36526.874454 nChanged 73 SP:Iteration 2F (408.109225 sec): 3 clusters Score: Raw -37310.883691 + Penalty 736.030620 = -36574.853071 nChanged 37 SP:Iteration 3F (408.110530 sec): 3 clusters Score: Raw -37346.377223 + Penalty 749.745337 = -36596.631886 nChanged 22 SP:Iteration 4Q (408.111785 sec): 3 clusters Score: Raw -37368.854849 + Penalty 758.764254 = -36610.090595 nChanged 17 SP:Iteration 5Q (408.113027 sec): 3 clusters Score: Raw -37388.467067 + Penalty 769.336246 = -36619.130821 nChanged 11 SP:Iteration 6Q (408.114268 sec): 3 clusters Score: Raw -37399.689973 + Penalty 776.995347 = -36622.694626 nChanged 3 SP:Iteration 7Q (408.115484 sec): 3 clusters Score: Raw -37401.812184 + Penalty 778.302214 = -36623.509970 nChanged 1 SP:Iteration 8Q (408.116685 sec): 3 clusters Score: Raw -37403.572311 + Penalty 778.302214 = -36625.270097 nChanged 0 SP:Iteration 9F (408.117928 sec): 3 clusters Score: Raw -37403.572311 + Penalty 778.302214 = -36625.270097 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 28 (131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (408.118923 sec): 2 clusters Score: Raw -7765.458844 + Penalty 45.109903 = -7720.348941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (408.119411 sec): 3 clusters Score: Raw -7700.054450 + Penalty 91.384415 = -7608.670034 nChanged 47 SP:Iteration 1F (408.119877 sec): 3 clusters Score: Raw -7732.772298 + Penalty 92.842860 = -7639.929438 nChanged 9 SP:Iteration 2F (408.120345 sec): 3 clusters Score: Raw -7736.669951 + Penalty 95.511633 = -7641.158318 nChanged 7 SP:Iteration 3F (408.120813 sec): 3 clusters Score: Raw -7740.641300 + Penalty 98.863502 = -7641.777798 nChanged 7 SP:Iteration 4F (408.121281 sec): 3 clusters Score: Raw -7748.348392 + Penalty 103.431828 = -7644.916564 nChanged 5 SP:Iteration 5Q (408.121759 sec): 3 clusters Score: Raw -7753.584740 + Penalty 105.308072 = -7648.276669 nChanged 1 SP:Iteration 6Q (408.122221 sec): 3 clusters Score: Raw -7754.447271 + Penalty 106.989181 = -7647.458090 nChanged 1 SP:Iteration 7F (408.122684 sec): 3 clusters Score: Raw -7755.267356 + Penalty 111.618825 = -7643.648531 nChanged 2 SP:Iteration 8F (408.123116 sec): 3 clusters Score: Raw -7756.108366 + Penalty 110.878851 = -7645.229515 nChanged 2 SP:Iteration 9Q (408.123544 sec): 3 clusters Score: Raw -7757.718223 + Penalty 120.805824 = -7636.912399 nChanged 3 SP:Iteration 10F (408.123976 sec): 3 clusters Score: Raw -7760.968227 + Penalty 139.553733 = -7621.414493 nChanged 3 SP:Iteration 11F (408.124407 sec): 3 clusters Score: Raw -7765.635113 + Penalty 161.139368 = -7604.495744 nChanged 2 SP:Iteration 12F (408.124842 sec): 3 clusters Score: Raw -7768.689816 + Penalty 161.139368 = -7607.550448 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 29 (109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (408.125651 sec): 2 clusters Score: Raw -6160.780067 + Penalty 40.213514 = -6120.566553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (408.126073 sec): 3 clusters Score: Raw -6103.983549 + Penalty 81.879069 = -6022.104480 nChanged 43 SP:Iteration 1F (408.126483 sec): 3 clusters Score: Raw -6170.763251 + Penalty 85.603317 = -6085.159934 nChanged 7 SP:Iteration 2F (408.126890 sec): 3 clusters Score: Raw -6175.009055 + Penalty 86.134614 = -6088.874441 nChanged 2 SP:Iteration 3Q (408.127288 sec): 3 clusters Score: Raw -6177.965796 + Penalty 86.134614 = -6091.831182 nChanged 0 SP:Iteration 4F (408.127695 sec): 3 clusters Score: Raw -6177.965796 + Penalty 86.134614 = -6091.831182 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 31 (317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (408.129599 sec): 2 clusters Score: Raw -17485.643764 + Penalty 778.892752 = -16706.751012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (408.130365 sec): 3 clusters Score: Raw -17475.785860 + Penalty 1556.012355 = -15919.773505 nChanged 75 SP:Iteration 1F (408.131116 sec): 3 clusters Score: Raw -17597.644504 + Penalty 1560.749143 = -16036.895361 nChanged 26 SP:Iteration 2F (408.131899 sec): 3 clusters Score: Raw -17656.282171 + Penalty 1574.325472 = -16081.956699 nChanged 20 SP:Iteration 3F (408.132649 sec): 3 clusters Score: Raw -17718.518564 + Penalty 1581.420145 = -16137.098418 nChanged 9 SP:Iteration 4Q (408.133353 sec): 3 clusters Score: Raw -17737.059946 + Penalty 1582.748508 = -16154.311438 nChanged 2 SP:Iteration 5Q (408.134048 sec): 3 clusters Score: Raw -17742.862169 + Penalty 1582.748508 = -16160.113661 nChanged 0 SP:Iteration 6F (408.134798 sec): 3 clusters Score: Raw -17742.862169 + Penalty 1582.748508 = -16160.113661 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 32 (316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (408.136216 sec): 2 clusters Score: Raw -21066.594048 + Penalty 525.971497 = -20540.622552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (408.136977 sec): 3 clusters Score: Raw -20956.648024 + Penalty 1052.392130 = -19904.255894 nChanged 76 SP:Iteration 1F (408.137727 sec): 3 clusters Score: Raw -21021.634857 + Penalty 1052.380560 = -19969.254296 nChanged 19 SP:Iteration 2F (408.138476 sec): 3 clusters Score: Raw -21037.022767 + Penalty 1052.797161 = -19984.225606 nChanged 5 SP:Iteration 3Q (408.139216 sec): 3 clusters Score: Raw -21040.792356 + Penalty 1052.996403 = -19987.795953 nChanged 4 SP:Iteration 4Q (408.139955 sec): 3 clusters Score: Raw -21043.984428 + Penalty 1052.814920 = -19991.169507 nChanged 4 SP:Iteration 5Q (408.140696 sec): 3 clusters Score: Raw -21047.511609 + Penalty 1052.577890 = -19994.933719 nChanged 3 SP:Iteration 6Q (408.141458 sec): 3 clusters Score: Raw -21048.205562 + Penalty 1052.577890 = -19995.627672 nChanged 0 SP:Iteration 7F (408.142206 sec): 3 clusters Score: Raw -21048.205562 + Penalty 1052.577890 = -19995.627672 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 33 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (408.143197 sec): 2 clusters Score: Raw -8623.332661 + Penalty 73.329710 = -8550.002950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (408.143729 sec): 3 clusters Score: Raw -8553.737852 + Penalty 148.471752 = -8405.266099 nChanged 68 SP:Iteration 1F (408.144246 sec): 3 clusters Score: Raw -8635.002913 + Penalty 152.593589 = -8482.409323 nChanged 12 SP:Iteration 2F (408.144762 sec): 3 clusters Score: Raw -8646.482799 + Penalty 158.721483 = -8487.761315 nChanged 8 SP:Iteration 3Q (408.145266 sec): 3 clusters Score: Raw -8659.497623 + Penalty 163.530805 = -8495.966818 nChanged 9 SP:Iteration 4F (408.145777 sec): 3 clusters Score: Raw -8678.301581 + Penalty 169.642144 = -8508.659436 nChanged 4 SP:Iteration 5Q (408.146271 sec): 3 clusters Score: Raw -8690.388967 + Penalty 169.642144 = -8520.746823 nChanged 0 SP:Iteration 6F (408.146780 sec): 3 clusters Score: Raw -8690.388967 + Penalty 169.642144 = -8520.746823 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 34 (532 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (408.148774 sec): 2 clusters Score: Raw -35890.402016 + Penalty 600.831901 = -35289.570115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (408.149913 sec): 3 clusters Score: Raw -35675.893157 + Penalty 1201.522689 = -34474.370468 nChanged 152 SP:Iteration 1F (408.151035 sec): 3 clusters Score: Raw -35784.523846 + Penalty 1201.422356 = -34583.101490 nChanged 28 SP:Iteration 2F (408.152158 sec): 3 clusters Score: Raw -35804.678144 + Penalty 1201.675710 = -34603.002434 nChanged 11 SP:Iteration 3Q (408.153271 sec): 3 clusters Score: Raw -35810.244448 + Penalty 1201.782963 = -34608.461484 nChanged 7 SP:Iteration 4Q (408.154369 sec): 3 clusters Score: Raw -35813.417602 + Penalty 1201.949623 = -34611.467979 nChanged 6 SP:Iteration 5Q (408.155465 sec): 3 clusters Score: Raw -35816.448083 + Penalty 1202.157960 = -34614.290123 nChanged 8 SP:Iteration 6Q (408.156612 sec): 3 clusters Score: Raw -35820.918374 + Penalty 1202.828566 = -34618.089807 nChanged 11 SP:Iteration 7Q (408.157723 sec): 3 clusters Score: Raw -35830.734804 + Penalty 1203.449998 = -34627.284806 nChanged 15 SP:Iteration 8Q (408.158835 sec): 3 clusters Score: Raw -35843.517546 + Penalty 1206.249247 = -34637.268300 nChanged 14 SP:Iteration 9Q (408.159967 sec): 3 clusters Score: Raw -35853.862063 + Penalty 1207.612059 = -34646.250004 nChanged 7 SP:Iteration 10F (408.161087 sec): 3 clusters Score: Raw -35856.983270 + Penalty 1210.267697 = -34646.715573 nChanged 7 SP:Iteration 11Q (408.162198 sec): 3 clusters Score: Raw -35859.837712 + Penalty 1210.455928 = -34649.381785 nChanged 6 SP:Iteration 12Q (408.163307 sec): 3 clusters Score: Raw -35862.488627 + Penalty 1211.809620 = -34650.679007 nChanged 4 SP:Iteration 13Q (408.164400 sec): 3 clusters Score: Raw -35864.116583 + Penalty 1212.564831 = -34651.551752 nChanged 4 SP:Iteration 14Q (408.165495 sec): 3 clusters Score: Raw -35866.764517 + Penalty 1213.455747 = -34653.308770 nChanged 4 SP:Iteration 15Q (408.166609 sec): 3 clusters Score: Raw -35870.160574 + Penalty 1213.947341 = -34656.213233 nChanged 3 SP:Iteration 16Q (408.167714 sec): 3 clusters Score: Raw -35872.716634 + Penalty 1215.335287 = -34657.381347 nChanged 4 SP:Iteration 17Q (408.168819 sec): 3 clusters Score: Raw -35874.952917 + Penalty 1216.138576 = -34658.814342 nChanged 2 SP:Iteration 18Q (408.169922 sec): 3 clusters Score: Raw -35875.530681 + Penalty 1216.272871 = -34659.257810 nChanged 1 SP:Iteration 19Q (408.171026 sec): 3 clusters Score: Raw -35875.965166 + Penalty 1216.259476 = -34659.705690 nChanged 1 SP:Iteration 20F (408.172145 sec): 3 clusters Score: Raw -35876.045594 + Penalty 1216.629761 = -34659.415833 nChanged 1 SP:Iteration 21F (408.173270 sec): 3 clusters Score: Raw -35876.423845 + Penalty 1217.091864 = -34659.331982 nChanged 4 SP:Iteration 22F (408.174376 sec): 3 clusters Score: Raw -35878.166700 + Penalty 1217.420037 = -34660.746663 nChanged 4 SP:Iteration 23Q (408.175496 sec): 3 clusters Score: Raw -35881.248968 + Penalty 1217.455274 = -34663.793694 nChanged 4 SP:Iteration 24Q (408.176604 sec): 3 clusters Score: Raw -35883.356053 + Penalty 1219.329004 = -34664.027049 nChanged 5 SP:Iteration 25Q (408.177710 sec): 3 clusters Score: Raw -35885.174553 + Penalty 1220.972261 = -34664.202292 nChanged 3 SP:Iteration 26Q (408.178816 sec): 3 clusters Score: Raw -35885.578166 + Penalty 1220.725782 = -34664.852384 nChanged 1 SP:Iteration 27Q (408.179922 sec): 3 clusters Score: Raw -35885.998097 + Penalty 1220.388017 = -34665.610080 nChanged 2 SP:Iteration 28Q (408.181046 sec): 3 clusters Score: Raw -35886.585355 + Penalty 1220.388017 = -34666.197338 nChanged 0 SP:Iteration 29F (408.182190 sec): 3 clusters Score: Raw -35886.585355 + Penalty 1220.388017 = -34666.197338 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 37 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (408.182984 sec): 2 clusters Score: Raw -4265.346170 + Penalty 273.776907 = -3991.569263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (408.183370 sec): 3 clusters Score: Raw -4312.274303 + Penalty 553.183415 = -3759.090888 nChanged 19 SP:Iteration 1F (408.183749 sec): 3 clusters Score: Raw -4380.657994 + Penalty 552.205479 = -3828.452515 nChanged 8 SP:Iteration 2F (408.184127 sec): 3 clusters Score: Raw -4401.585528 + Penalty 553.215842 = -3848.369685 nChanged 2 SP:Iteration 3Q (408.184495 sec): 3 clusters Score: Raw -4414.068272 + Penalty 553.215842 = -3860.852429 nChanged 0 SP:Iteration 4F (408.184877 sec): 3 clusters Score: Raw -4414.068272 + Penalty 553.215842 = -3860.852429 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 42 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (408.185646 sec): 2 clusters Score: Raw -5977.717674 + Penalty 487.678215 = -5490.039458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (408.186052 sec): 3 clusters Score: Raw -6025.898727 + Penalty 972.058683 = -5053.840045 nChanged 7 SP:Iteration 1F (408.186430 sec): 3 clusters Score: Raw -6048.150648 + Penalty 972.100510 = -5076.050138 nChanged 1 SP:Iteration 2Q (408.186795 sec): 3 clusters Score: Raw -6052.224043 + Penalty 972.913899 = -5079.310145 nChanged 1 SP:Iteration 3Q (408.187157 sec): 3 clusters Score: Raw -6054.370013 + Penalty 972.913899 = -5081.456114 nChanged 0 SP:Iteration 4F (408.187534 sec): 3 clusters Score: Raw -6054.370013 + Penalty 972.913899 = -5081.456114 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 50 (71 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (408.188224 sec): 2 clusters Score: Raw -3952.185578 + Penalty 42.914928 = -3909.270650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (408.188566 sec): 3 clusters Score: Raw -3915.097842 + Penalty 85.863484 = -3829.234359 nChanged 24 SP:Iteration 1F (408.188901 sec): 3 clusters Score: Raw -3949.715220 + Penalty 87.390622 = -3862.324598 nChanged 8 SP:Iteration 2F (408.189234 sec): 3 clusters Score: Raw -3960.856529 + Penalty 85.993999 = -3874.862530 nChanged 6 SP:Iteration 3F (408.189567 sec): 3 clusters Score: Raw -3967.135805 + Penalty 87.793348 = -3879.342457 nChanged 5 SP:Iteration 4F (408.189899 sec): 3 clusters Score: Raw -3976.694018 + Penalty 90.815273 = -3885.878745 nChanged 3 SP:Iteration 5Q (408.190215 sec): 3 clusters Score: Raw -3983.378818 + Penalty 83.376977 = -3900.001840 nChanged 1 SP:Iteration 6Q (408.190521 sec): 3 clusters Score: Raw -3996.442912 + Penalty 83.376977 = -3913.065935 nChanged 0 SP:Iteration 7F (408.190857 sec): 3 clusters Score: Raw -3996.442912 + Penalty 83.376977 = -3913.065935 nChanged 0 Score: Raw -4905219.790016 + Penalty 29317.479017 = -4875902.310999 Splitting cluster 50 changes total score from -4840804.117700 to -4875902.310999 So it's getting split into cluster 30. Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 57 (604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (410.051657 sec): 2 clusters Score: Raw -34579.755644 + Penalty 846.926566 = -33732.829078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (410.052993 sec): 3 clusters Score: Raw -34361.567121 + Penalty 1692.254450 = -32669.312671 nChanged 145 SP:Iteration 1F (410.054302 sec): 3 clusters Score: Raw -34491.462326 + Penalty 1691.353819 = -32800.108506 nChanged 46 SP:Iteration 2F (410.055610 sec): 3 clusters Score: Raw -34546.684485 + Penalty 1691.854074 = -32854.830411 nChanged 35 SP:Iteration 3F (410.056919 sec): 3 clusters Score: Raw -34586.155874 + Penalty 1692.249853 = -32893.906021 nChanged 23 SP:Iteration 4Q (410.058210 sec): 3 clusters Score: Raw -34610.729326 + Penalty 1692.731436 = -32917.997890 nChanged 13 SP:Iteration 5Q (410.059506 sec): 3 clusters Score: Raw -34630.896703 + Penalty 1693.227485 = -32937.669218 nChanged 9 SP:Iteration 6Q (410.060843 sec): 3 clusters Score: Raw -34649.621057 + Penalty 1692.626719 = -32956.994338 nChanged 11 SP:Iteration 7Q (410.062188 sec): 3 clusters Score: Raw -34668.601750 + Penalty 1692.505387 = -32976.096363 nChanged 7 SP:Iteration 8Q (410.063528 sec): 3 clusters Score: Raw -34675.608036 + Penalty 1692.482683 = -32983.125353 nChanged 3 SP:Iteration 9Q (410.064842 sec): 3 clusters Score: Raw -34677.298933 + Penalty 1692.319790 = -32984.979143 nChanged 1 SP:Iteration 10F (410.066214 sec): 3 clusters Score: Raw -34677.555820 + Penalty 1692.319790 = -32985.236030 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 60 (328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (410.068288 sec): 2 clusters Score: Raw -17046.198624 + Penalty 358.928439 = -16687.270185 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (410.069103 sec): 3 clusters Score: Raw -16940.996736 + Penalty 716.549937 = -16224.446798 nChanged 89 SP:Iteration 1F (410.069939 sec): 3 clusters Score: Raw -17036.187515 + Penalty 716.463777 = -16319.723739 nChanged 28 SP:Iteration 2F (410.070744 sec): 3 clusters Score: Raw -17078.282670 + Penalty 716.212359 = -16362.070311 nChanged 14 SP:Iteration 3Q (410.071530 sec): 3 clusters Score: Raw -17094.870135 + Penalty 717.087360 = -16377.782775 nChanged 7 SP:Iteration 4Q (410.072316 sec): 3 clusters Score: Raw -17100.188214 + Penalty 716.634795 = -16383.553419 nChanged 10 SP:Iteration 5Q (410.073096 sec): 3 clusters Score: Raw -17110.592289 + Penalty 716.425312 = -16394.166978 nChanged 7 SP:Iteration 6Q (410.073875 sec): 3 clusters Score: Raw -17116.586446 + Penalty 716.264664 = -16400.321782 nChanged 6 SP:Iteration 7Q (410.074651 sec): 3 clusters Score: Raw -17125.176017 + Penalty 716.390155 = -16408.785862 nChanged 9 SP:Iteration 8Q (410.075426 sec): 3 clusters Score: Raw -17145.082613 + Penalty 716.528750 = -16428.553863 nChanged 3 SP:Iteration 9Q (410.076198 sec): 3 clusters Score: Raw -17146.889007 + Penalty 716.017934 = -16430.871072 nChanged 2 SP:Iteration 10F (410.076997 sec): 3 clusters Score: Raw -17149.976114 + Penalty 715.883185 = -16434.092929 nChanged 2 SP:Iteration 11Q (410.077765 sec): 3 clusters Score: Raw -17150.950960 + Penalty 716.027047 = -16434.923913 nChanged 1 SP:Iteration 12Q (410.078533 sec): 3 clusters Score: Raw -17151.128184 + Penalty 715.735939 = -16435.392245 nChanged 1 SP:Iteration 13Q (410.079302 sec): 3 clusters Score: Raw -17152.775501 + Penalty 715.954257 = -16436.821244 nChanged 2 SP:Iteration 14Q (410.080068 sec): 3 clusters Score: Raw -17153.414848 + Penalty 715.836227 = -16437.578621 nChanged 1 SP:Iteration 15Q (410.080836 sec): 3 clusters Score: Raw -17153.792342 + Penalty 715.836227 = -16437.956115 nChanged 0 SP:Iteration 16F (410.081635 sec): 3 clusters Score: Raw -17153.792342 + Penalty 715.836227 = -16437.956115 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 67 (127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (410.083312 sec): 2 clusters Score: Raw -5943.502098 + Penalty 481.698394 = -5461.803704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (410.083769 sec): 3 clusters Score: Raw -6015.114798 + Penalty 986.975387 = -5028.139411 nChanged 22 SP:Iteration 1F (410.084213 sec): 3 clusters Score: Raw -6104.335054 + Penalty 1000.827004 = -5103.508050 nChanged 7 SP:Iteration 2F (410.084641 sec): 3 clusters Score: Raw -6125.681977 + Penalty 1007.967364 = -5117.714613 nChanged 3 SP:Iteration 3Q (410.085034 sec): 3 clusters Score: Raw -6132.307286 + Penalty 1004.632607 = -5127.674679 nChanged 1 SP:Iteration 4Q (410.085451 sec): 3 clusters Score: Raw -6147.727431 + Penalty 1009.103393 = -5138.624038 nChanged 1 SP:Iteration 5Q (410.085849 sec): 3 clusters Score: Raw -6152.970609 + Penalty 1009.103393 = -5143.867215 nChanged 0 SP:Iteration 6F (410.086284 sec): 3 clusters Score: Raw -6152.970609 + Penalty 1009.103393 = -5143.867215 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 99 (450 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (410.088090 sec): 2 clusters Score: Raw -22691.462557 + Penalty 437.621389 = -22253.841168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (410.089185 sec): 3 clusters Score: Raw -22542.912268 + Penalty 899.599443 = -21643.312825 nChanged 133 SP:Iteration 1F (410.090240 sec): 3 clusters Score: Raw -22765.255734 + Penalty 919.058829 = -21846.196905 nChanged 42 SP:Iteration 2F (410.091275 sec): 3 clusters Score: Raw -22834.304247 + Penalty 922.380132 = -21911.924114 nChanged 18 SP:Iteration 3Q (410.092292 sec): 3 clusters Score: Raw -22872.286147 + Penalty 920.505585 = -21951.780562 nChanged 10 SP:Iteration 4Q (410.093299 sec): 3 clusters Score: Raw -22889.727075 + Penalty 920.819406 = -21968.907669 nChanged 5 SP:Iteration 5Q (410.094294 sec): 3 clusters Score: Raw -22896.067476 + Penalty 923.783009 = -21972.284467 nChanged 6 SP:Iteration 6Q (410.095324 sec): 3 clusters Score: Raw -22903.257681 + Penalty 922.013243 = -21981.244438 nChanged 2 SP:Iteration 7Q (410.096318 sec): 3 clusters Score: Raw -22905.283336 + Penalty 922.609091 = -21982.674245 nChanged 1 SP:Iteration 8Q (410.097309 sec): 3 clusters Score: Raw -22906.178516 + Penalty 922.479310 = -21983.699206 nChanged 1 SP:Iteration 9Q (410.098299 sec): 3 clusters Score: Raw -22907.826014 + Penalty 922.479310 = -21985.346704 nChanged 0 SP:Iteration 10F (410.099333 sec): 3 clusters Score: Raw -22907.826014 + Penalty 922.479310 = -21985.346704 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 110 (102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (410.100107 sec): 2 clusters Score: Raw -5419.946222 + Penalty 46.757020 = -5373.189202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (410.100507 sec): 3 clusters Score: Raw -5382.621019 + Penalty 97.184359 = -5285.436659 nChanged 36 SP:Iteration 1F (410.100896 sec): 3 clusters Score: Raw -5430.226311 + Penalty 94.044266 = -5336.182045 nChanged 12 SP:Iteration 2F (410.101303 sec): 3 clusters Score: Raw -5440.459557 + Penalty 94.044266 = -5346.415291 nChanged 0 Memory request: 0.04 GB would take us to total of 0.85 GB. Trying to split cluster 123 (9078 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (410.139650 sec): 2 clusters Score: Raw -499982.176019 + Penalty 59.828185 = -499922.347834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (410.156837 sec): 3 clusters Score: Raw -493885.575775 + Penalty 121.372977 = -493764.202798 nChanged 4429 SP:Iteration 1F (410.173723 sec): 3 clusters Score: Raw -497331.157911 + Penalty 121.676187 = -497209.481724 nChanged 755 SP:Iteration 2F (410.190417 sec): 3 clusters Score: Raw -498041.286787 + Penalty 121.561910 = -497919.724877 nChanged 606 SP:Iteration 3F (410.207062 sec): 3 clusters Score: Raw -498600.969834 + Penalty 121.127894 = -498479.841941 nChanged 448 SP:Iteration 4Q (410.223399 sec): 3 clusters Score: Raw -498917.522604 + Penalty 120.621069 = -498796.901535 nChanged 249 SP:Iteration 5Q (410.239518 sec): 3 clusters Score: Raw -499026.799671 + Penalty 120.165613 = -498906.634058 nChanged 160 SP:Iteration 6Q (410.255688 sec): 3 clusters Score: Raw -499074.545899 + Penalty 119.729269 = -498954.816630 nChanged 145 SP:Iteration 7Q (410.271961 sec): 3 clusters Score: Raw -499114.939522 + Penalty 119.315043 = -498995.624479 nChanged 130 SP:Iteration 8Q (410.288186 sec): 3 clusters Score: Raw -499146.273561 + Penalty 118.993360 = -499027.280201 nChanged 103 SP:Iteration 9Q (410.310270 sec): 3 clusters Score: Raw -499167.270003 + Penalty 118.720627 = -499048.549377 nChanged 89 SP:Iteration 10F (410.328956 sec): 3 clusters Score: Raw -499185.226626 + Penalty 118.435742 = -499066.790884 nChanged 89 SP:Iteration 11Q (410.345252 sec): 3 clusters Score: Raw -499202.219004 + Penalty 118.196607 = -499084.022397 nChanged 80 SP:Iteration 12Q (410.361495 sec): 3 clusters Score: Raw -499217.150094 + Penalty 117.981905 = -499099.168190 nChanged 64 SP:Iteration 13Q (410.377815 sec): 3 clusters Score: Raw -499227.473800 + Penalty 117.754518 = -499109.719282 nChanged 71 SP:Iteration 14Q (410.394215 sec): 3 clusters Score: Raw -499240.972583 + Penalty 117.482340 = -499123.490243 nChanged 84 SP:Iteration 15Q (410.410083 sec): 3 clusters Score: Raw -499256.733580 + Penalty 117.275606 = -499139.457975 nChanged 67 SP:Iteration 16Q (410.426260 sec): 3 clusters Score: Raw -499266.781907 + Penalty 117.123561 = -499149.658346 nChanged 59 SP:Iteration 17Q (410.442185 sec): 3 clusters Score: Raw -499274.999150 + Penalty 116.937594 = -499158.061557 nChanged 51 SP:Iteration 18Q (410.458093 sec): 3 clusters Score: Raw -499282.908781 + Penalty 116.723217 = -499166.185564 nChanged 52 SP:Iteration 19Q (410.474342 sec): 3 clusters Score: Raw -499292.115257 + Penalty 116.580208 = -499175.535049 nChanged 52 SP:Iteration 20F (410.490988 sec): 3 clusters Score: Raw -499302.406636 + Penalty 116.437344 = -499185.969292 nChanged 52 SP:Iteration 21Q (410.507283 sec): 3 clusters Score: Raw -499314.486742 + Penalty 116.280771 = -499198.205971 nChanged 55 SP:Iteration 22Q (410.523185 sec): 3 clusters Score: Raw -499325.370936 + Penalty 116.046015 = -499209.324921 nChanged 58 SP:Iteration 23Q (410.539012 sec): 3 clusters Score: Raw -499339.097627 + Penalty 115.899142 = -499223.198486 nChanged 62 SP:Iteration 24Q (410.554836 sec): 3 clusters Score: Raw -499351.044570 + Penalty 115.769351 = -499235.275219 nChanged 50 SP:Iteration 25Q (410.571055 sec): 3 clusters Score: Raw -499359.466406 + Penalty 115.568321 = -499243.898085 nChanged 42 SP:Iteration 26Q (410.587151 sec): 3 clusters Score: Raw -499364.805614 + Penalty 115.498787 = -499249.306826 nChanged 33 SP:Iteration 27Q (410.603964 sec): 3 clusters Score: Raw -499368.996095 + Penalty 115.397734 = -499253.598360 nChanged 38 SP:Iteration 28Q (410.619448 sec): 3 clusters Score: Raw -499373.919421 + Penalty 115.302789 = -499258.616632 nChanged 33 SP:Iteration 29Q (410.635304 sec): 3 clusters Score: Raw -499377.295381 + Penalty 115.263899 = -499262.031481 nChanged 20 SP:Iteration 30F (410.651711 sec): 3 clusters Score: Raw -499378.773795 + Penalty 115.197928 = -499263.575867 nChanged 22 SP:Iteration 31Q (410.667643 sec): 3 clusters Score: Raw -499380.505001 + Penalty 115.163228 = -499265.341773 nChanged 16 SP:Iteration 32Q (410.683398 sec): 3 clusters Score: Raw -499381.823017 + Penalty 115.127530 = -499266.695487 nChanged 15 SP:Iteration 33Q (410.698993 sec): 3 clusters Score: Raw -499382.807540 + Penalty 115.080622 = -499267.726918 nChanged 9 SP:Iteration 34Q (410.714572 sec): 3 clusters Score: Raw -499383.183657 + Penalty 115.064227 = -499268.119430 nChanged 12 SP:Iteration 35Q (410.730888 sec): 3 clusters Score: Raw -499383.548961 + Penalty 115.052728 = -499268.496233 nChanged 7 SP:Iteration 36Q (410.746326 sec): 3 clusters Score: Raw -499383.667943 + Penalty 115.035574 = -499268.632369 nChanged 5 SP:Iteration 37Q (410.761905 sec): 3 clusters Score: Raw -499383.750259 + Penalty 115.030503 = -499268.719756 nChanged 3 SP:Iteration 38Q (410.777578 sec): 3 clusters Score: Raw -499383.793689 + Penalty 115.022661 = -499268.771028 nChanged 4 SP:Iteration 39Q (410.792969 sec): 3 clusters Score: Raw -499383.861978 + Penalty 115.011061 = -499268.850917 nChanged 3 SP:Iteration 40F (410.809885 sec): 3 clusters Score: Raw -499383.904267 + Penalty 115.006332 = -499268.897935 nChanged 3 SP:Iteration 41Q (410.825325 sec): 3 clusters Score: Raw -499383.935628 + Penalty 115.004770 = -499268.930858 nChanged 1 SP:Iteration 42Q (410.841182 sec): 3 clusters Score: Raw -499383.971356 + Penalty 114.994296 = -499268.977060 nChanged 3 SP:Iteration 43Q (410.856692 sec): 3 clusters Score: Raw -499384.007504 + Penalty 114.991182 = -499269.016322 nChanged 2 SP:Iteration 44Q (410.872505 sec): 3 clusters Score: Raw -499384.042913 + Penalty 114.989628 = -499269.053285 nChanged 1 SP:Iteration 45Q (410.888462 sec): 3 clusters Score: Raw -499384.055885 + Penalty 114.988076 = -499269.067809 nChanged 1 SP:Iteration 46Q (410.904330 sec): 3 clusters Score: Raw -499384.062680 + Penalty 114.988076 = -499269.074605 nChanged 0 SP:Iteration 47F (410.920951 sec): 3 clusters Score: Raw -499384.062680 + Penalty 114.988076 = -499269.074605 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 140 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (410.926300 sec): 2 clusters Score: Raw -3764.319574 + Penalty 45.621592 = -3718.697982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (410.926635 sec): 3 clusters Score: Raw -3748.651813 + Penalty 102.904530 = -3645.747283 nChanged 21 SP:Iteration 1F (410.926960 sec): 3 clusters Score: Raw -3774.067194 + Penalty 102.337142 = -3671.730052 nChanged 3 SP:Iteration 2Q (410.927282 sec): 3 clusters Score: Raw -3780.194882 + Penalty 102.337142 = -3677.857740 nChanged 0 SP:Iteration 3F (410.927635 sec): 3 clusters Score: Raw -3780.194882 + Penalty 102.337142 = -3677.857740 nChanged 0 Deleting Class 30 (16 points): Lose 75.465245 but Gain 97.854511 Iteration 278F (412.854832 sec): 44 clusters Score: Raw -4869987.837240 + Penalty 29213.822763 = -4840774.014477 nChanged 17 Iteration 279F (414.729570 sec): 44 clusters Score: Raw -4870016.855869 + Penalty 29213.328499 = -4840803.527370 nChanged 6 Iteration 280F (416.583865 sec): 44 clusters Score: Raw -4870020.585258 + Penalty 29213.657145 = -4840806.928113 nChanged 6 Iteration 281Q (416.917331 sec): 44 clusters Score: Raw -4870020.730472 + Penalty 29213.661724 = -4840807.068749 nChanged 4 Iteration 282Q (417.252678 sec): 44 clusters Score: Raw -4870020.728758 + Penalty 29213.688556 = -4840807.040202 nChanged 1 Iteration 283F (419.104031 sec): 44 clusters Score: Raw -4870020.705402 + Penalty 29213.688556 = -4840807.016846 nChanged 0 Writing temp clu file Memory request: 0.40 GB would take us to total of 0.80 GB. Compute initial score before splitting: Score: Raw -4870020.705402 + Penalty 29213.688556 = -4840807.016846Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 1 (1405 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (419.388846 sec): 2 clusters Score: Raw -87551.320989 + Penalty 443.128814 = -87108.192175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (419.391511 sec): 3 clusters Score: Raw -86729.475857 + Penalty 888.423933 = -85841.051924 nChanged 569 SP:Iteration 1F (419.394163 sec): 3 clusters Score: Raw -87115.374428 + Penalty 890.932384 = -86224.442044 nChanged 147 SP:Iteration 2F (419.396828 sec): 3 clusters Score: Raw -87219.342939 + Penalty 895.329215 = -86324.013725 nChanged 99 SP:Iteration 3F (419.399427 sec): 3 clusters Score: Raw -87317.537753 + Penalty 900.169086 = -86417.368667 nChanged 74 SP:Iteration 4F (419.402025 sec): 3 clusters Score: Raw -87379.646626 + Penalty 906.599360 = -86473.047266 nChanged 65 SP:Iteration 5Q (419.404572 sec): 3 clusters Score: Raw -87434.764134 + Penalty 913.217413 = -86521.546720 nChanged 54 SP:Iteration 6Q (419.407075 sec): 3 clusters Score: Raw -87482.300758 + Penalty 919.750845 = -86562.549912 nChanged 42 SP:Iteration 7Q (419.409551 sec): 3 clusters Score: Raw -87528.836343 + Penalty 926.811888 = -86602.024455 nChanged 42 SP:Iteration 8Q (419.411990 sec): 3 clusters Score: Raw -87569.063819 + Penalty 933.181690 = -86635.882129 nChanged 39 SP:Iteration 9Q (419.414357 sec): 3 clusters Score: Raw -87596.734059 + Penalty 939.163906 = -86657.570153 nChanged 33 SP:Iteration 10F (419.416987 sec): 3 clusters Score: Raw -87617.625962 + Penalty 944.328753 = -86673.297208 nChanged 26 SP:Iteration 11Q (419.419343 sec): 3 clusters Score: Raw -87631.406073 + Penalty 947.376558 = -86684.029515 nChanged 14 SP:Iteration 12Q (419.421693 sec): 3 clusters Score: Raw -87636.506891 + Penalty 948.399320 = -86688.107571 nChanged 8 SP:Iteration 13Q (419.423981 sec): 3 clusters Score: Raw -87639.626087 + Penalty 948.943349 = -86690.682738 nChanged 7 SP:Iteration 14Q (419.426272 sec): 3 clusters Score: Raw -87641.582235 + Penalty 949.459059 = -86692.123175 nChanged 3 SP:Iteration 15Q (419.428598 sec): 3 clusters Score: Raw -87642.359912 + Penalty 949.688330 = -86692.671582 nChanged 2 SP:Iteration 16Q (419.430913 sec): 3 clusters Score: Raw -87642.811072 + Penalty 950.029345 = -86692.781727 nChanged 2 SP:Iteration 17Q (419.433189 sec): 3 clusters Score: Raw -87643.162599 + Penalty 950.029345 = -86693.133254 nChanged 0 SP:Iteration 18F (419.435776 sec): 3 clusters Score: Raw -87643.162599 + Penalty 950.029345 = -86693.133254 nChanged 0 Memory request: 0.07 GB would take us to total of 0.88 GB. Trying to split cluster 2 (15591 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (419.500546 sec): 2 clusters Score: Raw -852562.267829 + Penalty 58.878069 = -852503.389759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (419.529259 sec): 3 clusters Score: Raw -842080.824947 + Penalty 119.622198 = -841961.202749 nChanged 7567 SP:Iteration 1F (419.557698 sec): 3 clusters Score: Raw -847757.665023 + Penalty 121.439298 = -847636.225725 nChanged 1529 SP:Iteration 2F (419.586485 sec): 3 clusters Score: Raw -849384.363364 + Penalty 124.489316 = -849259.874048 nChanged 1516 SP:Iteration 3F (419.614698 sec): 3 clusters Score: Raw -851334.909237 + Penalty 128.225988 = -851206.683249 nChanged 775 SP:Iteration 4Q (419.643524 sec): 3 clusters Score: Raw -852275.925393 + Penalty 132.294505 = -852143.630888 nChanged 196 SP:Iteration 5Q (419.669347 sec): 3 clusters Score: Raw -852476.515267 + Penalty 130.985837 = -852345.529430 nChanged 86 SP:Iteration 6Q (419.691888 sec): 3 clusters Score: Raw -852552.322432 + Penalty 133.459915 = -852418.862517 nChanged 40 SP:Iteration 7Q (419.713346 sec): 3 clusters Score: Raw -852582.449269 + Penalty 136.287110 = -852446.162158 nChanged 20 SP:Iteration 8Q (419.734794 sec): 3 clusters Score: Raw -852595.957498 + Penalty 136.506332 = -852459.451166 nChanged 12 SP:Iteration 9Q (419.756092 sec): 3 clusters Score: Raw -852602.397020 + Penalty 137.789075 = -852464.607945 nChanged 10 SP:Iteration 10F (419.784253 sec): 3 clusters Score: Raw -852607.885225 + Penalty 138.532362 = -852469.352863 nChanged 12 SP:Iteration 11Q (419.805670 sec): 3 clusters Score: Raw -852615.739091 + Penalty 140.278206 = -852475.460885 nChanged 13 SP:Iteration 12Q (419.827125 sec): 3 clusters Score: Raw -852624.361407 + Penalty 139.347551 = -852485.013856 nChanged 8 SP:Iteration 13Q (419.848488 sec): 3 clusters Score: Raw -852629.283128 + Penalty 143.070649 = -852486.212478 nChanged 7 SP:Iteration 14Q (419.869814 sec): 3 clusters Score: Raw -852630.281901 + Penalty 143.070649 = -852487.211252 nChanged 2 SP:Iteration 15Q (419.891476 sec): 3 clusters Score: Raw -852630.365851 + Penalty 143.070649 = -852487.295202 nChanged 0 SP:Iteration 16F (419.919045 sec): 3 clusters Score: Raw -852630.365851 + Penalty 143.070649 = -852487.295202 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 3 (591 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (419.929298 sec): 2 clusters Score: Raw -35386.567395 + Penalty 42.544775 = -35344.022620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (419.930613 sec): 3 clusters Score: Raw -35024.676078 + Penalty 85.201226 = -34939.474852 nChanged 268 SP:Iteration 1F (419.931909 sec): 3 clusters Score: Raw -35321.591852 + Penalty 85.288344 = -35236.303508 nChanged 32 SP:Iteration 2F (419.933212 sec): 3 clusters Score: Raw -35339.319513 + Penalty 85.393038 = -35253.926475 nChanged 15 SP:Iteration 3Q (419.934441 sec): 3 clusters Score: Raw -35343.339431 + Penalty 85.313300 = -35258.026130 nChanged 7 SP:Iteration 4Q (419.935668 sec): 3 clusters Score: Raw -35344.916750 + Penalty 85.382351 = -35259.534399 nChanged 4 SP:Iteration 5Q (419.936898 sec): 3 clusters Score: Raw -35346.057540 + Penalty 85.496072 = -35260.561468 nChanged 7 SP:Iteration 6Q (419.938108 sec): 3 clusters Score: Raw -35349.205450 + Penalty 85.383642 = -35263.821808 nChanged 8 SP:Iteration 7Q (419.939311 sec): 3 clusters Score: Raw -35353.189048 + Penalty 85.286809 = -35267.902239 nChanged 7 SP:Iteration 8Q (419.940487 sec): 3 clusters Score: Raw -35357.672933 + Penalty 85.192394 = -35272.480539 nChanged 10 SP:Iteration 9Q (419.941678 sec): 3 clusters Score: Raw -35361.113743 + Penalty 85.257203 = -35275.856540 nChanged 4 SP:Iteration 10F (419.942956 sec): 3 clusters Score: Raw -35362.212379 + Penalty 85.340861 = -35276.871518 nChanged 3 SP:Iteration 11Q (419.944149 sec): 3 clusters Score: Raw -35363.290706 + Penalty 85.430717 = -35277.859989 nChanged 3 SP:Iteration 12Q (419.945344 sec): 3 clusters Score: Raw -35364.082498 + Penalty 85.544946 = -35278.537552 nChanged 4 SP:Iteration 13Q (419.946526 sec): 3 clusters Score: Raw -35365.465432 + Penalty 85.613882 = -35279.851550 nChanged 2 SP:Iteration 14Q (419.947708 sec): 3 clusters Score: Raw -35365.827266 + Penalty 85.613882 = -35280.213385 nChanged 0 SP:Iteration 15F (419.949005 sec): 3 clusters Score: Raw -35365.827266 + Penalty 85.613882 = -35280.213385 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 4 (1528 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (419.957372 sec): 2 clusters Score: Raw -95239.294068 + Penalty 696.034282 = -94543.259787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (419.960298 sec): 3 clusters Score: Raw -94424.871998 + Penalty 1389.864727 = -93035.007270 nChanged 529 SP:Iteration 1F (419.963135 sec): 3 clusters Score: Raw -94757.197050 + Penalty 1386.938892 = -93370.258158 nChanged 172 SP:Iteration 2F (419.965954 sec): 3 clusters Score: Raw -94927.338129 + Penalty 1384.977326 = -93542.360803 nChanged 150 SP:Iteration 3F (419.968763 sec): 3 clusters Score: Raw -95116.261860 + Penalty 1385.525761 = -93730.736099 nChanged 134 SP:Iteration 4F (419.971571 sec): 3 clusters Score: Raw -95277.491030 + Penalty 1387.532174 = -93889.958857 nChanged 83 SP:Iteration 5F (419.974380 sec): 3 clusters Score: Raw -95365.496887 + Penalty 1390.012800 = -93975.484088 nChanged 49 SP:Iteration 6Q (419.977118 sec): 3 clusters Score: Raw -95399.083862 + Penalty 1390.409740 = -94008.674122 nChanged 35 SP:Iteration 7Q (419.979954 sec): 3 clusters Score: Raw -95420.690337 + Penalty 1392.037366 = -94028.652971 nChanged 29 SP:Iteration 8Q (419.982687 sec): 3 clusters Score: Raw -95435.471211 + Penalty 1394.178308 = -94041.292903 nChanged 16 SP:Iteration 9Q (419.985344 sec): 3 clusters Score: Raw -95441.854457 + Penalty 1394.845559 = -94047.008898 nChanged 7 SP:Iteration 10F (419.988202 sec): 3 clusters Score: Raw -95444.890094 + Penalty 1395.805955 = -94049.084139 nChanged 7 SP:Iteration 11Q (419.990919 sec): 3 clusters Score: Raw -95445.967781 + Penalty 1395.955839 = -94050.011941 nChanged 2 SP:Iteration 12Q (419.993639 sec): 3 clusters Score: Raw -95446.333550 + Penalty 1396.186300 = -94050.147251 nChanged 1 SP:Iteration 13Q (419.996360 sec): 3 clusters Score: Raw -95446.456620 + Penalty 1396.642926 = -94049.813694 nChanged 2 SP:Iteration 14F (419.999235 sec): 3 clusters Score: Raw -95446.899074 + Penalty 1396.642926 = -94050.256149 nChanged 0 Memory request: 0.20 GB would take us to total of 1.00 GB. Trying to split cluster 5 (43911 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (420.207706 sec): 2 clusters Score: Raw -2542564.765829 + Penalty 80.043774 = -2542484.722055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (420.289991 sec): 3 clusters Score: Raw -2512567.532812 + Penalty 160.177969 = -2512407.354843 nChanged 21648 SP:Iteration 1F (420.372173 sec): 3 clusters Score: Raw -2524900.429593 + Penalty 159.414684 = -2524741.014909 nChanged 5109 SP:Iteration 2F (420.454848 sec): 3 clusters Score: Raw -2529095.774935 + Penalty 156.494408 = -2528939.280527 nChanged 4833 SP:Iteration 3F (420.544609 sec): 3 clusters Score: Raw -2534154.359253 + Penalty 155.226271 = -2533999.132982 nChanged 3572 SP:Iteration 4F (420.628186 sec): 3 clusters Score: Raw -2537697.929476 + Penalty 154.425167 = -2537543.504309 nChanged 2232 SP:Iteration 5F (420.711815 sec): 3 clusters Score: Raw -2539854.565194 + Penalty 155.894735 = -2539698.670458 nChanged 1387 SP:Iteration 6Q (420.792256 sec): 3 clusters Score: Raw -2541361.549975 + Penalty 159.076544 = -2541202.473431 nChanged 613 SP:Iteration 7Q (420.865652 sec): 3 clusters Score: Raw -2542428.353998 + Penalty 158.315220 = -2542270.038778 nChanged 55 SP:Iteration 8Q (420.934076 sec): 3 clusters Score: Raw -2542439.963263 + Penalty 158.819900 = -2542281.143364 nChanged 33 SP:Iteration 9Q (421.002005 sec): 3 clusters Score: Raw -2542446.668555 + Penalty 158.347790 = -2542288.320766 nChanged 28 SP:Iteration 10F (421.085747 sec): 3 clusters Score: Raw -2542451.042497 + Penalty 158.065868 = -2542292.976628 nChanged 24 SP:Iteration 11Q (421.153529 sec): 3 clusters Score: Raw -2542454.901647 + Penalty 157.784669 = -2542297.116977 nChanged 27 SP:Iteration 12Q (421.221248 sec): 3 clusters Score: Raw -2542460.532308 + Penalty 158.352780 = -2542302.179528 nChanged 22 SP:Iteration 13Q (421.292205 sec): 3 clusters Score: Raw -2542465.106231 + Penalty 158.196384 = -2542306.909847 nChanged 22 SP:Iteration 14Q (421.365706 sec): 3 clusters Score: Raw -2542471.298714 + Penalty 157.909520 = -2542313.389195 nChanged 24 SP:Iteration 15Q (421.438800 sec): 3 clusters Score: Raw -2542477.345376 + Penalty 157.947276 = -2542319.398100 nChanged 16 SP:Iteration 16Q (421.511464 sec): 3 clusters Score: Raw -2542479.750269 + Penalty 157.046040 = -2542322.704229 nChanged 12 SP:Iteration 17Q (421.589944 sec): 3 clusters Score: Raw -2542482.277414 + Penalty 156.060939 = -2542326.216475 nChanged 17 SP:Iteration 18Q (421.662902 sec): 3 clusters Score: Raw -2542486.698381 + Penalty 155.369400 = -2542331.328981 nChanged 22 SP:Iteration 19Q (421.735831 sec): 3 clusters Score: Raw -2542493.592257 + Penalty 155.249660 = -2542338.342597 nChanged 20 SP:Iteration 20F (421.825038 sec): 3 clusters Score: Raw -2542500.070702 + Penalty 153.557177 = -2542346.513525 nChanged 30 SP:Iteration 21Q (421.897263 sec): 3 clusters Score: Raw -2542511.008595 + Penalty 153.631124 = -2542357.377470 nChanged 28 SP:Iteration 22Q (421.969442 sec): 3 clusters Score: Raw -2542520.701867 + Penalty 154.113239 = -2542366.588627 nChanged 21 SP:Iteration 23Q (422.041763 sec): 3 clusters Score: Raw -2542525.980856 + Penalty 154.394350 = -2542371.586507 nChanged 13 SP:Iteration 24Q (422.113827 sec): 3 clusters Score: Raw -2542528.940848 + Penalty 155.186639 = -2542373.754209 nChanged 16 SP:Iteration 25Q (422.186608 sec): 3 clusters Score: Raw -2542532.867926 + Penalty 154.970390 = -2542377.897536 nChanged 12 SP:Iteration 26Q (422.259187 sec): 3 clusters Score: Raw -2542534.888896 + Penalty 155.499680 = -2542379.389215 nChanged 8 SP:Iteration 27Q (422.332980 sec): 3 clusters Score: Raw -2542536.950364 + Penalty 155.973411 = -2542380.976953 nChanged 6 SP:Iteration 28Q (422.404958 sec): 3 clusters Score: Raw -2542538.042703 + Penalty 156.380053 = -2542381.662650 nChanged 8 SP:Iteration 29Q (422.476598 sec): 3 clusters Score: Raw -2542539.506873 + Penalty 156.363166 = -2542383.143707 nChanged 7 SP:Iteration 30F (422.565736 sec): 3 clusters Score: Raw -2542540.536719 + Penalty 155.693617 = -2542384.843102 nChanged 5 SP:Iteration 31Q (422.637666 sec): 3 clusters Score: Raw -2542541.107357 + Penalty 155.887791 = -2542385.219566 nChanged 2 SP:Iteration 32Q (422.710648 sec): 3 clusters Score: Raw -2542541.257986 + Penalty 156.011255 = -2542385.246731 nChanged 2 SP:Iteration 33Q (422.782710 sec): 3 clusters Score: Raw -2542541.407066 + Penalty 156.011255 = -2542385.395811 nChanged 0 SP:Iteration 34F (422.872169 sec): 3 clusters Score: Raw -2542541.407066 + Penalty 156.011255 = -2542385.395811 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 6 (898 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (422.900359 sec): 2 clusters Score: Raw -52631.315287 + Penalty 1000.167983 = -51631.147304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (422.902125 sec): 3 clusters Score: Raw -52317.230235 + Penalty 2000.727625 = -50316.502610 nChanged 265 SP:Iteration 1F (422.903859 sec): 3 clusters Score: Raw -52547.453395 + Penalty 2000.666408 = -50546.786987 nChanged 74 SP:Iteration 2F (422.905646 sec): 3 clusters Score: Raw -52632.030469 + Penalty 2000.236396 = -50631.794073 nChanged 49 SP:Iteration 3F (422.907406 sec): 3 clusters Score: Raw -52688.974056 + Penalty 1999.908462 = -50689.065595 nChanged 23 SP:Iteration 4Q (422.909126 sec): 3 clusters Score: Raw -52714.380889 + Penalty 1999.638112 = -50714.742777 nChanged 16 SP:Iteration 5Q (422.910844 sec): 3 clusters Score: Raw -52726.210112 + Penalty 1999.753987 = -50726.456125 nChanged 11 SP:Iteration 6Q (422.912545 sec): 3 clusters Score: Raw -52733.853391 + Penalty 1999.777178 = -50734.076213 nChanged 6 SP:Iteration 7Q (422.914235 sec): 3 clusters Score: Raw -52735.867751 + Penalty 1999.821714 = -50736.046037 nChanged 2 SP:Iteration 8Q (422.915978 sec): 3 clusters Score: Raw -52737.542745 + Penalty 1999.756705 = -50737.786040 nChanged 4 SP:Iteration 9Q (422.917667 sec): 3 clusters Score: Raw -52742.656705 + Penalty 1999.707787 = -50742.948918 nChanged 5 SP:Iteration 10F (422.919461 sec): 3 clusters Score: Raw -52746.647982 + Penalty 1999.639419 = -50747.008563 nChanged 4 SP:Iteration 11Q (422.921184 sec): 3 clusters Score: Raw -52752.108550 + Penalty 1999.639419 = -50752.469131 nChanged 0 SP:Iteration 12F (422.922912 sec): 3 clusters Score: Raw -52752.108550 + Penalty 1999.639419 = -50752.469131 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 7 (425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (422.926699 sec): 2 clusters Score: Raw -27952.911576 + Penalty 489.738379 = -27463.173197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (422.927658 sec): 3 clusters Score: Raw -27784.390514 + Penalty 982.913039 = -26801.477475 nChanged 121 SP:Iteration 1F (422.928598 sec): 3 clusters Score: Raw -27871.960085 + Penalty 986.014397 = -26885.945689 nChanged 29 SP:Iteration 2F (422.929541 sec): 3 clusters Score: Raw -27889.927916 + Penalty 987.877339 = -26902.050577 nChanged 19 SP:Iteration 3Q (422.930475 sec): 3 clusters Score: Raw -27905.370428 + Penalty 989.893565 = -26915.476863 nChanged 15 SP:Iteration 4Q (422.931406 sec): 3 clusters Score: Raw -27919.132685 + Penalty 993.860461 = -26925.272224 nChanged 13 SP:Iteration 5Q (422.932336 sec): 3 clusters Score: Raw -27940.805109 + Penalty 995.350315 = -26945.454795 nChanged 16 SP:Iteration 6Q (422.933262 sec): 3 clusters Score: Raw -27958.145630 + Penalty 998.730835 = -26959.414795 nChanged 15 SP:Iteration 7Q (422.934183 sec): 3 clusters Score: Raw -27971.045141 + Penalty 1004.145334 = -26966.899807 nChanged 10 SP:Iteration 8Q (422.935102 sec): 3 clusters Score: Raw -27978.559158 + Penalty 1008.850455 = -26969.708703 nChanged 10 SP:Iteration 9Q (422.936018 sec): 3 clusters Score: Raw -27990.349405 + Penalty 1011.811188 = -26978.538216 nChanged 8 SP:Iteration 10F (422.936953 sec): 3 clusters Score: Raw -27996.107067 + Penalty 1014.631911 = -26981.475156 nChanged 6 SP:Iteration 11Q (422.937861 sec): 3 clusters Score: Raw -27999.299038 + Penalty 1017.441636 = -26981.857402 nChanged 6 SP:Iteration 12Q (422.938768 sec): 3 clusters Score: Raw -28005.195084 + Penalty 1023.806926 = -26981.388158 nChanged 7 SP:Iteration 13F (422.939707 sec): 3 clusters Score: Raw -28013.243760 + Penalty 1020.839137 = -26992.404623 nChanged 6 SP:Iteration 14Q (422.940610 sec): 3 clusters Score: Raw -28019.220417 + Penalty 1019.340789 = -26999.879628 nChanged 5 SP:Iteration 15Q (422.941505 sec): 3 clusters Score: Raw -28023.707800 + Penalty 1016.254924 = -27007.452876 nChanged 6 SP:Iteration 16Q (422.942398 sec): 3 clusters Score: Raw -28028.185806 + Penalty 1019.631604 = -27008.554202 nChanged 6 SP:Iteration 17Q (422.943290 sec): 3 clusters Score: Raw -28035.702313 + Penalty 1018.037837 = -27017.664476 nChanged 3 SP:Iteration 18Q (422.944210 sec): 3 clusters Score: Raw -28041.891831 + Penalty 1016.951146 = -27024.940685 nChanged 1 SP:Iteration 19Q (422.945087 sec): 3 clusters Score: Raw -28044.364959 + Penalty 1016.951146 = -27027.413813 nChanged 0 SP:Iteration 20F (422.946045 sec): 3 clusters Score: Raw -28044.364959 + Penalty 1016.951146 = -27027.413813 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 8 (290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (422.947859 sec): 2 clusters Score: Raw -16479.553913 + Penalty 158.532511 = -16321.021402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (422.948586 sec): 3 clusters Score: Raw -16340.325864 + Penalty 321.488936 = -16018.836928 nChanged 104 SP:Iteration 1F (422.949302 sec): 3 clusters Score: Raw -16407.825879 + Penalty 333.876310 = -16073.949569 nChanged 33 SP:Iteration 2F (422.950045 sec): 3 clusters Score: Raw -16447.015430 + Penalty 350.965293 = -16096.050137 nChanged 36 SP:Iteration 3F (422.950754 sec): 3 clusters Score: Raw -16493.353853 + Penalty 365.756685 = -16127.597169 nChanged 21 SP:Iteration 4F (422.951462 sec): 3 clusters Score: Raw -16520.860779 + Penalty 375.676438 = -16145.184341 nChanged 5 SP:Iteration 5Q (422.952137 sec): 3 clusters Score: Raw -16525.659214 + Penalty 383.366973 = -16142.292241 nChanged 2 SP:Iteration 6F (422.952845 sec): 3 clusters Score: Raw -16527.211836 + Penalty 385.636237 = -16141.575599 nChanged 2 SP:Iteration 7F (422.953552 sec): 3 clusters Score: Raw -16528.633208 + Penalty 386.618180 = -16142.015029 nChanged 1 SP:Iteration 8Q (422.954213 sec): 3 clusters Score: Raw -16528.843556 + Penalty 386.618180 = -16142.225376 nChanged 0 SP:Iteration 9F (422.954920 sec): 3 clusters Score: Raw -16528.843556 + Penalty 386.618180 = -16142.225376 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 9 (644 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (422.957229 sec): 2 clusters Score: Raw -36626.932153 + Penalty 160.068762 = -36466.863391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (422.958584 sec): 3 clusters Score: Raw -36308.706051 + Penalty 310.041237 = -35998.664814 nChanged 264 SP:Iteration 1F (422.959921 sec): 3 clusters Score: Raw -36555.372368 + Penalty 303.969113 = -36251.403255 nChanged 62 SP:Iteration 2F (422.961276 sec): 3 clusters Score: Raw -36610.978063 + Penalty 299.380500 = -36311.597563 nChanged 33 SP:Iteration 3F (422.962660 sec): 3 clusters Score: Raw -36634.014857 + Penalty 291.019349 = -36342.995508 nChanged 19 SP:Iteration 4Q (422.964047 sec): 3 clusters Score: Raw -36644.118998 + Penalty 291.113261 = -36353.005737 nChanged 9 SP:Iteration 5Q (422.965430 sec): 3 clusters Score: Raw -36646.681309 + Penalty 291.402193 = -36355.279116 nChanged 8 SP:Iteration 6Q (422.966812 sec): 3 clusters Score: Raw -36648.980124 + Penalty 292.326462 = -36356.653662 nChanged 6 SP:Iteration 7Q (422.968148 sec): 3 clusters Score: Raw -36650.646410 + Penalty 292.748615 = -36357.897795 nChanged 4 SP:Iteration 8Q (422.969449 sec): 3 clusters Score: Raw -36651.743147 + Penalty 292.319139 = -36359.424008 nChanged 5 SP:Iteration 9Q (422.970774 sec): 3 clusters Score: Raw -36652.992279 + Penalty 291.501487 = -36361.490792 nChanged 4 SP:Iteration 10F (422.972103 sec): 3 clusters Score: Raw -36653.549628 + Penalty 291.559605 = -36361.990023 nChanged 2 SP:Iteration 11Q (422.973422 sec): 3 clusters Score: Raw -36653.834764 + Penalty 290.993629 = -36362.841135 nChanged 2 SP:Iteration 12Q (422.974743 sec): 3 clusters Score: Raw -36654.074719 + Penalty 291.257701 = -36362.817018 nChanged 1 SP:Iteration 13F (422.976090 sec): 3 clusters Score: Raw -36654.152864 + Penalty 291.530167 = -36362.622697 nChanged 1 SP:Iteration 14F (422.977479 sec): 3 clusters Score: Raw -36654.196439 + Penalty 291.530167 = -36362.666272 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 10 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (422.978357 sec): 2 clusters Score: Raw -6516.414542 + Penalty 40.247331 = -6476.167211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (422.978794 sec): 3 clusters Score: Raw -6462.998343 + Penalty 80.504055 = -6382.494287 nChanged 42 SP:Iteration 1F (422.979225 sec): 3 clusters Score: Raw -6485.302312 + Penalty 80.721696 = -6404.580617 nChanged 10 SP:Iteration 2F (422.979652 sec): 3 clusters Score: Raw -6494.666055 + Penalty 80.459998 = -6414.206057 nChanged 9 SP:Iteration 3F (422.980078 sec): 3 clusters Score: Raw -6507.003856 + Penalty 80.720785 = -6426.283071 nChanged 10 SP:Iteration 4F (422.980503 sec): 3 clusters Score: Raw -6514.772147 + Penalty 80.578690 = -6434.193457 nChanged 1 SP:Iteration 5Q (422.980917 sec): 3 clusters Score: Raw -6515.759555 + Penalty 80.578690 = -6435.180865 nChanged 0 SP:Iteration 6F (422.981374 sec): 3 clusters Score: Raw -6515.759555 + Penalty 80.578690 = -6435.180865 nChanged 0 Memory request: 0.01 GB would take us to total of 0.82 GB. Trying to split cluster 11 (1865 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (422.987926 sec): 2 clusters Score: Raw -111078.517615 + Penalty 145.181644 = -110933.335971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (422.991542 sec): 3 clusters Score: Raw -109911.261049 + Penalty 283.306803 = -109627.954245 nChanged 861 SP:Iteration 1F (422.995006 sec): 3 clusters Score: Raw -110620.574150 + Penalty 284.345765 = -110336.228386 nChanged 150 SP:Iteration 2F (422.998428 sec): 3 clusters Score: Raw -110727.253371 + Penalty 287.952408 = -110439.300963 nChanged 84 SP:Iteration 3Q (423.001877 sec): 3 clusters Score: Raw -110828.479298 + Penalty 290.971197 = -110537.508100 nChanged 55 SP:Iteration 4Q (423.005233 sec): 3 clusters Score: Raw -110922.221164 + Penalty 293.310160 = -110628.911004 nChanged 43 SP:Iteration 5Q (423.008406 sec): 3 clusters Score: Raw -110973.424105 + Penalty 294.351286 = -110679.072820 nChanged 19 SP:Iteration 6Q (423.011469 sec): 3 clusters Score: Raw -110982.066744 + Penalty 293.166972 = -110688.899772 nChanged 17 SP:Iteration 7Q (423.014584 sec): 3 clusters Score: Raw -110986.924072 + Penalty 294.186747 = -110692.737325 nChanged 23 SP:Iteration 8Q (423.017611 sec): 3 clusters Score: Raw -110995.598794 + Penalty 296.948267 = -110698.650526 nChanged 17 SP:Iteration 9Q (423.020573 sec): 3 clusters Score: Raw -111001.899256 + Penalty 296.378691 = -110705.520564 nChanged 15 SP:Iteration 10F (423.023981 sec): 3 clusters Score: Raw -111007.605796 + Penalty 299.901975 = -110707.703820 nChanged 17 SP:Iteration 11Q (423.026901 sec): 3 clusters Score: Raw -111014.006707 + Penalty 300.258362 = -110713.748345 nChanged 19 SP:Iteration 12Q (423.029820 sec): 3 clusters Score: Raw -111022.047830 + Penalty 296.682187 = -110725.365643 nChanged 15 SP:Iteration 13Q (423.032714 sec): 3 clusters Score: Raw -111028.447784 + Penalty 298.678645 = -110729.769139 nChanged 11 SP:Iteration 14Q (423.035577 sec): 3 clusters Score: Raw -111031.597009 + Penalty 300.114709 = -110731.482301 nChanged 8 SP:Iteration 15Q (423.038437 sec): 3 clusters Score: Raw -111033.821165 + Penalty 302.718328 = -110731.102836 nChanged 7 SP:Iteration 16F (423.041846 sec): 3 clusters Score: Raw -111035.642771 + Penalty 301.311152 = -110734.331619 nChanged 6 SP:Iteration 17Q (423.044722 sec): 3 clusters Score: Raw -111037.384144 + Penalty 297.113839 = -110740.270304 nChanged 8 SP:Iteration 18Q (423.047551 sec): 3 clusters Score: Raw -111039.983482 + Penalty 298.561022 = -110741.422459 nChanged 5 SP:Iteration 19Q (423.050489 sec): 3 clusters Score: Raw -111040.980066 + Penalty 295.114052 = -110745.866015 nChanged 6 SP:Iteration 20F (423.053955 sec): 3 clusters Score: Raw -111043.784567 + Penalty 297.153116 = -110746.631451 nChanged 3 SP:Iteration 21Q (423.056770 sec): 3 clusters Score: Raw -111045.273660 + Penalty 299.398379 = -110745.875281 nChanged 4 SP:Iteration 22F (423.060185 sec): 3 clusters Score: Raw -111046.277846 + Penalty 298.439631 = -110747.838214 nChanged 8 SP:Iteration 23Q (423.063054 sec): 3 clusters Score: Raw -111049.836505 + Penalty 299.512099 = -110750.324407 nChanged 4 SP:Iteration 24Q (423.066052 sec): 3 clusters Score: Raw -111051.182112 + Penalty 303.603911 = -110747.578201 nChanged 5 SP:Iteration 25F (423.069634 sec): 3 clusters Score: Raw -111052.604061 + Penalty 303.488047 = -110749.116013 nChanged 4 SP:Iteration 26Q (423.072409 sec): 3 clusters Score: Raw -111053.370489 + Penalty 299.418767 = -110753.951723 nChanged 3 SP:Iteration 27Q (423.075179 sec): 3 clusters Score: Raw -111054.963295 + Penalty 296.362862 = -110758.600433 nChanged 3 SP:Iteration 28Q (423.077966 sec): 3 clusters Score: Raw -111056.804728 + Penalty 298.423691 = -110758.381037 nChanged 2 SP:Iteration 29F (423.081373 sec): 3 clusters Score: Raw -111057.917564 + Penalty 299.660940 = -110758.256625 nChanged 1 SP:Iteration 30F (423.084940 sec): 3 clusters Score: Raw -111058.171547 + Penalty 302.268708 = -110755.902839 nChanged 2 SP:Iteration 31F (423.088375 sec): 3 clusters Score: Raw -111058.877452 + Penalty 306.038478 = -110752.838974 nChanged 3 SP:Iteration 32F (423.091812 sec): 3 clusters Score: Raw -111060.988584 + Penalty 305.256199 = -110755.732386 nChanged 3 SP:Iteration 33Q (423.094588 sec): 3 clusters Score: Raw -111063.476614 + Penalty 301.721819 = -110761.754795 nChanged 5 SP:Iteration 34Q (423.097336 sec): 3 clusters Score: Raw -111068.320155 + Penalty 300.360340 = -110767.959815 nChanged 2 SP:Iteration 35Q (423.100124 sec): 3 clusters Score: Raw -111069.071982 + Penalty 300.360340 = -110768.711642 nChanged 0 SP:Iteration 36F (423.103668 sec): 3 clusters Score: Raw -111069.071982 + Penalty 300.360340 = -110768.711642 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 12 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (423.107214 sec): 2 clusters Score: Raw -7777.756092 + Penalty 340.705446 = -7437.050647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (423.107755 sec): 3 clusters Score: Raw -7799.907796 + Penalty 687.092539 = -7112.815258 nChanged 46 SP:Iteration 1F (423.108296 sec): 3 clusters Score: Raw -7875.177392 + Penalty 690.845876 = -7184.331515 nChanged 10 SP:Iteration 2F (423.108817 sec): 3 clusters Score: Raw -7895.428295 + Penalty 698.580655 = -7196.847640 nChanged 7 SP:Iteration 3Q (423.109322 sec): 3 clusters Score: Raw -7905.889654 + Penalty 698.023274 = -7207.866379 nChanged 5 SP:Iteration 4Q (423.109819 sec): 3 clusters Score: Raw -7914.153038 + Penalty 693.036684 = -7221.116354 nChanged 3 SP:Iteration 5Q (423.110313 sec): 3 clusters Score: Raw -7922.115018 + Penalty 693.036684 = -7229.078334 nChanged 0 SP:Iteration 6F (423.110831 sec): 3 clusters Score: Raw -7922.115018 + Penalty 693.036684 = -7229.078334 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 13 (577 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (423.112976 sec): 2 clusters Score: Raw -24376.207403 + Penalty 945.569351 = -23430.638053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (423.114203 sec): 3 clusters Score: Raw -24338.521727 + Penalty 1887.185552 = -22451.336175 nChanged 162 SP:Iteration 1F (423.115409 sec): 3 clusters Score: Raw -24644.232945 + Penalty 1883.047833 = -22761.185111 nChanged 42 SP:Iteration 2F (423.116635 sec): 3 clusters Score: Raw -24731.846319 + Penalty 1882.616125 = -22849.230194 nChanged 18 SP:Iteration 3Q (423.117776 sec): 3 clusters Score: Raw -24794.054911 + Penalty 1882.818796 = -22911.236114 nChanged 25 SP:Iteration 4Q (423.118901 sec): 3 clusters Score: Raw -24888.146813 + Penalty 1884.975496 = -23003.171317 nChanged 24 SP:Iteration 5Q (423.120019 sec): 3 clusters Score: Raw -24937.654959 + Penalty 1886.875267 = -23050.779692 nChanged 12 SP:Iteration 6Q (423.121127 sec): 3 clusters Score: Raw -24955.211295 + Penalty 1889.154661 = -23066.056634 nChanged 11 SP:Iteration 7Q (423.122218 sec): 3 clusters Score: Raw -24967.994238 + Penalty 1891.016721 = -23076.977517 nChanged 8 SP:Iteration 8Q (423.123333 sec): 3 clusters Score: Raw -24975.291674 + Penalty 1892.999970 = -23082.291704 nChanged 8 SP:Iteration 9Q (423.124445 sec): 3 clusters Score: Raw -24979.864821 + Penalty 1893.462635 = -23086.402187 nChanged 2 SP:Iteration 10F (423.125648 sec): 3 clusters Score: Raw -24980.475636 + Penalty 1894.038023 = -23086.437613 nChanged 2 SP:Iteration 11Q (423.126751 sec): 3 clusters Score: Raw -24985.175085 + Penalty 1895.039603 = -23090.135482 nChanged 3 SP:Iteration 12Q (423.127855 sec): 3 clusters Score: Raw -24997.217665 + Penalty 1895.792705 = -23101.424960 nChanged 3 SP:Iteration 13Q (423.128955 sec): 3 clusters Score: Raw -25000.605593 + Penalty 1896.076487 = -23104.529107 nChanged 1 SP:Iteration 14Q (423.130055 sec): 3 clusters Score: Raw -25001.187147 + Penalty 1896.076487 = -23105.110660 nChanged 0 SP:Iteration 15F (423.131289 sec): 3 clusters Score: Raw -25001.187147 + Penalty 1896.076487 = -23105.110660 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 14 (232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (423.132499 sec): 2 clusters Score: Raw -13577.662259 + Penalty 351.015361 = -13226.646898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (423.133122 sec): 3 clusters Score: Raw -13506.760025 + Penalty 710.481699 = -12796.278326 nChanged 64 SP:Iteration 1F (423.133733 sec): 3 clusters Score: Raw -13567.128427 + Penalty 724.436889 = -12842.691538 nChanged 22 SP:Iteration 2F (423.134343 sec): 3 clusters Score: Raw -13606.401711 + Penalty 744.108900 = -12862.292811 nChanged 19 SP:Iteration 3F (423.134953 sec): 3 clusters Score: Raw -13627.767878 + Penalty 755.811904 = -12871.955974 nChanged 9 SP:Iteration 4Q (423.135549 sec): 3 clusters Score: Raw -13637.876009 + Penalty 763.386840 = -12874.489169 nChanged 5 SP:Iteration 5Q (423.136143 sec): 3 clusters Score: Raw -13641.975134 + Penalty 769.966964 = -12872.008170 nChanged 3 SP:Iteration 6F (423.136752 sec): 3 clusters Score: Raw -13645.982504 + Penalty 777.216146 = -12868.766358 nChanged 4 SP:Iteration 7F (423.137360 sec): 3 clusters Score: Raw -13651.274666 + Penalty 779.945916 = -12871.328750 nChanged 2 SP:Iteration 8Q (423.137951 sec): 3 clusters Score: Raw -13652.620114 + Penalty 781.874539 = -12870.745575 nChanged 1 SP:Iteration 9F (423.138561 sec): 3 clusters Score: Raw -13653.468746 + Penalty 781.874539 = -12871.594207 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 15 (923 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (423.143242 sec): 2 clusters Score: Raw -59244.392784 + Penalty 519.073672 = -58725.319112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (423.145136 sec): 3 clusters Score: Raw -58792.373551 + Penalty 1037.386414 = -57754.987137 nChanged 328 SP:Iteration 1F (423.146919 sec): 3 clusters Score: Raw -58998.703214 + Penalty 1042.147410 = -57956.555804 nChanged 103 SP:Iteration 2F (423.148698 sec): 3 clusters Score: Raw -59115.671865 + Penalty 1046.522754 = -58069.149111 nChanged 85 SP:Iteration 3F (423.150524 sec): 3 clusters Score: Raw -59223.852913 + Penalty 1054.200557 = -58169.652356 nChanged 69 SP:Iteration 4F (423.152327 sec): 3 clusters Score: Raw -59287.115614 + Penalty 1060.695533 = -58226.420081 nChanged 54 SP:Iteration 5F (423.154106 sec): 3 clusters Score: Raw -59337.478742 + Penalty 1068.721652 = -58268.757090 nChanged 45 SP:Iteration 6Q (423.155850 sec): 3 clusters Score: Raw -59369.686594 + Penalty 1072.579348 = -58297.107246 nChanged 20 SP:Iteration 7Q (423.157646 sec): 3 clusters Score: Raw -59382.412987 + Penalty 1074.827339 = -58307.585649 nChanged 13 SP:Iteration 8Q (423.159486 sec): 3 clusters Score: Raw -59392.345320 + Penalty 1077.721690 = -58314.623629 nChanged 13 SP:Iteration 9Q (423.161275 sec): 3 clusters Score: Raw -59401.361837 + Penalty 1080.301272 = -58321.060566 nChanged 7 SP:Iteration 10F (423.163130 sec): 3 clusters Score: Raw -59407.044968 + Penalty 1080.211149 = -58326.833819 nChanged 6 SP:Iteration 11Q (423.165092 sec): 3 clusters Score: Raw -59412.209288 + Penalty 1080.524082 = -58331.685206 nChanged 5 SP:Iteration 12Q (423.166906 sec): 3 clusters Score: Raw -59418.717377 + Penalty 1081.232110 = -58337.485267 nChanged 7 SP:Iteration 13Q (423.168739 sec): 3 clusters Score: Raw -59428.779305 + Penalty 1081.016880 = -58347.762425 nChanged 5 SP:Iteration 14Q (423.170575 sec): 3 clusters Score: Raw -59435.759687 + Penalty 1081.512037 = -58354.247650 nChanged 3 SP:Iteration 15Q (423.172329 sec): 3 clusters Score: Raw -59438.025672 + Penalty 1082.277238 = -58355.748434 nChanged 2 SP:Iteration 16Q (423.174010 sec): 3 clusters Score: Raw -59438.842000 + Penalty 1082.277238 = -58356.564762 nChanged 0 SP:Iteration 17F (423.175780 sec): 3 clusters Score: Raw -59438.842000 + Penalty 1082.277238 = -58356.564762 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 16 (803 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (423.179808 sec): 2 clusters Score: Raw -47204.401862 + Penalty 492.218989 = -46712.182873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (423.181464 sec): 3 clusters Score: Raw -46817.150878 + Penalty 1006.055558 = -45811.095320 nChanged 288 SP:Iteration 1F (423.183067 sec): 3 clusters Score: Raw -47139.386339 + Penalty 1065.529951 = -46073.856388 nChanged 137 SP:Iteration 2F (423.184651 sec): 3 clusters Score: Raw -47328.473266 + Penalty 1099.350572 = -46229.122694 nChanged 54 SP:Iteration 3F (423.186232 sec): 3 clusters Score: Raw -47389.557738 + Penalty 1109.375370 = -46280.182368 nChanged 25 SP:Iteration 4Q (423.187745 sec): 3 clusters Score: Raw -47422.297970 + Penalty 1117.761989 = -46304.535981 nChanged 13 SP:Iteration 5Q (423.189286 sec): 3 clusters Score: Raw -47435.859080 + Penalty 1122.437437 = -46313.421643 nChanged 5 SP:Iteration 6Q (423.190792 sec): 3 clusters Score: Raw -47440.777758 + Penalty 1124.046166 = -46316.731592 nChanged 4 SP:Iteration 7Q (423.192281 sec): 3 clusters Score: Raw -47445.081551 + Penalty 1124.176845 = -46320.904706 nChanged 1 SP:Iteration 8Q (423.193750 sec): 3 clusters Score: Raw -47445.514819 + Penalty 1124.176845 = -46321.337974 nChanged 0 SP:Iteration 9F (423.195376 sec): 3 clusters Score: Raw -47445.514819 + Penalty 1124.176845 = -46321.337974 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 17 (498 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (423.198332 sec): 2 clusters Score: Raw -31173.078708 + Penalty 714.991118 = -30458.087590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (423.199427 sec): 3 clusters Score: Raw -31023.720838 + Penalty 1428.715182 = -29595.005656 nChanged 116 SP:Iteration 1F (423.200498 sec): 3 clusters Score: Raw -31134.495227 + Penalty 1430.780738 = -29703.714489 nChanged 38 SP:Iteration 2F (423.201565 sec): 3 clusters Score: Raw -31179.237946 + Penalty 1431.110710 = -29748.127236 nChanged 27 SP:Iteration 3F (423.202631 sec): 3 clusters Score: Raw -31221.692169 + Penalty 1431.747408 = -29789.944761 nChanged 22 SP:Iteration 4Q (423.203685 sec): 3 clusters Score: Raw -31253.502239 + Penalty 1429.141006 = -29824.361233 nChanged 15 SP:Iteration 5Q (423.204729 sec): 3 clusters Score: Raw -31271.595215 + Penalty 1429.030533 = -29842.564682 nChanged 8 SP:Iteration 6Q (423.205772 sec): 3 clusters Score: Raw -31279.508173 + Penalty 1429.828713 = -29849.679460 nChanged 6 SP:Iteration 7Q (423.206811 sec): 3 clusters Score: Raw -31287.241010 + Penalty 1431.369120 = -29855.871890 nChanged 7 SP:Iteration 8Q (423.207850 sec): 3 clusters Score: Raw -31297.170897 + Penalty 1432.463874 = -29864.707023 nChanged 9 SP:Iteration 9Q (423.208884 sec): 3 clusters Score: Raw -31306.143780 + Penalty 1431.308901 = -29874.834878 nChanged 4 SP:Iteration 10F (423.209954 sec): 3 clusters Score: Raw -31312.848890 + Penalty 1430.384669 = -29882.464221 nChanged 2 SP:Iteration 11Q (423.210987 sec): 3 clusters Score: Raw -31313.910145 + Penalty 1430.775670 = -29883.134475 nChanged 1 SP:Iteration 12Q (423.212019 sec): 3 clusters Score: Raw -31314.241533 + Penalty 1430.775670 = -29883.465863 nChanged 0 SP:Iteration 13F (423.213083 sec): 3 clusters Score: Raw -31314.241533 + Penalty 1430.775670 = -29883.465863 nChanged 0 Memory request: 0.01 GB would take us to total of 0.82 GB. Trying to split cluster 18 (2212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (423.223811 sec): 2 clusters Score: Raw -131927.164059 + Penalty 553.006665 = -131374.157394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (423.227924 sec): 3 clusters Score: Raw -130614.166558 + Penalty 1106.271306 = -129507.895252 nChanged 881 SP:Iteration 1F (423.232016 sec): 3 clusters Score: Raw -131121.775177 + Penalty 1104.374246 = -130017.400932 nChanged 307 SP:Iteration 2F (423.236158 sec): 3 clusters Score: Raw -131343.945936 + Penalty 1101.588629 = -130242.357307 nChanged 188 SP:Iteration 3F (423.240173 sec): 3 clusters Score: Raw -131491.630080 + Penalty 1099.643101 = -130391.986979 nChanged 153 SP:Iteration 4F (423.244191 sec): 3 clusters Score: Raw -131612.800844 + Penalty 1103.049635 = -130509.751209 nChanged 132 SP:Iteration 5F (423.248263 sec): 3 clusters Score: Raw -131716.634549 + Penalty 1108.936567 = -130607.697982 nChanged 106 SP:Iteration 6Q (423.252367 sec): 3 clusters Score: Raw -131811.869230 + Penalty 1115.451070 = -130696.418159 nChanged 87 SP:Iteration 7Q (423.256296 sec): 3 clusters Score: Raw -131904.458054 + Penalty 1120.208634 = -130784.249419 nChanged 58 SP:Iteration 8Q (423.260099 sec): 3 clusters Score: Raw -131959.305327 + Penalty 1121.801585 = -130837.503742 nChanged 28 SP:Iteration 9Q (423.263860 sec): 3 clusters Score: Raw -131977.284296 + Penalty 1126.654015 = -130850.630282 nChanged 25 SP:Iteration 10F (423.268246 sec): 3 clusters Score: Raw -131986.891867 + Penalty 1127.270697 = -130859.621170 nChanged 13 SP:Iteration 11Q (423.272220 sec): 3 clusters Score: Raw -131991.483517 + Penalty 1129.472316 = -130862.011201 nChanged 12 SP:Iteration 12Q (423.275909 sec): 3 clusters Score: Raw -131995.221316 + Penalty 1132.059617 = -130863.161699 nChanged 10 SP:Iteration 13Q (423.279583 sec): 3 clusters Score: Raw -131998.891493 + Penalty 1134.866369 = -130864.025124 nChanged 8 SP:Iteration 14Q (423.283246 sec): 3 clusters Score: Raw -132001.180122 + Penalty 1135.879189 = -130865.300933 nChanged 5 SP:Iteration 15Q (423.286920 sec): 3 clusters Score: Raw -132002.121271 + Penalty 1136.874751 = -130865.246519 nChanged 3 SP:Iteration 16F (423.290914 sec): 3 clusters Score: Raw -132002.850872 + Penalty 1136.874751 = -130865.976121 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 19 (713 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (423.294805 sec): 2 clusters Score: Raw -42726.949506 + Penalty 461.216366 = -42265.733139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (423.296283 sec): 3 clusters Score: Raw -42353.417737 + Penalty 931.336280 = -41422.081456 nChanged 243 SP:Iteration 1F (423.297737 sec): 3 clusters Score: Raw -42506.470486 + Penalty 952.843708 = -41553.626778 nChanged 100 SP:Iteration 2F (423.299200 sec): 3 clusters Score: Raw -42620.561618 + Penalty 978.149319 = -41642.412299 nChanged 64 SP:Iteration 3F (423.300641 sec): 3 clusters Score: Raw -42699.888703 + Penalty 994.555788 = -41705.332915 nChanged 43 SP:Iteration 4F (423.302074 sec): 3 clusters Score: Raw -42742.010480 + Penalty 1006.465027 = -41735.545453 nChanged 22 SP:Iteration 5Q (423.303482 sec): 3 clusters Score: Raw -42759.133529 + Penalty 1014.600069 = -41744.533459 nChanged 13 SP:Iteration 6Q (423.304892 sec): 3 clusters Score: Raw -42770.760779 + Penalty 1022.767058 = -41747.993721 nChanged 8 SP:Iteration 7Q (423.306263 sec): 3 clusters Score: Raw -42781.748510 + Penalty 1032.568542 = -41749.179968 nChanged 6 SP:Iteration 8Q (423.307610 sec): 3 clusters Score: Raw -42789.614903 + Penalty 1038.005533 = -41751.609370 nChanged 2 SP:Iteration 9Q (423.308965 sec): 3 clusters Score: Raw -42792.324764 + Penalty 1044.761148 = -41747.563616 nChanged 2 SP:Iteration 10F (423.310404 sec): 3 clusters Score: Raw -42795.447052 + Penalty 1051.112216 = -41744.334836 nChanged 1 SP:Iteration 11F (423.311847 sec): 3 clusters Score: Raw -42796.118154 + Penalty 1053.089411 = -41743.028743 nChanged 1 SP:Iteration 12F (423.313303 sec): 3 clusters Score: Raw -42797.123406 + Penalty 1063.190853 = -41733.932553 nChanged 2 SP:Iteration 13F (423.314741 sec): 3 clusters Score: Raw -42799.909615 + Penalty 1069.520960 = -41730.388655 nChanged 3 SP:Iteration 14F (423.316167 sec): 3 clusters Score: Raw -42802.992228 + Penalty 1069.209966 = -41733.782262 nChanged 2 SP:Iteration 15Q (423.317491 sec): 3 clusters Score: Raw -42806.918000 + Penalty 1069.103922 = -41737.814078 nChanged 3 SP:Iteration 16Q (423.318796 sec): 3 clusters Score: Raw -42810.850448 + Penalty 1071.082916 = -41739.767532 nChanged 1 SP:Iteration 17Q (423.320113 sec): 3 clusters Score: Raw -42812.456979 + Penalty 1073.922750 = -41738.534229 nChanged 1 SP:Iteration 18F (423.321585 sec): 3 clusters Score: Raw -42813.612922 + Penalty 1077.753098 = -41735.859824 nChanged 2 SP:Iteration 19F (423.323146 sec): 3 clusters Score: Raw -42816.841487 + Penalty 1079.671120 = -41737.170367 nChanged 2 SP:Iteration 20F (423.324783 sec): 3 clusters Score: Raw -42820.744346 + Penalty 1087.616726 = -41733.127621 nChanged 2 SP:Iteration 21F (423.326353 sec): 3 clusters Score: Raw -42823.893239 + Penalty 1088.700077 = -41735.193161 nChanged 1 SP:Iteration 22Q (423.327710 sec): 3 clusters Score: Raw -42824.841837 + Penalty 1088.700077 = -41736.141760 nChanged 0 SP:Iteration 23F (423.329270 sec): 3 clusters Score: Raw -42824.841837 + Penalty 1088.700077 = -41736.141760 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 20 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (423.329984 sec): 2 clusters Score: Raw -4433.478058 + Penalty 23.251694 = -4410.226364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (423.330279 sec): 3 clusters Score: Raw -4395.363819 + Penalty 46.786889 = -4348.576931 nChanged 34 SP:Iteration 1F (423.330577 sec): 3 clusters Score: Raw -4420.863499 + Penalty 47.052478 = -4373.811021 nChanged 4 SP:Iteration 2F (423.330875 sec): 3 clusters Score: Raw -4423.486524 + Penalty 47.232300 = -4376.254225 nChanged 2 SP:Iteration 3Q (423.331167 sec): 3 clusters Score: Raw -4424.045025 + Penalty 47.232300 = -4376.812725 nChanged 0 SP:Iteration 4F (423.331463 sec): 3 clusters Score: Raw -4424.045025 + Penalty 47.232300 = -4376.812725 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 21 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (423.332641 sec): 2 clusters Score: Raw -8135.127903 + Penalty 42.554581 = -8092.573322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (423.333115 sec): 3 clusters Score: Raw -8051.288376 + Penalty 82.118130 = -7969.170246 nChanged 54 SP:Iteration 1F (423.333572 sec): 3 clusters Score: Raw -8085.524457 + Penalty 80.339146 = -8005.185311 nChanged 15 SP:Iteration 2F (423.334014 sec): 3 clusters Score: Raw -8101.448031 + Penalty 81.828636 = -8019.619395 nChanged 19 SP:Iteration 3F (423.334455 sec): 3 clusters Score: Raw -8122.483626 + Penalty 68.674845 = -8053.808781 nChanged 10 SP:Iteration 4F (423.334874 sec): 3 clusters Score: Raw -8132.150668 + Penalty 42.554581 = -8089.596087 nChanged 2 SP:Iteration 5Q (423.335247 sec): 2 clusters Score: Raw -8135.127903 + Penalty 42.554581 = -8092.573322 nChanged 0 SP:Iteration 6F (423.335618 sec): 2 clusters Score: Raw -8135.127903 + Penalty 42.554581 = -8092.573322 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 22 (207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (423.337445 sec): 2 clusters Score: Raw -11734.206232 + Penalty 44.622599 = -11689.583633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (423.338031 sec): 3 clusters Score: Raw -11618.891858 + Penalty 88.490601 = -11530.401257 nChanged 88 SP:Iteration 1F (423.338597 sec): 3 clusters Score: Raw -11686.281874 + Penalty 91.009614 = -11595.272260 nChanged 24 SP:Iteration 2F (423.339161 sec): 3 clusters Score: Raw -11722.541989 + Penalty 93.682330 = -11628.859659 nChanged 17 SP:Iteration 3F (423.339727 sec): 3 clusters Score: Raw -11753.973404 + Penalty 92.198337 = -11661.775067 nChanged 3 SP:Iteration 4Q (423.340247 sec): 3 clusters Score: Raw -11757.017397 + Penalty 91.444616 = -11665.572781 nChanged 3 SP:Iteration 5Q (423.340765 sec): 3 clusters Score: Raw -11758.002710 + Penalty 90.650533 = -11667.352176 nChanged 3 SP:Iteration 6Q (423.341317 sec): 3 clusters Score: Raw -11759.969293 + Penalty 89.710619 = -11670.258674 nChanged 5 SP:Iteration 7Q (423.341841 sec): 3 clusters Score: Raw -11763.514551 + Penalty 89.187103 = -11674.327448 nChanged 4 SP:Iteration 8Q (423.342385 sec): 3 clusters Score: Raw -11765.175842 + Penalty 88.869711 = -11676.306131 nChanged 2 SP:Iteration 9Q (423.342916 sec): 3 clusters Score: Raw -11765.693627 + Penalty 88.742368 = -11676.951259 nChanged 3 SP:Iteration 10F (423.343494 sec): 3 clusters Score: Raw -11766.235218 + Penalty 89.249339 = -11676.985879 nChanged 4 SP:Iteration 11Q (423.344029 sec): 3 clusters Score: Raw -11769.494922 + Penalty 88.823730 = -11680.671193 nChanged 4 SP:Iteration 12Q (423.344564 sec): 3 clusters Score: Raw -11771.028307 + Penalty 88.708475 = -11682.319831 nChanged 1 SP:Iteration 13Q (423.345100 sec): 3 clusters Score: Raw -11771.269852 + Penalty 88.962113 = -11682.307739 nChanged 1 SP:Iteration 14F (423.345678 sec): 3 clusters Score: Raw -11771.578071 + Penalty 87.808460 = -11683.769611 nChanged 3 SP:Iteration 15Q (423.346200 sec): 3 clusters Score: Raw -11778.009606 + Penalty 87.745435 = -11690.264170 nChanged 1 SP:Iteration 16Q (423.346721 sec): 3 clusters Score: Raw -11778.088214 + Penalty 87.745435 = -11690.342779 nChanged 0 SP:Iteration 17F (423.347282 sec): 3 clusters Score: Raw -11778.088214 + Penalty 87.745435 = -11690.342779 nChanged 0 Score: Raw -4905226.594541 + Penalty 29305.812467 = -4875920.782073 Splitting cluster 22 changes total score from -4840807.016846 to -4875920.782073 So it's getting split into cluster 30. Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 23 (188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (425.206564 sec): 2 clusters Score: Raw -8894.993046 + Penalty 557.833666 = -8337.159380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (425.207126 sec): 3 clusters Score: Raw -8935.825604 + Penalty 1114.578399 = -7821.247205 nChanged 33 SP:Iteration 1F (425.207676 sec): 3 clusters Score: Raw -8990.174251 + Penalty 1115.178906 = -7874.995345 nChanged 4 SP:Iteration 2Q (425.208207 sec): 3 clusters Score: Raw -8994.443357 + Penalty 1114.785031 = -7879.658326 nChanged 1 SP:Iteration 3Q (425.208735 sec): 3 clusters Score: Raw -8996.528562 + Penalty 1114.785031 = -7881.743531 nChanged 0 SP:Iteration 4F (425.209280 sec): 3 clusters Score: Raw -8996.528562 + Penalty 1114.785031 = -7881.743531 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 24 (83 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (425.210024 sec): 2 clusters Score: Raw -4330.864457 + Penalty 29.251496 = -4301.612960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (425.210384 sec): 3 clusters Score: Raw -4292.898934 + Penalty 62.342230 = -4230.556704 nChanged 35 SP:Iteration 1F (425.210738 sec): 3 clusters Score: Raw -4316.903531 + Penalty 65.481286 = -4251.422245 nChanged 5 SP:Iteration 2F (425.211103 sec): 3 clusters Score: Raw -4319.619869 + Penalty 67.041117 = -4252.578751 nChanged 2 SP:Iteration 3Q (425.211460 sec): 3 clusters Score: Raw -4322.136187 + Penalty 69.295743 = -4252.840444 nChanged 2 SP:Iteration 4Q (425.211811 sec): 3 clusters Score: Raw -4333.967340 + Penalty 69.295743 = -4264.671597 nChanged 0 SP:Iteration 5F (425.212167 sec): 3 clusters Score: Raw -4333.967340 + Penalty 69.295743 = -4264.671597 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 25 (642 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (425.214529 sec): 2 clusters Score: Raw -37085.082478 + Penalty 1008.053634 = -36077.028844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (425.216003 sec): 3 clusters Score: Raw -36938.627579 + Penalty 2016.013118 = -34922.614461 nChanged 179 SP:Iteration 1F (425.217441 sec): 3 clusters Score: Raw -37135.416577 + Penalty 2015.994918 = -35119.421659 nChanged 38 SP:Iteration 2F (425.218906 sec): 3 clusters Score: Raw -37182.526603 + Penalty 2016.038918 = -35166.487685 nChanged 20 SP:Iteration 3Q (425.220262 sec): 3 clusters Score: Raw -37214.720148 + Penalty 2016.000628 = -35198.719521 nChanged 26 SP:Iteration 4Q (425.221562 sec): 3 clusters Score: Raw -37256.722921 + Penalty 2016.011326 = -35240.711595 nChanged 25 SP:Iteration 5Q (425.222887 sec): 3 clusters Score: Raw -37303.490815 + Penalty 2016.152416 = -35287.338399 nChanged 24 SP:Iteration 6Q (425.224189 sec): 3 clusters Score: Raw -37346.474452 + Penalty 2016.208064 = -35330.266388 nChanged 21 SP:Iteration 7Q (425.225485 sec): 3 clusters Score: Raw -37382.946782 + Penalty 2016.242600 = -35366.704183 nChanged 21 SP:Iteration 8Q (425.226777 sec): 3 clusters Score: Raw -37421.004396 + Penalty 2016.328902 = -35404.675494 nChanged 15 SP:Iteration 9Q (425.228060 sec): 3 clusters Score: Raw -37444.447611 + Penalty 2016.535410 = -35427.912201 nChanged 16 SP:Iteration 10F (425.229412 sec): 3 clusters Score: Raw -37482.667036 + Penalty 2016.216474 = -35466.450562 nChanged 17 SP:Iteration 11Q (425.230697 sec): 3 clusters Score: Raw -37512.456726 + Penalty 2016.247948 = -35496.208777 nChanged 9 SP:Iteration 12Q (425.231975 sec): 3 clusters Score: Raw -37528.211816 + Penalty 2016.229994 = -35511.981822 nChanged 5 SP:Iteration 13Q (425.233247 sec): 3 clusters Score: Raw -37534.471247 + Penalty 2016.285392 = -35518.185856 nChanged 5 SP:Iteration 14Q (425.234497 sec): 3 clusters Score: Raw -37542.649341 + Penalty 2016.285392 = -35526.363949 nChanged 2 SP:Iteration 15Q (425.235751 sec): 3 clusters Score: Raw -37550.987719 + Penalty 2016.141004 = -35534.846715 nChanged 5 SP:Iteration 16Q (425.237039 sec): 3 clusters Score: Raw -37564.976842 + Penalty 2016.075861 = -35548.900981 nChanged 7 SP:Iteration 17Q (425.238303 sec): 3 clusters Score: Raw -37574.741651 + Penalty 2015.934623 = -35558.807027 nChanged 4 SP:Iteration 18Q (425.239564 sec): 3 clusters Score: Raw -37582.728039 + Penalty 2015.934623 = -35566.793415 nChanged 2 SP:Iteration 19Q (425.240942 sec): 3 clusters Score: Raw -37588.658438 + Penalty 2015.978443 = -35572.679994 nChanged 2 SP:Iteration 20F (425.242385 sec): 3 clusters Score: Raw -37598.724490 + Penalty 2015.814806 = -35582.909684 nChanged 6 SP:Iteration 21Q (425.243716 sec): 3 clusters Score: Raw -37619.168907 + Penalty 2015.861963 = -35603.306945 nChanged 7 SP:Iteration 22Q (425.244994 sec): 3 clusters Score: Raw -37629.613695 + Penalty 2015.861973 = -35613.751722 nChanged 9 SP:Iteration 23Q (425.246273 sec): 3 clusters Score: Raw -37652.034383 + Penalty 2015.831494 = -35636.202889 nChanged 6 SP:Iteration 24Q (425.247530 sec): 3 clusters Score: Raw -37667.183270 + Penalty 2015.837047 = -35651.346223 nChanged 3 SP:Iteration 25Q (425.248787 sec): 3 clusters Score: Raw -37670.658239 + Penalty 2015.837047 = -35654.821191 nChanged 0 SP:Iteration 26F (425.250145 sec): 3 clusters Score: Raw -37670.658239 + Penalty 2015.837047 = -35654.821191 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 26 (719 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (425.252653 sec): 2 clusters Score: Raw -45082.670223 + Penalty 423.454398 = -44659.215825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (425.254205 sec): 3 clusters Score: Raw -44691.023676 + Penalty 848.274369 = -43842.749306 nChanged 278 SP:Iteration 1F (425.255754 sec): 3 clusters Score: Raw -44850.518122 + Penalty 849.887352 = -44000.630770 nChanged 78 SP:Iteration 2F (425.257261 sec): 3 clusters Score: Raw -44905.985649 + Penalty 853.032146 = -44052.953503 nChanged 56 SP:Iteration 3F (425.258747 sec): 3 clusters Score: Raw -44959.095295 + Penalty 857.570031 = -44101.525263 nChanged 41 SP:Iteration 4F (425.260220 sec): 3 clusters Score: Raw -44996.982457 + Penalty 861.858854 = -44135.123603 nChanged 28 SP:Iteration 5Q (425.261665 sec): 3 clusters Score: Raw -45021.861068 + Penalty 865.247252 = -44156.613816 nChanged 18 SP:Iteration 6Q (425.263162 sec): 3 clusters Score: Raw -45033.346687 + Penalty 867.339791 = -44166.006896 nChanged 12 SP:Iteration 7Q (425.264596 sec): 3 clusters Score: Raw -45041.333977 + Penalty 868.295511 = -44173.038466 nChanged 7 SP:Iteration 8Q (425.266012 sec): 3 clusters Score: Raw -45045.542052 + Penalty 867.726940 = -44177.815112 nChanged 8 SP:Iteration 9Q (425.267402 sec): 3 clusters Score: Raw -45048.488811 + Penalty 869.513967 = -44178.974844 nChanged 7 SP:Iteration 10F (425.268851 sec): 3 clusters Score: Raw -45051.002587 + Penalty 871.310761 = -44179.691825 nChanged 5 SP:Iteration 11Q (425.270254 sec): 3 clusters Score: Raw -45053.091764 + Penalty 874.337816 = -44178.753948 nChanged 9 SP:Iteration 12F (425.271707 sec): 3 clusters Score: Raw -45057.058909 + Penalty 877.234384 = -44179.824525 nChanged 7 SP:Iteration 13Q (425.273107 sec): 3 clusters Score: Raw -45059.642614 + Penalty 881.194187 = -44178.448426 nChanged 7 SP:Iteration 14F (425.274575 sec): 3 clusters Score: Raw -45062.110793 + Penalty 882.389857 = -44179.720936 nChanged 2 SP:Iteration 15Q (425.275965 sec): 3 clusters Score: Raw -45062.498484 + Penalty 882.981994 = -44179.516490 nChanged 3 SP:Iteration 16F (425.277444 sec): 3 clusters Score: Raw -45063.544047 + Penalty 883.778451 = -44179.765596 nChanged 3 SP:Iteration 17Q (425.278810 sec): 3 clusters Score: Raw -45064.938460 + Penalty 885.068189 = -44179.870271 nChanged 4 SP:Iteration 18Q (425.280167 sec): 3 clusters Score: Raw -45066.595038 + Penalty 887.100506 = -44179.494532 nChanged 4 SP:Iteration 19F (425.281609 sec): 3 clusters Score: Raw -45067.874248 + Penalty 887.100506 = -44180.773742 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 27 (598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (425.283749 sec): 2 clusters Score: Raw -37363.735802 + Penalty 356.233742 = -37007.502060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (425.285055 sec): 3 clusters Score: Raw -37037.737361 + Penalty 708.953256 = -36328.784105 nChanged 232 SP:Iteration 1F (425.286335 sec): 3 clusters Score: Raw -37157.297312 + Penalty 703.828438 = -36453.468874 nChanged 79 SP:Iteration 2F (425.287620 sec): 3 clusters Score: Raw -37203.285680 + Penalty 699.701367 = -36503.584313 nChanged 39 SP:Iteration 3F (425.288904 sec): 3 clusters Score: Raw -37230.887957 + Penalty 695.894206 = -36534.993751 nChanged 35 SP:Iteration 4F (425.290172 sec): 3 clusters Score: Raw -37256.490358 + Penalty 692.030980 = -36564.459378 nChanged 35 SP:Iteration 5F (425.291429 sec): 3 clusters Score: Raw -37284.641959 + Penalty 690.939501 = -36593.702459 nChanged 33 SP:Iteration 6F (425.292704 sec): 3 clusters Score: Raw -37316.553959 + Penalty 697.502838 = -36619.051121 nChanged 26 SP:Iteration 7Q (425.293968 sec): 3 clusters Score: Raw -37335.092642 + Penalty 704.268074 = -36630.824568 nChanged 19 SP:Iteration 8Q (425.295218 sec): 3 clusters Score: Raw -37352.362329 + Penalty 714.643581 = -36637.718748 nChanged 21 SP:Iteration 9Q (425.296483 sec): 3 clusters Score: Raw -37374.697924 + Penalty 727.832031 = -36646.865893 nChanged 11 SP:Iteration 10F (425.297739 sec): 3 clusters Score: Raw -37385.463906 + Penalty 735.523891 = -36649.940015 nChanged 6 SP:Iteration 11Q (425.298987 sec): 3 clusters Score: Raw -37390.983106 + Penalty 745.337020 = -36645.646086 nChanged 5 SP:Iteration 12F (425.300239 sec): 3 clusters Score: Raw -37397.874008 + Penalty 745.467536 = -36652.406472 nChanged 2 SP:Iteration 13Q (425.301490 sec): 3 clusters Score: Raw -37405.076405 + Penalty 756.030988 = -36649.045417 nChanged 3 SP:Iteration 14F (425.302738 sec): 3 clusters Score: Raw -37412.195020 + Penalty 756.030988 = -36656.164032 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 28 (131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (425.303626 sec): 2 clusters Score: Raw -7765.458844 + Penalty 45.109903 = -7720.348941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (425.304100 sec): 3 clusters Score: Raw -7697.970493 + Penalty 93.080090 = -7604.890404 nChanged 51 SP:Iteration 1F (425.304536 sec): 3 clusters Score: Raw -7747.747503 + Penalty 96.361667 = -7651.385836 nChanged 8 SP:Iteration 2F (425.304973 sec): 3 clusters Score: Raw -7752.861081 + Penalty 99.789115 = -7653.071966 nChanged 7 SP:Iteration 3F (425.305408 sec): 3 clusters Score: Raw -7760.556881 + Penalty 106.553450 = -7654.003431 nChanged 7 SP:Iteration 4F (425.305842 sec): 3 clusters Score: Raw -7769.085348 + Penalty 116.508122 = -7652.577226 nChanged 5 SP:Iteration 5F (425.306292 sec): 3 clusters Score: Raw -7773.102619 + Penalty 120.395881 = -7652.706738 nChanged 2 SP:Iteration 6Q (425.306718 sec): 3 clusters Score: Raw -7773.791256 + Penalty 120.395881 = -7653.395375 nChanged 0 SP:Iteration 7F (425.307167 sec): 3 clusters Score: Raw -7773.791256 + Penalty 120.395881 = -7653.395375 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 29 (111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (425.307975 sec): 2 clusters Score: Raw -6272.481771 + Penalty 41.660967 = -6230.820805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (425.308409 sec): 3 clusters Score: Raw -6220.997104 + Penalty 84.078782 = -6136.918323 nChanged 39 SP:Iteration 1F (425.308814 sec): 3 clusters Score: Raw -6244.687851 + Penalty 87.924205 = -6156.763647 nChanged 17 SP:Iteration 2F (425.309219 sec): 3 clusters Score: Raw -6266.264549 + Penalty 97.571779 = -6168.692770 nChanged 13 SP:Iteration 3F (425.309622 sec): 3 clusters Score: Raw -6281.119502 + Penalty 101.171663 = -6179.947839 nChanged 5 SP:Iteration 4Q (425.310022 sec): 3 clusters Score: Raw -6287.670689 + Penalty 99.646983 = -6188.023706 nChanged 2 SP:Iteration 5Q (425.310414 sec): 3 clusters Score: Raw -6291.269338 + Penalty 100.477733 = -6190.791605 nChanged 2 SP:Iteration 6Q (425.310798 sec): 3 clusters Score: Raw -6293.324872 + Penalty 99.127996 = -6194.196876 nChanged 1 SP:Iteration 7Q (425.311173 sec): 3 clusters Score: Raw -6293.925980 + Penalty 91.390199 = -6202.535781 nChanged 1 SP:Iteration 8Q (425.311548 sec): 3 clusters Score: Raw -6295.500141 + Penalty 91.390199 = -6204.109942 nChanged 0 SP:Iteration 9F (425.311951 sec): 3 clusters Score: Raw -6295.500141 + Penalty 91.390199 = -6204.109942 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 31 (317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (425.313980 sec): 2 clusters Score: Raw -17485.643764 + Penalty 778.892752 = -16706.751012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (425.314769 sec): 3 clusters Score: Raw -17455.974379 + Penalty 1555.254888 = -15900.719492 nChanged 72 SP:Iteration 1F (425.315541 sec): 3 clusters Score: Raw -17569.708303 + Penalty 1548.357742 = -16021.350562 nChanged 27 SP:Iteration 2F (425.316327 sec): 3 clusters Score: Raw -17624.458721 + Penalty 1539.689575 = -16084.769146 nChanged 22 SP:Iteration 3F (425.317094 sec): 3 clusters Score: Raw -17671.054182 + Penalty 1538.548459 = -16132.505723 nChanged 7 SP:Iteration 4Q (425.317832 sec): 3 clusters Score: Raw -17689.272580 + Penalty 1540.230192 = -16149.042388 nChanged 4 SP:Iteration 5Q (425.318569 sec): 3 clusters Score: Raw -17695.564356 + Penalty 1540.209920 = -16155.354436 nChanged 3 SP:Iteration 6Q (425.319304 sec): 3 clusters Score: Raw -17703.272928 + Penalty 1540.383606 = -16162.889322 nChanged 1 SP:Iteration 7Q (425.320038 sec): 3 clusters Score: Raw -17706.756338 + Penalty 1540.383606 = -16166.372733 nChanged 0 SP:Iteration 8F (425.320803 sec): 3 clusters Score: Raw -17706.756338 + Penalty 1540.383606 = -16166.372733 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 32 (316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (425.322236 sec): 2 clusters Score: Raw -21066.594048 + Penalty 525.971497 = -20540.622552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (425.323053 sec): 3 clusters Score: Raw -20949.652857 + Penalty 1049.828359 = -19899.824498 nChanged 78 SP:Iteration 1F (425.323821 sec): 3 clusters Score: Raw -21014.014801 + Penalty 1053.078449 = -19960.936352 nChanged 26 SP:Iteration 2F (425.324585 sec): 3 clusters Score: Raw -21047.750055 + Penalty 1053.065306 = -19994.684748 nChanged 15 SP:Iteration 3Q (425.325343 sec): 3 clusters Score: Raw -21062.341597 + Penalty 1055.027001 = -20007.314597 nChanged 6 SP:Iteration 4Q (425.326099 sec): 3 clusters Score: Raw -21068.303890 + Penalty 1055.001835 = -20013.302055 nChanged 4 SP:Iteration 5Q (425.326853 sec): 3 clusters Score: Raw -21071.727177 + Penalty 1054.357828 = -20017.369350 nChanged 2 SP:Iteration 6Q (425.327607 sec): 3 clusters Score: Raw -21073.168315 + Penalty 1055.615625 = -20017.552690 nChanged 2 SP:Iteration 7Q (425.328362 sec): 3 clusters Score: Raw -21074.086242 + Penalty 1056.504450 = -20017.581793 nChanged 1 SP:Iteration 8Q (425.329114 sec): 3 clusters Score: Raw -21075.191563 + Penalty 1059.088471 = -20016.103093 nChanged 3 SP:Iteration 9F (425.329872 sec): 3 clusters Score: Raw -21079.421610 + Penalty 1066.363395 = -20013.058215 nChanged 5 SP:Iteration 10F (425.330630 sec): 3 clusters Score: Raw -21084.507669 + Penalty 1070.470920 = -20014.036750 nChanged 4 SP:Iteration 11Q (425.331378 sec): 3 clusters Score: Raw -21089.498672 + Penalty 1071.671444 = -20017.827228 nChanged 4 SP:Iteration 12Q (425.332120 sec): 3 clusters Score: Raw -21093.872160 + Penalty 1079.494115 = -20014.378044 nChanged 6 SP:Iteration 13F (425.332867 sec): 3 clusters Score: Raw -21103.376276 + Penalty 1081.675765 = -20021.700512 nChanged 2 SP:Iteration 14Q (425.333603 sec): 3 clusters Score: Raw -21106.577782 + Penalty 1082.678640 = -20023.899141 nChanged 2 SP:Iteration 15Q (425.334336 sec): 3 clusters Score: Raw -21110.906831 + Penalty 1082.328814 = -20028.578017 nChanged 1 SP:Iteration 16Q (425.335064 sec): 3 clusters Score: Raw -21112.676471 + Penalty 1083.129267 = -20029.547204 nChanged 1 SP:Iteration 17Q (425.335788 sec): 3 clusters Score: Raw -21113.829018 + Penalty 1083.129267 = -20030.699751 nChanged 0 SP:Iteration 18F (425.336539 sec): 3 clusters Score: Raw -21113.829018 + Penalty 1083.129267 = -20030.699751 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 33 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (425.337512 sec): 2 clusters Score: Raw -8623.332661 + Penalty 73.329710 = -8550.002950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (425.338025 sec): 3 clusters Score: Raw -8545.117473 + Penalty 158.406632 = -8386.710841 nChanged 68 SP:Iteration 1F (425.338531 sec): 3 clusters Score: Raw -8618.258062 + Penalty 172.821583 = -8445.436479 nChanged 22 SP:Iteration 2F (425.339036 sec): 3 clusters Score: Raw -8665.633069 + Penalty 174.390956 = -8491.242113 nChanged 5 SP:Iteration 3Q (425.339503 sec): 3 clusters Score: Raw -8669.057151 + Penalty 176.228044 = -8492.829107 nChanged 1 SP:Iteration 4Q (425.339970 sec): 3 clusters Score: Raw -8669.272864 + Penalty 176.228044 = -8493.044819 nChanged 0 SP:Iteration 5F (425.340473 sec): 3 clusters Score: Raw -8669.272864 + Penalty 176.228044 = -8493.044819 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 34 (532 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (425.342412 sec): 2 clusters Score: Raw -35890.402016 + Penalty 600.831901 = -35289.570115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (425.343569 sec): 3 clusters Score: Raw -35664.486336 + Penalty 1202.993163 = -34461.493173 nChanged 168 SP:Iteration 1F (425.344701 sec): 3 clusters Score: Raw -35811.448931 + Penalty 1206.739721 = -34604.709210 nChanged 54 SP:Iteration 2F (425.345853 sec): 3 clusters Score: Raw -35875.763994 + Penalty 1212.276864 = -34663.487131 nChanged 38 SP:Iteration 3F (425.347004 sec): 3 clusters Score: Raw -35913.981049 + Penalty 1214.611138 = -34699.369910 nChanged 14 SP:Iteration 4Q (425.348162 sec): 3 clusters Score: Raw -35925.946615 + Penalty 1215.858493 = -34710.088122 nChanged 10 SP:Iteration 5Q (425.349280 sec): 3 clusters Score: Raw -35935.798561 + Penalty 1217.329921 = -34718.468641 nChanged 7 SP:Iteration 6Q (425.350400 sec): 3 clusters Score: Raw -35941.462363 + Penalty 1218.797879 = -34722.664484 nChanged 7 SP:Iteration 7Q (425.351515 sec): 3 clusters Score: Raw -35947.718504 + Penalty 1219.205414 = -34728.513090 nChanged 6 SP:Iteration 8Q (425.352628 sec): 3 clusters Score: Raw -35951.915398 + Penalty 1218.524352 = -34733.391046 nChanged 1 SP:Iteration 9Q (425.353749 sec): 3 clusters Score: Raw -35952.139773 + Penalty 1218.524352 = -34733.615421 nChanged 0 SP:Iteration 10F (425.354876 sec): 3 clusters Score: Raw -35952.139773 + Penalty 1218.524352 = -34733.615421 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 37 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (425.355675 sec): 2 clusters Score: Raw -4265.346170 + Penalty 273.776907 = -3991.569263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (425.356072 sec): 3 clusters Score: Raw -4322.753179 + Penalty 560.947573 = -3761.805605 nChanged 14 SP:Iteration 1F (425.356461 sec): 3 clusters Score: Raw -4355.596211 + Penalty 573.164512 = -3782.431699 nChanged 6 SP:Iteration 2F (425.356850 sec): 3 clusters Score: Raw -4365.921090 + Penalty 580.645761 = -3785.275329 nChanged 3 SP:Iteration 3Q (425.357221 sec): 3 clusters Score: Raw -4370.285740 + Penalty 586.082989 = -3784.202751 nChanged 2 SP:Iteration 4F (425.357611 sec): 3 clusters Score: Raw -4373.103743 + Penalty 586.082989 = -3787.020754 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 42 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (425.358420 sec): 2 clusters Score: Raw -5977.717674 + Penalty 487.678215 = -5490.039458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (425.358816 sec): 3 clusters Score: Raw -6022.948907 + Penalty 975.356431 = -5047.592477 nChanged 6 SP:Iteration 1F (425.359202 sec): 3 clusters Score: Raw -6036.854008 + Penalty 976.634817 = -5060.219192 nChanged 2 SP:Iteration 2Q (425.359580 sec): 3 clusters Score: Raw -6040.770474 + Penalty 976.634817 = -5064.135657 nChanged 0 SP:Iteration 3F (425.359969 sec): 3 clusters Score: Raw -6040.770474 + Penalty 976.634817 = -5064.135657 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 50 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (425.360626 sec): 2 clusters Score: Raw -3216.091302 + Penalty 39.340706 = -3176.750596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (425.360941 sec): 3 clusters Score: Raw -3187.867077 + Penalty 79.464349 = -3108.402728 nChanged 17 SP:Iteration 1F (425.361249 sec): 3 clusters Score: Raw -3210.648803 + Penalty 79.939025 = -3130.709778 nChanged 2 SP:Iteration 2Q (425.361545 sec): 3 clusters Score: Raw -3214.070189 + Penalty 79.939025 = -3134.131164 nChanged 0 SP:Iteration 3F (425.361852 sec): 3 clusters Score: Raw -3214.070189 + Penalty 79.939025 = -3134.131164 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 57 (604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (425.363981 sec): 2 clusters Score: Raw -34579.755644 + Penalty 846.926566 = -33732.829078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (425.365235 sec): 3 clusters Score: Raw -34370.142614 + Penalty 1694.529151 = -32675.613463 nChanged 145 SP:Iteration 1F (425.366468 sec): 3 clusters Score: Raw -34511.297397 + Penalty 1694.292164 = -32817.005234 nChanged 52 SP:Iteration 2F (425.367700 sec): 3 clusters Score: Raw -34582.797152 + Penalty 1693.605916 = -32889.191236 nChanged 37 SP:Iteration 3F (425.368966 sec): 3 clusters Score: Raw -34645.383749 + Penalty 1692.395374 = -32952.988375 nChanged 28 SP:Iteration 4Q (425.370231 sec): 3 clusters Score: Raw -34675.025385 + Penalty 1691.255934 = -32983.769450 nChanged 16 SP:Iteration 5Q (425.371446 sec): 3 clusters Score: Raw -34692.200164 + Penalty 1690.516390 = -33001.683774 nChanged 14 SP:Iteration 6Q (425.372661 sec): 3 clusters Score: Raw -34706.547679 + Penalty 1690.002999 = -33016.544681 nChanged 5 SP:Iteration 7Q (425.373869 sec): 3 clusters Score: Raw -34711.831583 + Penalty 1689.284773 = -33022.546810 nChanged 5 SP:Iteration 8Q (425.375077 sec): 3 clusters Score: Raw -34718.550365 + Penalty 1689.037123 = -33029.513242 nChanged 4 SP:Iteration 9Q (425.376285 sec): 3 clusters Score: Raw -34723.874353 + Penalty 1688.976899 = -33034.897454 nChanged 4 SP:Iteration 10F (425.377544 sec): 3 clusters Score: Raw -34727.929063 + Penalty 1688.758936 = -33039.170128 nChanged 3 SP:Iteration 11Q (425.378768 sec): 3 clusters Score: Raw -34731.804876 + Penalty 1688.621836 = -33043.183040 nChanged 2 SP:Iteration 12Q (425.379995 sec): 3 clusters Score: Raw -34735.331373 + Penalty 1688.307395 = -33047.023978 nChanged 1 SP:Iteration 13Q (425.381218 sec): 3 clusters Score: Raw -34735.673986 + Penalty 1688.307395 = -33047.366591 nChanged 0 SP:Iteration 14F (425.382464 sec): 3 clusters Score: Raw -34735.673986 + Penalty 1688.307395 = -33047.366591 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 60 (328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (425.384531 sec): 2 clusters Score: Raw -17046.198624 + Penalty 358.928439 = -16687.270185 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (425.385355 sec): 3 clusters Score: Raw -16945.678478 + Penalty 717.529670 = -16228.148808 nChanged 85 SP:Iteration 1F (425.386134 sec): 3 clusters Score: Raw -17031.993237 + Penalty 718.340317 = -16313.652920 nChanged 39 SP:Iteration 2F (425.386922 sec): 3 clusters Score: Raw -17095.513918 + Penalty 717.343235 = -16378.170682 nChanged 24 SP:Iteration 3F (425.387700 sec): 3 clusters Score: Raw -17136.033484 + Penalty 716.850450 = -16419.183034 nChanged 14 SP:Iteration 4Q (425.388442 sec): 3 clusters Score: Raw -17157.310320 + Penalty 718.411865 = -16438.898455 nChanged 10 SP:Iteration 5Q (425.389179 sec): 3 clusters Score: Raw -17176.927754 + Penalty 720.761488 = -16456.166266 nChanged 13 SP:Iteration 6Q (425.389912 sec): 3 clusters Score: Raw -17202.575089 + Penalty 722.948417 = -16479.626672 nChanged 12 SP:Iteration 7Q (425.390638 sec): 3 clusters Score: Raw -17223.149743 + Penalty 725.014760 = -16498.134983 nChanged 4 SP:Iteration 8Q (425.391356 sec): 3 clusters Score: Raw -17225.144670 + Penalty 726.112444 = -16499.032226 nChanged 3 SP:Iteration 9Q (425.392076 sec): 3 clusters Score: Raw -17228.222111 + Penalty 726.412808 = -16501.809303 nChanged 1 SP:Iteration 10F (425.392849 sec): 3 clusters Score: Raw -17229.273327 + Penalty 726.825759 = -16502.447568 nChanged 1 SP:Iteration 11Q (425.393565 sec): 3 clusters Score: Raw -17229.906070 + Penalty 726.825759 = -16503.080311 nChanged 0 SP:Iteration 12F (425.394363 sec): 3 clusters Score: Raw -17229.906070 + Penalty 726.825759 = -16503.080311 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 67 (127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (425.396054 sec): 2 clusters Score: Raw -5943.502098 + Penalty 481.698394 = -5461.803704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (425.396493 sec): 3 clusters Score: Raw -6035.935726 + Penalty 974.681432 = -5061.254294 nChanged 16 SP:Iteration 1F (425.396924 sec): 3 clusters Score: Raw -6079.266006 + Penalty 972.606307 = -5106.659699 nChanged 4 SP:Iteration 2Q (425.397330 sec): 3 clusters Score: Raw -6089.353219 + Penalty 972.606307 = -5116.746912 nChanged 0 SP:Iteration 3F (425.397759 sec): 3 clusters Score: Raw -6089.353219 + Penalty 972.606307 = -5116.746912 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 99 (450 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (425.399527 sec): 2 clusters Score: Raw -22691.462557 + Penalty 437.621389 = -22253.841168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (425.400532 sec): 3 clusters Score: Raw -22546.139633 + Penalty 875.073576 = -21671.066058 nChanged 145 SP:Iteration 1F (425.401514 sec): 3 clusters Score: Raw -22707.963780 + Penalty 876.776449 = -21831.187332 nChanged 40 SP:Iteration 2F (425.402496 sec): 3 clusters Score: Raw -22751.142199 + Penalty 880.984644 = -21870.157556 nChanged 21 SP:Iteration 3Q (425.403461 sec): 3 clusters Score: Raw -22773.415467 + Penalty 885.943807 = -21887.471660 nChanged 15 SP:Iteration 4Q (425.404409 sec): 3 clusters Score: Raw -22795.817331 + Penalty 890.938792 = -21904.878540 nChanged 11 SP:Iteration 5Q (425.405352 sec): 3 clusters Score: Raw -22819.520997 + Penalty 897.775498 = -21921.745499 nChanged 14 SP:Iteration 6Q (425.406288 sec): 3 clusters Score: Raw -22836.754354 + Penalty 905.480722 = -21931.273632 nChanged 12 SP:Iteration 7Q (425.407223 sec): 3 clusters Score: Raw -22858.975725 + Penalty 910.283062 = -21948.692664 nChanged 6 SP:Iteration 8Q (425.408151 sec): 3 clusters Score: Raw -22867.626097 + Penalty 919.334309 = -21948.291788 nChanged 8 SP:Iteration 9F (425.409131 sec): 3 clusters Score: Raw -22873.055151 + Penalty 924.843315 = -21948.211836 nChanged 4 SP:Iteration 10F (425.410116 sec): 3 clusters Score: Raw -22874.855914 + Penalty 928.701211 = -21946.154703 nChanged 4 SP:Iteration 11F (425.411096 sec): 3 clusters Score: Raw -22876.297535 + Penalty 932.962683 = -21943.334852 nChanged 2 SP:Iteration 12F (425.412074 sec): 3 clusters Score: Raw -22877.729257 + Penalty 934.719565 = -21943.009692 nChanged 1 SP:Iteration 13F (425.413058 sec): 3 clusters Score: Raw -22877.979627 + Penalty 934.719565 = -21943.260061 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 110 (102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (425.413834 sec): 2 clusters Score: Raw -5419.946222 + Penalty 46.757020 = -5373.189202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (425.414254 sec): 3 clusters Score: Raw -5399.363988 + Penalty 108.385084 = -5290.978904 nChanged 38 SP:Iteration 1F (425.414648 sec): 3 clusters Score: Raw -5439.438519 + Penalty 106.069190 = -5333.369329 nChanged 5 SP:Iteration 2Q (425.415034 sec): 3 clusters Score: Raw -5446.235547 + Penalty 110.674445 = -5335.561103 nChanged 6 SP:Iteration 3F (425.415435 sec): 3 clusters Score: Raw -5452.364234 + Penalty 110.674445 = -5341.689790 nChanged 0 Memory request: 0.04 GB would take us to total of 0.85 GB. Trying to split cluster 123 (9075 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (425.456172 sec): 2 clusters Score: Raw -499878.353559 + Penalty 59.855907 = -499818.497652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (425.472427 sec): 3 clusters Score: Raw -493819.724459 + Penalty 117.272828 = -493702.451631 nChanged 4445 SP:Iteration 1F (425.488383 sec): 3 clusters Score: Raw -497857.090018 + Penalty 116.509508 = -497740.580509 nChanged 549 SP:Iteration 2F (425.504572 sec): 3 clusters Score: Raw -498496.033574 + Penalty 116.241577 = -498379.791998 nChanged 394 SP:Iteration 3Q (425.520474 sec): 3 clusters Score: Raw -498663.203199 + Penalty 116.195264 = -498547.007935 nChanged 189 SP:Iteration 4Q (425.536091 sec): 3 clusters Score: Raw -498715.122865 + Penalty 116.099805 = -498599.023060 nChanged 123 SP:Iteration 5Q (425.552225 sec): 3 clusters Score: Raw -498738.697795 + Penalty 116.072807 = -498622.624988 nChanged 95 SP:Iteration 6Q (425.567731 sec): 3 clusters Score: Raw -498758.163687 + Penalty 116.105918 = -498642.057769 nChanged 87 SP:Iteration 7Q (425.583153 sec): 3 clusters Score: Raw -498779.032483 + Penalty 116.118270 = -498662.914214 nChanged 87 SP:Iteration 8Q (425.598631 sec): 3 clusters Score: Raw -498799.748574 + Penalty 116.099006 = -498683.649568 nChanged 98 SP:Iteration 9Q (425.614190 sec): 3 clusters Score: Raw -498824.955377 + Penalty 116.046056 = -498708.909321 nChanged 106 SP:Iteration 10F (425.630270 sec): 3 clusters Score: Raw -498852.243202 + Penalty 116.010272 = -498736.232930 nChanged 101 SP:Iteration 11Q (425.645540 sec): 3 clusters Score: Raw -498880.758786 + Penalty 115.961395 = -498764.797391 nChanged 109 SP:Iteration 12Q (425.660931 sec): 3 clusters Score: Raw -498914.798632 + Penalty 115.871382 = -498798.927250 nChanged 117 SP:Iteration 13Q (425.676039 sec): 3 clusters Score: Raw -498943.722625 + Penalty 115.791650 = -498827.930975 nChanged 99 SP:Iteration 14Q (425.691234 sec): 3 clusters Score: Raw -498962.693421 + Penalty 115.815496 = -498846.877925 nChanged 86 SP:Iteration 15Q (425.706632 sec): 3 clusters Score: Raw -498978.655169 + Penalty 115.881143 = -498862.774026 nChanged 72 SP:Iteration 16Q (425.721687 sec): 3 clusters Score: Raw -498990.811729 + Penalty 115.893485 = -498874.918244 nChanged 63 SP:Iteration 17Q (425.736887 sec): 3 clusters Score: Raw -499003.226790 + Penalty 116.038047 = -498887.188743 nChanged 68 SP:Iteration 18Q (425.755087 sec): 3 clusters Score: Raw -499017.843890 + Penalty 116.164802 = -498901.679089 nChanged 73 SP:Iteration 19Q (425.770255 sec): 3 clusters Score: Raw -499031.606154 + Penalty 116.322073 = -498915.284081 nChanged 67 SP:Iteration 20F (425.786641 sec): 3 clusters Score: Raw -499046.434014 + Penalty 116.516434 = -498929.917580 nChanged 59 SP:Iteration 21Q (425.802073 sec): 3 clusters Score: Raw -499057.259403 + Penalty 116.682491 = -498940.576912 nChanged 52 SP:Iteration 22Q (425.817701 sec): 3 clusters Score: Raw -499065.515142 + Penalty 116.821565 = -498948.693577 nChanged 45 SP:Iteration 23Q (425.833514 sec): 3 clusters Score: Raw -499071.929453 + Penalty 117.015441 = -498954.914013 nChanged 46 SP:Iteration 24Q (425.848883 sec): 3 clusters Score: Raw -499078.424394 + Penalty 117.152986 = -498961.271408 nChanged 42 SP:Iteration 25Q (425.864203 sec): 3 clusters Score: Raw -499082.893215 + Penalty 117.245943 = -498965.647272 nChanged 30 SP:Iteration 26Q (425.879449 sec): 3 clusters Score: Raw -499085.398965 + Penalty 117.348219 = -498968.050746 nChanged 33 SP:Iteration 27Q (425.894979 sec): 3 clusters Score: Raw -499087.998235 + Penalty 117.448829 = -498970.549405 nChanged 33 SP:Iteration 28Q (425.910671 sec): 3 clusters Score: Raw -499091.387562 + Penalty 117.563048 = -498973.824515 nChanged 42 SP:Iteration 29Q (425.926100 sec): 3 clusters Score: Raw -499097.067210 + Penalty 117.733676 = -498979.333534 nChanged 46 SP:Iteration 30F (425.942604 sec): 3 clusters Score: Raw -499103.690717 + Penalty 117.882983 = -498985.807734 nChanged 47 SP:Iteration 31Q (425.958205 sec): 3 clusters Score: Raw -499112.769873 + Penalty 118.062775 = -498994.707098 nChanged 55 SP:Iteration 32Q (425.973599 sec): 3 clusters Score: Raw -499126.272405 + Penalty 118.200692 = -499008.071713 nChanged 60 SP:Iteration 33Q (425.989304 sec): 3 clusters Score: Raw -499136.121166 + Penalty 118.357556 = -499017.763610 nChanged 57 SP:Iteration 34Q (426.004835 sec): 3 clusters Score: Raw -499144.747957 + Penalty 118.469405 = -499026.278552 nChanged 49 SP:Iteration 35Q (426.020490 sec): 3 clusters Score: Raw -499151.493219 + Penalty 118.638281 = -499032.854938 nChanged 60 SP:Iteration 36Q (426.036351 sec): 3 clusters Score: Raw -499161.700035 + Penalty 118.785791 = -499042.914244 nChanged 56 SP:Iteration 37Q (426.051715 sec): 3 clusters Score: Raw -499169.274892 + Penalty 118.929116 = -499050.345776 nChanged 53 SP:Iteration 38Q (426.067176 sec): 3 clusters Score: Raw -499176.740354 + Penalty 119.097278 = -499057.643075 nChanged 54 SP:Iteration 39Q (426.082657 sec): 3 clusters Score: Raw -499183.335279 + Penalty 119.213101 = -499064.122178 nChanged 41 SP:Iteration 40F (426.098912 sec): 3 clusters Score: Raw -499187.794063 + Penalty 119.313480 = -499068.480583 nChanged 39 SP:Iteration 41Q (426.114919 sec): 3 clusters Score: Raw -499191.287009 + Penalty 119.408258 = -499071.878751 nChanged 35 SP:Iteration 42Q (426.130460 sec): 3 clusters Score: Raw -499193.877096 + Penalty 119.474910 = -499074.402186 nChanged 28 SP:Iteration 43Q (426.146397 sec): 3 clusters Score: Raw -499195.487379 + Penalty 119.521768 = -499075.965611 nChanged 18 SP:Iteration 44Q (426.162058 sec): 3 clusters Score: Raw -499196.114355 + Penalty 119.536425 = -499076.577930 nChanged 6 SP:Iteration 45Q (426.177688 sec): 3 clusters Score: Raw -499196.244916 + Penalty 119.553484 = -499076.691432 nChanged 7 SP:Iteration 46Q (426.193500 sec): 3 clusters Score: Raw -499196.370168 + Penalty 119.563130 = -499076.807038 nChanged 4 SP:Iteration 47Q (426.209318 sec): 3 clusters Score: Raw -499196.408074 + Penalty 119.570666 = -499076.837408 nChanged 3 SP:Iteration 48Q (426.225252 sec): 3 clusters Score: Raw -499196.421943 + Penalty 119.578413 = -499076.843530 nChanged 3 SP:Iteration 49Q (426.241212 sec): 3 clusters Score: Raw -499196.450527 + Penalty 119.578413 = -499076.872114 nChanged 0 SP:Iteration 50F (426.257475 sec): 3 clusters Score: Raw -499196.450527 + Penalty 119.578413 = -499076.872114 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 140 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (426.262874 sec): 2 clusters Score: Raw -3764.319574 + Penalty 45.621592 = -3718.697982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (426.263217 sec): 3 clusters Score: Raw -3731.380376 + Penalty 93.050748 = -3638.329629 nChanged 26 SP:Iteration 1F (426.263548 sec): 3 clusters Score: Raw -3768.643531 + Penalty 93.108492 = -3675.535039 nChanged 6 SP:Iteration 2F (426.263874 sec): 3 clusters Score: Raw -3778.042797 + Penalty 92.541466 = -3685.501331 nChanged 1 SP:Iteration 3Q (426.264215 sec): 3 clusters Score: Raw -3778.814176 + Penalty 92.541466 = -3686.272710 nChanged 0 SP:Iteration 4F (426.264542 sec): 3 clusters Score: Raw -3778.814176 + Penalty 92.541466 = -3686.272710 nChanged 0 Iteration 284F (428.207310 sec): 45 clusters Score: Raw -4870069.948749 + Penalty 29304.762346 = -4840765.186403 nChanged 7 Iteration 285F (430.065116 sec): 45 clusters Score: Raw -4870071.404997 + Penalty 29304.690517 = -4840766.714480 nChanged 2 Iteration 286Q (430.401045 sec): 45 clusters Score: Raw -4870071.699321 + Penalty 29304.703168 = -4840766.996153 nChanged 1 Iteration 287Q (430.741015 sec): 45 clusters Score: Raw -4870071.887199 + Penalty 29304.611541 = -4840767.275657 nChanged 1 Iteration 288Q (431.083469 sec): 45 clusters Score: Raw -4870072.022305 + Penalty 29304.343352 = -4840767.678953 nChanged 3 Iteration 289Q (431.424078 sec): 45 clusters Score: Raw -4870072.143344 + Penalty 29304.343352 = -4840767.799991 nChanged 0 Iteration 290F (433.337681 sec): 45 clusters Score: Raw -4870072.143344 + Penalty 29304.343352 = -4840767.799991 nChanged 0 Writing temp clu file Memory request: 0.40 GB would take us to total of 0.80 GB. Compute initial score before splitting: Score: Raw -4870072.143344 + Penalty 29304.343352 = -4840767.799991Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 1 (1405 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (433.618980 sec): 2 clusters Score: Raw -87551.320989 + Penalty 443.128814 = -87108.192175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (433.621649 sec): 3 clusters Score: Raw -86717.148265 + Penalty 875.471902 = -85841.676363 nChanged 606 SP:Iteration 1F (433.624250 sec): 3 clusters Score: Raw -87188.746808 + Penalty 877.031222 = -86311.715585 nChanged 157 SP:Iteration 2F (433.626845 sec): 3 clusters Score: Raw -87302.037565 + Penalty 878.532550 = -86423.505015 nChanged 78 SP:Iteration 3F (433.629444 sec): 3 clusters Score: Raw -87336.526649 + Penalty 881.619231 = -86454.907418 nChanged 39 SP:Iteration 4Q (433.632024 sec): 3 clusters Score: Raw -87353.034648 + Penalty 884.220966 = -86468.813683 nChanged 33 SP:Iteration 5Q (433.634664 sec): 3 clusters Score: Raw -87366.398515 + Penalty 887.094289 = -86479.304226 nChanged 28 SP:Iteration 6Q (433.637429 sec): 3 clusters Score: Raw -87377.201424 + Penalty 891.113632 = -86486.087792 nChanged 21 SP:Iteration 7Q (433.640035 sec): 3 clusters Score: Raw -87383.435689 + Penalty 895.258333 = -86488.177356 nChanged 20 SP:Iteration 8Q (433.642595 sec): 3 clusters Score: Raw -87389.326047 + Penalty 900.794456 = -86488.531591 nChanged 24 SP:Iteration 9Q (433.645150 sec): 3 clusters Score: Raw -87399.197328 + Penalty 905.032581 = -86494.164747 nChanged 19 SP:Iteration 10F (433.647769 sec): 3 clusters Score: Raw -87407.395433 + Penalty 910.797918 = -86496.597515 nChanged 27 SP:Iteration 11Q (433.650324 sec): 3 clusters Score: Raw -87423.068689 + Penalty 917.257363 = -86505.811326 nChanged 32 SP:Iteration 12Q (433.652851 sec): 3 clusters Score: Raw -87444.616467 + Penalty 922.026523 = -86522.589944 nChanged 23 SP:Iteration 13Q (433.655362 sec): 3 clusters Score: Raw -87457.873644 + Penalty 926.002093 = -86531.871550 nChanged 22 SP:Iteration 14Q (433.657835 sec): 3 clusters Score: Raw -87469.618034 + Penalty 929.736922 = -86539.881112 nChanged 20 SP:Iteration 15Q (433.660290 sec): 3 clusters Score: Raw -87477.851541 + Penalty 933.819847 = -86544.031694 nChanged 21 SP:Iteration 16Q (433.662729 sec): 3 clusters Score: Raw -87484.573130 + Penalty 937.397195 = -86547.175935 nChanged 18 SP:Iteration 17Q (433.665247 sec): 3 clusters Score: Raw -87490.228896 + Penalty 941.694732 = -86548.534163 nChanged 18 SP:Iteration 18Q (433.667687 sec): 3 clusters Score: Raw -87497.881852 + Penalty 947.882877 = -86549.998975 nChanged 28 SP:Iteration 19Q (433.670279 sec): 3 clusters Score: Raw -87514.553890 + Penalty 953.340903 = -86561.212987 nChanged 28 SP:Iteration 20F (433.672928 sec): 3 clusters Score: Raw -87533.423916 + Penalty 958.707720 = -86574.716196 nChanged 23 SP:Iteration 21Q (433.675325 sec): 3 clusters Score: Raw -87552.723857 + Penalty 965.127986 = -86587.595871 nChanged 29 SP:Iteration 22Q (433.677719 sec): 3 clusters Score: Raw -87580.175579 + Penalty 971.426768 = -86608.748811 nChanged 30 SP:Iteration 23Q (433.680068 sec): 3 clusters Score: Raw -87606.800785 + Penalty 973.845347 = -86632.955438 nChanged 19 SP:Iteration 24Q (433.682388 sec): 3 clusters Score: Raw -87622.325678 + Penalty 979.969606 = -86642.356071 nChanged 24 SP:Iteration 25Q (433.684746 sec): 3 clusters Score: Raw -87644.413839 + Penalty 982.160858 = -86662.252981 nChanged 21 SP:Iteration 26Q (433.687061 sec): 3 clusters Score: Raw -87663.222201 + Penalty 984.097747 = -86679.124454 nChanged 10 SP:Iteration 27Q (433.689301 sec): 3 clusters Score: Raw -87667.415999 + Penalty 984.448364 = -86682.967635 nChanged 8 SP:Iteration 28Q (433.691553 sec): 3 clusters Score: Raw -87670.220685 + Penalty 984.121891 = -86686.098794 nChanged 4 SP:Iteration 29Q (433.693886 sec): 3 clusters Score: Raw -87671.843579 + Penalty 985.482677 = -86686.360902 nChanged 2 SP:Iteration 30F (433.696482 sec): 3 clusters Score: Raw -87672.507765 + Penalty 986.729173 = -86685.778592 nChanged 2 SP:Iteration 31F (433.699073 sec): 3 clusters Score: Raw -87673.493185 + Penalty 987.088516 = -86686.404669 nChanged 3 SP:Iteration 32Q (433.701317 sec): 3 clusters Score: Raw -87674.421424 + Penalty 987.534724 = -86686.886700 nChanged 3 SP:Iteration 33Q (433.703561 sec): 3 clusters Score: Raw -87676.374581 + Penalty 987.951352 = -86688.423229 nChanged 1 SP:Iteration 34Q (433.705782 sec): 3 clusters Score: Raw -87676.895263 + Penalty 987.951352 = -86688.943911 nChanged 0 SP:Iteration 35F (433.708374 sec): 3 clusters Score: Raw -87676.895263 + Penalty 987.951352 = -86688.943911 nChanged 0 Memory request: 0.07 GB would take us to total of 0.88 GB. Trying to split cluster 2 (15591 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (433.775153 sec): 2 clusters Score: Raw -852562.267829 + Penalty 58.878069 = -852503.389759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (433.803888 sec): 3 clusters Score: Raw -841968.006840 + Penalty 116.437383 = -841851.569458 nChanged 7707 SP:Iteration 1F (433.832371 sec): 3 clusters Score: Raw -848401.760914 + Penalty 116.179193 = -848285.581720 nChanged 1046 SP:Iteration 2F (433.860976 sec): 3 clusters Score: Raw -849136.636321 + Penalty 116.301780 = -849020.334541 nChanged 1056 SP:Iteration 3F (433.890221 sec): 3 clusters Score: Raw -850064.074702 + Penalty 117.226417 = -849946.848284 nChanged 969 SP:Iteration 4F (433.919043 sec): 3 clusters Score: Raw -850917.531926 + Penalty 118.448004 = -850799.083922 nChanged 704 SP:Iteration 5Q (433.948857 sec): 3 clusters Score: Raw -851521.146903 + Penalty 119.230738 = -851401.916165 nChanged 500 SP:Iteration 6Q (433.978144 sec): 3 clusters Score: Raw -851934.106249 + Penalty 120.625805 = -851813.480445 nChanged 340 SP:Iteration 7Q (434.007962 sec): 3 clusters Score: Raw -852190.178763 + Penalty 119.236938 = -852070.941825 nChanged 203 SP:Iteration 8Q (434.037628 sec): 3 clusters Score: Raw -852333.415649 + Penalty 116.867675 = -852216.547973 nChanged 135 SP:Iteration 9Q (434.066662 sec): 3 clusters Score: Raw -852433.828770 + Penalty 117.791697 = -852316.037073 nChanged 88 SP:Iteration 10F (434.094849 sec): 3 clusters Score: Raw -852517.327406 + Penalty 114.830087 = -852402.497319 nChanged 35 SP:Iteration 11Q (434.118296 sec): 3 clusters Score: Raw -852570.775335 + Penalty 113.872654 = -852456.902681 nChanged 9 SP:Iteration 12Q (434.140634 sec): 3 clusters Score: Raw -852592.198790 + Penalty 112.718074 = -852479.480716 nChanged 9 SP:Iteration 13Q (434.162068 sec): 3 clusters Score: Raw -852601.473744 + Penalty 112.533477 = -852488.940266 nChanged 3 SP:Iteration 14Q (434.183865 sec): 3 clusters Score: Raw -852604.607799 + Penalty 115.546687 = -852489.061113 nChanged 2 SP:Iteration 15Q (434.205455 sec): 3 clusters Score: Raw -852605.933643 + Penalty 115.546687 = -852490.386957 nChanged 0 SP:Iteration 16F (434.232420 sec): 3 clusters Score: Raw -852605.933643 + Penalty 115.546687 = -852490.386957 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 3 (591 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (434.242688 sec): 2 clusters Score: Raw -35386.567395 + Penalty 42.544775 = -35344.022620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (434.243924 sec): 3 clusters Score: Raw -35028.283993 + Penalty 86.948639 = -34941.335354 nChanged 265 SP:Iteration 1F (434.245140 sec): 3 clusters Score: Raw -35269.442687 + Penalty 89.462839 = -35179.979848 nChanged 50 SP:Iteration 2F (434.246335 sec): 3 clusters Score: Raw -35320.469343 + Penalty 87.999393 = -35232.469950 nChanged 30 SP:Iteration 3F (434.247529 sec): 3 clusters Score: Raw -35342.649374 + Penalty 87.682675 = -35254.966699 nChanged 19 SP:Iteration 4Q (434.248663 sec): 3 clusters Score: Raw -35353.631943 + Penalty 87.521917 = -35266.110026 nChanged 12 SP:Iteration 5Q (434.249775 sec): 3 clusters Score: Raw -35357.439416 + Penalty 87.265498 = -35270.173918 nChanged 4 SP:Iteration 6Q (434.250881 sec): 3 clusters Score: Raw -35359.062443 + Penalty 87.017273 = -35272.045170 nChanged 6 SP:Iteration 7Q (434.251986 sec): 3 clusters Score: Raw -35359.926947 + Penalty 86.965282 = -35272.961665 nChanged 4 SP:Iteration 8Q (434.253093 sec): 3 clusters Score: Raw -35360.119068 + Penalty 87.164643 = -35272.954426 nChanged 2 SP:Iteration 9F (434.254320 sec): 3 clusters Score: Raw -35360.271875 + Penalty 87.053061 = -35273.218814 nChanged 2 SP:Iteration 10F (434.255530 sec): 3 clusters Score: Raw -35360.592772 + Penalty 86.876390 = -35273.716382 nChanged 4 SP:Iteration 11Q (434.256645 sec): 3 clusters Score: Raw -35361.133246 + Penalty 86.941896 = -35274.191350 nChanged 4 SP:Iteration 12Q (434.257761 sec): 3 clusters Score: Raw -35361.501165 + Penalty 86.866231 = -35274.634934 nChanged 3 SP:Iteration 13Q (434.258876 sec): 3 clusters Score: Raw -35361.565670 + Penalty 86.866231 = -35274.699440 nChanged 0 SP:Iteration 14F (434.260087 sec): 3 clusters Score: Raw -35361.565670 + Penalty 86.866231 = -35274.699440 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 4 (1528 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (434.268618 sec): 2 clusters Score: Raw -95239.294068 + Penalty 696.034282 = -94543.259787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (434.271645 sec): 3 clusters Score: Raw -94431.212348 + Penalty 1393.372972 = -93037.839377 nChanged 552 SP:Iteration 1F (434.274484 sec): 3 clusters Score: Raw -94739.708000 + Penalty 1394.764397 = -93344.943603 nChanged 152 SP:Iteration 2F (434.277303 sec): 3 clusters Score: Raw -94823.365985 + Penalty 1395.358481 = -93428.007504 nChanged 100 SP:Iteration 3F (434.280250 sec): 3 clusters Score: Raw -94888.366818 + Penalty 1395.647450 = -93492.719368 nChanged 99 SP:Iteration 4F (434.283144 sec): 3 clusters Score: Raw -94974.154862 + Penalty 1394.594453 = -93579.560408 nChanged 102 SP:Iteration 5F (434.286028 sec): 3 clusters Score: Raw -95072.972099 + Penalty 1393.876647 = -93679.095452 nChanged 90 SP:Iteration 6F (434.288872 sec): 3 clusters Score: Raw -95143.059924 + Penalty 1393.739309 = -93749.320615 nChanged 61 SP:Iteration 7Q (434.291654 sec): 3 clusters Score: Raw -95186.881009 + Penalty 1394.443754 = -93792.437255 nChanged 46 SP:Iteration 8Q (434.294419 sec): 3 clusters Score: Raw -95215.204955 + Penalty 1393.761529 = -93821.443427 nChanged 40 SP:Iteration 9Q (434.297177 sec): 3 clusters Score: Raw -95240.410655 + Penalty 1392.388627 = -93848.022028 nChanged 31 SP:Iteration 10F (434.299987 sec): 3 clusters Score: Raw -95259.704669 + Penalty 1391.157264 = -93868.547405 nChanged 35 SP:Iteration 11Q (434.302815 sec): 3 clusters Score: Raw -95281.847125 + Penalty 1390.080444 = -93891.766681 nChanged 31 SP:Iteration 12Q (434.305655 sec): 3 clusters Score: Raw -95297.819792 + Penalty 1389.676506 = -93908.143286 nChanged 23 SP:Iteration 13Q (434.308507 sec): 3 clusters Score: Raw -95308.231915 + Penalty 1389.344708 = -93918.887207 nChanged 18 SP:Iteration 14Q (434.311332 sec): 3 clusters Score: Raw -95315.618774 + Penalty 1389.363051 = -93926.255723 nChanged 16 SP:Iteration 15Q (434.314112 sec): 3 clusters Score: Raw -95322.268167 + Penalty 1389.519064 = -93932.749103 nChanged 17 SP:Iteration 16Q (434.316834 sec): 3 clusters Score: Raw -95332.730883 + Penalty 1389.953887 = -93942.776996 nChanged 15 SP:Iteration 17Q (434.319571 sec): 3 clusters Score: Raw -95342.033982 + Penalty 1390.363609 = -93951.670373 nChanged 15 SP:Iteration 18Q (434.322435 sec): 3 clusters Score: Raw -95349.447481 + Penalty 1390.716209 = -93958.731273 nChanged 15 SP:Iteration 19Q (434.325340 sec): 3 clusters Score: Raw -95356.468018 + Penalty 1391.201976 = -93965.266043 nChanged 10 SP:Iteration 20F (434.328320 sec): 3 clusters Score: Raw -95360.283374 + Penalty 1391.535185 = -93968.748189 nChanged 10 SP:Iteration 21Q (434.331074 sec): 3 clusters Score: Raw -95365.874552 + Penalty 1391.669037 = -93974.205515 nChanged 8 SP:Iteration 22Q (434.333792 sec): 3 clusters Score: Raw -95373.751896 + Penalty 1392.052837 = -93981.699059 nChanged 6 SP:Iteration 23Q (434.336610 sec): 3 clusters Score: Raw -95376.180464 + Penalty 1392.154149 = -93984.026315 nChanged 2 SP:Iteration 24Q (434.339487 sec): 3 clusters Score: Raw -95376.398062 + Penalty 1392.200515 = -93984.197548 nChanged 1 SP:Iteration 25Q (434.342268 sec): 3 clusters Score: Raw -95376.648419 + Penalty 1392.290655 = -93984.357764 nChanged 3 SP:Iteration 26Q (434.344993 sec): 3 clusters Score: Raw -95377.187996 + Penalty 1392.290655 = -93984.897341 nChanged 0 SP:Iteration 27F (434.347814 sec): 3 clusters Score: Raw -95377.187996 + Penalty 1392.290655 = -93984.897341 nChanged 0 Memory request: 0.20 GB would take us to total of 1.00 GB. Trying to split cluster 5 (43910 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (434.551357 sec): 2 clusters Score: Raw -2542510.548518 + Penalty 80.044209 = -2542430.504309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (434.633658 sec): 3 clusters Score: Raw -2512607.290141 + Penalty 160.537362 = -2512446.752779 nChanged 21421 SP:Iteration 1F (434.716028 sec): 3 clusters Score: Raw -2521588.538740 + Penalty 161.510219 = -2521427.028521 nChanged 3176 SP:Iteration 2F (434.805616 sec): 3 clusters Score: Raw -2522721.043730 + Penalty 162.021200 = -2522559.022530 nChanged 3695 SP:Iteration 3F (434.888607 sec): 3 clusters Score: Raw -2525242.317676 + Penalty 161.803261 = -2525080.514416 nChanged 5343 SP:Iteration 4F (434.973402 sec): 3 clusters Score: Raw -2530330.197214 + Penalty 159.044852 = -2530171.152362 nChanged 5327 SP:Iteration 5F (435.058482 sec): 3 clusters Score: Raw -2536084.171686 + Penalty 156.231557 = -2535927.940128 nChanged 3481 SP:Iteration 6F (435.143212 sec): 3 clusters Score: Raw -2540087.825881 + Penalty 153.416996 = -2539934.408885 nChanged 1391 SP:Iteration 7Q (435.229160 sec): 3 clusters Score: Raw -2541655.582118 + Penalty 149.939102 = -2541505.643016 nChanged 521 SP:Iteration 8Q (435.301159 sec): 3 clusters Score: Raw -2542223.867879 + Penalty 146.690215 = -2542077.177664 nChanged 167 SP:Iteration 9Q (435.371197 sec): 3 clusters Score: Raw -2542406.062863 + Penalty 148.471536 = -2542257.591327 nChanged 56 SP:Iteration 10F (435.456519 sec): 3 clusters Score: Raw -2542452.245560 + Penalty 150.804282 = -2542301.441278 nChanged 28 SP:Iteration 11Q (435.524728 sec): 3 clusters Score: Raw -2542469.606907 + Penalty 148.810742 = -2542320.796166 nChanged 20 SP:Iteration 12Q (435.592765 sec): 3 clusters Score: Raw -2542478.949621 + Penalty 149.306744 = -2542329.642877 nChanged 13 SP:Iteration 13Q (435.661249 sec): 3 clusters Score: Raw -2542484.530052 + Penalty 155.284140 = -2542329.245912 nChanged 13 SP:Iteration 14F (435.743655 sec): 3 clusters Score: Raw -2542489.831984 + Penalty 169.285210 = -2542320.546774 nChanged 11 SP:Iteration 15F (435.826702 sec): 3 clusters Score: Raw -2542496.563547 + Penalty 258.765274 = -2542237.798273 nChanged 10 SP:Iteration 16F (435.908231 sec): 3 clusters Score: Raw -2542505.574785 + Penalty 80.044209 = -2542425.530576 nChanged 4 SP:Iteration 17Q (435.974893 sec): 2 clusters Score: Raw -2542510.548518 + Penalty 80.044209 = -2542430.504309 nChanged 0 SP:Iteration 18F (436.038928 sec): 2 clusters Score: Raw -2542510.548518 + Penalty 80.044209 = -2542430.504309 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 6 (898 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (436.066929 sec): 2 clusters Score: Raw -52631.315287 + Penalty 1000.167983 = -51631.147304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (436.068766 sec): 3 clusters Score: Raw -52308.234620 + Penalty 1996.888521 = -50311.346099 nChanged 266 SP:Iteration 1F (436.070591 sec): 3 clusters Score: Raw -52567.515276 + Penalty 1996.706475 = -50570.808802 nChanged 96 SP:Iteration 2F (436.072430 sec): 3 clusters Score: Raw -52707.100404 + Penalty 1996.191378 = -50710.909025 nChanged 58 SP:Iteration 3F (436.074228 sec): 3 clusters Score: Raw -52777.352385 + Penalty 1996.528379 = -50780.824006 nChanged 42 SP:Iteration 4Q (436.075996 sec): 3 clusters Score: Raw -52835.523104 + Penalty 1997.804497 = -50837.718607 nChanged 34 SP:Iteration 5Q (436.077718 sec): 3 clusters Score: Raw -52891.491520 + Penalty 1998.475539 = -50893.015981 nChanged 26 SP:Iteration 6Q (436.079481 sec): 3 clusters Score: Raw -52930.650931 + Penalty 1999.441469 = -50931.209462 nChanged 21 SP:Iteration 7Q (436.081218 sec): 3 clusters Score: Raw -52968.065608 + Penalty 1998.437022 = -50969.628585 nChanged 10 SP:Iteration 8Q (436.082904 sec): 3 clusters Score: Raw -52982.822506 + Penalty 1999.083638 = -50983.738869 nChanged 6 SP:Iteration 9Q (436.084590 sec): 3 clusters Score: Raw -52987.778379 + Penalty 1999.564154 = -50988.214225 nChanged 3 SP:Iteration 10F (436.086347 sec): 3 clusters Score: Raw -52990.584354 + Penalty 1999.564154 = -50991.020200 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 7 (425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (436.090248 sec): 2 clusters Score: Raw -27952.911576 + Penalty 489.738379 = -27463.173197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (436.091220 sec): 3 clusters Score: Raw -27771.828682 + Penalty 979.507661 = -26792.321021 nChanged 117 SP:Iteration 1F (436.092176 sec): 3 clusters Score: Raw -27840.034256 + Penalty 979.013057 = -26861.021199 nChanged 28 SP:Iteration 2F (436.093129 sec): 3 clusters Score: Raw -27860.369899 + Penalty 978.873838 = -26881.496061 nChanged 24 SP:Iteration 3F (436.094082 sec): 3 clusters Score: Raw -27875.386927 + Penalty 978.707239 = -26896.679688 nChanged 19 SP:Iteration 4Q (436.095050 sec): 3 clusters Score: Raw -27890.080719 + Penalty 979.153586 = -26910.927134 nChanged 14 SP:Iteration 5Q (436.095999 sec): 3 clusters Score: Raw -27898.387374 + Penalty 979.912534 = -26918.474840 nChanged 14 SP:Iteration 6Q (436.096966 sec): 3 clusters Score: Raw -27911.476566 + Penalty 981.925415 = -26929.551151 nChanged 16 SP:Iteration 7Q (436.097914 sec): 3 clusters Score: Raw -27921.712342 + Penalty 983.836084 = -26937.876257 nChanged 17 SP:Iteration 8Q (436.098862 sec): 3 clusters Score: Raw -27937.831269 + Penalty 988.177396 = -26949.653873 nChanged 24 SP:Iteration 9F (436.099817 sec): 3 clusters Score: Raw -27962.314114 + Penalty 996.721030 = -26965.593083 nChanged 19 SP:Iteration 10F (436.100776 sec): 3 clusters Score: Raw -27981.692879 + Penalty 1003.924606 = -26977.768273 nChanged 16 SP:Iteration 11Q (436.101719 sec): 3 clusters Score: Raw -28002.906161 + Penalty 1010.924937 = -26991.981223 nChanged 8 SP:Iteration 12Q (436.102652 sec): 3 clusters Score: Raw -28011.314245 + Penalty 1009.731604 = -27001.582641 nChanged 9 SP:Iteration 13Q (436.103577 sec): 3 clusters Score: Raw -28022.496925 + Penalty 1013.265559 = -27009.231366 nChanged 8 SP:Iteration 14Q (436.104496 sec): 3 clusters Score: Raw -28033.285563 + Penalty 1024.622328 = -27008.663235 nChanged 4 SP:Iteration 15F (436.105477 sec): 3 clusters Score: Raw -28036.523367 + Penalty 1032.380598 = -27004.142768 nChanged 3 SP:Iteration 16F (436.106474 sec): 3 clusters Score: Raw -28038.789078 + Penalty 1034.342124 = -27004.446954 nChanged 1 SP:Iteration 17Q (436.107423 sec): 3 clusters Score: Raw -28040.009711 + Penalty 1037.726912 = -27002.282799 nChanged 1 SP:Iteration 18F (436.108422 sec): 3 clusters Score: Raw -28041.111915 + Penalty 1037.726912 = -27003.385002 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 8 (290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (436.110291 sec): 2 clusters Score: Raw -16479.553913 + Penalty 158.532511 = -16321.021402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (436.111029 sec): 3 clusters Score: Raw -16330.808728 + Penalty 318.553647 = -16012.255081 nChanged 115 SP:Iteration 1F (436.111744 sec): 3 clusters Score: Raw -16437.540085 + Penalty 312.008178 = -16125.531908 nChanged 43 SP:Iteration 2F (436.112455 sec): 3 clusters Score: Raw -16485.960904 + Penalty 313.191151 = -16172.769754 nChanged 19 SP:Iteration 3F (436.113163 sec): 3 clusters Score: Raw -16511.615305 + Penalty 331.982019 = -16179.633286 nChanged 10 SP:Iteration 4Q (436.113857 sec): 3 clusters Score: Raw -16519.987336 + Penalty 347.466033 = -16172.521303 nChanged 9 SP:Iteration 5F (436.114566 sec): 3 clusters Score: Raw -16532.009476 + Penalty 378.659612 = -16153.349864 nChanged 4 SP:Iteration 6F (436.115273 sec): 3 clusters Score: Raw -16535.625723 + Penalty 378.659612 = -16156.966112 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 9 (644 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (436.117632 sec): 2 clusters Score: Raw -36626.932153 + Penalty 160.068762 = -36466.863391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (436.119004 sec): 3 clusters Score: Raw -36255.052727 + Penalty 325.271139 = -35929.781588 nChanged 277 SP:Iteration 1F (436.120392 sec): 3 clusters Score: Raw -36495.958310 + Penalty 321.256588 = -36174.701722 nChanged 66 SP:Iteration 2F (436.121739 sec): 3 clusters Score: Raw -36549.308697 + Penalty 316.788686 = -36232.520011 nChanged 41 SP:Iteration 3F (436.123172 sec): 3 clusters Score: Raw -36583.439977 + Penalty 312.593775 = -36270.846202 nChanged 22 SP:Iteration 4Q (436.124646 sec): 3 clusters Score: Raw -36599.067464 + Penalty 307.433169 = -36291.634296 nChanged 18 SP:Iteration 5Q (436.126326 sec): 3 clusters Score: Raw -36611.030625 + Penalty 300.588348 = -36310.442277 nChanged 20 SP:Iteration 6Q (436.127965 sec): 3 clusters Score: Raw -36623.796700 + Penalty 292.680021 = -36331.116679 nChanged 23 SP:Iteration 7Q (436.129506 sec): 3 clusters Score: Raw -36636.921692 + Penalty 288.074723 = -36348.846968 nChanged 23 SP:Iteration 8Q (436.130941 sec): 3 clusters Score: Raw -36645.467242 + Penalty 285.122243 = -36360.344999 nChanged 14 SP:Iteration 9Q (436.132363 sec): 3 clusters Score: Raw -36649.995492 + Penalty 283.357804 = -36366.637688 nChanged 9 SP:Iteration 10F (436.133888 sec): 3 clusters Score: Raw -36652.746017 + Penalty 282.486813 = -36370.259203 nChanged 6 SP:Iteration 11Q (436.136474 sec): 3 clusters Score: Raw -36653.815804 + Penalty 280.614754 = -36373.201050 nChanged 6 SP:Iteration 12Q (436.138938 sec): 3 clusters Score: Raw -36655.472625 + Penalty 279.048771 = -36376.423854 nChanged 9 SP:Iteration 13Q (436.140836 sec): 3 clusters Score: Raw -36657.536911 + Penalty 278.221945 = -36379.314967 nChanged 7 SP:Iteration 14Q (436.142462 sec): 3 clusters Score: Raw -36659.936865 + Penalty 278.730271 = -36381.206594 nChanged 8 SP:Iteration 15Q (436.144112 sec): 3 clusters Score: Raw -36662.667921 + Penalty 278.618644 = -36384.049277 nChanged 6 SP:Iteration 16Q (436.145470 sec): 3 clusters Score: Raw -36664.111524 + Penalty 277.967205 = -36386.144319 nChanged 7 SP:Iteration 17Q (436.146816 sec): 3 clusters Score: Raw -36666.542800 + Penalty 276.443308 = -36390.099491 nChanged 8 SP:Iteration 18Q (436.148153 sec): 3 clusters Score: Raw -36669.946095 + Penalty 275.565408 = -36394.380687 nChanged 8 SP:Iteration 19Q (436.149487 sec): 3 clusters Score: Raw -36671.790257 + Penalty 274.433966 = -36397.356291 nChanged 3 SP:Iteration 20F (436.150871 sec): 3 clusters Score: Raw -36672.246141 + Penalty 273.588948 = -36398.657192 nChanged 2 SP:Iteration 21Q (436.152223 sec): 3 clusters Score: Raw -36672.743841 + Penalty 273.588948 = -36399.154893 nChanged 0 SP:Iteration 22F (436.153616 sec): 3 clusters Score: Raw -36672.743841 + Penalty 273.588948 = -36399.154893 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 10 (121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (436.154533 sec): 2 clusters Score: Raw -6407.885970 + Penalty 39.772996 = -6368.112974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (436.154987 sec): 3 clusters Score: Raw -6340.523456 + Penalty 81.257916 = -6259.265541 nChanged 52 SP:Iteration 1F (436.155432 sec): 3 clusters Score: Raw -6376.234531 + Penalty 82.307135 = -6293.927396 nChanged 10 SP:Iteration 2F (436.155878 sec): 3 clusters Score: Raw -6391.019580 + Penalty 81.959634 = -6309.059946 nChanged 9 SP:Iteration 3F (436.156324 sec): 3 clusters Score: Raw -6398.320526 + Penalty 82.067912 = -6316.252615 nChanged 2 SP:Iteration 4Q (436.156755 sec): 3 clusters Score: Raw -6401.534801 + Penalty 83.085989 = -6318.448811 nChanged 2 SP:Iteration 5Q (436.157183 sec): 3 clusters Score: Raw -6408.389182 + Penalty 83.085989 = -6325.303193 nChanged 0 SP:Iteration 6F (436.157627 sec): 3 clusters Score: Raw -6408.389182 + Penalty 83.085989 = -6325.303193 nChanged 0 Memory request: 0.01 GB would take us to total of 0.82 GB. Trying to split cluster 11 (1865 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (436.164672 sec): 2 clusters Score: Raw -111078.517615 + Penalty 145.181644 = -110933.335971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (436.168657 sec): 3 clusters Score: Raw -109911.454500 + Penalty 292.110705 = -109619.343795 nChanged 856 SP:Iteration 1F (436.172608 sec): 3 clusters Score: Raw -110507.356160 + Penalty 295.058396 = -110212.297764 nChanged 146 SP:Iteration 2F (436.176266 sec): 3 clusters Score: Raw -110581.846748 + Penalty 296.974452 = -110284.872297 nChanged 102 SP:Iteration 3F (436.179952 sec): 3 clusters Score: Raw -110665.700281 + Penalty 300.215417 = -110365.484864 nChanged 83 SP:Iteration 4Q (436.183664 sec): 3 clusters Score: Raw -110734.810367 + Penalty 301.019168 = -110433.791199 nChanged 69 SP:Iteration 5Q (436.187273 sec): 3 clusters Score: Raw -110772.647584 + Penalty 302.284547 = -110470.363037 nChanged 56 SP:Iteration 6Q (436.190963 sec): 3 clusters Score: Raw -110810.346462 + Penalty 306.204685 = -110504.141777 nChanged 58 SP:Iteration 7Q (436.194454 sec): 3 clusters Score: Raw -110847.252349 + Penalty 306.785782 = -110540.466566 nChanged 51 SP:Iteration 8Q (436.197911 sec): 3 clusters Score: Raw -110878.026583 + Penalty 312.099427 = -110565.927155 nChanged 46 SP:Iteration 9Q (436.201211 sec): 3 clusters Score: Raw -110903.110307 + Penalty 313.427024 = -110589.683283 nChanged 37 SP:Iteration 10F (436.204763 sec): 3 clusters Score: Raw -110924.931381 + Penalty 315.661688 = -110609.269693 nChanged 35 SP:Iteration 11Q (436.207864 sec): 3 clusters Score: Raw -110946.379776 + Penalty 314.965682 = -110631.414094 nChanged 41 SP:Iteration 12Q (436.210860 sec): 3 clusters Score: Raw -110972.444895 + Penalty 313.796346 = -110658.648549 nChanged 34 SP:Iteration 13Q (436.213771 sec): 3 clusters Score: Raw -110996.497625 + Penalty 320.270389 = -110676.227236 nChanged 34 SP:Iteration 14Q (436.216648 sec): 3 clusters Score: Raw -111024.091343 + Penalty 320.814721 = -110703.276622 nChanged 25 SP:Iteration 15Q (436.219501 sec): 3 clusters Score: Raw -111040.629824 + Penalty 329.007224 = -110711.622600 nChanged 11 SP:Iteration 16Q (436.222406 sec): 3 clusters Score: Raw -111046.246296 + Penalty 339.567501 = -110706.678795 nChanged 10 SP:Iteration 17F (436.225800 sec): 3 clusters Score: Raw -111052.652178 + Penalty 343.860907 = -110708.791271 nChanged 11 SP:Iteration 18Q (436.228594 sec): 3 clusters Score: Raw -111057.036833 + Penalty 346.903584 = -110710.133249 nChanged 5 SP:Iteration 19Q (436.231404 sec): 3 clusters Score: Raw -111058.983126 + Penalty 347.903885 = -110711.079241 nChanged 3 SP:Iteration 20F (436.234793 sec): 3 clusters Score: Raw -111059.679060 + Penalty 349.950676 = -110709.728384 nChanged 2 SP:Iteration 21F (436.238204 sec): 3 clusters Score: Raw -111060.035911 + Penalty 358.743147 = -110701.292765 nChanged 4 SP:Iteration 22F (436.241634 sec): 3 clusters Score: Raw -111061.977768 + Penalty 370.661741 = -110691.316027 nChanged 5 SP:Iteration 23F (436.245059 sec): 3 clusters Score: Raw -111064.180016 + Penalty 376.073372 = -110688.106645 nChanged 6 SP:Iteration 24F (436.248437 sec): 3 clusters Score: Raw -111067.025477 + Penalty 389.659512 = -110677.365965 nChanged 7 SP:Iteration 25F (436.251798 sec): 3 clusters Score: Raw -111071.608892 + Penalty 385.230270 = -110686.378622 nChanged 6 SP:Iteration 26Q (436.254539 sec): 3 clusters Score: Raw -111075.710466 + Penalty 405.001985 = -110670.708481 nChanged 6 SP:Iteration 27F (436.257988 sec): 3 clusters Score: Raw -111080.705130 + Penalty 377.516092 = -110703.189038 nChanged 3 SP:Iteration 28Q (436.260722 sec): 3 clusters Score: Raw -111083.124650 + Penalty 372.446620 = -110710.678031 nChanged 1 SP:Iteration 29Q (436.263425 sec): 3 clusters Score: Raw -111085.320757 + Penalty 372.446620 = -110712.874137 nChanged 0 SP:Iteration 30F (436.266786 sec): 3 clusters Score: Raw -111085.320757 + Penalty 372.446620 = -110712.874137 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 12 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (436.270409 sec): 2 clusters Score: Raw -7777.756092 + Penalty 340.705446 = -7437.050647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (436.270988 sec): 3 clusters Score: Raw -7827.518097 + Penalty 679.929261 = -7147.588836 nChanged 39 SP:Iteration 1F (436.271519 sec): 3 clusters Score: Raw -7878.828178 + Penalty 681.685094 = -7197.143083 nChanged 8 SP:Iteration 2Q (436.272024 sec): 3 clusters Score: Raw -7890.591910 + Penalty 689.139153 = -7201.452757 nChanged 6 SP:Iteration 3Q (436.272522 sec): 3 clusters Score: Raw -7905.950128 + Penalty 691.110125 = -7214.840003 nChanged 4 SP:Iteration 4Q (436.273018 sec): 3 clusters Score: Raw -7918.707731 + Penalty 693.636014 = -7225.071717 nChanged 2 SP:Iteration 5Q (436.273516 sec): 3 clusters Score: Raw -7927.367857 + Penalty 695.307247 = -7232.060609 nChanged 1 SP:Iteration 6Q (436.274029 sec): 3 clusters Score: Raw -7928.299852 + Penalty 697.950924 = -7230.348927 nChanged 1 SP:Iteration 7F (436.274559 sec): 3 clusters Score: Raw -7928.968112 + Penalty 695.120786 = -7233.847326 nChanged 1 SP:Iteration 8Q (436.275061 sec): 3 clusters Score: Raw -7930.213491 + Penalty 695.120786 = -7235.092705 nChanged 0 SP:Iteration 9F (436.275590 sec): 3 clusters Score: Raw -7930.213491 + Penalty 695.120786 = -7235.092705 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 13 (577 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (436.277772 sec): 2 clusters Score: Raw -24376.207403 + Penalty 945.569351 = -23430.638053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (436.279045 sec): 3 clusters Score: Raw -24278.086261 + Penalty 1893.033860 = -22385.052401 nChanged 175 SP:Iteration 1F (436.280223 sec): 3 clusters Score: Raw -24540.475208 + Penalty 1894.846207 = -22645.629001 nChanged 53 SP:Iteration 2F (436.281403 sec): 3 clusters Score: Raw -24646.790622 + Penalty 1895.876843 = -22750.913779 nChanged 39 SP:Iteration 3F (436.282613 sec): 3 clusters Score: Raw -24767.653915 + Penalty 1896.699953 = -22870.953963 nChanged 24 SP:Iteration 4Q (436.283738 sec): 3 clusters Score: Raw -24826.343164 + Penalty 1896.520293 = -22929.822871 nChanged 19 SP:Iteration 5Q (436.284856 sec): 3 clusters Score: Raw -24868.084287 + Penalty 1895.434085 = -22972.650201 nChanged 14 SP:Iteration 6Q (436.285959 sec): 3 clusters Score: Raw -24885.216982 + Penalty 1894.043501 = -22991.173481 nChanged 10 SP:Iteration 7Q (436.287061 sec): 3 clusters Score: Raw -24898.660051 + Penalty 1893.642773 = -23005.017277 nChanged 4 SP:Iteration 8Q (436.288189 sec): 3 clusters Score: Raw -24905.246474 + Penalty 1893.679095 = -23011.567379 nChanged 3 SP:Iteration 9Q (436.289309 sec): 3 clusters Score: Raw -24915.836275 + Penalty 1893.721837 = -23022.114438 nChanged 6 SP:Iteration 10F (436.290507 sec): 3 clusters Score: Raw -24925.710491 + Penalty 1893.509496 = -23032.200994 nChanged 1 SP:Iteration 11Q (436.291606 sec): 3 clusters Score: Raw -24926.154012 + Penalty 1893.258942 = -23032.895069 nChanged 1 SP:Iteration 12Q (436.292704 sec): 3 clusters Score: Raw -24926.470414 + Penalty 1893.076567 = -23033.393846 nChanged 1 SP:Iteration 13Q (436.293803 sec): 3 clusters Score: Raw -24926.969426 + Penalty 1893.076567 = -23033.892858 nChanged 0 SP:Iteration 14F (436.295085 sec): 3 clusters Score: Raw -24926.969426 + Penalty 1893.076567 = -23033.892858 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 14 (232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (436.296303 sec): 2 clusters Score: Raw -13577.662259 + Penalty 351.015361 = -13226.646898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (436.296924 sec): 3 clusters Score: Raw -13493.516564 + Penalty 705.781622 = -12787.734942 nChanged 62 SP:Iteration 1F (436.297532 sec): 3 clusters Score: Raw -13553.197876 + Penalty 711.000992 = -12842.196884 nChanged 21 SP:Iteration 2F (436.298138 sec): 3 clusters Score: Raw -13570.487612 + Penalty 717.464740 = -12853.022872 nChanged 9 SP:Iteration 3Q (436.298740 sec): 3 clusters Score: Raw -13582.678289 + Penalty 725.981775 = -12856.696515 nChanged 8 SP:Iteration 4Q (436.299367 sec): 3 clusters Score: Raw -13594.228722 + Penalty 735.022465 = -12859.206257 nChanged 9 SP:Iteration 5Q (436.299960 sec): 3 clusters Score: Raw -13604.740151 + Penalty 743.681822 = -12861.058329 nChanged 7 SP:Iteration 6Q (436.300547 sec): 3 clusters Score: Raw -13614.787028 + Penalty 751.713866 = -12863.073162 nChanged 6 SP:Iteration 7Q (436.301129 sec): 3 clusters Score: Raw -13621.084202 + Penalty 769.886649 = -12851.197553 nChanged 6 SP:Iteration 8F (436.301734 sec): 3 clusters Score: Raw -13631.132762 + Penalty 773.109269 = -12858.023493 nChanged 3 SP:Iteration 9Q (436.302312 sec): 3 clusters Score: Raw -13637.287313 + Penalty 778.830805 = -12858.456508 nChanged 5 SP:Iteration 10F (436.302917 sec): 3 clusters Score: Raw -13642.836707 + Penalty 786.405557 = -12856.431150 nChanged 2 SP:Iteration 11F (436.303521 sec): 3 clusters Score: Raw -13645.293482 + Penalty 789.603249 = -12855.690233 nChanged 1 SP:Iteration 12F (436.304130 sec): 3 clusters Score: Raw -13646.955197 + Penalty 789.603249 = -12857.351949 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 15 (923 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (436.308917 sec): 2 clusters Score: Raw -59244.392784 + Penalty 519.073672 = -58725.319112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (436.310774 sec): 3 clusters Score: Raw -58778.497809 + Penalty 1042.805358 = -57735.692451 nChanged 341 SP:Iteration 1F (436.312551 sec): 3 clusters Score: Raw -59100.852284 + Penalty 1052.285846 = -58048.566439 nChanged 101 SP:Iteration 2F (436.314323 sec): 3 clusters Score: Raw -59235.803533 + Penalty 1060.710566 = -58175.092966 nChanged 70 SP:Iteration 3F (436.316090 sec): 3 clusters Score: Raw -59313.982557 + Penalty 1069.840819 = -58244.141738 nChanged 54 SP:Iteration 4F (436.317855 sec): 3 clusters Score: Raw -59364.422139 + Penalty 1076.753358 = -58287.668781 nChanged 28 SP:Iteration 5Q (436.319592 sec): 3 clusters Score: Raw -59385.219101 + Penalty 1081.488761 = -58303.730340 nChanged 17 SP:Iteration 6Q (436.321327 sec): 3 clusters Score: Raw -59401.196525 + Penalty 1082.713324 = -58318.483202 nChanged 9 SP:Iteration 7Q (436.323099 sec): 3 clusters Score: Raw -59407.018932 + Penalty 1083.185569 = -58323.833362 nChanged 5 SP:Iteration 8Q (436.324876 sec): 3 clusters Score: Raw -59409.922410 + Penalty 1083.443298 = -58326.479113 nChanged 3 SP:Iteration 9Q (436.326642 sec): 3 clusters Score: Raw -59412.160546 + Penalty 1083.343809 = -58328.816737 nChanged 2 SP:Iteration 10F (436.328449 sec): 3 clusters Score: Raw -59413.347464 + Penalty 1083.476147 = -58329.871317 nChanged 2 SP:Iteration 11Q (436.330206 sec): 3 clusters Score: Raw -59414.191010 + Penalty 1083.476147 = -58330.714863 nChanged 0 SP:Iteration 12F (436.331973 sec): 3 clusters Score: Raw -59414.191010 + Penalty 1083.476147 = -58330.714863 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 16 (803 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (436.335893 sec): 2 clusters Score: Raw -47204.401862 + Penalty 492.218989 = -46712.182873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (436.337492 sec): 3 clusters Score: Raw -46792.363562 + Penalty 974.731455 = -45817.632107 nChanged 272 SP:Iteration 1F (436.339131 sec): 3 clusters Score: Raw -46984.353189 + Penalty 966.179548 = -46018.173642 nChanged 104 SP:Iteration 2F (436.340731 sec): 3 clusters Score: Raw -47078.480423 + Penalty 958.111806 = -46120.368617 nChanged 67 SP:Iteration 3F (436.342325 sec): 3 clusters Score: Raw -47141.663693 + Penalty 960.600823 = -46181.062870 nChanged 53 SP:Iteration 4F (436.343913 sec): 3 clusters Score: Raw -47191.303252 + Penalty 974.531784 = -46216.771468 nChanged 50 SP:Iteration 5F (436.345481 sec): 3 clusters Score: Raw -47247.925438 + Penalty 996.500517 = -46251.424921 nChanged 43 SP:Iteration 6F (436.347095 sec): 3 clusters Score: Raw -47290.685437 + Penalty 1021.201106 = -46269.484331 nChanged 26 SP:Iteration 7Q (436.348693 sec): 3 clusters Score: Raw -47313.806295 + Penalty 1044.332855 = -46269.473440 nChanged 24 SP:Iteration 8F (436.350265 sec): 3 clusters Score: Raw -47338.886479 + Penalty 1061.546920 = -46277.339559 nChanged 13 SP:Iteration 9Q (436.351785 sec): 3 clusters Score: Raw -47352.875987 + Penalty 1078.787522 = -46274.088465 nChanged 10 SP:Iteration 10F (436.353347 sec): 3 clusters Score: Raw -47365.964647 + Penalty 1090.876375 = -46275.088271 nChanged 8 SP:Iteration 11Q (436.354862 sec): 3 clusters Score: Raw -47374.848566 + Penalty 1093.948492 = -46280.900075 nChanged 3 SP:Iteration 12Q (436.356383 sec): 3 clusters Score: Raw -47378.468358 + Penalty 1094.604805 = -46283.863553 nChanged 1 SP:Iteration 13Q (436.357904 sec): 3 clusters Score: Raw -47379.332289 + Penalty 1094.604805 = -46284.727484 nChanged 0 SP:Iteration 14F (436.359498 sec): 3 clusters Score: Raw -47379.332289 + Penalty 1094.604805 = -46284.727484 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 17 (498 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (436.362458 sec): 2 clusters Score: Raw -31173.078708 + Penalty 714.991118 = -30458.087590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (436.363541 sec): 3 clusters Score: Raw -31012.879821 + Penalty 1430.499428 = -29582.380393 nChanged 138 SP:Iteration 1F (436.364609 sec): 3 clusters Score: Raw -31153.950765 + Penalty 1428.900575 = -29725.050190 nChanged 44 SP:Iteration 2F (436.365672 sec): 3 clusters Score: Raw -31205.702973 + Penalty 1428.839111 = -29776.863863 nChanged 19 SP:Iteration 3Q (436.366718 sec): 3 clusters Score: Raw -31237.184081 + Penalty 1427.335778 = -29809.848303 nChanged 15 SP:Iteration 4Q (436.367760 sec): 3 clusters Score: Raw -31256.213181 + Penalty 1428.521713 = -29827.691468 nChanged 13 SP:Iteration 5Q (436.368796 sec): 3 clusters Score: Raw -31269.981023 + Penalty 1427.429311 = -29842.551712 nChanged 8 SP:Iteration 6Q (436.369831 sec): 3 clusters Score: Raw -31282.327140 + Penalty 1424.059197 = -29858.267942 nChanged 11 SP:Iteration 7Q (436.370870 sec): 3 clusters Score: Raw -31299.206127 + Penalty 1423.407588 = -29875.798540 nChanged 4 SP:Iteration 8Q (436.371925 sec): 3 clusters Score: Raw -31305.573230 + Penalty 1423.139607 = -29882.433624 nChanged 4 SP:Iteration 9Q (436.372955 sec): 3 clusters Score: Raw -31309.218690 + Penalty 1423.139607 = -29886.079084 nChanged 0 SP:Iteration 10F (436.374019 sec): 3 clusters Score: Raw -31309.218690 + Penalty 1423.139607 = -29886.079084 nChanged 0 Memory request: 0.01 GB would take us to total of 0.82 GB. Trying to split cluster 18 (2212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (436.384462 sec): 2 clusters Score: Raw -131927.164059 + Penalty 553.006665 = -131374.157394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (436.388594 sec): 3 clusters Score: Raw -130609.646374 + Penalty 1109.774920 = -129499.871453 nChanged 902 SP:Iteration 1F (436.392624 sec): 3 clusters Score: Raw -131241.649488 + Penalty 1120.106729 = -130121.542759 nChanged 309 SP:Iteration 2F (436.396694 sec): 3 clusters Score: Raw -131478.070058 + Penalty 1129.043348 = -130349.026710 nChanged 161 SP:Iteration 3F (436.400737 sec): 3 clusters Score: Raw -131590.795402 + Penalty 1135.367274 = -130455.428129 nChanged 131 SP:Iteration 4F (436.404762 sec): 3 clusters Score: Raw -131686.549460 + Penalty 1140.871439 = -130545.678021 nChanged 110 SP:Iteration 5Q (436.408918 sec): 3 clusters Score: Raw -131764.550957 + Penalty 1146.322674 = -130618.228283 nChanged 83 SP:Iteration 6Q (436.412906 sec): 3 clusters Score: Raw -131820.072937 + Penalty 1151.386529 = -130668.686407 nChanged 73 SP:Iteration 7Q (436.416870 sec): 3 clusters Score: Raw -131872.156009 + Penalty 1158.252273 = -130713.903735 nChanged 66 SP:Iteration 8Q (436.420813 sec): 3 clusters Score: Raw -131921.837015 + Penalty 1159.165855 = -130762.671160 nChanged 52 SP:Iteration 9Q (436.424752 sec): 3 clusters Score: Raw -131951.955632 + Penalty 1160.121691 = -130791.833941 nChanged 34 SP:Iteration 10F (436.428758 sec): 3 clusters Score: Raw -131969.642172 + Penalty 1160.222741 = -130809.419432 nChanged 29 SP:Iteration 11Q (436.432697 sec): 3 clusters Score: Raw -131983.007436 + Penalty 1159.062938 = -130823.944499 nChanged 24 SP:Iteration 12Q (436.436590 sec): 3 clusters Score: Raw -131992.218160 + Penalty 1159.075148 = -130833.143012 nChanged 17 SP:Iteration 13Q (436.440407 sec): 3 clusters Score: Raw -131998.506800 + Penalty 1161.158436 = -130837.348364 nChanged 12 SP:Iteration 14Q (436.444133 sec): 3 clusters Score: Raw -132001.901136 + Penalty 1162.307292 = -130839.593844 nChanged 8 SP:Iteration 15Q (436.447837 sec): 3 clusters Score: Raw -132004.590181 + Penalty 1166.120701 = -130838.469480 nChanged 6 SP:Iteration 16F (436.451841 sec): 3 clusters Score: Raw -132007.614955 + Penalty 1171.931344 = -130835.683611 nChanged 12 SP:Iteration 17F (436.455880 sec): 3 clusters Score: Raw -132013.295226 + Penalty 1177.514760 = -130835.780465 nChanged 11 SP:Iteration 18Q (436.459532 sec): 3 clusters Score: Raw -132019.043786 + Penalty 1180.267564 = -130838.776222 nChanged 13 SP:Iteration 19Q (436.463156 sec): 3 clusters Score: Raw -132026.170957 + Penalty 1181.302718 = -130844.868239 nChanged 9 SP:Iteration 20F (436.467178 sec): 3 clusters Score: Raw -132031.239078 + Penalty 1182.465289 = -130848.773789 nChanged 3 SP:Iteration 21Q (436.470881 sec): 3 clusters Score: Raw -132032.868962 + Penalty 1181.186065 = -130851.682897 nChanged 3 SP:Iteration 22Q (436.474506 sec): 3 clusters Score: Raw -132033.611699 + Penalty 1182.839159 = -130850.772539 nChanged 3 SP:Iteration 23F (436.478555 sec): 3 clusters Score: Raw -132034.040259 + Penalty 1183.386014 = -130850.654245 nChanged 1 SP:Iteration 24F (436.482601 sec): 3 clusters Score: Raw -132034.148083 + Penalty 1184.408708 = -130849.739374 nChanged 1 SP:Iteration 25F (436.486607 sec): 3 clusters Score: Raw -132034.204831 + Penalty 1185.012492 = -130849.192340 nChanged 2 SP:Iteration 26F (436.490637 sec): 3 clusters Score: Raw -132034.572885 + Penalty 1183.294659 = -130851.278225 nChanged 2 SP:Iteration 27Q (436.494207 sec): 3 clusters Score: Raw -132035.355076 + Penalty 1183.294659 = -130852.060417 nChanged 0 SP:Iteration 28F (436.498205 sec): 3 clusters Score: Raw -132035.355076 + Penalty 1183.294659 = -130852.060417 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 19 (713 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (436.502169 sec): 2 clusters Score: Raw -42726.949506 + Penalty 461.216366 = -42265.733139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (436.503650 sec): 3 clusters Score: Raw -42364.164249 + Penalty 920.351083 = -41443.813165 nChanged 242 SP:Iteration 1F (436.505110 sec): 3 clusters Score: Raw -42536.606471 + Penalty 920.214222 = -41616.392249 nChanged 74 SP:Iteration 2F (436.506647 sec): 3 clusters Score: Raw -42602.100743 + Penalty 916.905915 = -41685.194828 nChanged 38 SP:Iteration 3F (436.508186 sec): 3 clusters Score: Raw -42629.712693 + Penalty 914.276779 = -41715.435914 nChanged 24 SP:Iteration 4Q (436.509692 sec): 3 clusters Score: Raw -42650.594252 + Penalty 909.507443 = -41741.086809 nChanged 18 SP:Iteration 5Q (436.511162 sec): 3 clusters Score: Raw -42666.054242 + Penalty 907.396170 = -41758.658072 nChanged 13 SP:Iteration 6Q (436.512608 sec): 3 clusters Score: Raw -42672.529391 + Penalty 906.493663 = -41766.035729 nChanged 6 SP:Iteration 7Q (436.514044 sec): 3 clusters Score: Raw -42675.250721 + Penalty 904.605043 = -41770.645679 nChanged 5 SP:Iteration 8Q (436.515482 sec): 3 clusters Score: Raw -42676.183810 + Penalty 904.003093 = -41772.180717 nChanged 1 SP:Iteration 9Q (436.516941 sec): 3 clusters Score: Raw -42676.650589 + Penalty 904.394430 = -41772.256159 nChanged 1 SP:Iteration 10F (436.518394 sec): 3 clusters Score: Raw -42677.479762 + Penalty 904.443124 = -41773.036639 nChanged 1 SP:Iteration 11Q (436.519862 sec): 3 clusters Score: Raw -42677.672304 + Penalty 904.443124 = -41773.229181 nChanged 0 SP:Iteration 12F (436.521290 sec): 3 clusters Score: Raw -42677.672304 + Penalty 904.443124 = -41773.229181 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 20 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (436.522049 sec): 2 clusters Score: Raw -4433.478058 + Penalty 23.251694 = -4410.226364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (436.522361 sec): 3 clusters Score: Raw -4396.074301 + Penalty 46.191083 = -4349.883218 nChanged 33 SP:Iteration 1F (436.522646 sec): 3 clusters Score: Raw -4415.080118 + Penalty 46.133718 = -4368.946401 nChanged 6 SP:Iteration 2F (436.522930 sec): 3 clusters Score: Raw -4418.948912 + Penalty 46.128535 = -4372.820377 nChanged 3 SP:Iteration 3Q (436.523212 sec): 3 clusters Score: Raw -4419.992745 + Penalty 46.134956 = -4373.857789 nChanged 1 SP:Iteration 4Q (436.523494 sec): 3 clusters Score: Raw -4420.752589 + Penalty 46.162241 = -4374.590348 nChanged 2 SP:Iteration 5Q (436.523776 sec): 3 clusters Score: Raw -4422.180615 + Penalty 45.846219 = -4376.334396 nChanged 2 SP:Iteration 6Q (436.524058 sec): 3 clusters Score: Raw -4424.994468 + Penalty 45.855941 = -4379.138526 nChanged 2 SP:Iteration 7Q (436.524336 sec): 3 clusters Score: Raw -4428.719274 + Penalty 45.487490 = -4383.231785 nChanged 1 SP:Iteration 8Q (436.524611 sec): 3 clusters Score: Raw -4431.575070 + Penalty 45.487490 = -4386.087580 nChanged 0 SP:Iteration 9F (436.524889 sec): 3 clusters Score: Raw -4431.575070 + Penalty 45.487490 = -4386.087580 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 21 (139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (436.526061 sec): 2 clusters Score: Raw -8249.469461 + Penalty 42.668249 = -8206.801212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (436.526541 sec): 3 clusters Score: Raw -8176.821920 + Penalty 97.241493 = -8079.580428 nChanged 54 SP:Iteration 1F (436.527006 sec): 3 clusters Score: Raw -8222.818999 + Penalty 104.485585 = -8118.333414 nChanged 8 SP:Iteration 2F (436.527467 sec): 3 clusters Score: Raw -8240.995588 + Penalty 102.698007 = -8138.297581 nChanged 3 SP:Iteration 3Q (436.527909 sec): 3 clusters Score: Raw -8243.649628 + Penalty 104.578678 = -8139.070951 nChanged 3 SP:Iteration 4Q (436.528322 sec): 3 clusters Score: Raw -8246.687097 + Penalty 107.117762 = -8139.569336 nChanged 1 SP:Iteration 5Q (436.528727 sec): 3 clusters Score: Raw -8247.244214 + Penalty 109.324051 = -8137.920163 nChanged 1 SP:Iteration 6F (436.529172 sec): 3 clusters Score: Raw -8247.958464 + Penalty 112.667460 = -8135.291004 nChanged 1 SP:Iteration 7F (436.529615 sec): 3 clusters Score: Raw -8248.601578 + Penalty 112.667460 = -8135.934118 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 22 (135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (436.530914 sec): 2 clusters Score: Raw -7610.815595 + Penalty 43.443509 = -7567.372086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (436.531392 sec): 3 clusters Score: Raw -7533.894880 + Penalty 89.774861 = -7444.120019 nChanged 51 SP:Iteration 1F (436.531868 sec): 3 clusters Score: Raw -7583.107782 + Penalty 94.231361 = -7488.876420 nChanged 12 SP:Iteration 2F (436.532345 sec): 3 clusters Score: Raw -7592.884278 + Penalty 93.934164 = -7498.950114 nChanged 8 SP:Iteration 3F (436.532824 sec): 3 clusters Score: Raw -7599.777040 + Penalty 96.880889 = -7502.896151 nChanged 3 SP:Iteration 4Q (436.533296 sec): 3 clusters Score: Raw -7602.188742 + Penalty 98.034722 = -7504.154020 nChanged 5 SP:Iteration 5Q (436.533754 sec): 3 clusters Score: Raw -7610.837746 + Penalty 101.058649 = -7509.779097 nChanged 2 SP:Iteration 6Q (436.534215 sec): 3 clusters Score: Raw -7616.090450 + Penalty 97.894749 = -7518.195702 nChanged 2 SP:Iteration 7Q (436.534693 sec): 3 clusters Score: Raw -7621.306565 + Penalty 97.894749 = -7523.411816 nChanged 0 SP:Iteration 8F (436.535164 sec): 3 clusters Score: Raw -7621.306565 + Penalty 97.894749 = -7523.411816 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 23 (188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (436.536560 sec): 2 clusters Score: Raw -8894.993046 + Penalty 557.833666 = -8337.159380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (436.537102 sec): 3 clusters Score: Raw -8962.457617 + Penalty 1119.811906 = -7842.645711 nChanged 32 SP:Iteration 1F (436.537634 sec): 3 clusters Score: Raw -9022.421010 + Penalty 1124.550254 = -7897.870756 nChanged 4 SP:Iteration 2Q (436.538144 sec): 3 clusters Score: Raw -9029.663671 + Penalty 1127.255784 = -7902.407887 nChanged 2 SP:Iteration 3Q (436.538677 sec): 3 clusters Score: Raw -9036.117128 + Penalty 1126.800239 = -7909.316889 nChanged 2 SP:Iteration 4Q (436.539213 sec): 3 clusters Score: Raw -9047.683449 + Penalty 1126.675866 = -7921.007582 nChanged 2 SP:Iteration 5Q (436.539745 sec): 3 clusters Score: Raw -9054.954041 + Penalty 1125.451680 = -7929.502361 nChanged 1 SP:Iteration 6Q (436.540261 sec): 3 clusters Score: Raw -9056.534615 + Penalty 1125.451680 = -7931.082935 nChanged 0 SP:Iteration 7F (436.540805 sec): 3 clusters Score: Raw -9056.534615 + Penalty 1125.451680 = -7931.082935 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 24 (83 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (436.541603 sec): 2 clusters Score: Raw -4330.864457 + Penalty 29.251496 = -4301.612960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (436.541967 sec): 3 clusters Score: Raw -4288.490120 + Penalty 64.492994 = -4223.997125 nChanged 31 SP:Iteration 1F (436.542323 sec): 3 clusters Score: Raw -4331.735277 + Penalty 66.747523 = -4264.987755 nChanged 2 SP:Iteration 2Q (436.542667 sec): 3 clusters Score: Raw -4333.267705 + Penalty 67.882388 = -4265.385316 nChanged 1 SP:Iteration 3Q (436.543009 sec): 3 clusters Score: Raw -4333.857681 + Penalty 67.882388 = -4265.975292 nChanged 0 SP:Iteration 4F (436.543362 sec): 3 clusters Score: Raw -4333.857681 + Penalty 67.882388 = -4265.975292 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 25 (642 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (436.545732 sec): 2 clusters Score: Raw -37085.082478 + Penalty 1008.053634 = -36077.028844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (436.547138 sec): 3 clusters Score: Raw -36974.631578 + Penalty 2016.233975 = -34958.397603 nChanged 169 SP:Iteration 1F (436.548459 sec): 3 clusters Score: Raw -37163.583607 + Penalty 2016.883496 = -35146.700111 nChanged 48 SP:Iteration 2F (436.549769 sec): 3 clusters Score: Raw -37261.723229 + Penalty 2017.234994 = -35244.488235 nChanged 32 SP:Iteration 3Q (436.551047 sec): 3 clusters Score: Raw -37329.602263 + Penalty 2017.414312 = -35312.187951 nChanged 22 SP:Iteration 4Q (436.552301 sec): 3 clusters Score: Raw -37382.351180 + Penalty 2017.916405 = -35364.434775 nChanged 24 SP:Iteration 5Q (436.553550 sec): 3 clusters Score: Raw -37432.187448 + Penalty 2018.593970 = -35413.593477 nChanged 16 SP:Iteration 6Q (436.554826 sec): 3 clusters Score: Raw -37457.443311 + Penalty 2018.556085 = -35438.887226 nChanged 12 SP:Iteration 7Q (436.556052 sec): 3 clusters Score: Raw -37468.100009 + Penalty 2018.184370 = -35449.915639 nChanged 4 SP:Iteration 8Q (436.557276 sec): 3 clusters Score: Raw -37471.815832 + Penalty 2018.153149 = -35453.662682 nChanged 2 SP:Iteration 9Q (436.558496 sec): 3 clusters Score: Raw -37473.218391 + Penalty 2018.079476 = -35455.138915 nChanged 2 SP:Iteration 10F (436.559812 sec): 3 clusters Score: Raw -37475.084948 + Penalty 2017.980137 = -35457.104810 nChanged 1 SP:Iteration 11Q (436.561035 sec): 3 clusters Score: Raw -37475.588130 + Penalty 2017.980137 = -35457.607992 nChanged 0 SP:Iteration 12F (436.562355 sec): 3 clusters Score: Raw -37475.588130 + Penalty 2017.980137 = -35457.607992 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 26 (719 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (436.564874 sec): 2 clusters Score: Raw -45082.670223 + Penalty 423.454398 = -44659.215825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (436.566349 sec): 3 clusters Score: Raw -44665.393814 + Penalty 846.817440 = -43818.576374 nChanged 256 SP:Iteration 1F (436.567796 sec): 3 clusters Score: Raw -44800.868958 + Penalty 848.775586 = -43952.093373 nChanged 85 SP:Iteration 2F (436.569220 sec): 3 clusters Score: Raw -44867.169226 + Penalty 852.159718 = -44015.009508 nChanged 63 SP:Iteration 3F (436.570646 sec): 3 clusters Score: Raw -44925.004224 + Penalty 856.201196 = -44068.803028 nChanged 48 SP:Iteration 4F (436.572090 sec): 3 clusters Score: Raw -44971.945913 + Penalty 860.144611 = -44111.801302 nChanged 38 SP:Iteration 5F (436.573517 sec): 3 clusters Score: Raw -44996.410647 + Penalty 860.307479 = -44136.103168 nChanged 27 SP:Iteration 6Q (436.574967 sec): 3 clusters Score: Raw -45017.239816 + Penalty 859.555279 = -44157.684537 nChanged 16 SP:Iteration 7Q (436.576373 sec): 3 clusters Score: Raw -45022.944136 + Penalty 860.149127 = -44162.795009 nChanged 4 SP:Iteration 8Q (436.577766 sec): 3 clusters Score: Raw -45024.963797 + Penalty 860.124479 = -44164.839318 nChanged 2 SP:Iteration 9Q (436.579164 sec): 3 clusters Score: Raw -45026.106599 + Penalty 860.423714 = -44165.682885 nChanged 2 SP:Iteration 10F (436.580613 sec): 3 clusters Score: Raw -45026.921651 + Penalty 860.814464 = -44166.107187 nChanged 4 SP:Iteration 11Q (436.582014 sec): 3 clusters Score: Raw -45027.807351 + Penalty 861.040654 = -44166.766698 nChanged 1 SP:Iteration 12Q (436.583385 sec): 3 clusters Score: Raw -45028.003180 + Penalty 860.969424 = -44167.033756 nChanged 1 SP:Iteration 13Q (436.584788 sec): 3 clusters Score: Raw -45028.325139 + Penalty 861.408430 = -44166.916710 nChanged 2 SP:Iteration 14F (436.586237 sec): 3 clusters Score: Raw -45028.547072 + Penalty 861.904186 = -44166.642886 nChanged 1 SP:Iteration 15F (436.587686 sec): 3 clusters Score: Raw -45028.589516 + Penalty 861.904186 = -44166.685330 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 27 (598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (436.589886 sec): 2 clusters Score: Raw -37363.735802 + Penalty 356.233742 = -37007.502060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (436.591153 sec): 3 clusters Score: Raw -37052.574588 + Penalty 715.177750 = -36337.396837 nChanged 215 SP:Iteration 1F (436.592397 sec): 3 clusters Score: Raw -37205.173755 + Penalty 718.747967 = -36486.425788 nChanged 73 SP:Iteration 2F (436.593640 sec): 3 clusters Score: Raw -37259.805386 + Penalty 724.136756 = -36535.668631 nChanged 45 SP:Iteration 3F (436.594887 sec): 3 clusters Score: Raw -37291.681879 + Penalty 726.487056 = -36565.194824 nChanged 29 SP:Iteration 4Q (436.596134 sec): 3 clusters Score: Raw -37310.782119 + Penalty 730.081614 = -36580.700505 nChanged 20 SP:Iteration 5Q (436.597379 sec): 3 clusters Score: Raw -37327.701286 + Penalty 736.104327 = -36591.596959 nChanged 22 SP:Iteration 6Q (436.598644 sec): 3 clusters Score: Raw -37347.075783 + Penalty 745.431684 = -36601.644098 nChanged 15 SP:Iteration 7Q (436.599893 sec): 3 clusters Score: Raw -37363.514693 + Penalty 751.867830 = -36611.646863 nChanged 14 SP:Iteration 8Q (436.601135 sec): 3 clusters Score: Raw -37376.271363 + Penalty 764.861835 = -36611.409528 nChanged 10 SP:Iteration 9F (436.602385 sec): 3 clusters Score: Raw -37389.372494 + Penalty 787.841737 = -36601.530757 nChanged 8 SP:Iteration 10F (436.603626 sec): 3 clusters Score: Raw -37398.647900 + Penalty 787.841737 = -36610.806163 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 28 (131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (436.604567 sec): 2 clusters Score: Raw -7765.458844 + Penalty 45.109903 = -7720.348941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (436.605031 sec): 3 clusters Score: Raw -7693.387889 + Penalty 85.393795 = -7607.994094 nChanged 55 SP:Iteration 1F (436.605514 sec): 3 clusters Score: Raw -7752.320993 + Penalty 86.060916 = -7666.260076 nChanged 14 SP:Iteration 2F (436.605992 sec): 3 clusters Score: Raw -7768.829528 + Penalty 85.964553 = -7682.864975 nChanged 7 SP:Iteration 3F (436.606461 sec): 3 clusters Score: Raw -7774.408619 + Penalty 86.000987 = -7688.407632 nChanged 5 SP:Iteration 4Q (436.606900 sec): 3 clusters Score: Raw -7776.375282 + Penalty 86.000987 = -7690.374295 nChanged 0 SP:Iteration 5F (436.607365 sec): 3 clusters Score: Raw -7776.375282 + Penalty 86.000987 = -7690.374295 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 29 (111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (436.608170 sec): 2 clusters Score: Raw -6272.481771 + Penalty 41.660967 = -6230.820805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (436.608585 sec): 3 clusters Score: Raw -6216.884259 + Penalty 83.782940 = -6133.101319 nChanged 47 SP:Iteration 1F (436.608978 sec): 3 clusters Score: Raw -6258.347642 + Penalty 85.426420 = -6172.921221 nChanged 5 SP:Iteration 2Q (436.609375 sec): 3 clusters Score: Raw -6260.180093 + Penalty 85.426420 = -6174.753673 nChanged 0 SP:Iteration 3F (436.609770 sec): 3 clusters Score: Raw -6260.180093 + Penalty 85.426420 = -6174.753673 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 30 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (436.610470 sec): 2 clusters Score: Raw -4475.811909 + Penalty 33.214359 = -4442.597550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (436.610816 sec): 3 clusters Score: Raw -4438.343436 + Penalty 66.477863 = -4371.865573 nChanged 28 SP:Iteration 1F (436.611156 sec): 3 clusters Score: Raw -4452.724816 + Penalty 66.908767 = -4385.816049 nChanged 5 SP:Iteration 2F (436.611497 sec): 3 clusters Score: Raw -4455.017578 + Penalty 66.356204 = -4388.661374 nChanged 4 SP:Iteration 3F (436.611836 sec): 3 clusters Score: Raw -4457.179901 + Penalty 66.269208 = -4390.910694 nChanged 4 SP:Iteration 4F (436.612175 sec): 3 clusters Score: Raw -4460.670410 + Penalty 66.302529 = -4394.367881 nChanged 4 SP:Iteration 5F (436.612514 sec): 3 clusters Score: Raw -4464.623637 + Penalty 66.488937 = -4398.134700 nChanged 1 SP:Iteration 6Q (436.612847 sec): 3 clusters Score: Raw -4466.627237 + Penalty 66.470165 = -4400.157072 nChanged 2 SP:Iteration 7Q (436.613181 sec): 3 clusters Score: Raw -4468.176814 + Penalty 66.488443 = -4401.688371 nChanged 2 SP:Iteration 8Q (436.613513 sec): 3 clusters Score: Raw -4469.122521 + Penalty 66.403840 = -4402.718681 nChanged 1 SP:Iteration 9Q (436.613844 sec): 3 clusters Score: Raw -4469.584947 + Penalty 66.403840 = -4403.181107 nChanged 0 SP:Iteration 10F (436.614186 sec): 3 clusters Score: Raw -4469.584947 + Penalty 66.403840 = -4403.181107 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 31 (317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (436.616169 sec): 2 clusters Score: Raw -17485.643764 + Penalty 778.892752 = -16706.751012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (436.616932 sec): 3 clusters Score: Raw -17459.620037 + Penalty 1554.150699 = -15905.469338 nChanged 73 SP:Iteration 1F (436.617682 sec): 3 clusters Score: Raw -17588.921007 + Penalty 1544.729387 = -16044.191621 nChanged 34 SP:Iteration 2F (436.618455 sec): 3 clusters Score: Raw -17644.443009 + Penalty 1535.394060 = -16109.048949 nChanged 15 SP:Iteration 3Q (436.619181 sec): 3 clusters Score: Raw -17667.733656 + Penalty 1535.430168 = -16132.303488 nChanged 6 SP:Iteration 4Q (436.619930 sec): 3 clusters Score: Raw -17676.640072 + Penalty 1534.042090 = -16142.597982 nChanged 3 SP:Iteration 5Q (436.620648 sec): 3 clusters Score: Raw -17684.121066 + Penalty 1534.553804 = -16149.567262 nChanged 5 SP:Iteration 6Q (436.621364 sec): 3 clusters Score: Raw -17694.948935 + Penalty 1535.620592 = -16159.328343 nChanged 3 SP:Iteration 7Q (436.622078 sec): 3 clusters Score: Raw -17715.339626 + Penalty 1534.695948 = -16180.643678 nChanged 3 SP:Iteration 8Q (436.622790 sec): 3 clusters Score: Raw -17722.185280 + Penalty 1532.543842 = -16189.641438 nChanged 3 SP:Iteration 9Q (436.623499 sec): 3 clusters Score: Raw -17725.520451 + Penalty 1532.543842 = -16192.976609 nChanged 0 SP:Iteration 10F (436.624252 sec): 3 clusters Score: Raw -17725.520451 + Penalty 1532.543842 = -16192.976609 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 32 (316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (436.625683 sec): 2 clusters Score: Raw -21066.594048 + Penalty 525.971497 = -20540.622552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (436.626446 sec): 3 clusters Score: Raw -20956.349383 + Penalty 1054.758499 = -19901.590884 nChanged 75 SP:Iteration 1F (436.627196 sec): 3 clusters Score: Raw -21017.321723 + Penalty 1056.263189 = -19961.058534 nChanged 19 SP:Iteration 2F (436.627946 sec): 3 clusters Score: Raw -21034.713292 + Penalty 1057.635855 = -19977.077437 nChanged 9 SP:Iteration 3Q (436.628694 sec): 3 clusters Score: Raw -21040.618850 + Penalty 1058.825311 = -19981.793539 nChanged 6 SP:Iteration 4Q (436.629436 sec): 3 clusters Score: Raw -21046.007824 + Penalty 1059.858983 = -19986.148840 nChanged 3 SP:Iteration 5Q (436.630177 sec): 3 clusters Score: Raw -21048.724264 + Penalty 1060.710822 = -19988.013442 nChanged 2 SP:Iteration 6Q (436.630937 sec): 3 clusters Score: Raw -21050.596096 + Penalty 1060.710822 = -19989.885274 nChanged 0 SP:Iteration 7F (436.631693 sec): 3 clusters Score: Raw -21050.596096 + Penalty 1060.710822 = -19989.885274 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 33 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (436.632696 sec): 2 clusters Score: Raw -8623.332661 + Penalty 73.329710 = -8550.002950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (436.633235 sec): 3 clusters Score: Raw -8567.661685 + Penalty 156.248626 = -8411.413059 nChanged 64 SP:Iteration 1F (436.633753 sec): 3 clusters Score: Raw -8679.596057 + Penalty 166.712061 = -8512.883996 nChanged 13 SP:Iteration 2F (436.634291 sec): 3 clusters Score: Raw -8704.475046 + Penalty 169.559534 = -8534.915512 nChanged 3 SP:Iteration 3Q (436.634800 sec): 3 clusters Score: Raw -8707.812405 + Penalty 171.896503 = -8535.915902 nChanged 3 SP:Iteration 4Q (436.635301 sec): 3 clusters Score: Raw -8718.371717 + Penalty 174.309237 = -8544.062481 nChanged 4 SP:Iteration 5Q (436.635778 sec): 3 clusters Score: Raw -8725.730324 + Penalty 178.655547 = -8547.074776 nChanged 4 SP:Iteration 6Q (436.636251 sec): 3 clusters Score: Raw -8730.742679 + Penalty 180.692907 = -8550.049772 nChanged 1 SP:Iteration 7Q (436.636721 sec): 3 clusters Score: Raw -8731.265167 + Penalty 182.845286 = -8548.419881 nChanged 1 SP:Iteration 8F (436.637245 sec): 3 clusters Score: Raw -8732.289184 + Penalty 188.301774 = -8543.987409 nChanged 3 SP:Iteration 9F (436.637767 sec): 3 clusters Score: Raw -8737.051510 + Penalty 190.906470 = -8546.145041 nChanged 1 SP:Iteration 10F (436.638289 sec): 3 clusters Score: Raw -8738.617048 + Penalty 193.699466 = -8544.917582 nChanged 1 SP:Iteration 11F (436.638811 sec): 3 clusters Score: Raw -8739.127467 + Penalty 193.699466 = -8545.428001 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 34 (532 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (436.640789 sec): 2 clusters Score: Raw -35890.402016 + Penalty 600.831901 = -35289.570115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (436.642021 sec): 3 clusters Score: Raw -35663.566742 + Penalty 1202.236231 = -34461.330511 nChanged 170 SP:Iteration 1F (436.643198 sec): 3 clusters Score: Raw -35790.262876 + Penalty 1203.361321 = -34586.901555 nChanged 49 SP:Iteration 2F (436.644326 sec): 3 clusters Score: Raw -35837.420880 + Penalty 1205.244981 = -34632.175899 nChanged 28 SP:Iteration 3F (436.645470 sec): 3 clusters Score: Raw -35866.015094 + Penalty 1207.179348 = -34658.835746 nChanged 21 SP:Iteration 4Q (436.646605 sec): 3 clusters Score: Raw -35884.070350 + Penalty 1207.701347 = -34676.369002 nChanged 13 SP:Iteration 5Q (436.647790 sec): 3 clusters Score: Raw -35892.561016 + Penalty 1208.289622 = -34684.271394 nChanged 5 SP:Iteration 6Q (436.648985 sec): 3 clusters Score: Raw -35896.884109 + Penalty 1208.357792 = -34688.526317 nChanged 5 SP:Iteration 7Q (436.650232 sec): 3 clusters Score: Raw -35900.063530 + Penalty 1208.357792 = -34691.705738 nChanged 0 SP:Iteration 8F (436.651451 sec): 3 clusters Score: Raw -35900.063530 + Penalty 1208.357792 = -34691.705738 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 37 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (436.652262 sec): 2 clusters Score: Raw -4265.346170 + Penalty 273.776907 = -3991.569263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (436.652659 sec): 3 clusters Score: Raw -4337.312298 + Penalty 596.540120 = -3740.772179 nChanged 19 SP:Iteration 1F (436.653055 sec): 3 clusters Score: Raw -4383.207182 + Penalty 605.895423 = -3777.311758 nChanged 3 SP:Iteration 2Q (436.653423 sec): 3 clusters Score: Raw -4390.431369 + Penalty 620.461702 = -3769.969667 nChanged 3 SP:Iteration 3F (436.653806 sec): 3 clusters Score: Raw -4394.667476 + Penalty 635.583799 = -3759.083677 nChanged 3 SP:Iteration 4F (436.654194 sec): 3 clusters Score: Raw -4403.167983 + Penalty 635.583799 = -3767.584184 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 42 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (436.654977 sec): 2 clusters Score: Raw -5977.717674 + Penalty 487.678215 = -5490.039458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (436.655363 sec): 3 clusters Score: Raw -6010.069146 + Penalty 976.774444 = -5033.294701 nChanged 6 SP:Iteration 1F (436.655743 sec): 3 clusters Score: Raw -6025.610087 + Penalty 978.133476 = -5047.476611 nChanged 4 SP:Iteration 2Q (436.656116 sec): 3 clusters Score: Raw -6041.615237 + Penalty 978.133476 = -5063.481761 nChanged 0 SP:Iteration 3F (436.656494 sec): 3 clusters Score: Raw -6041.615237 + Penalty 978.133476 = -5063.481761 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 50 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (436.657152 sec): 2 clusters Score: Raw -3216.091302 + Penalty 39.340706 = -3176.750596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (436.657467 sec): 3 clusters Score: Raw -3199.087452 + Penalty 80.003636 = -3119.083816 nChanged 14 SP:Iteration 1F (436.657783 sec): 3 clusters Score: Raw -3207.370196 + Penalty 81.909424 = -3125.460772 nChanged 3 SP:Iteration 2F (436.658097 sec): 3 clusters Score: Raw -3210.703828 + Penalty 82.742767 = -3127.961061 nChanged 3 SP:Iteration 3F (436.658410 sec): 3 clusters Score: Raw -3212.510410 + Penalty 81.796181 = -3130.714229 nChanged 1 SP:Iteration 4Q (436.658720 sec): 3 clusters Score: Raw -3212.904465 + Penalty 81.796181 = -3131.108284 nChanged 0 SP:Iteration 5F (436.659032 sec): 3 clusters Score: Raw -3212.904465 + Penalty 81.796181 = -3131.108284 nChanged 0 Memory request: 0.01 GB would take us to total of 0.81 GB. Trying to split cluster 57 (604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (436.661236 sec): 2 clusters Score: Raw -34579.755644 + Penalty 846.926566 = -33732.829078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (436.662555 sec): 3 clusters Score: Raw -34402.293084 + Penalty 1692.000668 = -32710.292416 nChanged 153 SP:Iteration 1F (436.663807 sec): 3 clusters Score: Raw -34557.154355 + Penalty 1691.122894 = -32866.031461 nChanged 46 SP:Iteration 2F (436.665057 sec): 3 clusters Score: Raw -34623.900903 + Penalty 1689.352693 = -32934.548210 nChanged 32 SP:Iteration 3F (436.666310 sec): 3 clusters Score: Raw -34677.757901 + Penalty 1686.541666 = -32991.216235 nChanged 24 SP:Iteration 4Q (436.667530 sec): 3 clusters Score: Raw -34699.830815 + Penalty 1685.620818 = -33014.209997 nChanged 14 SP:Iteration 5Q (436.668762 sec): 3 clusters Score: Raw -34721.587962 + Penalty 1684.917183 = -33036.670779 nChanged 9 SP:Iteration 6Q (436.669965 sec): 3 clusters Score: Raw -34729.747253 + Penalty 1684.348022 = -33045.399231 nChanged 5 SP:Iteration 7Q (436.671166 sec): 3 clusters Score: Raw -34736.112149 + Penalty 1684.841543 = -33051.270606 nChanged 2 SP:Iteration 8Q (436.672364 sec): 3 clusters Score: Raw -34737.344819 + Penalty 1684.948956 = -33052.395863 nChanged 3 SP:Iteration 9Q (436.673563 sec): 3 clusters Score: Raw -34740.095040 + Penalty 1684.846082 = -33055.248958 nChanged 2 SP:Iteration 10F (436.674812 sec): 3 clusters Score: Raw -34744.085376 + Penalty 1683.831447 = -33060.253929 nChanged 5 SP:Iteration 11Q (436.676009 sec): 3 clusters Score: Raw -34749.630068 + Penalty 1683.711455 = -33065.918613 nChanged 4 SP:Iteration 12Q (436.677205 sec): 3 clusters Score: Raw -34752.481089 + Penalty 1683.411000 = -33069.070089 nChanged 1 SP:Iteration 13Q (436.678377 sec): 3 clusters Score: Raw -34753.464175 + Penalty 1683.411000 = -33070.053175 nChanged 0 SP:Iteration 14F (436.679724 sec): 3 clusters Score: Raw -34753.464175 + Penalty 1683.411000 = -33070.053175 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 60 (328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (436.681986 sec): 2 clusters Score: Raw -17046.198624 + Penalty 358.928439 = -16687.270185 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (436.682902 sec): 3 clusters Score: Raw -16939.750504 + Penalty 728.388118 = -16211.362386 nChanged 98 SP:Iteration 1F (436.683766 sec): 3 clusters Score: Raw -17066.334532 + Penalty 742.248989 = -16324.085542 nChanged 30 SP:Iteration 2F (436.684628 sec): 3 clusters Score: Raw -17104.553820 + Penalty 757.788533 = -16346.765287 nChanged 15 SP:Iteration 3Q (436.685464 sec): 3 clusters Score: Raw -17127.000925 + Penalty 774.401972 = -16352.598953 nChanged 14 SP:Iteration 4Q (436.686299 sec): 3 clusters Score: Raw -17146.216839 + Penalty 777.018731 = -16369.198109 nChanged 8 SP:Iteration 5Q (436.687126 sec): 3 clusters Score: Raw -17161.399019 + Penalty 778.203452 = -16383.195567 nChanged 8 SP:Iteration 6Q (436.687919 sec): 3 clusters Score: Raw -17180.202815 + Penalty 783.889750 = -16396.313065 nChanged 7 SP:Iteration 7Q (436.688704 sec): 3 clusters Score: Raw -17196.097964 + Penalty 787.015702 = -16409.082263 nChanged 3 SP:Iteration 8Q (436.689485 sec): 3 clusters Score: Raw -17204.498766 + Penalty 787.462154 = -16417.036612 nChanged 2 SP:Iteration 9Q (436.690259 sec): 3 clusters Score: Raw -17205.602701 + Penalty 787.462154 = -16418.140547 nChanged 0 SP:Iteration 10F (436.691087 sec): 3 clusters Score: Raw -17205.602701 + Penalty 787.462154 = -16418.140547 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 67 (127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (436.692755 sec): 2 clusters Score: Raw -5943.502098 + Penalty 481.698394 = -5461.803704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (436.693192 sec): 3 clusters Score: Raw -5997.028276 + Penalty 956.615191 = -5040.413085 nChanged 13 SP:Iteration 1F (436.693621 sec): 3 clusters Score: Raw -6036.500604 + Penalty 959.121834 = -5077.378770 nChanged 7 SP:Iteration 2F (436.694081 sec): 3 clusters Score: Raw -6057.646558 + Penalty 961.127118 = -5096.519440 nChanged 3 SP:Iteration 3Q (436.694486 sec): 3 clusters Score: Raw -6065.267559 + Penalty 961.127118 = -5104.140441 nChanged 0 SP:Iteration 4F (436.694914 sec): 3 clusters Score: Raw -6065.267559 + Penalty 961.127118 = -5104.140441 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 99 (450 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (436.696673 sec): 2 clusters Score: Raw -22691.462557 + Penalty 437.621389 = -22253.841168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (436.697673 sec): 3 clusters Score: Raw -22515.256917 + Penalty 880.124636 = -21635.132282 nChanged 129 SP:Iteration 1F (436.698656 sec): 3 clusters Score: Raw -22637.784423 + Penalty 881.954529 = -21755.829894 nChanged 39 SP:Iteration 2F (436.699638 sec): 3 clusters Score: Raw -22688.637499 + Penalty 882.171002 = -21806.466497 nChanged 17 SP:Iteration 3Q (436.700602 sec): 3 clusters Score: Raw -22708.633408 + Penalty 882.174162 = -21826.459246 nChanged 16 SP:Iteration 4Q (436.701563 sec): 3 clusters Score: Raw -22731.034744 + Penalty 884.960737 = -21846.074006 nChanged 13 SP:Iteration 5Q (436.702520 sec): 3 clusters Score: Raw -22741.651422 + Penalty 886.207350 = -21855.444072 nChanged 8 SP:Iteration 6Q (436.703477 sec): 3 clusters Score: Raw -22745.632930 + Penalty 889.815222 = -21855.817708 nChanged 5 SP:Iteration 7Q (436.704436 sec): 3 clusters Score: Raw -22748.913834 + Penalty 892.467349 = -21856.446485 nChanged 6 SP:Iteration 8Q (436.705391 sec): 3 clusters Score: Raw -22754.783426 + Penalty 894.392222 = -21860.391204 nChanged 6 SP:Iteration 9Q (436.706368 sec): 3 clusters Score: Raw -22757.557335 + Penalty 896.280605 = -21861.276730 nChanged 5 SP:Iteration 10F (436.707348 sec): 3 clusters Score: Raw -22761.967809 + Penalty 903.381304 = -21858.586505 nChanged 7 SP:Iteration 11F (436.708329 sec): 3 clusters Score: Raw -22767.675451 + Penalty 910.646824 = -21857.028627 nChanged 9 SP:Iteration 12F (436.709308 sec): 3 clusters Score: Raw -22773.506149 + Penalty 919.282219 = -21854.223930 nChanged 7 SP:Iteration 13F (436.710288 sec): 3 clusters Score: Raw -22779.984136 + Penalty 932.710593 = -21847.273542 nChanged 11 SP:Iteration 14F (436.711267 sec): 3 clusters Score: Raw -22799.387465 + Penalty 941.185176 = -21858.202290 nChanged 7 SP:Iteration 15Q (436.712216 sec): 3 clusters Score: Raw -22803.583214 + Penalty 945.313939 = -21858.269274 nChanged 3 SP:Iteration 16Q (436.713162 sec): 3 clusters Score: Raw -22806.254441 + Penalty 946.511319 = -21859.743123 nChanged 3 SP:Iteration 17Q (436.714132 sec): 3 clusters Score: Raw -22809.267709 + Penalty 955.447297 = -21853.820412 nChanged 6 SP:Iteration 18F (436.715114 sec): 3 clusters Score: Raw -22814.204309 + Penalty 960.113618 = -21854.090692 nChanged 4 SP:Iteration 19Q (436.716061 sec): 3 clusters Score: Raw -22816.639150 + Penalty 971.177411 = -21845.461739 nChanged 8 SP:Iteration 20F (436.717040 sec): 3 clusters Score: Raw -22826.239409 + Penalty 985.462497 = -21840.776912 nChanged 9 SP:Iteration 21F (436.718021 sec): 3 clusters Score: Raw -22837.808244 + Penalty 1000.473243 = -21837.335001 nChanged 8 SP:Iteration 22F (436.719001 sec): 3 clusters Score: Raw -22866.094668 + Penalty 1009.677666 = -21856.417002 nChanged 4 SP:Iteration 23Q (436.719932 sec): 3 clusters Score: Raw -22872.061847 + Penalty 1015.251192 = -21856.810655 nChanged 2 SP:Iteration 24Q (436.720857 sec): 3 clusters Score: Raw -22873.509796 + Penalty 1015.800201 = -21857.709596 nChanged 1 SP:Iteration 25Q (436.721780 sec): 3 clusters Score: Raw -22874.006678 + Penalty 1015.800201 = -21858.206478 nChanged 0 SP:Iteration 26F (436.722759 sec): 3 clusters Score: Raw -22874.006678 + Penalty 1015.800201 = -21858.206478 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 110 (102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (436.723595 sec): 2 clusters Score: Raw -5419.946222 + Penalty 46.757020 = -5373.189202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (436.723996 sec): 3 clusters Score: Raw -5384.729613 + Penalty 93.367170 = -5291.362443 nChanged 36 SP:Iteration 1F (436.724387 sec): 3 clusters Score: Raw -5404.139677 + Penalty 93.991972 = -5310.147705 nChanged 4 SP:Iteration 2Q (436.724771 sec): 3 clusters Score: Raw -5408.306118 + Penalty 94.178268 = -5314.127850 nChanged 4 SP:Iteration 3Q (436.725153 sec): 3 clusters Score: Raw -5410.162344 + Penalty 93.949546 = -5316.212798 nChanged 3 SP:Iteration 4Q (436.725534 sec): 3 clusters Score: Raw -5410.980676 + Penalty 93.788096 = -5317.192580 nChanged 1 SP:Iteration 5Q (436.725915 sec): 3 clusters Score: Raw -5411.183527 + Penalty 93.740439 = -5317.443088 nChanged 1 SP:Iteration 6Q (436.726296 sec): 3 clusters Score: Raw -5411.790406 + Penalty 93.637771 = -5318.152635 nChanged 1 SP:Iteration 7Q (436.726676 sec): 3 clusters Score: Raw -5411.864361 + Penalty 93.637771 = -5318.226590 nChanged 0 SP:Iteration 8F (436.727063 sec): 3 clusters Score: Raw -5411.864361 + Penalty 93.637771 = -5318.226590 nChanged 0 Memory request: 0.04 GB would take us to total of 0.85 GB. Trying to split cluster 123 (9071 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (436.767175 sec): 2 clusters Score: Raw -499669.434135 + Penalty 59.840445 = -499609.593690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (436.784722 sec): 3 clusters Score: Raw -493586.102694 + Penalty 117.090503 = -493469.012191 nChanged 4402 SP:Iteration 1F (436.801336 sec): 3 clusters Score: Raw -498448.501364 + Penalty 113.817953 = -498334.683411 nChanged 745 SP:Iteration 2F (436.817444 sec): 3 clusters Score: Raw -499374.981449 + Penalty 119.736800 = -499255.244649 nChanged 219 SP:Iteration 3Q (436.834167 sec): 3 clusters Score: Raw -499657.817712 + Penalty 121.931574 = -499535.886138 nChanged 15 SP:Iteration 4Q (436.846687 sec): 3 clusters Score: Raw -499671.447242 + Penalty 123.097971 = -499548.349272 nChanged 7 SP:Iteration 5Q (436.859009 sec): 3 clusters Score: Raw -499679.279150 + Penalty 124.702964 = -499554.576186 nChanged 3 SP:Iteration 6Q (436.871290 sec): 3 clusters Score: Raw -499683.032773 + Penalty 127.361034 = -499555.671739 nChanged 4 SP:Iteration 7Q (436.883682 sec): 3 clusters Score: Raw -499686.813142 + Penalty 128.986113 = -499557.827029 nChanged 2 SP:Iteration 8Q (436.896228 sec): 3 clusters Score: Raw -499687.817369 + Penalty 128.986113 = -499558.831256 nChanged 0 SP:Iteration 9F (436.912207 sec): 3 clusters Score: Raw -499687.817369 + Penalty 128.986113 = -499558.831256 nChanged 0 Memory request: 0.00 GB would take us to total of 0.81 GB. Trying to split cluster 140 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (436.917567 sec): 2 clusters Score: Raw -3878.063499 + Penalty 45.312664 = -3832.750835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (436.917922 sec): 3 clusters Score: Raw -3844.901191 + Penalty 93.525856 = -3751.375335 nChanged 22 SP:Iteration 1F (436.918256 sec): 3 clusters Score: Raw -3858.803011 + Penalty 102.009007 = -3756.794004 nChanged 9 SP:Iteration 2F (436.918589 sec): 3 clusters Score: Raw -3872.656226 + Penalty 99.365786 = -3773.290440 nChanged 4 SP:Iteration 3F (436.918926 sec): 3 clusters Score: Raw -3884.329943 + Penalty 92.957152 = -3791.372791 nChanged 5 SP:Iteration 4F (436.919258 sec): 3 clusters Score: Raw -3891.832298 + Penalty 92.957152 = -3798.875147 nChanged 0 Time taken for this iteration:434.501897 seconds. 300->45 Clusters: Score -4840767.799991, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 291 (time per iteration =1501.764942 ms) Total iterations: 5812 (time per iteration =75.191603 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 28416405000.000000 (time per metric unit =15.378919ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 710410125000.000000 (time per metric unit=615.156770ps) That took 437.013598 seconds. FileBase PeterP-2013-10-10_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 0.22 and 0.33 GB of RAM. Memory request: 0.11 GB would take us to total of 0.11 GB. ---------------------------------------------------------- Loaded 24046 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 24046 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 217 (3 points): Lose 17.750464 but Gain 1504.560866 Iteration 0F (3.471339 sec): 241 clusters Score: Raw -1074545.289366 + Penalty 250905.976512 = -823639.312854 nChanged 6227 Deleting Class 152 (5 points): Lose 118.840105 but Gain 1588.746656 Iteration 1F (6.049782 sec): 234 clusters Score: Raw -1087445.217710 + Penalty 241289.395163 = -846155.822548 nChanged 2448 Deleting Class 193 (3 points): Lose 43.529386 but Gain 1508.537466 Iteration 2F (8.602471 sec): 227 clusters Score: Raw -1092131.220362 + Penalty 239012.906128 = -853118.314234 nChanged 1610 Deleting Class 211 (1 points): Lose 5.965277 but Gain 1470.077542 Iteration 3F (11.108237 sec): 225 clusters Score: Raw -1094570.951994 + Penalty 237322.876623 = -857248.075372 nChanged 1270 Deleting Class 233 (1 points): Lose 6.303692 but Gain 1470.113349 Iteration 4F (13.589148 sec): 223 clusters Score: Raw -1096186.845141 + Penalty 234551.937852 = -861634.907289 nChanged 1044 Deleting Class 208 (2 points): Lose 16.562922 but Gain 1475.319532 Iteration 5Q (13.868493 sec): 220 clusters Score: Raw -1097327.225112 + Penalty 233402.570750 = -863924.654362 nChanged 867 Deleting Class 129 (4 points): Lose 60.021388 but Gain 1484.203921 Iteration 6Q (14.121173 sec): 219 clusters Score: Raw -1097987.566357 + Penalty 232207.058264 = -865780.508094 nChanged 706 Deleting Class 177 (6 points): Lose 92.852236 but Gain 1506.560438 Iteration 7Q (14.351690 sec): 218 clusters Score: Raw -1098379.535118 + Penalty 229948.052787 = -868431.482331 nChanged 605 Deleting Class 239 (1 points): Lose 24.784093 but Gain 1417.243723 Iteration 8Q (14.567977 sec): 216 clusters Score: Raw -1098723.749890 + Penalty 228668.847598 = -870054.902292 nChanged 442 Deleting Class 228 (3 points): Lose 14.419951 but Gain 1403.480362 Iteration 9Q (14.765284 sec): 215 clusters Score: Raw -1098929.142364 + Penalty 226520.038419 = -872409.103945 nChanged 373 Deleting Class 156 (13 points): Lose 194.986633 but Gain 1577.082996 Iteration 10F (17.126790 sec): 213 clusters Score: Raw -1098915.480561 + Penalty 225103.931501 = -873811.549060 nChanged 320 Deleting Class 172 (14 points): Lose 124.556060 but Gain 1490.149414 Iteration 11Q (17.306189 sec): 212 clusters Score: Raw -1098972.273319 + Penalty 223668.290208 = -875303.983111 nChanged 285 Deleting Class 166 (15 points): Lose 118.765302 but Gain 1480.172753 Iteration 12Q (17.481845 sec): 211 clusters Score: Raw -1099022.721316 + Penalty 222172.668706 = -876850.052610 nChanged 245 Deleting Class 219 (1 points): Lose 7.916544 but Gain 1359.421755 Iteration 13Q (17.651214 sec): 210 clusters Score: Raw -1099155.479048 + Penalty 220795.013813 = -878360.465235 nChanged 182 Deleting Class 234 (2 points): Lose 41.538922 but Gain 1383.022756 Iteration 14Q (17.827246 sec): 209 clusters Score: Raw -1099234.060022 + Penalty 219537.325461 = -879696.734561 nChanged 152 Deleting Class 149 (6 points): Lose 112.813044 but Gain 1432.165586 Iteration 15Q (17.999506 sec): 208 clusters Score: Raw -1099224.512760 + Penalty 218099.974510 = -881124.538250 nChanged 144 Deleting Class 45 (37 points): Lose 264.595339 but Gain 1574.270365 Iteration 16Q (18.155348 sec): 207 clusters Score: Raw -1099074.967470 + Penalty 216630.896949 = -882444.070521 nChanged 154 Deleting Class 125 (24 points): Lose 270.334315 but Gain 1585.357612 Iteration 17Q (18.313166 sec): 206 clusters Score: Raw -1098995.451221 + Penalty 215194.617215 = -883800.834007 nChanged 127 Deleting Class 205 (4 points): Lose 62.622681 but Gain 1370.160274 Iteration 18Q (18.466361 sec): 205 clusters Score: Raw -1099095.356117 + Penalty 213807.137963 = -885288.218153 nChanged 98 Deleting Class 199 (3 points): Lose 25.999122 but Gain 1325.291540 Iteration 19Q (18.615163 sec): 204 clusters Score: Raw -1099232.077588 + Penalty 212573.774941 = -886658.302647 nChanged 88 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 -1099232.077588 + Penalty 212573.774941 = -886658.302647Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 1 (192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.701136 sec): 2 clusters Score: Raw -10434.606219 + Penalty 512.928770 = -9921.677448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.701704 sec): 3 clusters Score: Raw -10371.733168 + Penalty 1026.354415 = -9345.378753 nChanged 40 SP:Iteration 1F (18.702257 sec): 3 clusters Score: Raw -10416.257070 + Penalty 1026.032133 = -9390.224936 nChanged 7 SP:Iteration 2Q (18.702804 sec): 3 clusters Score: Raw -10424.962161 + Penalty 1026.441303 = -9398.520858 nChanged 4 SP:Iteration 3Q (18.703349 sec): 3 clusters Score: Raw -10435.981429 + Penalty 1026.596673 = -9409.384757 nChanged 2 SP:Iteration 4Q (18.703893 sec): 3 clusters Score: Raw -10438.385158 + Penalty 1026.596673 = -9411.788485 nChanged 0 SP:Iteration 5F (18.704441 sec): 3 clusters Score: Raw -10438.385158 + Penalty 1026.596673 = -9411.788485 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 2 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.705019 sec): 2 clusters Score: Raw -2109.083785 + Penalty 190.611895 = -1918.471889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.705307 sec): 3 clusters Score: Raw -2105.974661 + Penalty 378.415304 = -1727.559356 nChanged 6 SP:Iteration 1F (18.705589 sec): 3 clusters Score: Raw -2108.927523 + Penalty 378.415304 = -1730.512218 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 3 (173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.706492 sec): 2 clusters Score: Raw -8178.357969 + Penalty 773.094593 = -7405.263376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.707034 sec): 3 clusters Score: Raw -8255.639406 + Penalty 1548.251625 = -6707.387781 nChanged 20 SP:Iteration 1F (18.707553 sec): 3 clusters Score: Raw -8317.068815 + Penalty 1549.054756 = -6768.014059 nChanged 5 SP:Iteration 2Q (18.708040 sec): 3 clusters Score: Raw -8330.501056 + Penalty 1550.872471 = -6779.628586 nChanged 4 SP:Iteration 3Q (18.708521 sec): 3 clusters Score: Raw -8349.858425 + Penalty 1550.872471 = -6798.985954 nChanged 0 SP:Iteration 4F (18.709034 sec): 3 clusters Score: Raw -8349.858425 + Penalty 1550.872471 = -6798.985954 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 4 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.709546 sec): 2 clusters Score: Raw -418.453127 + Penalty 257.475336 = -160.977792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.709765 sec): 3 clusters Score: Raw -420.767729 + Penalty 512.778504 = 92.010775 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 5 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.710390 sec): 2 clusters Score: Raw -3644.105238 + Penalty 493.853232 = -3150.252006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.710720 sec): 3 clusters Score: Raw -3687.135126 + Penalty 987.207893 = -2699.927232 nChanged 6 SP:Iteration 1F (18.711047 sec): 3 clusters Score: Raw -3702.742920 + Penalty 987.163098 = -2715.579822 nChanged 1 SP:Iteration 2Q (18.711360 sec): 3 clusters Score: Raw -3703.958272 + Penalty 987.163098 = -2716.795175 nChanged 0 SP:Iteration 3F (18.711686 sec): 3 clusters Score: Raw -3703.958272 + Penalty 987.163098 = -2716.795175 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 6 (570 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.714819 sec): 2 clusters Score: Raw -27466.176315 + Penalty 101.070124 = -27365.106191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.716024 sec): 3 clusters Score: Raw -27118.666545 + Penalty 207.549200 = -26911.117345 nChanged 244 SP:Iteration 1F (18.717203 sec): 3 clusters Score: Raw -27372.603898 + Penalty 216.686626 = -27155.917273 nChanged 52 SP:Iteration 2F (18.718380 sec): 3 clusters Score: Raw -27435.182447 + Penalty 252.467853 = -27182.714594 nChanged 14 SP:Iteration 3Q (18.719461 sec): 3 clusters Score: Raw -27451.966995 + Penalty 363.722102 = -27088.244893 nChanged 12 SP:Iteration 4F (18.722600 sec): 3 clusters Score: Raw -27469.567685 + Penalty 592.173428 = -26877.394257 nChanged 4 SP:Iteration 5F (18.725023 sec): 3 clusters Score: Raw -27474.509437 + Penalty 592.173428 = -26882.336010 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 7 (2493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.738705 sec): 2 clusters Score: Raw -118590.724406 + Penalty 119.272856 = -118471.451551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.743386 sec): 3 clusters Score: Raw -116976.121940 + Penalty 239.550719 = -116736.571222 nChanged 1153 SP:Iteration 1F (18.747925 sec): 3 clusters Score: Raw -117800.786913 + Penalty 238.081054 = -117562.705859 nChanged 277 SP:Iteration 2F (18.752448 sec): 3 clusters Score: Raw -118038.714159 + Penalty 235.191484 = -117803.522675 nChanged 156 SP:Iteration 3F (18.757015 sec): 3 clusters Score: Raw -118132.734732 + Penalty 231.533745 = -117901.200987 nChanged 106 SP:Iteration 4Q (18.761459 sec): 3 clusters Score: Raw -118188.313274 + Penalty 228.858808 = -117959.454466 nChanged 100 SP:Iteration 5Q (18.765845 sec): 3 clusters Score: Raw -118222.771358 + Penalty 227.595479 = -117995.175879 nChanged 76 SP:Iteration 6Q (18.770399 sec): 3 clusters Score: Raw -118244.369640 + Penalty 226.100324 = -118018.269316 nChanged 76 SP:Iteration 7Q (18.774807 sec): 3 clusters Score: Raw -118266.478612 + Penalty 224.939652 = -118041.538960 nChanged 60 SP:Iteration 8Q (18.779121 sec): 3 clusters Score: Raw -118284.957324 + Penalty 223.904500 = -118061.052824 nChanged 45 SP:Iteration 9Q (18.783628 sec): 3 clusters Score: Raw -118299.472347 + Penalty 221.526896 = -118077.945451 nChanged 47 SP:Iteration 10F (18.788196 sec): 3 clusters Score: Raw -118315.296082 + Penalty 220.907326 = -118094.388757 nChanged 46 SP:Iteration 11Q (18.792410 sec): 3 clusters Score: Raw -118331.339975 + Penalty 220.580670 = -118110.759305 nChanged 43 SP:Iteration 12Q (18.796596 sec): 3 clusters Score: Raw -118343.547047 + Penalty 219.837310 = -118123.709737 nChanged 40 SP:Iteration 13Q (18.800753 sec): 3 clusters Score: Raw -118355.413902 + Penalty 218.942265 = -118136.471636 nChanged 39 SP:Iteration 14Q (18.805012 sec): 3 clusters Score: Raw -118367.897032 + Penalty 212.952722 = -118154.944310 nChanged 52 SP:Iteration 15Q (18.809254 sec): 3 clusters Score: Raw -118387.525984 + Penalty 212.301079 = -118175.224905 nChanged 58 SP:Iteration 16Q (18.813362 sec): 3 clusters Score: Raw -118414.484906 + Penalty 211.501869 = -118202.983037 nChanged 52 SP:Iteration 17Q (18.817382 sec): 3 clusters Score: Raw -118443.329865 + Penalty 211.639420 = -118231.690445 nChanged 51 SP:Iteration 18Q (18.821380 sec): 3 clusters Score: Raw -118466.746779 + Penalty 209.976573 = -118256.770206 nChanged 34 SP:Iteration 19Q (18.825280 sec): 3 clusters Score: Raw -118481.861794 + Penalty 205.976074 = -118275.885720 nChanged 24 SP:Iteration 20F (18.829779 sec): 3 clusters Score: Raw -118490.962718 + Penalty 204.787152 = -118286.175566 nChanged 24 SP:Iteration 21Q (18.833609 sec): 3 clusters Score: Raw -118498.848023 + Penalty 208.062462 = -118290.785561 nChanged 23 SP:Iteration 22Q (18.837453 sec): 3 clusters Score: Raw -118509.863173 + Penalty 211.663041 = -118298.200132 nChanged 22 SP:Iteration 23Q (18.841247 sec): 3 clusters Score: Raw -118520.718879 + Penalty 212.525789 = -118308.193090 nChanged 13 SP:Iteration 24Q (18.845060 sec): 3 clusters Score: Raw -118525.649949 + Penalty 213.758649 = -118311.891299 nChanged 9 SP:Iteration 25Q (18.848828 sec): 3 clusters Score: Raw -118527.454678 + Penalty 215.597016 = -118311.857662 nChanged 6 SP:Iteration 26F (18.853369 sec): 3 clusters Score: Raw -118529.532305 + Penalty 215.363512 = -118314.168793 nChanged 5 SP:Iteration 27Q (18.857125 sec): 3 clusters Score: Raw -118530.703478 + Penalty 216.361297 = -118314.342181 nChanged 3 SP:Iteration 28Q (18.860876 sec): 3 clusters Score: Raw -118531.566379 + Penalty 217.095850 = -118314.470529 nChanged 2 SP:Iteration 29Q (18.864620 sec): 3 clusters Score: Raw -118531.814624 + Penalty 217.476967 = -118314.337657 nChanged 1 SP:Iteration 30F (18.869202 sec): 3 clusters Score: Raw -118531.904873 + Penalty 217.864182 = -118314.040690 nChanged 1 SP:Iteration 31F (18.873872 sec): 3 clusters Score: Raw -118531.957934 + Penalty 217.864182 = -118314.093751 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 8 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.874929 sec): 2 clusters Score: Raw -797.344179 + Penalty 197.564492 = -599.779686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.875167 sec): 3 clusters Score: Raw -819.353880 + Penalty 395.128985 = -424.224896 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 9 (324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.876952 sec): 2 clusters Score: Raw -15534.311395 + Penalty 919.801305 = -14614.510090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.877762 sec): 3 clusters Score: Raw -15616.606293 + Penalty 1839.686547 = -13776.919746 nChanged 73 SP:Iteration 1F (18.878558 sec): 3 clusters Score: Raw -15784.507415 + Penalty 1839.664778 = -13944.842637 nChanged 23 SP:Iteration 2F (18.879352 sec): 3 clusters Score: Raw -15825.125984 + Penalty 1839.586299 = -13985.539684 nChanged 9 SP:Iteration 3Q (18.880108 sec): 3 clusters Score: Raw -15837.086890 + Penalty 1839.257564 = -13997.829326 nChanged 10 SP:Iteration 4Q (18.880834 sec): 3 clusters Score: Raw -15854.640898 + Penalty 1838.480013 = -14016.160885 nChanged 13 SP:Iteration 5Q (18.881556 sec): 3 clusters Score: Raw -15911.768704 + Penalty 1836.794701 = -14074.974003 nChanged 18 SP:Iteration 6F (18.882323 sec): 3 clusters Score: Raw -15966.984344 + Penalty 1835.507943 = -14131.476401 nChanged 16 SP:Iteration 7Q (18.883036 sec): 3 clusters Score: Raw -16026.707159 + Penalty 1836.611355 = -14190.095803 nChanged 17 SP:Iteration 8F (18.883800 sec): 3 clusters Score: Raw -16085.703271 + Penalty 1837.010930 = -14248.692340 nChanged 9 SP:Iteration 9Q (18.884489 sec): 3 clusters Score: Raw -16107.943000 + Penalty 1836.633317 = -14271.309683 nChanged 2 SP:Iteration 10F (18.885283 sec): 3 clusters Score: Raw -16111.715362 + Penalty 1836.903180 = -14274.812182 nChanged 1 SP:Iteration 11Q (18.885961 sec): 3 clusters Score: Raw -16113.426290 + Penalty 1836.707373 = -14276.718916 nChanged 1 SP:Iteration 12Q (18.886652 sec): 3 clusters Score: Raw -16117.139140 + Penalty 1836.294886 = -14280.844254 nChanged 2 SP:Iteration 13Q (18.887329 sec): 3 clusters Score: Raw -16123.577404 + Penalty 1835.853115 = -14287.724289 nChanged 2 SP:Iteration 14Q (18.888007 sec): 3 clusters Score: Raw -16130.189957 + Penalty 1835.853115 = -14294.336843 nChanged 2 SP:Iteration 15Q (18.888679 sec): 3 clusters Score: Raw -16134.379514 + Penalty 1835.853115 = -14298.526399 nChanged 0 SP:Iteration 16F (18.889443 sec): 3 clusters Score: Raw -16134.379514 + Penalty 1835.853115 = -14298.526399 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 10 (183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.890794 sec): 2 clusters Score: Raw -9353.057359 + Penalty 328.871605 = -9024.185754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.891326 sec): 3 clusters Score: Raw -9275.574276 + Penalty 656.037917 = -8619.536358 nChanged 33 SP:Iteration 1F (18.891851 sec): 3 clusters Score: Raw -9310.610037 + Penalty 657.371468 = -8653.238569 nChanged 18 SP:Iteration 2F (18.892374 sec): 3 clusters Score: Raw -9334.951134 + Penalty 658.235358 = -8676.715776 nChanged 8 SP:Iteration 3Q (18.892896 sec): 3 clusters Score: Raw -9344.993039 + Penalty 658.751457 = -8686.241582 nChanged 11 SP:Iteration 4F (18.893421 sec): 3 clusters Score: Raw -9361.259849 + Penalty 658.905883 = -8702.353966 nChanged 6 SP:Iteration 5Q (18.893941 sec): 3 clusters Score: Raw -9368.960683 + Penalty 659.142262 = -8709.818421 nChanged 4 SP:Iteration 6Q (18.894458 sec): 3 clusters Score: Raw -9374.287676 + Penalty 658.900109 = -8715.387567 nChanged 3 SP:Iteration 7Q (18.894970 sec): 3 clusters Score: Raw -9376.255379 + Penalty 658.900109 = -8717.355270 nChanged 0 SP:Iteration 8F (18.895493 sec): 3 clusters Score: Raw -9376.255379 + Penalty 658.900109 = -8717.355270 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 11 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.896558 sec): 2 clusters Score: Raw -2339.832722 + Penalty 293.400410 = -2046.432311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.896868 sec): 3 clusters Score: Raw -2372.421361 + Penalty 586.514276 = -1785.907084 nChanged 4 SP:Iteration 1F (18.897181 sec): 3 clusters Score: Raw -2381.648994 + Penalty 586.514276 = -1795.134718 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 12 (488 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.899341 sec): 2 clusters Score: Raw -18883.185783 + Penalty 988.208840 = -17894.976942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.900463 sec): 3 clusters Score: Raw -18850.196436 + Penalty 1976.977590 = -16873.218846 nChanged 136 SP:Iteration 1F (18.901518 sec): 3 clusters Score: Raw -19122.690835 + Penalty 1976.663558 = -17146.027277 nChanged 80 SP:Iteration 2F (18.902571 sec): 3 clusters Score: Raw -19446.136199 + Penalty 1976.536963 = -17469.599236 nChanged 53 SP:Iteration 3F (18.903686 sec): 3 clusters Score: Raw -19795.969283 + Penalty 1972.369109 = -17823.600175 nChanged 30 SP:Iteration 4F (18.904736 sec): 3 clusters Score: Raw -19923.992520 + Penalty 1971.299139 = -17952.693381 nChanged 18 SP:Iteration 5Q (18.905649 sec): 3 clusters Score: Raw -20082.562108 + Penalty 1971.439265 = -18111.122843 nChanged 14 SP:Iteration 6Q (18.906546 sec): 3 clusters Score: Raw -20143.491640 + Penalty 1971.545639 = -18171.946001 nChanged 6 SP:Iteration 7Q (18.907438 sec): 3 clusters Score: Raw -20175.014410 + Penalty 1971.805531 = -18203.208878 nChanged 5 SP:Iteration 8Q (18.908357 sec): 3 clusters Score: Raw -20193.727884 + Penalty 1971.884467 = -18221.843417 nChanged 1 SP:Iteration 9Q (18.909243 sec): 3 clusters Score: Raw -20196.147118 + Penalty 1971.884467 = -18224.262652 nChanged 0 SP:Iteration 10F (18.910294 sec): 3 clusters Score: Raw -20196.147118 + Penalty 1971.884467 = -18224.262652 nChanged 0 Score: Raw -1119137.717063 + Penalty 214176.770510 = -904960.946554 Splitting cluster 12 changes total score from -886658.302647 to -904960.946554 So it's getting split into cluster 23. Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 13 (240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.153403 sec): 2 clusters Score: Raw -12409.344918 + Penalty 392.856363 = -12016.488555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.154035 sec): 3 clusters Score: Raw -12319.684732 + Penalty 785.577780 = -11534.106952 nChanged 70 SP:Iteration 1F (21.154654 sec): 3 clusters Score: Raw -12391.250541 + Penalty 785.671400 = -11605.579142 nChanged 22 SP:Iteration 2F (21.155276 sec): 3 clusters Score: Raw -12413.787185 + Penalty 787.851854 = -11625.935331 nChanged 11 SP:Iteration 3Q (21.155884 sec): 3 clusters Score: Raw -12421.326452 + Penalty 787.851854 = -11633.474598 nChanged 0 SP:Iteration 4F (21.156499 sec): 3 clusters Score: Raw -12421.326452 + Penalty 787.851854 = -11633.474598 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 14 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.157422 sec): 2 clusters Score: Raw -1528.629803 + Penalty 422.826534 = -1105.803269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.157689 sec): 3 clusters Score: Raw -1586.543556 + Penalty 845.255465 = -741.288090 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 15 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.158494 sec): 2 clusters Score: Raw -1019.040807 + Penalty 211.046764 = -807.994042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.158739 sec): 3 clusters Score: Raw -1043.296013 + Penalty 441.252084 = -602.043929 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 16 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.159510 sec): 2 clusters Score: Raw -699.328140 + Penalty 258.309171 = -441.018969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.159739 sec): 3 clusters Score: Raw -702.574491 + Penalty 503.562733 = -199.011758 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 17 (71 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.160661 sec): 2 clusters Score: Raw -3050.176324 + Penalty 451.210601 = -2598.965722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.160999 sec): 3 clusters Score: Raw -3158.667392 + Penalty 906.014043 = -2252.653349 nChanged 6 SP:Iteration 1F (21.161331 sec): 3 clusters Score: Raw -3186.716723 + Penalty 906.666684 = -2280.050039 nChanged 1 SP:Iteration 2Q (21.161639 sec): 3 clusters Score: Raw -3191.799528 + Penalty 906.666684 = -2285.132844 nChanged 0 SP:Iteration 3F (21.161970 sec): 3 clusters Score: Raw -3191.799528 + Penalty 906.666684 = -2285.132844 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 18 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.162732 sec): 2 clusters Score: Raw -239.150291 + Penalty 153.295247 = -85.855044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.162945 sec): 3 clusters Score: Raw -230.241843 + Penalty 311.702104 = 81.460261 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 19 (267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.164878 sec): 2 clusters Score: Raw -14802.209925 + Penalty 443.117986 = -14359.091939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.165585 sec): 3 clusters Score: Raw -14670.527296 + Penalty 909.547137 = -13760.980159 nChanged 68 SP:Iteration 1F (21.166249 sec): 3 clusters Score: Raw -14735.187577 + Penalty 928.383997 = -13806.803579 nChanged 20 SP:Iteration 2F (21.166925 sec): 3 clusters Score: Raw -14751.913057 + Penalty 945.847823 = -13806.065234 nChanged 14 SP:Iteration 3F (21.167587 sec): 3 clusters Score: Raw -14766.438082 + Penalty 963.105936 = -13803.332146 nChanged 12 SP:Iteration 4F (21.168248 sec): 3 clusters Score: Raw -14781.658224 + Penalty 969.272352 = -13812.385872 nChanged 6 SP:Iteration 5Q (21.168897 sec): 3 clusters Score: Raw -14791.143738 + Penalty 965.518138 = -13825.625600 nChanged 4 SP:Iteration 6Q (21.169545 sec): 3 clusters Score: Raw -14793.458489 + Penalty 964.849846 = -13828.608643 nChanged 2 SP:Iteration 7Q (21.170185 sec): 3 clusters Score: Raw -14794.831813 + Penalty 974.141488 = -13820.690325 nChanged 2 SP:Iteration 8F (21.170848 sec): 3 clusters Score: Raw -14798.388916 + Penalty 984.708131 = -13813.680785 nChanged 2 SP:Iteration 9F (21.171511 sec): 3 clusters Score: Raw -14800.116916 + Penalty 985.431213 = -13814.685703 nChanged 1 SP:Iteration 10F (21.172173 sec): 3 clusters Score: Raw -14801.062450 + Penalty 993.130157 = -13807.932292 nChanged 2 SP:Iteration 11F (21.172835 sec): 3 clusters Score: Raw -14803.456037 + Penalty 993.130157 = -13810.325880 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 20 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.173796 sec): 2 clusters Score: Raw -516.649783 + Penalty 241.317873 = -275.331910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.174025 sec): 3 clusters Score: Raw -523.724136 + Penalty 485.762551 = -37.961585 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 21 (1006 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.179466 sec): 2 clusters Score: Raw -56049.558769 + Penalty 638.782933 = -55410.775836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.181408 sec): 3 clusters Score: Raw -55536.621716 + Penalty 1277.520969 = -54259.100747 nChanged 347 SP:Iteration 1F (21.183315 sec): 3 clusters Score: Raw -55742.881388 + Penalty 1275.469355 = -54467.412033 nChanged 102 SP:Iteration 2F (21.185219 sec): 3 clusters Score: Raw -55813.557329 + Penalty 1273.208010 = -54540.349319 nChanged 51 SP:Iteration 3F (21.187149 sec): 3 clusters Score: Raw -55841.753979 + Penalty 1271.334619 = -54570.419360 nChanged 40 SP:Iteration 4Q (21.189078 sec): 3 clusters Score: Raw -55862.154155 + Penalty 1268.062204 = -54594.091951 nChanged 33 SP:Iteration 5Q (21.190998 sec): 3 clusters Score: Raw -55881.624737 + Penalty 1264.461216 = -54617.163521 nChanged 32 SP:Iteration 6Q (21.192896 sec): 3 clusters Score: Raw -55902.622954 + Penalty 1259.935923 = -54642.687031 nChanged 29 SP:Iteration 7Q (21.194792 sec): 3 clusters Score: Raw -55925.382208 + Penalty 1256.051969 = -54669.330239 nChanged 29 SP:Iteration 8Q (21.196687 sec): 3 clusters Score: Raw -55949.654422 + Penalty 1253.841343 = -54695.813079 nChanged 30 SP:Iteration 9Q (21.198577 sec): 3 clusters Score: Raw -55972.132043 + Penalty 1252.216787 = -54719.915256 nChanged 33 SP:Iteration 10F (21.200481 sec): 3 clusters Score: Raw -55999.383383 + Penalty 1252.645481 = -54746.737902 nChanged 33 SP:Iteration 11Q (21.202367 sec): 3 clusters Score: Raw -56024.288359 + Penalty 1252.836402 = -54771.451957 nChanged 31 SP:Iteration 12Q (21.204244 sec): 3 clusters Score: Raw -56051.368855 + Penalty 1254.059927 = -54797.308928 nChanged 33 SP:Iteration 13Q (21.206179 sec): 3 clusters Score: Raw -56085.535504 + Penalty 1259.027101 = -54826.508403 nChanged 29 SP:Iteration 14Q (21.208161 sec): 3 clusters Score: Raw -56101.175358 + Penalty 1263.002314 = -54838.173044 nChanged 17 SP:Iteration 15Q (21.210097 sec): 3 clusters Score: Raw -56111.551542 + Penalty 1268.016952 = -54843.534589 nChanged 18 SP:Iteration 16Q (21.211972 sec): 3 clusters Score: Raw -56125.467245 + Penalty 1273.757477 = -54851.709768 nChanged 21 SP:Iteration 17Q (21.213816 sec): 3 clusters Score: Raw -56141.536984 + Penalty 1278.548916 = -54862.988068 nChanged 17 SP:Iteration 18Q (21.215654 sec): 3 clusters Score: Raw -56152.415605 + Penalty 1282.959418 = -54869.456187 nChanged 15 SP:Iteration 19Q (21.217486 sec): 3 clusters Score: Raw -56161.232651 + Penalty 1287.830887 = -54873.401764 nChanged 14 SP:Iteration 20F (21.219468 sec): 3 clusters Score: Raw -56169.463691 + Penalty 1291.229522 = -54878.234169 nChanged 9 SP:Iteration 21Q (21.221290 sec): 3 clusters Score: Raw -56174.164123 + Penalty 1296.302610 = -54877.861514 nChanged 14 SP:Iteration 22F (21.223288 sec): 3 clusters Score: Raw -56181.108251 + Penalty 1299.940235 = -54881.168016 nChanged 10 SP:Iteration 23Q (21.225176 sec): 3 clusters Score: Raw -56186.171704 + Penalty 1301.929554 = -54884.242150 nChanged 5 SP:Iteration 24Q (21.227123 sec): 3 clusters Score: Raw -56188.273651 + Penalty 1302.796535 = -54885.477117 nChanged 2 SP:Iteration 25Q (21.229137 sec): 3 clusters Score: Raw -56188.838952 + Penalty 1303.864694 = -54884.974258 nChanged 5 SP:Iteration 26F (21.231090 sec): 3 clusters Score: Raw -56190.087202 + Penalty 1303.860903 = -54886.226299 nChanged 2 SP:Iteration 27Q (21.232927 sec): 3 clusters Score: Raw -56190.950633 + Penalty 1304.644171 = -54886.306462 nChanged 2 SP:Iteration 28Q (21.234734 sec): 3 clusters Score: Raw -56191.921200 + Penalty 1305.869633 = -54886.051567 nChanged 3 SP:Iteration 29F (21.236643 sec): 3 clusters Score: Raw -56195.584411 + Penalty 1307.322759 = -54888.261653 nChanged 4 SP:Iteration 30F (21.238569 sec): 3 clusters Score: Raw -56197.521639 + Penalty 1308.357363 = -54889.164276 nChanged 3 SP:Iteration 31Q (21.240392 sec): 3 clusters Score: Raw -56199.595462 + Penalty 1308.975605 = -54890.619857 nChanged 2 SP:Iteration 32Q (21.242191 sec): 3 clusters Score: Raw -56200.768535 + Penalty 1308.975605 = -54891.792930 nChanged 0 SP:Iteration 33F (21.244092 sec): 3 clusters Score: Raw -56200.768535 + Penalty 1308.975605 = -54891.792930 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 22 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.245841 sec): 2 clusters Score: Raw -2650.048581 + Penalty 290.906357 = -2359.142225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.246162 sec): 3 clusters Score: Raw -2639.900648 + Penalty 581.030707 = -2058.869940 nChanged 4 SP:Iteration 1F (21.246472 sec): 3 clusters Score: Raw -2644.863595 + Penalty 581.030707 = -2063.832887 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 24 (278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.248517 sec): 2 clusters Score: Raw -10373.440982 + Penalty 201.410085 = -10172.030897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.249245 sec): 3 clusters Score: Raw -10311.958112 + Penalty 406.236325 = -9905.721787 nChanged 88 SP:Iteration 1F (21.249955 sec): 3 clusters Score: Raw -10478.027220 + Penalty 404.910974 = -10073.116246 nChanged 26 SP:Iteration 2F (21.250653 sec): 3 clusters Score: Raw -10521.199316 + Penalty 404.823518 = -10116.375798 nChanged 6 SP:Iteration 3Q (21.251300 sec): 3 clusters Score: Raw -10535.602185 + Penalty 405.368655 = -10130.233531 nChanged 6 SP:Iteration 4Q (21.251944 sec): 3 clusters Score: Raw -10547.484888 + Penalty 406.281765 = -10141.203122 nChanged 3 SP:Iteration 5Q (21.252583 sec): 3 clusters Score: Raw -10550.260686 + Penalty 406.281765 = -10143.978921 nChanged 0 SP:Iteration 6F (21.253265 sec): 3 clusters Score: Raw -10550.260686 + Penalty 406.281765 = -10143.978921 nChanged 0 Memory request: 0.05 GB would take us to total of 0.27 GB. Trying to split cluster 25 (9729 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.296076 sec): 2 clusters Score: Raw -460426.022648 + Penalty 275.594967 = -460150.427681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.314231 sec): 3 clusters Score: Raw -453941.161796 + Penalty 556.412277 = -453384.749520 nChanged 4533 SP:Iteration 1F (21.332384 sec): 3 clusters Score: Raw -456097.113395 + Penalty 590.697029 = -455506.416366 nChanged 1666 SP:Iteration 2F (21.350340 sec): 3 clusters Score: Raw -457608.924716 + Penalty 665.162700 = -456943.762016 nChanged 1363 SP:Iteration 3F (21.368396 sec): 3 clusters Score: Raw -459144.447022 + Penalty 740.503110 = -458403.943912 nChanged 782 SP:Iteration 4F (21.385930 sec): 3 clusters Score: Raw -460005.611208 + Penalty 758.829366 = -459246.781842 nChanged 315 SP:Iteration 5Q (21.402322 sec): 3 clusters Score: Raw -460320.224223 + Penalty 766.422113 = -459553.802110 nChanged 96 SP:Iteration 6Q (21.416722 sec): 3 clusters Score: Raw -460398.084364 + Penalty 746.400301 = -459651.684063 nChanged 39 SP:Iteration 7Q (21.430711 sec): 3 clusters Score: Raw -460427.199832 + Penalty 717.286686 = -459709.913147 nChanged 23 SP:Iteration 8Q (21.444788 sec): 3 clusters Score: Raw -460443.850250 + Penalty 698.537259 = -459745.312992 nChanged 13 SP:Iteration 9Q (21.458418 sec): 3 clusters Score: Raw -460452.663404 + Penalty 702.164926 = -459750.498477 nChanged 3 SP:Iteration 10F (21.476014 sec): 3 clusters Score: Raw -460453.873441 + Penalty 696.629461 = -459757.243980 nChanged 2 SP:Iteration 11Q (21.489744 sec): 3 clusters Score: Raw -460454.215445 + Penalty 696.629461 = -459757.585984 nChanged 0 SP:Iteration 12F (21.507160 sec): 3 clusters Score: Raw -460454.215445 + Penalty 696.629461 = -459757.585984 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 26 (1302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.519017 sec): 2 clusters Score: Raw -68245.297497 + Penalty 401.886020 = -67843.411477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.521480 sec): 3 clusters Score: Raw -67450.136356 + Penalty 808.022389 = -66642.113967 nChanged 568 SP:Iteration 1F (21.523928 sec): 3 clusters Score: Raw -67836.840476 + Penalty 814.612769 = -67022.227707 nChanged 167 SP:Iteration 2F (21.526338 sec): 3 clusters Score: Raw -67977.873142 + Penalty 817.652594 = -67160.220547 nChanged 99 SP:Iteration 3F (21.528785 sec): 3 clusters Score: Raw -68061.688590 + Penalty 822.423543 = -67239.265047 nChanged 66 SP:Iteration 4F (21.531242 sec): 3 clusters Score: Raw -68097.389697 + Penalty 826.552212 = -67270.837486 nChanged 33 SP:Iteration 5Q (21.533645 sec): 3 clusters Score: Raw -68109.954448 + Penalty 831.797157 = -67278.157290 nChanged 27 SP:Iteration 6Q (21.536322 sec): 3 clusters Score: Raw -68120.884585 + Penalty 833.279789 = -67287.604797 nChanged 15 SP:Iteration 7Q (21.538765 sec): 3 clusters Score: Raw -68125.641695 + Penalty 834.672599 = -67290.969096 nChanged 15 SP:Iteration 8Q (21.541164 sec): 3 clusters Score: Raw -68128.534905 + Penalty 834.216174 = -67294.318731 nChanged 10 SP:Iteration 9Q (21.543544 sec): 3 clusters Score: Raw -68131.647168 + Penalty 835.957262 = -67295.689906 nChanged 12 SP:Iteration 10F (21.546058 sec): 3 clusters Score: Raw -68133.888282 + Penalty 837.938193 = -67295.950089 nChanged 9 SP:Iteration 11Q (21.548397 sec): 3 clusters Score: Raw -68136.163843 + Penalty 840.126269 = -67296.037573 nChanged 14 SP:Iteration 12Q (21.550731 sec): 3 clusters Score: Raw -68141.036358 + Penalty 843.671898 = -67297.364460 nChanged 18 SP:Iteration 13Q (21.553071 sec): 3 clusters Score: Raw -68145.754446 + Penalty 845.159572 = -67300.594874 nChanged 9 SP:Iteration 14Q (21.555398 sec): 3 clusters Score: Raw -68147.708697 + Penalty 845.050721 = -67302.657976 nChanged 7 SP:Iteration 15Q (21.557750 sec): 3 clusters Score: Raw -68150.730487 + Penalty 845.043891 = -67305.686595 nChanged 11 SP:Iteration 16Q (21.560069 sec): 3 clusters Score: Raw -68152.836092 + Penalty 846.327644 = -67306.508447 nChanged 9 SP:Iteration 17Q (21.562414 sec): 3 clusters Score: Raw -68155.260531 + Penalty 847.386311 = -67307.874220 nChanged 10 SP:Iteration 18Q (21.564733 sec): 3 clusters Score: Raw -68157.524411 + Penalty 847.649337 = -67309.875074 nChanged 8 SP:Iteration 19Q (21.567037 sec): 3 clusters Score: Raw -68159.837929 + Penalty 847.904125 = -67311.933803 nChanged 6 SP:Iteration 20F (21.569442 sec): 3 clusters Score: Raw -68162.149605 + Penalty 848.473445 = -67313.676160 nChanged 7 SP:Iteration 21Q (21.571862 sec): 3 clusters Score: Raw -68165.914106 + Penalty 848.457371 = -67317.456735 nChanged 9 SP:Iteration 22Q (21.574185 sec): 3 clusters Score: Raw -68169.330601 + Penalty 849.524135 = -67319.806466 nChanged 10 SP:Iteration 23Q (21.576485 sec): 3 clusters Score: Raw -68174.264704 + Penalty 850.539060 = -67323.725644 nChanged 8 SP:Iteration 24Q (21.578888 sec): 3 clusters Score: Raw -68177.764970 + Penalty 849.739444 = -67328.025526 nChanged 5 SP:Iteration 25Q (21.581232 sec): 3 clusters Score: Raw -68179.506788 + Penalty 850.485093 = -67329.021695 nChanged 4 SP:Iteration 26Q (21.583580 sec): 3 clusters Score: Raw -68181.312522 + Penalty 850.754016 = -67330.558506 nChanged 3 SP:Iteration 27Q (21.585887 sec): 3 clusters Score: Raw -68182.530506 + Penalty 851.479131 = -67331.051375 nChanged 4 SP:Iteration 28Q (21.588179 sec): 3 clusters Score: Raw -68182.958519 + Penalty 851.696307 = -67331.262212 nChanged 1 SP:Iteration 29Q (21.590490 sec): 3 clusters Score: Raw -68183.018535 + Penalty 851.696307 = -67331.322227 nChanged 0 SP:Iteration 30F (21.592892 sec): 3 clusters Score: Raw -68183.018535 + Penalty 851.696307 = -67331.322227 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 27 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.594363 sec): 2 clusters Score: Raw -1836.064045 + Penalty 305.378878 = -1530.685167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.594652 sec): 3 clusters Score: Raw -1866.308647 + Penalty 611.805830 = -1254.502817 nChanged 1 SP:Iteration 1Q (21.594925 sec): 3 clusters Score: Raw -1870.685084 + Penalty 611.805830 = -1258.879254 nChanged 0 SP:Iteration 2F (21.595197 sec): 3 clusters Score: Raw -1870.685084 + Penalty 611.805830 = -1258.879254 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 28 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.595710 sec): 2 clusters Score: Raw -1080.192721 + Penalty 279.282899 = -800.909821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.595959 sec): 3 clusters Score: Raw -1119.269540 + Penalty 580.064234 = -539.205306 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 29 (96 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.596672 sec): 2 clusters Score: Raw -5641.083743 + Penalty 509.837222 = -5131.246520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.597053 sec): 3 clusters Score: Raw -5639.776329 + Penalty 1021.788041 = -4617.988288 nChanged 7 SP:Iteration 1F (21.597428 sec): 3 clusters Score: Raw -5651.943905 + Penalty 1021.788041 = -4630.155863 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 30 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.597957 sec): 2 clusters Score: Raw -1488.910765 + Penalty 381.978856 = -1106.931910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.598223 sec): 3 clusters Score: Raw -1545.229758 + Penalty 773.181406 = -772.048352 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 31 (346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.599625 sec): 2 clusters Score: Raw -18386.517354 + Penalty 763.648278 = -17622.869077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.600431 sec): 3 clusters Score: Raw -18317.620654 + Penalty 1527.741188 = -16789.879466 nChanged 76 SP:Iteration 1F (21.601276 sec): 3 clusters Score: Raw -18414.273714 + Penalty 1528.289863 = -16885.983851 nChanged 18 SP:Iteration 2F (21.602075 sec): 3 clusters Score: Raw -18449.968541 + Penalty 1528.340537 = -16921.628004 nChanged 8 SP:Iteration 3Q (21.602856 sec): 3 clusters Score: Raw -18458.739022 + Penalty 1528.547207 = -16930.191815 nChanged 3 SP:Iteration 4Q (21.603632 sec): 3 clusters Score: Raw -18464.777787 + Penalty 1528.554735 = -16936.223052 nChanged 1 SP:Iteration 5Q (21.604402 sec): 3 clusters Score: Raw -18465.604410 + Penalty 1528.560886 = -16937.043524 nChanged 1 SP:Iteration 6Q (21.605171 sec): 3 clusters Score: Raw -18467.254766 + Penalty 1528.906557 = -16938.348208 nChanged 4 SP:Iteration 7Q (21.605941 sec): 3 clusters Score: Raw -18471.911788 + Penalty 1529.442738 = -16942.469050 nChanged 2 SP:Iteration 8Q (21.606711 sec): 3 clusters Score: Raw -18473.593663 + Penalty 1529.442738 = -16944.150925 nChanged 0 SP:Iteration 9F (21.607525 sec): 3 clusters Score: Raw -18473.593663 + Penalty 1529.442738 = -16944.150925 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 32 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.608008 sec): 2 clusters Score: Raw -198.796624 + Penalty 69.994067 = -128.802557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.608210 sec): 2 clusters Score: Raw -198.796624 + Penalty 69.994067 = -128.802557 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 33 (810 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.610977 sec): 2 clusters Score: Raw -42195.934883 + Penalty 311.995682 = -41883.939202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.612677 sec): 3 clusters Score: Raw -41715.937834 + Penalty 623.741190 = -41092.196644 nChanged 339 SP:Iteration 1F (21.614288 sec): 3 clusters Score: Raw -41938.010258 + Penalty 623.814066 = -41314.196192 nChanged 88 SP:Iteration 2F (21.615894 sec): 3 clusters Score: Raw -42007.961217 + Penalty 624.156707 = -41383.804509 nChanged 74 SP:Iteration 3F (21.617520 sec): 3 clusters Score: Raw -42057.812619 + Penalty 623.878102 = -41433.934517 nChanged 42 SP:Iteration 4F (21.619130 sec): 3 clusters Score: Raw -42083.443365 + Penalty 623.244436 = -41460.198929 nChanged 23 SP:Iteration 5Q (21.620706 sec): 3 clusters Score: Raw -42097.005144 + Penalty 622.497733 = -41474.507411 nChanged 9 SP:Iteration 6Q (21.622284 sec): 3 clusters Score: Raw -42100.661055 + Penalty 621.992642 = -41478.668413 nChanged 8 SP:Iteration 7Q (21.623864 sec): 3 clusters Score: Raw -42102.280087 + Penalty 622.018961 = -41480.261127 nChanged 3 SP:Iteration 8Q (21.625408 sec): 3 clusters Score: Raw -42102.671317 + Penalty 622.102712 = -41480.568605 nChanged 4 SP:Iteration 9Q (21.626947 sec): 3 clusters Score: Raw -42103.259374 + Penalty 622.187372 = -41481.072002 nChanged 3 SP:Iteration 10F (21.628521 sec): 3 clusters Score: Raw -42103.724281 + Penalty 622.188001 = -41481.536280 nChanged 3 SP:Iteration 11Q (21.630110 sec): 3 clusters Score: Raw -42103.958981 + Penalty 622.210711 = -41481.748270 nChanged 2 SP:Iteration 12Q (21.631689 sec): 3 clusters Score: Raw -42104.078625 + Penalty 622.210711 = -41481.867914 nChanged 0 SP:Iteration 13F (21.633319 sec): 3 clusters Score: Raw -42104.078625 + Penalty 622.210711 = -41481.867914 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 34 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.633847 sec): 2 clusters Score: Raw -759.861491 + Penalty 298.025509 = -461.835982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.634086 sec): 3 clusters Score: Raw -796.736801 + Penalty 596.051018 = -200.685783 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 35 (140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.635217 sec): 2 clusters Score: Raw -7905.077752 + Penalty 522.309023 = -7382.768728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.635713 sec): 3 clusters Score: Raw -7902.622190 + Penalty 1045.495804 = -6857.126387 nChanged 19 SP:Iteration 1F (21.636171 sec): 3 clusters Score: Raw -7943.842494 + Penalty 1044.257042 = -6899.585452 nChanged 4 SP:Iteration 2Q (21.636617 sec): 3 clusters Score: Raw -7960.997075 + Penalty 1044.033105 = -6916.963969 nChanged 5 SP:Iteration 3Q (21.637055 sec): 3 clusters Score: Raw -7969.310789 + Penalty 1044.412015 = -6924.898774 nChanged 2 SP:Iteration 4Q (21.637491 sec): 3 clusters Score: Raw -7974.467365 + Penalty 1044.412015 = -6930.055350 nChanged 0 SP:Iteration 5F (21.637947 sec): 3 clusters Score: Raw -7974.467365 + Penalty 1044.412015 = -6930.055350 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 36 (149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.639278 sec): 2 clusters Score: Raw -7770.150728 + Penalty 680.114267 = -7090.036462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.639759 sec): 3 clusters Score: Raw -7811.011602 + Penalty 1362.733311 = -6448.278290 nChanged 10 SP:Iteration 1F (21.640232 sec): 3 clusters Score: Raw -7844.466514 + Penalty 1363.901765 = -6480.564749 nChanged 3 SP:Iteration 2Q (21.640688 sec): 3 clusters Score: Raw -7858.717565 + Penalty 1363.179044 = -6495.538521 nChanged 1 SP:Iteration 3Q (21.641142 sec): 3 clusters Score: Raw -7860.361226 + Penalty 1363.179044 = -6497.182182 nChanged 0 SP:Iteration 4F (21.641612 sec): 3 clusters Score: Raw -7860.361226 + Penalty 1363.179044 = -6497.182182 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 37 (474 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.643619 sec): 2 clusters Score: Raw -25035.533679 + Penalty 868.240052 = -24167.293627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.644672 sec): 3 clusters Score: Raw -24938.440763 + Penalty 1736.534494 = -23201.906269 nChanged 121 SP:Iteration 1F (21.645706 sec): 3 clusters Score: Raw -25054.971662 + Penalty 1737.197739 = -23317.773923 nChanged 28 SP:Iteration 2F (21.646719 sec): 3 clusters Score: Raw -25087.432218 + Penalty 1738.173245 = -23349.258972 nChanged 13 SP:Iteration 3Q (21.647712 sec): 3 clusters Score: Raw -25107.998778 + Penalty 1739.100777 = -23368.898001 nChanged 13 SP:Iteration 4Q (21.648697 sec): 3 clusters Score: Raw -25130.006086 + Penalty 1739.769348 = -23390.236738 nChanged 15 SP:Iteration 5Q (21.649692 sec): 3 clusters Score: Raw -25155.700160 + Penalty 1740.441610 = -23415.258550 nChanged 16 SP:Iteration 6Q (21.650671 sec): 3 clusters Score: Raw -25172.636725 + Penalty 1742.788887 = -23429.847839 nChanged 18 SP:Iteration 7Q (21.651647 sec): 3 clusters Score: Raw -25201.591545 + Penalty 1743.138703 = -23458.452841 nChanged 18 SP:Iteration 8Q (21.652663 sec): 3 clusters Score: Raw -25227.612364 + Penalty 1740.997143 = -23486.615222 nChanged 12 SP:Iteration 9Q (21.653636 sec): 3 clusters Score: Raw -25244.052088 + Penalty 1739.746290 = -23504.305798 nChanged 8 SP:Iteration 10F (21.654649 sec): 3 clusters Score: Raw -25252.955119 + Penalty 1735.821783 = -23517.133336 nChanged 7 SP:Iteration 11Q (21.655625 sec): 3 clusters Score: Raw -25268.965590 + Penalty 1735.685470 = -23533.280120 nChanged 2 SP:Iteration 12Q (21.656593 sec): 3 clusters Score: Raw -25270.628894 + Penalty 1736.558551 = -23534.070343 nChanged 2 SP:Iteration 13Q (21.657560 sec): 3 clusters Score: Raw -25271.966830 + Penalty 1736.003411 = -23535.963419 nChanged 2 SP:Iteration 14Q (21.658528 sec): 3 clusters Score: Raw -25274.212605 + Penalty 1735.514816 = -23538.697789 nChanged 2 SP:Iteration 15Q (21.659497 sec): 3 clusters Score: Raw -25277.145181 + Penalty 1735.045346 = -23542.099834 nChanged 3 SP:Iteration 16Q (21.660463 sec): 3 clusters Score: Raw -25279.788953 + Penalty 1733.436958 = -23546.351994 nChanged 2 SP:Iteration 17Q (21.661457 sec): 3 clusters Score: Raw -25287.878778 + Penalty 1734.229920 = -23553.648858 nChanged 2 SP:Iteration 18Q (21.662419 sec): 3 clusters Score: Raw -25290.009840 + Penalty 1732.213449 = -23557.796391 nChanged 3 SP:Iteration 19Q (21.663382 sec): 3 clusters Score: Raw -25298.466477 + Penalty 1732.949721 = -23565.516756 nChanged 3 SP:Iteration 20F (21.664393 sec): 3 clusters Score: Raw -25301.153823 + Penalty 1735.092863 = -23566.060960 nChanged 2 SP:Iteration 21Q (21.665358 sec): 3 clusters Score: Raw -25308.662152 + Penalty 1733.470351 = -23575.191801 nChanged 3 SP:Iteration 22Q (21.666320 sec): 3 clusters Score: Raw -25314.198593 + Penalty 1732.705595 = -23581.492997 nChanged 1 SP:Iteration 23Q (21.667302 sec): 3 clusters Score: Raw -25314.802458 + Penalty 1732.705595 = -23582.096862 nChanged 0 SP:Iteration 24F (21.668318 sec): 3 clusters Score: Raw -25314.802458 + Penalty 1732.705595 = -23582.096862 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 38 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.668920 sec): 2 clusters Score: Raw -2552.977569 + Penalty 502.382457 = -2050.595112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.669226 sec): 3 clusters Score: Raw -2642.619985 + Penalty 1006.109714 = -1636.510271 nChanged 1 SP:Iteration 1Q (21.669510 sec): 3 clusters Score: Raw -2645.974858 + Penalty 1006.109714 = -1639.865144 nChanged 0 SP:Iteration 2F (21.669804 sec): 3 clusters Score: Raw -2645.974858 + Penalty 1006.109714 = -1639.865144 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 39 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.671300 sec): 2 clusters Score: Raw -10533.613692 + Penalty 119.963132 = -10413.650560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.671921 sec): 3 clusters Score: Raw -10427.510973 + Penalty 261.689413 = -10165.821560 nChanged 87 SP:Iteration 1F (21.672530 sec): 3 clusters Score: Raw -10494.684563 + Penalty 292.803140 = -10201.881423 nChanged 32 SP:Iteration 2F (21.673139 sec): 3 clusters Score: Raw -10524.596839 + Penalty 322.149806 = -10202.447033 nChanged 18 SP:Iteration 3F (21.673745 sec): 3 clusters Score: Raw -10542.290080 + Penalty 340.449134 = -10201.840945 nChanged 8 SP:Iteration 4F (21.674352 sec): 3 clusters Score: Raw -10548.530696 + Penalty 344.042374 = -10204.488321 nChanged 2 SP:Iteration 5Q (21.674956 sec): 3 clusters Score: Raw -10549.063069 + Penalty 345.314921 = -10203.748148 nChanged 1 SP:Iteration 6F (21.675562 sec): 3 clusters Score: Raw -10551.731133 + Penalty 358.146396 = -10193.584737 nChanged 3 SP:Iteration 7F (21.676168 sec): 3 clusters Score: Raw -10558.991374 + Penalty 360.616915 = -10198.374459 nChanged 2 SP:Iteration 8Q (21.676768 sec): 3 clusters Score: Raw -10565.246248 + Penalty 366.864530 = -10198.381718 nChanged 2 SP:Iteration 9Q (21.677344 sec): 3 clusters Score: Raw -10567.572472 + Penalty 381.537625 = -10186.034846 nChanged 2 SP:Iteration 10F (21.677950 sec): 3 clusters Score: Raw -10568.432169 + Penalty 381.537625 = -10186.894544 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 40 (100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.681805 sec): 2 clusters Score: Raw -5496.285002 + Penalty 418.632871 = -5077.652131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.682195 sec): 3 clusters Score: Raw -5479.813640 + Penalty 837.265742 = -4642.547898 nChanged 20 SP:Iteration 1F (21.682575 sec): 3 clusters Score: Raw -5517.394034 + Penalty 842.455813 = -4674.938221 nChanged 4 SP:Iteration 2Q (21.682948 sec): 3 clusters Score: Raw -5524.669952 + Penalty 850.554454 = -4674.115498 nChanged 3 SP:Iteration 3F (21.683327 sec): 3 clusters Score: Raw -5529.054981 + Penalty 853.386534 = -4675.668446 nChanged 1 SP:Iteration 4Q (21.683696 sec): 3 clusters Score: Raw -5529.761048 + Penalty 853.386534 = -4676.374514 nChanged 0 SP:Iteration 5F (21.684106 sec): 3 clusters Score: Raw -5529.761048 + Penalty 853.386534 = -4676.374514 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 41 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.684785 sec): 2 clusters Score: Raw -3942.924394 + Penalty 427.425850 = -3515.498544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.685148 sec): 3 clusters Score: Raw -4010.886178 + Penalty 857.217804 = -3153.668374 nChanged 9 SP:Iteration 1F (21.685498 sec): 3 clusters Score: Raw -4029.354272 + Penalty 858.025160 = -3171.329111 nChanged 1 SP:Iteration 2Q (21.685836 sec): 3 clusters Score: Raw -4031.850917 + Penalty 858.025160 = -3173.825756 nChanged 0 SP:Iteration 3F (21.686198 sec): 3 clusters Score: Raw -4031.850917 + Penalty 858.025160 = -3173.825756 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 42 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.686657 sec): 2 clusters Score: Raw -100.505802 + Penalty 38.011281 = -62.494521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.686858 sec): 3 clusters Score: Raw -95.351714 + Penalty 76.022562 = -19.329152 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 43 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.687340 sec): 2 clusters Score: Raw -590.860889 + Penalty 204.218627 = -386.642262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.687566 sec): 3 clusters Score: Raw -623.894738 + Penalty 406.489081 = -217.405657 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 44 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.688036 sec): 2 clusters Score: Raw -471.125425 + Penalty 262.651684 = -208.473741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.688259 sec): 3 clusters Score: Raw -479.376547 + Penalty 525.303368 = 45.926821 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 46 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.688815 sec): 2 clusters Score: Raw -2105.351333 + Penalty 516.421997 = -1588.929337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.689100 sec): 3 clusters Score: Raw -2219.076281 + Penalty 1031.425705 = -1187.650576 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 47 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.689595 sec): 2 clusters Score: Raw -733.871655 + Penalty 341.741913 = -392.129741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.689834 sec): 3 clusters Score: Raw -792.966728 + Penalty 684.147759 = -108.818969 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 48 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.690309 sec): 2 clusters Score: Raw -161.151856 + Penalty 69.781114 = -91.370742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.690509 sec): 2 clusters Score: Raw -161.151856 + Penalty 69.781114 = -91.370742 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 49 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.691050 sec): 2 clusters Score: Raw -1488.215111 + Penalty 237.233920 = -1250.981191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.691320 sec): 3 clusters Score: Raw -1499.786647 + Penalty 469.950377 = -1029.836270 nChanged 1 SP:Iteration 1Q (21.691577 sec): 3 clusters Score: Raw -1502.860764 + Penalty 469.950377 = -1032.910387 nChanged 0 SP:Iteration 2F (21.691836 sec): 3 clusters Score: Raw -1502.860764 + Penalty 469.950377 = -1032.910387 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 (21.692402 sec): 2 clusters Score: Raw -1490.309975 + Penalty 302.436502 = -1187.873473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.692666 sec): 3 clusters Score: Raw -1531.866058 + Penalty 606.232063 = -925.633995 nChanged 2 SP:Iteration 1F (21.692930 sec): 3 clusters Score: Raw -1540.638814 + Penalty 606.232063 = -934.406751 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 51 (707 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.695438 sec): 2 clusters Score: Raw -35038.658694 + Penalty 348.010236 = -34690.648457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.697006 sec): 3 clusters Score: Raw -34633.612872 + Penalty 692.775174 = -33940.837698 nChanged 284 SP:Iteration 1F (21.698500 sec): 3 clusters Score: Raw -34827.377898 + Penalty 683.175252 = -34144.202646 nChanged 82 SP:Iteration 2F (21.700005 sec): 3 clusters Score: Raw -34899.707235 + Penalty 674.862258 = -34224.844978 nChanged 50 SP:Iteration 3F (21.701533 sec): 3 clusters Score: Raw -34945.304399 + Penalty 667.693481 = -34277.610918 nChanged 29 SP:Iteration 4Q (21.702961 sec): 3 clusters Score: Raw -34964.006844 + Penalty 662.908523 = -34301.098321 nChanged 20 SP:Iteration 5Q (21.704363 sec): 3 clusters Score: Raw -34976.060176 + Penalty 657.973603 = -34318.086573 nChanged 17 SP:Iteration 6Q (21.705756 sec): 3 clusters Score: Raw -34983.628442 + Penalty 650.224165 = -34333.404277 nChanged 16 SP:Iteration 7Q (21.707129 sec): 3 clusters Score: Raw -34990.124084 + Penalty 646.204925 = -34343.919159 nChanged 10 SP:Iteration 8Q (21.708517 sec): 3 clusters Score: Raw -34993.237590 + Penalty 641.323593 = -34351.913998 nChanged 9 SP:Iteration 9Q (21.709905 sec): 3 clusters Score: Raw -34996.303606 + Penalty 641.082603 = -34355.221003 nChanged 9 SP:Iteration 10F (21.711348 sec): 3 clusters Score: Raw -34999.569284 + Penalty 640.266865 = -34359.302420 nChanged 7 SP:Iteration 11Q (21.712706 sec): 3 clusters Score: Raw -35001.955062 + Penalty 638.728278 = -34363.226784 nChanged 3 SP:Iteration 12Q (21.714066 sec): 3 clusters Score: Raw -35002.151425 + Penalty 638.003263 = -34364.148162 nChanged 2 SP:Iteration 13Q (21.715418 sec): 3 clusters Score: Raw -35002.995910 + Penalty 638.179059 = -34364.816851 nChanged 8 SP:Iteration 14Q (21.716766 sec): 3 clusters Score: Raw -35005.898148 + Penalty 634.566263 = -34371.331885 nChanged 11 SP:Iteration 15Q (21.718126 sec): 3 clusters Score: Raw -35012.088371 + Penalty 639.127263 = -34372.961108 nChanged 14 SP:Iteration 16Q (21.719470 sec): 3 clusters Score: Raw -35020.746458 + Penalty 634.938933 = -34385.807525 nChanged 11 SP:Iteration 17Q (21.720818 sec): 3 clusters Score: Raw -35027.549285 + Penalty 644.202604 = -34383.346680 nChanged 11 SP:Iteration 18F (21.722304 sec): 3 clusters Score: Raw -35033.962007 + Penalty 640.338966 = -34393.623041 nChanged 10 SP:Iteration 19Q (21.723640 sec): 3 clusters Score: Raw -35042.724967 + Penalty 639.037629 = -34403.687338 nChanged 16 SP:Iteration 20F (21.725088 sec): 3 clusters Score: Raw -35062.303807 + Penalty 645.086770 = -34417.217037 nChanged 11 SP:Iteration 21Q (21.726381 sec): 3 clusters Score: Raw -35079.972479 + Penalty 643.932532 = -34436.039948 nChanged 7 SP:Iteration 22Q (21.727620 sec): 3 clusters Score: Raw -35085.271321 + Penalty 647.135195 = -34438.136127 nChanged 4 SP:Iteration 23Q (21.728848 sec): 3 clusters Score: Raw -35091.341643 + Penalty 641.163272 = -34450.178371 nChanged 7 SP:Iteration 24Q (21.730072 sec): 3 clusters Score: Raw -35097.153346 + Penalty 637.895776 = -34459.257570 nChanged 7 SP:Iteration 25Q (21.731272 sec): 3 clusters Score: Raw -35103.369667 + Penalty 634.586375 = -34468.783291 nChanged 7 SP:Iteration 26Q (21.732524 sec): 3 clusters Score: Raw -35108.648679 + Penalty 628.302726 = -34480.345952 nChanged 4 SP:Iteration 27Q (21.733794 sec): 3 clusters Score: Raw -35111.749730 + Penalty 623.312305 = -34488.437425 nChanged 3 SP:Iteration 28Q (21.735061 sec): 3 clusters Score: Raw -35113.724710 + Penalty 622.993773 = -34490.730937 nChanged 2 SP:Iteration 29Q (21.736276 sec): 3 clusters Score: Raw -35115.209255 + Penalty 622.276435 = -34492.932820 nChanged 1 SP:Iteration 30F (21.737704 sec): 3 clusters Score: Raw -35119.546835 + Penalty 619.960377 = -34499.586458 nChanged 4 SP:Iteration 31Q (21.738965 sec): 3 clusters Score: Raw -35125.071929 + Penalty 621.024976 = -34504.046953 nChanged 8 SP:Iteration 32Q (21.740203 sec): 3 clusters Score: Raw -35132.336507 + Penalty 620.634532 = -34511.701975 nChanged 7 SP:Iteration 33Q (21.741479 sec): 3 clusters Score: Raw -35136.843795 + Penalty 623.898350 = -34512.945445 nChanged 3 SP:Iteration 34Q (21.742721 sec): 3 clusters Score: Raw -35138.052843 + Penalty 621.809931 = -34516.242912 nChanged 4 SP:Iteration 35Q (21.744020 sec): 3 clusters Score: Raw -35140.800317 + Penalty 619.103175 = -34521.697142 nChanged 4 SP:Iteration 36Q (21.745310 sec): 3 clusters Score: Raw -35150.608234 + Penalty 621.892783 = -34528.715451 nChanged 2 SP:Iteration 37Q (21.746573 sec): 3 clusters Score: Raw -35153.310231 + Penalty 627.310923 = -34525.999308 nChanged 4 SP:Iteration 38F (21.747995 sec): 3 clusters Score: Raw -35155.472924 + Penalty 628.502735 = -34526.970189 nChanged 1 SP:Iteration 39Q (21.749216 sec): 3 clusters Score: Raw -35156.495555 + Penalty 623.354151 = -34533.141404 nChanged 1 SP:Iteration 40F (21.750639 sec): 3 clusters Score: Raw -35157.831629 + Penalty 625.203889 = -34532.627739 nChanged 1 SP:Iteration 41F (21.752088 sec): 3 clusters Score: Raw -35158.060898 + Penalty 625.342574 = -34532.718324 nChanged 1 SP:Iteration 42Q (21.753298 sec): 3 clusters Score: Raw -35158.258183 + Penalty 625.342574 = -34532.915608 nChanged 0 SP:Iteration 43F (21.754716 sec): 3 clusters Score: Raw -35158.258183 + Penalty 625.342574 = -34532.915608 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 53 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.755291 sec): 2 clusters Score: Raw -1261.430010 + Penalty 273.362093 = -988.067917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.755558 sec): 3 clusters Score: Raw -1297.307927 + Penalty 554.888272 = -742.419655 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 54 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.756136 sec): 2 clusters Score: Raw -2413.605180 + Penalty 349.649186 = -2063.955995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.756426 sec): 3 clusters Score: Raw -2415.809089 + Penalty 695.124683 = -1720.684406 nChanged 2 SP:Iteration 1Q (21.756707 sec): 3 clusters Score: Raw -2421.826191 + Penalty 695.124683 = -1726.701508 nChanged 0 SP:Iteration 2F (21.756991 sec): 3 clusters Score: Raw -2421.826191 + Penalty 695.124683 = -1726.701508 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 55 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.757473 sec): 2 clusters Score: Raw -628.096087 + Penalty 288.086023 = -340.010064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.757699 sec): 3 clusters Score: Raw -645.109052 + Penalty 574.750718 = -70.358334 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 56 (212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.758701 sec): 2 clusters Score: Raw -10532.311087 + Penalty 835.407420 = -9696.903668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.759301 sec): 3 clusters Score: Raw -10571.814143 + Penalty 1670.225697 = -8901.588446 nChanged 28 SP:Iteration 1F (21.759879 sec): 3 clusters Score: Raw -10645.536159 + Penalty 1669.858994 = -8975.677165 nChanged 8 SP:Iteration 2Q (21.760421 sec): 3 clusters Score: Raw -10671.643460 + Penalty 1669.545798 = -9002.097662 nChanged 7 SP:Iteration 3Q (21.760982 sec): 3 clusters Score: Raw -10699.732417 + Penalty 1669.337602 = -9030.394815 nChanged 4 SP:Iteration 4Q (21.761513 sec): 3 clusters Score: Raw -10708.803433 + Penalty 1669.474431 = -9039.329003 nChanged 2 SP:Iteration 5Q (21.762041 sec): 3 clusters Score: Raw -10716.150069 + Penalty 1669.489366 = -9046.660703 nChanged 1 SP:Iteration 6Q (21.762566 sec): 3 clusters Score: Raw -10718.219900 + Penalty 1669.489366 = -9048.730533 nChanged 0 SP:Iteration 7F (21.763133 sec): 3 clusters Score: Raw -10718.219900 + Penalty 1669.489366 = -9048.730533 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 57 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.763667 sec): 2 clusters Score: Raw -1023.465592 + Penalty 227.617247 = -795.848345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.763918 sec): 3 clusters Score: Raw -1056.389335 + Penalty 477.448670 = -578.940665 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 58 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.764411 sec): 2 clusters Score: Raw -775.724059 + Penalty 237.526428 = -538.197631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.764647 sec): 3 clusters Score: Raw -824.700342 + Penalty 478.327042 = -346.373300 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 59 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.765151 sec): 2 clusters Score: Raw -959.000921 + Penalty 306.793484 = -652.207437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.765389 sec): 3 clusters Score: Raw -1012.695681 + Penalty 612.962514 = -399.733168 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 60 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.765924 sec): 2 clusters Score: Raw -1743.841355 + Penalty 289.223268 = -1454.618087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.766194 sec): 3 clusters Score: Raw -1766.301439 + Penalty 579.764684 = -1186.536755 nChanged 1 SP:Iteration 1Q (21.766455 sec): 3 clusters Score: Raw -1769.540735 + Penalty 579.868584 = -1189.672151 nChanged 1 SP:Iteration 2Q (21.766715 sec): 3 clusters Score: Raw -1774.389129 + Penalty 578.446536 = -1195.942592 nChanged 1 SP:Iteration 3Q (21.766974 sec): 3 clusters Score: Raw -1776.852356 + Penalty 578.446536 = -1198.405820 nChanged 0 SP:Iteration 4F (21.767240 sec): 3 clusters Score: Raw -1776.852356 + Penalty 578.446536 = -1198.405820 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 61 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.767717 sec): 2 clusters Score: Raw -559.168569 + Penalty 227.049970 = -332.118600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.767940 sec): 3 clusters Score: Raw -561.228207 + Penalty 483.485810 = -77.742397 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 62 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.768410 sec): 2 clusters Score: Raw -415.659879 + Penalty 169.647404 = -246.012476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.768631 sec): 3 clusters Score: Raw -424.539752 + Penalty 334.490093 = -90.049659 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 63 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.769106 sec): 2 clusters Score: Raw -517.742895 + Penalty 225.680579 = -292.062316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.769327 sec): 3 clusters Score: Raw -525.872946 + Penalty 447.531994 = -78.340952 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 64 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.769821 sec): 2 clusters Score: Raw -649.086198 + Penalty 333.626631 = -315.459567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.770046 sec): 3 clusters Score: Raw -674.745161 + Penalty 663.307434 = -11.437727 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 65 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.770529 sec): 2 clusters Score: Raw -696.147219 + Penalty 245.481424 = -450.665794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.770759 sec): 3 clusters Score: Raw -706.180224 + Penalty 491.687867 = -214.492357 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 66 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.771382 sec): 2 clusters Score: Raw -3506.486890 + Penalty 525.809295 = -2980.677596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.771708 sec): 3 clusters Score: Raw -3561.173930 + Penalty 1052.821167 = -2508.352763 nChanged 1 SP:Iteration 1Q (21.772020 sec): 3 clusters Score: Raw -3562.528691 + Penalty 1053.423784 = -2509.104907 nChanged 1 SP:Iteration 2Q (21.772330 sec): 3 clusters Score: Raw -3565.369288 + Penalty 1053.655911 = -2511.713377 nChanged 2 SP:Iteration 3Q (21.772642 sec): 3 clusters Score: Raw -3580.468181 + Penalty 1053.655911 = -2526.812271 nChanged 0 SP:Iteration 4F (21.772963 sec): 3 clusters Score: Raw -3580.468181 + Penalty 1053.655911 = -2526.812271 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 67 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.773433 sec): 2 clusters Score: Raw -384.962265 + Penalty 175.380586 = -209.581679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.773651 sec): 3 clusters Score: Raw -383.978251 + Penalty 336.174460 = -47.803792 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 68 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.774142 sec): 2 clusters Score: Raw -814.099548 + Penalty 224.334145 = -589.765403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.774378 sec): 3 clusters Score: Raw -831.184192 + Penalty 449.618593 = -381.565599 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 69 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.774894 sec): 2 clusters Score: Raw -1372.350254 + Penalty 356.147250 = -1016.203003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.775147 sec): 3 clusters Score: Raw -1450.748111 + Penalty 714.051627 = -736.696484 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 70 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.775690 sec): 2 clusters Score: Raw -1857.454168 + Penalty 392.299855 = -1465.154312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.775965 sec): 3 clusters Score: Raw -1917.321712 + Penalty 775.986773 = -1141.334938 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 71 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.776474 sec): 2 clusters Score: Raw -1121.375349 + Penalty 273.850988 = -847.524361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.776723 sec): 3 clusters Score: Raw -1157.165110 + Penalty 546.511034 = -610.654076 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 72 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.777199 sec): 2 clusters Score: Raw -590.833820 + Penalty 254.070244 = -336.763576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.777422 sec): 3 clusters Score: Raw -599.264990 + Penalty 518.209134 = -81.055855 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 73 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.778059 sec): 2 clusters Score: Raw -3254.329799 + Penalty 399.594105 = -2854.735694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.778385 sec): 3 clusters Score: Raw -3294.809843 + Penalty 801.589158 = -2493.220685 nChanged 7 SP:Iteration 1F (21.778709 sec): 3 clusters Score: Raw -3313.327156 + Penalty 805.549643 = -2507.777513 nChanged 3 SP:Iteration 2Q (21.779021 sec): 3 clusters Score: Raw -3321.644068 + Penalty 805.549643 = -2516.094425 nChanged 0 SP:Iteration 3F (21.779346 sec): 3 clusters Score: Raw -3321.644068 + Penalty 805.549643 = -2516.094425 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 74 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.779871 sec): 2 clusters Score: Raw -1649.957985 + Penalty 406.149395 = -1243.808590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.780130 sec): 3 clusters Score: Raw -1694.742614 + Penalty 812.419895 = -882.322719 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 75 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.780616 sec): 2 clusters Score: Raw -796.594383 + Penalty 321.267505 = -475.326878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.780848 sec): 3 clusters Score: Raw -821.256452 + Penalty 642.535011 = -178.721441 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 76 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.781353 sec): 2 clusters Score: Raw -1157.002990 + Penalty 365.405461 = -791.597529 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.781599 sec): 3 clusters Score: Raw -1231.572362 + Penalty 728.543191 = -503.029171 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 77 (251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.782717 sec): 2 clusters Score: Raw -12084.527430 + Penalty 316.863477 = -11767.663953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.783357 sec): 3 clusters Score: Raw -11966.442239 + Penalty 632.437884 = -11334.004355 nChanged 68 SP:Iteration 1F (21.784002 sec): 3 clusters Score: Raw -12015.655283 + Penalty 628.489838 = -11387.165445 nChanged 26 SP:Iteration 2F (21.784639 sec): 3 clusters Score: Raw -12032.758949 + Penalty 624.958144 = -11407.800805 nChanged 17 SP:Iteration 3F (21.785297 sec): 3 clusters Score: Raw -12045.244798 + Penalty 619.778603 = -11425.466195 nChanged 13 SP:Iteration 4F (21.785931 sec): 3 clusters Score: Raw -12055.160962 + Penalty 615.741176 = -11439.419786 nChanged 12 SP:Iteration 5Q (21.786562 sec): 3 clusters Score: Raw -12065.029010 + Penalty 612.831361 = -11452.197649 nChanged 5 SP:Iteration 6Q (21.787190 sec): 3 clusters Score: Raw -12072.198692 + Penalty 609.291240 = -11462.907453 nChanged 5 SP:Iteration 7Q (21.787817 sec): 3 clusters Score: Raw -12080.159934 + Penalty 610.392626 = -11469.767308 nChanged 5 SP:Iteration 8Q (21.788439 sec): 3 clusters Score: Raw -12082.914375 + Penalty 610.267786 = -11472.646589 nChanged 2 SP:Iteration 9Q (21.789059 sec): 3 clusters Score: Raw -12084.759988 + Penalty 609.636678 = -11475.123310 nChanged 4 SP:Iteration 10F (21.789695 sec): 3 clusters Score: Raw -12087.965527 + Penalty 609.983757 = -11477.981770 nChanged 2 SP:Iteration 11Q (21.790318 sec): 3 clusters Score: Raw -12089.609376 + Penalty 610.495209 = -11479.114167 nChanged 2 SP:Iteration 12Q (21.790940 sec): 3 clusters Score: Raw -12091.459637 + Penalty 613.343042 = -11478.116595 nChanged 2 SP:Iteration 13F (21.791573 sec): 3 clusters Score: Raw -12092.205787 + Penalty 613.343042 = -11478.862746 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 78 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.792362 sec): 2 clusters Score: Raw -6674.342814 + Penalty 399.655987 = -6274.686826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.792784 sec): 3 clusters Score: Raw -6640.045927 + Penalty 798.704567 = -5841.341361 nChanged 14 SP:Iteration 1F (21.793218 sec): 3 clusters Score: Raw -6659.926295 + Penalty 801.327726 = -5858.598568 nChanged 6 SP:Iteration 2Q (21.793632 sec): 3 clusters Score: Raw -6669.052286 + Penalty 804.493772 = -5864.558515 nChanged 3 SP:Iteration 3Q (21.794045 sec): 3 clusters Score: Raw -6674.397860 + Penalty 808.446920 = -5865.950940 nChanged 5 SP:Iteration 4Q (21.794455 sec): 3 clusters Score: Raw -6683.872127 + Penalty 813.794785 = -5870.077342 nChanged 4 SP:Iteration 5Q (21.794862 sec): 3 clusters Score: Raw -6687.099503 + Penalty 818.886412 = -5868.213091 nChanged 2 SP:Iteration 6F (21.795276 sec): 3 clusters Score: Raw -6688.866367 + Penalty 827.206888 = -5861.659479 nChanged 4 SP:Iteration 7F (21.795692 sec): 3 clusters Score: Raw -6693.338610 + Penalty 828.660883 = -5864.677727 nChanged 4 SP:Iteration 8Q (21.796100 sec): 3 clusters Score: Raw -6699.030833 + Penalty 833.188179 = -5865.842653 nChanged 1 SP:Iteration 9Q (21.796503 sec): 3 clusters Score: Raw -6699.588839 + Penalty 833.188179 = -5866.400660 nChanged 0 SP:Iteration 10F (21.796917 sec): 3 clusters Score: Raw -6699.588839 + Penalty 833.188179 = -5866.400660 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 79 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.797664 sec): 2 clusters Score: Raw -5478.173868 + Penalty 712.500737 = -4765.673132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.798067 sec): 3 clusters Score: Raw -5568.797131 + Penalty 1425.291156 = -4143.505974 nChanged 6 SP:Iteration 1F (21.798464 sec): 3 clusters Score: Raw -5596.188168 + Penalty 1425.063640 = -4171.124528 nChanged 2 SP:Iteration 2Q (21.798840 sec): 3 clusters Score: Raw -5606.618069 + Penalty 1425.063640 = -4181.554428 nChanged 0 SP:Iteration 3F (21.799253 sec): 3 clusters Score: Raw -5606.618069 + Penalty 1425.063640 = -4181.554428 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 80 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.799716 sec): 2 clusters Score: Raw -225.259267 + Penalty 138.467006 = -86.792262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.799928 sec): 3 clusters Score: Raw -220.350118 + Penalty 276.934011 = 56.583893 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 81 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.800410 sec): 2 clusters Score: Raw -624.646163 + Penalty 239.007158 = -385.639005 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.800639 sec): 3 clusters Score: Raw -645.312833 + Penalty 478.014316 = -167.298517 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 82 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.801122 sec): 2 clusters Score: Raw -766.953225 + Penalty 319.453378 = -447.499847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.801352 sec): 3 clusters Score: Raw -791.783516 + Penalty 646.637062 = -145.146454 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 83 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.801827 sec): 2 clusters Score: Raw -534.384859 + Penalty 183.594641 = -350.790218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.802051 sec): 3 clusters Score: Raw -536.572504 + Penalty 373.950451 = -162.622053 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 84 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.802535 sec): 2 clusters Score: Raw -394.536218 + Penalty 210.738103 = -183.798115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.802755 sec): 3 clusters Score: Raw -399.520542 + Penalty 426.520870 = 27.000329 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 85 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.803224 sec): 2 clusters Score: Raw -468.224868 + Penalty 260.732106 = -207.492762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.803444 sec): 3 clusters Score: Raw -478.222335 + Penalty 521.464212 = 43.241877 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 86 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.803898 sec): 2 clusters Score: Raw -115.117561 + Penalty 73.132258 = -41.985302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.804103 sec): 3 clusters Score: Raw -106.080383 + Penalty 146.264517 = 40.184134 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 87 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.804584 sec): 2 clusters Score: Raw -690.345844 + Penalty 271.165615 = -419.180229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.804811 sec): 3 clusters Score: Raw -706.861250 + Penalty 547.525127 = -159.336123 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 88 (96 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.805517 sec): 2 clusters Score: Raw -5428.680155 + Penalty 499.283025 = -4929.397130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.805900 sec): 3 clusters Score: Raw -5426.809524 + Penalty 998.566050 = -4428.243473 nChanged 10 SP:Iteration 1F (21.806279 sec): 3 clusters Score: Raw -5442.435400 + Penalty 998.566050 = -4443.869350 nChanged 2 SP:Iteration 2Q (21.806652 sec): 3 clusters Score: Raw -5446.791490 + Penalty 998.566050 = -4448.225439 nChanged 0 SP:Iteration 3F (21.807028 sec): 3 clusters Score: Raw -5446.791490 + Penalty 998.566050 = -4448.225439 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 89 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.807498 sec): 2 clusters Score: Raw -412.210388 + Penalty 194.211611 = -217.998778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.807718 sec): 3 clusters Score: Raw -404.005704 + Penalty 390.718971 = -13.286732 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 90 (115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.808508 sec): 2 clusters Score: Raw -6281.403701 + Penalty 687.416714 = -5593.986987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.808941 sec): 3 clusters Score: Raw -6390.424400 + Penalty 1374.830302 = -5015.594098 nChanged 9 SP:Iteration 1F (21.809369 sec): 3 clusters Score: Raw -6425.750179 + Penalty 1374.879019 = -5050.871160 nChanged 2 SP:Iteration 2Q (21.809770 sec): 3 clusters Score: Raw -6434.695937 + Penalty 1374.879019 = -5059.816918 nChanged 0 SP:Iteration 3F (21.810195 sec): 3 clusters Score: Raw -6434.695937 + Penalty 1374.879019 = -5059.816918 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 91 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.810755 sec): 2 clusters Score: Raw -2060.020883 + Penalty 452.385117 = -1607.635766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.811034 sec): 3 clusters Score: Raw -2159.331650 + Penalty 906.553737 = -1252.777913 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 92 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.811519 sec): 2 clusters Score: Raw -786.672791 + Penalty 357.967447 = -428.705344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.811767 sec): 3 clusters Score: Raw -818.835500 + Penalty 713.732686 = -105.102814 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 (21.812238 sec): 2 clusters Score: Raw -479.082612 + Penalty 257.130033 = -221.952579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.812459 sec): 3 clusters Score: Raw -475.468839 + Penalty 525.890418 = 50.421579 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 94 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.812964 sec): 2 clusters Score: Raw -1182.168115 + Penalty 294.556102 = -887.612013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.813211 sec): 3 clusters Score: Raw -1205.075370 + Penalty 589.601888 = -615.473482 nChanged 1 SP:Iteration 1Q (21.813449 sec): 3 clusters Score: Raw -1208.774242 + Penalty 589.601888 = -619.172355 nChanged 0 SP:Iteration 2F (21.813692 sec): 3 clusters Score: Raw -1208.774242 + Penalty 589.601888 = -619.172355 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 95 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.814206 sec): 2 clusters Score: Raw -1160.024618 + Penalty 194.745687 = -965.278931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.814456 sec): 3 clusters Score: Raw -1196.616250 + Penalty 365.895461 = -830.720788 nChanged 1 SP:Iteration 1Q (21.814699 sec): 3 clusters Score: Raw -1200.916395 + Penalty 365.895461 = -835.020934 nChanged 0 SP:Iteration 2F (21.814946 sec): 3 clusters Score: Raw -1200.916395 + Penalty 365.895461 = -835.020934 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 96 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.815726 sec): 2 clusters Score: Raw -6618.023392 + Penalty 700.339708 = -5917.683684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.816153 sec): 3 clusters Score: Raw -6683.428484 + Penalty 1400.324242 = -5283.104242 nChanged 11 SP:Iteration 1F (21.816574 sec): 3 clusters Score: Raw -6721.577749 + Penalty 1400.661055 = -5320.916694 nChanged 3 SP:Iteration 2Q (21.816975 sec): 3 clusters Score: Raw -6730.522500 + Penalty 1400.661055 = -5329.861445 nChanged 0 SP:Iteration 3F (21.817397 sec): 3 clusters Score: Raw -6730.522500 + Penalty 1400.661055 = -5329.861445 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 97 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.817968 sec): 2 clusters Score: Raw -2366.825719 + Penalty 432.502852 = -1934.322867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.818259 sec): 3 clusters Score: Raw -2423.081760 + Penalty 866.578793 = -1556.502967 nChanged 2 SP:Iteration 1Q (21.818530 sec): 3 clusters Score: Raw -2431.253099 + Penalty 866.578793 = -1564.674307 nChanged 0 SP:Iteration 2F (21.818811 sec): 3 clusters Score: Raw -2431.253099 + Penalty 866.578793 = -1564.674307 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 98 (115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.819599 sec): 2 clusters Score: Raw -6575.887745 + Penalty 560.613691 = -6015.274054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.820033 sec): 3 clusters Score: Raw -6581.798226 + Penalty 1119.939545 = -5461.858681 nChanged 11 SP:Iteration 1F (21.820446 sec): 3 clusters Score: Raw -6605.493150 + Penalty 1120.651425 = -5484.841725 nChanged 4 SP:Iteration 2Q (21.820850 sec): 3 clusters Score: Raw -6618.109187 + Penalty 1120.651425 = -5497.457762 nChanged 0 SP:Iteration 3F (21.821262 sec): 3 clusters Score: Raw -6618.109187 + Penalty 1120.651425 = -5497.457762 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 99 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.821771 sec): 2 clusters Score: Raw -801.372322 + Penalty 285.624243 = -515.748079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.822005 sec): 3 clusters Score: Raw -844.504863 + Penalty 573.914217 = -270.590646 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 100 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.822510 sec): 2 clusters Score: Raw -1310.888085 + Penalty 436.850321 = -874.037764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.822757 sec): 3 clusters Score: Raw -1367.871716 + Penalty 873.700642 = -494.171074 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 101 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.823222 sec): 2 clusters Score: Raw -310.914456 + Penalty 153.064389 = -157.850067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.823439 sec): 3 clusters Score: Raw -319.495931 + Penalty 295.613426 = -23.882506 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 102 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.823939 sec): 2 clusters Score: Raw -1098.888768 + Penalty 262.028960 = -836.859808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.824184 sec): 3 clusters Score: Raw -1123.351608 + Penalty 524.900965 = -598.450642 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 103 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.824738 sec): 2 clusters Score: Raw -2004.098575 + Penalty 414.973494 = -1589.125081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.825018 sec): 3 clusters Score: Raw -2073.154619 + Penalty 830.799036 = -1242.355582 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 104 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.825522 sec): 2 clusters Score: Raw -1206.615179 + Penalty 289.019288 = -917.595892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.825769 sec): 3 clusters Score: Raw -1212.757992 + Penalty 578.422974 = -634.335018 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 105 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.826250 sec): 2 clusters Score: Raw -723.823020 + Penalty 300.932031 = -422.890988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.826478 sec): 3 clusters Score: Raw -728.127042 + Penalty 610.007292 = -118.119750 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 106 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.826967 sec): 2 clusters Score: Raw -822.739100 + Penalty 232.847622 = -589.891479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.827202 sec): 3 clusters Score: Raw -837.854995 + Penalty 470.662417 = -367.192578 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 107 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.827680 sec): 2 clusters Score: Raw -627.065305 + Penalty 271.347166 = -355.718139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.827906 sec): 3 clusters Score: Raw -623.356863 + Penalty 551.521345 = -71.835518 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 108 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.828375 sec): 2 clusters Score: Raw -479.185590 + Penalty 244.826723 = -234.358866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.828592 sec): 3 clusters Score: Raw -477.017526 + Penalty 454.708208 = -22.309318 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 109 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.829074 sec): 2 clusters Score: Raw -303.360874 + Penalty 197.979613 = -105.381261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.829291 sec): 3 clusters Score: Raw -296.459213 + Penalty 398.763130 = 102.303917 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 110 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.829829 sec): 2 clusters Score: Raw -1909.539201 + Penalty 334.138750 = -1575.400451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.830100 sec): 3 clusters Score: Raw -1942.289767 + Penalty 669.123856 = -1273.165911 nChanged 3 SP:Iteration 1F (21.830366 sec): 3 clusters Score: Raw -1948.935422 + Penalty 669.123856 = -1279.811566 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 111 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.830826 sec): 2 clusters Score: Raw -239.479310 + Penalty 179.118528 = -60.360782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.831039 sec): 3 clusters Score: Raw -232.246271 + Penalty 358.237057 = 125.990785 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 112 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.831579 sec): 2 clusters Score: Raw -1482.782330 + Penalty 282.497248 = -1200.285082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.831851 sec): 3 clusters Score: Raw -1544.852247 + Penalty 564.412587 = -980.439661 nChanged 1 SP:Iteration 1Q (21.832108 sec): 3 clusters Score: Raw -1547.887113 + Penalty 564.412587 = -983.474526 nChanged 0 SP:Iteration 2F (21.832378 sec): 3 clusters Score: Raw -1547.887113 + Penalty 564.412587 = -983.474526 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 113 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.832863 sec): 2 clusters Score: Raw -677.539678 + Penalty 305.910118 = -371.629559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.833089 sec): 3 clusters Score: Raw -679.932337 + Penalty 607.102349 = -72.829987 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 114 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.833644 sec): 2 clusters Score: Raw -2345.166009 + Penalty 438.210317 = -1906.955692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.833923 sec): 3 clusters Score: Raw -2358.107445 + Penalty 878.171480 = -1479.935965 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 115 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.834411 sec): 2 clusters Score: Raw -698.935064 + Penalty 262.597714 = -436.337350 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.834643 sec): 3 clusters Score: Raw -739.978385 + Penalty 524.383691 = -215.594694 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 116 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.835106 sec): 2 clusters Score: Raw -281.769878 + Penalty 186.548329 = -95.221549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.835321 sec): 3 clusters Score: Raw -281.672487 + Penalty 380.801078 = 99.128592 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 117 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.835781 sec): 2 clusters Score: Raw -219.200318 + Penalty 120.513683 = -98.686635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.835990 sec): 3 clusters Score: Raw -216.115826 + Penalty 231.673372 = 15.557546 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 118 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.836471 sec): 2 clusters Score: Raw -256.110941 + Penalty 128.936825 = -127.174116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.836683 sec): 3 clusters Score: Raw -253.025232 + Penalty 271.020172 = 17.994940 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 (21.837141 sec): 2 clusters Score: Raw -164.624146 + Penalty 101.071685 = -63.552460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.837350 sec): 3 clusters Score: Raw -158.911813 + Penalty 201.125123 = 42.213310 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 121 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.837807 sec): 2 clusters Score: Raw -173.108747 + Penalty 115.151856 = -57.956890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.838015 sec): 3 clusters Score: Raw -163.796480 + Penalty 227.963638 = 64.167158 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 122 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.838513 sec): 2 clusters Score: Raw -1012.478099 + Penalty 398.361955 = -614.116144 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.838749 sec): 3 clusters Score: Raw -1069.387337 + Penalty 797.608224 = -271.779113 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 123 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.839233 sec): 2 clusters Score: Raw -715.091402 + Penalty 308.167009 = -406.924393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.839459 sec): 3 clusters Score: Raw -729.015558 + Penalty 617.850934 = -111.164624 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 124 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.840023 sec): 2 clusters Score: Raw -2200.166927 + Penalty 475.623661 = -1724.543266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.840312 sec): 3 clusters Score: Raw -2281.527335 + Penalty 947.255411 = -1334.271925 nChanged 1 SP:Iteration 1Q (21.840582 sec): 3 clusters Score: Raw -2286.908875 + Penalty 947.255411 = -1339.653465 nChanged 0 SP:Iteration 2F (21.840867 sec): 3 clusters Score: Raw -2286.908875 + Penalty 947.255411 = -1339.653465 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 126 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.841525 sec): 2 clusters Score: Raw -4109.637926 + Penalty 680.859041 = -3428.778885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.841876 sec): 3 clusters Score: Raw -4269.608530 + Penalty 1361.797887 = -2907.810643 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 127 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.842356 sec): 2 clusters Score: Raw -649.821810 + Penalty 268.833283 = -380.988527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.842582 sec): 3 clusters Score: Raw -655.080460 + Penalty 558.168467 = -96.911993 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 128 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.843052 sec): 2 clusters Score: Raw -442.680829 + Penalty 202.743103 = -239.937726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.843273 sec): 3 clusters Score: Raw -449.360593 + Penalty 405.486207 = -43.874387 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 130 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.843756 sec): 2 clusters Score: Raw -329.533577 + Penalty 187.118857 = -142.414720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.843972 sec): 3 clusters Score: Raw -332.291330 + Penalty 361.460999 = 29.169670 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 131 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.844478 sec): 2 clusters Score: Raw -1265.663803 + Penalty 431.624693 = -834.039110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.844726 sec): 3 clusters Score: Raw -1351.542124 + Penalty 863.249386 = -488.292737 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 132 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.845226 sec): 2 clusters Score: Raw -953.503155 + Penalty 406.426398 = -547.076757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.845463 sec): 3 clusters Score: Raw -1034.315897 + Penalty 813.635752 = -220.680145 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 133 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.845936 sec): 2 clusters Score: Raw -472.236391 + Penalty 197.333074 = -274.903318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.846158 sec): 3 clusters Score: Raw -489.110643 + Penalty 391.593241 = -97.517402 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 134 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.846616 sec): 2 clusters Score: Raw -160.062164 + Penalty 85.587998 = -74.474165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.846811 sec): 2 clusters Score: Raw -160.062164 + Penalty 85.587998 = -74.474165 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 135 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.847291 sec): 2 clusters Score: Raw -683.597731 + Penalty 274.127736 = -409.469994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.847519 sec): 3 clusters Score: Raw -701.335536 + Penalty 550.174826 = -151.160711 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 136 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.847978 sec): 2 clusters Score: Raw -249.622957 + Penalty 184.907363 = -64.715594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.848187 sec): 3 clusters Score: Raw -238.869582 + Penalty 369.814726 = 130.945144 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 137 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.848684 sec): 2 clusters Score: Raw -960.891405 + Penalty 334.455139 = -626.436266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.848922 sec): 3 clusters Score: Raw -994.901872 + Penalty 674.863152 = -320.038721 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 138 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.849431 sec): 2 clusters Score: Raw -1100.049989 + Penalty 261.984774 = -838.065215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.849673 sec): 3 clusters Score: Raw -1107.648953 + Penalty 525.139323 = -582.509630 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 139 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.850130 sec): 2 clusters Score: Raw -181.588478 + Penalty 142.445085 = -39.143393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.850336 sec): 3 clusters Score: Raw -170.429510 + Penalty 283.154855 = 112.725346 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 140 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.850829 sec): 2 clusters Score: Raw -703.148236 + Penalty 319.805061 = -383.343175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.851055 sec): 3 clusters Score: Raw -698.699649 + Penalty 641.510550 = -57.189099 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 141 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.851541 sec): 2 clusters Score: Raw -864.820997 + Penalty 333.391578 = -531.429419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.851773 sec): 3 clusters Score: Raw -861.570323 + Penalty 650.179593 = -211.390731 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 142 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.852235 sec): 2 clusters Score: Raw -278.571914 + Penalty 157.683580 = -120.888334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.852447 sec): 3 clusters Score: Raw -275.478411 + Penalty 299.672906 = 24.194494 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 143 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.852915 sec): 2 clusters Score: Raw -430.524403 + Penalty 246.446805 = -184.077598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.853133 sec): 3 clusters Score: Raw -428.993543 + Penalty 490.331135 = 61.337592 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 144 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.853594 sec): 2 clusters Score: Raw -276.027007 + Penalty 153.144884 = -122.882123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.853809 sec): 3 clusters Score: Raw -273.527598 + Penalty 308.984727 = 35.457129 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 145 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.854287 sec): 2 clusters Score: Raw -611.498445 + Penalty 259.727371 = -351.771074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.854512 sec): 3 clusters Score: Raw -631.322887 + Penalty 524.015423 = -107.307464 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 146 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.854984 sec): 2 clusters Score: Raw -552.855264 + Penalty 261.158732 = -291.696531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.855205 sec): 3 clusters Score: Raw -545.514468 + Penalty 521.022243 = -24.492225 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 148 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.855682 sec): 2 clusters Score: Raw -588.707274 + Penalty 287.749841 = -300.957433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.855909 sec): 3 clusters Score: Raw -636.762753 + Penalty 574.348993 = -62.413760 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 150 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.856384 sec): 2 clusters Score: Raw -622.808965 + Penalty 270.264641 = -352.544324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.856611 sec): 3 clusters Score: Raw -642.859271 + Penalty 543.751750 = -99.107521 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 151 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.857083 sec): 2 clusters Score: Raw -471.258616 + Penalty 203.439783 = -267.818833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.857305 sec): 3 clusters Score: Raw -479.395473 + Penalty 390.798897 = -88.596576 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 153 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.857821 sec): 2 clusters Score: Raw -1013.667894 + Penalty 292.578990 = -721.088904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.858062 sec): 3 clusters Score: Raw -1031.677563 + Penalty 587.054748 = -444.622815 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 154 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.858534 sec): 2 clusters Score: Raw -557.875600 + Penalty 294.826153 = -263.049448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.858756 sec): 3 clusters Score: Raw -556.104240 + Penalty 590.213842 = 34.109602 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 155 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.859259 sec): 2 clusters Score: Raw -1090.948318 + Penalty 304.706076 = -786.242242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.859498 sec): 3 clusters Score: Raw -1082.834611 + Penalty 618.569839 = -464.264772 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 (21.859965 sec): 2 clusters Score: Raw -373.464378 + Penalty 203.255962 = -170.208416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.860184 sec): 3 clusters Score: Raw -386.012264 + Penalty 415.737844 = 29.725580 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 158 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.860661 sec): 2 clusters Score: Raw -640.024237 + Penalty 266.672848 = -373.351388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.860888 sec): 3 clusters Score: Raw -649.870754 + Penalty 535.296370 = -114.574383 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 159 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.861343 sec): 2 clusters Score: Raw -106.217980 + Penalty 50.820416 = -55.397564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.861545 sec): 3 clusters Score: Raw -100.302219 + Penalty 101.640832 = 1.338613 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 160 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.862031 sec): 2 clusters Score: Raw -881.328236 + Penalty 343.752078 = -537.576158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.862262 sec): 3 clusters Score: Raw -886.889932 + Penalty 692.885631 = -194.004301 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 161 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.862731 sec): 2 clusters Score: Raw -468.185305 + Penalty 199.861828 = -268.323477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.862953 sec): 3 clusters Score: Raw -462.821127 + Penalty 406.173887 = -56.647240 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 162 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.863411 sec): 2 clusters Score: Raw -229.441581 + Penalty 146.304196 = -83.137385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.863624 sec): 3 clusters Score: Raw -223.076162 + Penalty 292.608392 = 69.532230 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 (21.864095 sec): 2 clusters Score: Raw -456.086823 + Penalty 184.544681 = -271.542142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.864330 sec): 3 clusters Score: Raw -477.767380 + Penalty 375.544930 = -102.222450 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 (21.864790 sec): 2 clusters Score: Raw -245.844803 + Penalty 167.469589 = -78.375214 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.865003 sec): 3 clusters Score: Raw -235.341676 + Penalty 334.939177 = 99.597502 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 165 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.865465 sec): 2 clusters Score: Raw -290.292039 + Penalty 180.901344 = -109.390695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.865679 sec): 3 clusters Score: Raw -285.966348 + Penalty 354.244015 = 68.277667 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 167 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.866129 sec): 2 clusters Score: Raw -52.675270 + Penalty 0.000000 = -52.675270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.866319 sec): 2 clusters Score: Raw -52.675270 + Penalty 0.000000 = -52.675270 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 168 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.866786 sec): 2 clusters Score: Raw -343.350181 + Penalty 145.476971 = -197.873209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.867004 sec): 3 clusters Score: Raw -352.242698 + Penalty 274.904016 = -77.338682 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 169 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.867471 sec): 2 clusters Score: Raw -380.497633 + Penalty 176.371566 = -204.126067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.867688 sec): 3 clusters Score: Raw -376.897425 + Penalty 380.777007 = 3.879582 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 170 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.868146 sec): 2 clusters Score: Raw -231.214937 + Penalty 147.054587 = -84.160350 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.868358 sec): 3 clusters Score: Raw -221.446306 + Penalty 147.054587 = -74.391719 nChanged 1 SP:Iteration 1F (21.868550 sec): 2 clusters Score: Raw -231.214937 + Penalty 147.054587 = -84.160350 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 171 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.869002 sec): 2 clusters Score: Raw -108.707924 + Penalty 71.997862 = -36.710062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.869208 sec): 3 clusters Score: Raw -102.979213 + Penalty 143.995724 = 41.016511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 173 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.869672 sec): 2 clusters Score: Raw -302.616454 + Penalty 209.542980 = -93.073473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.869885 sec): 3 clusters Score: Raw -294.322558 + Penalty 438.213561 = 143.891003 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 174 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.870342 sec): 2 clusters Score: Raw -180.282492 + Penalty 119.325563 = -60.956929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.870551 sec): 3 clusters Score: Raw -168.106582 + Penalty 119.325563 = -48.781018 nChanged 1 SP:Iteration 1F (21.870743 sec): 2 clusters Score: Raw -180.282492 + Penalty 119.325563 = -60.956929 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 175 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.871204 sec): 2 clusters Score: Raw -142.335226 + Penalty 18.304559 = -124.030667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.871397 sec): 3 clusters Score: Raw -138.370775 + Penalty 32.886247 = -105.484528 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 176 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.871860 sec): 2 clusters Score: Raw -270.909890 + Penalty 136.523369 = -134.386521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.872073 sec): 3 clusters Score: Raw -269.745594 + Penalty 280.039013 = 10.293419 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 179 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.872529 sec): 2 clusters Score: Raw -180.157334 + Penalty 139.862305 = -40.295030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.872738 sec): 3 clusters Score: Raw -170.300984 + Penalty 267.054795 = 96.753812 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 180 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.873205 sec): 2 clusters Score: Raw -424.733329 + Penalty 217.480615 = -207.252714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.873424 sec): 3 clusters Score: Raw -415.872791 + Penalty 426.910980 = 11.038189 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 181 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.873887 sec): 2 clusters Score: Raw -300.374416 + Penalty 205.731814 = -94.642602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.874102 sec): 3 clusters Score: Raw -293.422576 + Penalty 412.202047 = 118.779470 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 182 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.874563 sec): 2 clusters Score: Raw -305.017232 + Penalty 211.461632 = -93.555600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.874760 sec): 2 clusters Score: Raw -305.017232 + Penalty 211.461632 = -93.555600 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 183 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.875219 sec): 2 clusters Score: Raw -239.120442 + Penalty 147.372951 = -91.747492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.875432 sec): 3 clusters Score: Raw -228.301177 + Penalty 294.745902 = 66.444724 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 184 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.875894 sec): 2 clusters Score: Raw -285.870952 + Penalty 140.294291 = -145.576661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.876108 sec): 3 clusters Score: Raw -278.142684 + Penalty 278.426094 = 0.283410 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 185 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.876575 sec): 2 clusters Score: Raw -407.068339 + Penalty 237.690726 = -169.377612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.876794 sec): 3 clusters Score: Raw -408.164385 + Penalty 471.866809 = 63.702424 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 186 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.877267 sec): 2 clusters Score: Raw -572.764173 + Penalty 308.435218 = -264.328955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.877489 sec): 3 clusters Score: Raw -574.471109 + Penalty 615.888699 = 41.417590 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 187 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.877962 sec): 2 clusters Score: Raw -236.497890 + Penalty 150.859018 = -85.638872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.878173 sec): 3 clusters Score: Raw -228.242897 + Penalty 301.718035 = 73.475139 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 189 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.878641 sec): 2 clusters Score: Raw -426.531249 + Penalty 239.546149 = -186.985100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.878860 sec): 3 clusters Score: Raw -421.049369 + Penalty 484.121332 = 63.071962 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 190 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.879345 sec): 2 clusters Score: Raw -777.039927 + Penalty 265.873223 = -511.166703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.879574 sec): 3 clusters Score: Raw -778.551718 + Penalty 544.428735 = -234.122983 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 191 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.880042 sec): 2 clusters Score: Raw -390.851288 + Penalty 214.599690 = -176.251598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.880259 sec): 3 clusters Score: Raw -398.070812 + Penalty 433.945122 = 35.874310 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 192 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.880723 sec): 2 clusters Score: Raw -307.690770 + Penalty 133.593870 = -174.096900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.880938 sec): 3 clusters Score: Raw -304.653960 + Penalty 267.094722 = -37.559238 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 195 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.881419 sec): 2 clusters Score: Raw -668.723438 + Penalty 257.560959 = -411.162479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.881646 sec): 3 clusters Score: Raw -681.491495 + Penalty 511.248470 = -170.243025 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 196 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.882104 sec): 2 clusters Score: Raw -180.169845 + Penalty 134.641066 = -45.528779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.882313 sec): 3 clusters Score: Raw -168.473020 + Penalty 277.435945 = 108.962925 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 197 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.882769 sec): 2 clusters Score: Raw -167.593962 + Penalty 116.423825 = -51.170136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.882977 sec): 3 clusters Score: Raw -163.237601 + Penalty 226.722788 = 63.485187 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 200 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.883436 sec): 2 clusters Score: Raw -216.842960 + Penalty 134.282877 = -82.560083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.883645 sec): 3 clusters Score: Raw -212.374121 + Penalty 285.872790 = 73.498669 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 201 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.884121 sec): 2 clusters Score: Raw -547.085161 + Penalty 256.835683 = -290.249478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.884344 sec): 3 clusters Score: Raw -557.578913 + Penalty 528.722666 = -28.856247 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 202 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.884819 sec): 2 clusters Score: Raw -292.270011 + Penalty 154.480511 = -137.789500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.885032 sec): 3 clusters Score: Raw -284.460666 + Penalty 296.079242 = 11.618576 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 203 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.885512 sec): 2 clusters Score: Raw -768.102717 + Penalty 346.084295 = -422.018421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.885740 sec): 3 clusters Score: Raw -776.343096 + Penalty 688.706626 = -87.636471 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 204 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.886213 sec): 2 clusters Score: Raw -505.371232 + Penalty 227.123757 = -278.247475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.886434 sec): 3 clusters Score: Raw -519.578328 + Penalty 455.785244 = -63.793084 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 207 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.886901 sec): 2 clusters Score: Raw -428.196939 + Penalty 229.844110 = -198.352829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.887118 sec): 3 clusters Score: Raw -423.366761 + Penalty 460.246663 = 36.879902 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 209 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.887580 sec): 2 clusters Score: Raw -277.040866 + Penalty 158.550962 = -118.489904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.887794 sec): 3 clusters Score: Raw -275.742371 + Penalty 316.613013 = 40.870641 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 212 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.888253 sec): 2 clusters Score: Raw -229.365150 + Penalty 140.033445 = -89.331705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.888464 sec): 3 clusters Score: Raw -222.799421 + Penalty 280.066891 = 57.267470 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 213 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.888928 sec): 2 clusters Score: Raw -367.136405 + Penalty 233.152251 = -133.984154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.889146 sec): 3 clusters Score: Raw -358.516079 + Penalty 473.318569 = 114.802490 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 216 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.889600 sec): 2 clusters Score: Raw -99.016333 + Penalty 50.657007 = -48.359327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.889792 sec): 2 clusters Score: Raw -99.016333 + Penalty 50.657007 = -48.359327 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 218 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.890244 sec): 2 clusters Score: Raw -117.945360 + Penalty 89.361012 = -28.584348 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.890450 sec): 3 clusters Score: Raw -108.207081 + Penalty 178.722024 = 70.514943 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 220 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.890915 sec): 2 clusters Score: Raw -358.224409 + Penalty 208.502421 = -149.721988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.891131 sec): 3 clusters Score: Raw -350.958415 + Penalty 424.585410 = 73.626995 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 221 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.891597 sec): 2 clusters Score: Raw -105.923031 + Penalty 55.238169 = -50.684863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.891800 sec): 3 clusters Score: Raw -100.673699 + Penalty 110.476338 = 9.802638 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 222 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.892260 sec): 2 clusters Score: Raw -247.822149 + Penalty 176.119470 = -71.702679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.892473 sec): 3 clusters Score: Raw -237.010309 + Penalty 380.695098 = 143.684789 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 223 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.892930 sec): 2 clusters Score: Raw -247.182001 + Penalty 186.116982 = -61.065019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.893142 sec): 3 clusters Score: Raw -237.241968 + Penalty 376.056949 = 138.814981 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 224 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.893649 sec): 2 clusters Score: Raw -1012.136206 + Penalty 98.394589 = -913.741617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.893901 sec): 3 clusters Score: Raw -1030.495198 + Penalty 195.447168 = -835.048030 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 225 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.894352 sec): 2 clusters Score: Raw -53.081025 + Penalty 0.000000 = -53.081025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.894542 sec): 2 clusters Score: Raw -53.081025 + Penalty 0.000000 = -53.081025 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 226 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.894995 sec): 2 clusters Score: Raw -107.759944 + Penalty 50.790587 = -56.969357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.895197 sec): 3 clusters Score: Raw -101.444494 + Penalty 101.581174 = 0.136680 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 231 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.895654 sec): 2 clusters Score: Raw -147.600151 + Penalty 90.983284 = -56.616867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.895862 sec): 3 clusters Score: Raw -145.676768 + Penalty 210.875111 = 65.198343 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 232 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.896315 sec): 2 clusters Score: Raw -96.483710 + Penalty 58.915088 = -37.568621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.896506 sec): 2 clusters Score: Raw -96.483710 + Penalty 58.915088 = -37.568621 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 238 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.896965 sec): 2 clusters Score: Raw -201.404069 + Penalty 99.541038 = -101.863032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.897167 sec): 3 clusters Score: Raw -210.465987 + Penalty 199.082076 = -11.383911 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 240 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.897620 sec): 2 clusters Score: Raw -108.304689 + Penalty 65.000182 = -43.304507 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.897826 sec): 3 clusters Score: Raw -101.436894 + Penalty 130.000363 = 28.563469 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 241 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.898301 sec): 2 clusters Score: Raw -237.041654 + Penalty 170.555948 = -66.485706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.898496 sec): 2 clusters Score: Raw -237.041654 + Penalty 170.555948 = -66.485706 nChanged 0 Deleting Class 186 (9 points): Lose 118.688955 but Gain 1416.063413 Iteration 20F (24.184058 sec): 204 clusters Score: Raw -1100581.059780 + Penalty 212892.691915 = -887688.367865 nChanged 123 Deleting Class 203 (12 points): Lose 114.296210 but Gain 1404.963375 Iteration 21Q (24.335257 sec): 203 clusters Score: Raw -1100716.542739 + Penalty 211651.167207 = -889065.375532 nChanged 103 Deleting Class 223 (4 points): Lose 65.704810 but Gain 1354.327613 Iteration 22Q (24.484276 sec): 202 clusters Score: Raw -1100854.500581 + Penalty 210449.366199 = -890405.134382 nChanged 86 Deleting Class 136 (4 points): Lose 62.398572 but Gain 1345.525513 Iteration 23Q (24.631599 sec): 201 clusters Score: Raw -1100925.273787 + Penalty 209130.943028 = -891794.330759 nChanged 69 Deleting Class 218 (2 points): Lose 22.942786 but Gain 1300.516318 Iteration 24Q (24.789077 sec): 200 clusters Score: Raw -1100958.718335 + Penalty 208090.517520 = -892868.200816 nChanged 52 Deleting Class 182 (5 points): Lose 48.699324 but Gain 1325.410910 Iteration 25Q (24.938705 sec): 199 clusters Score: Raw -1100967.339702 + Penalty 206791.976301 = -894175.363401 nChanged 36 Deleting Class 100 (22 points): Lose 162.546977 but Gain 1425.676130 Iteration 26Q (25.084818 sec): 198 clusters Score: Raw -1100840.456678 + Penalty 205481.054921 = -895359.401756 nChanged 56 Deleting Class 122 (17 points): Lose 155.212393 but Gain 1418.377277 Iteration 27Q (25.231706 sec): 197 clusters Score: Raw -1100765.911885 + Penalty 204125.987942 = -896639.923944 nChanged 50 Deleting Class 132 (17 points): Lose 185.993130 but Gain 1447.090921 Iteration 28Q (25.381436 sec): 196 clusters Score: Raw -1100631.343538 + Penalty 202696.595498 = -897934.748040 nChanged 36 Deleting Class 92 (13 points): Lose 148.853257 but Gain 1407.855004 Iteration 29Q (25.523628 sec): 195 clusters Score: Raw -1100532.008342 + Penalty 201523.775910 = -899008.232432 nChanged 31 Deleting Class 64 (11 points): Lose 145.472333 but Gain 1403.536425 Iteration 30F (27.688270 sec): 194 clusters Score: Raw -1100465.941524 + Penalty 200189.127976 = -900276.813548 nChanged 25 Deleting Class 154 (9 points): Lose 100.135120 but Gain 1353.582547 Iteration 31Q (27.827331 sec): 193 clusters Score: Raw -1100421.069785 + Penalty 198881.414849 = -901539.654936 nChanged 18 Deleting Class 173 (5 points): Lose 66.481086 but Gain 1313.385079 Iteration 32Q (27.964379 sec): 192 clusters Score: Raw -1100399.230396 + Penalty 197665.743933 = -902733.486463 nChanged 12 Deleting Class 139 (3 points): Lose 62.889807 but Gain 1307.965252 Iteration 33Q (28.099644 sec): 191 clusters Score: Raw -1100373.627458 + Penalty 196384.463606 = -903989.163852 nChanged 8 Deleting Class 111 (4 points): Lose 59.733549 but Gain 1303.401586 Iteration 34Q (28.236999 sec): 190 clusters Score: Raw -1100327.071410 + Penalty 195110.184636 = -905216.886774 nChanged 9 Deleting Class 213 (6 points): Lose 69.840422 but Gain 1312.662547 Iteration 35Q (28.371483 sec): 189 clusters Score: Raw -1100268.268166 + Penalty 193827.345495 = -906440.922671 nChanged 10 Deleting Class 131 (22 points): Lose 166.151679 but Gain 1408.622113 Iteration 36Q (28.507252 sec): 188 clusters Score: Raw -1100120.094135 + Penalty 192649.814661 = -907470.279474 nChanged 28 Deleting Class 179 (3 points): Lose 43.855403 but Gain 1284.249533 Iteration 37Q (28.643440 sec): 187 clusters Score: Raw -1100170.776633 + Penalty 191559.020032 = -908611.756601 nChanged 12 Deleting Class 222 (4 points): Lose 43.821435 but Gain 1281.578174 Iteration 38Q (28.778083 sec): 186 clusters Score: Raw -1100153.999221 + Penalty 190287.471918 = -909866.527303 nChanged 7 Deleting Class 4 (7 points): Lose 97.490430 but Gain 1334.768775 Iteration 39Q (28.912278 sec): 185 clusters Score: Raw -1100068.204664 + Penalty 188993.612021 = -911074.592643 nChanged 11 Deleting Class 140 (11 points): Lose 107.722800 but Gain 1345.390353 Iteration 40F (30.988564 sec): 184 clusters Score: Raw -1099987.572515 + Penalty 187737.394954 = -912250.177561 nChanged 14 Deleting Class 181 (5 points): Lose 54.946195 but Gain 1289.497242 Iteration 41Q (31.120830 sec): 183 clusters Score: Raw -1099967.637332 + Penalty 186461.399993 = -913506.237339 nChanged 6 Deleting Class 196 (3 points): Lose 19.384876 but Gain 1236.306857 Iteration 42Q (31.252738 sec): 182 clusters Score: Raw -1099962.510543 + Penalty 185280.207799 = -914682.302743 nChanged 5 Deleting Class 113 (11 points): Lose 71.215424 but Gain 1286.935613 Iteration 43Q (31.385210 sec): 181 clusters Score: Raw -1099902.378383 + Penalty 184009.507096 = -915892.871287 nChanged 12 Deleting Class 141 (14 points): Lose 69.188746 but Gain 1274.380122 Iteration 44Q (31.517056 sec): 180 clusters Score: Raw -1099854.321133 + Penalty 182747.596868 = -917106.724265 nChanged 16 Deleting Class 160 (14 points): Lose 111.110097 but Gain 1313.982848 Iteration 45Q (31.653124 sec): 179 clusters Score: Raw -1099769.683410 + Penalty 181484.295170 = -918285.388239 nChanged 18 Deleting Class 109 (6 points): Lose 76.821771 but Gain 1277.141688 Iteration 46Q (31.786294 sec): 178 clusters Score: Raw -1099764.865429 + Penalty 180292.795946 = -919472.069483 nChanged 13 Deleting Class 126 (78 points): Lose 385.059327 but Gain 1574.215769 Iteration 47Q (31.918161 sec): 177 clusters Score: Raw -1099427.267976 + Penalty 178996.841995 = -920430.425981 nChanged 86 Deleting Class 93 (9 points): Lose 82.745730 but Gain 1271.512830 Iteration 48Q (32.055328 sec): 176 clusters Score: Raw -1099571.873221 + Penalty 177793.342540 = -921778.530680 nChanged 27 Deleting Class 164 (4 points): Lose 35.113935 but Gain 1218.635109 Iteration 49Q (32.189829 sec): 175 clusters Score: Raw -1099602.469141 + Penalty 176599.959391 = -923002.509750 nChanged 13 Deleting Class 46 (40 points): Lose 231.384036 but Gain 1423.763715 Iteration 50F (34.138983 sec): 174 clusters Score: Raw -1099409.056391 + Penalty 175316.998510 = -924092.057881 nChanged 43 Deleting Class 47 (13 points): Lose 158.789945 but Gain 1344.041383 Iteration 51Q (34.271428 sec): 173 clusters Score: Raw -1099386.688187 + Penalty 174061.978296 = -925324.709891 nChanged 23 Deleting Class 143 (8 points): Lose 106.859889 but Gain 1302.856289 Iteration 52Q (34.401212 sec): 172 clusters Score: Raw -1099370.467832 + Penalty 172830.440445 = -926540.027387 nChanged 15 Deleting Class 225 (1 points): Lose 9.039469 but Gain 1189.291750 Iteration 53Q (34.530668 sec): 171 clusters Score: Raw -1099409.904058 + Penalty 171646.798249 = -927763.105808 nChanged 7 Deleting Class 189 (7 points): Lose 63.821788 but Gain 1241.822715 Iteration 54Q (34.658916 sec): 170 clusters Score: Raw -1099360.223397 + Penalty 170294.977559 = -929065.245839 nChanged 13 Deleting Class 44 (9 points): Lose 114.721118 but Gain 1291.394327 Iteration 55Q (34.793534 sec): 169 clusters Score: Raw -1099265.265684 + Penalty 169077.931231 = -930187.334453 nChanged 14 Deleting Class 241 (4 points): Lose 67.958482 but Gain 1241.093792 Iteration 56Q (34.923680 sec): 168 clusters Score: Raw -1099231.482185 + Penalty 167874.155913 = -931357.326272 nChanged 9 Deleting Class 82 (14 points): Lose 88.392216 but Gain 1258.476614 Iteration 57Q (35.052865 sec): 167 clusters Score: Raw -1099156.990834 + Penalty 166661.596161 = -932495.394673 nChanged 20 Deleting Class 85 (8 points): Lose 100.033192 but Gain 1264.855710 Iteration 58Q (35.183354 sec): 166 clusters Score: Raw -1099090.450393 + Penalty 165431.023728 = -933659.426665 nChanged 15 Deleting Class 75 (14 points): Lose 82.225729 but Gain 1240.405095 Iteration 59Q (35.312435 sec): 165 clusters Score: Raw -1099033.786092 + Penalty 164250.158986 = -934783.627106 nChanged 16 Deleting Class 185 (7 points): Lose 87.448839 but Gain 1232.204083 Iteration 60F (37.137215 sec): 164 clusters Score: Raw -1098984.889847 + Penalty 163033.331116 = -935951.558732 nChanged 9 Deleting Class 207 (7 points): Lose 47.720290 but Gain 1191.526719 Iteration 61Q (37.265036 sec): 163 clusters Score: Raw -1098956.244034 + Penalty 161844.288157 = -937111.955877 nChanged 8 Deleting Class 146 (9 points): Lose 56.505001 but Gain 1199.011346 Iteration 62Q (37.392478 sec): 162 clusters Score: Raw -1098922.026679 + Penalty 160662.097620 = -938259.929059 nChanged 13 Deleting Class 123 (15 points): Lose 137.746085 but Gain 1276.089949 Iteration 63Q (37.519753 sec): 161 clusters Score: Raw -1098825.498407 + Penalty 159433.378455 = -939392.119952 nChanged 18 Deleting Class 183 (5 points): Lose 31.170545 but Gain 1169.285516 Iteration 64Q (37.646580 sec): 160 clusters Score: Raw -1098840.791728 + Penalty 158282.579307 = -940558.212421 nChanged 11 Deleting Class 108 (8 points): Lose 52.621315 but Gain 1187.695997 Iteration 65Q (37.774492 sec): 159 clusters Score: Raw -1098812.475175 + Penalty 157131.887534 = -941680.587641 nChanged 11 Deleting Class 14 (25 points): Lose 180.216225 but Gain 1308.610779 Iteration 66Q (37.899716 sec): 158 clusters Score: Raw -1098656.590563 + Penalty 155883.611165 = -942772.979398 nChanged 32 Deleting Class 220 (6 points): Lose 52.744690 but Gain 1173.882374 Iteration 67Q (38.026590 sec): 157 clusters Score: Raw -1098686.007433 + Penalty 154802.836721 = -943883.170713 nChanged 16 Deleting Class 105 (12 points): Lose 106.695843 but Gain 1221.663299 Iteration 68Q (38.151543 sec): 156 clusters Score: Raw -1098623.517237 + Penalty 153624.206518 = -944999.310719 nChanged 17 Deleting Class 116 (5 points): Lose 60.875316 but Gain 1169.257929 Iteration 69Q (38.278812 sec): 155 clusters Score: Raw -1098587.914290 + Penalty 152475.409327 = -946112.504963 nChanged 13 Deleting Class 171 (3 points): Lose 38.784483 but Gain 1142.086850 Iteration 70F (39.999581 sec): 154 clusters Score: Raw -1098570.152381 + Penalty 151337.288815 = -947232.863566 nChanged 12 Deleting Class 180 (7 points): Lose 24.530450 but Gain 1127.433560 Iteration 71Q (40.123794 sec): 153 clusters Score: Raw -1098554.183616 + Penalty 150207.031890 = -948347.151726 nChanged 13 Deleting Class 240 (3 points): Lose 33.624624 but Gain 1127.638599 Iteration 72Q (40.248056 sec): 152 clusters Score: Raw -1098532.877571 + Penalty 149082.649056 = -949450.228515 nChanged 8 Deleting Class 74 (31 points): Lose 139.576908 but Gain 1229.623663 Iteration 73Q (40.371476 sec): 151 clusters Score: Raw -1098398.596809 + Penalty 147894.015753 = -950504.581055 nChanged 35 Deleting Class 158 (12 points): Lose 66.588432 but Gain 1154.735024 Iteration 74Q (40.497708 sec): 150 clusters Score: Raw -1098396.650425 + Penalty 146799.506631 = -951597.143794 nChanged 24 Deleting Class 148 (11 points): Lose 124.921339 but Gain 1210.537003 Iteration 75Q (40.622263 sec): 149 clusters Score: Raw -1098313.623009 + Penalty 145647.900325 = -952665.722684 nChanged 20 Deleting Class 165 (5 points): Lose 48.860231 but Gain 1133.863449 Iteration 76Q (40.745175 sec): 148 clusters Score: Raw -1098305.740919 + Penalty 144529.079812 = -953776.661108 nChanged 12 Deleting Class 167 (1 points): Lose 20.277486 but Gain 1104.497917 Iteration 77Q (40.868666 sec): 147 clusters Score: Raw -1098299.351295 + Penalty 143443.119661 = -954856.231634 nChanged 9 Deleting Class 191 (8 points): Lose 59.879711 but Gain 1143.328602 Iteration 78Q (40.989423 sec): 146 clusters Score: Raw -1098256.758808 + Penalty 142314.239433 = -955942.519375 nChanged 14 Deleting Class 174 (3 points): Lose 14.878881 but Gain 1095.676205 Iteration 79Q (41.110913 sec): 145 clusters Score: Raw -1098268.940602 + Penalty 141217.491902 = -957051.448701 nChanged 8 Deleting Class 135 (14 points): Lose 81.206439 but Gain 1161.264749 Iteration 80F (42.727960 sec): 144 clusters Score: Raw -1098192.658768 + Penalty 140102.078979 = -958090.579789 nChanged 17 Deleting Class 127 (12 points): Lose 56.265171 but Gain 1135.818039 Iteration 81Q (42.849091 sec): 143 clusters Score: Raw -1098171.172705 + Penalty 139012.513833 = -959158.658872 nChanged 14 Deleting Class 107 (12 points): Lose 82.371881 but Gain 1161.391463 Iteration 82Q (42.969598 sec): 142 clusters Score: Raw -1098113.845260 + Penalty 137891.796838 = -960222.048422 nChanged 16 Deleting Class 84 (8 points): Lose 40.738226 but Gain 1119.664383 Iteration 83Q (43.090499 sec): 141 clusters Score: Raw -1098104.103040 + Penalty 136891.576907 = -961212.526133 nChanged 14 Deleting Class 18 (4 points): Lose 39.496482 but Gain 1115.491901 Iteration 84Q (43.211081 sec): 140 clusters Score: Raw -1098087.580138 + Penalty 135812.031921 = -962275.548217 nChanged 12 Deleting Class 137 (16 points): Lose 118.072273 but Gain 1193.682991 Iteration 85Q (43.332274 sec): 139 clusters Score: Raw -1097987.996796 + Penalty 134611.837057 = -963376.159739 nChanged 17 Deleting Class 150 (11 points): Lose 67.472485 but Gain 1136.978385 Iteration 86Q (43.458572 sec): 138 clusters Score: Raw -1097967.391079 + Penalty 133519.110744 = -964448.280335 nChanged 13 Deleting Class 55 (11 points): Lose 145.175154 but Gain 1211.951290 Iteration 87Q (43.576683 sec): 137 clusters Score: Raw -1097842.456710 + Penalty 132365.887823 = -965476.568887 nChanged 11 Deleting Class 38 (52 points): Lose 258.003870 but Gain 1323.636681 Iteration 88Q (43.695880 sec): 136 clusters Score: Raw -1097618.329817 + Penalty 131154.697959 = -966463.631858 nChanged 55 Deleting Class 72 (10 points): Lose 52.061029 but Gain 1113.092622 Iteration 89Q (43.822010 sec): 135 clusters Score: Raw -1097685.580430 + Penalty 130092.696602 = -967592.883828 nChanged 20 Deleting Class 187 (4 points): Lose 36.739296 but Gain 1097.764058 Iteration 90F (45.328134 sec): 134 clusters Score: Raw -1097685.716967 + Penalty 129002.333526 = -968683.383440 nChanged 11 Deleting Class 20 (9 points): Lose 48.224488 but Gain 1107.919561 Iteration 91Q (45.445909 sec): 133 clusters Score: Raw -1097654.948021 + Penalty 127890.968847 = -969763.979174 nChanged 17 Deleting Class 87 (12 points): Lose 65.743755 but Gain 1124.556277 Iteration 92Q (45.563774 sec): 132 clusters Score: Raw -1097622.511555 + Penalty 126791.827458 = -970830.684097 nChanged 14 Deleting Class 170 (4 points): Lose 18.613567 but Gain 1070.080149 Iteration 93Q (45.680283 sec): 131 clusters Score: Raw -1097635.122579 + Penalty 125728.505829 = -971906.616750 nChanged 9 Deleting Class 114 (48 points): Lose 177.829272 but Gain 1225.032248 Iteration 94Q (45.795790 sec): 130 clusters Score: Raw -1097467.222405 + Penalty 124524.703887 = -972942.518518 nChanged 50 Deleting Class 201 (11 points): Lose 103.540679 but Gain 1149.830665 Iteration 95Q (45.916412 sec): 129 clusters Score: Raw -1097452.283420 + Penalty 123418.725687 = -974033.557733 nChanged 21 Deleting Class 86 (2 points): Lose 20.772062 but Gain 1064.331004 Iteration 96Q (46.033055 sec): 128 clusters Score: Raw -1097472.383182 + Penalty 122369.993703 = -975102.389478 nChanged 9 Deleting Class 121 (3 points): Lose 17.277951 but Gain 1057.352215 Iteration 97Q (46.147400 sec): 127 clusters Score: Raw -1097484.418808 + Penalty 121335.239056 = -976149.179752 nChanged 8 Deleting Class 197 (3 points): Lose 28.988783 but Gain 1069.031742 Iteration 98Q (46.261801 sec): 126 clusters Score: Raw -1097467.916474 + Penalty 120277.168971 = -977190.747504 nChanged 6 Deleting Class 76 (25 points): Lose 172.783593 but Gain 1212.317809 Iteration 99Q (46.376553 sec): 125 clusters Score: Raw -1097303.320657 + Penalty 119128.896893 = -978174.423764 nChanged 29 Deleting Class 34 (16 points): Lose 107.949135 but Gain 1134.337327 Iteration 100F (47.779628 sec): 124 clusters Score: Raw -1097282.836522 + Penalty 118055.430179 = -979227.406344 nChanged 18 Deleting Class 162 (4 points): Lose 41.843842 but Gain 1064.619738 Iteration 101Q (47.894321 sec): 123 clusters Score: Raw -1097285.908589 + Penalty 117012.984018 = -980272.924571 nChanged 11 Deleting Class 63 (13 points): Lose 85.880955 but Gain 1108.516504 Iteration 102Q (48.008117 sec): 122 clusters Score: Raw -1097217.232255 + Penalty 115910.499275 = -981306.732981 nChanged 17 Deleting Class 66 (65 points): Lose 241.878187 but Gain 1261.796950 Iteration 103Q (48.122822 sec): 121 clusters Score: Raw -1097004.517739 + Penalty 114707.918858 = -982296.598880 nChanged 69 Deleting Class 91 (47 points): Lose 225.643238 but Gain 1244.846687 Iteration 104Q (48.238927 sec): 120 clusters Score: Raw -1096950.634661 + Penalty 113571.533294 = -983379.101367 nChanged 64 Deleting Class 190 (14 points): Lose 60.074036 but Gain 1076.124773 Iteration 105Q (48.357208 sec): 119 clusters Score: Raw -1097036.530205 + Penalty 112556.136327 = -984480.393878 nChanged 36 Deleting Class 145 (14 points): Lose 103.338077 but Gain 1135.874878 Iteration 106Q (48.471441 sec): 118 clusters Score: Raw -1096994.599438 + Penalty 111527.927023 = -985466.672415 nChanged 29 Deleting Class 195 (12 points): Lose 54.883193 but Gain 1067.959552 Iteration 107Q (48.583755 sec): 117 clusters Score: Raw -1097002.510112 + Penalty 110565.063861 = -986437.446251 nChanged 28 Deleting Class 169 (11 points): Lose 77.280157 but Gain 1088.881136 Iteration 108Q (48.696054 sec): 116 clusters Score: Raw -1096972.162113 + Penalty 109573.127092 = -987399.035021 nChanged 20 Deleting Class 99 (19 points): Lose 92.239908 but Gain 1096.308146 Iteration 109Q (48.807435 sec): 115 clusters Score: Raw -1096918.261780 + Penalty 108543.491383 = -988374.770398 nChanged 23 Deleting Class 128 (12 points): Lose 63.948563 but Gain 1066.193759 Iteration 110F (50.089010 sec): 114 clusters Score: Raw -1096913.590351 + Penalty 107505.095820 = -989408.494531 nChanged 18 Deleting Class 61 (13 points): Lose 61.185616 but Gain 1060.753760 Iteration 111Q (50.200422 sec): 113 clusters Score: Raw -1096889.662665 + Penalty 106454.524043 = -990435.138621 nChanged 15 Deleting Class 16 (13 points): Lose 71.971447 but Gain 1068.790110 Iteration 112Q (50.312122 sec): 112 clusters Score: Raw -1096844.239271 + Penalty 105419.360822 = -991424.878449 nChanged 17 Deleting Class 80 (4 points): Lose 18.496281 but Gain 1007.590428 Iteration 113Q (50.433823 sec): 111 clusters Score: Raw -1096859.600493 + Penalty 104416.632189 = -992442.968305 nChanged 10 Deleting Class 204 (9 points): Lose 54.556622 but Gain 1042.752656 Iteration 114Q (50.543390 sec): 110 clusters Score: Raw -1096821.859143 + Penalty 103402.929876 = -993418.929267 nChanged 13 Deleting Class 212 (4 points): Lose 31.507637 but Gain 1018.989026 Iteration 115Q (50.654323 sec): 109 clusters Score: Raw -1096811.361121 + Penalty 102391.228752 = -994420.132369 nChanged 5 Deleting Class 155 (18 points): Lose 78.516999 but Gain 1063.458625 Iteration 116Q (50.763738 sec): 108 clusters Score: Raw -1096740.944332 + Penalty 101344.415369 = -995396.528963 nChanged 20 Deleting Class 157 (7 points): Lose 69.342980 but Gain 1053.692039 Iteration 117Q (50.873603 sec): 107 clusters Score: Raw -1096698.418138 + Penalty 100302.762400 = -996395.655738 nChanged 18 Deleting Class 96 (126 points): Lose 487.937084 but Gain 1467.693606 Iteration 118Q (50.983118 sec): 106 clusters Score: Raw -1096237.022526 + Penalty 99035.445866 = -997201.576660 nChanged 135 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 -1096237.022526 + Penalty 99035.445866 = -997201.576660Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 1 (266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.030805 sec): 2 clusters Score: Raw -14385.627437 + Penalty 585.127020 = -13800.500417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.031523 sec): 3 clusters Score: Raw -14288.140069 + Penalty 1165.226048 = -13122.914021 nChanged 62 SP:Iteration 1F (51.032189 sec): 3 clusters Score: Raw -14356.244447 + Penalty 1165.301542 = -13190.942905 nChanged 17 SP:Iteration 2F (51.032852 sec): 3 clusters Score: Raw -14378.079322 + Penalty 1163.647582 = -13214.431740 nChanged 12 SP:Iteration 3Q (51.033506 sec): 3 clusters Score: Raw -14391.324937 + Penalty 1163.588365 = -13227.736571 nChanged 5 SP:Iteration 4Q (51.034158 sec): 3 clusters Score: Raw -14394.556529 + Penalty 1164.148167 = -13230.408362 nChanged 4 SP:Iteration 5Q (51.034843 sec): 3 clusters Score: Raw -14399.045396 + Penalty 1164.708265 = -13234.337131 nChanged 3 SP:Iteration 6Q (51.035493 sec): 3 clusters Score: Raw -14401.538813 + Penalty 1164.865758 = -13236.673056 nChanged 1 SP:Iteration 7Q (51.036144 sec): 3 clusters Score: Raw -14403.061366 + Penalty 1164.896692 = -13238.164673 nChanged 2 SP:Iteration 8Q (51.036795 sec): 3 clusters Score: Raw -14405.370884 + Penalty 1163.486974 = -13241.883910 nChanged 4 SP:Iteration 9Q (51.037446 sec): 3 clusters Score: Raw -14412.213592 + Penalty 1163.561948 = -13248.651644 nChanged 3 SP:Iteration 10F (51.038108 sec): 3 clusters Score: Raw -14420.940906 + Penalty 1163.164159 = -13257.776747 nChanged 1 SP:Iteration 11Q (51.038757 sec): 3 clusters Score: Raw -14421.320199 + Penalty 1163.164159 = -13258.156040 nChanged 0 SP:Iteration 12F (51.039419 sec): 3 clusters Score: Raw -14421.320199 + Penalty 1163.164159 = -13258.156040 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 2 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.039998 sec): 2 clusters Score: Raw -2103.047139 + Penalty 204.944398 = -1898.102741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.040291 sec): 3 clusters Score: Raw -2099.521172 + Penalty 428.486365 = -1671.034807 nChanged 5 SP:Iteration 1F (51.040587 sec): 3 clusters Score: Raw -2105.968447 + Penalty 440.773659 = -1665.194788 nChanged 2 SP:Iteration 2F (51.040872 sec): 3 clusters Score: Raw -2111.540440 + Penalty 462.257513 = -1649.282927 nChanged 2 SP:Iteration 3F (51.041156 sec): 3 clusters Score: Raw -2115.469951 + Penalty 478.610817 = -1636.859134 nChanged 1 SP:Iteration 4F (51.041439 sec): 3 clusters Score: Raw -2117.815198 + Penalty 494.906648 = -1622.908550 nChanged 2 SP:Iteration 5F (51.041724 sec): 3 clusters Score: Raw -2123.463161 + Penalty 494.906648 = -1628.556513 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 3 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.042609 sec): 2 clusters Score: Raw -7760.509614 + Penalty 755.969301 = -7004.540314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.043117 sec): 3 clusters Score: Raw -7833.362885 + Penalty 1512.513281 = -6320.849604 nChanged 16 SP:Iteration 1F (51.043618 sec): 3 clusters Score: Raw -7884.381318 + Penalty 1514.066649 = -6370.314668 nChanged 7 SP:Iteration 2Q (51.044089 sec): 3 clusters Score: Raw -7913.342067 + Penalty 1514.066649 = -6399.275418 nChanged 0 SP:Iteration 3F (51.044587 sec): 3 clusters Score: Raw -7913.342067 + Penalty 1514.066649 = -6399.275418 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 5 (114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.045348 sec): 2 clusters Score: Raw -6190.464970 + Penalty 582.528689 = -5607.936281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.045765 sec): 3 clusters Score: Raw -6200.693869 + Penalty 1162.302625 = -5038.391243 nChanged 10 SP:Iteration 1F (51.046175 sec): 3 clusters Score: Raw -6232.088878 + Penalty 1161.657098 = -5070.431780 nChanged 2 SP:Iteration 2Q (51.046577 sec): 3 clusters Score: Raw -6236.898462 + Penalty 1162.628120 = -5074.270342 nChanged 1 SP:Iteration 3Q (51.046988 sec): 3 clusters Score: Raw -6240.164710 + Penalty 1162.628120 = -5077.536590 nChanged 0 SP:Iteration 4F (51.047413 sec): 3 clusters Score: Raw -6240.164710 + Penalty 1162.628120 = -5077.536590 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 6 (320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.049274 sec): 2 clusters Score: Raw -15392.536881 + Penalty 73.446685 = -15319.090196 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.050039 sec): 3 clusters Score: Raw -15200.756171 + Penalty 154.247860 = -15046.508312 nChanged 132 SP:Iteration 1F (51.050845 sec): 3 clusters Score: Raw -15306.991267 + Penalty 152.480941 = -15154.510327 nChanged 46 SP:Iteration 2F (51.051594 sec): 3 clusters Score: Raw -15361.122997 + Penalty 148.106910 = -15213.016087 nChanged 17 SP:Iteration 3F (51.052344 sec): 3 clusters Score: Raw -15368.672917 + Penalty 146.694176 = -15221.978741 nChanged 6 SP:Iteration 4Q (51.053060 sec): 3 clusters Score: Raw -15371.825560 + Penalty 146.140548 = -15225.685012 nChanged 3 SP:Iteration 5Q (51.053774 sec): 3 clusters Score: Raw -15375.524047 + Penalty 146.398241 = -15229.125807 nChanged 3 SP:Iteration 6Q (51.054479 sec): 3 clusters Score: Raw -15377.053125 + Penalty 146.776785 = -15230.276340 nChanged 3 SP:Iteration 7Q (51.055202 sec): 3 clusters Score: Raw -15377.540172 + Penalty 146.776785 = -15230.763387 nChanged 0 SP:Iteration 8F (51.055962 sec): 3 clusters Score: Raw -15377.540172 + Penalty 146.776785 = -15230.763387 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 7 (2483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.067718 sec): 2 clusters Score: Raw -118144.174603 + Penalty 119.808672 = -118024.365931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.072258 sec): 3 clusters Score: Raw -116542.781691 + Penalty 235.049007 = -116307.732685 nChanged 1197 SP:Iteration 1F (51.076727 sec): 3 clusters Score: Raw -117693.603846 + Penalty 234.973607 = -117458.630240 nChanged 314 SP:Iteration 2F (51.081194 sec): 3 clusters Score: Raw -118051.136308 + Penalty 235.107638 = -117816.028670 nChanged 195 SP:Iteration 3F (51.085719 sec): 3 clusters Score: Raw -118205.976692 + Penalty 237.983935 = -117967.992757 nChanged 138 SP:Iteration 4F (51.090168 sec): 3 clusters Score: Raw -118336.268704 + Penalty 245.059210 = -118091.209494 nChanged 102 SP:Iteration 5Q (51.094457 sec): 3 clusters Score: Raw -118422.774012 + Penalty 249.385447 = -118173.388565 nChanged 54 SP:Iteration 6Q (51.098762 sec): 3 clusters Score: Raw -118475.342309 + Penalty 249.257738 = -118226.084571 nChanged 35 SP:Iteration 7Q (51.102953 sec): 3 clusters Score: Raw -118502.450316 + Penalty 248.438854 = -118254.011463 nChanged 21 SP:Iteration 8Q (51.107074 sec): 3 clusters Score: Raw -118510.609530 + Penalty 248.746662 = -118261.862868 nChanged 10 SP:Iteration 9Q (51.111104 sec): 3 clusters Score: Raw -118512.594386 + Penalty 249.377853 = -118263.216534 nChanged 6 SP:Iteration 10F (51.115546 sec): 3 clusters Score: Raw -118513.609668 + Penalty 249.691212 = -118263.918456 nChanged 7 SP:Iteration 11Q (51.119555 sec): 3 clusters Score: Raw -118514.647731 + Penalty 249.327399 = -118265.320332 nChanged 4 SP:Iteration 12Q (51.123584 sec): 3 clusters Score: Raw -118514.921617 + Penalty 249.530841 = -118265.390776 nChanged 2 SP:Iteration 13Q (51.127675 sec): 3 clusters Score: Raw -118515.080221 + Penalty 249.109553 = -118265.970668 nChanged 1 SP:Iteration 14Q (51.131753 sec): 3 clusters Score: Raw -118515.191462 + Penalty 248.853339 = -118266.338123 nChanged 1 SP:Iteration 15Q (51.136062 sec): 3 clusters Score: Raw -118515.327722 + Penalty 249.036278 = -118266.291444 nChanged 1 SP:Iteration 16F (51.140505 sec): 3 clusters Score: Raw -118515.333886 + Penalty 249.036278 = -118266.297609 nChanged 0 Score: Raw -1114847.139250 + Penalty 99202.207445 = -1015644.931805 Splitting cluster 7 changes total score from -997201.576660 to -1015644.931805 So it's getting split into cluster 4. Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 8 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.329083 sec): 2 clusters Score: Raw -851.206695 + Penalty 218.527904 = -632.678792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.329346 sec): 3 clusters Score: Raw -873.075583 + Penalty 434.584800 = -438.490783 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 9 (300 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.331159 sec): 2 clusters Score: Raw -14985.631946 + Penalty 910.688958 = -14074.942988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.331896 sec): 3 clusters Score: Raw -15051.616254 + Penalty 1821.028282 = -13230.587972 nChanged 57 SP:Iteration 1F (52.332618 sec): 3 clusters Score: Raw -15192.141821 + Penalty 1821.184697 = -13370.957124 nChanged 14 SP:Iteration 2Q (52.333302 sec): 3 clusters Score: Raw -15229.858187 + Penalty 1819.859423 = -13409.998764 nChanged 12 SP:Iteration 3Q (52.333974 sec): 3 clusters Score: Raw -15247.002572 + Penalty 1818.267505 = -13428.735067 nChanged 12 SP:Iteration 4Q (52.334639 sec): 3 clusters Score: Raw -15272.252505 + Penalty 1818.169658 = -13454.082846 nChanged 6 SP:Iteration 5Q (52.335297 sec): 3 clusters Score: Raw -15281.646783 + Penalty 1817.943590 = -13463.703193 nChanged 5 SP:Iteration 6Q (52.335952 sec): 3 clusters Score: Raw -15307.920080 + Penalty 1818.169658 = -13489.750421 nChanged 1 SP:Iteration 7Q (52.336609 sec): 3 clusters Score: Raw -15312.292927 + Penalty 1817.694086 = -13494.598841 nChanged 1 SP:Iteration 8Q (52.337262 sec): 3 clusters Score: Raw -15316.198739 + Penalty 1817.918871 = -13498.279868 nChanged 1 SP:Iteration 9Q (52.337914 sec): 3 clusters Score: Raw -15332.522252 + Penalty 1817.694086 = -13514.828166 nChanged 1 SP:Iteration 10F (52.338634 sec): 3 clusters Score: Raw -15339.087500 + Penalty 1818.135488 = -13520.952012 nChanged 2 SP:Iteration 11Q (52.339288 sec): 3 clusters Score: Raw -15369.242014 + Penalty 1817.329073 = -13551.912941 nChanged 2 SP:Iteration 12Q (52.339937 sec): 3 clusters Score: Raw -15376.304426 + Penalty 1816.851019 = -13559.453407 nChanged 2 SP:Iteration 13Q (52.340585 sec): 3 clusters Score: Raw -15382.686890 + Penalty 1816.598781 = -13566.088108 nChanged 1 SP:Iteration 14Q (52.341234 sec): 3 clusters Score: Raw -15384.647125 + Penalty 1816.598781 = -13568.048344 nChanged 0 SP:Iteration 15F (52.341954 sec): 3 clusters Score: Raw -15384.647125 + Penalty 1816.598781 = -13568.048344 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 10 (199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.343567 sec): 2 clusters Score: Raw -10151.073032 + Penalty 352.875643 = -9798.197389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.344128 sec): 3 clusters Score: Raw -10066.598188 + Penalty 704.646339 = -9361.951849 nChanged 56 SP:Iteration 1F (52.344679 sec): 3 clusters Score: Raw -10118.330332 + Penalty 705.851456 = -9412.478875 nChanged 17 SP:Iteration 2F (52.345230 sec): 3 clusters Score: Raw -10133.332412 + Penalty 707.913874 = -9425.418538 nChanged 10 SP:Iteration 3F (52.345781 sec): 3 clusters Score: Raw -10141.773243 + Penalty 709.310025 = -9432.463217 nChanged 4 SP:Iteration 4Q (52.346327 sec): 3 clusters Score: Raw -10143.993733 + Penalty 709.310025 = -9434.683708 nChanged 0 SP:Iteration 5F (52.346875 sec): 3 clusters Score: Raw -10143.993733 + Penalty 709.310025 = -9434.683708 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 11 (83 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.348105 sec): 2 clusters Score: Raw -3585.635584 + Penalty 380.991982 = -3204.643602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.348484 sec): 3 clusters Score: Raw -3615.090363 + Penalty 755.342456 = -2859.747907 nChanged 6 SP:Iteration 1F (52.348845 sec): 3 clusters Score: Raw -3630.722551 + Penalty 755.342456 = -2875.380095 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 12 (258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.350476 sec): 2 clusters Score: Raw -8775.710077 + Penalty 839.846482 = -7935.863595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.351162 sec): 3 clusters Score: Raw -8858.278770 + Penalty 1681.361265 = -7176.917505 nChanged 50 SP:Iteration 1F (52.351862 sec): 3 clusters Score: Raw -8967.754263 + Penalty 1680.731803 = -7287.022460 nChanged 8 SP:Iteration 2Q (52.352481 sec): 3 clusters Score: Raw -8998.784919 + Penalty 1680.776693 = -7318.008226 nChanged 4 SP:Iteration 3Q (52.353084 sec): 3 clusters Score: Raw -9022.951406 + Penalty 1680.877303 = -7342.074103 nChanged 3 SP:Iteration 4Q (52.353684 sec): 3 clusters Score: Raw -9028.859327 + Penalty 1680.895832 = -7347.963495 nChanged 1 SP:Iteration 5Q (52.354281 sec): 3 clusters Score: Raw -9034.334939 + Penalty 1681.558036 = -7352.776903 nChanged 3 SP:Iteration 6Q (52.354877 sec): 3 clusters Score: Raw -9039.459244 + Penalty 1681.861183 = -7357.598061 nChanged 1 SP:Iteration 7Q (52.355474 sec): 3 clusters Score: Raw -9041.272734 + Penalty 1681.871373 = -7359.401361 nChanged 1 SP:Iteration 8Q (52.356070 sec): 3 clusters Score: Raw -9045.973618 + Penalty 1681.942080 = -7364.031538 nChanged 1 SP:Iteration 9Q (52.356670 sec): 3 clusters Score: Raw -9048.320738 + Penalty 1681.942080 = -7366.378658 nChanged 0 SP:Iteration 10F (52.357317 sec): 3 clusters Score: Raw -9048.320738 + Penalty 1681.942080 = -7366.378658 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 13 (260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.359041 sec): 2 clusters Score: Raw -13395.530078 + Penalty 402.251775 = -12993.278303 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.359730 sec): 3 clusters Score: Raw -13288.535212 + Penalty 811.171926 = -12477.363286 nChanged 70 SP:Iteration 1F (52.360407 sec): 3 clusters Score: Raw -13355.274256 + Penalty 815.156484 = -12540.117772 nChanged 31 SP:Iteration 2F (52.361088 sec): 3 clusters Score: Raw -13385.966417 + Penalty 818.878765 = -12567.087652 nChanged 6 SP:Iteration 3Q (52.361756 sec): 3 clusters Score: Raw -13389.114376 + Penalty 821.532101 = -12567.582276 nChanged 3 SP:Iteration 4Q (52.362426 sec): 3 clusters Score: Raw -13391.686608 + Penalty 825.170905 = -12566.515702 nChanged 5 SP:Iteration 5F (52.363102 sec): 3 clusters Score: Raw -13395.059901 + Penalty 827.677407 = -12567.382493 nChanged 3 SP:Iteration 6Q (52.363769 sec): 3 clusters Score: Raw -13397.242560 + Penalty 828.865313 = -12568.377248 nChanged 1 SP:Iteration 7Q (52.364410 sec): 3 clusters Score: Raw -13398.207357 + Penalty 828.865313 = -12569.342044 nChanged 0 SP:Iteration 8F (52.365062 sec): 3 clusters Score: Raw -13398.207357 + Penalty 828.865313 = -12569.342044 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 15 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.366201 sec): 2 clusters Score: Raw -1233.406058 + Penalty 262.442182 = -970.963876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.366461 sec): 3 clusters Score: Raw -1257.866535 + Penalty 524.884363 = -732.982171 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 17 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.367572 sec): 2 clusters Score: Raw -3109.393637 + Penalty 453.781354 = -2655.612283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.367917 sec): 3 clusters Score: Raw -3198.454612 + Penalty 908.311540 = -2290.143072 nChanged 3 SP:Iteration 1Q (52.368244 sec): 3 clusters Score: Raw -3217.619802 + Penalty 908.054426 = -2309.565376 nChanged 2 SP:Iteration 2Q (52.368570 sec): 3 clusters Score: Raw -3222.654845 + Penalty 908.054426 = -2314.600419 nChanged 0 SP:Iteration 3F (52.368912 sec): 3 clusters Score: Raw -3222.654845 + Penalty 908.054426 = -2314.600419 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 19 (325 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.371304 sec): 2 clusters Score: Raw -17924.088332 + Penalty 504.896945 = -17419.191386 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.372081 sec): 3 clusters Score: Raw -17765.794165 + Penalty 1010.388809 = -16755.405356 nChanged 86 SP:Iteration 1F (52.372901 sec): 3 clusters Score: Raw -17819.551645 + Penalty 1012.212180 = -16807.339464 nChanged 23 SP:Iteration 2F (52.373690 sec): 3 clusters Score: Raw -17840.944846 + Penalty 1012.851940 = -16828.092906 nChanged 18 SP:Iteration 3F (52.374470 sec): 3 clusters Score: Raw -17855.001655 + Penalty 1015.195386 = -16839.806269 nChanged 13 SP:Iteration 4Q (52.375236 sec): 3 clusters Score: Raw -17870.241242 + Penalty 1016.283003 = -16853.958239 nChanged 17 SP:Iteration 5F (52.376002 sec): 3 clusters Score: Raw -17885.595230 + Penalty 1018.631288 = -16866.963941 nChanged 10 SP:Iteration 6Q (52.376764 sec): 3 clusters Score: Raw -17893.998236 + Penalty 1019.036904 = -16874.961332 nChanged 7 SP:Iteration 7Q (52.377523 sec): 3 clusters Score: Raw -17897.617697 + Penalty 1019.198324 = -16878.419373 nChanged 5 SP:Iteration 8Q (52.378281 sec): 3 clusters Score: Raw -17901.739205 + Penalty 1018.933310 = -16882.805895 nChanged 5 SP:Iteration 9Q (52.379040 sec): 3 clusters Score: Raw -17904.705632 + Penalty 1019.149651 = -16885.555981 nChanged 2 SP:Iteration 10F (52.379804 sec): 3 clusters Score: Raw -17906.199080 + Penalty 1019.953380 = -16886.245700 nChanged 2 SP:Iteration 11Q (52.380562 sec): 3 clusters Score: Raw -17907.920404 + Penalty 1019.953380 = -16887.967024 nChanged 0 SP:Iteration 12F (52.381330 sec): 3 clusters Score: Raw -17907.920404 + Penalty 1019.953380 = -16887.967024 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 21 (993 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.387171 sec): 2 clusters Score: Raw -55342.907475 + Penalty 643.069344 = -54699.838132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.389095 sec): 3 clusters Score: Raw -54851.373871 + Penalty 1286.934023 = -53564.439848 nChanged 358 SP:Iteration 1F (52.390988 sec): 3 clusters Score: Raw -55077.306072 + Penalty 1287.875426 = -53789.430646 nChanged 104 SP:Iteration 2F (52.392966 sec): 3 clusters Score: Raw -55138.520738 + Penalty 1289.231851 = -53849.288887 nChanged 49 SP:Iteration 3Q (52.394862 sec): 3 clusters Score: Raw -55165.166999 + Penalty 1289.849183 = -53875.317816 nChanged 32 SP:Iteration 4Q (52.396743 sec): 3 clusters Score: Raw -55181.356926 + Penalty 1292.311900 = -53889.045026 nChanged 28 SP:Iteration 5Q (52.398668 sec): 3 clusters Score: Raw -55200.212142 + Penalty 1295.064055 = -53905.148086 nChanged 20 SP:Iteration 6Q (52.400587 sec): 3 clusters Score: Raw -55210.417452 + Penalty 1296.421130 = -53913.996322 nChanged 14 SP:Iteration 7Q (52.402494 sec): 3 clusters Score: Raw -55218.602641 + Penalty 1298.366727 = -53920.235914 nChanged 12 SP:Iteration 8Q (52.404372 sec): 3 clusters Score: Raw -55222.938393 + Penalty 1298.900699 = -53924.037694 nChanged 9 SP:Iteration 9Q (52.406245 sec): 3 clusters Score: Raw -55226.563482 + Penalty 1300.414316 = -53926.149166 nChanged 11 SP:Iteration 10F (52.408172 sec): 3 clusters Score: Raw -55230.250178 + Penalty 1301.092749 = -53929.157428 nChanged 7 SP:Iteration 11Q (52.410085 sec): 3 clusters Score: Raw -55234.219750 + Penalty 1303.743679 = -53930.476071 nChanged 14 SP:Iteration 12Q (52.411960 sec): 3 clusters Score: Raw -55241.157119 + Penalty 1306.926019 = -53934.231100 nChanged 13 SP:Iteration 13Q (52.413829 sec): 3 clusters Score: Raw -55248.879030 + Penalty 1309.407841 = -53939.471189 nChanged 14 SP:Iteration 14Q (52.415737 sec): 3 clusters Score: Raw -55258.002649 + Penalty 1314.622834 = -53943.379815 nChanged 19 SP:Iteration 15Q (52.417606 sec): 3 clusters Score: Raw -55272.672417 + Penalty 1321.404762 = -53951.267655 nChanged 19 SP:Iteration 16Q (52.419469 sec): 3 clusters Score: Raw -55291.578463 + Penalty 1332.527545 = -53959.050918 nChanged 25 SP:Iteration 17Q (52.421329 sec): 3 clusters Score: Raw -55319.855218 + Penalty 1345.274242 = -53974.580976 nChanged 28 SP:Iteration 18Q (52.423167 sec): 3 clusters Score: Raw -55354.757291 + Penalty 1355.643966 = -53999.113326 nChanged 31 SP:Iteration 19Q (52.425021 sec): 3 clusters Score: Raw -55395.865985 + Penalty 1364.783068 = -54031.082917 nChanged 26 SP:Iteration 20F (52.426907 sec): 3 clusters Score: Raw -55426.844144 + Penalty 1369.039253 = -54057.804892 nChanged 23 SP:Iteration 21Q (52.428672 sec): 3 clusters Score: Raw -55450.179253 + Penalty 1374.549260 = -54075.629993 nChanged 21 SP:Iteration 22Q (52.430417 sec): 3 clusters Score: Raw -55469.028078 + Penalty 1378.651279 = -54090.376799 nChanged 17 SP:Iteration 23Q (52.432184 sec): 3 clusters Score: Raw -55479.301831 + Penalty 1378.131483 = -54101.170348 nChanged 9 SP:Iteration 24Q (52.433958 sec): 3 clusters Score: Raw -55486.099839 + Penalty 1377.735708 = -54108.364131 nChanged 7 SP:Iteration 25Q (52.435675 sec): 3 clusters Score: Raw -55491.222315 + Penalty 1378.700593 = -54112.521722 nChanged 2 SP:Iteration 26Q (52.437382 sec): 3 clusters Score: Raw -55492.732699 + Penalty 1379.146546 = -54113.586153 nChanged 2 SP:Iteration 27Q (52.439088 sec): 3 clusters Score: Raw -55494.163618 + Penalty 1379.146546 = -54115.017072 nChanged 0 SP:Iteration 28F (52.440970 sec): 3 clusters Score: Raw -55494.163618 + Penalty 1379.146546 = -54115.017072 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 22 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.443013 sec): 2 clusters Score: Raw -2474.374237 + Penalty 300.262481 = -2174.111757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.443317 sec): 3 clusters Score: Raw -2477.773832 + Penalty 634.436949 = -1843.336883 nChanged 3 SP:Iteration 1F (52.443611 sec): 3 clusters Score: Raw -2483.738693 + Penalty 651.889484 = -1831.849209 nChanged 1 SP:Iteration 2F (52.443910 sec): 3 clusters Score: Raw -2487.289505 + Penalty 651.889484 = -1835.400021 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 23 (276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.445577 sec): 2 clusters Score: Raw -13119.549130 + Penalty 907.164418 = -12212.384712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.446268 sec): 3 clusters Score: Raw -13230.897117 + Penalty 1813.720757 = -11417.176360 nChanged 56 SP:Iteration 1F (52.446949 sec): 3 clusters Score: Raw -13342.574218 + Penalty 1813.158515 = -11529.415703 nChanged 16 SP:Iteration 2F (52.447628 sec): 3 clusters Score: Raw -13383.589939 + Penalty 1813.092651 = -11570.497288 nChanged 5 SP:Iteration 3Q (52.448263 sec): 3 clusters Score: Raw -13403.533140 + Penalty 1812.734109 = -11590.799031 nChanged 5 SP:Iteration 4Q (52.448915 sec): 3 clusters Score: Raw -13415.705750 + Penalty 1812.576225 = -11603.129525 nChanged 2 SP:Iteration 5Q (52.449547 sec): 3 clusters Score: Raw -13418.545404 + Penalty 1812.409478 = -11606.135926 nChanged 2 SP:Iteration 6Q (52.450177 sec): 3 clusters Score: Raw -13420.962064 + Penalty 1812.141754 = -11608.820310 nChanged 5 SP:Iteration 7Q (52.450813 sec): 3 clusters Score: Raw -13429.998757 + Penalty 1811.403110 = -11618.595647 nChanged 5 SP:Iteration 8Q (52.451442 sec): 3 clusters Score: Raw -13448.859629 + Penalty 1811.170313 = -11637.689316 nChanged 4 SP:Iteration 9Q (52.452066 sec): 3 clusters Score: Raw -13482.316054 + Penalty 1810.925192 = -11671.390862 nChanged 4 SP:Iteration 10F (52.452744 sec): 3 clusters Score: Raw -13488.640347 + Penalty 1810.797775 = -11677.842572 nChanged 1 SP:Iteration 11Q (52.453366 sec): 3 clusters Score: Raw -13491.356207 + Penalty 1810.797775 = -11680.558432 nChanged 0 SP:Iteration 12F (52.454043 sec): 3 clusters Score: Raw -13491.356207 + Penalty 1810.797775 = -11680.558432 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 24 (319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.455874 sec): 2 clusters Score: Raw -11845.575027 + Penalty 267.626772 = -11577.948254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.456652 sec): 3 clusters Score: Raw -11758.561123 + Penalty 579.304622 = -11179.256501 nChanged 99 SP:Iteration 1F (52.457484 sec): 3 clusters Score: Raw -11896.070905 + Penalty 613.347729 = -11282.723176 nChanged 22 SP:Iteration 2F (52.458245 sec): 3 clusters Score: Raw -11933.980513 + Penalty 658.416251 = -11275.564262 nChanged 20 SP:Iteration 3F (52.459001 sec): 3 clusters Score: Raw -11963.390703 + Penalty 689.192433 = -11274.198271 nChanged 11 SP:Iteration 4F (52.459758 sec): 3 clusters Score: Raw -11977.279089 + Penalty 703.024053 = -11274.255036 nChanged 6 SP:Iteration 5Q (52.460463 sec): 3 clusters Score: Raw -11983.193528 + Penalty 722.345547 = -11260.847980 nChanged 3 SP:Iteration 6F (52.461241 sec): 3 clusters Score: Raw -11987.860710 + Penalty 726.171315 = -11261.689395 nChanged 1 SP:Iteration 7Q (52.461949 sec): 3 clusters Score: Raw -11990.372500 + Penalty 726.171315 = -11264.201185 nChanged 0 SP:Iteration 8F (52.462745 sec): 3 clusters Score: Raw -11990.372500 + Penalty 726.171315 = -11264.201185 nChanged 0 Memory request: 0.05 GB would take us to total of 0.27 GB. Trying to split cluster 25 (10268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.507819 sec): 2 clusters Score: Raw -485273.465132 + Penalty 284.122745 = -484989.342387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.526723 sec): 3 clusters Score: Raw -478453.931858 + Penalty 621.482715 = -477832.449143 nChanged 4825 SP:Iteration 1F (52.545328 sec): 3 clusters Score: Raw -481667.581925 + Penalty 677.323858 = -480990.258067 nChanged 1411 SP:Iteration 2F (52.567711 sec): 3 clusters Score: Raw -482588.797727 + Penalty 726.320630 = -481862.477097 nChanged 850 SP:Iteration 3F (52.588943 sec): 3 clusters Score: Raw -483240.527326 + Penalty 783.291486 = -482457.235840 nChanged 780 SP:Iteration 4F (52.607687 sec): 3 clusters Score: Raw -483901.499233 + Penalty 854.796299 = -483046.702933 nChanged 656 SP:Iteration 5F (52.626270 sec): 3 clusters Score: Raw -484488.093341 + Penalty 930.001858 = -483558.091482 nChanged 452 SP:Iteration 6Q (52.643189 sec): 3 clusters Score: Raw -484878.992507 + Penalty 982.715681 = -483896.276827 nChanged 250 SP:Iteration 7Q (52.659072 sec): 3 clusters Score: Raw -485073.320161 + Penalty 1025.994387 = -484047.325774 nChanged 149 SP:Iteration 8Q (52.674507 sec): 3 clusters Score: Raw -485185.854735 + Penalty 1054.977146 = -484130.877590 nChanged 77 SP:Iteration 9Q (52.689392 sec): 3 clusters Score: Raw -485244.189403 + Penalty 1072.104022 = -484172.085381 nChanged 48 SP:Iteration 10F (52.707683 sec): 3 clusters Score: Raw -485283.475649 + Penalty 1086.701775 = -484196.773874 nChanged 24 SP:Iteration 11Q (52.722125 sec): 3 clusters Score: Raw -485303.688851 + Penalty 1101.520620 = -484202.168231 nChanged 13 SP:Iteration 12Q (52.737451 sec): 3 clusters Score: Raw -485314.576745 + Penalty 1100.028244 = -484214.548501 nChanged 4 SP:Iteration 13Q (52.752975 sec): 3 clusters Score: Raw -485317.003568 + Penalty 1104.548039 = -484212.455529 nChanged 1 SP:Iteration 14F (52.771411 sec): 3 clusters Score: Raw -485317.701917 + Penalty 1104.548039 = -484213.153878 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 26 (1224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.784371 sec): 2 clusters Score: Raw -64345.022085 + Penalty 415.790731 = -63929.231354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.786737 sec): 3 clusters Score: Raw -63619.799541 + Penalty 853.015484 = -62766.784057 nChanged 491 SP:Iteration 1F (52.789021 sec): 3 clusters Score: Raw -63976.617898 + Penalty 920.751082 = -63055.866816 nChanged 184 SP:Iteration 2F (52.791301 sec): 3 clusters Score: Raw -64165.248712 + Penalty 992.292216 = -63172.956497 nChanged 85 SP:Iteration 3F (52.793594 sec): 3 clusters Score: Raw -64265.528195 + Penalty 1039.763964 = -63225.764230 nChanged 44 SP:Iteration 4Q (52.795846 sec): 3 clusters Score: Raw -64311.813626 + Penalty 1058.357624 = -63253.456002 nChanged 19 SP:Iteration 5Q (52.798000 sec): 3 clusters Score: Raw -64349.012035 + Penalty 1057.912934 = -63291.099101 nChanged 9 SP:Iteration 6Q (52.800015 sec): 3 clusters Score: Raw -64356.480119 + Penalty 1056.997780 = -63299.482338 nChanged 4 SP:Iteration 7Q (52.802001 sec): 3 clusters Score: Raw -64358.786412 + Penalty 1059.756331 = -63299.030081 nChanged 1 SP:Iteration 8F (52.804271 sec): 3 clusters Score: Raw -64360.468084 + Penalty 1058.433021 = -63302.035063 nChanged 2 SP:Iteration 9Q (52.806253 sec): 3 clusters Score: Raw -64361.979087 + Penalty 1058.745222 = -63303.233865 nChanged 1 SP:Iteration 10F (52.808552 sec): 3 clusters Score: Raw -64362.752042 + Penalty 1059.108704 = -63303.643338 nChanged 1 SP:Iteration 11Q (52.810560 sec): 3 clusters Score: Raw -64363.679423 + Penalty 1057.753334 = -63305.926089 nChanged 1 SP:Iteration 12Q (52.812551 sec): 3 clusters Score: Raw -64364.644955 + Penalty 1057.970541 = -63306.674413 nChanged 1 SP:Iteration 13Q (52.814536 sec): 3 clusters Score: Raw -64365.003728 + Penalty 1057.674409 = -63307.329319 nChanged 1 SP:Iteration 14Q (52.816567 sec): 3 clusters Score: Raw -64366.224144 + Penalty 1061.438923 = -63304.785222 nChanged 4 SP:Iteration 15F (52.818889 sec): 3 clusters Score: Raw -64367.573870 + Penalty 1061.048831 = -63306.525038 nChanged 1 SP:Iteration 16Q (52.820886 sec): 3 clusters Score: Raw -64368.504028 + Penalty 1062.501231 = -63306.002797 nChanged 2 SP:Iteration 17F (52.823156 sec): 3 clusters Score: Raw -64369.292024 + Penalty 1060.374501 = -63308.917523 nChanged 1 SP:Iteration 18Q (52.825127 sec): 3 clusters Score: Raw -64371.142941 + Penalty 1062.142056 = -63309.000886 nChanged 1 SP:Iteration 19Q (52.827163 sec): 3 clusters Score: Raw -64371.894158 + Penalty 1067.819226 = -63304.074932 nChanged 2 SP:Iteration 20F (52.829493 sec): 3 clusters Score: Raw -64373.029702 + Penalty 1067.819226 = -63305.210476 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 27 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.830418 sec): 2 clusters Score: Raw -2340.975403 + Penalty 354.200676 = -1986.774727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.830720 sec): 3 clusters Score: Raw -2375.125058 + Penalty 708.401351 = -1666.723707 nChanged 3 SP:Iteration 1F (52.831019 sec): 3 clusters Score: Raw -2382.698042 + Penalty 708.401351 = -1674.296690 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 28 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.831547 sec): 2 clusters Score: Raw -1376.872617 + Penalty 328.138404 = -1048.734214 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.831805 sec): 3 clusters Score: Raw -1416.554201 + Penalty 653.361101 = -763.193100 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 29 (106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.832599 sec): 2 clusters Score: Raw -6227.994753 + Penalty 542.856777 = -5685.137977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.833002 sec): 3 clusters Score: Raw -6222.340281 + Penalty 1086.176301 = -5136.163980 nChanged 11 SP:Iteration 1F (52.833396 sec): 3 clusters Score: Raw -6243.899740 + Penalty 1085.713554 = -5158.186187 nChanged 1 SP:Iteration 2Q (52.833786 sec): 3 clusters Score: Raw -6245.383060 + Penalty 1085.713554 = -5159.669506 nChanged 0 SP:Iteration 3F (52.834179 sec): 3 clusters Score: Raw -6245.383060 + Penalty 1085.713554 = -5159.669506 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 30 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.834749 sec): 2 clusters Score: Raw -2111.403443 + Penalty 442.725387 = -1668.678056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.835036 sec): 3 clusters Score: Raw -2181.030277 + Penalty 886.157475 = -1294.872801 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 31 (426 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.836833 sec): 2 clusters Score: Raw -22483.436098 + Penalty 800.774639 = -21682.661459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.837783 sec): 3 clusters Score: Raw -22392.257098 + Penalty 1601.638974 = -20790.618124 nChanged 84 SP:Iteration 1F (52.838735 sec): 3 clusters Score: Raw -22492.384541 + Penalty 1601.406799 = -20890.977742 nChanged 33 SP:Iteration 2F (52.839676 sec): 3 clusters Score: Raw -22532.227717 + Penalty 1601.445765 = -20930.781952 nChanged 22 SP:Iteration 3F (52.840617 sec): 3 clusters Score: Raw -22571.659406 + Penalty 1601.943210 = -20969.716196 nChanged 16 SP:Iteration 4Q (52.841536 sec): 3 clusters Score: Raw -22594.616481 + Penalty 1602.051515 = -20992.564966 nChanged 8 SP:Iteration 5Q (52.842447 sec): 3 clusters Score: Raw -22605.333074 + Penalty 1602.602234 = -21002.730840 nChanged 3 SP:Iteration 6Q (52.843375 sec): 3 clusters Score: Raw -22613.550841 + Penalty 1602.927516 = -21010.623325 nChanged 6 SP:Iteration 7Q (52.844280 sec): 3 clusters Score: Raw -22625.443326 + Penalty 1603.455951 = -21021.987376 nChanged 2 SP:Iteration 8Q (52.845226 sec): 3 clusters Score: Raw -22629.811377 + Penalty 1603.517564 = -21026.293812 nChanged 3 SP:Iteration 9Q (52.846172 sec): 3 clusters Score: Raw -22633.722700 + Penalty 1603.553186 = -21030.169514 nChanged 1 SP:Iteration 10F (52.847154 sec): 3 clusters Score: Raw -22636.154823 + Penalty 1603.553186 = -21032.601637 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 32 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.847629 sec): 2 clusters Score: Raw -198.796624 + Penalty 69.994067 = -128.802557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.847842 sec): 3 clusters Score: Raw -198.689836 + Penalty 139.988134 = -58.701701 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 33 (744 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.850698 sec): 2 clusters Score: Raw -38916.442908 + Penalty 304.167003 = -38612.275906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.852275 sec): 3 clusters Score: Raw -38476.120358 + Penalty 599.372874 = -37876.747483 nChanged 293 SP:Iteration 1F (52.853771 sec): 3 clusters Score: Raw -38657.649322 + Penalty 594.541429 = -38063.107893 nChanged 68 SP:Iteration 2F (52.855228 sec): 3 clusters Score: Raw -38705.922285 + Penalty 588.519157 = -38117.403128 nChanged 58 SP:Iteration 3F (52.856691 sec): 3 clusters Score: Raw -38766.810087 + Penalty 587.912499 = -38178.897588 nChanged 45 SP:Iteration 4F (52.858153 sec): 3 clusters Score: Raw -38792.337810 + Penalty 589.646538 = -38202.691272 nChanged 32 SP:Iteration 5Q (52.859635 sec): 3 clusters Score: Raw -38807.188805 + Penalty 593.850196 = -38213.338608 nChanged 22 SP:Iteration 6Q (52.861086 sec): 3 clusters Score: Raw -38821.286656 + Penalty 598.542618 = -38222.744038 nChanged 15 SP:Iteration 7Q (52.862513 sec): 3 clusters Score: Raw -38831.235346 + Penalty 600.157643 = -38231.077703 nChanged 6 SP:Iteration 8Q (52.863982 sec): 3 clusters Score: Raw -38833.321908 + Penalty 601.481946 = -38231.839962 nChanged 6 SP:Iteration 9Q (52.865449 sec): 3 clusters Score: Raw -38835.347959 + Penalty 602.013070 = -38233.334888 nChanged 5 SP:Iteration 10F (52.867069 sec): 3 clusters Score: Raw -38836.609841 + Penalty 602.371665 = -38234.238176 nChanged 5 SP:Iteration 11Q (52.868672 sec): 3 clusters Score: Raw -38837.512172 + Penalty 602.625793 = -38234.886380 nChanged 6 SP:Iteration 12Q (52.870241 sec): 3 clusters Score: Raw -38838.947561 + Penalty 603.633242 = -38235.314320 nChanged 7 SP:Iteration 13Q (52.871795 sec): 3 clusters Score: Raw -38841.396039 + Penalty 604.534387 = -38236.861652 nChanged 6 SP:Iteration 14Q (52.873340 sec): 3 clusters Score: Raw -38842.720771 + Penalty 604.752189 = -38237.968582 nChanged 4 SP:Iteration 15Q (52.874883 sec): 3 clusters Score: Raw -38843.516371 + Penalty 604.801113 = -38238.715258 nChanged 5 SP:Iteration 16Q (52.876371 sec): 3 clusters Score: Raw -38844.032903 + Penalty 605.205799 = -38238.827104 nChanged 3 SP:Iteration 17Q (52.877782 sec): 3 clusters Score: Raw -38844.676692 + Penalty 605.641464 = -38239.035229 nChanged 5 SP:Iteration 18Q (52.879247 sec): 3 clusters Score: Raw -38845.680703 + Penalty 605.979022 = -38239.701681 nChanged 5 SP:Iteration 19Q (52.880709 sec): 3 clusters Score: Raw -38846.462708 + Penalty 606.523007 = -38239.939701 nChanged 4 SP:Iteration 20F (52.882222 sec): 3 clusters Score: Raw -38847.899281 + Penalty 607.144754 = -38240.754527 nChanged 5 SP:Iteration 21Q (52.883664 sec): 3 clusters Score: Raw -38849.954035 + Penalty 607.443762 = -38242.510273 nChanged 2 SP:Iteration 22Q (52.885128 sec): 3 clusters Score: Raw -38850.936165 + Penalty 607.449986 = -38243.486179 nChanged 1 SP:Iteration 23Q (52.886638 sec): 3 clusters Score: Raw -38850.961014 + Penalty 607.472707 = -38243.488307 nChanged 1 SP:Iteration 24Q (52.888123 sec): 3 clusters Score: Raw -38851.031504 + Penalty 607.453141 = -38243.578364 nChanged 1 SP:Iteration 25Q (52.889705 sec): 3 clusters Score: Raw -38851.074866 + Penalty 607.488248 = -38243.586618 nChanged 2 SP:Iteration 26Q (52.891258 sec): 3 clusters Score: Raw -38851.169275 + Penalty 607.488248 = -38243.681027 nChanged 0 SP:Iteration 27F (52.892813 sec): 3 clusters Score: Raw -38851.169275 + Penalty 607.488248 = -38243.681027 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 35 (148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.894767 sec): 2 clusters Score: Raw -8347.245208 + Penalty 532.356301 = -7814.888907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.895270 sec): 3 clusters Score: Raw -8334.802255 + Penalty 1065.902583 = -7268.899672 nChanged 23 SP:Iteration 1F (52.895760 sec): 3 clusters Score: Raw -8387.966302 + Penalty 1066.604274 = -7321.362027 nChanged 4 SP:Iteration 2Q (52.896233 sec): 3 clusters Score: Raw -8396.280432 + Penalty 1067.078828 = -7329.201604 nChanged 2 SP:Iteration 3Q (52.896695 sec): 3 clusters Score: Raw -8400.023833 + Penalty 1067.870588 = -7332.153245 nChanged 2 SP:Iteration 4Q (52.897156 sec): 3 clusters Score: Raw -8401.390794 + Penalty 1067.870588 = -7333.520206 nChanged 0 SP:Iteration 5F (52.897626 sec): 3 clusters Score: Raw -8401.390794 + Penalty 1067.870588 = -7333.520206 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 36 (256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.900039 sec): 2 clusters Score: Raw -13233.507517 + Penalty 790.690174 = -12442.817343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.900700 sec): 3 clusters Score: Raw -13215.674897 + Penalty 1581.072228 = -11634.602669 nChanged 43 SP:Iteration 1F (52.901352 sec): 3 clusters Score: Raw -13293.248593 + Penalty 1580.945934 = -11712.302659 nChanged 10 SP:Iteration 2Q (52.901983 sec): 3 clusters Score: Raw -13310.283043 + Penalty 1581.042896 = -11729.240147 nChanged 3 SP:Iteration 3Q (52.902608 sec): 3 clusters Score: Raw -13313.208396 + Penalty 1581.042896 = -11732.165500 nChanged 0 SP:Iteration 4F (52.903254 sec): 3 clusters Score: Raw -13313.208396 + Penalty 1581.042896 = -11732.165500 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 37 (472 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.905720 sec): 2 clusters Score: Raw -24980.417596 + Penalty 868.938401 = -24111.479195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.906753 sec): 3 clusters Score: Raw -24895.881663 + Penalty 1737.699250 = -23158.182413 nChanged 109 SP:Iteration 1F (52.907769 sec): 3 clusters Score: Raw -25056.021531 + Penalty 1735.273152 = -23320.748379 nChanged 38 SP:Iteration 2F (52.908817 sec): 3 clusters Score: Raw -25119.649166 + Penalty 1730.994721 = -23388.654445 nChanged 25 SP:Iteration 3F (52.909832 sec): 3 clusters Score: Raw -25159.210119 + Penalty 1726.326876 = -23432.883243 nChanged 15 SP:Iteration 4Q (52.910817 sec): 3 clusters Score: Raw -25183.266018 + Penalty 1724.515148 = -23458.750871 nChanged 12 SP:Iteration 5Q (52.911805 sec): 3 clusters Score: Raw -25197.016754 + Penalty 1721.313067 = -23475.703686 nChanged 14 SP:Iteration 6Q (52.912790 sec): 3 clusters Score: Raw -25222.659542 + Penalty 1718.476640 = -23504.182902 nChanged 13 SP:Iteration 7Q (52.913792 sec): 3 clusters Score: Raw -25240.989282 + Penalty 1717.332373 = -23523.656909 nChanged 12 SP:Iteration 8Q (52.914771 sec): 3 clusters Score: Raw -25266.665668 + Penalty 1715.852298 = -23550.813370 nChanged 4 SP:Iteration 9Q (52.915744 sec): 3 clusters Score: Raw -25271.552965 + Penalty 1715.440117 = -23556.112848 nChanged 1 SP:Iteration 10F (52.916759 sec): 3 clusters Score: Raw -25272.382906 + Penalty 1715.574719 = -23556.808187 nChanged 1 SP:Iteration 11Q (52.917731 sec): 3 clusters Score: Raw -25273.449451 + Penalty 1716.708895 = -23556.740556 nChanged 1 SP:Iteration 12F (52.918745 sec): 3 clusters Score: Raw -25274.171984 + Penalty 1716.234152 = -23557.937833 nChanged 1 SP:Iteration 13Q (52.919715 sec): 3 clusters Score: Raw -25276.209128 + Penalty 1717.177308 = -23559.031820 nChanged 1 SP:Iteration 14Q (52.920685 sec): 3 clusters Score: Raw -25276.670104 + Penalty 1717.177308 = -23559.492796 nChanged 0 SP:Iteration 15F (52.921702 sec): 3 clusters Score: Raw -25276.670104 + Penalty 1717.177308 = -23559.492796 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 39 (221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.923338 sec): 2 clusters Score: Raw -9814.054367 + Penalty 132.655169 = -9681.399198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.923938 sec): 3 clusters Score: Raw -9701.881498 + Penalty 279.707172 = -9422.174326 nChanged 88 SP:Iteration 1F (52.924528 sec): 3 clusters Score: Raw -9837.863647 + Penalty 299.196687 = -9538.666960 nChanged 30 SP:Iteration 2F (52.925115 sec): 3 clusters Score: Raw -9878.072225 + Penalty 299.185712 = -9578.886514 nChanged 7 SP:Iteration 3Q (52.925697 sec): 3 clusters Score: Raw -9882.440817 + Penalty 300.507889 = -9581.932928 nChanged 4 SP:Iteration 4Q (52.926298 sec): 3 clusters Score: Raw -9886.771114 + Penalty 300.953543 = -9585.817571 nChanged 1 SP:Iteration 5Q (52.926879 sec): 3 clusters Score: Raw -9887.741411 + Penalty 300.953543 = -9586.787868 nChanged 0 SP:Iteration 6F (52.927465 sec): 3 clusters Score: Raw -9887.741411 + Penalty 300.953543 = -9586.787868 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 40 (134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.928782 sec): 2 clusters Score: Raw -7326.403685 + Penalty 486.839985 = -6839.563700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.929227 sec): 3 clusters Score: Raw -7307.835789 + Penalty 975.668547 = -6332.167241 nChanged 17 SP:Iteration 1F (52.929665 sec): 3 clusters Score: Raw -7330.950094 + Penalty 976.676999 = -6354.273095 nChanged 5 SP:Iteration 2Q (52.930099 sec): 3 clusters Score: Raw -7337.710797 + Penalty 976.712168 = -6360.998628 nChanged 2 SP:Iteration 3Q (52.930529 sec): 3 clusters Score: Raw -7340.145872 + Penalty 977.712345 = -6362.433527 nChanged 1 SP:Iteration 4Q (52.930963 sec): 3 clusters Score: Raw -7345.260945 + Penalty 978.501552 = -6366.759393 nChanged 1 SP:Iteration 5Q (52.931391 sec): 3 clusters Score: Raw -7354.642047 + Penalty 977.070597 = -6377.571449 nChanged 4 SP:Iteration 6Q (52.931814 sec): 3 clusters Score: Raw -7359.324758 + Penalty 976.967006 = -6382.357753 nChanged 2 SP:Iteration 7Q (52.932239 sec): 3 clusters Score: Raw -7361.961212 + Penalty 975.918622 = -6386.042590 nChanged 1 SP:Iteration 8Q (52.932663 sec): 3 clusters Score: Raw -7362.387577 + Penalty 975.918622 = -6386.468955 nChanged 0 SP:Iteration 9F (52.933128 sec): 3 clusters Score: Raw -7362.387577 + Penalty 975.918622 = -6386.468955 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 41 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.934347 sec): 2 clusters Score: Raw -5318.364223 + Penalty 501.103300 = -4817.260923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.934753 sec): 3 clusters Score: Raw -5351.275675 + Penalty 1007.627928 = -4343.647747 nChanged 18 SP:Iteration 1F (52.935153 sec): 3 clusters Score: Raw -5384.841446 + Penalty 1007.661327 = -4377.180119 nChanged 6 SP:Iteration 2F (52.935553 sec): 3 clusters Score: Raw -5397.678201 + Penalty 1004.908044 = -4392.770156 nChanged 3 SP:Iteration 3Q (52.935939 sec): 3 clusters Score: Raw -5401.786669 + Penalty 1004.296414 = -4397.490255 nChanged 1 SP:Iteration 4Q (52.936323 sec): 3 clusters Score: Raw -5402.938969 + Penalty 1004.296414 = -4398.642555 nChanged 0 SP:Iteration 5F (52.936748 sec): 3 clusters Score: Raw -5402.938969 + Penalty 1004.296414 = -4398.642555 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 42 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.937657 sec): 2 clusters Score: Raw -209.036025 + Penalty 118.433429 = -90.602597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.937867 sec): 3 clusters Score: Raw -207.217384 + Penalty 196.929638 = -10.287746 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 43 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.938736 sec): 2 clusters Score: Raw -541.938126 + Penalty 193.539592 = -348.398534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.938966 sec): 3 clusters Score: Raw -569.395748 + Penalty 385.911118 = -183.484630 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 48 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.939816 sec): 2 clusters Score: Raw -161.151856 + Penalty 69.781114 = -91.370742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.940023 sec): 3 clusters Score: Raw -155.282445 + Penalty 149.108062 = -6.174383 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 49 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.940956 sec): 2 clusters Score: Raw -1691.990172 + Penalty 266.219159 = -1425.771013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.941226 sec): 3 clusters Score: Raw -1701.063334 + Penalty 527.891321 = -1173.172013 nChanged 1 SP:Iteration 1Q (52.941488 sec): 3 clusters Score: Raw -1703.075489 + Penalty 527.891321 = -1175.184168 nChanged 0 SP:Iteration 2F (52.941753 sec): 3 clusters Score: Raw -1703.075489 + Penalty 527.891321 = -1175.184168 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 50 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.942704 sec): 2 clusters Score: Raw -1817.936759 + Penalty 349.970830 = -1467.965929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.942983 sec): 3 clusters Score: Raw -1866.301849 + Penalty 699.213306 = -1167.088543 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 51 (757 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.945868 sec): 2 clusters Score: Raw -37389.167866 + Penalty 366.564799 = -37022.603067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.947425 sec): 3 clusters Score: Raw -36966.473743 + Penalty 753.824390 = -36212.649353 nChanged 293 SP:Iteration 1F (52.948985 sec): 3 clusters Score: Raw -37192.075913 + Penalty 766.904841 = -36425.171072 nChanged 93 SP:Iteration 2F (52.950507 sec): 3 clusters Score: Raw -37288.291220 + Penalty 777.921349 = -36510.369871 nChanged 50 SP:Iteration 3F (52.952061 sec): 3 clusters Score: Raw -37342.770871 + Penalty 781.520089 = -36561.250783 nChanged 28 SP:Iteration 4Q (52.953533 sec): 3 clusters Score: Raw -37352.500205 + Penalty 782.292522 = -36570.207683 nChanged 11 SP:Iteration 5Q (52.955003 sec): 3 clusters Score: Raw -37354.870044 + Penalty 781.615453 = -36573.254591 nChanged 3 SP:Iteration 6Q (52.956450 sec): 3 clusters Score: Raw -37355.937650 + Penalty 781.178809 = -36574.758841 nChanged 2 SP:Iteration 7Q (52.957883 sec): 3 clusters Score: Raw -37357.292383 + Penalty 781.059544 = -36576.232839 nChanged 2 SP:Iteration 8Q (52.959349 sec): 3 clusters Score: Raw -37359.860686 + Penalty 781.059544 = -36578.801143 nChanged 0 SP:Iteration 9F (52.960863 sec): 3 clusters Score: Raw -37359.860686 + Penalty 781.059544 = -36578.801143 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 53 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.962092 sec): 2 clusters Score: Raw -1468.733910 + Penalty 379.717716 = -1089.016194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.962369 sec): 3 clusters Score: Raw -1526.009915 + Penalty 759.727278 = -766.282637 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 54 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.963445 sec): 2 clusters Score: Raw -3704.599246 + Penalty 434.035495 = -3270.563751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.963782 sec): 3 clusters Score: Raw -3719.550764 + Penalty 865.490726 = -2854.060038 nChanged 2 SP:Iteration 1Q (52.964107 sec): 3 clusters Score: Raw -3725.440220 + Penalty 865.975161 = -2859.465059 nChanged 1 SP:Iteration 2Q (52.964431 sec): 3 clusters Score: Raw -3727.220343 + Penalty 865.975161 = -2861.245182 nChanged 0 SP:Iteration 3F (52.964760 sec): 3 clusters Score: Raw -3727.220343 + Penalty 865.975161 = -2861.245182 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 56 (237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.966261 sec): 2 clusters Score: Raw -11537.101293 + Penalty 843.380527 = -10693.720766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.966896 sec): 3 clusters Score: Raw -11568.553517 + Penalty 1686.897482 = -9881.656036 nChanged 31 SP:Iteration 1F (52.967515 sec): 3 clusters Score: Raw -11634.120798 + Penalty 1686.635907 = -9947.484891 nChanged 10 SP:Iteration 2Q (52.968111 sec): 3 clusters Score: Raw -11656.636674 + Penalty 1686.409596 = -9970.227078 nChanged 5 SP:Iteration 3Q (52.968700 sec): 3 clusters Score: Raw -11671.241970 + Penalty 1686.209651 = -9985.032319 nChanged 2 SP:Iteration 4Q (52.969287 sec): 3 clusters Score: Raw -11678.418789 + Penalty 1686.209651 = -9992.209137 nChanged 0 SP:Iteration 5F (52.969904 sec): 3 clusters Score: Raw -11678.418789 + Penalty 1686.209651 = -9992.209137 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 57 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.970963 sec): 2 clusters Score: Raw -1126.632667 + Penalty 234.243982 = -892.388686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.971217 sec): 3 clusters Score: Raw -1166.314131 + Penalty 470.645702 = -695.668428 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 58 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.972112 sec): 2 clusters Score: Raw -732.975495 + Penalty 234.672512 = -498.302983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.972346 sec): 3 clusters Score: Raw -778.580366 + Penalty 478.268890 = -300.311476 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 59 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.973276 sec): 2 clusters Score: Raw -1121.638856 + Penalty 328.099170 = -793.539686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.973525 sec): 3 clusters Score: Raw -1160.950580 + Penalty 665.133724 = -495.816855 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 60 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.974498 sec): 2 clusters Score: Raw -2347.047956 + Penalty 344.955419 = -2002.092537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.974796 sec): 3 clusters Score: Raw -2374.921060 + Penalty 696.251193 = -1678.669867 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 62 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.975666 sec): 2 clusters Score: Raw -419.474835 + Penalty 180.768965 = -238.705869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.975887 sec): 3 clusters Score: Raw -427.399552 + Penalty 361.537931 = -65.861621 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 65 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.976764 sec): 2 clusters Score: Raw -861.332224 + Penalty 278.279324 = -583.052900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.977001 sec): 3 clusters Score: Raw -876.559849 + Penalty 553.546976 = -323.012873 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 67 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.977861 sec): 2 clusters Score: Raw -384.247277 + Penalty 181.914412 = -202.332864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.978081 sec): 3 clusters Score: Raw -388.178397 + Penalty 348.496284 = -39.682113 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 68 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.978965 sec): 2 clusters Score: Raw -967.810524 + Penalty 250.487946 = -717.322577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.979210 sec): 3 clusters Score: Raw -993.574167 + Penalty 499.572650 = -494.001517 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 69 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.980115 sec): 2 clusters Score: Raw -1372.350254 + Penalty 356.147250 = -1016.203003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.980370 sec): 3 clusters Score: Raw -1447.279625 + Penalty 717.356205 = -729.923420 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 70 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.981368 sec): 2 clusters Score: Raw -2895.063097 + Penalty 471.390688 = -2423.672409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.981681 sec): 3 clusters Score: Raw -2936.155707 + Penalty 942.938246 = -1993.217461 nChanged 1 SP:Iteration 1Q (52.981984 sec): 3 clusters Score: Raw -2937.523228 + Penalty 942.938246 = -1994.584982 nChanged 0 SP:Iteration 2F (52.982293 sec): 3 clusters Score: Raw -2937.523228 + Penalty 942.938246 = -1994.584982 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 71 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.983227 sec): 2 clusters Score: Raw -1165.865743 + Penalty 305.285025 = -860.580718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.983482 sec): 3 clusters Score: Raw -1206.185116 + Penalty 596.378490 = -609.806626 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 73 (71 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.984535 sec): 2 clusters Score: Raw -3467.956572 + Penalty 416.549797 = -3051.406776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.984901 sec): 3 clusters Score: Raw -3500.529118 + Penalty 834.971261 = -2665.557857 nChanged 7 SP:Iteration 1F (52.985244 sec): 3 clusters Score: Raw -3520.773976 + Penalty 834.971261 = -2685.802715 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 77 (297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.987034 sec): 2 clusters Score: Raw -14184.893880 + Penalty 330.689185 = -13854.204695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.987791 sec): 3 clusters Score: Raw -14050.943603 + Penalty 658.889768 = -13392.053835 nChanged 86 SP:Iteration 1F (52.988532 sec): 3 clusters Score: Raw -14141.161236 + Penalty 669.842343 = -13471.318893 nChanged 31 SP:Iteration 2F (52.989271 sec): 3 clusters Score: Raw -14172.537440 + Penalty 677.196111 = -13495.341329 nChanged 12 SP:Iteration 3Q (52.990009 sec): 3 clusters Score: Raw -14184.751139 + Penalty 697.764775 = -13486.986364 nChanged 8 SP:Iteration 4F (52.990725 sec): 3 clusters Score: Raw -14199.206496 + Penalty 701.754172 = -13497.452323 nChanged 4 SP:Iteration 5Q (52.991426 sec): 3 clusters Score: Raw -14204.541207 + Penalty 701.413381 = -13503.127826 nChanged 3 SP:Iteration 6Q (52.992117 sec): 3 clusters Score: Raw -14207.268232 + Penalty 705.986687 = -13501.281545 nChanged 2 SP:Iteration 7F (52.992829 sec): 3 clusters Score: Raw -14209.135616 + Penalty 705.986687 = -13503.148930 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 78 (199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.994332 sec): 2 clusters Score: Raw -11031.170780 + Penalty 519.645732 = -10511.525049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.994892 sec): 3 clusters Score: Raw -10971.340020 + Penalty 1027.667340 = -9943.672679 nChanged 39 SP:Iteration 1F (52.995443 sec): 3 clusters Score: Raw -11020.311392 + Penalty 1019.361602 = -10000.949791 nChanged 12 SP:Iteration 2F (52.995992 sec): 3 clusters Score: Raw -11037.092538 + Penalty 1016.737917 = -10020.354621 nChanged 8 SP:Iteration 3Q (52.996536 sec): 3 clusters Score: Raw -11050.592637 + Penalty 1014.045321 = -10036.547317 nChanged 4 SP:Iteration 4Q (52.997077 sec): 3 clusters Score: Raw -11054.261894 + Penalty 1012.380423 = -10041.881471 nChanged 1 SP:Iteration 5Q (52.997617 sec): 3 clusters Score: Raw -11055.113849 + Penalty 1010.899007 = -10044.214842 nChanged 1 SP:Iteration 6Q (52.998156 sec): 3 clusters Score: Raw -11057.082289 + Penalty 1009.509892 = -10047.572397 nChanged 1 SP:Iteration 7Q (52.998696 sec): 3 clusters Score: Raw -11058.390746 + Penalty 1009.509892 = -10048.880854 nChanged 0 SP:Iteration 8F (52.999246 sec): 3 clusters Score: Raw -11058.390746 + Penalty 1009.509892 = -10048.880854 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 79 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.000603 sec): 2 clusters Score: Raw -8161.083865 + Penalty 776.365143 = -7384.718722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.001124 sec): 3 clusters Score: Raw -8234.064009 + Penalty 1554.326364 = -6679.737644 nChanged 15 SP:Iteration 1F (53.001615 sec): 3 clusters Score: Raw -8273.123256 + Penalty 1554.509046 = -6718.614210 nChanged 5 SP:Iteration 2Q (53.002082 sec): 3 clusters Score: Raw -8290.033684 + Penalty 1554.556369 = -6735.477316 nChanged 1 SP:Iteration 3Q (53.002544 sec): 3 clusters Score: Raw -8291.630097 + Penalty 1554.556369 = -6737.073728 nChanged 0 SP:Iteration 4F (53.003032 sec): 3 clusters Score: Raw -8291.630097 + Penalty 1554.556369 = -6737.073728 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 81 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.004004 sec): 2 clusters Score: Raw -841.846635 + Penalty 291.010154 = -550.836480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.004278 sec): 3 clusters Score: Raw -874.063657 + Penalty 584.301980 = -289.761677 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 83 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.005166 sec): 2 clusters Score: Raw -639.019564 + Penalty 206.358283 = -432.661280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.005396 sec): 3 clusters Score: Raw -650.101011 + Penalty 413.296331 = -236.804680 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 88 (129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.006568 sec): 2 clusters Score: Raw -7251.256711 + Penalty 563.323906 = -6687.932805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.007006 sec): 3 clusters Score: Raw -7240.702416 + Penalty 1126.202235 = -6114.500181 nChanged 15 SP:Iteration 1F (53.007438 sec): 3 clusters Score: Raw -7268.697025 + Penalty 1125.573074 = -6143.123951 nChanged 2 SP:Iteration 2Q (53.007863 sec): 3 clusters Score: Raw -7271.457464 + Penalty 1125.312346 = -6146.145118 nChanged 1 SP:Iteration 3Q (53.008288 sec): 3 clusters Score: Raw -7272.538645 + Penalty 1125.312346 = -6147.226299 nChanged 0 SP:Iteration 4F (53.008718 sec): 3 clusters Score: Raw -7272.538645 + Penalty 1125.312346 = -6147.226299 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 89 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.009646 sec): 2 clusters Score: Raw -473.398464 + Penalty 207.470539 = -265.927925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.009874 sec): 3 clusters Score: Raw -462.364907 + Penalty 414.439110 = -47.925797 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 90 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.011079 sec): 2 clusters Score: Raw -7422.862925 + Penalty 722.023847 = -6700.839078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.011528 sec): 3 clusters Score: Raw -7502.632146 + Penalty 1443.911942 = -6058.720203 nChanged 11 SP:Iteration 1F (53.011972 sec): 3 clusters Score: Raw -7538.814533 + Penalty 1442.332168 = -6096.482365 nChanged 6 SP:Iteration 2Q (53.012397 sec): 3 clusters Score: Raw -7555.457439 + Penalty 1442.379553 = -6113.077886 nChanged 1 SP:Iteration 3Q (53.012820 sec): 3 clusters Score: Raw -7559.091382 + Penalty 1442.419190 = -6116.672192 nChanged 2 SP:Iteration 4Q (53.013242 sec): 3 clusters Score: Raw -7566.230572 + Penalty 1442.419190 = -6123.811383 nChanged 0 SP:Iteration 5F (53.013685 sec): 3 clusters Score: Raw -7566.230572 + Penalty 1442.419190 = -6123.811383 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 94 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.014680 sec): 2 clusters Score: Raw -1662.060766 + Penalty 363.680409 = -1298.380357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.014949 sec): 3 clusters Score: Raw -1696.159697 + Penalty 723.758670 = -972.401027 nChanged 2 SP:Iteration 1F (53.015217 sec): 3 clusters Score: Raw -1706.229842 + Penalty 723.758670 = -982.471172 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 95 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.016138 sec): 2 clusters Score: Raw -1208.328499 + Penalty 218.291094 = -990.037405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.016393 sec): 3 clusters Score: Raw -1246.960339 + Penalty 427.808331 = -819.152009 nChanged 1 SP:Iteration 1Q (53.016637 sec): 3 clusters Score: Raw -1252.331993 + Penalty 427.808331 = -824.523662 nChanged 0 SP:Iteration 2F (53.016888 sec): 3 clusters Score: Raw -1252.331993 + Penalty 427.808331 = -824.523662 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 97 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.017971 sec): 2 clusters Score: Raw -3565.422210 + Penalty 501.254060 = -3064.168150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.018309 sec): 3 clusters Score: Raw -3620.880810 + Penalty 1004.517765 = -2616.363046 nChanged 3 SP:Iteration 1Q (53.018630 sec): 3 clusters Score: Raw -3631.472259 + Penalty 1004.559141 = -2626.913118 nChanged 2 SP:Iteration 2Q (53.018948 sec): 3 clusters Score: Raw -3635.802158 + Penalty 1004.559141 = -2631.243017 nChanged 0 SP:Iteration 3F (53.019277 sec): 3 clusters Score: Raw -3635.802158 + Penalty 1004.559141 = -2631.243017 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 98 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.020492 sec): 2 clusters Score: Raw -7575.198969 + Penalty 604.101219 = -6971.097750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.020939 sec): 3 clusters Score: Raw -7565.191495 + Penalty 1206.192100 = -6358.999395 nChanged 13 SP:Iteration 1F (53.021378 sec): 3 clusters Score: Raw -7590.218964 + Penalty 1205.479092 = -6384.739872 nChanged 5 SP:Iteration 2Q (53.021810 sec): 3 clusters Score: Raw -7608.120836 + Penalty 1204.098771 = -6404.022065 nChanged 3 SP:Iteration 3Q (53.022240 sec): 3 clusters Score: Raw -7618.339470 + Penalty 1202.579131 = -6415.760339 nChanged 4 SP:Iteration 4Q (53.022665 sec): 3 clusters Score: Raw -7627.456363 + Penalty 1202.800853 = -6424.655510 nChanged 1 SP:Iteration 5Q (53.023089 sec): 3 clusters Score: Raw -7628.615653 + Penalty 1202.800853 = -6425.814800 nChanged 0 SP:Iteration 6F (53.023523 sec): 3 clusters Score: Raw -7628.615653 + Penalty 1202.800853 = -6425.814800 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 101 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.024447 sec): 2 clusters Score: Raw -318.892134 + Penalty 171.193552 = -147.698582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.024670 sec): 3 clusters Score: Raw -325.722474 + Penalty 368.363385 = 42.640911 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 102 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.025581 sec): 2 clusters Score: Raw -1203.312960 + Penalty 279.897314 = -923.415646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.025832 sec): 3 clusters Score: Raw -1234.069987 + Penalty 555.304238 = -678.765750 nChanged 1 SP:Iteration 1Q (53.026071 sec): 3 clusters Score: Raw -1237.011931 + Penalty 555.304238 = -681.707693 nChanged 0 SP:Iteration 2F (53.026318 sec): 3 clusters Score: Raw -1237.011931 + Penalty 555.304238 = -681.707693 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 103 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.027322 sec): 2 clusters Score: Raw -2862.995654 + Penalty 462.671421 = -2400.324233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.027634 sec): 3 clusters Score: Raw -2913.974034 + Penalty 927.917041 = -1986.056992 nChanged 1 SP:Iteration 1Q (53.027944 sec): 3 clusters Score: Raw -2915.365928 + Penalty 927.917041 = -1987.448886 nChanged 0 SP:Iteration 2F (53.028251 sec): 3 clusters Score: Raw -2915.365928 + Penalty 927.917041 = -1987.448886 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 104 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.029167 sec): 2 clusters Score: Raw -1153.024858 + Penalty 288.116632 = -864.908226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.029413 sec): 3 clusters Score: Raw -1158.383950 + Penalty 566.286596 = -592.097354 nChanged 1 SP:Iteration 1Q (53.029650 sec): 3 clusters Score: Raw -1159.654892 + Penalty 566.286596 = -593.368296 nChanged 0 SP:Iteration 2F (53.029913 sec): 3 clusters Score: Raw -1159.654892 + Penalty 566.286596 = -593.368296 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 106 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.030810 sec): 2 clusters Score: Raw -1094.882445 + Penalty 281.054159 = -813.828286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.031058 sec): 3 clusters Score: Raw -1115.331999 + Penalty 562.108318 = -553.223681 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 110 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.032001 sec): 2 clusters Score: Raw -2073.148085 + Penalty 344.505434 = -1728.642651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.032278 sec): 3 clusters Score: Raw -2097.010544 + Penalty 687.105805 = -1409.904739 nChanged 4 SP:Iteration 1F (53.032551 sec): 3 clusters Score: Raw -2111.796340 + Penalty 686.527634 = -1425.268706 nChanged 1 SP:Iteration 2Q (53.032818 sec): 3 clusters Score: Raw -2117.975749 + Penalty 686.527634 = -1431.448115 nChanged 0 SP:Iteration 3F (53.033090 sec): 3 clusters Score: Raw -2117.975749 + Penalty 686.527634 = -1431.448115 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 112 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.034029 sec): 2 clusters Score: Raw -1449.406267 + Penalty 287.496718 = -1161.909549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.034300 sec): 3 clusters Score: Raw -1506.573514 + Penalty 574.993435 = -931.580078 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 115 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.035196 sec): 2 clusters Score: Raw -1049.645830 + Penalty 327.301823 = -722.344007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.035444 sec): 3 clusters Score: Raw -1091.449321 + Penalty 658.147179 = -433.302142 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 117 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.036300 sec): 2 clusters Score: Raw -277.206221 + Penalty 148.652429 = -128.553792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.036515 sec): 3 clusters Score: Raw -272.066134 + Penalty 298.586555 = 26.520421 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 118 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.037365 sec): 2 clusters Score: Raw -256.110941 + Penalty 128.936825 = -127.174116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.037581 sec): 3 clusters Score: Raw -257.926797 + Penalty 256.631184 = -1.295614 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 119 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.038427 sec): 2 clusters Score: Raw -222.461449 + Penalty 136.996987 = -85.464462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.038639 sec): 3 clusters Score: Raw -217.961320 + Penalty 253.548881 = 35.587561 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 124 (83 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.039688 sec): 2 clusters Score: Raw -4017.738619 + Penalty 575.063123 = -3442.675497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.040048 sec): 3 clusters Score: Raw -4094.498489 + Penalty 1149.314609 = -2945.183880 nChanged 3 SP:Iteration 1Q (53.040384 sec): 3 clusters Score: Raw -4102.431428 + Penalty 1148.488287 = -2953.943141 nChanged 1 SP:Iteration 2Q (53.040718 sec): 3 clusters Score: Raw -4104.831745 + Penalty 1148.488287 = -2956.343458 nChanged 0 SP:Iteration 3F (53.041073 sec): 3 clusters Score: Raw -4104.831745 + Penalty 1148.488287 = -2956.343458 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 130 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.041984 sec): 2 clusters Score: Raw -329.533577 + Penalty 187.118857 = -142.414720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.042200 sec): 3 clusters Score: Raw -322.195330 + Penalty 356.265416 = 34.070086 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 133 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.043077 sec): 2 clusters Score: Raw -638.264690 + Penalty 241.248560 = -397.016131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.043308 sec): 3 clusters Score: Raw -651.795512 + Penalty 482.497120 = -169.298392 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 134 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.044155 sec): 2 clusters Score: Raw -160.062164 + Penalty 85.587998 = -74.474165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.044362 sec): 3 clusters Score: Raw -154.749188 + Penalty 171.124114 = 16.374926 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 138 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.045257 sec): 2 clusters Score: Raw -1202.418134 + Penalty 280.504724 = -921.913410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.045506 sec): 3 clusters Score: Raw -1214.138577 + Penalty 558.347076 = -655.791501 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 142 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.046363 sec): 2 clusters Score: Raw -336.330654 + Penalty 181.672014 = -154.658640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.046580 sec): 3 clusters Score: Raw -335.242421 + Penalty 364.560583 = 29.318162 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 144 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.047428 sec): 2 clusters Score: Raw -276.027007 + Penalty 153.144884 = -122.882123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.047642 sec): 3 clusters Score: Raw -271.394171 + Penalty 311.552321 = 40.158149 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 151 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.048499 sec): 2 clusters Score: Raw -471.258616 + Penalty 203.439783 = -267.818833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.048723 sec): 3 clusters Score: Raw -490.444933 + Penalty 409.907539 = -80.537394 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 153 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.049621 sec): 2 clusters Score: Raw -1163.472207 + Penalty 300.773462 = -862.698745 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.049870 sec): 3 clusters Score: Raw -1183.425226 + Penalty 599.486494 = -583.938733 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 159 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.050719 sec): 2 clusters Score: Raw -106.217980 + Penalty 50.820416 = -55.397564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.050925 sec): 3 clusters Score: Raw -100.302219 + Penalty 101.640832 = 1.338613 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 161 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.051792 sec): 2 clusters Score: Raw -468.185305 + Penalty 199.861828 = -268.323477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.052029 sec): 3 clusters Score: Raw -461.659443 + Penalty 399.723656 = -61.935787 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 163 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.052896 sec): 2 clusters Score: Raw -507.765503 + Penalty 203.130937 = -304.634567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.053121 sec): 3 clusters Score: Raw -512.051667 + Penalty 456.682159 = -55.369507 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 168 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.053982 sec): 2 clusters Score: Raw -495.990478 + Penalty 189.788803 = -306.201675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.054207 sec): 3 clusters Score: Raw -513.362286 + Penalty 370.596824 = -142.765462 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 175 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.055052 sec): 2 clusters Score: Raw -191.795330 + Penalty 33.426171 = -158.369159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.055260 sec): 3 clusters Score: Raw -187.805270 + Penalty 33.426171 = -154.379099 nChanged 1 SP:Iteration 1F (53.055453 sec): 2 clusters Score: Raw -191.795330 + Penalty 33.426171 = -158.369159 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 176 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.056301 sec): 2 clusters Score: Raw -270.909890 + Penalty 136.523369 = -134.386521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.056511 sec): 3 clusters Score: Raw -267.008910 + Penalty 263.569977 = -3.438932 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 184 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.057362 sec): 2 clusters Score: Raw -405.814704 + Penalty 176.722512 = -229.092192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.057581 sec): 3 clusters Score: Raw -403.179807 + Penalty 361.918071 = -41.261736 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 192 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.058429 sec): 2 clusters Score: Raw -307.690770 + Penalty 133.593870 = -174.096900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.058644 sec): 3 clusters Score: Raw -304.696319 + Penalty 267.907882 = -36.788437 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 200 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.059487 sec): 2 clusters Score: Raw -216.842960 + Penalty 134.282877 = -82.560083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.059697 sec): 3 clusters Score: Raw -215.546598 + Penalty 268.565755 = 53.019157 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 202 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.060540 sec): 2 clusters Score: Raw -228.203815 + Penalty 113.595306 = -114.608510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.060752 sec): 3 clusters Score: Raw -220.540307 + Penalty 218.478656 = -2.061651 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 209 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.061601 sec): 2 clusters Score: Raw -277.040866 + Penalty 158.550962 = -118.489904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.061818 sec): 3 clusters Score: Raw -273.148085 + Penalty 333.217730 = 60.069645 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 216 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.062737 sec): 2 clusters Score: Raw -99.016333 + Penalty 50.657007 = -48.359327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.062943 sec): 3 clusters Score: Raw -94.575437 + Penalty 101.314013 = 6.738576 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 221 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.063806 sec): 2 clusters Score: Raw -105.923031 + Penalty 55.238169 = -50.684863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.063998 sec): 2 clusters Score: Raw -105.923031 + Penalty 55.238169 = -50.684863 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 224 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.064912 sec): 2 clusters Score: Raw -1270.842145 + Penalty 149.222270 = -1121.619874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.065174 sec): 3 clusters Score: Raw -1285.446979 + Penalty 314.592841 = -970.854138 nChanged 1 SP:Iteration 1Q (53.065428 sec): 3 clusters Score: Raw -1293.078301 + Penalty 314.592841 = -978.485460 nChanged 0 SP:Iteration 2F (53.065685 sec): 3 clusters Score: Raw -1293.078301 + Penalty 314.592841 = -978.485460 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 226 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.066539 sec): 2 clusters Score: Raw -107.759944 + Penalty 50.790587 = -56.969357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.066731 sec): 2 clusters Score: Raw -107.759944 + Penalty 50.790587 = -56.969357 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 231 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.067573 sec): 2 clusters Score: Raw -147.600151 + Penalty 90.983284 = -56.616867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.067781 sec): 3 clusters Score: Raw -146.602522 + Penalty 175.219932 = 28.617410 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 232 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.068623 sec): 2 clusters Score: Raw -147.716286 + Penalty 94.469983 = -53.246303 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.068831 sec): 3 clusters Score: Raw -146.121089 + Penalty 198.339178 = 52.218089 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 238 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.069679 sec): 2 clusters Score: Raw -258.138692 + Penalty 134.250014 = -123.888678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.069893 sec): 3 clusters Score: Raw -254.335414 + Penalty 324.559373 = 70.223959 nChanged 0 Deleting Class 89 (8 points): Lose 35.415923 but Gain 1006.474807 Iteration 119Q (53.314079 sec): 106 clusters Score: Raw -1096882.021067 + Penalty 98220.786023 = -998661.235044 nChanged 88 Deleting Class 130 (6 points): Lose 87.090431 but Gain 1053.491499 Iteration 120F (54.488702 sec): 105 clusters Score: Raw -1096854.431341 + Penalty 97015.539400 = -999838.891941 nChanged 62 Deleting Class 119 (4 points): Lose 30.661822 but Gain 996.893459 Iteration 121Q (54.598470 sec): 104 clusters Score: Raw -1096847.894173 + Penalty 96044.091726 = -1000803.802447 nChanged 33 Deleting Class 142 (6 points): Lose 58.346682 but Gain 1022.825416 Iteration 122Q (54.707100 sec): 103 clusters Score: Raw -1096811.880282 + Penalty 95036.285150 = -1001775.595131 nChanged 22 Deleting Class 30 (43 points): Lose 227.995144 but Gain 1187.411291 Iteration 123Q (54.814303 sec): 102 clusters Score: Raw -1096606.428010 + Penalty 93955.369193 = -1002651.058817 nChanged 53 Deleting Class 59 (21 points): Lose 139.179168 but Gain 1087.124146 Iteration 124Q (54.923448 sec): 101 clusters Score: Raw -1096594.556180 + Penalty 92845.718222 = -1003748.837959 nChanged 39 Deleting Class 115 (21 points): Lose 137.690112 but Gain 1084.482214 Iteration 125Q (55.030640 sec): 100 clusters Score: Raw -1096529.439104 + Penalty 91817.913989 = -1004711.525115 nChanged 30 Deleting Class 69 (26 points): Lose 156.009889 but Gain 1102.703711 Iteration 126Q (55.138021 sec): 99 clusters Score: Raw -1096424.214786 + Penalty 90843.577748 = -1005580.637038 nChanged 38 Deleting Class 161 (8 points): Lose 32.347901 but Gain 969.563658 Iteration 127Q (55.245031 sec): 98 clusters Score: Raw -1096471.358507 + Penalty 89915.546241 = -1006555.812267 nChanged 18 Deleting Class 94 (33 points): Lose 146.384279 but Gain 1081.624968 Iteration 128Q (55.351049 sec): 97 clusters Score: Raw -1096353.391673 + Penalty 88871.703945 = -1007481.687728 nChanged 43 Deleting Class 81 (17 points): Lose 115.855709 but Gain 1049.471248 Iteration 129Q (55.458960 sec): 96 clusters Score: Raw -1096304.680048 + Penalty 87827.754193 = -1008476.925854 nChanged 28 Deleting Class 103 (57 points): Lose 231.970601 but Gain 1168.805105 Iteration 130F (56.529292 sec): 95 clusters Score: Raw -1096110.601768 + Penalty 86691.706427 = -1009418.895341 nChanged 65 Deleting Class 53 (32 points): Lose 182.118953 but Gain 1115.336610 Iteration 131Q (56.638895 sec): 94 clusters Score: Raw -1096048.722540 + Penalty 85619.939232 = -1010428.783308 nChanged 48 Deleting Class 65 (16 points): Lose 79.879298 but Gain 1012.485184 Iteration 132Q (56.747050 sec): 93 clusters Score: Raw -1096039.417006 + Penalty 84612.197988 = -1011427.219018 nChanged 26 Deleting Class 70 (66 points): Lose 257.971617 but Gain 1179.381533 Iteration 133Q (56.853725 sec): 92 clusters Score: Raw -1095823.466302 + Penalty 83493.136121 = -1012330.330181 nChanged 78 Deleting Class 144 (5 points): Lose 41.470349 but Gain 959.889971 Iteration 134Q (56.961407 sec): 91 clusters Score: Raw -1095928.919252 + Penalty 82559.951063 = -1013368.968189 nChanged 25 Deleting Class 98 (130 points): Lose 333.679223 but Gain 1252.725339 Iteration 135Q (57.070248 sec): 90 clusters Score: Raw -1095624.535147 + Penalty 81403.504969 = -1014221.030178 nChanged 147 Deleting Class 90 (136 points): Lose 561.736355 but Gain 1480.132781 Iteration 136Q (57.182238 sec): 89 clusters Score: Raw -1095305.174869 + Penalty 80134.028919 = -1015171.145950 nChanged 176 Deleting Class 209 (4 points): Lose 35.504209 but Gain 951.909334 Iteration 137Q (57.291542 sec): 88 clusters Score: Raw -1095659.328797 + Penalty 79225.208665 = -1016434.120132 nChanged 57 Deleting Class 28 (27 points): Lose 139.832836 but Gain 1056.009300 Iteration 138Q (57.395556 sec): 87 clusters Score: Raw -1095607.028722 + Penalty 78380.429250 = -1017226.599472 nChanged 75 Deleting Class 117 (6 points): Lose 70.413208 but Gain 1008.400562 Iteration 139Q (57.499289 sec): 86 clusters Score: Raw -1095672.628614 + Penalty 77489.836871 = -1018182.791743 nChanged 46 Deleting Class 88 (121 points): Lose 309.278053 but Gain 1236.060820 Iteration 140F (58.458225 sec): 85 clusters Score: Raw -1095444.943386 + Penalty 76405.964512 = -1019038.978874 nChanged 156 Deleting Class 200 (4 points): Lose 58.982379 but Gain 977.143553 Iteration 141Q (58.564887 sec): 84 clusters Score: Raw -1095641.804280 + Penalty 75497.593709 = -1020144.210571 nChanged 52 Deleting Class 104 (24 points): Lose 78.509760 but Gain 1003.218988 Iteration 142Q (58.667422 sec): 83 clusters Score: Raw -1095637.688260 + Penalty 74554.079897 = -1021083.608363 nChanged 50 Deleting Class 101 (7 points): Lose 81.021011 but Gain 990.550212 Iteration 143Q (58.768587 sec): 82 clusters Score: Raw -1095608.501481 + Penalty 73606.177982 = -1022002.323499 nChanged 40 Deleting Class 67 (7 points): Lose 37.044617 but Gain 943.056068 Iteration 144Q (58.869389 sec): 81 clusters Score: Raw -1095613.392601 + Penalty 72680.255471 = -1022933.137129 nChanged 28 Deleting Class 138 (20 points): Lose 99.732440 but Gain 998.843649 Iteration 145Q (58.969735 sec): 80 clusters Score: Raw -1095545.129856 + Penalty 71708.956538 = -1023836.173318 nChanged 47 Deleting Class 133 (12 points): Lose 87.448891 but Gain 979.372354 Iteration 146Q (59.070578 sec): 79 clusters Score: Raw -1095518.502361 + Penalty 70748.304603 = -1024770.197758 nChanged 47 Deleting Class 153 (24 points): Lose 96.120874 but Gain 983.819124 Iteration 147Q (59.171111 sec): 78 clusters Score: Raw -1095479.179036 + Penalty 69813.840815 = -1025665.338222 nChanged 52 Deleting Class 151 (10 points): Lose 60.591378 but Gain 945.420653 Iteration 148Q (59.271008 sec): 77 clusters Score: Raw -1095492.701524 + Penalty 68891.887280 = -1026600.814244 nChanged 28 Deleting Class 184 (7 points): Lose 37.070910 but Gain 916.140921 Iteration 149Q (59.369367 sec): 76 clusters Score: Raw -1095499.547069 + Penalty 67985.207098 = -1027514.339971 nChanged 24 Deleting Class 71 (24 points): Lose 121.533374 but Gain 997.087141 Iteration 150F (60.227737 sec): 75 clusters Score: Raw -1095407.142835 + Penalty 67023.423107 = -1028383.719728 nChanged 33 Deleting Class 106 (20 points): Lose 72.784600 but Gain 946.411932 Iteration 151Q (60.326769 sec): 74 clusters Score: Raw -1095403.814899 + Penalty 66079.486020 = -1029324.328879 nChanged 37 Deleting Class 29 (120 points): Lose 348.987546 but Gain 1214.854399 Iteration 152Q (60.425205 sec): 73 clusters Score: Raw -1095124.843472 + Penalty 64940.828290 = -1030184.015182 nChanged 138 Deleting Class 50 (40 points): Lose 190.451320 but Gain 1040.306191 Iteration 153Q (60.525454 sec): 72 clusters Score: Raw -1095179.744602 + Penalty 63942.949529 = -1031236.795073 nChanged 82 Deleting Class 102 (19 points): Lose 73.227355 but Gain 922.143655 Iteration 154Q (60.624066 sec): 71 clusters Score: Raw -1095287.054475 + Penalty 63049.334940 = -1032237.719536 nChanged 55 Deleting Class 110 (38 points): Lose 118.837286 but Gain 957.184583 Iteration 155Q (60.721735 sec): 70 clusters Score: Raw -1095248.036799 + Penalty 62130.564933 = -1033117.471865 nChanged 64 Deleting Class 42 (4 points): Lose 43.170889 but Gain 861.811004 Iteration 156Q (60.818973 sec): 69 clusters Score: Raw -1095286.017842 + Penalty 61272.761355 = -1034013.256487 nChanged 31 Deleting Class 202 (4 points): Lose 8.536641 but Gain 826.605168 Iteration 157Q (60.913987 sec): 68 clusters Score: Raw -1095306.614004 + Penalty 60465.462450 = -1034841.151554 nChanged 21 Deleting Class 124 (100 points): Lose 489.778302 but Gain 1305.601817 Iteration 158Q (61.009661 sec): 67 clusters Score: Raw -1094838.207401 + Penalty 59254.092121 = -1035584.115279 nChanged 114 Deleting Class 232 (3 points): Lose 53.679626 but Gain 867.446252 Iteration 159Q (61.107227 sec): 66 clusters Score: Raw -1095024.879690 + Penalty 58400.059918 = -1036624.819771 nChanged 32 Deleting Class 62 (9 points): Lose 44.428182 but Gain 858.781144 Iteration 160F (61.853163 sec): 65 clusters Score: Raw -1095014.534215 + Penalty 57562.504924 = -1037452.029292 nChanged 26 Deleting Class 54 (88 points): Lose 275.730080 but Gain 1085.977217 Iteration 161Q (61.947077 sec): 64 clusters Score: Raw -1094760.340712 + Penalty 56515.697931 = -1038244.642780 nChanged 102 Deleting Class 231 (3 points): Lose 37.120196 but Gain 835.430539 Iteration 162Q (62.044717 sec): 63 clusters Score: Raw -1094877.924766 + Penalty 55688.066472 = -1039189.858294 nChanged 39 Deleting Class 176 (5 points): Lose 57.905923 but Gain 855.708724 Iteration 163Q (62.140863 sec): 62 clusters Score: Raw -1094865.576599 + Penalty 54827.572686 = -1040038.003912 nChanged 33 Deleting Class 238 (5 points): Lose 45.121764 but Gain 841.459663 Iteration 164Q (62.233529 sec): 61 clusters Score: Raw -1094849.934723 + Penalty 53981.656789 = -1040868.277934 nChanged 26 Deleting Class 163 (9 points): Lose 72.917477 but Gain 867.133804 Iteration 165Q (62.325123 sec): 60 clusters Score: Raw -1094808.731598 + Penalty 53122.688401 = -1041686.043197 nChanged 28 Deleting Class 192 (14 points): Lose 75.320743 but Gain 868.863292 Iteration 166Q (62.416942 sec): 59 clusters Score: Raw -1094770.325348 + Penalty 52248.050988 = -1042522.274360 nChanged 29 Deleting Class 68 (24 points): Lose 136.817175 but Gain 929.719854 Iteration 167Q (62.507150 sec): 58 clusters Score: Raw -1094665.134110 + Penalty 51333.534751 = -1043331.599359 nChanged 39 Deleting Class 221 (2 points): Lose 13.616068 but Gain 803.909204 Iteration 168Q (62.597557 sec): 57 clusters Score: Raw -1094696.804580 + Penalty 50531.126116 = -1044165.678464 nChanged 19 Deleting Class 83 (14 points): Lose 42.706623 but Gain 829.938476 Iteration 169Q (62.698189 sec): 56 clusters Score: Raw -1094664.479104 + Penalty 49709.473063 = -1044955.006041 nChanged 24 Deleting Class 15 (25 points): Lose 74.812187 but Gain 846.275304 Iteration 170F (63.330623 sec): 55 clusters Score: Raw -1094614.800692 + Penalty 48875.526428 = -1045739.274265 nChanged 33 Deleting Class 134 (3 points): Lose 16.461299 but Gain 785.889718 Iteration 171Q (63.420144 sec): 54 clusters Score: Raw -1094636.877300 + Penalty 48087.380921 = -1046549.496378 nChanged 17 Deleting Class 27 (62 points): Lose 220.783790 but Gain 988.042666 Iteration 172Q (63.507667 sec): 53 clusters Score: Raw -1094424.226853 + Penalty 47104.876243 = -1047319.350610 nChanged 69 Deleting Class 118 (5 points): Lose 41.408302 but Gain 808.157363 Iteration 173Q (63.596111 sec): 52 clusters Score: Raw -1094495.347393 + Penalty 46303.601419 = -1048191.745974 nChanged 26 Deleting Class 58 (16 points): Lose 125.097729 but Gain 889.395468 Iteration 174Q (63.682458 sec): 51 clusters Score: Raw -1094388.946928 + Penalty 45406.600114 = -1048982.346814 nChanged 24 Deleting Class 168 (10 points): Lose 71.225581 but Gain 831.472877 Iteration 175Q (63.768836 sec): 50 clusters Score: Raw -1094372.018348 + Penalty 44588.289439 = -1049783.728909 nChanged 15 Deleting Class 8 (20 points): Lose 94.436506 but Gain 836.436198 Iteration 176Q (63.854527 sec): 49 clusters Score: Raw -1094301.336485 + Penalty 43771.039928 = -1050530.296557 nChanged 35 Deleting Class 73 (80 points): Lose 269.142354 but Gain 1011.517922 Iteration 177Q (63.941342 sec): 48 clusters Score: Raw -1094074.468556 + Penalty 42858.028874 = -1051216.439682 nChanged 94 Deleting Class 43 (11 points): Lose 77.926527 but Gain 841.913046 Iteration 178Q (64.026796 sec): 47 clusters Score: Raw -1094164.833929 + Penalty 42042.912252 = -1052121.921677 nChanged 42 Deleting Class 5 (140 points): Lose 503.533591 but Gain 1240.906680 Iteration 179Q (64.111502 sec): 46 clusters Score: Raw -1093712.566090 + Penalty 40872.395898 = -1052840.170192 nChanged 164 Deleting Class 226 (2 points): Lose 11.653597 but Gain 739.181277 Iteration 180F (64.632367 sec): 45 clusters Score: Raw -1093956.475807 + Penalty 40125.976703 = -1053830.499104 nChanged 46 Deleting Class 60 (54 points): Lose 193.164946 but Gain 918.640976 Iteration 181Q (64.717086 sec): 44 clusters Score: Raw -1093792.210335 + Penalty 39201.147622 = -1054591.062713 nChanged 86 Deleting Class 159 (2 points): Lose 16.370457 but Gain 739.615396 Iteration 182Q (64.804065 sec): 43 clusters Score: Raw -1093872.454689 + Penalty 38458.705800 = -1055413.748889 nChanged 40 Deleting Class 216 (3 points): Lose 29.760751 but Gain 723.255041 Iteration 183Q (64.888340 sec): 42 clusters Score: Raw -1093874.871890 + Penalty 37728.237870 = -1056146.634020 nChanged 27 Deleting Class 49 (44 points): Lose 141.852998 but Gain 810.140902 Iteration 184Q (64.971203 sec): 41 clusters Score: Raw -1093752.697611 + Penalty 36944.507313 = -1056808.190297 nChanged 59 Deleting Class 57 (27 points): Lose 96.842234 but Gain 761.291961 Iteration 185Q (65.055622 sec): 40 clusters Score: Raw -1093728.725716 + Penalty 36189.375855 = -1057539.349862 nChanged 46 Deleting Class 97 (114 points): Lose 702.234243 but Gain 1351.986235 Iteration 186Q (65.137264 sec): 39 clusters Score: Raw -1093077.482214 + Penalty 34938.292029 = -1058139.190186 nChanged 140 Deleting Class 40 (170 points): Lose 478.987546 but Gain 1123.503067 Iteration 187Q (65.221664 sec): 38 clusters Score: Raw -1092997.445307 + Penalty 33758.736751 = -1059238.708556 nChanged 212 Deleting Class 48 (3 points): Lose 16.286077 but Gain 640.747077 Iteration 188Q (65.304929 sec): 37 clusters Score: Raw -1093325.752659 + Penalty 33077.209059 = -1060248.543600 nChanged 57 Deleting Class 79 (195 points): Lose 897.618127 but Gain 1500.902269 Iteration 189Q (65.385657 sec): 36 clusters Score: Raw -1092493.738032 + Penalty 31681.991656 = -1060811.746377 nChanged 231 Deleting Class 22 (100 points): Lose 318.027580 but Gain 914.945757 Iteration 190F (65.800350 sec): 35 clusters Score: Raw -1092710.013015 + Penalty 30812.322501 = -1061897.690514 nChanged 176 Deleting Class 95 (27 points): Lose 109.247097 but Gain 681.509987 Iteration 191Q (65.881870 sec): 34 clusters Score: Raw -1092853.659908 + Penalty 30125.916052 = -1062727.743856 nChanged 122 Deleting Class 32 (5 points): Lose 22.826034 but Gain 556.455138 Iteration 192Q (65.962611 sec): 33 clusters Score: Raw -1092960.741786 + Penalty 29539.652230 = -1063421.089556 nChanged 70 Deleting Class 3 (167 points): Lose 1003.235734 but Gain 1485.555640 Iteration 193Q (66.044174 sec): 32 clusters Score: Raw -1092006.624099 + Penalty 28184.016787 = -1063822.607312 nChanged 220 Deleting Class 2 (49 points): Lose 210.231872 but Gain 660.303656 Iteration 194Q (66.124647 sec): 31 clusters Score: Raw -1092325.464666 + Penalty 27538.400346 = -1064787.064320 nChanged 114 Deleting Class 112 (39 points): Lose 380.726742 but Gain 797.627365 Iteration 195Q (66.203647 sec): 30 clusters Score: Raw -1092084.515863 + Penalty 26613.060268 = -1065471.455594 nChanged 83 Deleting Class 1 (305 points): Lose 759.269455 but Gain 1132.852463 Iteration 196Q (66.280671 sec): 29 clusters Score: Raw -1091485.868878 + Penalty 25526.042501 = -1065959.826377 nChanged 334 Deleting Class 175 (6 points): Lose 62.970237 but Gain 293.326032 Iteration 197Q (66.361765 sec): 28 clusters Score: Raw -1091950.492178 + Penalty 25213.289755 = -1066737.202423 nChanged 65 Deleting Class 10 (274 points): Lose 610.608122 but Gain 819.382217 Iteration 198Q (66.436929 sec): 27 clusters Score: Raw -1091383.675981 + Penalty 24361.478713 = -1067022.197269 nChanged 304 Deleting Class 224 (54 points): Lose 337.950056 but Gain 427.074123 Iteration 199Q (66.514100 sec): 26 clusters Score: Raw -1091480.750611 + Penalty 23909.570501 = -1067571.180110 nChanged 150 Deleting Class 41 (217 points): Lose 1129.197110 but Gain 1159.720186 Iteration 200F (66.817112 sec): 25 clusters Score: Raw -1090529.932868 + Penalty 22728.391179 = -1067801.541689 nChanged 310 Iteration 201Q (66.893253 sec): 25 clusters Score: Raw -1091275.962133 + Penalty 22818.089258 = -1068457.872876 nChanged 154 Iteration 202Q (66.969220 sec): 25 clusters Score: Raw -1091364.285873 + Penalty 22823.648096 = -1068540.637777 nChanged 98 Iteration 203Q (67.043446 sec): 25 clusters Score: Raw -1091429.123634 + Penalty 22815.056354 = -1068614.067281 nChanged 83 Iteration 204Q (67.117251 sec): 25 clusters Score: Raw -1091492.237863 + Penalty 22827.869983 = -1068664.367880 nChanged 82 Iteration 205Q (67.190513 sec): 25 clusters Score: Raw -1091525.078547 + Penalty 22844.778323 = -1068680.300224 nChanged 67 Iteration 206Q (67.264869 sec): 25 clusters Score: Raw -1091543.975607 + Penalty 22859.462923 = -1068684.512684 nChanged 65 Iteration 207Q (67.339368 sec): 25 clusters Score: Raw -1091560.719500 + Penalty 22873.560798 = -1068687.158702 nChanged 56 Iteration 208Q (67.413425 sec): 25 clusters Score: Raw -1091576.820497 + Penalty 22886.055312 = -1068690.765185 nChanged 60 Iteration 209Q (67.487326 sec): 25 clusters Score: Raw -1091596.184073 + Penalty 22904.464280 = -1068691.719793 nChanged 72 Iteration 210F (67.779986 sec): 25 clusters Score: Raw -1091623.364371 + Penalty 22918.507771 = -1068704.856600 nChanged 80 Iteration 211Q (67.859505 sec): 25 clusters Score: Raw -1091654.108865 + Penalty 22930.849201 = -1068723.259664 nChanged 60 Iteration 212Q (67.933112 sec): 25 clusters Score: Raw -1091673.665963 + Penalty 22940.169806 = -1068733.496157 nChanged 52 Iteration 213Q (68.007012 sec): 25 clusters Score: Raw -1091689.659035 + Penalty 22950.672192 = -1068738.986843 nChanged 49 Iteration 214Q (68.080913 sec): 25 clusters Score: Raw -1091703.478431 + Penalty 22961.780983 = -1068741.697448 nChanged 43 Iteration 215Q (68.153524 sec): 25 clusters Score: Raw -1091714.729470 + Penalty 22971.896580 = -1068742.832890 nChanged 33 Iteration 216Q (68.227017 sec): 25 clusters Score: Raw -1091720.807624 + Penalty 22976.393661 = -1068744.413963 nChanged 23 Iteration 217Q (68.299810 sec): 25 clusters Score: Raw -1091725.007007 + Penalty 22979.841661 = -1068745.165347 nChanged 18 Iteration 218Q (68.373053 sec): 25 clusters Score: Raw -1091728.948190 + Penalty 22985.109573 = -1068743.838617 nChanged 14 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 -1091728.948190 + Penalty 22985.109573 = -1068743.838617Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 4 (1988 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.427590 sec): 2 clusters Score: Raw -96039.777123 + Penalty 113.005564 = -95926.771560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.431235 sec): 3 clusters Score: Raw -94748.820986 + Penalty 273.783146 = -94475.037840 nChanged 907 SP:Iteration 1F (68.435062 sec): 3 clusters Score: Raw -95600.974328 + Penalty 310.734017 = -95290.240311 nChanged 229 SP:Iteration 2F (68.438726 sec): 3 clusters Score: Raw -95842.900705 + Penalty 362.953921 = -95479.946784 nChanged 111 SP:Iteration 3F (68.442271 sec): 3 clusters Score: Raw -95966.068991 + Penalty 449.437882 = -95516.631110 nChanged 42 SP:Iteration 4Q (68.445958 sec): 3 clusters Score: Raw -96021.540294 + Penalty 577.938026 = -95443.602268 nChanged 16 SP:Iteration 5F (68.449537 sec): 3 clusters Score: Raw -96044.486733 + Penalty 646.259001 = -95398.227732 nChanged 5 SP:Iteration 6F (68.453135 sec): 3 clusters Score: Raw -96053.014489 + Penalty 646.259001 = -95406.755487 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 6 (328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.455203 sec): 2 clusters Score: Raw -15723.909566 + Penalty 73.575535 = -15650.334031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.455981 sec): 3 clusters Score: Raw -15536.016249 + Penalty 145.636202 = -15390.380048 nChanged 133 SP:Iteration 1F (68.456746 sec): 3 clusters Score: Raw -15655.394930 + Penalty 156.327482 = -15499.067448 nChanged 31 SP:Iteration 2F (68.457515 sec): 3 clusters Score: Raw -15686.121365 + Penalty 155.859373 = -15530.261992 nChanged 19 SP:Iteration 3F (68.458277 sec): 3 clusters Score: Raw -15706.303464 + Penalty 154.506675 = -15551.796789 nChanged 9 SP:Iteration 4Q (68.459016 sec): 3 clusters Score: Raw -15722.313031 + Penalty 156.265034 = -15566.047998 nChanged 3 SP:Iteration 5Q (68.459696 sec): 3 clusters Score: Raw -15723.978641 + Penalty 157.415855 = -15566.562786 nChanged 4 SP:Iteration 6Q (68.460398 sec): 3 clusters Score: Raw -15726.237348 + Penalty 158.176438 = -15568.060910 nChanged 2 SP:Iteration 7Q (68.461068 sec): 3 clusters Score: Raw -15726.581605 + Penalty 158.176438 = -15568.405167 nChanged 0 SP:Iteration 8F (68.461829 sec): 3 clusters Score: Raw -15726.581605 + Penalty 158.176438 = -15568.405167 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 7 (418 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.464772 sec): 2 clusters Score: Raw -19924.830029 + Penalty 88.296673 = -19836.533356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.465706 sec): 3 clusters Score: Raw -19681.181414 + Penalty 182.488792 = -19498.692623 nChanged 188 SP:Iteration 1F (68.466624 sec): 3 clusters Score: Raw -19868.553535 + Penalty 188.351421 = -19680.202114 nChanged 56 SP:Iteration 2F (68.467544 sec): 3 clusters Score: Raw -19935.467245 + Penalty 195.256473 = -19740.210772 nChanged 25 SP:Iteration 3F (68.468480 sec): 3 clusters Score: Raw -19957.611056 + Penalty 194.517862 = -19763.093193 nChanged 10 SP:Iteration 4Q (68.469413 sec): 3 clusters Score: Raw -19965.082066 + Penalty 205.276510 = -19759.805556 nChanged 5 SP:Iteration 5F (68.470382 sec): 3 clusters Score: Raw -19970.018456 + Penalty 221.834430 = -19748.184027 nChanged 6 SP:Iteration 6F (68.471391 sec): 3 clusters Score: Raw -19975.049220 + Penalty 233.306253 = -19741.742967 nChanged 2 SP:Iteration 7F (68.472409 sec): 3 clusters Score: Raw -19976.060042 + Penalty 240.080011 = -19735.980031 nChanged 1 SP:Iteration 8F (68.473401 sec): 3 clusters Score: Raw -19976.381971 + Penalty 240.080011 = -19736.301960 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 9 (292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.475465 sec): 2 clusters Score: Raw -14760.978644 + Penalty 906.274646 = -13854.703998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.476219 sec): 3 clusters Score: Raw -14852.423333 + Penalty 1811.851198 = -13040.572135 nChanged 62 SP:Iteration 1F (68.476964 sec): 3 clusters Score: Raw -14990.313292 + Penalty 1809.784180 = -13180.529112 nChanged 18 SP:Iteration 2F (68.477696 sec): 3 clusters Score: Raw -15051.314429 + Penalty 1809.274405 = -13242.040024 nChanged 9 SP:Iteration 3Q (68.478378 sec): 3 clusters Score: Raw -15115.270832 + Penalty 1808.625650 = -13306.645183 nChanged 7 SP:Iteration 4Q (68.479048 sec): 3 clusters Score: Raw -15169.319703 + Penalty 1808.671519 = -13360.648184 nChanged 4 SP:Iteration 5Q (68.479710 sec): 3 clusters Score: Raw -15182.702435 + Penalty 1808.781968 = -13373.920467 nChanged 1 SP:Iteration 6Q (68.480370 sec): 3 clusters Score: Raw -15185.015183 + Penalty 1808.781968 = -13376.233215 nChanged 0 SP:Iteration 7F (68.481099 sec): 3 clusters Score: Raw -15185.015183 + Penalty 1808.781968 = -13376.233215 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 11 (470 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.484375 sec): 2 clusters Score: Raw -19622.023040 + Penalty 681.912277 = -18940.110763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.485404 sec): 3 clusters Score: Raw -19484.884344 + Penalty 1363.559689 = -18121.324655 nChanged 117 SP:Iteration 1F (68.486413 sec): 3 clusters Score: Raw -19591.450400 + Penalty 1364.284912 = -18227.165487 nChanged 30 SP:Iteration 2F (68.487423 sec): 3 clusters Score: Raw -19633.975033 + Penalty 1364.619699 = -18269.355334 nChanged 19 SP:Iteration 3Q (68.488415 sec): 3 clusters Score: Raw -19654.785933 + Penalty 1365.706764 = -18289.079169 nChanged 15 SP:Iteration 4Q (68.489418 sec): 3 clusters Score: Raw -19677.107426 + Penalty 1369.769744 = -18307.337682 nChanged 15 SP:Iteration 5Q (68.490426 sec): 3 clusters Score: Raw -19717.317570 + Penalty 1371.956525 = -18345.361045 nChanged 15 SP:Iteration 6Q (68.491405 sec): 3 clusters Score: Raw -19737.144838 + Penalty 1372.416078 = -18364.728759 nChanged 4 SP:Iteration 7Q (68.492374 sec): 3 clusters Score: Raw -19744.997106 + Penalty 1373.108070 = -18371.889036 nChanged 6 SP:Iteration 8Q (68.493341 sec): 3 clusters Score: Raw -19753.436433 + Penalty 1372.301394 = -18381.135039 nChanged 3 SP:Iteration 9Q (68.494325 sec): 3 clusters Score: Raw -19757.273264 + Penalty 1372.301394 = -18384.971870 nChanged 0 SP:Iteration 10F (68.495395 sec): 3 clusters Score: Raw -19757.273264 + Penalty 1372.301394 = -18384.971870 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 12 (261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.497343 sec): 2 clusters Score: Raw -8881.266247 + Penalty 852.776303 = -8028.489943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.498067 sec): 3 clusters Score: Raw -8928.399664 + Penalty 1706.867283 = -7221.532381 nChanged 41 SP:Iteration 1F (68.498790 sec): 3 clusters Score: Raw -9027.489798 + Penalty 1707.022553 = -7320.467246 nChanged 7 SP:Iteration 2Q (68.499421 sec): 3 clusters Score: Raw -9045.689042 + Penalty 1707.350187 = -7338.338855 nChanged 5 SP:Iteration 3Q (68.500042 sec): 3 clusters Score: Raw -9064.839110 + Penalty 1707.120189 = -7357.718922 nChanged 3 SP:Iteration 4Q (68.500685 sec): 3 clusters Score: Raw -9071.236605 + Penalty 1707.279290 = -7363.957314 nChanged 1 SP:Iteration 5Q (68.501299 sec): 3 clusters Score: Raw -9073.720471 + Penalty 1707.279290 = -7366.441181 nChanged 0 SP:Iteration 6F (68.501956 sec): 3 clusters Score: Raw -9073.720471 + Penalty 1707.279290 = -7366.441181 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 13 (465 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.504426 sec): 2 clusters Score: Raw -23019.448877 + Penalty 430.386729 = -22589.062148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.505464 sec): 3 clusters Score: Raw -22812.099142 + Penalty 865.406127 = -21946.693016 nChanged 139 SP:Iteration 1F (68.506487 sec): 3 clusters Score: Raw -22950.071914 + Penalty 871.991276 = -22078.080638 nChanged 54 SP:Iteration 2F (68.507542 sec): 3 clusters Score: Raw -23019.854489 + Penalty 880.093003 = -22139.761486 nChanged 29 SP:Iteration 3F (68.508618 sec): 3 clusters Score: Raw -23057.901847 + Penalty 884.124795 = -22173.777051 nChanged 20 SP:Iteration 4Q (68.509675 sec): 3 clusters Score: Raw -23078.240081 + Penalty 889.363200 = -22188.876881 nChanged 7 SP:Iteration 5Q (68.510725 sec): 3 clusters Score: Raw -23085.743676 + Penalty 893.128927 = -22192.614749 nChanged 6 SP:Iteration 6Q (68.511777 sec): 3 clusters Score: Raw -23091.228624 + Penalty 892.025468 = -22199.203156 nChanged 3 SP:Iteration 7Q (68.512853 sec): 3 clusters Score: Raw -23093.967406 + Penalty 893.302914 = -22200.664492 nChanged 1 SP:Iteration 8Q (68.513901 sec): 3 clusters Score: Raw -23094.157597 + Penalty 893.302914 = -22200.854683 nChanged 0 SP:Iteration 9F (68.514920 sec): 3 clusters Score: Raw -23094.157597 + Penalty 893.302914 = -22200.854683 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 17 (115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.516442 sec): 2 clusters Score: Raw -4613.181006 + Penalty 504.223584 = -4108.957422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.516858 sec): 3 clusters Score: Raw -4684.476582 + Penalty 1007.926183 = -3676.550399 nChanged 10 SP:Iteration 1F (68.517266 sec): 3 clusters Score: Raw -4724.038660 + Penalty 1007.926183 = -3716.112477 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 19 (794 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.522054 sec): 2 clusters Score: Raw -42246.794248 + Penalty 674.056813 = -41572.737435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.523697 sec): 3 clusters Score: Raw -41830.775141 + Penalty 1348.497005 = -40482.278136 nChanged 274 SP:Iteration 1F (68.525320 sec): 3 clusters Score: Raw -41978.371954 + Penalty 1353.966759 = -40624.405196 nChanged 98 SP:Iteration 2F (68.526960 sec): 3 clusters Score: Raw -42067.475036 + Penalty 1369.858221 = -40697.616815 nChanged 78 SP:Iteration 3F (68.528603 sec): 3 clusters Score: Raw -42152.082735 + Penalty 1385.280944 = -40766.801791 nChanged 53 SP:Iteration 4F (68.530216 sec): 3 clusters Score: Raw -42199.811153 + Penalty 1396.990200 = -40802.820953 nChanged 30 SP:Iteration 5Q (68.531824 sec): 3 clusters Score: Raw -42226.137716 + Penalty 1405.475267 = -40820.662449 nChanged 14 SP:Iteration 6Q (68.533420 sec): 3 clusters Score: Raw -42240.716278 + Penalty 1407.657966 = -40833.058312 nChanged 5 SP:Iteration 7Q (68.535026 sec): 3 clusters Score: Raw -42243.892047 + Penalty 1407.099359 = -40836.792687 nChanged 3 SP:Iteration 8Q (68.536721 sec): 3 clusters Score: Raw -42244.495960 + Penalty 1407.099359 = -40837.396601 nChanged 0 SP:Iteration 9F (68.538367 sec): 3 clusters Score: Raw -42244.495960 + Penalty 1407.099359 = -40837.396601 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 21 (1004 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.543510 sec): 2 clusters Score: Raw -55953.926682 + Penalty 645.733113 = -55308.193569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.545595 sec): 3 clusters Score: Raw -55467.895215 + Penalty 1291.197318 = -54176.697897 nChanged 354 SP:Iteration 1F (68.547601 sec): 3 clusters Score: Raw -55702.946675 + Penalty 1291.206891 = -54411.739784 nChanged 83 SP:Iteration 2F (68.549562 sec): 3 clusters Score: Raw -55751.592542 + Penalty 1291.391753 = -54460.200789 nChanged 34 SP:Iteration 3Q (68.551531 sec): 3 clusters Score: Raw -55764.591804 + Penalty 1291.641159 = -54472.950645 nChanged 19 SP:Iteration 4Q (68.553486 sec): 3 clusters Score: Raw -55774.231781 + Penalty 1291.988171 = -54482.243609 nChanged 22 SP:Iteration 5Q (68.555436 sec): 3 clusters Score: Raw -55784.474452 + Penalty 1292.440896 = -54492.033556 nChanged 21 SP:Iteration 6Q (68.557396 sec): 3 clusters Score: Raw -55793.429262 + Penalty 1292.624781 = -54500.804481 nChanged 13 SP:Iteration 7Q (68.559344 sec): 3 clusters Score: Raw -55797.318982 + Penalty 1292.974951 = -54504.344031 nChanged 10 SP:Iteration 8Q (68.561315 sec): 3 clusters Score: Raw -55800.671129 + Penalty 1293.163095 = -54507.508034 nChanged 14 SP:Iteration 9Q (68.563280 sec): 3 clusters Score: Raw -55808.761309 + Penalty 1291.937546 = -54516.823763 nChanged 21 SP:Iteration 10F (68.565219 sec): 3 clusters Score: Raw -55825.192083 + Penalty 1290.708926 = -54534.483156 nChanged 20 SP:Iteration 11Q (68.567159 sec): 3 clusters Score: Raw -55836.356497 + Penalty 1289.141508 = -54547.214989 nChanged 19 SP:Iteration 12Q (68.569115 sec): 3 clusters Score: Raw -55843.769699 + Penalty 1287.554720 = -54556.214978 nChanged 19 SP:Iteration 13Q (68.571050 sec): 3 clusters Score: Raw -55851.703061 + Penalty 1286.843127 = -54564.859934 nChanged 18 SP:Iteration 14Q (68.572983 sec): 3 clusters Score: Raw -55859.287698 + Penalty 1286.622888 = -54572.664809 nChanged 14 SP:Iteration 15Q (68.574914 sec): 3 clusters Score: Raw -55867.190464 + Penalty 1287.418775 = -54579.771688 nChanged 14 SP:Iteration 16Q (68.576843 sec): 3 clusters Score: Raw -55873.040456 + Penalty 1285.300421 = -54587.740035 nChanged 11 SP:Iteration 17Q (68.578790 sec): 3 clusters Score: Raw -55879.447705 + Penalty 1283.245811 = -54596.201894 nChanged 9 SP:Iteration 18Q (68.580714 sec): 3 clusters Score: Raw -55885.002247 + Penalty 1281.942706 = -54603.059541 nChanged 9 SP:Iteration 19Q (68.582634 sec): 3 clusters Score: Raw -55891.083841 + Penalty 1282.766425 = -54608.317416 nChanged 12 SP:Iteration 20F (68.584558 sec): 3 clusters Score: Raw -55902.970466 + Penalty 1286.656926 = -54616.313539 nChanged 13 SP:Iteration 21Q (68.586490 sec): 3 clusters Score: Raw -55910.978157 + Penalty 1290.756606 = -54620.221551 nChanged 15 SP:Iteration 22Q (68.588399 sec): 3 clusters Score: Raw -55919.055433 + Penalty 1295.071602 = -54623.983832 nChanged 11 SP:Iteration 23Q (68.590299 sec): 3 clusters Score: Raw -55924.884303 + Penalty 1299.523089 = -54625.361214 nChanged 13 SP:Iteration 24Q (68.592197 sec): 3 clusters Score: Raw -55931.429674 + Penalty 1308.767424 = -54622.662250 nChanged 15 SP:Iteration 25F (68.594115 sec): 3 clusters Score: Raw -55941.512735 + Penalty 1309.646561 = -54631.866174 nChanged 10 SP:Iteration 26Q (68.596064 sec): 3 clusters Score: Raw -55948.960619 + Penalty 1313.139109 = -54635.821510 nChanged 9 SP:Iteration 27Q (68.597994 sec): 3 clusters Score: Raw -55955.161818 + Penalty 1314.548738 = -54640.613080 nChanged 11 SP:Iteration 28Q (68.599896 sec): 3 clusters Score: Raw -55962.100670 + Penalty 1317.862741 = -54644.237928 nChanged 15 SP:Iteration 29Q (68.601820 sec): 3 clusters Score: Raw -55971.441385 + Penalty 1323.447277 = -54647.994108 nChanged 11 SP:Iteration 30F (68.603745 sec): 3 clusters Score: Raw -55979.604890 + Penalty 1335.423183 = -54644.181708 nChanged 10 SP:Iteration 31F (68.605691 sec): 3 clusters Score: Raw -55988.145175 + Penalty 1336.367855 = -54651.777320 nChanged 2 SP:Iteration 32Q (68.607568 sec): 3 clusters Score: Raw -55988.613451 + Penalty 1336.520097 = -54652.093354 nChanged 4 SP:Iteration 33Q (68.609434 sec): 3 clusters Score: Raw -55991.251311 + Penalty 1336.005634 = -54655.245677 nChanged 3 SP:Iteration 34Q (68.611276 sec): 3 clusters Score: Raw -55994.381286 + Penalty 1337.722400 = -54656.658886 nChanged 2 SP:Iteration 35Q (68.613132 sec): 3 clusters Score: Raw -55995.030644 + Penalty 1339.025805 = -54656.004839 nChanged 2 SP:Iteration 36F (68.615168 sec): 3 clusters Score: Raw -55996.131020 + Penalty 1343.968025 = -54652.162995 nChanged 4 SP:Iteration 37F (68.617149 sec): 3 clusters Score: Raw -55998.889637 + Penalty 1344.409896 = -54654.479741 nChanged 4 SP:Iteration 38Q (68.619013 sec): 3 clusters Score: Raw -56002.966598 + Penalty 1348.242470 = -54654.724128 nChanged 3 SP:Iteration 39Q (68.620847 sec): 3 clusters Score: Raw -56006.422226 + Penalty 1350.217311 = -54656.204915 nChanged 1 SP:Iteration 40F (68.622752 sec): 3 clusters Score: Raw -56007.242491 + Penalty 1350.217311 = -54657.025180 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 23 (232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.625877 sec): 2 clusters Score: Raw -11587.750340 + Penalty 883.033935 = -10704.716405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.626550 sec): 3 clusters Score: Raw -11696.652526 + Penalty 1765.690257 = -9930.962269 nChanged 44 SP:Iteration 1F (68.627227 sec): 3 clusters Score: Raw -11814.852160 + Penalty 1765.457098 = -10049.395062 nChanged 16 SP:Iteration 2F (68.627893 sec): 3 clusters Score: Raw -11859.268340 + Penalty 1765.388662 = -10093.879678 nChanged 4 SP:Iteration 3Q (68.628481 sec): 3 clusters Score: Raw -11872.983624 + Penalty 1765.277394 = -10107.706230 nChanged 5 SP:Iteration 4Q (68.629064 sec): 3 clusters Score: Raw -11889.882352 + Penalty 1765.154874 = -10124.727478 nChanged 5 SP:Iteration 5Q (68.629645 sec): 3 clusters Score: Raw -11921.916166 + Penalty 1765.684227 = -10156.231939 nChanged 4 SP:Iteration 6Q (68.630220 sec): 3 clusters Score: Raw -11950.029570 + Penalty 1765.733248 = -10184.296322 nChanged 4 SP:Iteration 7Q (68.630796 sec): 3 clusters Score: Raw -11988.021100 + Penalty 1765.658123 = -10222.362977 nChanged 3 SP:Iteration 8Q (68.631349 sec): 3 clusters Score: Raw -11999.529132 + Penalty 1765.684227 = -10233.844904 nChanged 1 SP:Iteration 9Q (68.631897 sec): 3 clusters Score: Raw -12028.653925 + Penalty 1765.709259 = -10262.944666 nChanged 1 SP:Iteration 10F (68.632507 sec): 3 clusters Score: Raw -12031.370195 + Penalty 1765.684227 = -10265.685968 nChanged 1 SP:Iteration 11Q (68.633059 sec): 3 clusters Score: Raw -12033.982214 + Penalty 1765.709259 = -10268.272956 nChanged 1 SP:Iteration 12Q (68.633610 sec): 3 clusters Score: Raw -12040.078537 + Penalty 1765.709259 = -10274.369278 nChanged 0 SP:Iteration 13F (68.634221 sec): 3 clusters Score: Raw -12040.078537 + Penalty 1765.709259 = -10274.369278 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 24 (472 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.637040 sec): 2 clusters Score: Raw -17007.408490 + Penalty 323.011472 = -16684.397018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.638153 sec): 3 clusters Score: Raw -16910.494614 + Penalty 648.305536 = -16262.189078 nChanged 156 SP:Iteration 1F (68.639204 sec): 3 clusters Score: Raw -17154.605092 + Penalty 650.363161 = -16504.241931 nChanged 43 SP:Iteration 2F (68.640281 sec): 3 clusters Score: Raw -17258.776743 + Penalty 661.033548 = -16597.743195 nChanged 24 SP:Iteration 3F (68.641405 sec): 3 clusters Score: Raw -17311.969793 + Penalty 664.454375 = -16647.515418 nChanged 14 SP:Iteration 4Q (68.642397 sec): 3 clusters Score: Raw -17329.887505 + Penalty 662.581910 = -16667.305594 nChanged 5 SP:Iteration 5Q (68.643388 sec): 3 clusters Score: Raw -17336.826216 + Penalty 662.549487 = -16674.276729 nChanged 4 SP:Iteration 6Q (68.644378 sec): 3 clusters Score: Raw -17339.488164 + Penalty 661.047055 = -16678.441109 nChanged 5 SP:Iteration 7Q (68.645398 sec): 3 clusters Score: Raw -17341.626671 + Penalty 660.727671 = -16680.899001 nChanged 6 SP:Iteration 8Q (68.646387 sec): 3 clusters Score: Raw -17343.859414 + Penalty 660.627334 = -16683.232081 nChanged 7 SP:Iteration 9Q (68.647376 sec): 3 clusters Score: Raw -17346.976932 + Penalty 661.171539 = -16685.805393 nChanged 6 SP:Iteration 10F (68.648444 sec): 3 clusters Score: Raw -17350.055405 + Penalty 663.181107 = -16686.874298 nChanged 4 SP:Iteration 11Q (68.649484 sec): 3 clusters Score: Raw -17354.108148 + Penalty 665.465958 = -16688.642190 nChanged 2 SP:Iteration 12Q (68.650513 sec): 3 clusters Score: Raw -17358.101760 + Penalty 666.556999 = -16691.544761 nChanged 1 SP:Iteration 13Q (68.651541 sec): 3 clusters Score: Raw -17360.540271 + Penalty 666.556999 = -16693.983272 nChanged 0 SP:Iteration 14F (68.652643 sec): 3 clusters Score: Raw -17360.540271 + Penalty 666.556999 = -16693.983272 nChanged 0 Score: Raw -1109014.304902 + Penalty 23547.981794 = -1085466.323109 Splitting cluster 24 changes total score from -1068743.838617 to -1085466.323109 So it's getting split into cluster 1. Memory request: 0.05 GB would take us to total of 0.27 GB. Trying to split cluster 25 (11068 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.003234 sec): 2 clusters Score: Raw -523544.341491 + Penalty 292.994032 = -523251.347459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.023768 sec): 3 clusters Score: Raw -516055.163602 + Penalty 589.345154 = -515465.818447 nChanged 5182 SP:Iteration 1F (69.043698 sec): 3 clusters Score: Raw -518398.494262 + Penalty 616.304403 = -517782.189859 nChanged 1974 SP:Iteration 2F (69.064018 sec): 3 clusters Score: Raw -520105.445595 + Penalty 656.034194 = -519449.411401 nChanged 1094 SP:Iteration 3F (69.083854 sec): 3 clusters Score: Raw -521260.794588 + Penalty 698.384294 = -520562.410294 nChanged 785 SP:Iteration 4F (69.103825 sec): 3 clusters Score: Raw -522190.580061 + Penalty 718.190708 = -521472.389354 nChanged 478 SP:Iteration 5Q (69.123310 sec): 3 clusters Score: Raw -522661.636417 + Penalty 721.684484 = -521939.951933 nChanged 349 SP:Iteration 6Q (69.141301 sec): 3 clusters Score: Raw -523017.516968 + Penalty 707.495794 = -522310.021174 nChanged 220 SP:Iteration 7Q (69.158308 sec): 3 clusters Score: Raw -523193.937698 + Penalty 687.584766 = -522506.352931 nChanged 149 SP:Iteration 8Q (69.174797 sec): 3 clusters Score: Raw -523289.528444 + Penalty 669.305771 = -522620.222673 nChanged 125 SP:Iteration 9Q (69.191310 sec): 3 clusters Score: Raw -523355.350321 + Penalty 654.264146 = -522701.086176 nChanged 105 SP:Iteration 10F (69.211195 sec): 3 clusters Score: Raw -523402.730190 + Penalty 640.601080 = -522762.129109 nChanged 90 SP:Iteration 11Q (69.227589 sec): 3 clusters Score: Raw -523442.238627 + Penalty 628.959458 = -522813.279169 nChanged 79 SP:Iteration 12Q (69.243705 sec): 3 clusters Score: Raw -523475.770611 + Penalty 621.661993 = -522854.108618 nChanged 66 SP:Iteration 13Q (69.259810 sec): 3 clusters Score: Raw -523499.949702 + Penalty 610.350417 = -522889.599284 nChanged 53 SP:Iteration 14Q (69.275678 sec): 3 clusters Score: Raw -523520.826383 + Penalty 605.424642 = -522915.401741 nChanged 34 SP:Iteration 15Q (69.291503 sec): 3 clusters Score: Raw -523531.238036 + Penalty 603.348267 = -522927.889769 nChanged 27 SP:Iteration 16Q (69.307314 sec): 3 clusters Score: Raw -523540.568645 + Penalty 600.890441 = -522939.678204 nChanged 21 SP:Iteration 17Q (69.323229 sec): 3 clusters Score: Raw -523547.561729 + Penalty 601.070709 = -522946.491021 nChanged 19 SP:Iteration 18Q (69.339105 sec): 3 clusters Score: Raw -523554.182647 + Penalty 596.954202 = -522957.228445 nChanged 21 SP:Iteration 19Q (69.355933 sec): 3 clusters Score: Raw -523561.302829 + Penalty 591.843553 = -522969.459277 nChanged 15 SP:Iteration 20F (69.375897 sec): 3 clusters Score: Raw -523566.097958 + Penalty 590.866562 = -522975.231396 nChanged 16 SP:Iteration 21Q (69.391852 sec): 3 clusters Score: Raw -523569.533309 + Penalty 589.771557 = -522979.761751 nChanged 6 SP:Iteration 22Q (69.407473 sec): 3 clusters Score: Raw -523570.351659 + Penalty 589.675794 = -522980.675865 nChanged 5 SP:Iteration 23Q (69.429155 sec): 3 clusters Score: Raw -523571.115811 + Penalty 589.775655 = -522981.340156 nChanged 1 SP:Iteration 24Q (69.444885 sec): 3 clusters Score: Raw -523571.231851 + Penalty 589.775655 = -522981.456196 nChanged 0 SP:Iteration 25F (69.465866 sec): 3 clusters Score: Raw -523571.231851 + Penalty 589.775655 = -522981.456196 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 26 (776 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.474524 sec): 2 clusters Score: Raw -41500.808915 + Penalty 517.249720 = -40983.559195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.476201 sec): 3 clusters Score: Raw -41080.259044 + Penalty 1032.716484 = -40047.542560 nChanged 267 SP:Iteration 1F (69.477782 sec): 3 clusters Score: Raw -41231.247649 + Penalty 1035.998262 = -40195.249386 nChanged 84 SP:Iteration 2F (69.479372 sec): 3 clusters Score: Raw -41285.936855 + Penalty 1041.393817 = -40244.543039 nChanged 57 SP:Iteration 3F (69.480972 sec): 3 clusters Score: Raw -41331.396639 + Penalty 1045.673040 = -40285.723599 nChanged 40 SP:Iteration 4F (69.482566 sec): 3 clusters Score: Raw -41364.242531 + Penalty 1049.955981 = -40314.286550 nChanged 40 SP:Iteration 5F (69.484136 sec): 3 clusters Score: Raw -41389.799302 + Penalty 1052.484199 = -40337.315103 nChanged 28 SP:Iteration 6Q (69.485701 sec): 3 clusters Score: Raw -41406.723161 + Penalty 1054.630409 = -40352.092752 nChanged 19 SP:Iteration 7Q (69.487282 sec): 3 clusters Score: Raw -41418.423843 + Penalty 1056.037979 = -40362.385863 nChanged 22 SP:Iteration 8Q (69.488882 sec): 3 clusters Score: Raw -41432.320899 + Penalty 1057.711755 = -40374.609145 nChanged 17 SP:Iteration 9Q (69.490473 sec): 3 clusters Score: Raw -41441.783333 + Penalty 1058.117508 = -40383.665824 nChanged 13 SP:Iteration 10F (69.492049 sec): 3 clusters Score: Raw -41447.966587 + Penalty 1057.300892 = -40390.665695 nChanged 6 SP:Iteration 11Q (69.493611 sec): 3 clusters Score: Raw -41449.572402 + Penalty 1057.669417 = -40391.902985 nChanged 3 SP:Iteration 12Q (69.495172 sec): 3 clusters Score: Raw -41450.150061 + Penalty 1058.090227 = -40392.059834 nChanged 1 SP:Iteration 13Q (69.496782 sec): 3 clusters Score: Raw -41450.268834 + Penalty 1058.424801 = -40391.844033 nChanged 1 SP:Iteration 14F (69.498387 sec): 3 clusters Score: Raw -41450.485585 + Penalty 1058.821727 = -40391.663858 nChanged 1 SP:Iteration 15F (69.499966 sec): 3 clusters Score: Raw -41451.062988 + Penalty 1059.807444 = -40391.255544 nChanged 2 SP:Iteration 16F (69.501567 sec): 3 clusters Score: Raw -41451.848870 + Penalty 1059.497036 = -40392.351834 nChanged 2 SP:Iteration 17Q (69.503150 sec): 3 clusters Score: Raw -41452.245772 + Penalty 1059.497036 = -40392.748736 nChanged 0 SP:Iteration 18F (69.504775 sec): 3 clusters Score: Raw -41452.245772 + Penalty 1059.497036 = -40392.748736 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 31 (536 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.507351 sec): 2 clusters Score: Raw -27668.359901 + Penalty 845.914501 = -26822.445400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.508528 sec): 3 clusters Score: Raw -27525.467608 + Penalty 1694.285122 = -25831.182486 nChanged 129 SP:Iteration 1F (69.509692 sec): 3 clusters Score: Raw -27682.703403 + Penalty 1695.993348 = -25986.710054 nChanged 35 SP:Iteration 2F (69.510837 sec): 3 clusters Score: Raw -27733.254030 + Penalty 1697.754409 = -26035.499621 nChanged 28 SP:Iteration 3F (69.511984 sec): 3 clusters Score: Raw -27776.800219 + Penalty 1700.334348 = -26076.465872 nChanged 18 SP:Iteration 4Q (69.513092 sec): 3 clusters Score: Raw -27807.367028 + Penalty 1701.527091 = -26105.839937 nChanged 14 SP:Iteration 5Q (69.514229 sec): 3 clusters Score: Raw -27831.111560 + Penalty 1703.172688 = -26127.938871 nChanged 10 SP:Iteration 6Q (69.515326 sec): 3 clusters Score: Raw -27850.280362 + Penalty 1704.580101 = -26145.700261 nChanged 9 SP:Iteration 7Q (69.516416 sec): 3 clusters Score: Raw -27861.004477 + Penalty 1704.915325 = -26156.089153 nChanged 5 SP:Iteration 8Q (69.517505 sec): 3 clusters Score: Raw -27866.089854 + Penalty 1705.825365 = -26160.264488 nChanged 5 SP:Iteration 9Q (69.518590 sec): 3 clusters Score: Raw -27873.042413 + Penalty 1705.080752 = -26167.961661 nChanged 6 SP:Iteration 10F (69.519729 sec): 3 clusters Score: Raw -27884.074966 + Penalty 1705.368221 = -26178.706745 nChanged 5 SP:Iteration 11Q (69.520812 sec): 3 clusters Score: Raw -27889.549264 + Penalty 1705.171341 = -26184.377923 nChanged 6 SP:Iteration 12Q (69.521890 sec): 3 clusters Score: Raw -27897.801944 + Penalty 1705.266261 = -26192.535683 nChanged 5 SP:Iteration 13Q (69.522987 sec): 3 clusters Score: Raw -27903.565423 + Penalty 1705.202210 = -26198.363213 nChanged 1 SP:Iteration 14Q (69.524085 sec): 3 clusters Score: Raw -27904.729366 + Penalty 1705.218601 = -26199.510765 nChanged 1 SP:Iteration 15Q (69.525232 sec): 3 clusters Score: Raw -27905.478916 + Penalty 1705.218601 = -26200.260314 nChanged 0 SP:Iteration 16F (69.526469 sec): 3 clusters Score: Raw -27905.478916 + Penalty 1705.218601 = -26200.260314 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 33 (716 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.529535 sec): 2 clusters Score: Raw -37490.896763 + Penalty 297.267060 = -37193.629703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.531176 sec): 3 clusters Score: Raw -37093.108720 + Penalty 629.385934 = -36463.722786 nChanged 293 SP:Iteration 1F (69.532829 sec): 3 clusters Score: Raw -37324.055957 + Penalty 659.639219 = -36664.416738 nChanged 98 SP:Iteration 2F (69.534438 sec): 3 clusters Score: Raw -37403.689263 + Penalty 703.904688 = -36699.784576 nChanged 51 SP:Iteration 3F (69.535958 sec): 3 clusters Score: Raw -37454.509954 + Penalty 743.025780 = -36711.484174 nChanged 29 SP:Iteration 4Q (69.537448 sec): 3 clusters Score: Raw -37486.092348 + Penalty 756.938928 = -36729.153420 nChanged 17 SP:Iteration 5Q (69.538912 sec): 3 clusters Score: Raw -37506.641240 + Penalty 792.187021 = -36714.454219 nChanged 9 SP:Iteration 6F (69.540524 sec): 3 clusters Score: Raw -37516.358400 + Penalty 806.432036 = -36709.926364 nChanged 4 SP:Iteration 7F (69.542068 sec): 3 clusters Score: Raw -37519.441117 + Penalty 810.372182 = -36709.068935 nChanged 1 SP:Iteration 8F (69.543585 sec): 3 clusters Score: Raw -37520.146965 + Penalty 809.831699 = -36710.315266 nChanged 2 SP:Iteration 9Q (69.544915 sec): 3 clusters Score: Raw -37521.326720 + Penalty 809.831699 = -36711.495021 nChanged 0 SP:Iteration 10F (69.546480 sec): 3 clusters Score: Raw -37521.326720 + Penalty 809.831699 = -36711.495021 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 35 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.548235 sec): 2 clusters Score: Raw -10024.423400 + Penalty 560.460436 = -9463.962964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.548774 sec): 3 clusters Score: Raw -10008.054175 + Penalty 1119.508495 = -8888.545680 nChanged 30 SP:Iteration 1F (69.549304 sec): 3 clusters Score: Raw -10072.953029 + Penalty 1118.824391 = -8954.128638 nChanged 10 SP:Iteration 2F (69.549831 sec): 3 clusters Score: Raw -10110.631541 + Penalty 1118.473462 = -8992.158080 nChanged 5 SP:Iteration 3Q (69.550337 sec): 3 clusters Score: Raw -10122.980742 + Penalty 1118.523781 = -9004.456961 nChanged 3 SP:Iteration 4Q (69.550840 sec): 3 clusters Score: Raw -10130.758952 + Penalty 1119.814534 = -9010.944418 nChanged 5 SP:Iteration 5Q (69.551341 sec): 3 clusters Score: Raw -10141.169181 + Penalty 1119.681647 = -9021.487534 nChanged 2 SP:Iteration 6Q (69.551869 sec): 3 clusters Score: Raw -10148.618708 + Penalty 1120.154580 = -9028.464128 nChanged 1 SP:Iteration 7Q (69.552364 sec): 3 clusters Score: Raw -10150.148440 + Penalty 1120.154580 = -9029.993860 nChanged 0 SP:Iteration 8F (69.552889 sec): 3 clusters Score: Raw -10150.148440 + Penalty 1120.154580 = -9029.993860 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 36 (695 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.555840 sec): 2 clusters Score: Raw -35557.269790 + Penalty 897.911950 = -34659.357840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.557329 sec): 3 clusters Score: Raw -35300.950197 + Penalty 1794.067749 = -33506.882448 nChanged 197 SP:Iteration 1F (69.558774 sec): 3 clusters Score: Raw -35470.714728 + Penalty 1791.925668 = -33678.789060 nChanged 68 SP:Iteration 2F (69.560401 sec): 3 clusters Score: Raw -35563.942212 + Penalty 1790.754316 = -33773.187896 nChanged 39 SP:Iteration 3F (69.561832 sec): 3 clusters Score: Raw -35619.462037 + Penalty 1790.495079 = -33828.966959 nChanged 31 SP:Iteration 4Q (69.563242 sec): 3 clusters Score: Raw -35657.399315 + Penalty 1790.860714 = -33866.538601 nChanged 22 SP:Iteration 5Q (69.564735 sec): 3 clusters Score: Raw -35687.230794 + Penalty 1791.203269 = -33896.027525 nChanged 16 SP:Iteration 6Q (69.566191 sec): 3 clusters Score: Raw -35702.516005 + Penalty 1792.082741 = -33910.433264 nChanged 10 SP:Iteration 7Q (69.567590 sec): 3 clusters Score: Raw -35717.178902 + Penalty 1792.800898 = -33924.378004 nChanged 10 SP:Iteration 8Q (69.570840 sec): 3 clusters Score: Raw -35729.893188 + Penalty 1792.879694 = -33937.013494 nChanged 7 SP:Iteration 9Q (69.573601 sec): 3 clusters Score: Raw -35735.265586 + Penalty 1792.601206 = -33942.664379 nChanged 5 SP:Iteration 10F (69.576095 sec): 3 clusters Score: Raw -35740.319259 + Penalty 1792.246111 = -33948.073148 nChanged 3 SP:Iteration 11Q (69.578311 sec): 3 clusters Score: Raw -35743.377341 + Penalty 1792.307003 = -33951.070338 nChanged 4 SP:Iteration 12Q (69.580120 sec): 3 clusters Score: Raw -35754.389164 + Penalty 1792.719295 = -33961.669869 nChanged 9 SP:Iteration 13Q (69.581540 sec): 3 clusters Score: Raw -35767.662357 + Penalty 1792.905402 = -33974.756955 nChanged 10 SP:Iteration 14Q (69.582953 sec): 3 clusters Score: Raw -35776.673575 + Penalty 1792.916968 = -33983.756608 nChanged 7 SP:Iteration 15Q (69.584363 sec): 3 clusters Score: Raw -35781.340204 + Penalty 1792.709492 = -33988.630712 nChanged 3 SP:Iteration 16Q (69.585770 sec): 3 clusters Score: Raw -35785.256833 + Penalty 1792.466839 = -33992.789994 nChanged 4 SP:Iteration 17Q (69.587195 sec): 3 clusters Score: Raw -35788.761364 + Penalty 1792.466839 = -33996.294525 nChanged 0 SP:Iteration 18F (69.588722 sec): 3 clusters Score: Raw -35788.761364 + Penalty 1792.466839 = -33996.294525 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 37 (493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.590694 sec): 2 clusters Score: Raw -26037.518065 + Penalty 887.942719 = -25149.575346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.591779 sec): 3 clusters Score: Raw -25949.475934 + Penalty 1775.644950 = -24173.830984 nChanged 128 SP:Iteration 1F (69.592844 sec): 3 clusters Score: Raw -26144.731810 + Penalty 1773.756409 = -24370.975401 nChanged 36 SP:Iteration 2F (69.593906 sec): 3 clusters Score: Raw -26230.021439 + Penalty 1773.702361 = -24456.319077 nChanged 21 SP:Iteration 3Q (69.594945 sec): 3 clusters Score: Raw -26265.974295 + Penalty 1770.608035 = -24495.366260 nChanged 14 SP:Iteration 4Q (69.595974 sec): 3 clusters Score: Raw -26287.640944 + Penalty 1773.879891 = -24513.761053 nChanged 14 SP:Iteration 5Q (69.596998 sec): 3 clusters Score: Raw -26321.932390 + Penalty 1774.456686 = -24547.475704 nChanged 11 SP:Iteration 6Q (69.598019 sec): 3 clusters Score: Raw -26350.574536 + Penalty 1775.306474 = -24575.268062 nChanged 5 SP:Iteration 7Q (69.599069 sec): 3 clusters Score: Raw -26362.238344 + Penalty 1775.100427 = -24587.137916 nChanged 4 SP:Iteration 8Q (69.600080 sec): 3 clusters Score: Raw -26369.652233 + Penalty 1774.955104 = -24594.697129 nChanged 3 SP:Iteration 9Q (69.601088 sec): 3 clusters Score: Raw -26374.963367 + Penalty 1775.204585 = -24599.758782 nChanged 2 SP:Iteration 10F (69.602148 sec): 3 clusters Score: Raw -26379.768304 + Penalty 1775.644303 = -24604.124001 nChanged 1 SP:Iteration 11Q (69.603158 sec): 3 clusters Score: Raw -26382.039380 + Penalty 1775.644303 = -24606.395077 nChanged 0 SP:Iteration 12F (69.604217 sec): 3 clusters Score: Raw -26382.039380 + Penalty 1775.644303 = -24606.395077 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 39 (254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.605909 sec): 2 clusters Score: Raw -11107.275841 + Penalty 180.152818 = -10927.123023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.606565 sec): 3 clusters Score: Raw -11002.930623 + Penalty 423.039614 = -10579.891009 nChanged 92 SP:Iteration 1F (69.607208 sec): 3 clusters Score: Raw -11142.180578 + Penalty 447.312904 = -10694.867674 nChanged 19 SP:Iteration 2F (69.607883 sec): 3 clusters Score: Raw -11174.685405 + Penalty 469.452758 = -10705.232647 nChanged 6 SP:Iteration 3Q (69.608527 sec): 3 clusters Score: Raw -11191.795918 + Penalty 474.317908 = -10717.478011 nChanged 1 SP:Iteration 4Q (69.609137 sec): 3 clusters Score: Raw -11196.567603 + Penalty 474.317908 = -10722.249695 nChanged 0 SP:Iteration 5F (69.609780 sec): 3 clusters Score: Raw -11196.567603 + Penalty 474.317908 = -10722.249695 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 51 (1062 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.615857 sec): 2 clusters Score: Raw -52567.668352 + Penalty 463.146355 = -52104.521996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.617922 sec): 3 clusters Score: Raw -51965.429662 + Penalty 921.278023 = -51044.151639 nChanged 408 SP:Iteration 1F (69.619953 sec): 3 clusters Score: Raw -52254.695358 + Penalty 908.570550 = -51346.124808 nChanged 148 SP:Iteration 2F (69.622038 sec): 3 clusters Score: Raw -52400.328364 + Penalty 892.872919 = -51507.455445 nChanged 108 SP:Iteration 3F (69.624115 sec): 3 clusters Score: Raw -52512.674975 + Penalty 873.535712 = -51639.139263 nChanged 80 SP:Iteration 4F (69.626149 sec): 3 clusters Score: Raw -52590.207594 + Penalty 865.549830 = -51724.657764 nChanged 45 SP:Iteration 5Q (69.628166 sec): 3 clusters Score: Raw -52632.555240 + Penalty 857.478165 = -51775.077075 nChanged 27 SP:Iteration 6Q (69.630270 sec): 3 clusters Score: Raw -52665.279747 + Penalty 855.531369 = -51809.748378 nChanged 17 SP:Iteration 7Q (69.632367 sec): 3 clusters Score: Raw -52679.452481 + Penalty 852.210012 = -51827.242469 nChanged 8 SP:Iteration 8Q (69.634424 sec): 3 clusters Score: Raw -52685.944798 + Penalty 849.145246 = -51836.799552 nChanged 7 SP:Iteration 9Q (69.636386 sec): 3 clusters Score: Raw -52693.416409 + Penalty 848.188740 = -51845.227669 nChanged 7 SP:Iteration 10F (69.638414 sec): 3 clusters Score: Raw -52704.038392 + Penalty 843.236046 = -51860.802346 nChanged 5 SP:Iteration 11Q (69.640299 sec): 3 clusters Score: Raw -52710.726045 + Penalty 839.051003 = -51871.675041 nChanged 6 SP:Iteration 12Q (69.642161 sec): 3 clusters Score: Raw -52723.008097 + Penalty 836.773732 = -51886.234366 nChanged 5 SP:Iteration 13Q (69.644011 sec): 3 clusters Score: Raw -52727.240960 + Penalty 834.702664 = -51892.538296 nChanged 2 SP:Iteration 14Q (69.645824 sec): 3 clusters Score: Raw -52728.675577 + Penalty 834.702664 = -51893.972912 nChanged 0 SP:Iteration 15F (69.647858 sec): 3 clusters Score: Raw -52728.675577 + Penalty 834.702664 = -51893.972912 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 56 (418 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.654033 sec): 2 clusters Score: Raw -19495.732059 + Penalty 915.273483 = -18580.458576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.654978 sec): 3 clusters Score: Raw -19460.852710 + Penalty 1830.150336 = -17630.702374 nChanged 89 SP:Iteration 1F (69.655907 sec): 3 clusters Score: Raw -19593.426330 + Penalty 1829.385072 = -17764.041258 nChanged 20 SP:Iteration 2Q (69.656803 sec): 3 clusters Score: Raw -19629.577999 + Penalty 1829.408077 = -17800.169921 nChanged 14 SP:Iteration 3Q (69.657693 sec): 3 clusters Score: Raw -19655.121249 + Penalty 1829.184716 = -17825.936533 nChanged 4 SP:Iteration 4Q (69.658585 sec): 3 clusters Score: Raw -19665.203691 + Penalty 1829.405182 = -17835.798508 nChanged 3 SP:Iteration 5Q (69.659473 sec): 3 clusters Score: Raw -19668.750846 + Penalty 1829.213770 = -17839.537076 nChanged 1 SP:Iteration 6Q (69.660355 sec): 3 clusters Score: Raw -19671.073090 + Penalty 1829.213770 = -17841.859319 nChanged 0 SP:Iteration 7F (69.661278 sec): 3 clusters Score: Raw -19671.073090 + Penalty 1829.213770 = -17841.859319 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 77 (710 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.663771 sec): 2 clusters Score: Raw -33030.168367 + Penalty 576.737725 = -32453.430643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.665242 sec): 3 clusters Score: Raw -32693.081053 + Penalty 1151.403712 = -31541.677341 nChanged 224 SP:Iteration 1F (69.666690 sec): 3 clusters Score: Raw -32832.099157 + Penalty 1150.412706 = -31681.686451 nChanged 66 SP:Iteration 2F (69.668131 sec): 3 clusters Score: Raw -32876.546003 + Penalty 1150.133326 = -31726.412677 nChanged 28 SP:Iteration 3Q (69.669552 sec): 3 clusters Score: Raw -32899.141867 + Penalty 1148.351448 = -31750.790419 nChanged 29 SP:Iteration 4Q (69.670974 sec): 3 clusters Score: Raw -32917.121631 + Penalty 1146.347618 = -31770.774013 nChanged 20 SP:Iteration 5Q (69.672416 sec): 3 clusters Score: Raw -32932.510038 + Penalty 1142.710661 = -31789.799376 nChanged 25 SP:Iteration 6Q (69.673843 sec): 3 clusters Score: Raw -32951.486216 + Penalty 1140.167452 = -31811.318764 nChanged 17 SP:Iteration 7Q (69.675265 sec): 3 clusters Score: Raw -32962.303780 + Penalty 1137.206753 = -31825.097027 nChanged 19 SP:Iteration 8Q (69.676707 sec): 3 clusters Score: Raw -32974.215667 + Penalty 1135.937369 = -31838.278298 nChanged 14 SP:Iteration 9Q (69.678127 sec): 3 clusters Score: Raw -32981.895186 + Penalty 1139.336259 = -31842.558927 nChanged 16 SP:Iteration 10F (69.679592 sec): 3 clusters Score: Raw -32990.697419 + Penalty 1141.540902 = -31849.156518 nChanged 23 SP:Iteration 11Q (69.681033 sec): 3 clusters Score: Raw -33007.164518 + Penalty 1147.473828 = -31859.690691 nChanged 23 SP:Iteration 12Q (69.682450 sec): 3 clusters Score: Raw -33025.949634 + Penalty 1165.941201 = -31860.008432 nChanged 24 SP:Iteration 13Q (69.683856 sec): 3 clusters Score: Raw -33053.012409 + Penalty 1181.566920 = -31871.445489 nChanged 18 SP:Iteration 14Q (69.685250 sec): 3 clusters Score: Raw -33075.208137 + Penalty 1184.958058 = -31890.250079 nChanged 12 SP:Iteration 15Q (69.686631 sec): 3 clusters Score: Raw -33088.059617 + Penalty 1191.071898 = -31896.987720 nChanged 7 SP:Iteration 16Q (69.687995 sec): 3 clusters Score: Raw -33095.640170 + Penalty 1203.341816 = -31892.298354 nChanged 4 SP:Iteration 17F (69.689421 sec): 3 clusters Score: Raw -33103.841188 + Penalty 1214.984796 = -31888.856392 nChanged 5 SP:Iteration 18F (69.690830 sec): 3 clusters Score: Raw -33114.036179 + Penalty 1218.141030 = -31895.895149 nChanged 4 SP:Iteration 19Q (69.692155 sec): 3 clusters Score: Raw -33119.717519 + Penalty 1217.500580 = -31902.216939 nChanged 1 SP:Iteration 20F (69.693585 sec): 3 clusters Score: Raw -33120.053335 + Penalty 1218.631673 = -31901.421662 nChanged 1 SP:Iteration 21F (69.695022 sec): 3 clusters Score: Raw -33120.170961 + Penalty 1216.517710 = -31903.653250 nChanged 1 SP:Iteration 22Q (69.696365 sec): 3 clusters Score: Raw -33120.386876 + Penalty 1216.517710 = -31903.869166 nChanged 0 SP:Iteration 23F (69.697804 sec): 3 clusters Score: Raw -33120.386876 + Penalty 1216.517710 = -31903.869166 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 78 (296 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.699145 sec): 2 clusters Score: Raw -15949.590018 + Penalty 576.028334 = -15373.561684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.699996 sec): 3 clusters Score: Raw -15856.702756 + Penalty 1152.992341 = -14703.710415 nChanged 71 SP:Iteration 1F (69.700895 sec): 3 clusters Score: Raw -15913.566384 + Penalty 1158.563375 = -14755.003009 nChanged 18 SP:Iteration 2F (69.701660 sec): 3 clusters Score: Raw -15936.979525 + Penalty 1169.937189 = -14767.042336 nChanged 16 SP:Iteration 3F (69.702478 sec): 3 clusters Score: Raw -15951.880687 + Penalty 1180.761211 = -14771.119477 nChanged 13 SP:Iteration 4Q (69.703245 sec): 3 clusters Score: Raw -15966.259911 + Penalty 1193.226133 = -14773.033778 nChanged 12 SP:Iteration 5Q (69.703978 sec): 3 clusters Score: Raw -15980.738851 + Penalty 1204.140561 = -14776.598290 nChanged 7 SP:Iteration 6Q (69.704705 sec): 3 clusters Score: Raw -15987.998159 + Penalty 1214.733549 = -14773.264610 nChanged 8 SP:Iteration 7F (69.705453 sec): 3 clusters Score: Raw -15995.847233 + Penalty 1219.580679 = -14776.266554 nChanged 5 SP:Iteration 8Q (69.706178 sec): 3 clusters Score: Raw -15999.782644 + Penalty 1222.502567 = -14777.280078 nChanged 2 SP:Iteration 9Q (69.706893 sec): 3 clusters Score: Raw -16001.332410 + Penalty 1223.947617 = -14777.384792 nChanged 1 SP:Iteration 10F (69.707633 sec): 3 clusters Score: Raw -16001.553924 + Penalty 1223.947617 = -14777.606307 nChanged 0 Deleting Class 17 (115 points): Lose 1008.345890 but Gain 1071.979153 Iteration 219F (70.021900 sec): 25 clusters Score: Raw -1091008.529709 + Penalty 22526.861024 = -1068481.668685 nChanged 173 Iteration 220F (70.316377 sec): 25 clusters Score: Raw -1091560.338973 + Penalty 22619.023266 = -1068941.315708 nChanged 67 Iteration 221Q (70.391543 sec): 25 clusters Score: Raw -1091634.169006 + Penalty 22653.287618 = -1068980.881388 nChanged 49 Iteration 222Q (70.465344 sec): 25 clusters Score: Raw -1091675.394148 + Penalty 22667.065231 = -1069008.328917 nChanged 38 Iteration 223Q (70.539731 sec): 25 clusters Score: Raw -1091698.169727 + Penalty 22680.558530 = -1069017.611197 nChanged 27 Iteration 224Q (70.614041 sec): 25 clusters Score: Raw -1091714.850209 + Penalty 22689.545841 = -1069025.304367 nChanged 13 Iteration 225Q (70.687568 sec): 25 clusters Score: Raw -1091724.617175 + Penalty 22700.906125 = -1069023.711049 nChanged 10 Iteration 226F (70.978131 sec): 25 clusters Score: Raw -1091731.263489 + Penalty 22713.813795 = -1069017.449694 nChanged 8 Iteration 227F (71.268800 sec): 25 clusters Score: Raw -1091739.310299 + Penalty 22729.322711 = -1069009.987588 nChanged 6 Iteration 228F (71.559149 sec): 25 clusters Score: Raw -1091743.129419 + Penalty 22728.450576 = -1069014.678843 nChanged 1 Iteration 229Q (71.632471 sec): 25 clusters Score: Raw -1091743.229812 + Penalty 22727.453874 = -1069015.775939 nChanged 1 Iteration 230F (71.924951 sec): 25 clusters Score: Raw -1091743.274257 + Penalty 22727.453874 = -1069015.820383 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 -1091743.274257 + Penalty 22727.453874 = -1069015.820383Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 1 (370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.977751 sec): 2 clusters Score: Raw -14292.196457 + Penalty 275.856537 = -14016.339920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.978609 sec): 3 clusters Score: Raw -14164.549922 + Penalty 548.951937 = -13615.597984 nChanged 117 SP:Iteration 1F (71.979451 sec): 3 clusters Score: Raw -14297.089450 + Penalty 538.341097 = -13758.748353 nChanged 48 SP:Iteration 2F (71.980349 sec): 3 clusters Score: Raw -14369.182868 + Penalty 529.919465 = -13839.263403 nChanged 22 SP:Iteration 3F (71.981200 sec): 3 clusters Score: Raw -14392.592137 + Penalty 528.955527 = -13863.636610 nChanged 9 SP:Iteration 4Q (71.982007 sec): 3 clusters Score: Raw -14407.812854 + Penalty 528.449555 = -13879.363299 nChanged 9 SP:Iteration 5Q (71.982808 sec): 3 clusters Score: Raw -14428.060450 + Penalty 531.803783 = -13896.256667 nChanged 14 SP:Iteration 6Q (71.983607 sec): 3 clusters Score: Raw -14446.680089 + Penalty 530.437968 = -13916.242121 nChanged 8 SP:Iteration 7Q (71.984397 sec): 3 clusters Score: Raw -14456.723299 + Penalty 532.483782 = -13924.239517 nChanged 5 SP:Iteration 8Q (71.985187 sec): 3 clusters Score: Raw -14461.109711 + Penalty 535.144905 = -13925.964806 nChanged 5 SP:Iteration 9Q (71.985974 sec): 3 clusters Score: Raw -14462.653023 + Penalty 533.443688 = -13929.209334 nChanged 1 SP:Iteration 10F (71.986812 sec): 3 clusters Score: Raw -14472.814900 + Penalty 532.023136 = -13940.791764 nChanged 4 SP:Iteration 11Q (71.987599 sec): 3 clusters Score: Raw -14479.359531 + Penalty 531.310541 = -13948.048990 nChanged 4 SP:Iteration 12Q (71.989307 sec): 3 clusters Score: Raw -14486.840503 + Penalty 534.302794 = -13952.537709 nChanged 4 SP:Iteration 13Q (71.990999 sec): 3 clusters Score: Raw -14492.820237 + Penalty 536.184820 = -13956.635417 nChanged 2 SP:Iteration 14Q (71.992398 sec): 3 clusters Score: Raw -14495.161153 + Penalty 539.402280 = -13955.758873 nChanged 5 SP:Iteration 15F (71.993827 sec): 3 clusters Score: Raw -14498.349927 + Penalty 538.257555 = -13960.092372 nChanged 1 SP:Iteration 16Q (71.995160 sec): 3 clusters Score: Raw -14499.142042 + Penalty 538.257555 = -13960.884487 nChanged 0 SP:Iteration 17F (71.996426 sec): 3 clusters Score: Raw -14499.142042 + Penalty 538.257555 = -13960.884487 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 4 (1999 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.006135 sec): 2 clusters Score: Raw -96548.968572 + Penalty 114.204844 = -96434.763728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.009848 sec): 3 clusters Score: Raw -95276.263484 + Penalty 225.868746 = -95050.394738 nChanged 910 SP:Iteration 1F (72.013592 sec): 3 clusters Score: Raw -96211.485030 + Penalty 227.208816 = -95984.276213 nChanged 134 SP:Iteration 2F (72.017357 sec): 3 clusters Score: Raw -96293.206387 + Penalty 228.215197 = -96064.991190 nChanged 68 SP:Iteration 3Q (72.020998 sec): 3 clusters Score: Raw -96321.588164 + Penalty 228.844129 = -96092.744035 nChanged 37 SP:Iteration 4Q (72.024651 sec): 3 clusters Score: Raw -96334.480233 + Penalty 229.250050 = -96105.230183 nChanged 31 SP:Iteration 5Q (72.028237 sec): 3 clusters Score: Raw -96342.568619 + Penalty 229.049478 = -96113.519141 nChanged 24 SP:Iteration 6Q (72.031739 sec): 3 clusters Score: Raw -96349.603272 + Penalty 228.879764 = -96120.723508 nChanged 24 SP:Iteration 7Q (72.035198 sec): 3 clusters Score: Raw -96354.005413 + Penalty 229.098558 = -96124.906855 nChanged 15 SP:Iteration 8Q (72.038654 sec): 3 clusters Score: Raw -96356.384496 + Penalty 229.165445 = -96127.219051 nChanged 14 SP:Iteration 9Q (72.042108 sec): 3 clusters Score: Raw -96358.259914 + Penalty 229.465715 = -96128.794199 nChanged 8 SP:Iteration 10F (72.045727 sec): 3 clusters Score: Raw -96359.164778 + Penalty 229.344947 = -96129.819831 nChanged 7 SP:Iteration 11Q (72.049238 sec): 3 clusters Score: Raw -96361.081892 + Penalty 229.375425 = -96131.706467 nChanged 8 SP:Iteration 12Q (72.052801 sec): 3 clusters Score: Raw -96362.039337 + Penalty 229.313774 = -96132.725563 nChanged 7 SP:Iteration 13Q (72.056258 sec): 3 clusters Score: Raw -96362.440173 + Penalty 229.210575 = -96133.229598 nChanged 5 SP:Iteration 14Q (72.059770 sec): 3 clusters Score: Raw -96363.202954 + Penalty 229.430969 = -96133.771984 nChanged 5 SP:Iteration 15Q (72.063273 sec): 3 clusters Score: Raw -96364.014553 + Penalty 229.433482 = -96134.581071 nChanged 4 SP:Iteration 16Q (72.066740 sec): 3 clusters Score: Raw -96364.183663 + Penalty 229.299402 = -96134.884261 nChanged 5 SP:Iteration 17Q (72.070197 sec): 3 clusters Score: Raw -96365.192152 + Penalty 229.283282 = -96135.908869 nChanged 4 SP:Iteration 18Q (72.073649 sec): 3 clusters Score: Raw -96366.023970 + Penalty 229.455614 = -96136.568356 nChanged 7 SP:Iteration 19Q (72.077125 sec): 3 clusters Score: Raw -96366.616114 + Penalty 229.505184 = -96137.110931 nChanged 7 SP:Iteration 20F (72.080748 sec): 3 clusters Score: Raw -96367.421306 + Penalty 229.550690 = -96137.870616 nChanged 8 SP:Iteration 21Q (72.084371 sec): 3 clusters Score: Raw -96367.905659 + Penalty 229.500413 = -96138.405245 nChanged 4 SP:Iteration 22Q (72.087998 sec): 3 clusters Score: Raw -96367.997138 + Penalty 229.438692 = -96138.558445 nChanged 2 SP:Iteration 23Q (72.091490 sec): 3 clusters Score: Raw -96368.099117 + Penalty 229.384327 = -96138.714790 nChanged 2 SP:Iteration 24Q (72.094954 sec): 3 clusters Score: Raw -96368.203580 + Penalty 229.330093 = -96138.873488 nChanged 2 SP:Iteration 25Q (72.098450 sec): 3 clusters Score: Raw -96368.271257 + Penalty 229.313181 = -96138.958076 nChanged 2 SP:Iteration 26Q (72.101914 sec): 3 clusters Score: Raw -96368.300494 + Penalty 229.313181 = -96138.987313 nChanged 0 SP:Iteration 27F (72.105533 sec): 3 clusters Score: Raw -96368.300494 + Penalty 229.313181 = -96138.987313 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 6 (329 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.107046 sec): 2 clusters Score: Raw -15772.978411 + Penalty 73.727576 = -15699.250835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.107870 sec): 3 clusters Score: Raw -15570.460603 + Penalty 145.961974 = -15424.498629 nChanged 130 SP:Iteration 1F (72.108644 sec): 3 clusters Score: Raw -15710.393143 + Penalty 146.689529 = -15563.703614 nChanged 23 SP:Iteration 2F (72.109420 sec): 3 clusters Score: Raw -15726.347304 + Penalty 147.088633 = -15579.258671 nChanged 11 SP:Iteration 3Q (72.110179 sec): 3 clusters Score: Raw -15733.149724 + Penalty 147.536391 = -15585.613333 nChanged 12 SP:Iteration 4Q (72.110935 sec): 3 clusters Score: Raw -15744.714588 + Penalty 148.815735 = -15595.898853 nChanged 10 SP:Iteration 5Q (72.111683 sec): 3 clusters Score: Raw -15750.695295 + Penalty 148.770075 = -15601.925219 nChanged 7 SP:Iteration 6Q (72.112426 sec): 3 clusters Score: Raw -15754.134522 + Penalty 149.210383 = -15604.924139 nChanged 5 SP:Iteration 7Q (72.113165 sec): 3 clusters Score: Raw -15755.817965 + Penalty 149.374061 = -15606.443904 nChanged 3 SP:Iteration 8Q (72.113901 sec): 3 clusters Score: Raw -15756.259842 + Penalty 149.374061 = -15606.885781 nChanged 0 SP:Iteration 9F (72.114701 sec): 3 clusters Score: Raw -15756.259842 + Penalty 149.374061 = -15606.885781 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 7 (417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.116977 sec): 2 clusters Score: Raw -19897.720650 + Penalty 88.926112 = -19808.794538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.117952 sec): 3 clusters Score: Raw -19650.381975 + Penalty 182.270402 = -19468.111573 nChanged 172 SP:Iteration 1F (72.118886 sec): 3 clusters Score: Raw -19768.719900 + Penalty 180.431010 = -19588.288890 nChanged 30 SP:Iteration 2F (72.119812 sec): 3 clusters Score: Raw -19813.147494 + Penalty 178.386853 = -19634.760641 nChanged 29 SP:Iteration 3F (72.120735 sec): 3 clusters Score: Raw -19833.599183 + Penalty 177.541363 = -19656.057820 nChanged 27 SP:Iteration 4F (72.121662 sec): 3 clusters Score: Raw -19852.297417 + Penalty 176.743738 = -19675.553679 nChanged 26 SP:Iteration 5F (72.122595 sec): 3 clusters Score: Raw -19872.908388 + Penalty 176.970950 = -19695.937437 nChanged 17 SP:Iteration 6Q (72.123540 sec): 3 clusters Score: Raw -19884.070071 + Penalty 176.798643 = -19707.271428 nChanged 10 SP:Iteration 7Q (72.124468 sec): 3 clusters Score: Raw -19887.590711 + Penalty 176.843340 = -19710.747371 nChanged 9 SP:Iteration 8Q (72.125380 sec): 3 clusters Score: Raw -19890.920608 + Penalty 176.918670 = -19714.001938 nChanged 8 SP:Iteration 9Q (72.126284 sec): 3 clusters Score: Raw -19894.064452 + Penalty 177.091756 = -19716.972696 nChanged 3 SP:Iteration 10F (72.127223 sec): 3 clusters Score: Raw -19894.528169 + Penalty 177.269909 = -19717.258260 nChanged 3 SP:Iteration 11Q (72.128099 sec): 3 clusters Score: Raw -19895.232278 + Penalty 177.963281 = -19717.268996 nChanged 9 SP:Iteration 12Q (72.128973 sec): 3 clusters Score: Raw -19898.506732 + Penalty 178.450551 = -19720.056181 nChanged 7 SP:Iteration 13Q (72.129844 sec): 3 clusters Score: Raw -19900.313455 + Penalty 178.848339 = -19721.465116 nChanged 4 SP:Iteration 14Q (72.130715 sec): 3 clusters Score: Raw -19900.783546 + Penalty 178.866478 = -19721.917068 nChanged 1 SP:Iteration 15Q (72.131599 sec): 3 clusters Score: Raw -19901.036191 + Penalty 178.825286 = -19722.210905 nChanged 1 SP:Iteration 16Q (72.132474 sec): 3 clusters Score: Raw -19901.140123 + Penalty 178.825286 = -19722.314837 nChanged 0 SP:Iteration 17F (72.133395 sec): 3 clusters Score: Raw -19901.140123 + Penalty 178.825286 = -19722.314837 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 9 (292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.135390 sec): 2 clusters Score: Raw -14760.978644 + Penalty 906.274646 = -13854.703998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.136112 sec): 3 clusters Score: Raw -14828.054392 + Penalty 1812.656492 = -13015.397900 nChanged 58 SP:Iteration 1F (72.136823 sec): 3 clusters Score: Raw -14974.540008 + Penalty 1812.428213 = -13162.111794 nChanged 13 SP:Iteration 2Q (72.137498 sec): 3 clusters Score: Raw -15016.247601 + Penalty 1812.463074 = -13203.784527 nChanged 3 SP:Iteration 3Q (72.138175 sec): 3 clusters Score: Raw -15031.247377 + Penalty 1812.494867 = -13218.752510 nChanged 3 SP:Iteration 4Q (72.138844 sec): 3 clusters Score: Raw -15039.644751 + Penalty 1812.549292 = -13227.095459 nChanged 2 SP:Iteration 5Q (72.139510 sec): 3 clusters Score: Raw -15040.501208 + Penalty 1812.576455 = -13227.924752 nChanged 1 SP:Iteration 6Q (72.140201 sec): 3 clusters Score: Raw -15040.900190 + Penalty 1812.600931 = -13228.299259 nChanged 1 SP:Iteration 7Q (72.140898 sec): 3 clusters Score: Raw -15041.820394 + Penalty 1812.658969 = -13229.161426 nChanged 1 SP:Iteration 8Q (72.141592 sec): 3 clusters Score: Raw -15044.537846 + Penalty 1812.689492 = -13231.848354 nChanged 1 SP:Iteration 9Q (72.142283 sec): 3 clusters Score: Raw -15046.538371 + Penalty 1812.648987 = -13233.889384 nChanged 3 SP:Iteration 10F (72.143018 sec): 3 clusters Score: Raw -15056.734741 + Penalty 1812.667697 = -13244.067044 nChanged 4 SP:Iteration 11Q (72.143708 sec): 3 clusters Score: Raw -15063.953144 + Penalty 1812.672512 = -13251.280632 nChanged 1 SP:Iteration 12Q (72.144394 sec): 3 clusters Score: Raw -15064.450877 + Penalty 1812.742702 = -13251.708176 nChanged 1 SP:Iteration 13Q (72.145071 sec): 3 clusters Score: Raw -15065.570883 + Penalty 1812.790741 = -13252.780142 nChanged 1 SP:Iteration 14Q (72.145735 sec): 3 clusters Score: Raw -15067.251697 + Penalty 1812.843770 = -13254.407927 nChanged 1 SP:Iteration 15Q (72.146399 sec): 3 clusters Score: Raw -15068.363208 + Penalty 1813.104129 = -13255.259079 nChanged 3 SP:Iteration 16Q (72.147062 sec): 3 clusters Score: Raw -15072.517101 + Penalty 1813.135973 = -13259.381128 nChanged 2 SP:Iteration 17Q (72.147729 sec): 3 clusters Score: Raw -15073.655900 + Penalty 1813.190031 = -13260.465869 nChanged 2 SP:Iteration 18Q (72.148396 sec): 3 clusters Score: Raw -15075.472578 + Penalty 1813.201858 = -13262.270721 nChanged 2 SP:Iteration 19Q (72.149058 sec): 3 clusters Score: Raw -15077.273967 + Penalty 1813.203242 = -13264.070725 nChanged 1 SP:Iteration 20F (72.149795 sec): 3 clusters Score: Raw -15078.248651 + Penalty 1813.203242 = -13265.045409 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 11 (489 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.153171 sec): 2 clusters Score: Raw -20357.665538 + Penalty 686.571869 = -19671.093669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.154240 sec): 3 clusters Score: Raw -20186.851457 + Penalty 1373.928517 = -18812.922940 nChanged 124 SP:Iteration 1F (72.155282 sec): 3 clusters Score: Raw -20304.938896 + Penalty 1374.709238 = -18930.229658 nChanged 46 SP:Iteration 2F (72.156337 sec): 3 clusters Score: Raw -20375.471141 + Penalty 1376.491071 = -18998.980070 nChanged 33 SP:Iteration 3F (72.157395 sec): 3 clusters Score: Raw -20420.851459 + Penalty 1377.217903 = -19043.633556 nChanged 16 SP:Iteration 4Q (72.158448 sec): 3 clusters Score: Raw -20444.857117 + Penalty 1378.320344 = -19066.536773 nChanged 9 SP:Iteration 5Q (72.159473 sec): 3 clusters Score: Raw -20461.928501 + Penalty 1379.406610 = -19082.521891 nChanged 6 SP:Iteration 6Q (72.160494 sec): 3 clusters Score: Raw -20469.620780 + Penalty 1380.814287 = -19088.806493 nChanged 5 SP:Iteration 7Q (72.161513 sec): 3 clusters Score: Raw -20472.885506 + Penalty 1381.764773 = -19091.120733 nChanged 2 SP:Iteration 8Q (72.162529 sec): 3 clusters Score: Raw -20475.283203 + Penalty 1382.328096 = -19092.955107 nChanged 1 SP:Iteration 9Q (72.163541 sec): 3 clusters Score: Raw -20476.660783 + Penalty 1382.328096 = -19094.332687 nChanged 0 SP:Iteration 10F (72.164594 sec): 3 clusters Score: Raw -20476.660783 + Penalty 1382.328096 = -19094.332687 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 12 (279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.166489 sec): 2 clusters Score: Raw -9467.925648 + Penalty 847.345703 = -8620.579946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.167189 sec): 3 clusters Score: Raw -9509.795558 + Penalty 1690.121000 = -7819.674558 nChanged 48 SP:Iteration 1F (72.167883 sec): 3 clusters Score: Raw -9617.859764 + Penalty 1690.559695 = -7927.300069 nChanged 15 SP:Iteration 2F (72.168572 sec): 3 clusters Score: Raw -9669.258599 + Penalty 1692.270586 = -7976.988013 nChanged 10 SP:Iteration 3Q (72.169221 sec): 3 clusters Score: Raw -9688.023430 + Penalty 1693.169245 = -7994.854185 nChanged 1 SP:Iteration 4Q (72.169863 sec): 3 clusters Score: Raw -9691.395068 + Penalty 1693.050593 = -7998.344475 nChanged 1 SP:Iteration 5Q (72.170503 sec): 3 clusters Score: Raw -9692.482528 + Penalty 1693.050593 = -7999.431935 nChanged 0 SP:Iteration 6F (72.171191 sec): 3 clusters Score: Raw -9692.482528 + Penalty 1693.050593 = -7999.431935 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 13 (467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.173558 sec): 2 clusters Score: Raw -23121.090916 + Penalty 430.111715 = -22690.979201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.174606 sec): 3 clusters Score: Raw -22925.940273 + Penalty 887.900901 = -22038.039372 nChanged 153 SP:Iteration 1F (72.175625 sec): 3 clusters Score: Raw -23082.932467 + Penalty 904.714951 = -22178.217516 nChanged 46 SP:Iteration 2F (72.176640 sec): 3 clusters Score: Raw -23131.297042 + Penalty 911.614009 = -22219.683033 nChanged 18 SP:Iteration 3Q (72.177646 sec): 3 clusters Score: Raw -23146.501417 + Penalty 916.814737 = -22229.686680 nChanged 16 SP:Iteration 4Q (72.180593 sec): 3 clusters Score: Raw -23156.983872 + Penalty 916.917642 = -22240.066230 nChanged 4 SP:Iteration 5Q (72.182615 sec): 3 clusters Score: Raw -23158.401373 + Penalty 916.917642 = -22241.483731 nChanged 0 SP:Iteration 6F (72.184111 sec): 3 clusters Score: Raw -23158.401373 + Penalty 916.917642 = -22241.483731 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 19 (795 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.191161 sec): 2 clusters Score: Raw -42269.731065 + Penalty 674.849066 = -41594.881999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.192785 sec): 3 clusters Score: Raw -41851.884848 + Penalty 1349.259939 = -40502.624908 nChanged 253 SP:Iteration 1F (72.194395 sec): 3 clusters Score: Raw -41997.320558 + Penalty 1351.987900 = -40645.332658 nChanged 100 SP:Iteration 2F (72.195989 sec): 3 clusters Score: Raw -42079.002942 + Penalty 1364.637070 = -40714.365871 nChanged 73 SP:Iteration 3F (72.197564 sec): 3 clusters Score: Raw -42144.853455 + Penalty 1382.730089 = -40762.123366 nChanged 56 SP:Iteration 4F (72.199188 sec): 3 clusters Score: Raw -42194.182456 + Penalty 1382.618618 = -40811.563838 nChanged 40 SP:Iteration 5F (72.200806 sec): 3 clusters Score: Raw -42232.257983 + Penalty 1395.717299 = -40836.540684 nChanged 25 SP:Iteration 6Q (72.202411 sec): 3 clusters Score: Raw -42254.080474 + Penalty 1393.201172 = -40860.879302 nChanged 15 SP:Iteration 7Q (72.204036 sec): 3 clusters Score: Raw -42267.880200 + Penalty 1386.175367 = -40881.704833 nChanged 11 SP:Iteration 8Q (72.205623 sec): 3 clusters Score: Raw -42278.983519 + Penalty 1378.363062 = -40900.620457 nChanged 8 SP:Iteration 9Q (72.207207 sec): 3 clusters Score: Raw -42287.902018 + Penalty 1376.658272 = -40911.243747 nChanged 1 SP:Iteration 10F (72.208808 sec): 3 clusters Score: Raw -42288.438810 + Penalty 1377.023286 = -40911.415524 nChanged 1 SP:Iteration 11Q (72.210399 sec): 3 clusters Score: Raw -42289.085611 + Penalty 1377.702379 = -40911.383232 nChanged 1 SP:Iteration 12F (72.211992 sec): 3 clusters Score: Raw -42290.677715 + Penalty 1377.882018 = -40912.795697 nChanged 1 SP:Iteration 13Q (72.213552 sec): 3 clusters Score: Raw -42291.681985 + Penalty 1377.882018 = -40913.799967 nChanged 0 SP:Iteration 14F (72.215159 sec): 3 clusters Score: Raw -42291.681985 + Penalty 1377.882018 = -40913.799967 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 21 (1009 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.220352 sec): 2 clusters Score: Raw -56247.595057 + Penalty 648.052668 = -55599.542389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.222348 sec): 3 clusters Score: Raw -55764.134864 + Penalty 1295.029138 = -54469.105726 nChanged 357 SP:Iteration 1F (72.224348 sec): 3 clusters Score: Raw -56018.051704 + Penalty 1295.514670 = -54722.537035 nChanged 88 SP:Iteration 2F (72.226396 sec): 3 clusters Score: Raw -56103.254533 + Penalty 1297.451602 = -54805.802931 nChanged 66 SP:Iteration 3F (72.228469 sec): 3 clusters Score: Raw -56156.598480 + Penalty 1303.830614 = -54852.767866 nChanged 40 SP:Iteration 4Q (72.230430 sec): 3 clusters Score: Raw -56202.351955 + Penalty 1314.234654 = -54888.117301 nChanged 44 SP:Iteration 5Q (72.232378 sec): 3 clusters Score: Raw -56251.831867 + Penalty 1323.333289 = -54928.498578 nChanged 38 SP:Iteration 6Q (72.234264 sec): 3 clusters Score: Raw -56297.642790 + Penalty 1332.154308 = -54965.488483 nChanged 36 SP:Iteration 7Q (72.236118 sec): 3 clusters Score: Raw -56332.936577 + Penalty 1339.933820 = -54993.002758 nChanged 26 SP:Iteration 8Q (72.237951 sec): 3 clusters Score: Raw -56355.575740 + Penalty 1346.516108 = -55009.059632 nChanged 24 SP:Iteration 9Q (72.239767 sec): 3 clusters Score: Raw -56379.484298 + Penalty 1350.883417 = -55028.600881 nChanged 20 SP:Iteration 10F (72.241693 sec): 3 clusters Score: Raw -56392.832103 + Penalty 1354.378980 = -55038.453123 nChanged 9 SP:Iteration 11Q (72.243482 sec): 3 clusters Score: Raw -56397.871580 + Penalty 1358.096774 = -55039.774806 nChanged 8 SP:Iteration 12Q (72.245261 sec): 3 clusters Score: Raw -56401.395823 + Penalty 1360.370455 = -55041.025369 nChanged 6 SP:Iteration 13Q (72.247039 sec): 3 clusters Score: Raw -56404.856019 + Penalty 1361.892356 = -55042.963663 nChanged 4 SP:Iteration 14Q (72.248879 sec): 3 clusters Score: Raw -56406.625834 + Penalty 1363.292526 = -55043.333308 nChanged 4 SP:Iteration 15Q (72.250675 sec): 3 clusters Score: Raw -56408.622294 + Penalty 1364.807963 = -55043.814331 nChanged 4 SP:Iteration 16Q (72.252430 sec): 3 clusters Score: Raw -56412.140559 + Penalty 1366.045386 = -55046.095173 nChanged 4 SP:Iteration 17Q (72.254187 sec): 3 clusters Score: Raw -56415.564513 + Penalty 1366.555911 = -55049.008602 nChanged 3 SP:Iteration 18Q (72.255938 sec): 3 clusters Score: Raw -56417.198925 + Penalty 1366.555911 = -55050.643014 nChanged 0 SP:Iteration 19F (72.257885 sec): 3 clusters Score: Raw -56417.198925 + Penalty 1366.555911 = -55050.643014 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 23 (232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.260784 sec): 2 clusters Score: Raw -11587.750340 + Penalty 883.033935 = -10704.716405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.261421 sec): 3 clusters Score: Raw -11708.537297 + Penalty 1766.200255 = -9942.337041 nChanged 35 SP:Iteration 1F (72.262031 sec): 3 clusters Score: Raw -11798.213010 + Penalty 1766.263427 = -10031.949583 nChanged 10 SP:Iteration 2Q (72.262607 sec): 3 clusters Score: Raw -11815.720077 + Penalty 1766.330246 = -10049.389832 nChanged 5 SP:Iteration 3Q (72.263179 sec): 3 clusters Score: Raw -11824.102386 + Penalty 1766.363998 = -10057.738388 nChanged 3 SP:Iteration 4Q (72.263748 sec): 3 clusters Score: Raw -11829.268194 + Penalty 1766.363998 = -10062.904196 nChanged 0 SP:Iteration 5F (72.264381 sec): 3 clusters Score: Raw -11829.268194 + Penalty 1766.363998 = -10062.904196 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 24 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.265572 sec): 2 clusters Score: Raw -5592.195778 + Penalty 376.618656 = -5215.577122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.266094 sec): 3 clusters Score: Raw -5618.814763 + Penalty 748.929581 = -4869.885183 nChanged 31 SP:Iteration 1F (72.266605 sec): 3 clusters Score: Raw -5704.555447 + Penalty 752.407442 = -4952.148004 nChanged 17 SP:Iteration 2F (72.267115 sec): 3 clusters Score: Raw -5771.123236 + Penalty 754.756563 = -5016.366673 nChanged 6 SP:Iteration 3Q (72.267589 sec): 3 clusters Score: Raw -5784.910292 + Penalty 755.336849 = -5029.573443 nChanged 3 SP:Iteration 4Q (72.268061 sec): 3 clusters Score: Raw -5798.117922 + Penalty 755.336849 = -5042.781073 nChanged 0 SP:Iteration 5F (72.268570 sec): 3 clusters Score: Raw -5798.117922 + Penalty 755.336849 = -5042.781073 nChanged 0 Memory request: 0.05 GB would take us to total of 0.27 GB. Trying to split cluster 25 (11082 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.316436 sec): 2 clusters Score: Raw -524396.510926 + Penalty 293.897768 = -524102.613157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.337253 sec): 3 clusters Score: Raw -516951.547778 + Penalty 566.254992 = -516385.292786 nChanged 5275 SP:Iteration 1F (72.357295 sec): 3 clusters Score: Raw -519946.084071 + Penalty 562.295087 = -519383.788984 nChanged 1890 SP:Iteration 2F (72.377246 sec): 3 clusters Score: Raw -521790.074743 + Penalty 583.768951 = -521206.305792 nChanged 1370 SP:Iteration 3F (72.397159 sec): 3 clusters Score: Raw -523322.037150 + Penalty 602.515664 = -522719.521486 nChanged 717 SP:Iteration 4F (72.417126 sec): 3 clusters Score: Raw -524112.295292 + Penalty 539.721877 = -523572.573415 nChanged 225 SP:Iteration 5Q (72.435598 sec): 3 clusters Score: Raw -524323.487057 + Penalty 502.603320 = -523820.883736 nChanged 74 SP:Iteration 6Q (72.452014 sec): 3 clusters Score: Raw -524388.869191 + Penalty 497.268704 = -523891.600487 nChanged 29 SP:Iteration 7Q (72.468941 sec): 3 clusters Score: Raw -524406.974092 + Penalty 503.035879 = -523903.938213 nChanged 10 SP:Iteration 8Q (72.487046 sec): 3 clusters Score: Raw -524411.819263 + Penalty 518.926447 = -523892.892816 nChanged 6 SP:Iteration 9F (72.507071 sec): 3 clusters Score: Raw -524415.196819 + Penalty 538.592307 = -523876.604512 nChanged 5 SP:Iteration 10F (72.527046 sec): 3 clusters Score: Raw -524421.700355 + Penalty 554.979078 = -523866.721277 nChanged 3 SP:Iteration 11F (72.547459 sec): 3 clusters Score: Raw -524430.883620 + Penalty 545.115813 = -523885.767807 nChanged 3 SP:Iteration 12Q (72.563143 sec): 3 clusters Score: Raw -524436.926027 + Penalty 545.115813 = -523891.810214 nChanged 0 SP:Iteration 13F (72.582983 sec): 3 clusters Score: Raw -524436.926027 + Penalty 545.115813 = -523891.810214 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 26 (748 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.591638 sec): 2 clusters Score: Raw -40090.643035 + Penalty 522.601353 = -39568.041682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.593220 sec): 3 clusters Score: Raw -39694.226162 + Penalty 1045.196764 = -38649.029398 nChanged 252 SP:Iteration 1F (72.594767 sec): 3 clusters Score: Raw -39810.810582 + Penalty 1046.170576 = -38764.640006 nChanged 65 SP:Iteration 2F (72.596302 sec): 3 clusters Score: Raw -39842.004478 + Penalty 1046.804176 = -38795.200302 nChanged 43 SP:Iteration 3F (72.597841 sec): 3 clusters Score: Raw -39864.883834 + Penalty 1047.257151 = -38817.626682 nChanged 28 SP:Iteration 4Q (72.599363 sec): 3 clusters Score: Raw -39877.216322 + Penalty 1051.512706 = -38825.703616 nChanged 28 SP:Iteration 5Q (72.600873 sec): 3 clusters Score: Raw -39893.044548 + Penalty 1057.841912 = -38835.202635 nChanged 32 SP:Iteration 6Q (72.602432 sec): 3 clusters Score: Raw -39912.523233 + Penalty 1064.565757 = -38847.957476 nChanged 31 SP:Iteration 7Q (72.603971 sec): 3 clusters Score: Raw -39932.825077 + Penalty 1074.278531 = -38858.546547 nChanged 36 SP:Iteration 8Q (72.605490 sec): 3 clusters Score: Raw -39965.627579 + Penalty 1087.563210 = -38878.064369 nChanged 35 SP:Iteration 9Q (72.606996 sec): 3 clusters Score: Raw -39998.336111 + Penalty 1098.515288 = -38899.820823 nChanged 30 SP:Iteration 10F (72.608559 sec): 3 clusters Score: Raw -40029.971808 + Penalty 1109.631829 = -38920.339980 nChanged 27 SP:Iteration 11Q (72.610055 sec): 3 clusters Score: Raw -40054.504392 + Penalty 1124.654264 = -38929.850128 nChanged 18 SP:Iteration 12Q (72.611500 sec): 3 clusters Score: Raw -40072.045702 + Penalty 1126.192301 = -38945.853401 nChanged 14 SP:Iteration 13Q (72.612913 sec): 3 clusters Score: Raw -40083.955511 + Penalty 1130.439229 = -38953.516282 nChanged 9 SP:Iteration 14Q (72.614347 sec): 3 clusters Score: Raw -40092.122807 + Penalty 1132.239812 = -38959.882996 nChanged 7 SP:Iteration 15Q (72.615758 sec): 3 clusters Score: Raw -40101.422802 + Penalty 1137.846154 = -38963.576648 nChanged 4 SP:Iteration 16Q (72.617130 sec): 3 clusters Score: Raw -40105.941317 + Penalty 1137.846154 = -38968.095162 nChanged 0 SP:Iteration 17F (72.618714 sec): 3 clusters Score: Raw -40105.941317 + Penalty 1137.846154 = -38968.095162 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 31 (534 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.621553 sec): 2 clusters Score: Raw -27428.830525 + Penalty 842.258871 = -26586.571653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.622718 sec): 3 clusters Score: Raw -27326.389858 + Penalty 1688.275824 = -25638.114034 nChanged 138 SP:Iteration 1F (72.623860 sec): 3 clusters Score: Raw -27508.858359 + Penalty 1692.252659 = -25816.605700 nChanged 48 SP:Iteration 2F (72.624997 sec): 3 clusters Score: Raw -27580.412630 + Penalty 1694.277192 = -25886.135438 nChanged 24 SP:Iteration 3Q (72.626091 sec): 3 clusters Score: Raw -27611.753724 + Penalty 1697.584067 = -25914.169657 nChanged 21 SP:Iteration 4Q (72.627179 sec): 3 clusters Score: Raw -27637.637337 + Penalty 1697.603039 = -25940.034297 nChanged 8 SP:Iteration 5Q (72.628292 sec): 3 clusters Score: Raw -27649.963442 + Penalty 1697.356993 = -25952.606449 nChanged 6 SP:Iteration 6Q (72.629364 sec): 3 clusters Score: Raw -27659.517317 + Penalty 1698.934623 = -25960.582694 nChanged 3 SP:Iteration 7Q (72.630433 sec): 3 clusters Score: Raw -27665.822066 + Penalty 1700.333561 = -25965.488505 nChanged 1 SP:Iteration 8Q (72.631495 sec): 3 clusters Score: Raw -27667.850214 + Penalty 1703.747945 = -25964.102269 nChanged 2 SP:Iteration 9F (72.632625 sec): 3 clusters Score: Raw -27669.888320 + Penalty 1704.012709 = -25965.875611 nChanged 1 SP:Iteration 10F (72.633776 sec): 3 clusters Score: Raw -27670.871696 + Penalty 1704.012709 = -25966.858987 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 33 (715 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.637028 sec): 2 clusters Score: Raw -37437.540381 + Penalty 297.154740 = -37140.385640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.638527 sec): 3 clusters Score: Raw -36993.125654 + Penalty 607.703642 = -36385.422012 nChanged 289 SP:Iteration 1F (72.640008 sec): 3 clusters Score: Raw -37196.762013 + Penalty 625.940972 = -36570.821042 nChanged 101 SP:Iteration 2F (72.641507 sec): 3 clusters Score: Raw -37274.934835 + Penalty 638.806429 = -36636.128407 nChanged 49 SP:Iteration 3F (72.643009 sec): 3 clusters Score: Raw -37333.219399 + Penalty 648.220311 = -36684.999089 nChanged 38 SP:Iteration 4F (72.644499 sec): 3 clusters Score: Raw -37380.577372 + Penalty 646.869193 = -36733.708179 nChanged 21 SP:Iteration 5Q (72.645934 sec): 3 clusters Score: Raw -37403.584566 + Penalty 644.763162 = -36758.821404 nChanged 14 SP:Iteration 6Q (72.647314 sec): 3 clusters Score: Raw -37411.237110 + Penalty 650.579423 = -36760.657687 nChanged 5 SP:Iteration 7Q (72.648697 sec): 3 clusters Score: Raw -37413.235160 + Penalty 652.380162 = -36760.854998 nChanged 5 SP:Iteration 8Q (72.650085 sec): 3 clusters Score: Raw -37414.553106 + Penalty 652.380162 = -36762.172945 nChanged 0 SP:Iteration 9F (72.651577 sec): 3 clusters Score: Raw -37414.553106 + Penalty 652.380162 = -36762.172945 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 35 (177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.653424 sec): 2 clusters Score: Raw -9906.539223 + Penalty 560.148029 = -9346.391195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.653954 sec): 3 clusters Score: Raw -9894.345604 + Penalty 1119.918465 = -8774.427139 nChanged 28 SP:Iteration 1F (72.654475 sec): 3 clusters Score: Raw -9969.692684 + Penalty 1119.313901 = -8850.378783 nChanged 10 SP:Iteration 2F (72.654993 sec): 3 clusters Score: Raw -9998.277169 + Penalty 1119.891235 = -8878.385934 nChanged 5 SP:Iteration 3Q (72.655490 sec): 3 clusters Score: Raw -10009.756734 + Penalty 1120.417016 = -8889.339719 nChanged 2 SP:Iteration 4Q (72.655982 sec): 3 clusters Score: Raw -10020.194699 + Penalty 1120.008957 = -8900.185742 nChanged 4 SP:Iteration 5Q (72.656471 sec): 3 clusters Score: Raw -10032.283567 + Penalty 1119.793322 = -8912.490246 nChanged 3 SP:Iteration 6Q (72.656957 sec): 3 clusters Score: Raw -10039.855919 + Penalty 1119.233816 = -8920.622104 nChanged 2 SP:Iteration 7Q (72.657441 sec): 3 clusters Score: Raw -10048.406301 + Penalty 1119.123352 = -8929.282949 nChanged 1 SP:Iteration 8Q (72.657930 sec): 3 clusters Score: Raw -10050.480564 + Penalty 1118.824830 = -8931.655734 nChanged 1 SP:Iteration 9Q (72.658413 sec): 3 clusters Score: Raw -10053.971191 + Penalty 1118.824830 = -8935.146361 nChanged 0 SP:Iteration 10F (72.658932 sec): 3 clusters Score: Raw -10053.971191 + Penalty 1118.824830 = -8935.146361 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 36 (692 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.661917 sec): 2 clusters Score: Raw -35412.491826 + Penalty 896.957753 = -34515.534072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.663570 sec): 3 clusters Score: Raw -35198.810194 + Penalty 1793.570311 = -33405.239884 nChanged 193 SP:Iteration 1F (72.665025 sec): 3 clusters Score: Raw -35347.256705 + Penalty 1794.040438 = -33553.216266 nChanged 35 SP:Iteration 2F (72.666473 sec): 3 clusters Score: Raw -35393.383580 + Penalty 1795.021540 = -33598.362040 nChanged 21 SP:Iteration 3Q (72.667907 sec): 3 clusters Score: Raw -35413.539070 + Penalty 1797.030284 = -33616.508786 nChanged 15 SP:Iteration 4Q (72.669323 sec): 3 clusters Score: Raw -35430.582138 + Penalty 1798.441302 = -33632.140836 nChanged 16 SP:Iteration 5Q (72.670723 sec): 3 clusters Score: Raw -35445.244698 + Penalty 1800.418814 = -33644.825884 nChanged 16 SP:Iteration 6Q (72.672154 sec): 3 clusters Score: Raw -35467.110688 + Penalty 1801.270396 = -33665.840291 nChanged 17 SP:Iteration 7Q (72.673566 sec): 3 clusters Score: Raw -35488.040639 + Penalty 1802.423103 = -33685.617535 nChanged 7 SP:Iteration 8Q (72.674991 sec): 3 clusters Score: Raw -35508.741943 + Penalty 1802.245974 = -33706.495968 nChanged 9 SP:Iteration 9Q (72.676398 sec): 3 clusters Score: Raw -35517.815683 + Penalty 1802.571767 = -33715.243916 nChanged 10 SP:Iteration 10F (72.677843 sec): 3 clusters Score: Raw -35528.400692 + Penalty 1802.877022 = -33725.523670 nChanged 6 SP:Iteration 11Q (72.679224 sec): 3 clusters Score: Raw -35535.963189 + Penalty 1802.300196 = -33733.662994 nChanged 5 SP:Iteration 12Q (72.680588 sec): 3 clusters Score: Raw -35540.740482 + Penalty 1802.721565 = -33738.018918 nChanged 5 SP:Iteration 13Q (72.681981 sec): 3 clusters Score: Raw -35543.223565 + Penalty 1802.819900 = -33740.403665 nChanged 2 SP:Iteration 14Q (72.683432 sec): 3 clusters Score: Raw -35544.858058 + Penalty 1802.499370 = -33742.358688 nChanged 2 SP:Iteration 15Q (72.684813 sec): 3 clusters Score: Raw -35547.845557 + Penalty 1801.781713 = -33746.063844 nChanged 4 SP:Iteration 16Q (72.686207 sec): 3 clusters Score: Raw -35557.866790 + Penalty 1801.557898 = -33756.308892 nChanged 4 SP:Iteration 17Q (72.687583 sec): 3 clusters Score: Raw -35564.570089 + Penalty 1801.557898 = -33763.012191 nChanged 0 SP:Iteration 18F (72.689041 sec): 3 clusters Score: Raw -35564.570089 + Penalty 1801.557898 = -33763.012191 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 37 (514 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.691732 sec): 2 clusters Score: Raw -26890.316079 + Penalty 884.830867 = -26005.485211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.692887 sec): 3 clusters Score: Raw -26783.615160 + Penalty 1768.067781 = -25015.547379 nChanged 132 SP:Iteration 1F (72.694013 sec): 3 clusters Score: Raw -26964.704703 + Penalty 1765.009344 = -25199.695359 nChanged 48 SP:Iteration 2F (72.695122 sec): 3 clusters Score: Raw -27051.304569 + Penalty 1761.115813 = -25290.188756 nChanged 32 SP:Iteration 3F (72.696225 sec): 3 clusters Score: Raw -27110.037515 + Penalty 1760.142975 = -25349.894540 nChanged 20 SP:Iteration 4Q (72.697282 sec): 3 clusters Score: Raw -27141.858320 + Penalty 1759.000082 = -25382.858239 nChanged 10 SP:Iteration 5Q (72.698355 sec): 3 clusters Score: Raw -27148.998614 + Penalty 1757.286311 = -25391.712303 nChanged 5 SP:Iteration 6Q (72.699455 sec): 3 clusters Score: Raw -27153.049452 + Penalty 1755.919111 = -25397.130342 nChanged 4 SP:Iteration 7Q (72.700523 sec): 3 clusters Score: Raw -27156.842286 + Penalty 1754.398599 = -25402.443687 nChanged 7 SP:Iteration 8Q (72.701583 sec): 3 clusters Score: Raw -27170.718590 + Penalty 1754.301429 = -25416.417161 nChanged 3 SP:Iteration 9Q (72.702640 sec): 3 clusters Score: Raw -27172.167160 + Penalty 1753.896417 = -25418.270743 nChanged 2 SP:Iteration 10F (72.703737 sec): 3 clusters Score: Raw -27173.339453 + Penalty 1753.896417 = -25419.443036 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 39 (255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.705990 sec): 2 clusters Score: Raw -11142.991378 + Penalty 182.258986 = -10960.732392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.706659 sec): 3 clusters Score: Raw -11040.692291 + Penalty 418.162941 = -10622.529350 nChanged 88 SP:Iteration 1F (72.707311 sec): 3 clusters Score: Raw -11178.206152 + Penalty 432.459915 = -10745.746237 nChanged 22 SP:Iteration 2F (72.707965 sec): 3 clusters Score: Raw -11218.459800 + Penalty 453.121505 = -10765.338295 nChanged 11 SP:Iteration 3Q (72.708604 sec): 3 clusters Score: Raw -11235.055575 + Penalty 462.134332 = -10772.921243 nChanged 6 SP:Iteration 4Q (72.709257 sec): 3 clusters Score: Raw -11244.707990 + Penalty 470.307465 = -10774.400525 nChanged 5 SP:Iteration 5Q (72.709885 sec): 3 clusters Score: Raw -11251.319890 + Penalty 470.307465 = -10781.012425 nChanged 0 SP:Iteration 6F (72.710533 sec): 3 clusters Score: Raw -11251.319890 + Penalty 470.307465 = -10781.012425 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 51 (1066 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.715181 sec): 2 clusters Score: Raw -52696.004056 + Penalty 461.295305 = -52234.708751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.717283 sec): 3 clusters Score: Raw -52089.851263 + Penalty 924.813036 = -51165.038227 nChanged 391 SP:Iteration 1F (72.719361 sec): 3 clusters Score: Raw -52361.727158 + Penalty 932.701473 = -51429.025685 nChanged 127 SP:Iteration 2F (72.721440 sec): 3 clusters Score: Raw -52485.495239 + Penalty 937.414010 = -51548.081229 nChanged 85 SP:Iteration 3F (72.723525 sec): 3 clusters Score: Raw -52565.435292 + Penalty 953.546272 = -51611.889019 nChanged 61 SP:Iteration 4F (72.725731 sec): 3 clusters Score: Raw -52628.802596 + Penalty 962.051854 = -51666.750742 nChanged 36 SP:Iteration 5Q (72.727808 sec): 3 clusters Score: Raw -52663.792337 + Penalty 1001.989768 = -51661.802569 nChanged 24 SP:Iteration 6F (72.729919 sec): 3 clusters Score: Raw -52690.664650 + Penalty 1050.479439 = -51640.185211 nChanged 16 SP:Iteration 7F (72.732044 sec): 3 clusters Score: Raw -52708.499727 + Penalty 1063.113485 = -51645.386242 nChanged 3 SP:Iteration 8Q (72.734017 sec): 3 clusters Score: Raw -52717.285891 + Penalty 1069.282943 = -51648.002948 nChanged 3 SP:Iteration 9Q (72.736125 sec): 3 clusters Score: Raw -52722.628226 + Penalty 1076.149584 = -51646.478642 nChanged 4 SP:Iteration 10F (72.738361 sec): 3 clusters Score: Raw -52725.731361 + Penalty 1076.843103 = -51648.888258 nChanged 1 SP:Iteration 11Q (72.740315 sec): 3 clusters Score: Raw -52727.501089 + Penalty 1081.471262 = -51646.029827 nChanged 1 SP:Iteration 12F (72.742466 sec): 3 clusters Score: Raw -52729.473997 + Penalty 1081.471262 = -51648.002735 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 56 (431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.748655 sec): 2 clusters Score: Raw -20012.926602 + Penalty 920.050967 = -19092.875635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.749653 sec): 3 clusters Score: Raw -19953.653610 + Penalty 1840.757227 = -18112.896384 nChanged 85 SP:Iteration 1F (72.750617 sec): 3 clusters Score: Raw -20072.949876 + Penalty 1841.131924 = -18231.817952 nChanged 30 SP:Iteration 2F (72.751578 sec): 3 clusters Score: Raw -20117.148358 + Penalty 1840.918195 = -18276.230163 nChanged 10 SP:Iteration 3Q (72.752507 sec): 3 clusters Score: Raw -20138.050372 + Penalty 1840.902549 = -18297.147823 nChanged 6 SP:Iteration 4Q (72.753431 sec): 3 clusters Score: Raw -20144.480840 + Penalty 1841.029955 = -18303.450885 nChanged 1 SP:Iteration 5Q (72.754354 sec): 3 clusters Score: Raw -20145.288194 + Penalty 1841.029955 = -18304.258239 nChanged 0 SP:Iteration 6F (72.755315 sec): 3 clusters Score: Raw -20145.288194 + Penalty 1841.029955 = -18304.258239 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 77 (687 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.757759 sec): 2 clusters Score: Raw -32036.630937 + Penalty 578.310538 = -31458.320399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.759221 sec): 3 clusters Score: Raw -31709.417356 + Penalty 1187.403457 = -30522.013898 nChanged 231 SP:Iteration 1F (72.760683 sec): 3 clusters Score: Raw -31938.334944 + Penalty 1229.033949 = -30709.300995 nChanged 70 SP:Iteration 2F (72.762130 sec): 3 clusters Score: Raw -32017.022058 + Penalty 1254.039696 = -30762.982362 nChanged 40 SP:Iteration 3F (72.763582 sec): 3 clusters Score: Raw -32064.142090 + Penalty 1273.056783 = -30791.085307 nChanged 22 SP:Iteration 4Q (72.765035 sec): 3 clusters Score: Raw -32093.593433 + Penalty 1281.126188 = -30812.467245 nChanged 18 SP:Iteration 5Q (72.766473 sec): 3 clusters Score: Raw -32108.289062 + Penalty 1282.814481 = -30825.474580 nChanged 8 SP:Iteration 6Q (72.767891 sec): 3 clusters Score: Raw -32116.519737 + Penalty 1285.356480 = -30831.163257 nChanged 5 SP:Iteration 7Q (72.769290 sec): 3 clusters Score: Raw -32122.906936 + Penalty 1285.097829 = -30837.809107 nChanged 8 SP:Iteration 8Q (72.770675 sec): 3 clusters Score: Raw -32129.092311 + Penalty 1286.996054 = -30842.096258 nChanged 3 SP:Iteration 9Q (72.772087 sec): 3 clusters Score: Raw -32132.630835 + Penalty 1288.815294 = -30843.815541 nChanged 6 SP:Iteration 10F (72.773534 sec): 3 clusters Score: Raw -32136.700821 + Penalty 1291.471203 = -30845.229618 nChanged 7 SP:Iteration 11Q (72.774928 sec): 3 clusters Score: Raw -32150.103036 + Penalty 1290.714562 = -30859.388474 nChanged 6 SP:Iteration 12Q (72.776362 sec): 3 clusters Score: Raw -32159.843826 + Penalty 1291.095422 = -30868.748404 nChanged 4 SP:Iteration 13Q (72.777755 sec): 3 clusters Score: Raw -32162.524134 + Penalty 1292.574662 = -30869.949472 nChanged 4 SP:Iteration 14Q (72.779144 sec): 3 clusters Score: Raw -32165.816510 + Penalty 1290.695916 = -30875.120594 nChanged 3 SP:Iteration 15Q (72.780532 sec): 3 clusters Score: Raw -32167.112242 + Penalty 1290.019193 = -30877.093049 nChanged 5 SP:Iteration 16Q (72.781922 sec): 3 clusters Score: Raw -32170.855828 + Penalty 1291.830510 = -30879.025317 nChanged 3 SP:Iteration 17Q (72.783303 sec): 3 clusters Score: Raw -32175.584836 + Penalty 1291.066399 = -30884.518437 nChanged 3 SP:Iteration 18Q (72.784686 sec): 3 clusters Score: Raw -32177.512412 + Penalty 1288.845660 = -30888.666752 nChanged 2 SP:Iteration 19Q (72.786071 sec): 3 clusters Score: Raw -32178.187081 + Penalty 1288.845660 = -30889.341421 nChanged 0 SP:Iteration 20F (72.787518 sec): 3 clusters Score: Raw -32178.187081 + Penalty 1288.845660 = -30889.341421 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 78 (297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.788814 sec): 2 clusters Score: Raw -16001.766117 + Penalty 576.590190 = -15425.175927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.789581 sec): 3 clusters Score: Raw -15904.504532 + Penalty 1152.383743 = -14752.120789 nChanged 65 SP:Iteration 1F (72.790313 sec): 3 clusters Score: Raw -15958.633364 + Penalty 1158.249691 = -14800.383673 nChanged 21 SP:Iteration 2F (72.791046 sec): 3 clusters Score: Raw -15983.612604 + Penalty 1166.142203 = -14817.470401 nChanged 13 SP:Iteration 3Q (72.791770 sec): 3 clusters Score: Raw -15995.433464 + Penalty 1171.118989 = -14824.314475 nChanged 7 SP:Iteration 4Q (72.792492 sec): 3 clusters Score: Raw -16002.229751 + Penalty 1180.087640 = -14822.142110 nChanged 9 SP:Iteration 5F (72.793242 sec): 3 clusters Score: Raw -16011.848313 + Penalty 1187.459841 = -14824.388472 nChanged 9 SP:Iteration 6Q (72.793965 sec): 3 clusters Score: Raw -16021.238630 + Penalty 1203.012471 = -14818.226158 nChanged 11 SP:Iteration 7F (72.794693 sec): 3 clusters Score: Raw -16042.385303 + Penalty 1218.180078 = -14824.205225 nChanged 11 SP:Iteration 8Q (72.795416 sec): 3 clusters Score: Raw -16067.496166 + Penalty 1238.010200 = -14829.485966 nChanged 8 SP:Iteration 9Q (72.796143 sec): 3 clusters Score: Raw -16093.564352 + Penalty 1252.289944 = -14841.274409 nChanged 8 SP:Iteration 10F (72.796869 sec): 3 clusters Score: Raw -16114.007263 + Penalty 1263.299481 = -14850.707782 nChanged 7 SP:Iteration 11Q (72.797540 sec): 3 clusters Score: Raw -16130.306851 + Penalty 1268.384205 = -14861.922647 nChanged 5 SP:Iteration 12Q (72.798195 sec): 3 clusters Score: Raw -16144.169510 + Penalty 1271.312424 = -14872.857086 nChanged 3 SP:Iteration 13Q (72.798844 sec): 3 clusters Score: Raw -16151.508804 + Penalty 1271.312424 = -14880.196380 nChanged 0 SP:Iteration 14F (72.799566 sec): 3 clusters Score: Raw -16151.508804 + Penalty 1271.312424 = -14880.196380 nChanged 0 Time taken for this iteration:72.136272 seconds. 300->25 Clusters: Score -1069015.820383, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 231 (time per iteration =315.274390 ms) Total iterations: 2268 (time per iteration =32.111280 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 4508273750.000000 (time per metric unit =16.154384ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 112706843750.000000 (time per metric unit=646.175348ps) That took 72.828384 seconds. FileBase PeterP-2013-10-10_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 0.22 and 0.32 GB of RAM. Memory request: 0.11 GB would take us to total of 0.11 GB. ---------------------------------------------------------- Loaded 23412 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 23412 points ------ Starting initial clusters from distinct float masks Not enough masks (235) to generate starting clusters (300), so starting with (236) clusters instead. Assigned 236 initial classes from 235 unique masks. Deleting Class 209 (2 points): Lose 28.787926 but Gain 1524.577457 Iteration 0F (3.290214 sec): 235 clusters Score: Raw -908821.938961 + Penalty 239830.790771 = -668991.148190 nChanged 5234 Deleting Class 215 (1 points): Lose 19.365144 but Gain 1507.461113 Iteration 1F (5.732971 sec): 227 clusters Score: Raw -920078.313020 + Penalty 238839.601589 = -681238.711431 nChanged 2439 Deleting Class 214 (1 points): Lose 5.206307 but Gain 1607.222506 Iteration 2F (8.158003 sec): 226 clusters Score: Raw -925634.743773 + Penalty 235506.980995 = -690127.762778 nChanged 2147 Deleting Class 167 (3 points): Lose 28.735880 but Gain 1510.823063 Iteration 3F (10.526107 sec): 222 clusters Score: Raw -929247.732542 + Penalty 234075.015235 = -695172.717306 nChanged 1656 Deleting Class 224 (1 points): Lose 6.139390 but Gain 1472.027842 Iteration 4F (12.924827 sec): 221 clusters Score: Raw -931203.366718 + Penalty 232926.323991 = -698277.042727 nChanged 1195 Deleting Class 234 (1 points): Lose 4.975635 but Gain 1449.235327 Iteration 5F (15.292843 sec): 220 clusters Score: Raw -932311.805073 + Penalty 231699.583009 = -700612.222064 nChanged 823 Deleting Class 119 (6 points): Lose 137.597112 but Gain 1544.601269 Iteration 6Q (15.533894 sec): 219 clusters Score: Raw -932846.257588 + Penalty 230410.443795 = -702435.813793 nChanged 667 Deleting Class 201 (4 points): Lose 51.684947 but Gain 1450.955945 Iteration 7Q (15.748243 sec): 218 clusters Score: Raw -933372.836091 + Penalty 229070.140164 = -704302.695927 nChanged 516 Deleting Class 227 (3 points): Lose 35.365874 but Gain 1434.185904 Iteration 8Q (15.943897 sec): 217 clusters Score: Raw -933681.586247 + Penalty 227825.610976 = -705855.975270 nChanged 378 Deleting Class 160 (15 points): Lose 204.200460 but Gain 1598.304028 Iteration 9Q (16.120883 sec): 216 clusters Score: Raw -933731.190024 + Penalty 226336.032126 = -707395.157898 nChanged 342 Deleting Class 23 (9 points): Lose 82.105716 but Gain 1460.165594 Iteration 10F (18.443300 sec): 215 clusters Score: Raw -933894.373648 + Penalty 225055.396591 = -708838.977057 nChanged 279 Deleting Class 210 (2 points): Lose 44.507340 but Gain 1416.626682 Iteration 11Q (18.609827 sec): 214 clusters Score: Raw -934072.004283 + Penalty 223670.269557 = -710401.734727 nChanged 216 Deleting Class 67 (20 points): Lose 186.490906 but Gain 1554.788830 Iteration 12Q (18.767754 sec): 213 clusters Score: Raw -934022.286579 + Penalty 222350.208936 = -711672.077643 nChanged 207 Deleting Class 134 (2 points): Lose 19.551640 but Gain 1386.385046 Iteration 13Q (18.923254 sec): 212 clusters Score: Raw -934214.656788 + Penalty 220894.245214 = -713320.411574 nChanged 158 Deleting Class 163 (6 points): Lose 90.737845 but Gain 1453.450207 Iteration 14Q (19.081090 sec): 211 clusters Score: Raw -934267.011686 + Penalty 219645.648971 = -714621.362715 nChanged 155 Deleting Class 204 (1 points): Lose 9.266844 but Gain 1369.123083 Iteration 15Q (19.239733 sec): 210 clusters Score: Raw -934377.840572 + Penalty 218301.931122 = -716075.909450 nChanged 134 Deleting Class 164 (14 points): Lose 118.606762 but Gain 1477.950296 Iteration 16Q (19.394246 sec): 209 clusters Score: Raw -934336.063526 + Penalty 216962.352315 = -717373.711210 nChanged 138 Deleting Class 222 (3 points): Lose 31.543806 but Gain 1374.604963 Iteration 17Q (19.545157 sec): 208 clusters Score: Raw -934435.117289 + Penalty 215737.643540 = -718697.473748 nChanged 148 Deleting Class 191 (3 points): Lose 41.690063 but Gain 1380.511972 Iteration 18Q (19.693680 sec): 207 clusters Score: Raw -934545.409519 + Penalty 214367.897634 = -720177.511885 nChanged 138 Deleting Class 43 (17 points): Lose 109.029347 but Gain 1444.873478 Iteration 19Q (19.837472 sec): 206 clusters Score: Raw -934572.677589 + Penalty 213009.084564 = -721563.593025 nChanged 126 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 -934572.677589 + Penalty 213009.084564 = -721563.593025Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 1 (741 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.919998 sec): 2 clusters Score: Raw -32622.632557 + Penalty 369.727614 = -32252.904944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.921484 sec): 3 clusters Score: Raw -32213.178782 + Penalty 753.356616 = -31459.822166 nChanged 273 SP:Iteration 1F (19.922982 sec): 3 clusters Score: Raw -32377.663689 + Penalty 774.855585 = -31602.808105 nChanged 98 SP:Iteration 2F (19.924461 sec): 3 clusters Score: Raw -32475.041080 + Penalty 788.733972 = -31686.307107 nChanged 59 SP:Iteration 3F (19.925930 sec): 3 clusters Score: Raw -32552.011581 + Penalty 800.871578 = -31751.140002 nChanged 52 SP:Iteration 4F (19.927401 sec): 3 clusters Score: Raw -32611.411392 + Penalty 818.556983 = -31792.854409 nChanged 31 SP:Iteration 5Q (19.928876 sec): 3 clusters Score: Raw -32650.162181 + Penalty 829.087275 = -31821.074905 nChanged 17 SP:Iteration 6Q (19.930298 sec): 3 clusters Score: Raw -32665.856036 + Penalty 833.583169 = -31832.272867 nChanged 10 SP:Iteration 7Q (19.931683 sec): 3 clusters Score: Raw -32672.376044 + Penalty 835.316347 = -31837.059696 nChanged 6 SP:Iteration 8Q (19.935096 sec): 3 clusters Score: Raw -32676.347341 + Penalty 833.638865 = -31842.708476 nChanged 6 SP:Iteration 9Q (19.938146 sec): 3 clusters Score: Raw -32679.369678 + Penalty 833.638865 = -31845.730813 nChanged 0 SP:Iteration 10F (19.940820 sec): 3 clusters Score: Raw -32679.369678 + Penalty 833.638865 = -31845.730813 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 2 (2530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.953607 sec): 2 clusters Score: Raw -105512.309093 + Penalty 81.822136 = -105430.486957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.958309 sec): 3 clusters Score: Raw -103840.685031 + Penalty 164.409583 = -103676.275448 nChanged 1208 SP:Iteration 1F (19.963188 sec): 3 clusters Score: Raw -104642.475689 + Penalty 168.604907 = -104473.870782 nChanged 200 SP:Iteration 2F (19.967941 sec): 3 clusters Score: Raw -104718.922108 + Penalty 173.400836 = -104545.521273 nChanged 134 SP:Iteration 3F (19.972609 sec): 3 clusters Score: Raw -104796.728446 + Penalty 182.129780 = -104614.598666 nChanged 147 SP:Iteration 4F (19.977313 sec): 3 clusters Score: Raw -104922.814964 + Penalty 196.724399 = -104726.090565 nChanged 168 SP:Iteration 5F (19.982236 sec): 3 clusters Score: Raw -105085.471304 + Penalty 217.519667 = -104867.951637 nChanged 153 SP:Iteration 6F (19.987122 sec): 3 clusters Score: Raw -105248.429235 + Penalty 234.698547 = -105013.730689 nChanged 86 SP:Iteration 7Q (19.991839 sec): 3 clusters Score: Raw -105371.304516 + Penalty 240.194361 = -105131.110155 nChanged 44 SP:Iteration 8Q (19.996484 sec): 3 clusters Score: Raw -105466.083782 + Penalty 240.928778 = -105225.155003 nChanged 22 SP:Iteration 9Q (20.000625 sec): 3 clusters Score: Raw -105490.442934 + Penalty 241.832331 = -105248.610603 nChanged 14 SP:Iteration 10F (20.005268 sec): 3 clusters Score: Raw -105495.334358 + Penalty 244.842556 = -105250.491803 nChanged 7 SP:Iteration 11Q (20.009239 sec): 3 clusters Score: Raw -105496.612013 + Penalty 247.372196 = -105249.239817 nChanged 7 SP:Iteration 12F (20.014029 sec): 3 clusters Score: Raw -105497.584542 + Penalty 248.974109 = -105248.610433 nChanged 4 SP:Iteration 13F (20.018759 sec): 3 clusters Score: Raw -105497.913919 + Penalty 247.840858 = -105250.073061 nChanged 3 SP:Iteration 14Q (20.022723 sec): 3 clusters Score: Raw -105498.707305 + Penalty 249.488944 = -105249.218360 nChanged 6 SP:Iteration 15F (20.027595 sec): 3 clusters Score: Raw -105501.210556 + Penalty 252.092797 = -105249.117759 nChanged 9 SP:Iteration 16F (20.032363 sec): 3 clusters Score: Raw -105504.119169 + Penalty 259.029932 = -105245.089237 nChanged 11 SP:Iteration 17F (20.037057 sec): 3 clusters Score: Raw -105509.307833 + Penalty 258.533337 = -105250.774496 nChanged 10 SP:Iteration 18Q (20.040960 sec): 3 clusters Score: Raw -105513.696390 + Penalty 263.934506 = -105249.761884 nChanged 12 SP:Iteration 19F (20.045793 sec): 3 clusters Score: Raw -105518.896656 + Penalty 266.303969 = -105252.592687 nChanged 10 SP:Iteration 20F (20.050453 sec): 3 clusters Score: Raw -105523.862202 + Penalty 272.611705 = -105251.250497 nChanged 9 SP:Iteration 21F (20.055127 sec): 3 clusters Score: Raw -105526.733308 + Penalty 276.687780 = -105250.045528 nChanged 9 SP:Iteration 22F (20.059818 sec): 3 clusters Score: Raw -105530.386877 + Penalty 281.910601 = -105248.476276 nChanged 9 SP:Iteration 23F (20.064913 sec): 3 clusters Score: Raw -105532.367017 + Penalty 286.249625 = -105246.117392 nChanged 6 SP:Iteration 24F (20.069608 sec): 3 clusters Score: Raw -105534.156905 + Penalty 284.327459 = -105249.829447 nChanged 6 SP:Iteration 25Q (20.073415 sec): 3 clusters Score: Raw -105536.224206 + Penalty 289.404908 = -105246.819298 nChanged 4 SP:Iteration 26F (20.078204 sec): 3 clusters Score: Raw -105537.021916 + Penalty 286.957619 = -105250.064297 nChanged 3 SP:Iteration 27Q (20.082235 sec): 3 clusters Score: Raw -105537.586153 + Penalty 292.212561 = -105245.373592 nChanged 4 SP:Iteration 28F (20.086936 sec): 3 clusters Score: Raw -105538.260184 + Penalty 295.373691 = -105242.886492 nChanged 2 SP:Iteration 29F (20.091624 sec): 3 clusters Score: Raw -105538.466955 + Penalty 296.833441 = -105241.633515 nChanged 1 SP:Iteration 30F (20.096329 sec): 3 clusters Score: Raw -105538.526029 + Penalty 296.833441 = -105241.692589 nChanged 0 Memory request: 0.05 GB would take us to total of 0.27 GB. Trying to split cluster 3 (10309 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.143279 sec): 2 clusters Score: Raw -426026.681899 + Penalty 232.438390 = -425794.243509 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.162362 sec): 3 clusters Score: Raw -419122.051752 + Penalty 472.256850 = -418649.794902 nChanged 4872 SP:Iteration 1F (20.181548 sec): 3 clusters Score: Raw -423094.911572 + Penalty 458.707266 = -422636.204307 nChanged 1577 SP:Iteration 2F (20.200164 sec): 3 clusters Score: Raw -424823.239455 + Penalty 427.443330 = -424395.796125 nChanged 545 SP:Iteration 3F (20.218793 sec): 3 clusters Score: Raw -425592.414071 + Penalty 411.311525 = -425181.102545 nChanged 190 SP:Iteration 4Q (20.234800 sec): 3 clusters Score: Raw -425718.459230 + Penalty 405.142561 = -425313.316669 nChanged 140 SP:Iteration 5Q (20.250978 sec): 3 clusters Score: Raw -425796.003383 + Penalty 401.440000 = -425394.563383 nChanged 99 SP:Iteration 6Q (20.266196 sec): 3 clusters Score: Raw -425842.134070 + Penalty 398.644702 = -425443.489368 nChanged 65 SP:Iteration 7Q (20.281493 sec): 3 clusters Score: Raw -425866.349697 + Penalty 397.460483 = -425468.889214 nChanged 62 SP:Iteration 8Q (20.296629 sec): 3 clusters Score: Raw -425886.873204 + Penalty 395.574528 = -425491.298676 nChanged 42 SP:Iteration 9Q (20.311819 sec): 3 clusters Score: Raw -425898.012186 + Penalty 390.567930 = -425507.444256 nChanged 39 SP:Iteration 10F (20.330536 sec): 3 clusters Score: Raw -425908.973739 + Penalty 390.449341 = -425518.524398 nChanged 39 SP:Iteration 11Q (20.345680 sec): 3 clusters Score: Raw -425919.401133 + Penalty 391.007616 = -425528.393517 nChanged 32 SP:Iteration 12Q (20.360834 sec): 3 clusters Score: Raw -425928.169396 + Penalty 391.489474 = -425536.679922 nChanged 30 SP:Iteration 13Q (20.376009 sec): 3 clusters Score: Raw -425936.108809 + Penalty 393.554614 = -425542.554194 nChanged 23 SP:Iteration 14Q (20.391134 sec): 3 clusters Score: Raw -425941.332975 + Penalty 394.614607 = -425546.718368 nChanged 28 SP:Iteration 15Q (20.406512 sec): 3 clusters Score: Raw -425948.991059 + Penalty 394.962451 = -425554.028608 nChanged 28 SP:Iteration 16Q (20.421359 sec): 3 clusters Score: Raw -425957.457834 + Penalty 396.398569 = -425561.059265 nChanged 23 SP:Iteration 17Q (20.436235 sec): 3 clusters Score: Raw -425964.491849 + Penalty 396.402189 = -425568.089660 nChanged 27 SP:Iteration 18Q (20.451415 sec): 3 clusters Score: Raw -425973.603254 + Penalty 394.333187 = -425579.270066 nChanged 21 SP:Iteration 19Q (20.466093 sec): 3 clusters Score: Raw -425981.633266 + Penalty 394.259843 = -425587.373422 nChanged 19 SP:Iteration 20F (20.485303 sec): 3 clusters Score: Raw -425986.120440 + Penalty 396.353424 = -425589.767017 nChanged 14 SP:Iteration 21Q (20.500362 sec): 3 clusters Score: Raw -425989.997560 + Penalty 395.836469 = -425594.161091 nChanged 14 SP:Iteration 22Q (20.515238 sec): 3 clusters Score: Raw -425993.498987 + Penalty 396.034320 = -425597.464667 nChanged 9 SP:Iteration 23Q (20.530249 sec): 3 clusters Score: Raw -425996.442403 + Penalty 396.530318 = -425599.912085 nChanged 11 SP:Iteration 24Q (20.544843 sec): 3 clusters Score: Raw -425999.596561 + Penalty 395.549432 = -425604.047130 nChanged 5 SP:Iteration 25Q (20.559478 sec): 3 clusters Score: Raw -426000.587167 + Penalty 395.624773 = -425604.962395 nChanged 4 SP:Iteration 26Q (20.574577 sec): 3 clusters Score: Raw -426001.144320 + Penalty 396.086107 = -425605.058213 nChanged 1 SP:Iteration 27Q (20.589514 sec): 3 clusters Score: Raw -426001.344036 + Penalty 396.204205 = -425605.139831 nChanged 1 SP:Iteration 28Q (20.604068 sec): 3 clusters Score: Raw -426001.428077 + Penalty 395.910450 = -425605.517627 nChanged 2 SP:Iteration 29Q (20.618735 sec): 3 clusters Score: Raw -426001.568534 + Penalty 396.090815 = -425605.477719 nChanged 1 SP:Iteration 30F (20.637183 sec): 3 clusters Score: Raw -426001.647442 + Penalty 396.604701 = -425605.042741 nChanged 2 SP:Iteration 31F (20.655789 sec): 3 clusters Score: Raw -426001.850271 + Penalty 397.444144 = -425604.406127 nChanged 3 SP:Iteration 32F (20.674225 sec): 3 clusters Score: Raw -426002.578009 + Penalty 398.819295 = -425603.758715 nChanged 5 SP:Iteration 33F (20.693172 sec): 3 clusters Score: Raw -426004.179569 + Penalty 396.616146 = -425607.563424 nChanged 4 SP:Iteration 34Q (20.707861 sec): 3 clusters Score: Raw -426004.780024 + Penalty 397.300718 = -425607.479306 nChanged 2 SP:Iteration 35F (20.726484 sec): 3 clusters Score: Raw -426004.944927 + Penalty 398.369013 = -425606.575914 nChanged 2 SP:Iteration 36F (20.745142 sec): 3 clusters Score: Raw -426005.124489 + Penalty 397.940715 = -425607.183774 nChanged 1 SP:Iteration 37Q (20.760447 sec): 3 clusters Score: Raw -426005.153942 + Penalty 397.422894 = -425607.731048 nChanged 1 SP:Iteration 38Q (20.775439 sec): 3 clusters Score: Raw -426005.208976 + Penalty 397.422894 = -425607.786082 nChanged 0 SP:Iteration 39F (20.794436 sec): 3 clusters Score: Raw -426005.208976 + Penalty 397.422894 = -425607.786082 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 4 (136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.801680 sec): 2 clusters Score: Raw -5448.398972 + Penalty 73.254936 = -5375.144037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.802153 sec): 3 clusters Score: Raw -5376.636622 + Penalty 146.168833 = -5230.467789 nChanged 50 SP:Iteration 1F (20.802597 sec): 3 clusters Score: Raw -5422.903966 + Penalty 145.280526 = -5277.623440 nChanged 15 SP:Iteration 2F (20.803038 sec): 3 clusters Score: Raw -5436.057537 + Penalty 144.757319 = -5291.300218 nChanged 8 SP:Iteration 3F (20.803480 sec): 3 clusters Score: Raw -5441.240317 + Penalty 146.596550 = -5294.643767 nChanged 4 SP:Iteration 4Q (20.803917 sec): 3 clusters Score: Raw -5447.351149 + Penalty 147.276945 = -5300.074204 nChanged 4 SP:Iteration 5Q (20.804351 sec): 3 clusters Score: Raw -5449.520679 + Penalty 147.330439 = -5302.190240 nChanged 3 SP:Iteration 6Q (20.804782 sec): 3 clusters Score: Raw -5453.490627 + Penalty 147.613594 = -5305.877033 nChanged 2 SP:Iteration 7Q (20.805213 sec): 3 clusters Score: Raw -5456.022244 + Penalty 147.945331 = -5308.076913 nChanged 1 SP:Iteration 8Q (20.805643 sec): 3 clusters Score: Raw -5456.378845 + Penalty 148.334130 = -5308.044715 nChanged 1 SP:Iteration 9F (20.806082 sec): 3 clusters Score: Raw -5456.703275 + Penalty 148.334130 = -5308.369145 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 5 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.807048 sec): 2 clusters Score: Raw -1327.522273 + Penalty 442.237213 = -885.285060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.807318 sec): 3 clusters Score: Raw -1432.694855 + Penalty 882.038381 = -550.656475 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 6 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.808287 sec): 2 clusters Score: Raw -2120.790120 + Penalty 226.611895 = -1894.178225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.808579 sec): 3 clusters Score: Raw -2115.371954 + Penalty 463.866727 = -1651.505227 nChanged 4 SP:Iteration 1F (20.808868 sec): 3 clusters Score: Raw -2125.149603 + Penalty 463.866727 = -1661.282876 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 7 (408 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.811031 sec): 2 clusters Score: Raw -18608.731819 + Penalty 329.252095 = -18279.479724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.811953 sec): 3 clusters Score: Raw -18416.829617 + Penalty 655.574163 = -17761.255453 nChanged 145 SP:Iteration 1F (20.812857 sec): 3 clusters Score: Raw -18542.307547 + Penalty 649.092588 = -17893.214959 nChanged 48 SP:Iteration 2F (20.813761 sec): 3 clusters Score: Raw -18587.984012 + Penalty 643.927117 = -17944.056895 nChanged 31 SP:Iteration 3F (20.814662 sec): 3 clusters Score: Raw -18615.011720 + Penalty 640.759572 = -17974.252148 nChanged 21 SP:Iteration 4F (20.815563 sec): 3 clusters Score: Raw -18631.627024 + Penalty 642.127038 = -17989.499986 nChanged 10 SP:Iteration 5Q (20.816460 sec): 3 clusters Score: Raw -18637.925853 + Penalty 641.864993 = -17996.060861 nChanged 7 SP:Iteration 6Q (20.817369 sec): 3 clusters Score: Raw -18643.162465 + Penalty 639.596681 = -18003.565784 nChanged 5 SP:Iteration 7Q (20.818260 sec): 3 clusters Score: Raw -18647.628420 + Penalty 638.859696 = -18008.768724 nChanged 2 SP:Iteration 8Q (20.819148 sec): 3 clusters Score: Raw -18651.715328 + Penalty 638.671344 = -18013.043984 nChanged 2 SP:Iteration 9Q (20.820030 sec): 3 clusters Score: Raw -18654.792025 + Penalty 639.206390 = -18015.585635 nChanged 3 SP:Iteration 10F (20.820960 sec): 3 clusters Score: Raw -18656.528230 + Penalty 638.345634 = -18018.182595 nChanged 4 SP:Iteration 11Q (20.821841 sec): 3 clusters Score: Raw -18658.723713 + Penalty 636.428586 = -18022.295127 nChanged 3 SP:Iteration 12Q (20.822716 sec): 3 clusters Score: Raw -18663.222437 + Penalty 635.150578 = -18028.071860 nChanged 2 SP:Iteration 13Q (20.823585 sec): 3 clusters Score: Raw -18665.654771 + Penalty 634.657499 = -18030.997273 nChanged 2 SP:Iteration 14Q (20.824447 sec): 3 clusters Score: Raw -18666.746191 + Penalty 634.573737 = -18032.172453 nChanged 2 SP:Iteration 15Q (20.825308 sec): 3 clusters Score: Raw -18668.332672 + Penalty 634.763038 = -18033.569635 nChanged 2 SP:Iteration 16Q (20.826165 sec): 3 clusters Score: Raw -18668.852834 + Penalty 634.580163 = -18034.272671 nChanged 1 SP:Iteration 17Q (20.827025 sec): 3 clusters Score: Raw -18669.078795 + Penalty 634.580163 = -18034.498633 nChanged 0 SP:Iteration 18F (20.827925 sec): 3 clusters Score: Raw -18669.078795 + Penalty 634.580163 = -18034.498633 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 8 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.829121 sec): 2 clusters Score: Raw -216.292752 + Penalty 182.429322 = -33.863430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.829335 sec): 3 clusters Score: Raw -210.908049 + Penalty 373.878909 = 162.970860 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 9 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.830310 sec): 2 clusters Score: Raw -2069.049136 + Penalty 603.260899 = -1465.788237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.830608 sec): 3 clusters Score: Raw -2250.204355 + Penalty 1204.525436 = -1045.678919 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 10 (90 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.832478 sec): 2 clusters Score: Raw -4630.186826 + Penalty 464.510148 = -4165.676678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.832854 sec): 3 clusters Score: Raw -4618.282478 + Penalty 944.854333 = -3673.428144 nChanged 11 SP:Iteration 1F (20.833224 sec): 3 clusters Score: Raw -4637.639338 + Penalty 946.637716 = -3691.001622 nChanged 1 SP:Iteration 2Q (20.833585 sec): 3 clusters Score: Raw -4638.343429 + Penalty 949.968152 = -3688.375277 nChanged 1 SP:Iteration 3F (20.833950 sec): 3 clusters Score: Raw -4643.213875 + Penalty 949.968152 = -3693.245723 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 11 (597 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.836312 sec): 2 clusters Score: Raw -27446.068835 + Penalty 625.899037 = -26820.169798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.837627 sec): 3 clusters Score: Raw -27193.266887 + Penalty 1254.058245 = -25939.208642 nChanged 190 SP:Iteration 1F (20.838860 sec): 3 clusters Score: Raw -27350.252798 + Penalty 1255.962720 = -26094.290078 nChanged 56 SP:Iteration 2F (20.840091 sec): 3 clusters Score: Raw -27404.386695 + Penalty 1257.544229 = -26146.842466 nChanged 35 SP:Iteration 3F (20.841319 sec): 3 clusters Score: Raw -27439.966302 + Penalty 1258.522970 = -26181.443332 nChanged 26 SP:Iteration 4Q (20.842541 sec): 3 clusters Score: Raw -27468.479532 + Penalty 1258.482184 = -26209.997348 nChanged 19 SP:Iteration 5Q (20.843773 sec): 3 clusters Score: Raw -27485.507183 + Penalty 1262.085347 = -26223.421836 nChanged 21 SP:Iteration 6Q (20.845075 sec): 3 clusters Score: Raw -27505.763693 + Penalty 1263.286617 = -26242.477076 nChanged 19 SP:Iteration 7Q (20.846289 sec): 3 clusters Score: Raw -27539.146610 + Penalty 1263.186027 = -26275.960583 nChanged 21 SP:Iteration 8Q (20.847505 sec): 3 clusters Score: Raw -27581.686225 + Penalty 1260.447505 = -26321.238720 nChanged 23 SP:Iteration 9Q (20.848714 sec): 3 clusters Score: Raw -27627.804854 + Penalty 1257.248411 = -26370.556443 nChanged 21 SP:Iteration 10F (20.849975 sec): 3 clusters Score: Raw -27661.367250 + Penalty 1252.987046 = -26408.380204 nChanged 15 SP:Iteration 11Q (20.851188 sec): 3 clusters Score: Raw -27693.909268 + Penalty 1247.296914 = -26446.612354 nChanged 15 SP:Iteration 12Q (20.852388 sec): 3 clusters Score: Raw -27731.998609 + Penalty 1251.171466 = -26480.827143 nChanged 7 SP:Iteration 13Q (20.853578 sec): 3 clusters Score: Raw -27741.016504 + Penalty 1251.078604 = -26489.937901 nChanged 6 SP:Iteration 14Q (20.854765 sec): 3 clusters Score: Raw -27747.057003 + Penalty 1249.654569 = -26497.402434 nChanged 1 SP:Iteration 15Q (20.855950 sec): 3 clusters Score: Raw -27747.662424 + Penalty 1249.654569 = -26498.007855 nChanged 0 SP:Iteration 16F (20.857178 sec): 3 clusters Score: Raw -27747.662424 + Penalty 1249.654569 = -26498.007855 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 12 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.857701 sec): 2 clusters Score: Raw -404.798502 + Penalty 161.809320 = -242.989182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.857936 sec): 3 clusters Score: Raw -401.635161 + Penalty 323.618640 = -78.016521 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 13 (806 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.862220 sec): 2 clusters Score: Raw -34986.167419 + Penalty 1075.095498 = -33911.071921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.863825 sec): 3 clusters Score: Raw -34803.718688 + Penalty 2150.312754 = -32653.405934 nChanged 232 SP:Iteration 1F (20.865397 sec): 3 clusters Score: Raw -35041.221752 + Penalty 2150.482919 = -32890.738833 nChanged 63 SP:Iteration 2F (20.866986 sec): 3 clusters Score: Raw -35121.798056 + Penalty 2150.607929 = -32971.190127 nChanged 27 SP:Iteration 3Q (20.868505 sec): 3 clusters Score: Raw -35144.336741 + Penalty 2150.620592 = -32993.716148 nChanged 18 SP:Iteration 4Q (20.870019 sec): 3 clusters Score: Raw -35166.112395 + Penalty 2150.520680 = -33015.591715 nChanged 15 SP:Iteration 5Q (20.871526 sec): 3 clusters Score: Raw -35176.210368 + Penalty 2150.476810 = -33025.733557 nChanged 6 SP:Iteration 6Q (20.873077 sec): 3 clusters Score: Raw -35186.156285 + Penalty 2150.525121 = -33035.631164 nChanged 7 SP:Iteration 7Q (20.874608 sec): 3 clusters Score: Raw -35191.892255 + Penalty 2150.526669 = -33041.365586 nChanged 6 SP:Iteration 8Q (20.876123 sec): 3 clusters Score: Raw -35199.646445 + Penalty 2150.526295 = -33049.120150 nChanged 5 SP:Iteration 9Q (20.877630 sec): 3 clusters Score: Raw -35203.021602 + Penalty 2150.525615 = -33052.495987 nChanged 1 SP:Iteration 10F (20.879266 sec): 3 clusters Score: Raw -35203.950294 + Penalty 2150.525615 = -33053.424679 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 14 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.880273 sec): 2 clusters Score: Raw -841.689300 + Penalty 112.381201 = -729.308099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.880525 sec): 3 clusters Score: Raw -842.105042 + Penalty 224.058707 = -618.046335 nChanged 2 SP:Iteration 1F (20.880768 sec): 3 clusters Score: Raw -842.978514 + Penalty 224.058707 = -618.919807 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 15 (363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.882340 sec): 2 clusters Score: Raw -16282.588686 + Penalty 378.243018 = -15904.345668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.883183 sec): 3 clusters Score: Raw -16110.565277 + Penalty 763.629750 = -15346.935527 nChanged 110 SP:Iteration 1F (20.884039 sec): 3 clusters Score: Raw -16206.379321 + Penalty 769.297639 = -15437.081681 nChanged 41 SP:Iteration 2F (20.884903 sec): 3 clusters Score: Raw -16242.598548 + Penalty 772.532779 = -15470.065768 nChanged 21 SP:Iteration 3F (20.885802 sec): 3 clusters Score: Raw -16258.817363 + Penalty 775.629042 = -15483.188321 nChanged 11 SP:Iteration 4Q (20.886667 sec): 3 clusters Score: Raw -16266.956780 + Penalty 776.248735 = -15490.708044 nChanged 10 SP:Iteration 5Q (20.887523 sec): 3 clusters Score: Raw -16276.482363 + Penalty 772.480092 = -15504.002271 nChanged 4 SP:Iteration 6Q (20.888379 sec): 3 clusters Score: Raw -16282.421645 + Penalty 772.225233 = -15510.196412 nChanged 2 SP:Iteration 7Q (20.889230 sec): 3 clusters Score: Raw -16284.907510 + Penalty 770.348730 = -15514.558780 nChanged 1 SP:Iteration 8Q (20.890046 sec): 3 clusters Score: Raw -16285.653545 + Penalty 770.930936 = -15514.722608 nChanged 2 SP:Iteration 9Q (20.890864 sec): 3 clusters Score: Raw -16286.676058 + Penalty 770.709330 = -15515.966729 nChanged 1 SP:Iteration 10F (20.891689 sec): 3 clusters Score: Raw -16287.760263 + Penalty 773.551478 = -15514.208785 nChanged 1 SP:Iteration 11F (20.892514 sec): 3 clusters Score: Raw -16288.201408 + Penalty 773.551478 = -15514.649930 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 16 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.893085 sec): 2 clusters Score: Raw -1635.609511 + Penalty 276.033625 = -1359.575885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.893370 sec): 3 clusters Score: Raw -1660.946611 + Penalty 553.771527 = -1107.175084 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 17 (280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.894627 sec): 2 clusters Score: Raw -13470.101857 + Penalty 420.555982 = -13049.545875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.895351 sec): 3 clusters Score: Raw -13380.285557 + Penalty 839.950378 = -12540.335179 nChanged 83 SP:Iteration 1F (20.896061 sec): 3 clusters Score: Raw -13451.159785 + Penalty 840.864949 = -12610.294836 nChanged 20 SP:Iteration 2F (20.896772 sec): 3 clusters Score: Raw -13473.124291 + Penalty 843.401073 = -12629.723218 nChanged 11 SP:Iteration 3Q (20.897475 sec): 3 clusters Score: Raw -13486.134945 + Penalty 844.815137 = -12641.319809 nChanged 4 SP:Iteration 4Q (20.898167 sec): 3 clusters Score: Raw -13489.579322 + Penalty 845.448374 = -12644.130948 nChanged 3 SP:Iteration 5Q (20.898841 sec): 3 clusters Score: Raw -13492.027075 + Penalty 846.655037 = -12645.372038 nChanged 3 SP:Iteration 6Q (20.899514 sec): 3 clusters Score: Raw -13494.072015 + Penalty 846.937338 = -12647.134677 nChanged 3 SP:Iteration 7Q (20.900184 sec): 3 clusters Score: Raw -13496.018664 + Penalty 846.992597 = -12649.026067 nChanged 4 SP:Iteration 8Q (20.900855 sec): 3 clusters Score: Raw -13499.181622 + Penalty 847.596655 = -12651.584967 nChanged 5 SP:Iteration 9Q (20.901521 sec): 3 clusters Score: Raw -13506.785566 + Penalty 848.704037 = -12658.081530 nChanged 6 SP:Iteration 10F (20.902205 sec): 3 clusters Score: Raw -13519.474543 + Penalty 848.354090 = -12671.120453 nChanged 5 SP:Iteration 11Q (20.902859 sec): 3 clusters Score: Raw -13525.394816 + Penalty 851.307738 = -12674.087078 nChanged 8 SP:Iteration 12Q (20.903509 sec): 3 clusters Score: Raw -13535.024612 + Penalty 852.348962 = -12682.675650 nChanged 7 SP:Iteration 13Q (20.904155 sec): 3 clusters Score: Raw -13544.545243 + Penalty 852.122149 = -12692.423094 nChanged 3 SP:Iteration 14Q (20.904794 sec): 3 clusters Score: Raw -13546.843526 + Penalty 850.957980 = -12695.885546 nChanged 2 SP:Iteration 15Q (20.905432 sec): 3 clusters Score: Raw -13548.489186 + Penalty 852.035697 = -12696.453488 nChanged 1 SP:Iteration 16Q (20.906071 sec): 3 clusters Score: Raw -13548.882854 + Penalty 852.377671 = -12696.505183 nChanged 1 SP:Iteration 17Q (20.906708 sec): 3 clusters Score: Raw -13549.180788 + Penalty 852.377671 = -12696.803117 nChanged 0 SP:Iteration 18F (20.907390 sec): 3 clusters Score: Raw -13549.180788 + Penalty 852.377671 = -12696.803117 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 18 (59 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.908157 sec): 2 clusters Score: Raw -2705.633756 + Penalty 307.088632 = -2398.545124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.908474 sec): 3 clusters Score: Raw -2718.540083 + Penalty 617.171051 = -2101.369032 nChanged 7 SP:Iteration 1F (20.908788 sec): 3 clusters Score: Raw -2735.700709 + Penalty 615.297554 = -2120.403156 nChanged 1 SP:Iteration 2Q (20.909093 sec): 3 clusters Score: Raw -2737.752351 + Penalty 615.297554 = -2122.454797 nChanged 0 SP:Iteration 3F (20.909404 sec): 3 clusters Score: Raw -2737.752351 + Penalty 615.297554 = -2122.454797 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 19 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.913353 sec): 2 clusters Score: Raw -2032.692443 + Penalty 363.452192 = -1669.240251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.913666 sec): 3 clusters Score: Raw -2086.242146 + Penalty 736.446069 = -1349.796077 nChanged 2 SP:Iteration 1Q (20.913954 sec): 3 clusters Score: Raw -2095.835190 + Penalty 736.446069 = -1359.389121 nChanged 0 SP:Iteration 2F (20.914250 sec): 3 clusters Score: Raw -2095.835190 + Penalty 736.446069 = -1359.389121 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 20 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.914733 sec): 2 clusters Score: Raw -209.558600 + Penalty 135.383100 = -74.175500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.914948 sec): 3 clusters Score: Raw -200.845270 + Penalty 270.766199 = 69.920930 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 21 (1315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.921421 sec): 2 clusters Score: Raw -60445.172260 + Penalty 396.937886 = -60048.234374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.923948 sec): 3 clusters Score: Raw -59657.219876 + Penalty 813.169745 = -58844.050131 nChanged 528 SP:Iteration 1F (20.926424 sec): 3 clusters Score: Raw -60012.901470 + Penalty 850.329718 = -59162.571752 nChanged 198 SP:Iteration 2F (20.928917 sec): 3 clusters Score: Raw -60210.341342 + Penalty 886.324469 = -59324.016873 nChanged 119 SP:Iteration 3F (20.931414 sec): 3 clusters Score: Raw -60346.150063 + Penalty 891.184292 = -59454.965770 nChanged 65 SP:Iteration 4Q (20.933938 sec): 3 clusters Score: Raw -60430.061782 + Penalty 885.065688 = -59544.996094 nChanged 20 SP:Iteration 5Q (20.936246 sec): 3 clusters Score: Raw -60454.261515 + Penalty 887.709170 = -59566.552345 nChanged 4 SP:Iteration 6Q (20.938292 sec): 3 clusters Score: Raw -60458.239980 + Penalty 903.217973 = -59555.022006 nChanged 2 SP:Iteration 7F (20.940717 sec): 3 clusters Score: Raw -60460.265739 + Penalty 918.849372 = -59541.416367 nChanged 2 SP:Iteration 8F (20.943141 sec): 3 clusters Score: Raw -60462.443195 + Penalty 928.561718 = -59533.881477 nChanged 1 SP:Iteration 9F (20.945676 sec): 3 clusters Score: Raw -60464.137862 + Penalty 928.561718 = -59535.576144 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 22 (87 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.947449 sec): 2 clusters Score: Raw -3030.539215 + Penalty 110.212636 = -2920.326579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.947826 sec): 3 clusters Score: Raw -3051.723745 + Penalty 257.977966 = -2793.745779 nChanged 21 SP:Iteration 1F (20.948192 sec): 3 clusters Score: Raw -3083.324479 + Penalty 261.120882 = -2822.203596 nChanged 3 SP:Iteration 2Q (20.948541 sec): 3 clusters Score: Raw -3086.293838 + Penalty 261.120882 = -2825.172955 nChanged 0 SP:Iteration 3F (20.948896 sec): 3 clusters Score: Raw -3086.293838 + Penalty 261.120882 = -2825.172955 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 24 (117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.949714 sec): 2 clusters Score: Raw -5344.141704 + Penalty 173.012790 = -5171.128913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.950161 sec): 3 clusters Score: Raw -5297.599614 + Penalty 345.232906 = -4952.366708 nChanged 25 SP:Iteration 1F (20.950595 sec): 3 clusters Score: Raw -5317.593102 + Penalty 346.503330 = -4971.089772 nChanged 5 SP:Iteration 2Q (20.951035 sec): 3 clusters Score: Raw -5322.715622 + Penalty 347.587673 = -4975.127948 nChanged 3 SP:Iteration 3Q (20.951467 sec): 3 clusters Score: Raw -5327.951543 + Penalty 347.756237 = -4980.195306 nChanged 2 SP:Iteration 4Q (20.951893 sec): 3 clusters Score: Raw -5333.341148 + Penalty 348.086516 = -4985.254632 nChanged 1 SP:Iteration 5Q (20.952318 sec): 3 clusters Score: Raw -5334.295012 + Penalty 349.632448 = -4984.662564 nChanged 3 SP:Iteration 6F (20.952744 sec): 3 clusters Score: Raw -5337.931238 + Penalty 350.197871 = -4987.733368 nChanged 1 SP:Iteration 7Q (20.953166 sec): 3 clusters Score: Raw -5338.328042 + Penalty 350.197871 = -4988.130171 nChanged 0 SP:Iteration 8F (20.953592 sec): 3 clusters Score: Raw -5338.328042 + Penalty 350.197871 = -4988.130171 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 25 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.954135 sec): 2 clusters Score: Raw -1332.847104 + Penalty 290.386377 = -1042.460727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.954398 sec): 3 clusters Score: Raw -1354.599740 + Penalty 577.978238 = -776.621502 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 26 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.954860 sec): 2 clusters Score: Raw -191.111852 + Penalty 119.963156 = -71.148696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.955073 sec): 3 clusters Score: Raw -185.885063 + Penalty 231.019945 = 45.134882 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 27 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.955543 sec): 2 clusters Score: Raw -447.935823 + Penalty 260.279396 = -187.656428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.955764 sec): 3 clusters Score: Raw -445.932022 + Penalty 520.558791 = 74.626769 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 28 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.956398 sec): 2 clusters Score: Raw -2805.049489 + Penalty 650.171101 = -2154.878388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.956730 sec): 3 clusters Score: Raw -2956.575153 + Penalty 1299.781984 = -1656.793169 nChanged 2 SP:Iteration 1Q (20.957035 sec): 3 clusters Score: Raw -2970.523113 + Penalty 1299.781984 = -1670.741130 nChanged 0 SP:Iteration 2F (20.957362 sec): 3 clusters Score: Raw -2970.523113 + Penalty 1299.781984 = -1670.741130 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 29 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.957848 sec): 2 clusters Score: Raw -671.417507 + Penalty 296.172954 = -375.244553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.958080 sec): 3 clusters Score: Raw -712.080666 + Penalty 594.139291 = -117.941375 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 30 (101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.958777 sec): 2 clusters Score: Raw -4733.143226 + Penalty 627.711622 = -4105.431604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.959176 sec): 3 clusters Score: Raw -4836.601303 + Penalty 1256.131009 = -3580.470294 nChanged 3 SP:Iteration 1Q (20.959576 sec): 3 clusters Score: Raw -4848.909997 + Penalty 1256.202068 = -3592.707928 nChanged 2 SP:Iteration 2Q (20.959950 sec): 3 clusters Score: Raw -4857.993941 + Penalty 1256.018893 = -3601.975048 nChanged 1 SP:Iteration 3Q (20.960320 sec): 3 clusters Score: Raw -4860.900010 + Penalty 1256.018893 = -3604.881117 nChanged 0 SP:Iteration 4F (20.960713 sec): 3 clusters Score: Raw -4860.900010 + Penalty 1256.018893 = -3604.881117 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 31 (90 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.961405 sec): 2 clusters Score: Raw -4556.797667 + Penalty 666.215307 = -3890.582360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.961779 sec): 3 clusters Score: Raw -4631.453216 + Penalty 1331.593530 = -3299.859687 nChanged 5 SP:Iteration 1F (20.962148 sec): 3 clusters Score: Raw -4665.630386 + Penalty 1331.593530 = -3334.036856 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 32 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.962618 sec): 2 clusters Score: Raw -363.498688 + Penalty 172.947910 = -190.550778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.962838 sec): 3 clusters Score: Raw -361.853460 + Penalty 341.571856 = -20.281605 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 33 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.963344 sec): 2 clusters Score: Raw -917.707274 + Penalty 193.157068 = -724.550207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.963592 sec): 3 clusters Score: Raw -928.150385 + Penalty 382.769305 = -545.381080 nChanged 1 SP:Iteration 1Q (20.963834 sec): 3 clusters Score: Raw -931.461308 + Penalty 384.653808 = -546.807500 nChanged 1 SP:Iteration 2Q (20.964076 sec): 3 clusters Score: Raw -937.009718 + Penalty 384.653808 = -552.355910 nChanged 0 SP:Iteration 3F (20.964319 sec): 3 clusters Score: Raw -937.009718 + Penalty 384.653808 = -552.355910 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 34 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.964775 sec): 2 clusters Score: Raw -99.898746 + Penalty 69.834821 = -30.063925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.964980 sec): 3 clusters Score: Raw -92.435131 + Penalty 139.669642 = 47.234511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 35 (136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.966061 sec): 2 clusters Score: Raw -5228.070157 + Penalty 244.284957 = -4983.785200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.966516 sec): 3 clusters Score: Raw -5181.272532 + Penalty 495.380731 = -4685.891801 nChanged 35 SP:Iteration 1F (20.966963 sec): 3 clusters Score: Raw -5213.955068 + Penalty 502.207239 = -4711.747829 nChanged 9 SP:Iteration 2F (20.967409 sec): 3 clusters Score: Raw -5230.494865 + Penalty 509.036035 = -4721.458831 nChanged 8 SP:Iteration 3F (20.967886 sec): 3 clusters Score: Raw -5242.027051 + Penalty 518.968088 = -4723.058962 nChanged 9 SP:Iteration 4F (20.968341 sec): 3 clusters Score: Raw -5260.973550 + Penalty 529.426812 = -4731.546739 nChanged 6 SP:Iteration 5Q (20.968782 sec): 3 clusters Score: Raw -5273.383929 + Penalty 531.256156 = -4742.127773 nChanged 3 SP:Iteration 6Q (20.969211 sec): 3 clusters Score: Raw -5277.132410 + Penalty 531.851693 = -4745.280717 nChanged 1 SP:Iteration 7Q (20.969639 sec): 3 clusters Score: Raw -5283.381016 + Penalty 531.851693 = -4751.529323 nChanged 0 SP:Iteration 8F (20.970092 sec): 3 clusters Score: Raw -5283.381016 + Penalty 531.851693 = -4751.529323 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 36 (129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.970952 sec): 2 clusters Score: Raw -5785.537814 + Penalty 628.781802 = -5156.756013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.971396 sec): 3 clusters Score: Raw -5809.054176 + Penalty 1253.256154 = -4555.798022 nChanged 10 SP:Iteration 1F (20.971832 sec): 3 clusters Score: Raw -5832.810276 + Penalty 1250.081010 = -4582.729266 nChanged 5 SP:Iteration 2Q (20.972256 sec): 3 clusters Score: Raw -5843.841684 + Penalty 1249.571377 = -4594.270308 nChanged 1 SP:Iteration 3Q (20.972677 sec): 3 clusters Score: Raw -5845.420644 + Penalty 1249.571377 = -4595.849267 nChanged 0 SP:Iteration 4F (20.973112 sec): 3 clusters Score: Raw -5845.420644 + Penalty 1249.571377 = -4595.849267 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 37 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.973866 sec): 2 clusters Score: Raw -5028.471677 + Penalty 730.829454 = -4297.642224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.974285 sec): 3 clusters Score: Raw -5158.637715 + Penalty 1461.970384 = -3696.667330 nChanged 6 SP:Iteration 1F (20.974698 sec): 3 clusters Score: Raw -5177.030743 + Penalty 1462.169024 = -3714.861719 nChanged 1 SP:Iteration 2Q (20.975084 sec): 3 clusters Score: Raw -5180.159762 + Penalty 1462.169024 = -3717.990738 nChanged 0 SP:Iteration 3F (20.975496 sec): 3 clusters Score: Raw -5180.159762 + Penalty 1462.169024 = -3717.990738 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 38 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.975965 sec): 2 clusters Score: Raw -224.077695 + Penalty 126.380965 = -97.696729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.976181 sec): 3 clusters Score: Raw -230.960841 + Penalty 249.109787 = 18.148946 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 39 (238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.977705 sec): 2 clusters Score: Raw -10737.758714 + Penalty 586.154806 = -10151.603908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.978337 sec): 3 clusters Score: Raw -10690.132900 + Penalty 1163.769898 = -9526.363002 nChanged 61 SP:Iteration 1F (20.978952 sec): 3 clusters Score: Raw -10779.199620 + Penalty 1152.616385 = -9626.583235 nChanged 20 SP:Iteration 2F (20.979566 sec): 3 clusters Score: Raw -10805.801978 + Penalty 1153.131529 = -9652.670449 nChanged 6 SP:Iteration 3Q (20.980165 sec): 3 clusters Score: Raw -10813.480996 + Penalty 1153.750552 = -9659.730444 nChanged 3 SP:Iteration 4Q (20.980761 sec): 3 clusters Score: Raw -10817.236392 + Penalty 1157.035139 = -9660.201254 nChanged 3 SP:Iteration 5Q (20.981355 sec): 3 clusters Score: Raw -10823.023532 + Penalty 1155.591611 = -9667.431921 nChanged 1 SP:Iteration 6Q (20.981949 sec): 3 clusters Score: Raw -10824.467471 + Penalty 1156.564537 = -9667.902934 nChanged 1 SP:Iteration 7Q (20.982543 sec): 3 clusters Score: Raw -10824.780962 + Penalty 1156.564537 = -9668.216425 nChanged 0 SP:Iteration 8F (20.983156 sec): 3 clusters Score: Raw -10824.780962 + Penalty 1156.564537 = -9668.216425 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 40 (119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.984414 sec): 2 clusters Score: Raw -4385.568243 + Penalty 740.245539 = -3645.322704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.984838 sec): 3 clusters Score: Raw -4499.379378 + Penalty 1481.108718 = -3018.270659 nChanged 9 SP:Iteration 1F (20.985268 sec): 3 clusters Score: Raw -4546.710247 + Penalty 1480.882762 = -3065.827484 nChanged 3 SP:Iteration 2Q (20.985681 sec): 3 clusters Score: Raw -4558.526560 + Penalty 1480.882762 = -3077.643798 nChanged 0 SP:Iteration 3F (20.986105 sec): 3 clusters Score: Raw -4558.526560 + Penalty 1480.882762 = -3077.643798 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 41 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.986969 sec): 2 clusters Score: Raw -702.626255 + Penalty 369.492915 = -333.133340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.987201 sec): 3 clusters Score: Raw -736.475169 + Penalty 744.372984 = 7.897815 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 42 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.987981 sec): 2 clusters Score: Raw -612.037262 + Penalty 273.289056 = -338.748206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.988212 sec): 3 clusters Score: Raw -636.739908 + Penalty 550.669509 = -86.070399 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 44 (322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.989809 sec): 2 clusters Score: Raw -14651.774335 + Penalty 366.947861 = -14284.826474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.990609 sec): 3 clusters Score: Raw -14501.342361 + Penalty 734.091339 = -13767.251022 nChanged 115 SP:Iteration 1F (20.991405 sec): 3 clusters Score: Raw -14612.116204 + Penalty 733.895722 = -13878.220482 nChanged 27 SP:Iteration 2F (20.992165 sec): 3 clusters Score: Raw -14636.268008 + Penalty 734.443273 = -13901.824735 nChanged 6 SP:Iteration 3Q (20.992908 sec): 3 clusters Score: Raw -14640.058516 + Penalty 734.785989 = -13905.272527 nChanged 3 SP:Iteration 4Q (20.993648 sec): 3 clusters Score: Raw -14643.083476 + Penalty 735.095353 = -13907.988124 nChanged 5 SP:Iteration 5Q (20.994409 sec): 3 clusters Score: Raw -14647.149283 + Penalty 735.659737 = -13911.489547 nChanged 4 SP:Iteration 6Q (20.995168 sec): 3 clusters Score: Raw -14650.955823 + Penalty 735.788896 = -13915.166927 nChanged 1 SP:Iteration 7Q (20.995922 sec): 3 clusters Score: Raw -14652.621873 + Penalty 736.016819 = -13916.605054 nChanged 2 SP:Iteration 8Q (20.996668 sec): 3 clusters Score: Raw -14653.894884 + Penalty 736.395656 = -13917.499228 nChanged 3 SP:Iteration 9Q (20.997405 sec): 3 clusters Score: Raw -14654.761081 + Penalty 736.504387 = -13918.256694 nChanged 1 SP:Iteration 10F (20.998161 sec): 3 clusters Score: Raw -14655.146129 + Penalty 736.504387 = -13918.641742 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 45 (213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.999584 sec): 2 clusters Score: Raw -9936.364284 + Penalty 400.663769 = -9535.700515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.000166 sec): 3 clusters Score: Raw -9856.053473 + Penalty 828.236353 = -9027.817120 nChanged 49 SP:Iteration 1F (21.000738 sec): 3 clusters Score: Raw -9917.211992 + Penalty 845.903719 = -9071.308273 nChanged 21 SP:Iteration 2F (21.001309 sec): 3 clusters Score: Raw -9953.660536 + Penalty 856.872839 = -9096.787696 nChanged 12 SP:Iteration 3F (21.001898 sec): 3 clusters Score: Raw -9971.501881 + Penalty 871.325259 = -9100.176623 nChanged 7 SP:Iteration 4Q (21.002449 sec): 3 clusters Score: Raw -9985.267620 + Penalty 873.184483 = -9112.083137 nChanged 3 SP:Iteration 5Q (21.002980 sec): 3 clusters Score: Raw -9988.412526 + Penalty 874.046464 = -9114.366061 nChanged 2 SP:Iteration 6Q (21.003504 sec): 3 clusters Score: Raw -9991.884590 + Penalty 869.134797 = -9122.749793 nChanged 1 SP:Iteration 7Q (21.004024 sec): 3 clusters Score: Raw -9992.702741 + Penalty 869.134797 = -9123.567945 nChanged 0 SP:Iteration 8F (21.004594 sec): 3 clusters Score: Raw -9992.702741 + Penalty 869.134797 = -9123.567945 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 46 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.005606 sec): 2 clusters Score: Raw -3549.058738 + Penalty 365.401960 = -3183.656779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.005966 sec): 3 clusters Score: Raw -3550.211854 + Penalty 746.513989 = -2803.697864 nChanged 7 SP:Iteration 1F (21.006293 sec): 3 clusters Score: Raw -3560.562215 + Penalty 746.513989 = -2814.048226 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 47 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.007097 sec): 2 clusters Score: Raw -439.856523 + Penalty 152.515971 = -287.340553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.007332 sec): 3 clusters Score: Raw -453.527923 + Penalty 329.447815 = -124.080108 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 48 (189 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.008552 sec): 2 clusters Score: Raw -6423.385852 + Penalty 794.713802 = -5628.672050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.009091 sec): 3 clusters Score: Raw -6497.407553 + Penalty 1586.666384 = -4910.741169 nChanged 17 SP:Iteration 1F (21.009622 sec): 3 clusters Score: Raw -6548.545386 + Penalty 1587.037707 = -4961.507678 nChanged 7 SP:Iteration 2Q (21.010129 sec): 3 clusters Score: Raw -6572.834177 + Penalty 1587.896291 = -4984.937885 nChanged 4 SP:Iteration 3Q (21.010629 sec): 3 clusters Score: Raw -6581.230060 + Penalty 1587.896291 = -4993.333769 nChanged 0 SP:Iteration 4F (21.011158 sec): 3 clusters Score: Raw -6581.230060 + Penalty 1587.896291 = -4993.333769 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 49 (209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.012493 sec): 2 clusters Score: Raw -10243.129005 + Penalty 336.334447 = -9906.794558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.013069 sec): 3 clusters Score: Raw -10137.782633 + Penalty 673.136175 = -9464.646459 nChanged 54 SP:Iteration 1F (21.013638 sec): 3 clusters Score: Raw -10167.220712 + Penalty 676.792387 = -9490.428325 nChanged 19 SP:Iteration 2F (21.014203 sec): 3 clusters Score: Raw -10183.328829 + Penalty 683.550580 = -9499.778249 nChanged 20 SP:Iteration 3F (21.014765 sec): 3 clusters Score: Raw -10202.938985 + Penalty 691.464348 = -9511.474637 nChanged 11 SP:Iteration 4F (21.015329 sec): 3 clusters Score: Raw -10211.690998 + Penalty 702.149380 = -9509.541618 nChanged 9 SP:Iteration 5F (21.015892 sec): 3 clusters Score: Raw -10221.888057 + Penalty 716.685850 = -9505.202207 nChanged 9 SP:Iteration 6F (21.016458 sec): 3 clusters Score: Raw -10230.308647 + Penalty 731.392328 = -9498.916319 nChanged 6 SP:Iteration 7F (21.017040 sec): 3 clusters Score: Raw -10235.279777 + Penalty 746.370271 = -9488.909505 nChanged 4 SP:Iteration 8F (21.017604 sec): 3 clusters Score: Raw -10237.524568 + Penalty 765.620176 = -9471.904392 nChanged 5 SP:Iteration 9F (21.018166 sec): 3 clusters Score: Raw -10243.055045 + Penalty 774.171487 = -9468.883558 nChanged 3 SP:Iteration 10F (21.018729 sec): 3 clusters Score: Raw -10246.870876 + Penalty 779.558767 = -9467.312109 nChanged 2 SP:Iteration 11F (21.019290 sec): 3 clusters Score: Raw -10250.505070 + Penalty 786.982375 = -9463.522695 nChanged 1 SP:Iteration 12F (21.019853 sec): 3 clusters Score: Raw -10251.087927 + Penalty 793.261855 = -9457.826072 nChanged 1 SP:Iteration 13F (21.020416 sec): 3 clusters Score: Raw -10252.617274 + Penalty 801.071271 = -9451.546003 nChanged 2 SP:Iteration 14F (21.020979 sec): 3 clusters Score: Raw -10253.368753 + Penalty 801.071271 = -9452.297482 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 (21.021863 sec): 2 clusters Score: Raw -1188.959016 + Penalty 346.800144 = -842.158872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.022136 sec): 3 clusters Score: Raw -1272.365362 + Penalty 685.634059 = -586.731304 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 51 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.022959 sec): 2 clusters Score: Raw -1126.068031 + Penalty 299.207870 = -826.860161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.023209 sec): 3 clusters Score: Raw -1157.517521 + Penalty 598.585786 = -558.931735 nChanged 1 SP:Iteration 1Q (21.023448 sec): 3 clusters Score: Raw -1160.575318 + Penalty 598.585786 = -561.989531 nChanged 0 SP:Iteration 2F (21.023692 sec): 3 clusters Score: Raw -1160.575318 + Penalty 598.585786 = -561.989531 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 52 (286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.025152 sec): 2 clusters Score: Raw -10949.927201 + Penalty 160.468198 = -10789.459002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.025853 sec): 3 clusters Score: Raw -10789.952787 + Penalty 328.211055 = -10461.741732 nChanged 104 SP:Iteration 1F (21.026560 sec): 3 clusters Score: Raw -10879.213034 + Penalty 329.055647 = -10550.157387 nChanged 27 SP:Iteration 2F (21.027255 sec): 3 clusters Score: Raw -10907.706295 + Penalty 328.349579 = -10579.356716 nChanged 14 SP:Iteration 3Q (21.027935 sec): 3 clusters Score: Raw -10921.389966 + Penalty 327.660301 = -10593.729664 nChanged 11 SP:Iteration 4Q (21.028615 sec): 3 clusters Score: Raw -10933.376365 + Penalty 327.336049 = -10606.040316 nChanged 9 SP:Iteration 5Q (21.029284 sec): 3 clusters Score: Raw -10945.341301 + Penalty 324.852910 = -10620.488391 nChanged 13 SP:Iteration 6Q (21.029948 sec): 3 clusters Score: Raw -10959.202153 + Penalty 324.316385 = -10634.885768 nChanged 12 SP:Iteration 7Q (21.030611 sec): 3 clusters Score: Raw -10976.491952 + Penalty 324.569931 = -10651.922021 nChanged 10 SP:Iteration 8Q (21.031274 sec): 3 clusters Score: Raw -10992.790765 + Penalty 323.478533 = -10669.312232 nChanged 10 SP:Iteration 9Q (21.031930 sec): 3 clusters Score: Raw -11006.290427 + Penalty 323.913890 = -10682.376538 nChanged 6 SP:Iteration 10F (21.032623 sec): 3 clusters Score: Raw -11010.984005 + Penalty 324.160449 = -10686.823555 nChanged 2 SP:Iteration 11Q (21.033278 sec): 3 clusters Score: Raw -11011.841447 + Penalty 323.796417 = -10688.045030 nChanged 1 SP:Iteration 12Q (21.033930 sec): 3 clusters Score: Raw -11011.982273 + Penalty 323.796417 = -10688.185856 nChanged 0 SP:Iteration 13F (21.034624 sec): 3 clusters Score: Raw -11011.982273 + Penalty 323.796417 = -10688.185856 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 53 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.035827 sec): 2 clusters Score: Raw -6813.373687 + Penalty 585.662726 = -6227.710961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.036272 sec): 3 clusters Score: Raw -6832.416634 + Penalty 1171.750223 = -5660.666411 nChanged 20 SP:Iteration 1F (21.036712 sec): 3 clusters Score: Raw -6872.532960 + Penalty 1171.413051 = -5701.119909 nChanged 3 SP:Iteration 2Q (21.037135 sec): 3 clusters Score: Raw -6878.378660 + Penalty 1171.325451 = -5707.053208 nChanged 1 SP:Iteration 3Q (21.037558 sec): 3 clusters Score: Raw -6880.124748 + Penalty 1171.355691 = -5708.769058 nChanged 1 SP:Iteration 4Q (21.037979 sec): 3 clusters Score: Raw -6881.138538 + Penalty 1171.401079 = -5709.737459 nChanged 1 SP:Iteration 5Q (21.038399 sec): 3 clusters Score: Raw -6885.647743 + Penalty 1171.401079 = -5714.246664 nChanged 0 SP:Iteration 6F (21.038834 sec): 3 clusters Score: Raw -6885.647743 + Penalty 1171.401079 = -5714.246664 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 54 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.039955 sec): 2 clusters Score: Raw -4113.300073 + Penalty 252.981539 = -3860.318534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.040411 sec): 3 clusters Score: Raw -4107.252856 + Penalty 522.131257 = -3585.121599 nChanged 23 SP:Iteration 1F (21.040830 sec): 3 clusters Score: Raw -4149.285213 + Penalty 541.586133 = -3607.699080 nChanged 7 SP:Iteration 2F (21.041248 sec): 3 clusters Score: Raw -4160.742899 + Penalty 560.601565 = -3600.141334 nChanged 4 SP:Iteration 3F (21.041666 sec): 3 clusters Score: Raw -4172.081293 + Penalty 563.515736 = -3608.565557 nChanged 1 SP:Iteration 4Q (21.042063 sec): 3 clusters Score: Raw -4176.255861 + Penalty 563.515736 = -3612.740124 nChanged 0 SP:Iteration 5F (21.042484 sec): 3 clusters Score: Raw -4176.255861 + Penalty 563.515736 = -3612.740124 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 55 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.043366 sec): 2 clusters Score: Raw -631.954098 + Penalty 278.560161 = -353.393937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.043599 sec): 3 clusters Score: Raw -689.898018 + Penalty 556.616322 = -133.281696 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 56 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.044585 sec): 2 clusters Score: Raw -4020.273968 + Penalty 420.998809 = -3599.275159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.044956 sec): 3 clusters Score: Raw -4046.951236 + Penalty 840.717046 = -3206.234190 nChanged 11 SP:Iteration 1F (21.045318 sec): 3 clusters Score: Raw -4072.787839 + Penalty 846.844970 = -3225.942869 nChanged 5 SP:Iteration 2F (21.045678 sec): 3 clusters Score: Raw -4083.438865 + Penalty 850.792660 = -3232.646205 nChanged 2 SP:Iteration 3Q (21.046022 sec): 3 clusters Score: Raw -4089.325944 + Penalty 852.896624 = -3236.429320 nChanged 1 SP:Iteration 4Q (21.046365 sec): 3 clusters Score: Raw -4089.338646 + Penalty 855.718848 = -3233.619797 nChanged 1 SP:Iteration 5F (21.046728 sec): 3 clusters Score: Raw -4090.099107 + Penalty 855.718848 = -3234.380259 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 57 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.047530 sec): 2 clusters Score: Raw -708.916582 + Penalty 360.534213 = -348.382369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.047765 sec): 3 clusters Score: Raw -750.305804 + Penalty 728.433637 = -21.872166 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 58 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.048532 sec): 2 clusters Score: Raw -519.715197 + Penalty 187.534601 = -332.180596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.048756 sec): 3 clusters Score: Raw -554.199843 + Penalty 360.375854 = -193.823988 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 59 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.049601 sec): 2 clusters Score: Raw -2058.585528 + Penalty 378.181313 = -1680.404216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.049889 sec): 3 clusters Score: Raw -2097.086583 + Penalty 755.697487 = -1341.389096 nChanged 1 SP:Iteration 1Q (21.050170 sec): 3 clusters Score: Raw -2100.045442 + Penalty 756.969218 = -1343.076224 nChanged 1 SP:Iteration 2Q (21.050450 sec): 3 clusters Score: Raw -2102.226667 + Penalty 758.252862 = -1343.973806 nChanged 1 SP:Iteration 3Q (21.050728 sec): 3 clusters Score: Raw -2105.935197 + Penalty 758.252862 = -1347.682336 nChanged 0 SP:Iteration 4F (21.051017 sec): 3 clusters Score: Raw -2105.935197 + Penalty 758.252862 = -1347.682336 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 60 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.051794 sec): 2 clusters Score: Raw -511.931959 + Penalty 184.840120 = -327.091838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.052042 sec): 3 clusters Score: Raw -524.636659 + Penalty 360.644132 = -163.992527 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 61 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.052833 sec): 2 clusters Score: Raw -1047.824876 + Penalty 430.014393 = -617.810483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.053077 sec): 3 clusters Score: Raw -1124.444966 + Penalty 860.757486 = -263.687480 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 62 (109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.054106 sec): 2 clusters Score: Raw -5588.761993 + Penalty 693.734669 = -4895.027324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.054515 sec): 3 clusters Score: Raw -5659.396943 + Penalty 1390.703681 = -4268.693262 nChanged 3 SP:Iteration 1Q (21.054904 sec): 3 clusters Score: Raw -5668.342466 + Penalty 1390.672357 = -4277.670109 nChanged 1 SP:Iteration 2Q (21.055288 sec): 3 clusters Score: Raw -5670.399326 + Penalty 1390.672357 = -4279.726970 nChanged 0 SP:Iteration 3F (21.055691 sec): 3 clusters Score: Raw -5670.399326 + Penalty 1390.672357 = -4279.726970 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 63 (316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.057269 sec): 2 clusters Score: Raw -17415.668581 + Penalty 927.548195 = -16488.120386 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.058039 sec): 3 clusters Score: Raw -17402.600131 + Penalty 1855.481991 = -15547.118139 nChanged 62 SP:Iteration 1F (21.058787 sec): 3 clusters Score: Raw -17538.026463 + Penalty 1855.258611 = -15682.767852 nChanged 16 SP:Iteration 2F (21.059536 sec): 3 clusters Score: Raw -17585.586577 + Penalty 1855.238242 = -15730.348335 nChanged 8 SP:Iteration 3Q (21.060244 sec): 3 clusters Score: Raw -17602.627874 + Penalty 1855.242921 = -15747.384953 nChanged 3 SP:Iteration 4Q (21.060948 sec): 3 clusters Score: Raw -17614.742121 + Penalty 1855.159896 = -15759.582225 nChanged 3 SP:Iteration 5Q (21.061651 sec): 3 clusters Score: Raw -17620.345233 + Penalty 1855.138591 = -15765.206641 nChanged 2 SP:Iteration 6Q (21.062352 sec): 3 clusters Score: Raw -17623.173518 + Penalty 1855.138591 = -15768.034927 nChanged 0 SP:Iteration 7F (21.063098 sec): 3 clusters Score: Raw -17623.173518 + Penalty 1855.138591 = -15768.034927 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 64 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.063980 sec): 2 clusters Score: Raw -311.064040 + Penalty 145.454987 = -165.609053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.064205 sec): 3 clusters Score: Raw -301.433622 + Penalty 288.946182 = -12.487440 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 65 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.065014 sec): 2 clusters Score: Raw -981.952765 + Penalty 65.353340 = -916.599425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.065270 sec): 3 clusters Score: Raw -980.036471 + Penalty 142.149734 = -837.886737 nChanged 1 SP:Iteration 1Q (21.065520 sec): 3 clusters Score: Raw -981.839170 + Penalty 149.789000 = -832.050170 nChanged 1 SP:Iteration 2F (21.065770 sec): 3 clusters Score: Raw -983.000571 + Penalty 159.944076 = -823.056494 nChanged 1 SP:Iteration 3F (21.066020 sec): 3 clusters Score: Raw -984.256153 + Penalty 159.944076 = -824.312077 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 66 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.066812 sec): 2 clusters Score: Raw -876.894101 + Penalty 329.500769 = -547.393332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.067057 sec): 3 clusters Score: Raw -949.320241 + Penalty 661.040081 = -288.280160 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 68 (163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.068237 sec): 2 clusters Score: Raw -8385.560885 + Penalty 665.334308 = -7720.226576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.068740 sec): 3 clusters Score: Raw -8409.214238 + Penalty 1331.331797 = -7077.882440 nChanged 24 SP:Iteration 1F (21.069235 sec): 3 clusters Score: Raw -8450.029762 + Penalty 1332.760681 = -7117.269081 nChanged 6 SP:Iteration 2Q (21.069744 sec): 3 clusters Score: Raw -8461.592248 + Penalty 1334.655951 = -7126.936297 nChanged 5 SP:Iteration 3Q (21.070243 sec): 3 clusters Score: Raw -8476.408842 + Penalty 1335.041355 = -7141.367487 nChanged 3 SP:Iteration 4Q (21.070716 sec): 3 clusters Score: Raw -8483.526640 + Penalty 1336.171550 = -7147.355091 nChanged 1 SP:Iteration 5Q (21.071184 sec): 3 clusters Score: Raw -8484.632644 + Penalty 1336.171550 = -7148.461094 nChanged 0 SP:Iteration 6F (21.071672 sec): 3 clusters Score: Raw -8484.632644 + Penalty 1336.171550 = -7148.461094 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 69 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.072501 sec): 2 clusters Score: Raw -249.291934 + Penalty 151.761073 = -97.530861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.072719 sec): 3 clusters Score: Raw -243.591283 + Penalty 307.160493 = 63.569211 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 70 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.073518 sec): 2 clusters Score: Raw -1219.093516 + Penalty 250.778207 = -968.315309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.073770 sec): 3 clusters Score: Raw -1224.526968 + Penalty 499.121296 = -725.405672 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 71 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.074630 sec): 2 clusters Score: Raw -2261.455487 + Penalty 380.400121 = -1881.055366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.074927 sec): 3 clusters Score: Raw -2315.525963 + Penalty 760.099892 = -1555.426071 nChanged 2 SP:Iteration 1Q (21.075205 sec): 3 clusters Score: Raw -2326.786773 + Penalty 760.099892 = -1566.686881 nChanged 0 SP:Iteration 2F (21.075493 sec): 3 clusters Score: Raw -2326.786773 + Penalty 760.099892 = -1566.686881 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 72 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.076370 sec): 2 clusters Score: Raw -2379.388579 + Penalty 327.043048 = -2052.345531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.076672 sec): 3 clusters Score: Raw -2392.635425 + Penalty 651.778370 = -1740.857056 nChanged 1 SP:Iteration 1Q (21.076963 sec): 3 clusters Score: Raw -2393.993685 + Penalty 651.778370 = -1742.215316 nChanged 0 SP:Iteration 2F (21.077255 sec): 3 clusters Score: Raw -2393.993685 + Penalty 651.778370 = -1742.215316 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 73 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.078029 sec): 2 clusters Score: Raw -478.700905 + Penalty 225.912996 = -252.787909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.078258 sec): 3 clusters Score: Raw -488.182924 + Penalty 471.753121 = -16.429803 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 74 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.079143 sec): 2 clusters Score: Raw -2876.132053 + Penalty 516.062401 = -2360.069652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.079457 sec): 3 clusters Score: Raw -2943.583783 + Penalty 1032.124802 = -1911.458981 nChanged 1 SP:Iteration 1Q (21.079785 sec): 3 clusters Score: Raw -2946.342036 + Penalty 1032.124802 = -1914.217235 nChanged 0 SP:Iteration 2F (21.080102 sec): 3 clusters Score: Raw -2946.342036 + Penalty 1032.124802 = -1914.217235 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 75 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.080864 sec): 2 clusters Score: Raw -164.811304 + Penalty 143.193354 = -21.617950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.081076 sec): 3 clusters Score: Raw -154.954686 + Penalty 293.776665 = 138.821979 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 76 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.081837 sec): 2 clusters Score: Raw -558.747618 + Penalty 263.305782 = -295.441836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.082065 sec): 3 clusters Score: Raw -594.446421 + Penalty 529.377079 = -65.069342 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 77 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.082813 sec): 2 clusters Score: Raw -312.625314 + Penalty 191.236526 = -121.388788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.083031 sec): 3 clusters Score: Raw -308.660386 + Penalty 395.370177 = 86.709792 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 78 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.083870 sec): 2 clusters Score: Raw -1888.456004 + Penalty 524.713114 = -1363.742890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.084154 sec): 3 clusters Score: Raw -1996.569725 + Penalty 1051.822434 = -944.747291 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 79 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.084909 sec): 2 clusters Score: Raw -155.757772 + Penalty 112.356913 = -43.400859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.085116 sec): 3 clusters Score: Raw -147.295394 + Penalty 215.768169 = 68.472775 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 80 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.085879 sec): 2 clusters Score: Raw -412.560076 + Penalty 221.253604 = -191.306473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.086106 sec): 3 clusters Score: Raw -446.058676 + Penalty 447.085014 = 1.026338 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 81 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.086855 sec): 2 clusters Score: Raw -279.648995 + Penalty 205.556030 = -74.092965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.087071 sec): 3 clusters Score: Raw -270.168107 + Penalty 414.246865 = 144.078758 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 82 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.087823 sec): 2 clusters Score: Raw -342.295816 + Penalty 154.494693 = -187.801123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.088043 sec): 3 clusters Score: Raw -342.282621 + Penalty 320.879856 = -21.402765 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 83 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.088810 sec): 2 clusters Score: Raw -564.766906 + Penalty 303.774935 = -260.991971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.089036 sec): 3 clusters Score: Raw -565.731858 + Penalty 613.036077 = 47.304219 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 84 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.089824 sec): 2 clusters Score: Raw -637.743498 + Penalty 357.806897 = -279.936601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.090056 sec): 3 clusters Score: Raw -670.172526 + Penalty 717.868441 = 47.695915 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 85 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.090862 sec): 2 clusters Score: Raw -1232.144095 + Penalty 398.267467 = -833.876628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.091124 sec): 3 clusters Score: Raw -1321.064462 + Penalty 796.395891 = -524.668571 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 86 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.091900 sec): 2 clusters Score: Raw -772.688214 + Penalty 271.344600 = -501.343614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.092136 sec): 3 clusters Score: Raw -785.936627 + Penalty 541.635574 = -244.301054 nChanged 1 SP:Iteration 1F (21.092368 sec): 3 clusters Score: Raw -789.066524 + Penalty 540.798344 = -248.268180 nChanged 1 SP:Iteration 2F (21.092599 sec): 3 clusters Score: Raw -793.611061 + Penalty 540.798344 = -252.812718 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 87 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.093391 sec): 2 clusters Score: Raw -1012.186282 + Penalty 260.337236 = -751.849045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.093640 sec): 3 clusters Score: Raw -1032.242603 + Penalty 519.939326 = -512.303277 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 88 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.094378 sec): 2 clusters Score: Raw -106.948015 + Penalty 86.747133 = -20.200882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.094572 sec): 2 clusters Score: Raw -106.948015 + Penalty 86.747133 = -20.200882 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 89 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.095543 sec): 2 clusters Score: Raw -3376.314179 + Penalty 626.019051 = -2750.295128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.095893 sec): 3 clusters Score: Raw -3472.694038 + Penalty 1252.179089 = -2220.514950 nChanged 3 SP:Iteration 1Q (21.096221 sec): 3 clusters Score: Raw -3496.236733 + Penalty 1252.179089 = -2244.057644 nChanged 0 SP:Iteration 2F (21.096569 sec): 3 clusters Score: Raw -3496.236733 + Penalty 1252.179089 = -2244.057644 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 90 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.097396 sec): 2 clusters Score: Raw -171.328884 + Penalty 142.472205 = -28.856679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.097608 sec): 3 clusters Score: Raw -158.824685 + Penalty 283.373958 = 124.549273 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 91 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.098357 sec): 2 clusters Score: Raw -161.510578 + Penalty 135.373249 = -26.137330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.098567 sec): 3 clusters Score: Raw -152.515084 + Penalty 273.532435 = 121.017350 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 92 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.099309 sec): 2 clusters Score: Raw -206.243145 + Penalty 138.066632 = -68.176513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.099522 sec): 3 clusters Score: Raw -196.044140 + Penalty 317.016309 = 120.972169 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 93 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.100303 sec): 2 clusters Score: Raw -430.874596 + Penalty 190.339460 = -240.535136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.100528 sec): 3 clusters Score: Raw -443.781664 + Penalty 365.401686 = -78.379978 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 94 (185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.101743 sec): 2 clusters Score: Raw -9333.999923 + Penalty 464.989247 = -8869.010676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.102284 sec): 3 clusters Score: Raw -9266.449623 + Penalty 931.262714 = -8335.186909 nChanged 39 SP:Iteration 1F (21.102828 sec): 3 clusters Score: Raw -9306.960325 + Penalty 933.446466 = -8373.513859 nChanged 11 SP:Iteration 2F (21.103388 sec): 3 clusters Score: Raw -9317.591588 + Penalty 936.112498 = -8381.479090 nChanged 4 SP:Iteration 3Q (21.103961 sec): 3 clusters Score: Raw -9323.463905 + Penalty 938.377261 = -8385.086644 nChanged 4 SP:Iteration 4Q (21.104482 sec): 3 clusters Score: Raw -9329.057857 + Penalty 938.798886 = -8390.258971 nChanged 2 SP:Iteration 5Q (21.105002 sec): 3 clusters Score: Raw -9331.781343 + Penalty 939.165123 = -8392.616220 nChanged 2 SP:Iteration 6Q (21.105523 sec): 3 clusters Score: Raw -9336.296309 + Penalty 939.165123 = -8397.131186 nChanged 0 SP:Iteration 7F (21.106047 sec): 3 clusters Score: Raw -9336.296309 + Penalty 939.165123 = -8397.131186 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 95 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.107695 sec): 2 clusters Score: Raw -1445.967862 + Penalty 432.726767 = -1013.241095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.108223 sec): 3 clusters Score: Raw -1511.545291 + Penalty 870.999241 = -640.546050 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 96 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.110067 sec): 2 clusters Score: Raw -2939.230557 + Penalty 588.969626 = -2350.260930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.110590 sec): 3 clusters Score: Raw -3038.399318 + Penalty 1180.759227 = -1857.640092 nChanged 1 SP:Iteration 1Q (21.111074 sec): 3 clusters Score: Raw -3041.489655 + Penalty 1180.759227 = -1860.730428 nChanged 0 SP:Iteration 2F (21.111575 sec): 3 clusters Score: Raw -3041.489655 + Penalty 1180.759227 = -1860.730428 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 97 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.112779 sec): 2 clusters Score: Raw -277.074760 + Penalty 122.373667 = -154.701092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.113123 sec): 3 clusters Score: Raw -282.176068 + Penalty 260.871657 = -21.304411 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 98 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.114275 sec): 2 clusters Score: Raw -439.253483 + Penalty 192.758752 = -246.494731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.114581 sec): 3 clusters Score: Raw -443.559975 + Penalty 370.029929 = -73.530046 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 99 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.115719 sec): 2 clusters Score: Raw -1110.146826 + Penalty 379.946103 = -730.200723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.116068 sec): 3 clusters Score: Raw -1197.553842 + Penalty 746.924156 = -450.629686 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 100 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.117019 sec): 2 clusters Score: Raw -1419.563824 + Penalty 388.511614 = -1031.052210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.117278 sec): 3 clusters Score: Raw -1464.008595 + Penalty 776.896059 = -687.112536 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 101 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.118068 sec): 2 clusters Score: Raw -852.408179 + Penalty 286.513206 = -565.894973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.118309 sec): 3 clusters Score: Raw -870.578482 + Penalty 573.568908 = -297.009574 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 102 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.119163 sec): 2 clusters Score: Raw -2348.955548 + Penalty 401.694264 = -1947.261284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.119459 sec): 3 clusters Score: Raw -2388.814675 + Penalty 803.058130 = -1585.756545 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 103 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.120223 sec): 2 clusters Score: Raw -416.833931 + Penalty 235.472842 = -181.361089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.120444 sec): 3 clusters Score: Raw -417.797368 + Penalty 469.208151 = 51.410783 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 104 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.121182 sec): 2 clusters Score: Raw -165.046616 + Penalty 149.632082 = -15.414534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.121377 sec): 2 clusters Score: Raw -165.046616 + Penalty 149.632082 = -15.414534 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 105 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.122121 sec): 2 clusters Score: Raw -344.503670 + Penalty 205.489058 = -139.014612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.122341 sec): 3 clusters Score: Raw -349.885524 + Penalty 397.616582 = 47.731058 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 106 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.123090 sec): 2 clusters Score: Raw -342.362892 + Penalty 178.048598 = -164.314294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.123309 sec): 3 clusters Score: Raw -343.601942 + Penalty 391.251226 = 47.649284 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 107 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.124073 sec): 2 clusters Score: Raw -666.195323 + Penalty 236.968862 = -429.226461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.124305 sec): 3 clusters Score: Raw -666.000775 + Penalty 474.425024 = -191.575751 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 108 (65 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.125204 sec): 2 clusters Score: Raw -3365.320715 + Penalty 430.015525 = -2935.305190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.125535 sec): 3 clusters Score: Raw -3381.485712 + Penalty 857.746228 = -2523.739484 nChanged 4 SP:Iteration 1F (21.125858 sec): 3 clusters Score: Raw -3393.951449 + Penalty 857.574698 = -2536.376750 nChanged 1 SP:Iteration 2Q (21.126175 sec): 3 clusters Score: Raw -3398.172380 + Penalty 858.737252 = -2539.435128 nChanged 1 SP:Iteration 3Q (21.126494 sec): 3 clusters Score: Raw -3400.012165 + Penalty 858.737252 = -2541.274914 nChanged 0 SP:Iteration 4F (21.126823 sec): 3 clusters Score: Raw -3400.012165 + Penalty 858.737252 = -2541.274914 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 109 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.127651 sec): 2 clusters Score: Raw -1042.271409 + Penalty 392.958421 = -649.312988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.127898 sec): 3 clusters Score: Raw -1137.371121 + Penalty 786.236748 = -351.134373 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 110 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.128650 sec): 2 clusters Score: Raw -369.769673 + Penalty 217.357344 = -152.412329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.128868 sec): 3 clusters Score: Raw -367.847903 + Penalty 433.721308 = 65.873404 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 111 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.129694 sec): 2 clusters Score: Raw -1589.889602 + Penalty 515.772318 = -1074.117284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.129967 sec): 3 clusters Score: Raw -1733.864967 + Penalty 1028.558701 = -705.306265 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 112 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.130724 sec): 2 clusters Score: Raw -378.863555 + Penalty 215.950218 = -162.913337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.130943 sec): 3 clusters Score: Raw -383.210951 + Penalty 423.898345 = 40.687394 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 113 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.131716 sec): 2 clusters Score: Raw -740.430737 + Penalty 229.189341 = -511.241397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.131958 sec): 3 clusters Score: Raw -762.972597 + Penalty 457.409101 = -305.563496 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 114 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.132695 sec): 2 clusters Score: Raw -142.441925 + Penalty 78.429453 = -64.012472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.132904 sec): 3 clusters Score: Raw -136.456192 + Penalty 164.108588 = 27.652397 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 115 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.133758 sec): 2 clusters Score: Raw -2306.469234 + Penalty 413.380331 = -1893.088902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.134053 sec): 3 clusters Score: Raw -2349.049966 + Penalty 820.660425 = -1528.389541 nChanged 1 SP:Iteration 1Q (21.134340 sec): 3 clusters Score: Raw -2351.397660 + Penalty 820.660425 = -1530.737235 nChanged 0 SP:Iteration 2F (21.134634 sec): 3 clusters Score: Raw -2351.397660 + Penalty 820.660425 = -1530.737235 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 116 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.135409 sec): 2 clusters Score: Raw -577.389018 + Penalty 231.207443 = -346.181574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.135641 sec): 3 clusters Score: Raw -596.697262 + Penalty 462.414886 = -134.282376 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 117 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.136384 sec): 2 clusters Score: Raw -248.962282 + Penalty 125.872428 = -123.089854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.136595 sec): 3 clusters Score: Raw -247.580711 + Penalty 215.910197 = -31.670514 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 118 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.137361 sec): 2 clusters Score: Raw -462.034849 + Penalty 281.941675 = -180.093173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.137584 sec): 3 clusters Score: Raw -455.419821 + Penalty 560.417195 = 104.997374 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 120 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.138324 sec): 2 clusters Score: Raw -43.257530 + Penalty 0.000000 = -43.257530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.138511 sec): 2 clusters Score: Raw -43.257530 + Penalty 0.000000 = -43.257530 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 121 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.139274 sec): 2 clusters Score: Raw -526.207418 + Penalty 82.456775 = -443.750643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.139505 sec): 3 clusters Score: Raw -531.391148 + Penalty 178.519728 = -352.871420 nChanged 1 SP:Iteration 1F (21.139732 sec): 3 clusters Score: Raw -533.688221 + Penalty 178.519728 = -355.168493 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 122 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.140476 sec): 2 clusters Score: Raw -330.441546 + Penalty 192.070722 = -138.370823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.140692 sec): 3 clusters Score: Raw -321.360704 + Penalty 428.740494 = 107.379790 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 123 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.141426 sec): 2 clusters Score: Raw -208.691979 + Penalty 153.289308 = -55.402671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.141636 sec): 3 clusters Score: Raw -203.274134 + Penalty 269.052840 = 65.778706 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 124 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.142360 sec): 2 clusters Score: Raw -45.957574 + Penalty 0.000000 = -45.957574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.142550 sec): 2 clusters Score: Raw -45.957574 + Penalty 0.000000 = -45.957574 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 125 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.143294 sec): 2 clusters Score: Raw -377.098255 + Penalty 189.301883 = -187.796372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.143516 sec): 3 clusters Score: Raw -384.814246 + Penalty 374.899186 = -9.915061 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 126 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.144249 sec): 2 clusters Score: Raw -165.594869 + Penalty 138.347644 = -27.247225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.144458 sec): 3 clusters Score: Raw -155.191925 + Penalty 276.827683 = 121.635758 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 127 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.145191 sec): 2 clusters Score: Raw -162.741254 + Penalty 142.830668 = -19.910587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.145385 sec): 2 clusters Score: Raw -162.741254 + Penalty 142.830668 = -19.910587 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 128 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.146158 sec): 2 clusters Score: Raw -905.012339 + Penalty 366.353551 = -538.658788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.146397 sec): 3 clusters Score: Raw -943.454166 + Penalty 732.245652 = -211.208513 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 129 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.147195 sec): 2 clusters Score: Raw -857.630483 + Penalty 349.408027 = -508.222456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.147432 sec): 3 clusters Score: Raw -868.911460 + Penalty 706.052946 = -162.858514 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 130 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.148185 sec): 2 clusters Score: Raw -416.629951 + Penalty 156.580340 = -260.049611 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.148409 sec): 3 clusters Score: Raw -420.829360 + Penalty 313.980508 = -106.848852 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 131 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.149171 sec): 2 clusters Score: Raw -667.887492 + Penalty 249.559642 = -418.327850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.149400 sec): 3 clusters Score: Raw -656.235499 + Penalty 518.512941 = -137.722558 nChanged 2 SP:Iteration 1F (21.149626 sec): 3 clusters Score: Raw -659.433365 + Penalty 518.512941 = -140.920423 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 133 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.150362 sec): 2 clusters Score: Raw -163.548218 + Penalty 148.741521 = -14.806697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.150571 sec): 3 clusters Score: Raw -155.349877 + Penalty 293.251697 = 137.901820 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 135 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.151304 sec): 2 clusters Score: Raw -155.766742 + Penalty 118.537989 = -37.228753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.151498 sec): 2 clusters Score: Raw -155.766742 + Penalty 118.537989 = -37.228753 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 136 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.152268 sec): 2 clusters Score: Raw -779.243503 + Penalty 256.949067 = -522.294436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.152507 sec): 3 clusters Score: Raw -800.822016 + Penalty 510.335966 = -290.486050 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 137 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.153250 sec): 2 clusters Score: Raw -244.565159 + Penalty 141.468864 = -103.096295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.153462 sec): 3 clusters Score: Raw -243.339138 + Penalty 285.421799 = 42.082661 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 138 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.154219 sec): 2 clusters Score: Raw -646.409792 + Penalty 308.000328 = -338.409465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.154451 sec): 3 clusters Score: Raw -654.888777 + Penalty 612.274619 = -42.614158 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 139 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.155213 sec): 2 clusters Score: Raw -721.013344 + Penalty 300.091883 = -420.921461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.155448 sec): 3 clusters Score: Raw -743.142136 + Penalty 589.444691 = -153.697445 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 140 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.156205 sec): 2 clusters Score: Raw -600.923450 + Penalty 259.671612 = -341.251838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.156455 sec): 3 clusters Score: Raw -624.624208 + Penalty 513.635983 = -110.988225 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 141 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.157239 sec): 2 clusters Score: Raw -1068.200594 + Penalty 386.694478 = -681.506116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.157485 sec): 3 clusters Score: Raw -1096.354810 + Penalty 777.507062 = -318.847748 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 142 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.158222 sec): 2 clusters Score: Raw -164.464003 + Penalty 141.253406 = -23.210597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.158416 sec): 2 clusters Score: Raw -164.464003 + Penalty 141.253406 = -23.210597 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 143 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.159142 sec): 2 clusters Score: Raw -47.357594 + Penalty 0.000000 = -47.357594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.159330 sec): 2 clusters Score: Raw -47.357594 + Penalty 0.000000 = -47.357594 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 144 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.160059 sec): 2 clusters Score: Raw -141.521144 + Penalty 78.870310 = -62.650834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.160266 sec): 3 clusters Score: Raw -137.282861 + Penalty 156.379123 = 19.096262 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 145 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.161024 sec): 2 clusters Score: Raw -604.646601 + Penalty 331.192390 = -273.454211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.161256 sec): 3 clusters Score: Raw -642.948530 + Penalty 662.384780 = 19.436250 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 (21.161996 sec): 2 clusters Score: Raw -152.485250 + Penalty 93.336634 = -59.148616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.162205 sec): 3 clusters Score: Raw -143.927381 + Penalty 181.817169 = 37.889789 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 147 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.162960 sec): 2 clusters Score: Raw -534.636288 + Penalty 220.862616 = -313.773672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.163190 sec): 3 clusters Score: Raw -548.715780 + Penalty 445.886213 = -102.829567 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 148 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.163934 sec): 2 clusters Score: Raw -357.324736 + Penalty 192.622650 = -164.702086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.164156 sec): 3 clusters Score: Raw -358.643767 + Penalty 381.424297 = 22.780531 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 149 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.164902 sec): 2 clusters Score: Raw -351.297245 + Penalty 197.562348 = -153.734896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.165121 sec): 3 clusters Score: Raw -357.041517 + Penalty 395.358761 = 38.317245 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 150 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.165921 sec): 2 clusters Score: Raw -1288.028626 + Penalty 377.638182 = -910.390444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.166175 sec): 3 clusters Score: Raw -1296.722124 + Penalty 763.847112 = -532.875012 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 151 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.166928 sec): 2 clusters Score: Raw -314.627951 + Penalty 195.363959 = -119.263992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.167145 sec): 3 clusters Score: Raw -310.469541 + Penalty 393.819478 = 83.349938 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 152 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.167872 sec): 2 clusters Score: Raw -48.897109 + Penalty 0.000000 = -48.897109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.168060 sec): 2 clusters Score: Raw -48.897109 + Penalty 0.000000 = -48.897109 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 153 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.168788 sec): 2 clusters Score: Raw -103.995631 + Penalty 78.692497 = -25.303133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.168980 sec): 2 clusters Score: Raw -103.995631 + Penalty 78.692497 = -25.303133 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 154 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.169707 sec): 2 clusters Score: Raw -104.224782 + Penalty 84.285630 = -19.939152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.169898 sec): 2 clusters Score: Raw -104.224782 + Penalty 84.285630 = -19.939152 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 155 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.170638 sec): 2 clusters Score: Raw -325.009932 + Penalty 195.508694 = -129.501238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.170855 sec): 3 clusters Score: Raw -317.612031 + Penalty 381.834763 = 64.222733 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 156 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.171595 sec): 2 clusters Score: Raw -212.293056 + Penalty 127.975540 = -84.317515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.171790 sec): 2 clusters Score: Raw -212.293056 + Penalty 127.975540 = -84.317515 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 157 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.172529 sec): 2 clusters Score: Raw -167.287649 + Penalty 137.872458 = -29.415191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.172738 sec): 3 clusters Score: Raw -155.890464 + Penalty 282.349781 = 126.459317 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 158 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.173487 sec): 2 clusters Score: Raw -505.409750 + Penalty 273.274468 = -232.135282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.173711 sec): 3 clusters Score: Raw -500.665409 + Penalty 543.905534 = 43.240126 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 159 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.174452 sec): 2 clusters Score: Raw -267.139835 + Penalty 189.284136 = -77.855699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.174666 sec): 3 clusters Score: Raw -261.245114 + Penalty 370.191286 = 108.946172 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 161 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.175423 sec): 2 clusters Score: Raw -301.488063 + Penalty 190.207061 = -111.281002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.175643 sec): 3 clusters Score: Raw -303.588354 + Penalty 380.414122 = 76.825768 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 162 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.176389 sec): 2 clusters Score: Raw -330.157928 + Penalty 180.825592 = -149.332336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.176610 sec): 3 clusters Score: Raw -343.231723 + Penalty 370.874514 = 27.642791 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 165 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.177362 sec): 2 clusters Score: Raw -492.206483 + Penalty 287.887902 = -204.318582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.177586 sec): 3 clusters Score: Raw -495.994832 + Penalty 574.658901 = 78.664069 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 166 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.178321 sec): 2 clusters Score: Raw -147.907081 + Penalty 99.362101 = -48.544980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.178531 sec): 3 clusters Score: Raw -143.076896 + Penalty 199.347994 = 56.271098 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 168 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.179293 sec): 2 clusters Score: Raw -636.275538 + Penalty 356.436689 = -279.838848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.179524 sec): 3 clusters Score: Raw -662.858749 + Penalty 708.864178 = 46.005429 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 169 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.180282 sec): 2 clusters Score: Raw -609.537807 + Penalty 320.110947 = -289.426860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.180512 sec): 3 clusters Score: Raw -634.810516 + Penalty 640.534457 = 5.723941 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 170 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.181265 sec): 2 clusters Score: Raw -393.818437 + Penalty 164.853648 = -228.964789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.181486 sec): 3 clusters Score: Raw -408.589037 + Penalty 317.635078 = -90.953959 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 171 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.182241 sec): 2 clusters Score: Raw -493.543203 + Penalty 200.996250 = -292.546954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.182466 sec): 3 clusters Score: Raw -497.098939 + Penalty 401.908566 = -95.190373 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 (21.183196 sec): 2 clusters Score: Raw -103.077694 + Penalty 80.580265 = -22.497429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.183402 sec): 3 clusters Score: Raw -95.085470 + Penalty 161.160530 = 66.075060 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 173 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.184136 sec): 2 clusters Score: Raw -223.811196 + Penalty 181.706008 = -42.105187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.184331 sec): 2 clusters Score: Raw -223.811196 + Penalty 181.706008 = -42.105187 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 174 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.185088 sec): 2 clusters Score: Raw -352.861574 + Penalty 186.318105 = -166.543470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.185309 sec): 3 clusters Score: Raw -358.743351 + Penalty 363.750901 = 5.007549 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 175 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.186048 sec): 2 clusters Score: Raw -197.728904 + Penalty 131.147711 = -66.581194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.186260 sec): 3 clusters Score: Raw -195.711369 + Penalty 262.295421 = 66.584052 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 176 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.187016 sec): 2 clusters Score: Raw -587.379104 + Penalty 281.970156 = -305.408948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.187245 sec): 3 clusters Score: Raw -589.031059 + Penalty 564.735540 = -24.295519 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 177 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.188027 sec): 2 clusters Score: Raw -969.807412 + Penalty 300.106045 = -669.701366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.188273 sec): 3 clusters Score: Raw -1004.246236 + Penalty 602.353324 = -401.892912 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 178 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.189013 sec): 2 clusters Score: Raw -149.420862 + Penalty 112.078219 = -37.342642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.189220 sec): 3 clusters Score: Raw -143.680357 + Penalty 208.912106 = 65.231749 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 179 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.189956 sec): 2 clusters Score: Raw -224.826009 + Penalty 162.374737 = -62.451272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.190168 sec): 3 clusters Score: Raw -211.419235 + Penalty 324.749475 = 113.330239 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 (21.190905 sec): 2 clusters Score: Raw -108.181397 + Penalty 88.791331 = -19.390065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.191097 sec): 2 clusters Score: Raw -108.181397 + Penalty 88.791331 = -19.390065 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 181 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.191839 sec): 2 clusters Score: Raw -278.779106 + Penalty 186.771587 = -92.007520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.192055 sec): 3 clusters Score: Raw -265.830378 + Penalty 373.589534 = 107.759156 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 182 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.192812 sec): 2 clusters Score: Raw -560.482376 + Penalty 289.332790 = -271.149585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.193038 sec): 3 clusters Score: Raw -557.930930 + Penalty 571.689516 = 13.758586 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 183 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.193824 sec): 2 clusters Score: Raw -1160.406905 + Penalty 442.508906 = -717.897999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.194073 sec): 3 clusters Score: Raw -1229.195044 + Penalty 885.869599 = -343.325446 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 184 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.194828 sec): 2 clusters Score: Raw -181.164336 + Penalty 76.027511 = -105.136824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.195033 sec): 3 clusters Score: Raw -180.431650 + Penalty 117.335999 = -63.095652 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 185 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.195772 sec): 2 clusters Score: Raw -280.276256 + Penalty 195.359396 = -84.916860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.195983 sec): 3 clusters Score: Raw -268.854555 + Penalty 377.621639 = 108.767085 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 186 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.196720 sec): 2 clusters Score: Raw -164.165291 + Penalty 132.693210 = -31.472081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.196915 sec): 2 clusters Score: Raw -164.165291 + Penalty 132.693210 = -31.472081 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 187 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.197665 sec): 2 clusters Score: Raw -474.680926 + Penalty 237.405325 = -237.275601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.197895 sec): 3 clusters Score: Raw -473.447426 + Penalty 465.278693 = -8.168733 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 188 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.198713 sec): 2 clusters Score: Raw -599.313441 + Penalty 296.699246 = -302.614195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.198940 sec): 3 clusters Score: Raw -605.148302 + Penalty 589.286285 = -15.862017 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 189 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.199686 sec): 2 clusters Score: Raw -193.859593 + Penalty 106.247005 = -87.612588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.199895 sec): 3 clusters Score: Raw -187.652049 + Penalty 208.301172 = 20.649122 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 190 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.200629 sec): 2 clusters Score: Raw -146.401409 + Penalty 91.304042 = -55.097367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.200823 sec): 2 clusters Score: Raw -146.401409 + Penalty 91.304042 = -55.097367 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 193 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.201568 sec): 2 clusters Score: Raw -448.463193 + Penalty 238.765498 = -209.697694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.201790 sec): 3 clusters Score: Raw -438.824191 + Penalty 487.522019 = 48.697827 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 194 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.202519 sec): 2 clusters Score: Raw -46.124635 + Penalty 0.000000 = -46.124635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.202708 sec): 2 clusters Score: Raw -46.124635 + Penalty 0.000000 = -46.124635 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 195 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.203439 sec): 2 clusters Score: Raw -162.412372 + Penalty 123.135875 = -39.276497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.203649 sec): 3 clusters Score: Raw -151.514777 + Penalty 123.135875 = -28.378902 nChanged 1 SP:Iteration 1F (21.203840 sec): 2 clusters Score: Raw -162.412372 + Penalty 123.135875 = -39.276497 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 197 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.204605 sec): 2 clusters Score: Raw -377.790584 + Penalty 246.759889 = -131.030695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.204825 sec): 3 clusters Score: Raw -377.013297 + Penalty 501.773317 = 124.760020 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 198 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.205561 sec): 2 clusters Score: Raw -109.941044 + Penalty 90.502903 = -19.438141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.205768 sec): 3 clusters Score: Raw -97.993565 + Penalty 181.005807 = 83.012242 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 199 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.206496 sec): 2 clusters Score: Raw -45.959020 + Penalty 0.000000 = -45.959020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.206683 sec): 2 clusters Score: Raw -45.959020 + Penalty 0.000000 = -45.959020 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 200 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.207416 sec): 2 clusters Score: Raw -162.359461 + Penalty 125.194046 = -37.165414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.207626 sec): 3 clusters Score: Raw -151.150431 + Penalty 249.649766 = 98.499335 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 202 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.208363 sec): 2 clusters Score: Raw -270.203869 + Penalty 172.824318 = -97.379552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.208577 sec): 3 clusters Score: Raw -260.567251 + Penalty 338.947474 = 78.380223 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 203 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.209310 sec): 2 clusters Score: Raw -98.503297 + Penalty 56.074995 = -42.428302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.209502 sec): 2 clusters Score: Raw -98.503297 + Penalty 56.074995 = -42.428302 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 208 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.210238 sec): 2 clusters Score: Raw -266.047631 + Penalty 197.367828 = -68.679803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.210453 sec): 3 clusters Score: Raw -263.657141 + Penalty 391.376556 = 127.719416 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 211 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.211184 sec): 2 clusters Score: Raw -151.765668 + Penalty 89.978085 = -61.787582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.211390 sec): 3 clusters Score: Raw -143.261053 + Penalty 185.390103 = 42.129050 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 212 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.212117 sec): 2 clusters Score: Raw -94.564688 + Penalty 55.018452 = -39.546236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.212308 sec): 2 clusters Score: Raw -94.564688 + Penalty 55.018452 = -39.546236 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 213 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.213036 sec): 2 clusters Score: Raw -106.668851 + Penalty 92.494075 = -14.174776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.213257 sec): 3 clusters Score: Raw -97.164247 + Penalty 184.988150 = 87.823903 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 216 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.213993 sec): 2 clusters Score: Raw -212.792168 + Penalty 138.564925 = -74.227242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.214188 sec): 2 clusters Score: Raw -212.792168 + Penalty 138.564925 = -74.227242 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 217 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.214924 sec): 2 clusters Score: Raw -220.231770 + Penalty 173.137606 = -47.094164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.215137 sec): 3 clusters Score: Raw -211.590117 + Penalty 346.275211 = 134.685094 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 218 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.216070 sec): 2 clusters Score: Raw -2543.036484 + Penalty 213.044838 = -2329.991645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.216429 sec): 3 clusters Score: Raw -2576.804162 + Penalty 424.830252 = -2151.973910 nChanged 11 SP:Iteration 1F (21.216786 sec): 3 clusters Score: Raw -2587.979054 + Penalty 424.830252 = -2163.148802 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 220 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.217545 sec): 2 clusters Score: Raw -164.698974 + Penalty 131.431910 = -33.267064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.217740 sec): 2 clusters Score: Raw -164.698974 + Penalty 131.431910 = -33.267064 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 221 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.218472 sec): 2 clusters Score: Raw -104.455223 + Penalty 80.611717 = -23.843506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.218678 sec): 3 clusters Score: Raw -95.260374 + Penalty 161.223434 = 65.963059 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 223 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.219407 sec): 2 clusters Score: Raw -104.581299 + Penalty 80.822361 = -23.758938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.219599 sec): 2 clusters Score: Raw -104.581299 + Penalty 80.822361 = -23.758938 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 226 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.220326 sec): 2 clusters Score: Raw -87.644688 + Penalty 30.155081 = -57.489607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.220517 sec): 2 clusters Score: Raw -87.644688 + Penalty 30.155081 = -57.489607 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 230 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.221248 sec): 2 clusters Score: Raw -162.173763 + Penalty 124.404461 = -37.769302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.221458 sec): 3 clusters Score: Raw -152.512626 + Penalty 242.538406 = 90.025780 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 231 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.222186 sec): 2 clusters Score: Raw -108.027176 + Penalty 88.985077 = -19.042099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.222392 sec): 3 clusters Score: Raw -97.706862 + Penalty 177.970154 = 80.263292 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 232 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.223134 sec): 2 clusters Score: Raw -49.045579 + Penalty 0.000000 = -49.045579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.223323 sec): 2 clusters Score: Raw -49.045579 + Penalty 0.000000 = -49.045579 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 233 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.224056 sec): 2 clusters Score: Raw -95.702872 + Penalty 43.734519 = -51.968353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.224259 sec): 3 clusters Score: Raw -88.994942 + Penalty 87.469038 = -1.525905 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 235 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.224984 sec): 2 clusters Score: Raw -49.237383 + Penalty 0.000000 = -49.237383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.225172 sec): 2 clusters Score: Raw -49.237383 + Penalty 0.000000 = -49.237383 nChanged 0 Deleting Class 41 (13 points): Lose 114.011288 but Gain 1449.334540 Iteration 20F (23.458350 sec): 205 clusters Score: Raw -934580.133158 + Penalty 211237.123638 = -723343.009520 nChanged 95 Deleting Class 104 (3 points): Lose 38.538078 but Gain 1370.318714 Iteration 21Q (23.606176 sec): 204 clusters Score: Raw -934654.413867 + Penalty 209881.684103 = -724772.729765 nChanged 69 Deleting Class 133 (3 points): Lose 45.277211 but Gain 1362.163027 Iteration 22Q (23.742860 sec): 203 clusters Score: Raw -934687.921877 + Penalty 208533.056802 = -726154.865075 nChanged 64 Deleting Class 198 (2 points): Lose 6.340963 but Gain 1313.646072 Iteration 23Q (23.878857 sec): 202 clusters Score: Raw -934730.228173 + Penalty 207258.186237 = -727472.041936 nChanged 67 Deleting Class 213 (2 points): Lose 43.031317 but Gain 1342.547850 Iteration 24Q (24.018018 sec): 201 clusters Score: Raw -934723.242218 + Penalty 205993.314391 = -728729.927827 nChanged 54 Deleting Class 84 (12 points): Lose 154.707178 but Gain 1448.704972 Iteration 25Q (24.151545 sec): 200 clusters Score: Raw -934623.899063 + Penalty 204818.741832 = -729805.157231 nChanged 68 Deleting Class 168 (12 points): Lose 153.762154 but Gain 1443.157213 Iteration 26Q (24.287350 sec): 199 clusters Score: Raw -934527.198781 + Penalty 203443.044732 = -731084.154049 nChanged 62 Deleting Class 9 (48 points): Lose 279.553877 but Gain 1567.836518 Iteration 27Q (24.421441 sec): 198 clusters Score: Raw -934314.601011 + Penalty 201979.131620 = -732335.469391 nChanged 97 Deleting Class 235 (1 points): Lose 1.889808 but Gain 1287.656665 Iteration 28Q (24.559862 sec): 197 clusters Score: Raw -934452.558801 + Penalty 200687.637155 = -733764.921646 nChanged 62 Deleting Class 231 (2 points): Lose 11.378288 but Gain 1291.614880 Iteration 29Q (24.693354 sec): 196 clusters Score: Raw -934469.506581 + Penalty 199430.405122 = -735039.101459 nChanged 58 Deleting Class 61 (20 points): Lose 167.254292 but Gain 1444.179962 Iteration 30F (26.793507 sec): 195 clusters Score: Raw -934344.855361 + Penalty 198222.386430 = -736122.468931 nChanged 72 Deleting Class 183 (22 points): Lose 165.864782 but Gain 1440.317929 Iteration 31Q (26.927214 sec): 194 clusters Score: Raw -934260.404097 + Penalty 196841.248664 = -737419.155433 nChanged 71 Deleting Class 75 (3 points): Lose 40.807665 but Gain 1311.353351 Iteration 32Q (27.059653 sec): 193 clusters Score: Raw -934297.263747 + Penalty 195590.613483 = -738706.650264 nChanged 43 Deleting Class 90 (3 points): Lose 36.980125 but Gain 1304.749125 Iteration 33Q (27.188894 sec): 192 clusters Score: Raw -934306.187988 + Penalty 194344.496397 = -739961.691591 nChanged 28 Deleting Class 8 (4 points): Lose 57.354950 but Gain 1323.977206 Iteration 34Q (27.316688 sec): 191 clusters Score: Raw -934278.046475 + Penalty 193079.856298 = -741198.190177 nChanged 33 Deleting Class 180 (2 points): Lose 22.896008 but Gain 1288.802671 Iteration 35Q (27.448834 sec): 190 clusters Score: Raw -934283.626946 + Penalty 191814.380239 = -742469.246707 nChanged 29 Deleting Class 173 (4 points): Lose 54.242451 but Gain 1318.727772 Iteration 36Q (27.577615 sec): 189 clusters Score: Raw -934245.688647 + Penalty 190508.760381 = -743736.928266 nChanged 30 Deleting Class 111 (36 points): Lose 201.318130 but Gain 1463.109945 Iteration 37Q (27.706266 sec): 188 clusters Score: Raw -934068.236581 + Penalty 189120.081052 = -744948.155529 nChanged 70 Deleting Class 142 (3 points): Lose 34.481206 but Gain 1293.587461 Iteration 38Q (27.838051 sec): 187 clusters Score: Raw -934115.790078 + Penalty 187854.461937 = -746261.328142 nChanged 36 Deleting Class 57 (14 points): Lose 120.938612 but Gain 1374.481758 Iteration 39Q (27.968093 sec): 186 clusters Score: Raw -934016.364294 + Penalty 186552.838017 = -747463.526277 nChanged 44 Deleting Class 83 (10 points): Lose 71.900210 but Gain 1327.325901 Iteration 40F (29.959121 sec): 185 clusters Score: Raw -933990.438177 + Penalty 185245.323935 = -748745.114242 nChanged 32 Deleting Class 152 (1 points): Lose 3.320142 but Gain 1250.917718 Iteration 41Q (30.087128 sec): 184 clusters Score: Raw -934012.688167 + Penalty 183987.902065 = -750024.786102 nChanged 26 Deleting Class 88 (2 points): Lose 12.079847 but Gain 1259.131214 Iteration 42Q (30.213386 sec): 183 clusters Score: Raw -934016.617029 + Penalty 182739.069903 = -751277.547126 nChanged 18 Deleting Class 165 (9 points): Lose 75.103318 but Gain 1318.227257 Iteration 43Q (30.338326 sec): 182 clusters Score: Raw -933953.546929 + Penalty 181459.352892 = -752494.194037 nChanged 34 Deleting Class 126 (3 points): Lose 30.780181 but Gain 1266.976720 Iteration 44Q (30.465888 sec): 181 clusters Score: Raw -933950.402973 + Penalty 180335.411631 = -753614.991342 nChanged 23 Deleting Class 127 (4 points): Lose 64.554544 but Gain 1298.084548 Iteration 45Q (30.593156 sec): 180 clusters Score: Raw -933912.451485 + Penalty 179061.781137 = -754850.670348 nChanged 17 Deleting Class 145 (13 points): Lose 122.006959 but Gain 1351.135809 Iteration 46Q (30.716851 sec): 179 clusters Score: Raw -933805.659036 + Penalty 177915.304092 = -755890.354944 nChanged 25 Deleting Class 118 (8 points): Lose 137.212132 but Gain 1364.124100 Iteration 47Q (30.841210 sec): 178 clusters Score: Raw -933721.083510 + Penalty 176741.287170 = -756979.796340 nChanged 21 Deleting Class 157 (3 points): Lose 35.929424 but Gain 1262.625007 Iteration 48Q (30.965117 sec): 177 clusters Score: Raw -933741.861726 + Penalty 175584.965474 = -758156.896253 nChanged 16 Deleting Class 81 (5 points): Lose 60.305615 but Gain 1284.982802 Iteration 49Q (31.089731 sec): 176 clusters Score: Raw -933726.456554 + Penalty 174316.769849 = -759409.686705 nChanged 19 Deleting Class 232 (1 points): Lose 2.221731 but Gain 1224.365879 Iteration 50F (32.980865 sec): 175 clusters Score: Raw -933748.074595 + Penalty 173100.864763 = -760647.209832 nChanged 12 Deleting Class 217 (4 points): Lose 47.334265 but Gain 1256.542760 Iteration 51Q (33.104864 sec): 174 clusters Score: Raw -933711.894148 + Penalty 171891.568833 = -761820.325314 nChanged 15 Deleting Class 154 (2 points): Lose 15.152372 but Gain 1223.402590 Iteration 52Q (33.226985 sec): 173 clusters Score: Raw -933720.488107 + Penalty 170744.151556 = -762976.336551 nChanged 12 Deleting Class 28 (72 points): Lose 341.158592 but Gain 1545.780910 Iteration 53Q (33.347613 sec): 172 clusters Score: Raw -933404.109159 + Penalty 169346.082637 = -764058.026523 nChanged 83 Deleting Class 91 (3 points): Lose 35.166370 but Gain 1239.737449 Iteration 54Q (33.478205 sec): 171 clusters Score: Raw -933561.207888 + Penalty 168157.098866 = -765404.109023 nChanged 20 Deleting Class 128 (18 points): Lose 102.378214 but Gain 1298.859630 Iteration 55Q (33.603910 sec): 170 clusters Score: Raw -933514.690604 + Penalty 166917.880715 = -766596.809889 nChanged 27 Deleting Class 186 (3 points): Lose 26.620774 but Gain 1215.193871 Iteration 56Q (33.725989 sec): 169 clusters Score: Raw -933565.158181 + Penalty 165708.906034 = -767856.252147 nChanged 14 Deleting Class 95 (28 points): Lose 121.681633 but Gain 1309.639106 Iteration 57Q (33.845680 sec): 168 clusters Score: Raw -933481.468886 + Penalty 164470.179717 = -769011.289169 nChanged 33 Deleting Class 208 (5 points): Lose 47.553075 but Gain 1233.796278 Iteration 58Q (33.966968 sec): 167 clusters Score: Raw -933503.192983 + Penalty 163254.966295 = -770248.226688 nChanged 11 Deleting Class 169 (11 points): Lose 159.282569 but Gain 1343.110165 Iteration 59Q (34.086409 sec): 166 clusters Score: Raw -933365.600877 + Penalty 161990.243892 = -771375.356985 nChanged 14 Deleting Class 78 (41 points): Lose 244.613829 but Gain 1430.061296 Iteration 60F (35.864774 sec): 165 clusters Score: Raw -933185.621852 + Penalty 160728.802992 = -772456.818860 nChanged 49 Deleting Class 197 (7 points): Lose 92.830535 but Gain 1275.830867 Iteration 61Q (35.985496 sec): 164 clusters Score: Raw -933225.558844 + Penalty 159478.321836 = -773747.237008 nChanged 21 Deleting Class 188 (11 points): Lose 62.507379 but Gain 1244.880180 Iteration 62Q (36.103077 sec): 163 clusters Score: Raw -933206.313991 + Penalty 158260.130001 = -774946.183991 nChanged 16 Deleting Class 89 (73 points): Lose 302.060666 but Gain 1484.063792 Iteration 63Q (36.219857 sec): 162 clusters Score: Raw -932932.912948 + Penalty 156901.974495 = -776030.938453 nChanged 78 Deleting Class 185 (5 points): Lose 41.788313 but Gain 1221.241063 Iteration 64Q (36.341000 sec): 161 clusters Score: Raw -933065.340389 + Penalty 155683.039136 = -777382.301253 nChanged 26 Deleting Class 27 (8 points): Lose 80.140741 but Gain 1259.315054 Iteration 65Q (36.459978 sec): 160 clusters Score: Raw -933026.393910 + Penalty 154489.838504 = -778536.555406 nChanged 27 Deleting Class 138 (15 points): Lose 107.151247 but Gain 1279.420034 Iteration 66Q (36.577361 sec): 159 clusters Score: Raw -932974.062674 + Penalty 153362.362799 = -779611.699875 nChanged 29 Deleting Class 182 (10 points): Lose 93.158407 but Gain 1264.221838 Iteration 67Q (36.694061 sec): 158 clusters Score: Raw -932940.604764 + Penalty 152128.520211 = -780812.084553 nChanged 23 Deleting Class 220 (3 points): Lose 32.883507 but Gain 1203.642984 Iteration 68Q (36.808992 sec): 157 clusters Score: Raw -932975.034561 + Penalty 150952.611082 = -782022.423479 nChanged 13 Deleting Class 223 (2 points): Lose 6.572388 but Gain 1173.133377 Iteration 69Q (36.922933 sec): 156 clusters Score: Raw -933001.676124 + Penalty 149792.015772 = -783209.660353 nChanged 14 Deleting Class 141 (24 points): Lose 131.263387 but Gain 1290.290485 Iteration 70F (38.579006 sec): 155 clusters Score: Raw -932887.611988 + Penalty 148515.290868 = -784372.321120 nChanged 35 Deleting Class 179 (4 points): Lose 22.949959 but Gain 1178.431454 Iteration 71Q (38.694566 sec): 154 clusters Score: Raw -932913.889202 + Penalty 147364.223960 = -785549.665241 nChanged 15 Deleting Class 159 (5 points): Lose 31.178327 but Gain 1183.263074 Iteration 72Q (38.817367 sec): 153 clusters Score: Raw -932905.849406 + Penalty 146232.329862 = -786673.519544 nChanged 14 Deleting Class 158 (9 points): Lose 100.650837 but Gain 1251.312926 Iteration 73Q (38.937204 sec): 152 clusters Score: Raw -932827.553660 + Penalty 145037.460296 = -787790.093364 nChanged 15 Deleting Class 181 (8 points): Lose 62.347278 but Gain 1244.789950 Iteration 74Q (39.050426 sec): 151 clusters Score: Raw -932815.738681 + Penalty 143850.485387 = -788965.253294 nChanged 16 Deleting Class 172 (2 points): Lose 19.042835 but Gain 1169.619369 Iteration 75Q (39.164854 sec): 150 clusters Score: Raw -932826.214002 + Penalty 142711.555875 = -790114.658127 nChanged 15 Deleting Class 221 (2 points): Lose 25.812446 but Gain 1170.075890 Iteration 76Q (39.277208 sec): 149 clusters Score: Raw -932828.319330 + Penalty 141537.512387 = -791290.806943 nChanged 12 Deleting Class 153 (2 points): Lose 7.488061 but Gain 1142.218491 Iteration 77Q (39.388955 sec): 148 clusters Score: Raw -932842.229807 + Penalty 140405.286477 = -792436.943331 nChanged 15 Deleting Class 135 (4 points): Lose 42.904819 but Gain 1175.029072 Iteration 78Q (39.501851 sec): 147 clusters Score: Raw -932824.525680 + Penalty 139233.517794 = -793591.007886 nChanged 23 Deleting Class 96 (66 points): Lose 317.901407 but Gain 1449.631824 Iteration 79Q (39.614646 sec): 146 clusters Score: Raw -932541.925120 + Penalty 137898.378332 = -794643.546787 nChanged 90 Deleting Class 129 (16 points): Lose 141.919010 but Gain 1267.910933 Iteration 80F (41.168277 sec): 145 clusters Score: Raw -932599.249280 + Penalty 136643.887841 = -795955.361438 nChanged 49 Deleting Class 109 (21 points): Lose 174.884341 but Gain 1298.580097 Iteration 81Q (41.282643 sec): 144 clusters Score: Raw -932493.635655 + Penalty 135520.034906 = -796973.600749 nChanged 43 Deleting Class 176 (12 points): Lose 75.577574 but Gain 1198.300264 Iteration 82Q (41.395741 sec): 143 clusters Score: Raw -932526.274601 + Penalty 134345.137352 = -798181.137249 nChanged 39 Deleting Class 200 (3 points): Lose 24.384727 but Gain 1146.517123 Iteration 83Q (41.512571 sec): 142 clusters Score: Raw -932564.284480 + Penalty 133199.849185 = -799364.435295 nChanged 25 Deleting Class 193 (10 points): Lose 59.734385 but Gain 1180.587091 Iteration 84Q (41.627089 sec): 141 clusters Score: Raw -932532.224274 + Penalty 132030.184816 = -800502.039458 nChanged 18 Deleting Class 85 (27 points): Lose 141.415575 but Gain 1260.855708 Iteration 85Q (41.745914 sec): 140 clusters Score: Raw -932422.781997 + Penalty 130824.228688 = -801598.553309 nChanged 34 Deleting Class 150 (26 points): Lose 124.560581 but Gain 1227.865320 Iteration 86Q (41.860615 sec): 139 clusters Score: Raw -932355.122335 + Penalty 129653.542410 = -802701.579925 nChanged 33 Deleting Class 195 (3 points): Lose 27.321229 but Gain 1127.668554 Iteration 87Q (41.975107 sec): 138 clusters Score: Raw -932388.746731 + Penalty 128551.737990 = -803837.008741 nChanged 12 Deleting Class 103 (10 points): Lose 75.161271 but Gain 1175.260644 Iteration 88Q (42.087113 sec): 137 clusters Score: Raw -932337.047384 + Penalty 127399.746290 = -804937.301094 nChanged 21 Deleting Class 194 (1 points): Lose 13.591704 but Gain 1108.477722 Iteration 89Q (42.198736 sec): 136 clusters Score: Raw -932360.264040 + Penalty 126317.687917 = -806042.576123 nChanged 8 Deleting Class 230 (4 points): Lose 45.274785 but Gain 1137.452074 Iteration 90F (43.664995 sec): 135 clusters Score: Raw -932335.819220 + Penalty 125180.498426 = -807155.320795 nChanged 10 Deleting Class 110 (8 points): Lose 75.502458 but Gain 1158.418863 Iteration 91Q (43.772488 sec): 134 clusters Score: Raw -932274.916414 + Penalty 124031.134756 = -808243.781658 nChanged 14 Deleting Class 123 (4 points): Lose 33.681243 but Gain 1112.494129 Iteration 92Q (43.880351 sec): 133 clusters Score: Raw -932265.284031 + Penalty 122949.063189 = -809316.220842 nChanged 8 Deleting Class 42 (14 points): Lose 69.730970 but Gain 1147.527104 Iteration 93Q (43.988857 sec): 132 clusters Score: Raw -932208.294100 + Penalty 121830.275743 = -810378.018357 nChanged 17 Deleting Class 166 (5 points): Lose 49.436373 but Gain 1122.103414 Iteration 94Q (44.096094 sec): 131 clusters Score: Raw -932180.857441 + Penalty 120728.820463 = -811452.036979 nChanged 11 Deleting Class 139 (16 points): Lose 114.558662 but Gain 1180.456447 Iteration 95Q (44.202569 sec): 130 clusters Score: Raw -932077.954734 + Penalty 119566.535715 = -812511.419019 nChanged 21 Deleting Class 143 (1 points): Lose 7.373895 but Gain 1070.955485 Iteration 96Q (44.309914 sec): 129 clusters Score: Raw -932097.919598 + Penalty 118524.495041 = -813573.424557 nChanged 8 Deleting Class 151 (6 points): Lose 35.009558 but Gain 1096.998566 Iteration 97Q (44.416149 sec): 128 clusters Score: Raw -932075.963089 + Penalty 117451.612817 = -814624.350272 nChanged 7 Deleting Class 155 (6 points): Lose 38.429007 but Gain 1097.811279 Iteration 98Q (44.522500 sec): 127 clusters Score: Raw -932049.346068 + Penalty 116399.324292 = -815650.021775 nChanged 8 Deleting Class 122 (7 points): Lose 62.503225 but Gain 1118.494910 Iteration 99Q (44.627960 sec): 126 clusters Score: Raw -932007.459987 + Penalty 115309.013464 = -816698.446523 nChanged 8 Deleting Class 76 (13 points): Lose 88.043456 but Gain 1144.802296 Iteration 100F (45.992451 sec): 125 clusters Score: Raw -931941.144685 + Penalty 114208.096773 = -817733.047912 nChanged 15 Deleting Class 100 (32 points): Lose 150.658090 but Gain 1206.725594 Iteration 101Q (46.097996 sec): 124 clusters Score: Raw -931820.464884 + Penalty 113066.019846 = -818754.445037 nChanged 37 Deleting Class 202 (5 points): Lose 28.176898 but Gain 1080.368578 Iteration 102Q (46.204850 sec): 123 clusters Score: Raw -931862.315151 + Penalty 112020.392750 = -819841.922401 nChanged 14 Deleting Class 112 (10 points): Lose 77.389203 but Gain 1125.393767 Iteration 103Q (46.309973 sec): 122 clusters Score: Raw -931805.161751 + Penalty 110927.026264 = -820878.135487 nChanged 15 Deleting Class 29 (15 points): Lose 100.659225 but Gain 1147.775527 Iteration 104Q (46.415503 sec): 121 clusters Score: Raw -931738.615859 + Penalty 109837.810689 = -821900.805170 nChanged 18 Deleting Class 5 (32 points): Lose 265.952534 but Gain 1310.422593 Iteration 105Q (46.520881 sec): 120 clusters Score: Raw -931508.118831 + Penalty 108604.646662 = -822903.472169 nChanged 39 Deleting Class 161 (8 points): Lose 68.313568 but Gain 1110.847634 Iteration 106Q (46.648691 sec): 119 clusters Score: Raw -931547.919733 + Penalty 107572.860520 = -823975.059213 nChanged 14 Deleting Class 66 (18 points): Lose 96.653297 but Gain 1131.516249 Iteration 107Q (46.752731 sec): 118 clusters Score: Raw -931488.487117 + Penalty 106493.738804 = -824994.748312 nChanged 23 Deleting Class 178 (4 points): Lose 41.336921 but Gain 1066.438862 Iteration 108Q (46.855904 sec): 117 clusters Score: Raw -931490.701904 + Penalty 105463.262498 = -826027.439405 nChanged 8 Deleting Class 77 (6 points): Lose 50.534449 but Gain 1073.822398 Iteration 109Q (46.958225 sec): 116 clusters Score: Raw -931458.607746 + Penalty 104390.357250 = -827068.250497 nChanged 8 Deleting Class 101 (47 points): Lose 218.326831 but Gain 1240.811836 Iteration 110F (48.211330 sec): 115 clusters Score: Raw -931257.611955 + Penalty 103175.162218 = -828082.449737 nChanged 52 Deleting Class 99 (28 points): Lose 163.540209 but Gain 1185.767015 Iteration 111Q (48.316332 sec): 114 clusters Score: Raw -931188.142016 + Penalty 102062.337473 = -829125.804543 nChanged 45 Deleting Class 148 (8 points): Lose 49.405651 but Gain 1067.548857 Iteration 112Q (48.422714 sec): 113 clusters Score: Raw -931210.540453 + Penalty 101032.919602 = -830177.620852 nChanged 18 Deleting Class 34 (2 points): Lose 7.507986 but Gain 1013.649671 Iteration 113Q (48.526183 sec): 112 clusters Score: Raw -931229.329553 + Penalty 100025.502811 = -831203.826743 nChanged 12 Deleting Class 105 (8 points): Lose 96.080636 but Gain 1097.527547 Iteration 114Q (48.627863 sec): 111 clusters Score: Raw -931143.913712 + Penalty 98935.805934 = -832208.107778 nChanged 11 Deleting Class 79 (3 points): Lose 27.623867 but Gain 1028.955674 Iteration 115Q (48.729120 sec): 110 clusters Score: Raw -931134.472835 + Penalty 97906.490351 = -833227.982484 nChanged 4 Deleting Class 216 (4 points): Lose 10.353526 but Gain 1005.632213 Iteration 116Q (48.836193 sec): 109 clusters Score: Raw -931128.939877 + Penalty 96905.234204 = -834223.705672 nChanged 5 Deleting Class 86 (17 points): Lose 57.407247 but Gain 1049.015382 Iteration 117Q (48.935699 sec): 108 clusters Score: Raw -931077.936222 + Penalty 95869.409722 = -835208.526500 nChanged 18 Deleting Class 55 (15 points): Lose 86.230327 but Gain 1076.901947 Iteration 118Q (49.035998 sec): 107 clusters Score: Raw -931016.323866 + Penalty 94826.843861 = -836189.480005 nChanged 19 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 -931016.323866 + Penalty 94826.843861 = -836189.480005Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 1 (758 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.083118 sec): 2 clusters Score: Raw -33221.345577 + Penalty 398.331772 = -32823.013805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.087085 sec): 3 clusters Score: Raw -32851.799781 + Penalty 839.581666 = -32012.218115 nChanged 269 SP:Iteration 1F (49.090228 sec): 3 clusters Score: Raw -33142.011647 + Penalty 877.174245 = -32264.837402 nChanged 86 SP:Iteration 2F (49.092793 sec): 3 clusters Score: Raw -33234.544536 + Penalty 900.781185 = -32333.763351 nChanged 41 SP:Iteration 3F (49.095124 sec): 3 clusters Score: Raw -33280.426273 + Penalty 913.784677 = -32366.641596 nChanged 21 SP:Iteration 4Q (49.096865 sec): 3 clusters Score: Raw -33298.815456 + Penalty 928.417580 = -32370.397876 nChanged 15 SP:Iteration 5Q (49.098299 sec): 3 clusters Score: Raw -33313.555936 + Penalty 936.420734 = -32377.135202 nChanged 10 SP:Iteration 6Q (49.099707 sec): 3 clusters Score: Raw -33318.986418 + Penalty 937.240235 = -32381.746183 nChanged 3 SP:Iteration 7Q (49.101104 sec): 3 clusters Score: Raw -33321.701664 + Penalty 937.558076 = -32384.143588 nChanged 2 SP:Iteration 8Q (49.102535 sec): 3 clusters Score: Raw -33322.377560 + Penalty 941.531584 = -32380.845977 nChanged 3 SP:Iteration 9F (49.104079 sec): 3 clusters Score: Raw -33323.768551 + Penalty 942.411123 = -32381.357428 nChanged 2 SP:Iteration 10F (49.105606 sec): 3 clusters Score: Raw -33325.086464 + Penalty 944.511783 = -32380.574680 nChanged 1 SP:Iteration 11F (49.107151 sec): 3 clusters Score: Raw -33325.247425 + Penalty 947.221940 = -32378.025485 nChanged 1 SP:Iteration 12F (49.108746 sec): 3 clusters Score: Raw -33325.759048 + Penalty 947.656282 = -32378.102767 nChanged 1 SP:Iteration 13Q (49.110154 sec): 3 clusters Score: Raw -33326.038545 + Penalty 947.656282 = -32378.382263 nChanged 0 SP:Iteration 14F (49.111694 sec): 3 clusters Score: Raw -33326.038545 + Penalty 947.656282 = -32378.382263 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 2 (2538 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.123281 sec): 2 clusters Score: Raw -105824.606658 + Penalty 82.384317 = -105742.222341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.128134 sec): 3 clusters Score: Raw -104199.198774 + Penalty 165.252535 = -104033.946240 nChanged 1243 SP:Iteration 1F (49.132745 sec): 3 clusters Score: Raw -104963.197266 + Penalty 170.160464 = -104793.036802 nChanged 290 SP:Iteration 2F (49.137316 sec): 3 clusters Score: Raw -105158.855200 + Penalty 176.319037 = -104982.536163 nChanged 235 SP:Iteration 3F (49.141873 sec): 3 clusters Score: Raw -105310.742137 + Penalty 182.945897 = -105127.796240 nChanged 162 SP:Iteration 4F (49.146514 sec): 3 clusters Score: Raw -105437.931937 + Penalty 188.287225 = -105249.644712 nChanged 114 SP:Iteration 5Q (49.151084 sec): 3 clusters Score: Raw -105538.887930 + Penalty 193.046254 = -105345.841676 nChanged 81 SP:Iteration 6Q (49.155624 sec): 3 clusters Score: Raw -105588.755940 + Penalty 198.834875 = -105389.921064 nChanged 68 SP:Iteration 7Q (49.160190 sec): 3 clusters Score: Raw -105620.506944 + Penalty 204.895550 = -105415.611393 nChanged 63 SP:Iteration 8Q (49.164580 sec): 3 clusters Score: Raw -105647.192379 + Penalty 208.620902 = -105438.571477 nChanged 64 SP:Iteration 9Q (49.168865 sec): 3 clusters Score: Raw -105674.683907 + Penalty 214.109284 = -105460.574622 nChanged 53 SP:Iteration 10F (49.173404 sec): 3 clusters Score: Raw -105700.233703 + Penalty 220.752885 = -105479.480818 nChanged 44 SP:Iteration 11Q (49.177629 sec): 3 clusters Score: Raw -105726.490601 + Penalty 226.034717 = -105500.455883 nChanged 34 SP:Iteration 12Q (49.181751 sec): 3 clusters Score: Raw -105742.559174 + Penalty 230.238716 = -105512.320457 nChanged 29 SP:Iteration 13Q (49.185808 sec): 3 clusters Score: Raw -105757.064622 + Penalty 235.913020 = -105521.151601 nChanged 23 SP:Iteration 14Q (49.189809 sec): 3 clusters Score: Raw -105772.986108 + Penalty 238.248551 = -105534.737557 nChanged 32 SP:Iteration 15Q (49.193919 sec): 3 clusters Score: Raw -105796.670679 + Penalty 238.562790 = -105558.107889 nChanged 20 SP:Iteration 16Q (49.197830 sec): 3 clusters Score: Raw -105807.807483 + Penalty 242.109535 = -105565.697948 nChanged 12 SP:Iteration 17Q (49.201737 sec): 3 clusters Score: Raw -105811.090743 + Penalty 245.074102 = -105566.016641 nChanged 8 SP:Iteration 18Q (49.205568 sec): 3 clusters Score: Raw -105812.351571 + Penalty 246.583150 = -105565.768421 nChanged 3 SP:Iteration 19F (49.210154 sec): 3 clusters Score: Raw -105812.725109 + Penalty 248.123463 = -105564.601646 nChanged 4 SP:Iteration 20F (49.214743 sec): 3 clusters Score: Raw -105813.024622 + Penalty 246.727833 = -105566.296789 nChanged 2 SP:Iteration 21Q (49.218579 sec): 3 clusters Score: Raw -105813.305242 + Penalty 246.861299 = -105566.443943 nChanged 3 SP:Iteration 22Q (49.222412 sec): 3 clusters Score: Raw -105813.971235 + Penalty 249.736482 = -105564.234753 nChanged 6 SP:Iteration 23F (49.227003 sec): 3 clusters Score: Raw -105816.137508 + Penalty 251.575834 = -105564.561673 nChanged 8 SP:Iteration 24Q (49.230995 sec): 3 clusters Score: Raw -105818.031165 + Penalty 256.970615 = -105561.060550 nChanged 9 SP:Iteration 25F (49.235698 sec): 3 clusters Score: Raw -105821.561829 + Penalty 257.654348 = -105563.907480 nChanged 10 SP:Iteration 26Q (49.239485 sec): 3 clusters Score: Raw -105825.504922 + Penalty 261.274933 = -105564.229989 nChanged 10 SP:Iteration 27Q (49.243270 sec): 3 clusters Score: Raw -105829.484942 + Penalty 265.227270 = -105564.257672 nChanged 11 SP:Iteration 28Q (49.247070 sec): 3 clusters Score: Raw -105834.558506 + Penalty 267.268583 = -105567.289924 nChanged 8 SP:Iteration 29Q (49.250919 sec): 3 clusters Score: Raw -105837.297352 + Penalty 272.362442 = -105564.934910 nChanged 7 SP:Iteration 30F (49.255582 sec): 3 clusters Score: Raw -105840.320324 + Penalty 273.935899 = -105566.384425 nChanged 7 SP:Iteration 31Q (49.259419 sec): 3 clusters Score: Raw -105842.906534 + Penalty 276.909883 = -105565.996651 nChanged 9 SP:Iteration 32F (49.263954 sec): 3 clusters Score: Raw -105845.828326 + Penalty 279.369814 = -105566.458513 nChanged 7 SP:Iteration 33Q (49.267705 sec): 3 clusters Score: Raw -105847.868168 + Penalty 279.095046 = -105568.773122 nChanged 2 SP:Iteration 34Q (49.271876 sec): 3 clusters Score: Raw -105848.235323 + Penalty 278.216555 = -105570.018768 nChanged 2 SP:Iteration 35Q (49.276432 sec): 3 clusters Score: Raw -105848.529048 + Penalty 278.216555 = -105570.312493 nChanged 0 SP:Iteration 36F (49.282042 sec): 3 clusters Score: Raw -105848.529048 + Penalty 278.216555 = -105570.312493 nChanged 0 Memory request: 0.05 GB would take us to total of 0.27 GB. Trying to split cluster 3 (11213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.332200 sec): 2 clusters Score: Raw -463861.724505 + Penalty 255.185704 = -463606.538801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.353314 sec): 3 clusters Score: Raw -456378.438659 + Penalty 595.424632 = -455783.014027 nChanged 5231 SP:Iteration 1F (49.373951 sec): 3 clusters Score: Raw -460022.287227 + Penalty 699.261541 = -459323.025685 nChanged 1668 SP:Iteration 2F (49.394868 sec): 3 clusters Score: Raw -461667.367277 + Penalty 830.582220 = -460836.785057 nChanged 1154 SP:Iteration 3F (49.415690 sec): 3 clusters Score: Raw -462943.869149 + Penalty 1012.088865 = -461931.780284 nChanged 612 SP:Iteration 4F (49.436684 sec): 3 clusters Score: Raw -463645.666331 + Penalty 1202.994712 = -462442.671619 nChanged 186 SP:Iteration 5Q (49.455132 sec): 3 clusters Score: Raw -463858.691692 + Penalty 1304.542286 = -462554.149406 nChanged 38 SP:Iteration 6Q (49.471739 sec): 3 clusters Score: Raw -463904.290335 + Penalty 1313.245861 = -462591.044474 nChanged 7 SP:Iteration 7Q (49.487451 sec): 3 clusters Score: Raw -463912.661389 + Penalty 1330.830368 = -462581.831021 nChanged 3 SP:Iteration 8F (49.513629 sec): 3 clusters Score: Raw -463917.396314 + Penalty 1330.830368 = -462586.565946 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 4 (135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.521316 sec): 2 clusters Score: Raw -5291.030558 + Penalty 54.105187 = -5236.925371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.521826 sec): 3 clusters Score: Raw -5224.979591 + Penalty 108.000501 = -5116.979089 nChanged 57 SP:Iteration 1F (49.522269 sec): 3 clusters Score: Raw -5262.433841 + Penalty 108.931138 = -5153.502703 nChanged 12 SP:Iteration 2F (49.522710 sec): 3 clusters Score: Raw -5269.541741 + Penalty 110.416086 = -5159.125655 nChanged 5 SP:Iteration 3Q (49.523148 sec): 3 clusters Score: Raw -5271.059556 + Penalty 110.457980 = -5160.601576 nChanged 2 SP:Iteration 4Q (49.523586 sec): 3 clusters Score: Raw -5273.796977 + Penalty 112.304103 = -5161.492874 nChanged 4 SP:Iteration 5Q (49.524023 sec): 3 clusters Score: Raw -5276.972661 + Penalty 114.776741 = -5162.195920 nChanged 3 SP:Iteration 6Q (49.524460 sec): 3 clusters Score: Raw -5278.006085 + Penalty 115.556404 = -5162.449680 nChanged 1 SP:Iteration 7Q (49.524896 sec): 3 clusters Score: Raw -5279.188070 + Penalty 118.975289 = -5160.212781 nChanged 3 SP:Iteration 8F (49.525335 sec): 3 clusters Score: Raw -5281.585875 + Penalty 120.322387 = -5161.263488 nChanged 1 SP:Iteration 9Q (49.525771 sec): 3 clusters Score: Raw -5281.826454 + Penalty 121.738857 = -5160.087597 nChanged 1 SP:Iteration 10F (49.526207 sec): 3 clusters Score: Raw -5282.123815 + Penalty 125.092395 = -5157.031420 nChanged 2 SP:Iteration 11F (49.526646 sec): 3 clusters Score: Raw -5282.773115 + Penalty 125.092395 = -5157.680720 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 6 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.527623 sec): 2 clusters Score: Raw -1293.619883 + Penalty 206.143605 = -1087.476277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.527891 sec): 3 clusters Score: Raw -1298.540522 + Penalty 410.836212 = -887.704309 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 7 (388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.530012 sec): 2 clusters Score: Raw -17776.402404 + Penalty 325.554817 = -17450.847588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.530897 sec): 3 clusters Score: Raw -17592.416809 + Penalty 647.292494 = -16945.124315 nChanged 129 SP:Iteration 1F (49.531781 sec): 3 clusters Score: Raw -17682.901267 + Penalty 644.491992 = -17038.409275 nChanged 33 SP:Iteration 2F (49.532659 sec): 3 clusters Score: Raw -17704.512922 + Penalty 645.045893 = -17059.467028 nChanged 19 SP:Iteration 3Q (49.533528 sec): 3 clusters Score: Raw -17719.946850 + Penalty 643.607786 = -17076.339064 nChanged 12 SP:Iteration 4Q (49.534395 sec): 3 clusters Score: Raw -17730.549966 + Penalty 643.017035 = -17087.532931 nChanged 15 SP:Iteration 5Q (49.535256 sec): 3 clusters Score: Raw -17741.806067 + Penalty 642.754928 = -17099.051139 nChanged 4 SP:Iteration 6Q (49.536114 sec): 3 clusters Score: Raw -17744.469537 + Penalty 642.516702 = -17101.952835 nChanged 3 SP:Iteration 7Q (49.536973 sec): 3 clusters Score: Raw -17746.179374 + Penalty 642.587738 = -17103.591636 nChanged 1 SP:Iteration 8Q (49.537829 sec): 3 clusters Score: Raw -17747.381130 + Penalty 643.035409 = -17104.345721 nChanged 2 SP:Iteration 9Q (49.538686 sec): 3 clusters Score: Raw -17748.651062 + Penalty 643.487033 = -17105.164029 nChanged 2 SP:Iteration 10F (49.539554 sec): 3 clusters Score: Raw -17749.488854 + Penalty 643.876410 = -17105.612443 nChanged 2 SP:Iteration 11Q (49.540413 sec): 3 clusters Score: Raw -17749.906177 + Penalty 644.277804 = -17105.628373 nChanged 1 SP:Iteration 12Q (49.541274 sec): 3 clusters Score: Raw -17750.109167 + Penalty 644.277804 = -17105.831363 nChanged 0 SP:Iteration 13F (49.542141 sec): 3 clusters Score: Raw -17750.109167 + Penalty 644.277804 = -17105.831363 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 10 (101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.543562 sec): 2 clusters Score: Raw -5205.938671 + Penalty 492.600288 = -4713.338382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.543982 sec): 3 clusters Score: Raw -5194.177674 + Penalty 985.826037 = -4208.351638 nChanged 9 SP:Iteration 1F (49.544365 sec): 3 clusters Score: Raw -5213.531642 + Penalty 986.299756 = -4227.231886 nChanged 3 SP:Iteration 2Q (49.544742 sec): 3 clusters Score: Raw -5218.806524 + Penalty 986.165896 = -4232.640628 nChanged 3 SP:Iteration 3Q (49.545118 sec): 3 clusters Score: Raw -5226.078783 + Penalty 985.412362 = -4240.666421 nChanged 2 SP:Iteration 4Q (49.545491 sec): 3 clusters Score: Raw -5232.085281 + Penalty 985.412362 = -4246.672919 nChanged 0 SP:Iteration 5F (49.545872 sec): 3 clusters Score: Raw -5232.085281 + Penalty 985.412362 = -4246.672919 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 11 (627 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.548769 sec): 2 clusters Score: Raw -29366.744225 + Penalty 672.073538 = -28694.670687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.550104 sec): 3 clusters Score: Raw -29094.160608 + Penalty 1344.145365 = -27750.015244 nChanged 198 SP:Iteration 1F (49.551402 sec): 3 clusters Score: Raw -29256.709893 + Penalty 1344.183598 = -27912.526295 nChanged 60 SP:Iteration 2F (49.552690 sec): 3 clusters Score: Raw -29318.091640 + Penalty 1344.155000 = -27973.936639 nChanged 34 SP:Iteration 3F (49.553978 sec): 3 clusters Score: Raw -29351.919784 + Penalty 1344.568877 = -28007.350908 nChanged 28 SP:Iteration 4Q (49.555256 sec): 3 clusters Score: Raw -29371.240984 + Penalty 1345.104818 = -28026.136166 nChanged 20 SP:Iteration 5Q (49.556678 sec): 3 clusters Score: Raw -29386.678149 + Penalty 1346.175653 = -28040.502497 nChanged 15 SP:Iteration 6Q (49.558013 sec): 3 clusters Score: Raw -29399.444559 + Penalty 1348.650295 = -28050.794264 nChanged 17 SP:Iteration 7Q (49.559318 sec): 3 clusters Score: Raw -29409.697818 + Penalty 1351.219261 = -28058.478557 nChanged 12 SP:Iteration 8Q (49.560584 sec): 3 clusters Score: Raw -29415.556289 + Penalty 1353.431719 = -28062.124570 nChanged 9 SP:Iteration 9Q (49.561846 sec): 3 clusters Score: Raw -29423.537162 + Penalty 1354.371559 = -28069.165603 nChanged 5 SP:Iteration 10F (49.563131 sec): 3 clusters Score: Raw -29426.341388 + Penalty 1354.371559 = -28071.969830 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 12 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.564493 sec): 2 clusters Score: Raw -393.183154 + Penalty 150.882657 = -242.300497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.564724 sec): 3 clusters Score: Raw -391.246065 + Penalty 285.586379 = -105.659686 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 13 (818 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.569550 sec): 2 clusters Score: Raw -35846.916840 + Penalty 1072.427517 = -34774.489323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.571260 sec): 3 clusters Score: Raw -35600.383377 + Penalty 2147.096126 = -33453.287250 nChanged 264 SP:Iteration 1F (49.572927 sec): 3 clusters Score: Raw -35868.364350 + Penalty 2148.086621 = -33720.277728 nChanged 58 SP:Iteration 2F (49.574551 sec): 3 clusters Score: Raw -35930.846104 + Penalty 2148.267212 = -33782.578892 nChanged 30 SP:Iteration 3Q (49.576124 sec): 3 clusters Score: Raw -35959.711886 + Penalty 2148.008646 = -33811.703241 nChanged 15 SP:Iteration 4Q (49.577679 sec): 3 clusters Score: Raw -35972.565758 + Penalty 2147.953318 = -33824.612440 nChanged 12 SP:Iteration 5Q (49.579227 sec): 3 clusters Score: Raw -35983.450099 + Penalty 2148.005410 = -33835.444689 nChanged 12 SP:Iteration 6Q (49.580927 sec): 3 clusters Score: Raw -35995.709053 + Penalty 2148.063533 = -33847.645520 nChanged 12 SP:Iteration 7Q (49.582815 sec): 3 clusters Score: Raw -36006.040930 + Penalty 2148.146154 = -33857.894775 nChanged 8 SP:Iteration 8Q (49.584597 sec): 3 clusters Score: Raw -36014.120304 + Penalty 2148.022016 = -33866.098288 nChanged 10 SP:Iteration 9Q (49.586130 sec): 3 clusters Score: Raw -36028.999337 + Penalty 2147.984316 = -33881.015021 nChanged 13 SP:Iteration 10F (49.587721 sec): 3 clusters Score: Raw -36051.337006 + Penalty 2147.855658 = -33903.481348 nChanged 11 SP:Iteration 11Q (49.589245 sec): 3 clusters Score: Raw -36073.064137 + Penalty 2147.734673 = -33925.329464 nChanged 18 SP:Iteration 12Q (49.590800 sec): 3 clusters Score: Raw -36103.241258 + Penalty 2147.579979 = -33955.661279 nChanged 19 SP:Iteration 13Q (49.592363 sec): 3 clusters Score: Raw -36142.610758 + Penalty 2147.286862 = -33995.323896 nChanged 24 SP:Iteration 14Q (49.593897 sec): 3 clusters Score: Raw -36184.781238 + Penalty 2147.200439 = -34037.580799 nChanged 22 SP:Iteration 15Q (49.595419 sec): 3 clusters Score: Raw -36213.046582 + Penalty 2147.003582 = -34066.043000 nChanged 14 SP:Iteration 16Q (49.596940 sec): 3 clusters Score: Raw -36243.894619 + Penalty 2146.766508 = -34097.128111 nChanged 17 SP:Iteration 17Q (49.598469 sec): 3 clusters Score: Raw -36271.950604 + Penalty 2146.419226 = -34125.531378 nChanged 21 SP:Iteration 18Q (49.599983 sec): 3 clusters Score: Raw -36308.274277 + Penalty 2146.335942 = -34161.938336 nChanged 16 SP:Iteration 19Q (49.601494 sec): 3 clusters Score: Raw -36341.422328 + Penalty 2146.126946 = -34195.295382 nChanged 16 SP:Iteration 20F (49.603113 sec): 3 clusters Score: Raw -36365.457860 + Penalty 2145.575964 = -34219.881896 nChanged 12 SP:Iteration 21Q (49.604636 sec): 3 clusters Score: Raw -36377.341814 + Penalty 2145.577284 = -34231.764529 nChanged 6 SP:Iteration 22Q (49.606136 sec): 3 clusters Score: Raw -36384.744503 + Penalty 2145.650908 = -34239.093595 nChanged 5 SP:Iteration 23Q (49.607619 sec): 3 clusters Score: Raw -36392.315543 + Penalty 2145.768407 = -34246.547136 nChanged 5 SP:Iteration 24Q (49.609152 sec): 3 clusters Score: Raw -36397.371225 + Penalty 2146.059713 = -34251.311511 nChanged 6 SP:Iteration 25Q (49.610676 sec): 3 clusters Score: Raw -36406.316072 + Penalty 2146.484651 = -34259.831421 nChanged 5 SP:Iteration 26Q (49.612177 sec): 3 clusters Score: Raw -36416.199626 + Penalty 2146.484651 = -34269.714975 nChanged 4 SP:Iteration 27Q (49.613655 sec): 3 clusters Score: Raw -36422.170540 + Penalty 2146.573491 = -34275.597050 nChanged 3 SP:Iteration 28Q (49.615144 sec): 3 clusters Score: Raw -36425.603195 + Penalty 2146.640388 = -34278.962807 nChanged 1 SP:Iteration 29Q (49.616658 sec): 3 clusters Score: Raw -36427.900468 + Penalty 2146.735091 = -34281.165377 nChanged 3 SP:Iteration 30F (49.618276 sec): 3 clusters Score: Raw -36433.936297 + Penalty 2146.802368 = -34287.133929 nChanged 1 SP:Iteration 31Q (49.619751 sec): 3 clusters Score: Raw -36434.991554 + Penalty 2146.869294 = -34288.122260 nChanged 1 SP:Iteration 32Q (49.621221 sec): 3 clusters Score: Raw -36436.091473 + Penalty 2146.869294 = -34289.222180 nChanged 0 SP:Iteration 33F (49.622845 sec): 3 clusters Score: Raw -36436.091473 + Penalty 2146.869294 = -34289.222180 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 14 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.625583 sec): 2 clusters Score: Raw -888.501715 + Penalty 140.787398 = -747.714317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.625838 sec): 3 clusters Score: Raw -891.841754 + Penalty 283.595001 = -608.246753 nChanged 1 SP:Iteration 1Q (49.626086 sec): 3 clusters Score: Raw -892.940895 + Penalty 283.595001 = -609.345894 nChanged 0 SP:Iteration 2F (49.626328 sec): 3 clusters Score: Raw -892.940895 + Penalty 283.595001 = -609.345894 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 15 (410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.628035 sec): 2 clusters Score: Raw -18341.013253 + Penalty 419.169554 = -17921.843699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.628991 sec): 3 clusters Score: Raw -18142.040070 + Penalty 846.058709 = -17295.981362 nChanged 130 SP:Iteration 1F (49.629902 sec): 3 clusters Score: Raw -18237.630452 + Penalty 855.558094 = -17382.072358 nChanged 49 SP:Iteration 2F (49.630813 sec): 3 clusters Score: Raw -18281.324293 + Penalty 864.578161 = -17416.746132 nChanged 27 SP:Iteration 3F (49.631727 sec): 3 clusters Score: Raw -18305.657587 + Penalty 873.160350 = -17432.497237 nChanged 22 SP:Iteration 4F (49.632645 sec): 3 clusters Score: Raw -18324.174419 + Penalty 879.156515 = -17445.017904 nChanged 17 SP:Iteration 5Q (49.633566 sec): 3 clusters Score: Raw -18336.875304 + Penalty 881.870919 = -17455.004385 nChanged 8 SP:Iteration 6Q (49.634474 sec): 3 clusters Score: Raw -18343.093643 + Penalty 884.177438 = -17458.916204 nChanged 8 SP:Iteration 7Q (49.635379 sec): 3 clusters Score: Raw -18351.741132 + Penalty 886.083299 = -17465.657833 nChanged 4 SP:Iteration 8Q (49.636285 sec): 3 clusters Score: Raw -18354.535686 + Penalty 881.763999 = -17472.771687 nChanged 2 SP:Iteration 9Q (49.637188 sec): 3 clusters Score: Raw -18356.526533 + Penalty 882.985038 = -17473.541495 nChanged 2 SP:Iteration 10F (49.638093 sec): 3 clusters Score: Raw -18358.529243 + Penalty 882.985038 = -17475.544205 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 16 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.638814 sec): 2 clusters Score: Raw -1933.755284 + Penalty 334.772875 = -1598.982409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.639117 sec): 3 clusters Score: Raw -1955.334414 + Penalty 672.321532 = -1283.012882 nChanged 1 SP:Iteration 1Q (49.639405 sec): 3 clusters Score: Raw -1956.556499 + Penalty 676.467753 = -1280.088745 nChanged 1 SP:Iteration 2F (49.639701 sec): 3 clusters Score: Raw -1959.295038 + Penalty 676.467753 = -1282.827284 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 17 (291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.644497 sec): 2 clusters Score: Raw -13962.150425 + Penalty 426.557973 = -13535.592453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.645221 sec): 3 clusters Score: Raw -13873.925312 + Penalty 861.553725 = -13012.371587 nChanged 85 SP:Iteration 1F (49.645939 sec): 3 clusters Score: Raw -13955.131041 + Penalty 866.628629 = -13088.502412 nChanged 22 SP:Iteration 2F (49.646650 sec): 3 clusters Score: Raw -13976.727418 + Penalty 870.132921 = -13106.594497 nChanged 11 SP:Iteration 3Q (49.647353 sec): 3 clusters Score: Raw -13986.669905 + Penalty 871.956260 = -13114.713645 nChanged 8 SP:Iteration 4Q (49.648055 sec): 3 clusters Score: Raw -13996.423657 + Penalty 874.876061 = -13121.547596 nChanged 10 SP:Iteration 5Q (49.648755 sec): 3 clusters Score: Raw -14014.387797 + Penalty 876.405776 = -13137.982021 nChanged 3 SP:Iteration 6Q (49.649449 sec): 3 clusters Score: Raw -14020.499652 + Penalty 878.168153 = -13142.331498 nChanged 2 SP:Iteration 7Q (49.650136 sec): 3 clusters Score: Raw -14022.289692 + Penalty 878.168153 = -13144.121538 nChanged 0 SP:Iteration 8F (49.650844 sec): 3 clusters Score: Raw -14022.289692 + Penalty 878.168153 = -13144.121538 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 18 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.651412 sec): 2 clusters Score: Raw -1589.161362 + Penalty 239.204533 = -1349.956829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.651691 sec): 3 clusters Score: Raw -1602.358253 + Penalty 478.279462 = -1124.078790 nChanged 1 SP:Iteration 1Q (49.651963 sec): 3 clusters Score: Raw -1606.181580 + Penalty 478.279462 = -1127.902118 nChanged 0 SP:Iteration 2F (49.652233 sec): 3 clusters Score: Raw -1606.181580 + Penalty 478.279462 = -1127.902118 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 19 (70 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.652911 sec): 2 clusters Score: Raw -2914.251481 + Penalty 455.056364 = -2459.195117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.653250 sec): 3 clusters Score: Raw -2964.771326 + Penalty 910.376600 = -2054.394726 nChanged 4 SP:Iteration 1F (49.653582 sec): 3 clusters Score: Raw -2970.742405 + Penalty 910.376600 = -2060.365806 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 20 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.654045 sec): 2 clusters Score: Raw -209.558600 + Penalty 135.383100 = -74.175500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.654257 sec): 3 clusters Score: Raw -201.157646 + Penalty 270.766199 = 69.608554 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 21 (713 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.656969 sec): 2 clusters Score: Raw -33736.818242 + Penalty 454.799081 = -33282.019162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.658498 sec): 3 clusters Score: Raw -33346.320264 + Penalty 909.848100 = -32436.472164 nChanged 243 SP:Iteration 1F (49.660029 sec): 3 clusters Score: Raw -33488.592142 + Penalty 912.414373 = -32576.177769 nChanged 73 SP:Iteration 2F (49.661561 sec): 3 clusters Score: Raw -33546.799752 + Penalty 913.585444 = -32633.214308 nChanged 41 SP:Iteration 3F (49.663077 sec): 3 clusters Score: Raw -33575.776945 + Penalty 914.580939 = -32661.196006 nChanged 25 SP:Iteration 4Q (49.664544 sec): 3 clusters Score: Raw -33592.796949 + Penalty 915.294477 = -32677.502472 nChanged 23 SP:Iteration 5Q (49.665988 sec): 3 clusters Score: Raw -33603.823716 + Penalty 914.974936 = -32688.848779 nChanged 19 SP:Iteration 6Q (49.667418 sec): 3 clusters Score: Raw -33613.664290 + Penalty 914.820451 = -32698.843839 nChanged 18 SP:Iteration 7Q (49.668831 sec): 3 clusters Score: Raw -33620.447378 + Penalty 916.063943 = -32704.383435 nChanged 13 SP:Iteration 8Q (49.670277 sec): 3 clusters Score: Raw -33626.243064 + Penalty 917.221075 = -32709.021989 nChanged 16 SP:Iteration 9Q (49.671712 sec): 3 clusters Score: Raw -33632.265008 + Penalty 918.834067 = -32713.430941 nChanged 14 SP:Iteration 10F (49.673159 sec): 3 clusters Score: Raw -33639.735834 + Penalty 920.505924 = -32719.229909 nChanged 14 SP:Iteration 11Q (49.674608 sec): 3 clusters Score: Raw -33645.409180 + Penalty 922.300452 = -32723.108728 nChanged 10 SP:Iteration 12Q (49.676027 sec): 3 clusters Score: Raw -33649.430562 + Penalty 924.314297 = -32725.116265 nChanged 11 SP:Iteration 13Q (49.677435 sec): 3 clusters Score: Raw -33654.690111 + Penalty 927.154342 = -32727.535769 nChanged 12 SP:Iteration 14Q (49.678828 sec): 3 clusters Score: Raw -33659.350811 + Penalty 928.015146 = -32731.335665 nChanged 7 SP:Iteration 15Q (49.680251 sec): 3 clusters Score: Raw -33661.544427 + Penalty 929.730166 = -32731.814261 nChanged 6 SP:Iteration 16Q (49.681663 sec): 3 clusters Score: Raw -33662.551047 + Penalty 929.845939 = -32732.705107 nChanged 1 SP:Iteration 17Q (49.683074 sec): 3 clusters Score: Raw -33663.833284 + Penalty 929.461409 = -32734.371875 nChanged 1 SP:Iteration 18Q (49.684503 sec): 3 clusters Score: Raw -33664.655177 + Penalty 929.461409 = -32735.193768 nChanged 0 SP:Iteration 19F (49.685948 sec): 3 clusters Score: Raw -33664.655177 + Penalty 929.461409 = -32735.193768 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 (49.686706 sec): 2 clusters Score: Raw -2018.296273 + Penalty 168.500182 = -1849.796092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.687030 sec): 3 clusters Score: Raw -2023.245501 + Penalty 315.983365 = -1707.262136 nChanged 10 SP:Iteration 1F (49.687349 sec): 3 clusters Score: Raw -2042.934105 + Penalty 315.983365 = -1726.950740 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 24 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.688391 sec): 2 clusters Score: Raw -5301.468363 + Penalty 176.690441 = -5124.777922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.688808 sec): 3 clusters Score: Raw -5261.519748 + Penalty 356.742663 = -4904.777085 nChanged 30 SP:Iteration 1F (49.689216 sec): 3 clusters Score: Raw -5290.261333 + Penalty 356.200416 = -4934.060917 nChanged 7 SP:Iteration 2F (49.689648 sec): 3 clusters Score: Raw -5294.449173 + Penalty 356.286431 = -4938.162742 nChanged 2 SP:Iteration 3Q (49.690059 sec): 3 clusters Score: Raw -5295.857827 + Penalty 356.286431 = -4939.571396 nChanged 0 SP:Iteration 4F (49.690471 sec): 3 clusters Score: Raw -5295.857827 + Penalty 356.286431 = -4939.571396 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 25 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.691030 sec): 2 clusters Score: Raw -1740.820280 + Penalty 361.638162 = -1379.182118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.691315 sec): 3 clusters Score: Raw -1776.631315 + Penalty 746.886498 = -1029.744817 nChanged 1 SP:Iteration 1Q (49.691582 sec): 3 clusters Score: Raw -1782.198255 + Penalty 746.886498 = -1035.311757 nChanged 0 SP:Iteration 2F (49.691859 sec): 3 clusters Score: Raw -1782.198255 + Penalty 746.886498 = -1035.311757 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 26 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.692327 sec): 2 clusters Score: Raw -235.490655 + Penalty 132.891596 = -102.599058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.692542 sec): 3 clusters Score: Raw -234.083080 + Penalty 258.401102 = 24.318023 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 30 (100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.693245 sec): 2 clusters Score: Raw -4646.776094 + Penalty 627.952552 = -4018.823541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.693636 sec): 3 clusters Score: Raw -4747.530871 + Penalty 1254.115787 = -3493.415085 nChanged 6 SP:Iteration 1F (49.694021 sec): 3 clusters Score: Raw -4774.112030 + Penalty 1252.481421 = -3521.630609 nChanged 2 SP:Iteration 2Q (49.694386 sec): 3 clusters Score: Raw -4788.068112 + Penalty 1251.396971 = -3536.671141 nChanged 1 SP:Iteration 3Q (49.694747 sec): 3 clusters Score: Raw -4793.096389 + Penalty 1250.574776 = -3542.521612 nChanged 1 SP:Iteration 4Q (49.695105 sec): 3 clusters Score: Raw -4795.298920 + Penalty 1249.161128 = -3546.137791 nChanged 2 SP:Iteration 5Q (49.695462 sec): 3 clusters Score: Raw -4801.381503 + Penalty 1249.161128 = -3552.220375 nChanged 0 SP:Iteration 6F (49.695845 sec): 3 clusters Score: Raw -4801.381503 + Penalty 1249.161128 = -3552.220375 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 31 (117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.696608 sec): 2 clusters Score: Raw -5810.443313 + Penalty 706.181582 = -5104.261732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.697035 sec): 3 clusters Score: Raw -5869.257215 + Penalty 1413.695626 = -4455.561589 nChanged 7 SP:Iteration 1F (49.697456 sec): 3 clusters Score: Raw -5891.625352 + Penalty 1413.147725 = -4478.477628 nChanged 3 SP:Iteration 2Q (49.697862 sec): 3 clusters Score: Raw -5906.647269 + Penalty 1413.619850 = -4493.027420 nChanged 1 SP:Iteration 3Q (49.698264 sec): 3 clusters Score: Raw -5907.863133 + Penalty 1413.619850 = -4494.243283 nChanged 0 SP:Iteration 4F (49.698683 sec): 3 clusters Score: Raw -5907.863133 + Penalty 1413.619850 = -4494.243283 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 32 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.699176 sec): 2 clusters Score: Raw -363.498688 + Penalty 172.947910 = -190.550778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.699397 sec): 3 clusters Score: Raw -357.128918 + Penalty 341.685723 = -15.443195 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 33 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.699901 sec): 2 clusters Score: Raw -832.091800 + Penalty 196.438858 = -635.652942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.700147 sec): 3 clusters Score: Raw -850.411374 + Penalty 397.759841 = -452.651533 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 35 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.701294 sec): 2 clusters Score: Raw -5363.395915 + Penalty 273.219176 = -5090.176739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.701762 sec): 3 clusters Score: Raw -5352.285391 + Penalty 549.135060 = -4803.150331 nChanged 40 SP:Iteration 1F (49.702215 sec): 3 clusters Score: Raw -5411.621512 + Penalty 559.248895 = -4852.372617 nChanged 12 SP:Iteration 2F (49.702665 sec): 3 clusters Score: Raw -5425.668484 + Penalty 560.350211 = -4865.318273 nChanged 2 SP:Iteration 3Q (49.703103 sec): 3 clusters Score: Raw -5427.587435 + Penalty 563.099910 = -4864.487525 nChanged 1 SP:Iteration 4F (49.703554 sec): 3 clusters Score: Raw -5428.301277 + Penalty 566.106989 = -4862.194288 nChanged 1 SP:Iteration 5F (49.704005 sec): 3 clusters Score: Raw -5428.898857 + Penalty 569.381078 = -4859.517779 nChanged 1 SP:Iteration 6F (49.704456 sec): 3 clusters Score: Raw -5430.720513 + Penalty 580.917068 = -4849.803445 nChanged 3 SP:Iteration 7F (49.704907 sec): 3 clusters Score: Raw -5436.594432 + Penalty 600.816868 = -4835.777563 nChanged 4 SP:Iteration 8F (49.705357 sec): 3 clusters Score: Raw -5447.865218 + Penalty 609.985300 = -4837.879917 nChanged 2 SP:Iteration 9Q (49.705789 sec): 3 clusters Score: Raw -5454.622855 + Penalty 623.631053 = -4830.991802 nChanged 2 SP:Iteration 10F (49.706238 sec): 3 clusters Score: Raw -5460.519675 + Penalty 623.631053 = -4836.888622 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 36 (226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.707786 sec): 2 clusters Score: Raw -9866.002591 + Penalty 665.563471 = -9200.439121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.708401 sec): 3 clusters Score: Raw -9827.027798 + Penalty 1331.935782 = -8495.092016 nChanged 32 SP:Iteration 1F (49.709001 sec): 3 clusters Score: Raw -9875.293162 + Penalty 1333.674297 = -8541.618865 nChanged 10 SP:Iteration 2Q (49.709592 sec): 3 clusters Score: Raw -9899.839313 + Penalty 1336.585513 = -8563.253800 nChanged 8 SP:Iteration 3Q (49.710180 sec): 3 clusters Score: Raw -9916.652631 + Penalty 1337.612879 = -8579.039751 nChanged 4 SP:Iteration 4Q (49.710760 sec): 3 clusters Score: Raw -9927.054863 + Penalty 1338.470215 = -8588.584649 nChanged 4 SP:Iteration 5Q (49.711341 sec): 3 clusters Score: Raw -9936.286557 + Penalty 1340.161118 = -8596.125438 nChanged 3 SP:Iteration 6Q (49.711917 sec): 3 clusters Score: Raw -9944.501839 + Penalty 1341.600703 = -8602.901137 nChanged 3 SP:Iteration 7Q (49.712492 sec): 3 clusters Score: Raw -9948.382640 + Penalty 1343.920515 = -8604.462126 nChanged 2 SP:Iteration 8Q (49.713065 sec): 3 clusters Score: Raw -9950.231158 + Penalty 1345.351784 = -8604.879374 nChanged 1 SP:Iteration 9Q (49.713636 sec): 3 clusters Score: Raw -9950.759752 + Penalty 1345.351784 = -8605.407967 nChanged 0 SP:Iteration 10F (49.714234 sec): 3 clusters Score: Raw -9950.759752 + Penalty 1345.351784 = -8605.407967 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 37 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.715113 sec): 2 clusters Score: Raw -5319.811802 + Penalty 737.576940 = -4582.234862 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.715564 sec): 3 clusters Score: Raw -5435.292401 + Penalty 1475.474693 = -3959.817707 nChanged 6 SP:Iteration 1Q (49.715990 sec): 3 clusters Score: Raw -5454.338346 + Penalty 1475.474693 = -3978.863653 nChanged 0 SP:Iteration 2F (49.716433 sec): 3 clusters Score: Raw -5454.338346 + Penalty 1475.474693 = -3978.863653 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 38 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.716919 sec): 2 clusters Score: Raw -224.077695 + Penalty 126.380965 = -97.696729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.717139 sec): 3 clusters Score: Raw -232.539530 + Penalty 217.628301 = -14.911229 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 39 (328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.718497 sec): 2 clusters Score: Raw -14591.295210 + Penalty 670.185737 = -13921.109474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.719315 sec): 3 clusters Score: Raw -14512.745599 + Penalty 1334.417763 = -13178.327836 nChanged 67 SP:Iteration 1F (49.720119 sec): 3 clusters Score: Raw -14589.179303 + Penalty 1329.656084 = -13259.523219 nChanged 20 SP:Iteration 2F (49.720927 sec): 3 clusters Score: Raw -14618.512925 + Penalty 1325.492098 = -13293.020827 nChanged 15 SP:Iteration 3Q (49.721693 sec): 3 clusters Score: Raw -14636.057316 + Penalty 1327.732002 = -13308.325314 nChanged 11 SP:Iteration 4Q (49.722451 sec): 3 clusters Score: Raw -14651.583831 + Penalty 1328.227619 = -13323.356212 nChanged 6 SP:Iteration 5Q (49.723209 sec): 3 clusters Score: Raw -14661.588867 + Penalty 1329.569224 = -13332.019643 nChanged 4 SP:Iteration 6Q (49.723963 sec): 3 clusters Score: Raw -14665.227568 + Penalty 1333.829747 = -13331.397821 nChanged 5 SP:Iteration 7F (49.724735 sec): 3 clusters Score: Raw -14669.765439 + Penalty 1336.454380 = -13333.311059 nChanged 3 SP:Iteration 8Q (49.725487 sec): 3 clusters Score: Raw -14671.284730 + Penalty 1336.355770 = -13334.928960 nChanged 2 SP:Iteration 9Q (49.726258 sec): 3 clusters Score: Raw -14677.386782 + Penalty 1334.079416 = -13343.307366 nChanged 4 SP:Iteration 10F (49.727033 sec): 3 clusters Score: Raw -14684.781922 + Penalty 1334.849954 = -13349.931968 nChanged 7 SP:Iteration 11Q (49.727781 sec): 3 clusters Score: Raw -14699.118391 + Penalty 1334.389500 = -13364.728890 nChanged 6 SP:Iteration 12Q (49.728526 sec): 3 clusters Score: Raw -14717.202843 + Penalty 1339.139627 = -13378.063216 nChanged 8 SP:Iteration 13Q (49.729264 sec): 3 clusters Score: Raw -14732.124517 + Penalty 1349.222293 = -13382.902225 nChanged 8 SP:Iteration 14Q (49.729996 sec): 3 clusters Score: Raw -14745.374434 + Penalty 1356.132818 = -13389.241616 nChanged 5 SP:Iteration 15Q (49.730722 sec): 3 clusters Score: Raw -14748.912867 + Penalty 1357.501962 = -13391.410905 nChanged 1 SP:Iteration 16Q (49.731449 sec): 3 clusters Score: Raw -14749.189746 + Penalty 1358.883377 = -13390.306369 nChanged 1 SP:Iteration 17F (49.732243 sec): 3 clusters Score: Raw -14749.544418 + Penalty 1360.323367 = -13389.221051 nChanged 1 SP:Iteration 18F (49.733038 sec): 3 clusters Score: Raw -14750.259923 + Penalty 1361.596036 = -13388.663887 nChanged 1 SP:Iteration 19F (49.733824 sec): 3 clusters Score: Raw -14750.757144 + Penalty 1361.596036 = -13389.161108 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 40 (166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.734719 sec): 2 clusters Score: Raw -6083.720888 + Penalty 771.102486 = -5312.618403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.735223 sec): 3 clusters Score: Raw -6158.376679 + Penalty 1541.106328 = -4617.270351 nChanged 16 SP:Iteration 1F (49.735719 sec): 3 clusters Score: Raw -6200.525167 + Penalty 1541.205651 = -4659.319516 nChanged 2 SP:Iteration 2Q (49.736216 sec): 3 clusters Score: Raw -6205.465908 + Penalty 1541.205651 = -4664.260257 nChanged 0 SP:Iteration 3F (49.736709 sec): 3 clusters Score: Raw -6205.465908 + Penalty 1541.205651 = -4664.260257 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 44 (322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.737983 sec): 2 clusters Score: Raw -14577.820384 + Penalty 374.224877 = -14203.595507 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.738763 sec): 3 clusters Score: Raw -14433.508410 + Penalty 750.180729 = -13683.327681 nChanged 95 SP:Iteration 1F (49.739531 sec): 3 clusters Score: Raw -14510.327315 + Penalty 750.643247 = -13759.684068 nChanged 27 SP:Iteration 2F (49.740295 sec): 3 clusters Score: Raw -14541.831299 + Penalty 752.195665 = -13789.635633 nChanged 12 SP:Iteration 3Q (49.741056 sec): 3 clusters Score: Raw -14553.607562 + Penalty 754.300331 = -13799.307231 nChanged 14 SP:Iteration 4Q (49.741815 sec): 3 clusters Score: Raw -14570.976687 + Penalty 753.839102 = -13817.137585 nChanged 10 SP:Iteration 5Q (49.742564 sec): 3 clusters Score: Raw -14577.604442 + Penalty 755.175643 = -13822.428800 nChanged 6 SP:Iteration 6Q (49.743312 sec): 3 clusters Score: Raw -14583.235054 + Penalty 755.846801 = -13827.388253 nChanged 4 SP:Iteration 7Q (49.744057 sec): 3 clusters Score: Raw -14586.371503 + Penalty 756.662187 = -13829.709315 nChanged 2 SP:Iteration 8Q (49.744800 sec): 3 clusters Score: Raw -14591.059460 + Penalty 757.086662 = -13833.972797 nChanged 2 SP:Iteration 9Q (49.745543 sec): 3 clusters Score: Raw -14592.264481 + Penalty 757.351414 = -13834.913067 nChanged 1 SP:Iteration 10F (49.746308 sec): 3 clusters Score: Raw -14592.818661 + Penalty 757.351414 = -13835.467247 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 45 (278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.748109 sec): 2 clusters Score: Raw -12721.933918 + Penalty 495.697228 = -12226.236690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.748806 sec): 3 clusters Score: Raw -12614.894512 + Penalty 986.348550 = -11628.545961 nChanged 68 SP:Iteration 1F (49.749492 sec): 3 clusters Score: Raw -12673.553528 + Penalty 988.746116 = -11684.807413 nChanged 22 SP:Iteration 2F (49.750177 sec): 3 clusters Score: Raw -12692.712834 + Penalty 990.042920 = -11702.669914 nChanged 6 SP:Iteration 3Q (49.750858 sec): 3 clusters Score: Raw -12697.534871 + Penalty 990.767266 = -11706.767605 nChanged 3 SP:Iteration 4Q (49.751539 sec): 3 clusters Score: Raw -12699.874570 + Penalty 998.372643 = -11701.501926 nChanged 6 SP:Iteration 5F (49.752223 sec): 3 clusters Score: Raw -12704.697522 + Penalty 1010.588195 = -11694.109327 nChanged 10 SP:Iteration 6F (49.752909 sec): 3 clusters Score: Raw -12716.724234 + Penalty 1029.488714 = -11687.235520 nChanged 13 SP:Iteration 7F (49.753592 sec): 3 clusters Score: Raw -12733.615448 + Penalty 1043.363608 = -11690.251840 nChanged 4 SP:Iteration 8Q (49.754267 sec): 3 clusters Score: Raw -12737.763509 + Penalty 1053.783201 = -11683.980308 nChanged 4 SP:Iteration 9F (49.754949 sec): 3 clusters Score: Raw -12740.366060 + Penalty 1059.319356 = -11681.046704 nChanged 2 SP:Iteration 10F (49.755632 sec): 3 clusters Score: Raw -12742.833584 + Penalty 1073.177536 = -11669.656048 nChanged 4 SP:Iteration 11F (49.756315 sec): 3 clusters Score: Raw -12747.319669 + Penalty 1083.370453 = -11663.949216 nChanged 2 SP:Iteration 12F (49.756998 sec): 3 clusters Score: Raw -12750.339302 + Penalty 1094.737506 = -11655.601796 nChanged 3 SP:Iteration 13F (49.757690 sec): 3 clusters Score: Raw -12753.913435 + Penalty 1094.737506 = -11659.175930 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 46 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.758336 sec): 2 clusters Score: Raw -2845.952882 + Penalty 361.497347 = -2484.455535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.758677 sec): 3 clusters Score: Raw -2851.475749 + Penalty 723.952705 = -2127.523044 nChanged 6 SP:Iteration 1F (49.758986 sec): 3 clusters Score: Raw -2865.594901 + Penalty 723.952705 = -2141.642195 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 47 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.759468 sec): 2 clusters Score: Raw -439.856523 + Penalty 152.515971 = -287.340553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.759694 sec): 3 clusters Score: Raw -453.429005 + Penalty 296.308479 = -157.120526 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 48 (310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.760990 sec): 2 clusters Score: Raw -10263.522039 + Penalty 857.449278 = -9406.072761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.761775 sec): 3 clusters Score: Raw -10266.349440 + Penalty 1714.156390 = -8552.193049 nChanged 52 SP:Iteration 1F (49.762543 sec): 3 clusters Score: Raw -10362.214401 + Penalty 1712.884234 = -8649.330167 nChanged 18 SP:Iteration 2F (49.763309 sec): 3 clusters Score: Raw -10404.610920 + Penalty 1712.642542 = -8691.968378 nChanged 9 SP:Iteration 3Q (49.764038 sec): 3 clusters Score: Raw -10424.568408 + Penalty 1712.457817 = -8712.110591 nChanged 9 SP:Iteration 4Q (49.764757 sec): 3 clusters Score: Raw -10441.254780 + Penalty 1711.706921 = -8729.547859 nChanged 4 SP:Iteration 5Q (49.765449 sec): 3 clusters Score: Raw -10445.118525 + Penalty 1711.706921 = -8733.411604 nChanged 0 SP:Iteration 6F (49.766185 sec): 3 clusters Score: Raw -10445.118525 + Penalty 1711.706921 = -8733.411604 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 49 (234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.767241 sec): 2 clusters Score: Raw -11479.234512 + Penalty 370.515554 = -11108.718958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.767866 sec): 3 clusters Score: Raw -11379.805568 + Penalty 745.169816 = -10634.635752 nChanged 59 SP:Iteration 1F (49.768480 sec): 3 clusters Score: Raw -11417.643795 + Penalty 755.997373 = -10661.646423 nChanged 18 SP:Iteration 2F (49.769095 sec): 3 clusters Score: Raw -11434.382670 + Penalty 763.686466 = -10670.696203 nChanged 8 SP:Iteration 3Q (49.769710 sec): 3 clusters Score: Raw -11439.334792 + Penalty 782.438418 = -10656.896374 nChanged 12 SP:Iteration 4F (49.770324 sec): 3 clusters Score: Raw -11453.970842 + Penalty 802.916400 = -10651.054443 nChanged 10 SP:Iteration 5F (49.770935 sec): 3 clusters Score: Raw -11464.793379 + Penalty 811.532700 = -10653.260679 nChanged 5 SP:Iteration 6Q (49.771547 sec): 3 clusters Score: Raw -11472.320117 + Penalty 820.189941 = -10652.130176 nChanged 5 SP:Iteration 7F (49.772160 sec): 3 clusters Score: Raw -11480.186531 + Penalty 828.420270 = -10651.766260 nChanged 3 SP:Iteration 8F (49.772774 sec): 3 clusters Score: Raw -11483.136765 + Penalty 839.212992 = -10643.923773 nChanged 3 SP:Iteration 9F (49.773386 sec): 3 clusters Score: Raw -11484.078780 + Penalty 841.927975 = -10642.150805 nChanged 1 SP:Iteration 10F (49.773999 sec): 3 clusters Score: Raw -11484.357672 + Penalty 850.332422 = -10634.025250 nChanged 2 SP:Iteration 11F (49.774612 sec): 3 clusters Score: Raw -11486.342786 + Penalty 860.812462 = -10625.530323 nChanged 2 SP:Iteration 12F (49.775225 sec): 3 clusters Score: Raw -11487.730816 + Penalty 864.264332 = -10623.466483 nChanged 1 SP:Iteration 13F (49.775837 sec): 3 clusters Score: Raw -11487.724710 + Penalty 871.334517 = -10616.390193 nChanged 2 SP:Iteration 14F (49.776450 sec): 3 clusters Score: Raw -11488.937501 + Penalty 874.389888 = -10614.547613 nChanged 1 SP:Iteration 15F (49.777063 sec): 3 clusters Score: Raw -11489.418904 + Penalty 879.129754 = -10610.289149 nChanged 1 SP:Iteration 16F (49.777701 sec): 3 clusters Score: Raw -11490.058965 + Penalty 882.483294 = -10607.575672 nChanged 1 SP:Iteration 17F (49.778315 sec): 3 clusters Score: Raw -11492.999610 + Penalty 882.483294 = -10610.516316 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 50 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.778904 sec): 2 clusters Score: Raw -1701.753814 + Penalty 433.658578 = -1268.095236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.779202 sec): 3 clusters Score: Raw -1781.284346 + Penalty 867.317156 = -913.967190 nChanged 1 SP:Iteration 1Q (49.779488 sec): 3 clusters Score: Raw -1787.671371 + Penalty 867.317156 = -920.354216 nChanged 0 SP:Iteration 2F (49.779775 sec): 3 clusters Score: Raw -1787.671371 + Penalty 867.317156 = -920.354216 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 51 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.780267 sec): 2 clusters Score: Raw -759.334723 + Penalty 280.042438 = -479.292285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.780505 sec): 3 clusters Score: Raw -791.537538 + Penalty 562.260477 = -229.277061 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 52 (317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.781751 sec): 2 clusters Score: Raw -12068.576659 + Penalty 191.127407 = -11877.449251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.782514 sec): 3 clusters Score: Raw -11907.729267 + Penalty 374.511908 = -11533.217359 nChanged 121 SP:Iteration 1F (49.783262 sec): 3 clusters Score: Raw -12055.273570 + Penalty 371.818515 = -11683.455055 nChanged 31 SP:Iteration 2F (49.784022 sec): 3 clusters Score: Raw -12087.032512 + Penalty 372.837548 = -11714.194964 nChanged 13 SP:Iteration 3Q (49.784758 sec): 3 clusters Score: Raw -12105.336575 + Penalty 373.515627 = -11731.820948 nChanged 11 SP:Iteration 4Q (49.785489 sec): 3 clusters Score: Raw -12118.896199 + Penalty 376.291542 = -11742.604657 nChanged 8 SP:Iteration 5Q (49.786214 sec): 3 clusters Score: Raw -12127.020628 + Penalty 378.046218 = -11748.974410 nChanged 6 SP:Iteration 6Q (49.786934 sec): 3 clusters Score: Raw -12130.921130 + Penalty 379.212634 = -11751.708496 nChanged 3 SP:Iteration 7Q (49.787649 sec): 3 clusters Score: Raw -12131.917138 + Penalty 380.000288 = -11751.916850 nChanged 2 SP:Iteration 8Q (49.788363 sec): 3 clusters Score: Raw -12132.112727 + Penalty 380.355432 = -11751.757295 nChanged 1 SP:Iteration 9F (49.789112 sec): 3 clusters Score: Raw -12132.203484 + Penalty 380.355432 = -11751.848053 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 53 (154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.789969 sec): 2 clusters Score: Raw -7918.509570 + Penalty 613.641417 = -7304.868154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.790450 sec): 3 clusters Score: Raw -7917.838024 + Penalty 1229.746601 = -6688.091423 nChanged 19 SP:Iteration 1F (49.790930 sec): 3 clusters Score: Raw -7955.004153 + Penalty 1231.965716 = -6723.038437 nChanged 7 SP:Iteration 2Q (49.791395 sec): 3 clusters Score: Raw -7972.437510 + Penalty 1233.019800 = -6739.417710 nChanged 1 SP:Iteration 3Q (49.791872 sec): 3 clusters Score: Raw -7973.467485 + Penalty 1233.019800 = -6740.447685 nChanged 0 SP:Iteration 4F (49.792357 sec): 3 clusters Score: Raw -7973.467485 + Penalty 1233.019800 = -6740.447685 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 54 (191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.793299 sec): 2 clusters Score: Raw -6539.655708 + Penalty 398.846274 = -6140.809434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.793861 sec): 3 clusters Score: Raw -6483.996874 + Penalty 798.378657 = -5685.618217 nChanged 38 SP:Iteration 1F (49.794442 sec): 3 clusters Score: Raw -6522.049513 + Penalty 798.483313 = -5723.566200 nChanged 13 SP:Iteration 2F (49.794993 sec): 3 clusters Score: Raw -6547.948058 + Penalty 798.344355 = -5749.603703 nChanged 5 SP:Iteration 3Q (49.795536 sec): 3 clusters Score: Raw -6553.759951 + Penalty 798.158056 = -5755.601895 nChanged 3 SP:Iteration 4Q (49.796078 sec): 3 clusters Score: Raw -6556.885408 + Penalty 798.443628 = -5758.441780 nChanged 1 SP:Iteration 5Q (49.796618 sec): 3 clusters Score: Raw -6558.391981 + Penalty 798.443628 = -5759.948353 nChanged 0 SP:Iteration 6F (49.797160 sec): 3 clusters Score: Raw -6558.391981 + Penalty 798.443628 = -5759.948353 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 56 (70 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.797819 sec): 2 clusters Score: Raw -3344.173484 + Penalty 419.167727 = -2925.005757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.798157 sec): 3 clusters Score: Raw -3370.742414 + Penalty 838.867157 = -2531.875257 nChanged 5 SP:Iteration 1F (49.798489 sec): 3 clusters Score: Raw -3388.560601 + Penalty 843.929942 = -2544.630658 nChanged 4 SP:Iteration 2F (49.798819 sec): 3 clusters Score: Raw -3399.262924 + Penalty 843.929942 = -2555.332982 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 58 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.799304 sec): 2 clusters Score: Raw -519.715197 + Penalty 187.534601 = -332.180596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.799536 sec): 3 clusters Score: Raw -564.589383 + Penalty 375.762541 = -188.826842 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 59 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.800085 sec): 2 clusters Score: Raw -1757.656811 + Penalty 362.479741 = -1395.177071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.800363 sec): 3 clusters Score: Raw -1802.494792 + Penalty 724.710741 = -1077.784051 nChanged 1 SP:Iteration 1Q (49.800634 sec): 3 clusters Score: Raw -1803.593341 + Penalty 724.710741 = -1078.882600 nChanged 0 SP:Iteration 2F (49.800908 sec): 3 clusters Score: Raw -1803.593341 + Penalty 724.710741 = -1078.882600 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 60 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.801393 sec): 2 clusters Score: Raw -511.931959 + Penalty 184.840120 = -327.091838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.801624 sec): 3 clusters Score: Raw -529.055059 + Penalty 368.496496 = -160.558564 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 62 (131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.802417 sec): 2 clusters Score: Raw -6691.901678 + Penalty 719.583519 = -5972.318159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.802867 sec): 3 clusters Score: Raw -6754.244084 + Penalty 1439.229576 = -5315.014509 nChanged 6 SP:Iteration 1Q (49.803295 sec): 3 clusters Score: Raw -6773.304553 + Penalty 1439.229576 = -5334.074977 nChanged 0 SP:Iteration 2F (49.803735 sec): 3 clusters Score: Raw -6773.304553 + Penalty 1439.229576 = -5334.074977 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 63 (316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.804957 sec): 2 clusters Score: Raw -17407.997744 + Penalty 927.447356 = -16480.550388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.805715 sec): 3 clusters Score: Raw -17421.038093 + Penalty 1854.920268 = -15566.117826 nChanged 51 SP:Iteration 1F (49.806462 sec): 3 clusters Score: Raw -17513.346664 + Penalty 1854.866572 = -15658.480091 nChanged 8 SP:Iteration 2Q (49.807224 sec): 3 clusters Score: Raw -17530.197737 + Penalty 1854.741269 = -15675.456468 nChanged 4 SP:Iteration 3Q (49.807957 sec): 3 clusters Score: Raw -17537.554425 + Penalty 1854.774522 = -15682.779903 nChanged 1 SP:Iteration 4Q (49.808713 sec): 3 clusters Score: Raw -17538.933074 + Penalty 1854.774522 = -15684.158552 nChanged 0 SP:Iteration 5F (49.809492 sec): 3 clusters Score: Raw -17538.933074 + Penalty 1854.774522 = -15684.158552 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 64 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.809977 sec): 2 clusters Score: Raw -311.064040 + Penalty 145.454987 = -165.609053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.810195 sec): 3 clusters Score: Raw -301.634776 + Penalty 296.734857 = -4.899919 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 65 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.810727 sec): 2 clusters Score: Raw -1020.029580 + Penalty 64.733024 = -955.296557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.810998 sec): 3 clusters Score: Raw -1020.595049 + Penalty 143.391199 = -877.203850 nChanged 4 SP:Iteration 1F (49.811315 sec): 3 clusters Score: Raw -1026.152652 + Penalty 173.697678 = -852.454974 nChanged 2 SP:Iteration 2F (49.811626 sec): 3 clusters Score: Raw -1029.053799 + Penalty 195.278633 = -833.775166 nChanged 1 SP:Iteration 3F (49.811992 sec): 3 clusters Score: Raw -1031.343872 + Penalty 195.278633 = -836.065240 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 68 (173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.813193 sec): 2 clusters Score: Raw -8938.449255 + Penalty 683.516063 = -8254.933192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.813756 sec): 3 clusters Score: Raw -8945.080389 + Penalty 1367.400878 = -7577.679510 nChanged 20 SP:Iteration 1F (49.814331 sec): 3 clusters Score: Raw -8985.872201 + Penalty 1367.440682 = -7618.431519 nChanged 2 SP:Iteration 2Q (49.814924 sec): 3 clusters Score: Raw -8993.232568 + Penalty 1367.249224 = -7625.983344 nChanged 1 SP:Iteration 3Q (49.815486 sec): 3 clusters Score: Raw -8996.691126 + Penalty 1367.446119 = -7629.245008 nChanged 1 SP:Iteration 4Q (49.816032 sec): 3 clusters Score: Raw -8997.819244 + Penalty 1367.507778 = -7630.311466 nChanged 1 SP:Iteration 5Q (49.816579 sec): 3 clusters Score: Raw -9003.358613 + Penalty 1367.662561 = -7635.696052 nChanged 2 SP:Iteration 6Q (49.817122 sec): 3 clusters Score: Raw -9008.516368 + Penalty 1367.684775 = -7640.831593 nChanged 1 SP:Iteration 7Q (49.817667 sec): 3 clusters Score: Raw -9013.261794 + Penalty 1368.072881 = -7645.188913 nChanged 1 SP:Iteration 8Q (49.818207 sec): 3 clusters Score: Raw -9014.079983 + Penalty 1368.072881 = -7646.007102 nChanged 0 SP:Iteration 9F (49.818765 sec): 3 clusters Score: Raw -9014.079983 + Penalty 1368.072881 = -7646.007102 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 69 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.819321 sec): 2 clusters Score: Raw -198.846957 + Penalty 126.087034 = -72.759923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.819562 sec): 3 clusters Score: Raw -192.939998 + Penalty 292.387855 = 99.447857 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 70 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.820129 sec): 2 clusters Score: Raw -1222.164348 + Penalty 253.028046 = -969.136302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.820383 sec): 3 clusters Score: Raw -1216.074317 + Penalty 514.022488 = -702.051829 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 71 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.821011 sec): 2 clusters Score: Raw -2508.874522 + Penalty 396.866800 = -2112.007721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.821328 sec): 3 clusters Score: Raw -2564.008782 + Penalty 795.628409 = -1768.380373 nChanged 1 SP:Iteration 1Q (49.821620 sec): 3 clusters Score: Raw -2566.047526 + Penalty 795.628409 = -1770.419117 nChanged 0 SP:Iteration 2F (49.821919 sec): 3 clusters Score: Raw -2566.047526 + Penalty 795.628409 = -1770.419117 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 72 (65 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.822557 sec): 2 clusters Score: Raw -3170.603389 + Penalty 393.529129 = -2777.074261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.822884 sec): 3 clusters Score: Raw -3184.711044 + Penalty 787.512135 = -2397.198909 nChanged 9 SP:Iteration 1F (49.823204 sec): 3 clusters Score: Raw -3206.227231 + Penalty 787.512135 = -2418.715096 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 73 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.823695 sec): 2 clusters Score: Raw -480.457381 + Penalty 235.327057 = -245.130324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.823922 sec): 3 clusters Score: Raw -498.141557 + Penalty 451.138269 = -47.003288 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 74 (70 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.824552 sec): 2 clusters Score: Raw -3403.111514 + Penalty 566.083455 = -2837.028059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.824891 sec): 3 clusters Score: Raw -3484.954577 + Penalty 1133.678952 = -2351.275625 nChanged 3 SP:Iteration 1Q (49.825207 sec): 3 clusters Score: Raw -3500.222632 + Penalty 1133.678952 = -2366.543679 nChanged 0 SP:Iteration 2F (49.825541 sec): 3 clusters Score: Raw -3500.222632 + Penalty 1133.678952 = -2366.543679 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 80 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.826026 sec): 2 clusters Score: Raw -535.616945 + Penalty 274.794724 = -260.822221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.826260 sec): 3 clusters Score: Raw -585.478542 + Penalty 554.679412 = -30.799130 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 82 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.826734 sec): 2 clusters Score: Raw -342.295816 + Penalty 154.494693 = -187.801123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.826954 sec): 3 clusters Score: Raw -340.812174 + Penalty 312.703850 = -28.108323 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 87 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.827486 sec): 2 clusters Score: Raw -1464.394998 + Penalty 328.529188 = -1135.865810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.827755 sec): 3 clusters Score: Raw -1502.872057 + Penalty 659.469453 = -843.402604 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 92 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.828216 sec): 2 clusters Score: Raw -206.243145 + Penalty 138.066632 = -68.176513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.828412 sec): 2 clusters Score: Raw -206.243145 + Penalty 138.066632 = -68.176513 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 93 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.828887 sec): 2 clusters Score: Raw -480.048892 + Penalty 205.782253 = -274.266639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.829136 sec): 3 clusters Score: Raw -485.805101 + Penalty 414.931642 = -70.873459 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 94 (193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.830096 sec): 2 clusters Score: Raw -9736.677542 + Penalty 481.129108 = -9255.548434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.830667 sec): 3 clusters Score: Raw -9672.408484 + Penalty 962.164113 = -8710.244371 nChanged 30 SP:Iteration 1F (49.831212 sec): 3 clusters Score: Raw -9711.670716 + Penalty 962.172138 = -8749.498578 nChanged 13 SP:Iteration 2F (49.831758 sec): 3 clusters Score: Raw -9723.777354 + Penalty 961.988491 = -8761.788863 nChanged 1 SP:Iteration 3Q (49.832300 sec): 3 clusters Score: Raw -9724.525642 + Penalty 962.135105 = -8762.390537 nChanged 1 SP:Iteration 4Q (49.832841 sec): 3 clusters Score: Raw -9726.942533 + Penalty 962.135105 = -8764.807428 nChanged 0 SP:Iteration 5F (49.833384 sec): 3 clusters Score: Raw -9726.942533 + Penalty 962.135105 = -8764.807428 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 97 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.833883 sec): 2 clusters Score: Raw -233.190675 + Penalty 110.838830 = -122.351845 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.834100 sec): 3 clusters Score: Raw -235.303689 + Penalty 213.898206 = -21.405483 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 (49.834576 sec): 2 clusters Score: Raw -391.284656 + Penalty 185.904206 = -205.380450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.834798 sec): 3 clusters Score: Raw -392.918502 + Penalty 378.846075 = -14.072427 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 102 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.835354 sec): 2 clusters Score: Raw -2019.375978 + Penalty 405.489633 = -1613.886345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.835636 sec): 3 clusters Score: Raw -2056.430225 + Penalty 813.389336 = -1243.040889 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 106 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.836105 sec): 2 clusters Score: Raw -342.362892 + Penalty 178.048598 = -164.314294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.836323 sec): 3 clusters Score: Raw -347.077193 + Penalty 352.270741 = 5.193547 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 107 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.836807 sec): 2 clusters Score: Raw -716.764093 + Penalty 249.275169 = -467.488924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.837038 sec): 3 clusters Score: Raw -722.257478 + Penalty 498.586523 = -223.670955 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 108 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.837661 sec): 2 clusters Score: Raw -3504.409237 + Penalty 435.284348 = -3069.124888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.837992 sec): 3 clusters Score: Raw -3515.716443 + Penalty 870.316411 = -2645.400032 nChanged 8 SP:Iteration 1F (49.838318 sec): 3 clusters Score: Raw -3533.352203 + Penalty 870.354110 = -2662.998093 nChanged 2 SP:Iteration 2Q (49.838639 sec): 3 clusters Score: Raw -3536.214094 + Penalty 870.608691 = -2665.605402 nChanged 1 SP:Iteration 3Q (49.838959 sec): 3 clusters Score: Raw -3539.437478 + Penalty 870.854531 = -2668.582947 nChanged 2 SP:Iteration 4Q (49.839279 sec): 3 clusters Score: Raw -3543.981923 + Penalty 870.854531 = -2673.127392 nChanged 0 SP:Iteration 5F (49.839605 sec): 3 clusters Score: Raw -3543.981923 + Penalty 870.854531 = -2673.127392 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 113 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.840151 sec): 2 clusters Score: Raw -1024.301324 + Penalty 322.251851 = -702.049473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.840404 sec): 3 clusters Score: Raw -1058.909544 + Penalty 629.749799 = -429.159745 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 114 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.840864 sec): 2 clusters Score: Raw -196.947852 + Penalty 122.960327 = -73.987525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.841076 sec): 3 clusters Score: Raw -190.226854 + Penalty 293.907405 = 103.680551 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 115 (70 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.841709 sec): 2 clusters Score: Raw -3458.053986 + Penalty 515.093741 = -2942.960245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.842043 sec): 3 clusters Score: Raw -3495.865349 + Penalty 1026.674873 = -2469.190476 nChanged 1 SP:Iteration 1Q (49.842364 sec): 3 clusters Score: Raw -3499.160168 + Penalty 1026.674873 = -2472.485294 nChanged 0 SP:Iteration 2F (49.842694 sec): 3 clusters Score: Raw -3499.160168 + Penalty 1026.674873 = -2472.485294 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 116 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.843176 sec): 2 clusters Score: Raw -623.558583 + Penalty 241.299154 = -382.259429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.843406 sec): 3 clusters Score: Raw -636.582840 + Penalty 488.630727 = -147.952113 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 117 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.843869 sec): 2 clusters Score: Raw -248.962282 + Penalty 125.872428 = -123.089854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.844084 sec): 3 clusters Score: Raw -243.597995 + Penalty 254.286614 = 10.688619 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 120 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.844532 sec): 2 clusters Score: Raw -43.257530 + Penalty 0.000000 = -43.257530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.844720 sec): 2 clusters Score: Raw -43.257530 + Penalty 0.000000 = -43.257530 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 121 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.845201 sec): 2 clusters Score: Raw -526.207418 + Penalty 82.456775 = -443.750643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.845431 sec): 3 clusters Score: Raw -528.270389 + Penalty 148.013494 = -380.256895 nChanged 1 SP:Iteration 1F (49.845657 sec): 3 clusters Score: Raw -530.923773 + Penalty 157.890547 = -373.033226 nChanged 1 SP:Iteration 2F (49.845884 sec): 3 clusters Score: Raw -533.708437 + Penalty 173.411068 = -360.297369 nChanged 1 SP:Iteration 3F (49.846109 sec): 3 clusters Score: Raw -536.156558 + Penalty 196.903134 = -339.253424 nChanged 1 SP:Iteration 4F (49.846335 sec): 3 clusters Score: Raw -539.719698 + Penalty 196.903134 = -342.816564 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 124 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.846783 sec): 2 clusters Score: Raw -45.957574 + Penalty 0.000000 = -45.957574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.846973 sec): 2 clusters Score: Raw -45.957574 + Penalty 0.000000 = -45.957574 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 125 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.847459 sec): 2 clusters Score: Raw -427.262040 + Penalty 204.519924 = -222.742115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.847683 sec): 3 clusters Score: Raw -439.114147 + Penalty 388.846040 = -50.268107 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 130 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.848155 sec): 2 clusters Score: Raw -416.629951 + Penalty 156.580340 = -260.049611 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.848377 sec): 3 clusters Score: Raw -418.531934 + Penalty 324.245224 = -94.286709 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 131 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.848855 sec): 2 clusters Score: Raw -667.887492 + Penalty 249.559642 = -418.327850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.849085 sec): 3 clusters Score: Raw -656.986594 + Penalty 490.506592 = -166.480002 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 136 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.849583 sec): 2 clusters Score: Raw -878.193056 + Penalty 278.241319 = -599.951737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.849824 sec): 3 clusters Score: Raw -897.778518 + Penalty 563.971448 = -333.807070 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 137 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.850286 sec): 2 clusters Score: Raw -244.565159 + Penalty 141.468864 = -103.096295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.850499 sec): 3 clusters Score: Raw -243.339138 + Penalty 285.421799 = 42.082661 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 140 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.850977 sec): 2 clusters Score: Raw -556.290963 + Penalty 250.307453 = -305.983510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.851204 sec): 3 clusters Score: Raw -574.824078 + Penalty 513.008060 = -61.816018 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 144 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.851664 sec): 2 clusters Score: Raw -141.521144 + Penalty 78.870310 = -62.650834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.851871 sec): 3 clusters Score: Raw -136.552924 + Penalty 164.179255 = 27.626331 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 (49.852328 sec): 2 clusters Score: Raw -152.485250 + Penalty 93.336634 = -59.148616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.852538 sec): 3 clusters Score: Raw -144.074124 + Penalty 189.356622 = 45.282497 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 147 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.853013 sec): 2 clusters Score: Raw -488.223215 + Penalty 214.679055 = -273.544161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.853237 sec): 3 clusters Score: Raw -492.677638 + Penalty 438.671332 = -54.006306 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 149 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.853704 sec): 2 clusters Score: Raw -351.297245 + Penalty 197.562348 = -153.734896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.853921 sec): 3 clusters Score: Raw -348.596498 + Penalty 409.793093 = 61.196595 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 156 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.854395 sec): 2 clusters Score: Raw -212.293056 + Penalty 127.975540 = -84.317515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.854607 sec): 3 clusters Score: Raw -202.040742 + Penalty 255.951080 = 53.910338 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 162 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.855075 sec): 2 clusters Score: Raw -382.841180 + Penalty 201.979613 = -180.861567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.855296 sec): 3 clusters Score: Raw -397.034708 + Penalty 403.959227 = 6.924518 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 170 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.855771 sec): 2 clusters Score: Raw -440.224343 + Penalty 185.386412 = -254.837930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.855995 sec): 3 clusters Score: Raw -454.985491 + Penalty 370.353218 = -84.632273 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 171 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.856475 sec): 2 clusters Score: Raw -599.092712 + Penalty 243.572266 = -355.520447 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.856704 sec): 3 clusters Score: Raw -604.960907 + Penalty 481.638538 = -123.322369 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 174 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.857170 sec): 2 clusters Score: Raw -352.861574 + Penalty 186.318105 = -166.543470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.857389 sec): 3 clusters Score: Raw -353.048509 + Penalty 374.489061 = 21.440552 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 175 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.857847 sec): 2 clusters Score: Raw -197.728904 + Penalty 131.147711 = -66.581194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.858059 sec): 3 clusters Score: Raw -195.151864 + Penalty 262.295421 = 67.143558 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 177 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.858568 sec): 2 clusters Score: Raw -1074.296344 + Penalty 322.440276 = -751.856068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.858815 sec): 3 clusters Score: Raw -1103.762669 + Penalty 634.686008 = -469.076661 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 184 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.859275 sec): 2 clusters Score: Raw -181.164336 + Penalty 76.027511 = -105.136824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.859479 sec): 3 clusters Score: Raw -180.431650 + Penalty 117.335999 = -63.095652 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 187 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.859946 sec): 2 clusters Score: Raw -370.786645 + Penalty 199.245433 = -171.541212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.860164 sec): 3 clusters Score: Raw -367.203614 + Penalty 426.361702 = 59.158088 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 189 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.860622 sec): 2 clusters Score: Raw -193.859593 + Penalty 106.247005 = -87.612588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.860834 sec): 3 clusters Score: Raw -189.034599 + Penalty 217.974504 = 28.939905 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 190 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.861309 sec): 2 clusters Score: Raw -146.401409 + Penalty 91.304042 = -55.097367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.861519 sec): 3 clusters Score: Raw -141.165778 + Penalty 173.096181 = 31.930403 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 199 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.861968 sec): 2 clusters Score: Raw -45.959020 + Penalty 0.000000 = -45.959020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.862157 sec): 2 clusters Score: Raw -45.959020 + Penalty 0.000000 = -45.959020 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 203 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.862611 sec): 2 clusters Score: Raw -98.503297 + Penalty 56.074995 = -42.428302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.862813 sec): 3 clusters Score: Raw -90.831225 + Penalty 112.149990 = 21.318765 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 211 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.863274 sec): 2 clusters Score: Raw -205.749866 + Penalty 128.882132 = -76.867735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.863488 sec): 3 clusters Score: Raw -198.588819 + Penalty 288.449122 = 89.860302 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 212 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.863941 sec): 2 clusters Score: Raw -94.564688 + Penalty 55.018452 = -39.546236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.864142 sec): 3 clusters Score: Raw -90.498923 + Penalty 110.036903 = 19.537980 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 218 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.864839 sec): 2 clusters Score: Raw -3083.159880 + Penalty 260.756759 = -2822.403121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.865226 sec): 3 clusters Score: Raw -3115.818894 + Penalty 531.252776 = -2584.566118 nChanged 9 SP:Iteration 1F (49.865605 sec): 3 clusters Score: Raw -3134.956799 + Penalty 537.214750 = -2597.742048 nChanged 4 SP:Iteration 2Q (49.865972 sec): 3 clusters Score: Raw -3146.155165 + Penalty 545.174900 = -2600.980266 nChanged 2 SP:Iteration 3Q (49.866335 sec): 3 clusters Score: Raw -3149.457103 + Penalty 545.174900 = -2604.282203 nChanged 0 SP:Iteration 4F (49.866713 sec): 3 clusters Score: Raw -3149.457103 + Penalty 545.174900 = -2604.282203 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 226 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.867170 sec): 2 clusters Score: Raw -87.644688 + Penalty 30.155081 = -57.489607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.867370 sec): 3 clusters Score: Raw -84.740883 + Penalty 60.310162 = -24.430721 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 233 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.867822 sec): 2 clusters Score: Raw -95.702872 + Penalty 43.734519 = -51.968353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.868014 sec): 2 clusters Score: Raw -95.702872 + Penalty 43.734519 = -51.968353 nChanged 0 Deleting Class 74 (70 points): Lose 350.124938 but Gain 1340.561205 Iteration 119Q (49.979584 sec): 106 clusters Score: Raw -930700.975154 + Penalty 93652.577668 = -837048.397486 nChanged 72 Deleting Class 149 (7 points): Lose 42.581061 but Gain 1021.463184 Iteration 120F (51.136613 sec): 105 clusters Score: Raw -930854.926206 + Penalty 92678.842074 = -838176.084133 nChanged 23 Deleting Class 187 (7 points): Lose 52.088149 but Gain 1030.165290 Iteration 121Q (51.238595 sec): 104 clusters Score: Raw -930842.552299 + Penalty 91663.218417 = -839179.333883 nChanged 17 Deleting Class 140 (12 points): Lose 92.833708 but Gain 1070.364089 Iteration 122Q (51.339771 sec): 103 clusters Score: Raw -930779.640195 + Penalty 90603.914230 = -840175.725965 nChanged 21 Deleting Class 20 (4 points): Lose 11.452789 but Gain 982.540177 Iteration 123Q (51.439286 sec): 102 clusters Score: Raw -930796.012597 + Penalty 89577.012925 = -841218.999672 nChanged 14 Deleting Class 92 (4 points): Lose 39.647245 but Gain 1002.015860 Iteration 124Q (51.538739 sec): 101 clusters Score: Raw -930770.917249 + Penalty 88582.993954 = -842187.923295 nChanged 10 Deleting Class 31 (116 points): Lose 529.512863 but Gain 1491.253467 Iteration 125Q (51.639050 sec): 100 clusters Score: Raw -930250.278922 + Penalty 87266.192005 = -842984.086917 nChanged 120 Deleting Class 131 (12 points): Lose 50.048879 but Gain 1010.428521 Iteration 126Q (51.744381 sec): 99 clusters Score: Raw -930458.134118 + Penalty 86271.821111 = -844186.313008 nChanged 36 Deleting Class 177 (23 points): Lose 105.115297 but Gain 1052.468910 Iteration 127Q (51.842542 sec): 98 clusters Score: Raw -930417.141026 + Penalty 85226.126578 = -845191.014448 nChanged 35 Deleting Class 115 (82 points): Lose 313.525267 but Gain 1256.369840 Iteration 128Q (51.940360 sec): 97 clusters Score: Raw -930151.641006 + Penalty 84071.049714 = -846080.591293 nChanged 95 Deleting Class 80 (13 points): Lose 140.104717 but Gain 1077.881248 Iteration 129Q (52.041238 sec): 96 clusters Score: Raw -930153.269958 + Penalty 83024.600605 = -847128.669353 nChanged 35 Deleting Class 73 (11 points): Lose 54.556630 but Gain 987.376925 Iteration 130F (53.084293 sec): 95 clusters Score: Raw -930164.639980 + Penalty 82088.401936 = -848076.238044 nChanged 38 Deleting Class 175 (4 points): Lose 20.923141 but Gain 951.801924 Iteration 131Q (53.182142 sec): 94 clusters Score: Raw -930188.909784 + Penalty 81150.025167 = -849038.884617 nChanged 22 Deleting Class 162 (8 points): Lose 50.198706 but Gain 977.242041 Iteration 132Q (53.278064 sec): 93 clusters Score: Raw -930155.868251 + Penalty 80176.923899 = -849978.944352 nChanged 16 Deleting Class 51 (15 points): Lose 114.436840 but Gain 1040.419444 Iteration 133Q (53.373564 sec): 92 clusters Score: Raw -930057.307637 + Penalty 79169.115403 = -850888.192233 nChanged 22 Deleting Class 147 (11 points): Lose 44.476195 but Gain 969.586698 Iteration 134Q (53.469945 sec): 91 clusters Score: Raw -930050.283942 + Penalty 78236.027240 = -851814.256702 nChanged 21 Deleting Class 156 (4 points): Lose 7.813924 but Gain 928.779959 Iteration 135Q (53.565595 sec): 90 clusters Score: Raw -930075.515566 + Penalty 77334.376076 = -852741.139490 nChanged 16 Deleting Class 171 (12 points): Lose 80.072184 but Gain 986.186559 Iteration 136Q (53.662198 sec): 89 clusters Score: Raw -930012.509820 + Penalty 76416.270418 = -853596.239402 nChanged 20 Deleting Class 211 (4 points): Lose 29.710330 but Gain 935.359529 Iteration 137Q (53.756265 sec): 88 clusters Score: Raw -930020.375249 + Penalty 75492.882208 = -854527.493041 nChanged 13 Deleting Class 174 (7 points): Lose 65.126570 but Gain 963.326696 Iteration 138Q (53.849217 sec): 87 clusters Score: Raw -929974.545736 + Penalty 74517.900770 = -855456.644966 nChanged 16 Deleting Class 106 (7 points): Lose 23.042354 but Gain 920.570591 Iteration 139Q (53.943316 sec): 86 clusters Score: Raw -929981.689659 + Penalty 73598.810069 = -856382.879590 nChanged 13 Deleting Class 50 (46 points): Lose 262.951328 but Gain 1161.550156 Iteration 140F (54.884415 sec): 85 clusters Score: Raw -929731.775670 + Penalty 72494.984126 = -857236.791544 nChanged 47 Deleting Class 102 (42 points): Lose 219.334929 but Gain 1114.485241 Iteration 141Q (54.978864 sec): 84 clusters Score: Raw -929621.976651 + Penalty 71496.025407 = -858125.951244 nChanged 54 Deleting Class 19 (73 points): Lose 294.486102 but Gain 1190.221715 Iteration 142Q (55.072457 sec): 83 clusters Score: Raw -929448.422639 + Penalty 70498.867249 = -858949.555390 nChanged 92 Deleting Class 25 (54 points): Lose 246.203292 but Gain 1140.137654 Iteration 143Q (55.166905 sec): 82 clusters Score: Raw -929378.422363 + Penalty 69437.226282 = -859941.196081 nChanged 85 Deleting Class 59 (47 points): Lose 189.154389 but Gain 1083.553000 Iteration 144Q (55.261511 sec): 81 clusters Score: Raw -929296.732736 + Penalty 68482.676207 = -860814.056529 nChanged 71 Deleting Class 107 (14 points): Lose 59.589084 but Gain 950.323604 Iteration 145Q (55.353875 sec): 80 clusters Score: Raw -929357.031805 + Penalty 67561.617750 = -861795.414055 nChanged 42 Deleting Class 113 (27 points): Lose 144.401929 but Gain 1031.491866 Iteration 146Q (55.450633 sec): 79 clusters Score: Raw -929254.522776 + Penalty 66635.299815 = -862619.222961 nChanged 57 Deleting Class 116 (13 points): Lose 60.563090 but Gain 946.495005 Iteration 147Q (55.545978 sec): 78 clusters Score: Raw -929273.905917 + Penalty 65738.216200 = -863535.689716 nChanged 30 Deleting Class 124 (1 points): Lose 3.378847 but Gain 889.267448 Iteration 148Q (55.636460 sec): 77 clusters Score: Raw -929309.186284 + Penalty 64912.064531 = -864397.121753 nChanged 13 Deleting Class 69 (4 points): Lose 37.735373 but Gain 915.074165 Iteration 149Q (55.725943 sec): 76 clusters Score: Raw -929283.543563 + Penalty 64007.234381 = -865276.309182 nChanged 10 Deleting Class 146 (4 points): Lose 39.604365 but Gain 915.030873 Iteration 150F (56.557656 sec): 75 clusters Score: Raw -929253.207425 + Penalty 63098.933695 = -866154.273730 nChanged 12 Deleting Class 60 (16 points): Lose 99.966107 but Gain 972.865689 Iteration 151Q (56.647682 sec): 74 clusters Score: Raw -929161.799714 + Penalty 62163.984610 = -866997.815104 nChanged 24 Deleting Class 114 (4 points): Lose 22.253890 but Gain 892.382147 Iteration 152Q (56.738007 sec): 73 clusters Score: Raw -929182.812074 + Penalty 61252.198349 = -867930.613725 nChanged 21 Deleting Class 32 (7 points): Lose 24.470285 but Gain 894.198334 Iteration 153Q (56.827408 sec): 72 clusters Score: Raw -929185.059885 + Penalty 60378.471979 = -868806.587906 nChanged 24 Deleting Class 136 (19 points): Lose 83.908409 but Gain 949.240051 Iteration 154Q (56.916024 sec): 71 clusters Score: Raw -929121.495383 + Penalty 59447.309196 = -869674.186186 nChanged 33 Deleting Class 98 (7 points): Lose 38.758396 but Gain 901.318723 Iteration 155Q (57.004919 sec): 70 clusters Score: Raw -929123.040636 + Penalty 58505.432008 = -870617.608628 nChanged 28 Deleting Class 93 (9 points): Lose 48.848638 but Gain 911.297322 Iteration 156Q (57.098113 sec): 69 clusters Score: Raw -929102.090033 + Penalty 57574.432008 = -871527.658025 nChanged 28 Deleting Class 125 (10 points): Lose 69.015943 but Gain 908.489641 Iteration 157Q (57.188671 sec): 68 clusters Score: Raw -929059.894752 + Penalty 56672.366430 = -872387.528322 nChanged 16 Deleting Class 137 (5 points): Lose 47.333966 but Gain 884.357698 Iteration 158Q (57.276846 sec): 67 clusters Score: Raw -929033.006416 + Penalty 55846.510693 = -873186.495724 nChanged 15 Deleting Class 62 (142 points): Lose 662.760623 but Gain 1491.900047 Iteration 159Q (57.363594 sec): 66 clusters Score: Raw -928394.093518 + Penalty 54391.129265 = -874002.964253 nChanged 147 Deleting Class 190 (3 points): Lose 8.558953 but Gain 836.155158 Iteration 160F (58.084628 sec): 65 clusters Score: Raw -928678.118075 + Penalty 53568.869824 = -875109.248251 nChanged 30 Deleting Class 87 (40 points): Lose 177.391953 but Gain 1013.973790 Iteration 161Q (58.172744 sec): 64 clusters Score: Raw -928545.505863 + Penalty 52632.339088 = -875913.166774 nChanged 58 Deleting Class 46 (51 points): Lose 99.211897 but Gain 923.155228 Iteration 162Q (58.260355 sec): 63 clusters Score: Raw -928545.789883 + Penalty 51727.461758 = -876818.328125 nChanged 79 Deleting Class 117 (4 points): Lose 20.741996 but Gain 839.892299 Iteration 163Q (58.347272 sec): 62 clusters Score: Raw -928617.665835 + Penalty 50872.843272 = -877744.822563 nChanged 26 Deleting Class 199 (1 points): Lose 3.069377 but Gain 820.918447 Iteration 164Q (58.432629 sec): 61 clusters Score: Raw -928644.732967 + Penalty 50062.905802 = -878581.827165 nChanged 12 Deleting Class 82 (8 points): Lose 28.536856 but Gain 842.380124 Iteration 165Q (58.517934 sec): 60 clusters Score: Raw -928623.833942 + Penalty 49227.155769 = -879396.678172 nChanged 13 Deleting Class 56 (75 points): Lose 240.297734 but Gain 1035.608333 Iteration 166Q (58.601788 sec): 59 clusters Score: Raw -928396.732749 + Penalty 48244.410785 = -880152.321964 nChanged 78 Deleting Class 203 (2 points): Lose 20.281411 but Gain 813.926340 Iteration 167Q (58.687367 sec): 58 clusters Score: Raw -928508.016657 + Penalty 47430.393236 = -881077.623421 nChanged 19 Deleting Class 64 (6 points): Lose 24.646908 but Gain 816.752039 Iteration 168Q (58.771078 sec): 57 clusters Score: Raw -928496.468254 + Penalty 46609.184379 = -881887.283875 nChanged 19 Deleting Class 26 (5 points): Lose 44.963979 but Gain 830.739023 Iteration 169Q (58.853813 sec): 56 clusters Score: Raw -928470.531675 + Penalty 45792.866880 = -882677.664795 nChanged 22 Deleting Class 37 (157 points): Lose 747.315522 but Gain 1528.294487 Iteration 170F (59.480191 sec): 55 clusters Score: Raw -927744.048067 + Penalty 44392.764611 = -883351.283457 nChanged 178 Deleting Class 212 (2 points): Lose 32.751717 but Gain 798.590656 Iteration 171Q (59.567724 sec): 54 clusters Score: Raw -928097.276241 + Penalty 43606.464407 = -884490.811834 nChanged 49 Deleting Class 70 (25 points): Lose 39.532391 but Gain 791.978352 Iteration 172Q (59.650796 sec): 53 clusters Score: Raw -928112.457083 + Penalty 42841.054381 = -885271.402702 nChanged 57 Deleting Class 170 (10 points): Lose 61.884163 but Gain 810.034529 Iteration 173Q (59.733425 sec): 52 clusters Score: Raw -928112.854863 + Penalty 42067.134250 = -886045.720614 nChanged 28 Deleting Class 108 (83 points): Lose 285.876448 but Gain 1023.722570 Iteration 174Q (59.814295 sec): 51 clusters Score: Raw -927868.942035 + Penalty 41070.867612 = -886798.074423 nChanged 98 Deleting Class 189 (4 points): Lose 39.994714 but Gain 771.085541 Iteration 175Q (59.894924 sec): 50 clusters Score: Raw -927973.833171 + Penalty 40327.601049 = -887646.232122 nChanged 28 Deleting Class 144 (3 points): Lose 10.889963 but Gain 722.288028 Iteration 176Q (59.974323 sec): 49 clusters Score: Raw -927988.934178 + Penalty 39617.802281 = -888371.131897 nChanged 25 Deleting Class 120 (1 points): Lose 12.829659 but Gain 723.982128 Iteration 177Q (60.055163 sec): 48 clusters Score: Raw -927994.579705 + Penalty 38897.695734 = -889096.883970 nChanged 16 Deleting Class 72 (88 points): Lose 269.209247 but Gain 975.354140 Iteration 178Q (60.133500 sec): 47 clusters Score: Raw -927733.073947 + Penalty 37920.242623 = -889812.831324 nChanged 100 Deleting Class 10 (142 points): Lose 373.056552 but Gain 1066.795900 Iteration 179Q (60.212573 sec): 46 clusters Score: Raw -927522.418383 + Penalty 36916.083240 = -890606.335143 nChanged 164 Deleting Class 30 (93 points): Lose 684.809046 but Gain 1382.736496 Iteration 180F (60.725208 sec): 45 clusters Score: Raw -927104.379444 + Penalty 35627.543910 = -891476.835534 nChanged 132 Deleting Class 38 (5 points): Lose 80.273895 but Gain 761.949462 Iteration 181Q (60.805708 sec): 44 clusters Score: Raw -927415.772666 + Penalty 34902.968679 = -892512.803986 nChanged 49 Deleting Class 130 (9 points): Lose 31.855369 but Gain 706.381381 Iteration 182Q (60.883250 sec): 43 clusters Score: Raw -927471.047952 + Penalty 34253.490524 = -893217.557428 nChanged 39 Deleting Class 97 (5 points): Lose 29.211955 but Gain 692.881599 Iteration 183Q (60.959474 sec): 42 clusters Score: Raw -927484.805103 + Penalty 33595.452173 = -893889.352930 nChanged 27 Deleting Class 16 (51 points): Lose 236.878132 but Gain 898.307048 Iteration 184Q (61.035385 sec): 41 clusters Score: Raw -927271.934163 + Penalty 32737.543239 = -894534.390924 nChanged 63 Deleting Class 58 (11 points): Lose 108.613160 but Gain 738.258578 Iteration 185Q (61.113324 sec): 40 clusters Score: Raw -927257.010967 + Penalty 32030.661655 = -895226.349312 nChanged 28 Deleting Class 14 (16 points): Lose 55.974707 but Gain 693.488930 Iteration 186Q (61.188343 sec): 39 clusters Score: Raw -927235.330480 + Penalty 31401.635656 = -895833.694824 nChanged 29 Deleting Class 71 (68 points): Lose 491.302212 but Gain 1119.827702 Iteration 187Q (61.262645 sec): 38 clusters Score: Raw -926768.500251 + Penalty 30322.997475 = -896445.502777 nChanged 79 Deleting Class 47 (11 points): Lose 60.428575 but Gain 681.348999 Iteration 188Q (61.337569 sec): 37 clusters Score: Raw -926929.839428 + Penalty 29660.658481 = -897269.180947 nChanged 45 Deleting Class 6 (34 points): Lose 91.204530 but Gain 711.813132 Iteration 189Q (61.411149 sec): 36 clusters Score: Raw -926887.908476 + Penalty 28974.642432 = -897913.266044 nChanged 57 Deleting Class 233 (2 points): Lose 16.985200 but Gain 634.804816 Iteration 190F (61.812500 sec): 35 clusters Score: Raw -926932.125533 + Penalty 28342.711948 = -898589.413585 nChanged 30 Deleting Class 12 (13 points): Lose 59.468257 but Gain 672.682133 Iteration 191Q (61.885517 sec): 34 clusters Score: Raw -926884.315735 + Penalty 27670.474974 = -899213.840761 nChanged 26 Deleting Class 33 (36 points): Lose 155.525773 but Gain 708.883168 Iteration 192Q (61.958494 sec): 33 clusters Score: Raw -926753.076174 + Penalty 26948.901555 = -899804.174619 nChanged 46 Deleting Class 18 (40 points): Lose 181.389139 but Gain 722.738627 Iteration 193Q (62.030402 sec): 32 clusters Score: Raw -926639.705854 + Penalty 26223.413568 = -900416.292286 nChanged 58 Deleting Class 184 (4 points): Lose 42.164313 but Gain 551.768164 Iteration 194Q (62.103226 sec): 31 clusters Score: Raw -926675.778825 + Penalty 25672.994100 = -901002.784725 nChanged 24 Deleting Class 53 (251 points): Lose 872.909326 but Gain 1365.396628 Iteration 195Q (62.176610 sec): 30 clusters Score: Raw -925817.602483 + Penalty 24476.654291 = -901340.948192 nChanged 271 Deleting Class 68 (237 points): Lose 905.965051 but Gain 1350.992834 Iteration 196Q (62.249403 sec): 29 clusters Score: Raw -925418.006608 + Penalty 23293.454794 = -902124.551814 nChanged 315 Deleting Class 226 (2 points): Lose 19.108557 but Gain 437.699812 Iteration 197Q (62.322569 sec): 28 clusters Score: Raw -926037.949354 + Penalty 22870.921363 = -903167.027991 nChanged 138 Deleting Class 121 (15 points): Lose 46.867369 but Gain 414.752156 Iteration 198Q (62.393458 sec): 27 clusters Score: Raw -926109.409988 + Penalty 22477.840689 = -903631.569299 nChanged 95 Deleting Class 40 (224 points): Lose 1142.063088 but Gain 1499.385127 Iteration 199Q (62.463961 sec): 26 clusters Score: Raw -925041.150037 + Penalty 21103.376055 = -903937.773982 nChanged 287 Deleting Class 65 (27 points): Lose 129.946159 but Gain 202.542195 Iteration 200F (62.758961 sec): 25 clusters Score: Raw -925602.791981 + Penalty 20894.524390 = -904708.267591 nChanged 121 Deleting Class 22 (79 points): Lose 416.220226 but Gain 421.549015 Iteration 201Q (62.828167 sec): 24 clusters Score: Raw -925296.899034 + Penalty 20386.513539 = -904910.385495 nChanged 151 Iteration 202Q (62.897305 sec): 24 clusters Score: Raw -925550.605498 + Penalty 20475.080262 = -905075.525236 nChanged 83 Iteration 203Q (62.964349 sec): 24 clusters Score: Raw -925626.413418 + Penalty 20504.574489 = -905121.838930 nChanged 57 Iteration 204Q (63.032060 sec): 24 clusters Score: Raw -925699.845502 + Penalty 20529.641417 = -905170.204085 nChanged 48 Iteration 205Q (63.098810 sec): 24 clusters Score: Raw -925751.071668 + Penalty 20535.253377 = -905215.818291 nChanged 32 Iteration 206Q (63.165321 sec): 24 clusters Score: Raw -925778.998739 + Penalty 20548.850172 = -905230.148567 nChanged 20 Iteration 207Q (63.231796 sec): 24 clusters Score: Raw -925791.037587 + Penalty 20551.914733 = -905239.122854 nChanged 17 Iteration 208Q (63.297638 sec): 24 clusters Score: Raw -925800.155308 + Penalty 20551.004501 = -905249.150806 nChanged 10 Iteration 209Q (63.363334 sec): 24 clusters Score: Raw -925803.584450 + Penalty 20546.235221 = -905257.349229 nChanged 6 Iteration 210F (63.637781 sec): 24 clusters Score: Raw -925805.846801 + Penalty 20547.286837 = -905258.559964 nChanged 5 Iteration 211Q (63.704385 sec): 24 clusters Score: Raw -925808.981799 + Penalty 20548.366736 = -905260.615063 nChanged 5 Iteration 212Q (63.770761 sec): 24 clusters Score: Raw -925810.540141 + Penalty 20548.432208 = -905262.107933 nChanged 5 Iteration 213Q (63.837991 sec): 24 clusters Score: Raw -925812.135135 + Penalty 20545.672750 = -905266.462385 nChanged 4 Iteration 214Q (63.904567 sec): 24 clusters Score: Raw -925813.732996 + Penalty 20546.929351 = -905266.803645 nChanged 2 Iteration 215Q (63.971892 sec): 24 clusters Score: Raw -925814.161296 + Penalty 20547.351221 = -905266.810075 nChanged 1 Iteration 216Q (64.038909 sec): 24 clusters Score: Raw -925814.293865 + Penalty 20547.480068 = -905266.813797 nChanged 5 Iteration 217Q (64.106183 sec): 24 clusters Score: Raw -925815.578639 + Penalty 20550.030894 = -905265.547745 nChanged 5 Iteration 218F (64.378753 sec): 24 clusters Score: Raw -925817.376849 + Penalty 20554.328267 = -905263.048583 nChanged 9 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 -925817.376849 + Penalty 20554.328267 = -905263.048583Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 1 (774 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.426212 sec): 2 clusters Score: Raw -33838.138313 + Penalty 399.987017 = -33438.151296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.427856 sec): 3 clusters Score: Raw -33423.256371 + Penalty 798.654573 = -32624.601798 nChanged 259 SP:Iteration 1F (64.429470 sec): 3 clusters Score: Raw -33598.444791 + Penalty 799.847013 = -32798.597777 nChanged 108 SP:Iteration 2F (64.431087 sec): 3 clusters Score: Raw -33688.195237 + Penalty 803.700465 = -32884.494772 nChanged 66 SP:Iteration 3F (64.432707 sec): 3 clusters Score: Raw -33767.743475 + Penalty 805.389995 = -32962.353479 nChanged 52 SP:Iteration 4F (64.434348 sec): 3 clusters Score: Raw -33823.479932 + Penalty 804.600171 = -33018.879761 nChanged 39 SP:Iteration 5F (64.436015 sec): 3 clusters Score: Raw -33865.044437 + Penalty 805.182862 = -33059.861575 nChanged 36 SP:Iteration 6Q (64.437627 sec): 3 clusters Score: Raw -33890.257178 + Penalty 804.326247 = -33085.930930 nChanged 20 SP:Iteration 7Q (64.439208 sec): 3 clusters Score: Raw -33904.509964 + Penalty 803.375344 = -33101.134620 nChanged 13 SP:Iteration 8Q (64.440781 sec): 3 clusters Score: Raw -33909.228788 + Penalty 802.922049 = -33106.306739 nChanged 6 SP:Iteration 9Q (64.442352 sec): 3 clusters Score: Raw -33910.425724 + Penalty 802.749752 = -33107.675971 nChanged 5 SP:Iteration 10F (64.444030 sec): 3 clusters Score: Raw -33913.056598 + Penalty 801.929123 = -33111.127475 nChanged 3 SP:Iteration 11Q (64.445670 sec): 3 clusters Score: Raw -33914.187864 + Penalty 801.083723 = -33113.104141 nChanged 3 SP:Iteration 12Q (64.447421 sec): 3 clusters Score: Raw -33914.990862 + Penalty 800.528843 = -33114.462019 nChanged 2 SP:Iteration 13Q (64.449178 sec): 3 clusters Score: Raw -33915.566679 + Penalty 800.528843 = -33115.037836 nChanged 0 SP:Iteration 14F (64.450956 sec): 3 clusters Score: Raw -33915.566679 + Penalty 800.528843 = -33115.037836 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 2 (2564 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.464064 sec): 2 clusters Score: Raw -106762.478730 + Penalty 81.680907 = -106680.797824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.469066 sec): 3 clusters Score: Raw -105078.168161 + Penalty 181.816496 = -104896.351665 nChanged 1192 SP:Iteration 1F (64.474121 sec): 3 clusters Score: Raw -106202.026692 + Penalty 192.122561 = -106009.904131 nChanged 225 SP:Iteration 2F (64.479180 sec): 3 clusters Score: Raw -106462.814283 + Penalty 215.004898 = -106247.809385 nChanged 143 SP:Iteration 3F (64.484328 sec): 3 clusters Score: Raw -106655.650713 + Penalty 233.257343 = -106422.393370 nChanged 50 SP:Iteration 4Q (64.489602 sec): 3 clusters Score: Raw -106784.312759 + Penalty 237.115685 = -106547.197073 nChanged 10 SP:Iteration 5Q (64.494008 sec): 3 clusters Score: Raw -106789.518546 + Penalty 233.126643 = -106556.391903 nChanged 9 SP:Iteration 6Q (64.498348 sec): 3 clusters Score: Raw -106794.190204 + Penalty 237.351762 = -106556.838442 nChanged 8 SP:Iteration 7Q (64.502943 sec): 3 clusters Score: Raw -106797.332058 + Penalty 231.020203 = -106566.311856 nChanged 9 SP:Iteration 8Q (64.507451 sec): 3 clusters Score: Raw -106801.508721 + Penalty 230.103376 = -106571.405344 nChanged 7 SP:Iteration 9Q (64.511818 sec): 3 clusters Score: Raw -106804.128358 + Penalty 235.269446 = -106568.858912 nChanged 8 SP:Iteration 10F (64.516954 sec): 3 clusters Score: Raw -106807.464358 + Penalty 238.951641 = -106568.512716 nChanged 6 SP:Iteration 11F (64.522081 sec): 3 clusters Score: Raw -106809.580364 + Penalty 242.290422 = -106567.289942 nChanged 7 SP:Iteration 12F (64.527195 sec): 3 clusters Score: Raw -106811.877053 + Penalty 245.789086 = -106566.087968 nChanged 3 SP:Iteration 13F (64.532303 sec): 3 clusters Score: Raw -106812.361808 + Penalty 248.457132 = -106563.904675 nChanged 2 SP:Iteration 14F (64.537693 sec): 3 clusters Score: Raw -106812.701358 + Penalty 251.218429 = -106561.482930 nChanged 2 SP:Iteration 15F (64.542836 sec): 3 clusters Score: Raw -106813.094801 + Penalty 251.120426 = -106561.974375 nChanged 3 SP:Iteration 16Q (64.547060 sec): 3 clusters Score: Raw -106813.865029 + Penalty 251.176016 = -106562.689013 nChanged 2 SP:Iteration 17Q (64.551309 sec): 3 clusters Score: Raw -106815.270154 + Penalty 253.353198 = -106561.916956 nChanged 2 SP:Iteration 18F (64.556618 sec): 3 clusters Score: Raw -106816.949512 + Penalty 256.472991 = -106560.476521 nChanged 3 SP:Iteration 19F (64.561784 sec): 3 clusters Score: Raw -106818.373414 + Penalty 253.003447 = -106565.369967 nChanged 1 SP:Iteration 20F (64.566925 sec): 3 clusters Score: Raw -106818.593347 + Penalty 253.003447 = -106565.589901 nChanged 0 Memory request: 0.05 GB would take us to total of 0.27 GB. Trying to split cluster 3 (11417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.620289 sec): 2 clusters Score: Raw -471547.304776 + Penalty 259.874742 = -471287.430034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.642865 sec): 3 clusters Score: Raw -463888.455071 + Penalty 557.613068 = -463330.842003 nChanged 5486 SP:Iteration 1F (64.665464 sec): 3 clusters Score: Raw -467943.325868 + Penalty 626.346921 = -467316.978947 nChanged 1960 SP:Iteration 2F (64.688554 sec): 3 clusters Score: Raw -470086.763875 + Penalty 712.819323 = -469373.944553 nChanged 822 SP:Iteration 3F (64.712179 sec): 3 clusters Score: Raw -471017.806633 + Penalty 844.973673 = -470172.832960 nChanged 364 SP:Iteration 4Q (64.733085 sec): 3 clusters Score: Raw -471417.119223 + Penalty 962.247248 = -470454.871975 nChanged 94 SP:Iteration 5Q (64.752522 sec): 3 clusters Score: Raw -471521.864413 + Penalty 1006.766754 = -470515.097659 nChanged 20 SP:Iteration 6Q (64.771298 sec): 3 clusters Score: Raw -471544.193215 + Penalty 1081.814495 = -470462.378720 nChanged 11 SP:Iteration 7F (64.794347 sec): 3 clusters Score: Raw -471566.591785 + Penalty 1090.303146 = -470476.288638 nChanged 1 SP:Iteration 8Q (64.813659 sec): 3 clusters Score: Raw -471567.716336 + Penalty 1097.730468 = -470469.985868 nChanged 1 SP:Iteration 9F (64.836849 sec): 3 clusters Score: Raw -471568.974071 + Penalty 1117.067384 = -470451.906687 nChanged 1 SP:Iteration 10F (64.860282 sec): 3 clusters Score: Raw -471570.985483 + Penalty 1127.728205 = -470443.257278 nChanged 1 SP:Iteration 11F (64.883638 sec): 3 clusters Score: Raw -471572.052964 + Penalty 1127.728205 = -470444.324759 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 4 (143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.891433 sec): 2 clusters Score: Raw -5527.357612 + Penalty 63.281716 = -5464.075896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.891920 sec): 3 clusters Score: Raw -5457.810125 + Penalty 130.897480 = -5326.912645 nChanged 53 SP:Iteration 1F (64.892404 sec): 3 clusters Score: Raw -5513.606570 + Penalty 134.431665 = -5379.174904 nChanged 12 SP:Iteration 2F (64.892901 sec): 3 clusters Score: Raw -5523.157045 + Penalty 146.821925 = -5376.335120 nChanged 7 SP:Iteration 3F (64.893384 sec): 3 clusters Score: Raw -5531.616806 + Penalty 165.498074 = -5366.118731 nChanged 6 SP:Iteration 4F (64.893864 sec): 3 clusters Score: Raw -5539.334876 + Penalty 179.885518 = -5359.449358 nChanged 3 SP:Iteration 5F (64.894332 sec): 3 clusters Score: Raw -5542.716909 + Penalty 186.790249 = -5355.926660 nChanged 1 SP:Iteration 6F (64.894783 sec): 3 clusters Score: Raw -5547.326120 + Penalty 201.035960 = -5346.290160 nChanged 2 SP:Iteration 7F (64.895232 sec): 3 clusters Score: Raw -5551.818303 + Penalty 201.035960 = -5350.782343 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 7 (599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.898094 sec): 2 clusters Score: Raw -27783.278357 + Penalty 399.127474 = -27384.150883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.899417 sec): 3 clusters Score: Raw -27487.894050 + Penalty 793.416551 = -26694.477498 nChanged 210 SP:Iteration 1F (64.900725 sec): 3 clusters Score: Raw -27627.407879 + Penalty 788.088651 = -26839.319228 nChanged 68 SP:Iteration 2F (64.902016 sec): 3 clusters Score: Raw -27684.718827 + Penalty 783.305238 = -26901.413589 nChanged 52 SP:Iteration 3F (64.903304 sec): 3 clusters Score: Raw -27721.339753 + Penalty 779.199726 = -26942.140027 nChanged 33 SP:Iteration 4F (64.904659 sec): 3 clusters Score: Raw -27746.861524 + Penalty 772.521837 = -26974.339687 nChanged 28 SP:Iteration 5Q (64.905927 sec): 3 clusters Score: Raw -27774.384443 + Penalty 762.955903 = -27011.428539 nChanged 24 SP:Iteration 6Q (64.907183 sec): 3 clusters Score: Raw -27797.248415 + Penalty 755.421805 = -27041.826611 nChanged 20 SP:Iteration 7Q (64.908427 sec): 3 clusters Score: Raw -27813.317667 + Penalty 750.637651 = -27062.680016 nChanged 13 SP:Iteration 8Q (64.909675 sec): 3 clusters Score: Raw -27821.340217 + Penalty 748.949311 = -27072.390906 nChanged 7 SP:Iteration 9Q (64.910889 sec): 3 clusters Score: Raw -27828.532214 + Penalty 748.707565 = -27079.824649 nChanged 3 SP:Iteration 10F (64.912158 sec): 3 clusters Score: Raw -27829.913450 + Penalty 747.065541 = -27082.847909 nChanged 4 SP:Iteration 11Q (64.913458 sec): 3 clusters Score: Raw -27830.650520 + Penalty 746.747231 = -27083.903289 nChanged 2 SP:Iteration 12Q (64.914680 sec): 3 clusters Score: Raw -27830.901030 + Penalty 746.747231 = -27084.153799 nChanged 0 SP:Iteration 13F (64.915959 sec): 3 clusters Score: Raw -27830.901030 + Penalty 746.747231 = -27084.153799 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 11 (642 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.919440 sec): 2 clusters Score: Raw -30004.743737 + Penalty 670.937966 = -29333.805771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.920875 sec): 3 clusters Score: Raw -29734.074577 + Penalty 1341.450961 = -28392.623617 nChanged 195 SP:Iteration 1F (64.922244 sec): 3 clusters Score: Raw -29917.801969 + Penalty 1346.043551 = -28571.758418 nChanged 69 SP:Iteration 2F (64.923677 sec): 3 clusters Score: Raw -30000.012590 + Penalty 1349.694862 = -28650.317728 nChanged 45 SP:Iteration 3F (64.925072 sec): 3 clusters Score: Raw -30040.050709 + Penalty 1353.880042 = -28686.170667 nChanged 25 SP:Iteration 4Q (64.926449 sec): 3 clusters Score: Raw -30061.565425 + Penalty 1355.100704 = -28706.464721 nChanged 13 SP:Iteration 5Q (64.927848 sec): 3 clusters Score: Raw -30073.389963 + Penalty 1355.638288 = -28717.751675 nChanged 9 SP:Iteration 6Q (64.929259 sec): 3 clusters Score: Raw -30081.698757 + Penalty 1355.716888 = -28725.981869 nChanged 9 SP:Iteration 7Q (64.930632 sec): 3 clusters Score: Raw -30086.634918 + Penalty 1356.627002 = -28730.007915 nChanged 4 SP:Iteration 8Q (64.932009 sec): 3 clusters Score: Raw -30090.359235 + Penalty 1357.060664 = -28733.298571 nChanged 2 SP:Iteration 9Q (64.933405 sec): 3 clusters Score: Raw -30091.301347 + Penalty 1358.045505 = -28733.255842 nChanged 4 SP:Iteration 10F (64.934807 sec): 3 clusters Score: Raw -30095.167598 + Penalty 1361.123975 = -28734.043624 nChanged 6 SP:Iteration 11Q (64.936188 sec): 3 clusters Score: Raw -30102.770281 + Penalty 1362.872640 = -28739.897641 nChanged 6 SP:Iteration 12Q (64.937579 sec): 3 clusters Score: Raw -30108.185316 + Penalty 1364.127569 = -28744.057748 nChanged 6 SP:Iteration 13Q (64.938962 sec): 3 clusters Score: Raw -30116.144834 + Penalty 1365.068415 = -28751.076419 nChanged 3 SP:Iteration 14Q (64.940349 sec): 3 clusters Score: Raw -30119.275602 + Penalty 1366.376355 = -28752.899247 nChanged 3 SP:Iteration 15Q (64.941750 sec): 3 clusters Score: Raw -30121.293533 + Penalty 1367.674927 = -28753.618606 nChanged 3 SP:Iteration 16Q (64.943132 sec): 3 clusters Score: Raw -30121.963650 + Penalty 1368.223884 = -28753.739766 nChanged 1 SP:Iteration 17Q (64.944520 sec): 3 clusters Score: Raw -30122.368899 + Penalty 1368.223884 = -28754.145015 nChanged 0 SP:Iteration 18F (64.945949 sec): 3 clusters Score: Raw -30122.368899 + Penalty 1368.223884 = -28754.145015 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 13 (835 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.951554 sec): 2 clusters Score: Raw -37226.178365 + Penalty 1073.688228 = -36152.490138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.953337 sec): 3 clusters Score: Raw -36976.672796 + Penalty 2147.171905 = -34829.500891 nChanged 255 SP:Iteration 1F (64.955098 sec): 3 clusters Score: Raw -37244.033443 + Penalty 2147.303221 = -35096.730222 nChanged 70 SP:Iteration 2F (64.956837 sec): 3 clusters Score: Raw -37328.470206 + Penalty 2147.649650 = -35180.820556 nChanged 28 SP:Iteration 3Q (64.958508 sec): 3 clusters Score: Raw -37358.189758 + Penalty 2147.985762 = -35210.203996 nChanged 19 SP:Iteration 4Q (64.960271 sec): 3 clusters Score: Raw -37379.635578 + Penalty 2147.990034 = -35231.645543 nChanged 22 SP:Iteration 5Q (64.962025 sec): 3 clusters Score: Raw -37409.263436 + Penalty 2148.000592 = -35261.262844 nChanged 21 SP:Iteration 6Q (64.963896 sec): 3 clusters Score: Raw -37430.842560 + Penalty 2148.013336 = -35282.829225 nChanged 19 SP:Iteration 7Q (64.965756 sec): 3 clusters Score: Raw -37449.725529 + Penalty 2147.928161 = -35301.797368 nChanged 21 SP:Iteration 8Q (64.967578 sec): 3 clusters Score: Raw -37472.250972 + Penalty 2147.569734 = -35324.681238 nChanged 22 SP:Iteration 9Q (64.969380 sec): 3 clusters Score: Raw -37504.592179 + Penalty 2147.353922 = -35357.238256 nChanged 19 SP:Iteration 10F (64.971151 sec): 3 clusters Score: Raw -37530.388473 + Penalty 2147.218039 = -35383.170435 nChanged 14 SP:Iteration 11Q (64.972835 sec): 3 clusters Score: Raw -37545.125375 + Penalty 2147.239410 = -35397.885965 nChanged 8 SP:Iteration 12Q (64.974480 sec): 3 clusters Score: Raw -37555.225602 + Penalty 2147.218828 = -35408.006774 nChanged 7 SP:Iteration 13Q (64.976167 sec): 3 clusters Score: Raw -37566.571848 + Penalty 2147.156738 = -35419.415110 nChanged 5 SP:Iteration 14Q (64.977830 sec): 3 clusters Score: Raw -37572.858687 + Penalty 2147.065735 = -35425.792951 nChanged 7 SP:Iteration 15Q (64.979461 sec): 3 clusters Score: Raw -37590.418107 + Penalty 2147.065735 = -35443.352372 nChanged 4 SP:Iteration 16Q (64.981087 sec): 3 clusters Score: Raw -37593.975277 + Penalty 2147.087555 = -35446.887722 nChanged 1 SP:Iteration 17Q (64.982714 sec): 3 clusters Score: Raw -37595.718457 + Penalty 2147.108869 = -35448.609589 nChanged 3 SP:Iteration 18Q (64.984362 sec): 3 clusters Score: Raw -37598.978717 + Penalty 2147.129680 = -35451.849037 nChanged 1 SP:Iteration 19Q (64.986069 sec): 3 clusters Score: Raw -37599.774789 + Penalty 2147.129680 = -35452.645109 nChanged 0 SP:Iteration 20F (64.987829 sec): 3 clusters Score: Raw -37599.774789 + Penalty 2147.129680 = -35452.645109 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 15 (639 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.992624 sec): 2 clusters Score: Raw -28275.092584 + Penalty 527.061439 = -27748.031145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.994086 sec): 3 clusters Score: Raw -27974.278862 + Penalty 1083.733510 = -26890.545352 nChanged 210 SP:Iteration 1F (64.995471 sec): 3 clusters Score: Raw -28182.121398 + Penalty 1133.219117 = -27048.902281 nChanged 74 SP:Iteration 2F (64.996865 sec): 3 clusters Score: Raw -28265.493242 + Penalty 1155.560093 = -27109.933150 nChanged 29 SP:Iteration 3Q (64.998259 sec): 3 clusters Score: Raw -28295.167129 + Penalty 1173.086251 = -27122.080878 nChanged 13 SP:Iteration 4Q (64.999739 sec): 3 clusters Score: Raw -28310.904123 + Penalty 1182.324691 = -27128.579432 nChanged 11 SP:Iteration 5Q (65.001229 sec): 3 clusters Score: Raw -28319.638790 + Penalty 1188.391795 = -27131.246995 nChanged 5 SP:Iteration 6Q (65.002615 sec): 3 clusters Score: Raw -28323.793627 + Penalty 1192.054278 = -27131.739349 nChanged 3 SP:Iteration 7Q (65.004004 sec): 3 clusters Score: Raw -28327.190944 + Penalty 1193.937332 = -27133.253612 nChanged 1 SP:Iteration 8Q (65.005377 sec): 3 clusters Score: Raw -28328.269799 + Penalty 1197.222849 = -27131.046950 nChanged 2 SP:Iteration 9F (65.006804 sec): 3 clusters Score: Raw -28329.646273 + Penalty 1197.251057 = -27132.395216 nChanged 1 SP:Iteration 10F (65.008237 sec): 3 clusters Score: Raw -28330.864544 + Penalty 1197.251057 = -27133.613488 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 17 (163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.009546 sec): 2 clusters Score: Raw -7486.979162 + Penalty 483.471803 = -7003.507360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.010065 sec): 3 clusters Score: Raw -7473.233161 + Penalty 963.488011 = -6509.745151 nChanged 31 SP:Iteration 1F (65.010574 sec): 3 clusters Score: Raw -7530.116007 + Penalty 965.290334 = -6564.825673 nChanged 7 SP:Iteration 2Q (65.011068 sec): 3 clusters Score: Raw -7537.371721 + Penalty 966.765133 = -6570.606587 nChanged 5 SP:Iteration 3Q (65.011560 sec): 3 clusters Score: Raw -7546.392102 + Penalty 967.427373 = -6578.964730 nChanged 2 SP:Iteration 4Q (65.012051 sec): 3 clusters Score: Raw -7548.806653 + Penalty 969.001899 = -6579.804754 nChanged 3 SP:Iteration 5Q (65.012540 sec): 3 clusters Score: Raw -7552.451999 + Penalty 969.635426 = -6582.816573 nChanged 3 SP:Iteration 6Q (65.013030 sec): 3 clusters Score: Raw -7562.515799 + Penalty 970.009468 = -6592.506331 nChanged 2 SP:Iteration 7Q (65.013521 sec): 3 clusters Score: Raw -7564.676740 + Penalty 970.525737 = -6594.151003 nChanged 2 SP:Iteration 8Q (65.014007 sec): 3 clusters Score: Raw -7568.637822 + Penalty 971.784339 = -6596.853482 nChanged 3 SP:Iteration 9Q (65.014491 sec): 3 clusters Score: Raw -7573.935275 + Penalty 972.594542 = -6601.340733 nChanged 1 SP:Iteration 10F (65.015028 sec): 3 clusters Score: Raw -7574.284239 + Penalty 972.594542 = -6601.689697 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 21 (879 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.023824 sec): 2 clusters Score: Raw -41394.618831 + Penalty 505.091717 = -40889.527113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.025654 sec): 3 clusters Score: Raw -40906.475435 + Penalty 1016.153352 = -39890.322083 nChanged 325 SP:Iteration 1F (65.027468 sec): 3 clusters Score: Raw -41138.529690 + Penalty 1030.630467 = -40107.899223 nChanged 121 SP:Iteration 2F (65.029328 sec): 3 clusters Score: Raw -41241.081067 + Penalty 1043.554396 = -40197.526671 nChanged 72 SP:Iteration 3F (65.031232 sec): 3 clusters Score: Raw -41315.025775 + Penalty 1054.150849 = -40260.874926 nChanged 55 SP:Iteration 4F (65.033082 sec): 3 clusters Score: Raw -41363.426792 + Penalty 1059.216137 = -40304.210656 nChanged 31 SP:Iteration 5Q (65.034945 sec): 3 clusters Score: Raw -41383.636021 + Penalty 1064.956411 = -40318.679610 nChanged 23 SP:Iteration 6Q (65.036769 sec): 3 clusters Score: Raw -41400.182070 + Penalty 1069.647112 = -40330.534958 nChanged 14 SP:Iteration 7Q (65.038577 sec): 3 clusters Score: Raw -41408.894192 + Penalty 1073.522776 = -40335.371416 nChanged 11 SP:Iteration 8Q (65.040347 sec): 3 clusters Score: Raw -41414.458214 + Penalty 1075.900234 = -40338.557980 nChanged 8 SP:Iteration 9Q (65.042109 sec): 3 clusters Score: Raw -41417.455121 + Penalty 1080.684497 = -40336.770624 nChanged 7 SP:Iteration 10F (65.043957 sec): 3 clusters Score: Raw -41419.669075 + Penalty 1083.782774 = -40335.886301 nChanged 5 SP:Iteration 11F (65.045805 sec): 3 clusters Score: Raw -41421.951828 + Penalty 1087.471071 = -40334.480757 nChanged 5 SP:Iteration 12F (65.047653 sec): 3 clusters Score: Raw -41424.992728 + Penalty 1093.967772 = -40331.024956 nChanged 7 SP:Iteration 13F (65.049502 sec): 3 clusters Score: Raw -41429.531444 + Penalty 1096.291413 = -40333.240032 nChanged 7 SP:Iteration 14Q (65.051298 sec): 3 clusters Score: Raw -41434.139187 + Penalty 1101.630390 = -40332.508796 nChanged 8 SP:Iteration 15F (65.053173 sec): 3 clusters Score: Raw -41439.874638 + Penalty 1107.237722 = -40332.636915 nChanged 8 SP:Iteration 16Q (65.054961 sec): 3 clusters Score: Raw -41445.833673 + Penalty 1116.261929 = -40329.571744 nChanged 9 SP:Iteration 17F (65.056844 sec): 3 clusters Score: Raw -41453.809118 + Penalty 1124.815771 = -40328.993347 nChanged 9 SP:Iteration 18F (65.058704 sec): 3 clusters Score: Raw -41463.550180 + Penalty 1127.638838 = -40335.911341 nChanged 4 SP:Iteration 19Q (65.060427 sec): 3 clusters Score: Raw -41466.799309 + Penalty 1129.099483 = -40337.699826 nChanged 1 SP:Iteration 20F (65.062419 sec): 3 clusters Score: Raw -41467.803060 + Penalty 1129.970005 = -40337.833055 nChanged 1 SP:Iteration 21Q (65.064211 sec): 3 clusters Score: Raw -41468.372486 + Penalty 1132.112831 = -40336.259655 nChanged 3 SP:Iteration 22F (65.066075 sec): 3 clusters Score: Raw -41470.473976 + Penalty 1132.522969 = -40337.951008 nChanged 1 SP:Iteration 23Q (65.067796 sec): 3 clusters Score: Raw -41470.611049 + Penalty 1132.522969 = -40338.088081 nChanged 0 SP:Iteration 24F (65.069658 sec): 3 clusters Score: Raw -41470.611049 + Penalty 1132.522969 = -40338.088081 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 24 (135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.071178 sec): 2 clusters Score: Raw -6139.786143 + Penalty 195.499561 = -5944.286582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.071642 sec): 3 clusters Score: Raw -6087.030996 + Penalty 387.933254 = -5699.097742 nChanged 39 SP:Iteration 1F (65.072094 sec): 3 clusters Score: Raw -6120.695443 + Penalty 387.959763 = -5732.735680 nChanged 6 SP:Iteration 2Q (65.072545 sec): 3 clusters Score: Raw -6127.420686 + Penalty 386.997953 = -5740.422733 nChanged 2 SP:Iteration 3Q (65.072992 sec): 3 clusters Score: Raw -6129.895381 + Penalty 386.904752 = -5742.990629 nChanged 1 SP:Iteration 4Q (65.073441 sec): 3 clusters Score: Raw -6131.325315 + Penalty 386.904752 = -5744.420563 nChanged 0 SP:Iteration 5F (65.073890 sec): 3 clusters Score: Raw -6131.325315 + Penalty 386.904752 = -5744.420563 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 35 (152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.074766 sec): 2 clusters Score: Raw -5557.714168 + Penalty 283.696823 = -5274.017346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.075286 sec): 3 clusters Score: Raw -5529.653447 + Penalty 566.851679 = -4962.801768 nChanged 34 SP:Iteration 1F (65.075773 sec): 3 clusters Score: Raw -5557.190831 + Penalty 567.503455 = -4989.687376 nChanged 12 SP:Iteration 2F (65.076259 sec): 3 clusters Score: Raw -5574.167062 + Penalty 568.243750 = -5005.923312 nChanged 7 SP:Iteration 3Q (65.076735 sec): 3 clusters Score: Raw -5580.444087 + Penalty 568.661706 = -5011.782381 nChanged 2 SP:Iteration 4Q (65.077211 sec): 3 clusters Score: Raw -5581.716864 + Penalty 569.317180 = -5012.399684 nChanged 2 SP:Iteration 5Q (65.077687 sec): 3 clusters Score: Raw -5583.523452 + Penalty 570.195634 = -5013.327818 nChanged 3 SP:Iteration 6Q (65.078163 sec): 3 clusters Score: Raw -5591.904080 + Penalty 570.278521 = -5021.625559 nChanged 1 SP:Iteration 7Q (65.078639 sec): 3 clusters Score: Raw -5593.794065 + Penalty 571.391878 = -5022.402187 nChanged 1 SP:Iteration 8Q (65.079114 sec): 3 clusters Score: Raw -5594.222696 + Penalty 572.393428 = -5021.829268 nChanged 1 SP:Iteration 9F (65.079599 sec): 3 clusters Score: Raw -5595.244022 + Penalty 572.669966 = -5022.574056 nChanged 1 SP:Iteration 10F (65.080086 sec): 3 clusters Score: Raw -5600.403179 + Penalty 572.669966 = -5027.733213 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 36 (281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.081869 sec): 2 clusters Score: Raw -11871.790976 + Penalty 710.477876 = -11161.313100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.082602 sec): 3 clusters Score: Raw -11821.944082 + Penalty 1420.714985 = -10401.229098 nChanged 57 SP:Iteration 1F (65.083322 sec): 3 clusters Score: Raw -11913.439784 + Penalty 1419.873143 = -10493.566642 nChanged 16 SP:Iteration 2F (65.084049 sec): 3 clusters Score: Raw -11936.001772 + Penalty 1418.586006 = -10517.415766 nChanged 7 SP:Iteration 3Q (65.084776 sec): 3 clusters Score: Raw -11946.668023 + Penalty 1418.328558 = -10528.339465 nChanged 3 SP:Iteration 4Q (65.085481 sec): 3 clusters Score: Raw -11950.764988 + Penalty 1417.726192 = -10533.038796 nChanged 3 SP:Iteration 5Q (65.086189 sec): 3 clusters Score: Raw -11955.080547 + Penalty 1417.178402 = -10537.902146 nChanged 1 SP:Iteration 6Q (65.086892 sec): 3 clusters Score: Raw -11957.324881 + Penalty 1417.178402 = -10540.146479 nChanged 0 SP:Iteration 7F (65.087620 sec): 3 clusters Score: Raw -11957.324881 + Penalty 1417.178402 = -10540.146479 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 39 (379 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.089926 sec): 2 clusters Score: Raw -16719.279326 + Penalty 696.602688 = -16022.676638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.090848 sec): 3 clusters Score: Raw -16618.579930 + Penalty 1406.902320 = -15211.677610 nChanged 105 SP:Iteration 1F (65.091707 sec): 3 clusters Score: Raw -16739.189978 + Penalty 1427.167805 = -15312.022173 nChanged 31 SP:Iteration 2F (65.092564 sec): 3 clusters Score: Raw -16783.724755 + Penalty 1442.189266 = -15341.535489 nChanged 18 SP:Iteration 3Q (65.093406 sec): 3 clusters Score: Raw -16818.642085 + Penalty 1455.028653 = -15363.613432 nChanged 11 SP:Iteration 4Q (65.094327 sec): 3 clusters Score: Raw -16842.158837 + Penalty 1467.607386 = -15374.551451 nChanged 12 SP:Iteration 5Q (65.095226 sec): 3 clusters Score: Raw -16865.141020 + Penalty 1475.366783 = -15389.774237 nChanged 7 SP:Iteration 6Q (65.096106 sec): 3 clusters Score: Raw -16877.027668 + Penalty 1477.273844 = -15399.753825 nChanged 4 SP:Iteration 7Q (65.096973 sec): 3 clusters Score: Raw -16888.800831 + Penalty 1482.190973 = -15406.609858 nChanged 4 SP:Iteration 8Q (65.097836 sec): 3 clusters Score: Raw -16895.299767 + Penalty 1484.360092 = -15410.939675 nChanged 1 SP:Iteration 9Q (65.098692 sec): 3 clusters Score: Raw -16897.741692 + Penalty 1484.005933 = -15413.735759 nChanged 1 SP:Iteration 10F (65.099646 sec): 3 clusters Score: Raw -16898.361336 + Penalty 1484.005933 = -15414.355403 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 44 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.100886 sec): 2 clusters Score: Raw -12839.253053 + Penalty 355.027567 = -12484.225486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.101613 sec): 3 clusters Score: Raw -12709.909655 + Penalty 718.322548 = -11991.587107 nChanged 89 SP:Iteration 1F (65.102320 sec): 3 clusters Score: Raw -12774.898087 + Penalty 727.524503 = -12047.373584 nChanged 29 SP:Iteration 2F (65.103025 sec): 3 clusters Score: Raw -12811.673088 + Penalty 738.915055 = -12072.758034 nChanged 18 SP:Iteration 3F (65.103734 sec): 3 clusters Score: Raw -12827.176211 + Penalty 754.127250 = -12073.048961 nChanged 13 SP:Iteration 4Q (65.104452 sec): 3 clusters Score: Raw -12840.806021 + Penalty 766.482519 = -12074.323502 nChanged 9 SP:Iteration 5Q (65.105149 sec): 3 clusters Score: Raw -12855.125603 + Penalty 782.782958 = -12072.342645 nChanged 10 SP:Iteration 6F (65.105851 sec): 3 clusters Score: Raw -12866.020912 + Penalty 787.488666 = -12078.532245 nChanged 3 SP:Iteration 7Q (65.106532 sec): 3 clusters Score: Raw -12868.628628 + Penalty 789.375721 = -12079.252907 nChanged 1 SP:Iteration 8Q (65.107213 sec): 3 clusters Score: Raw -12868.681790 + Penalty 789.375721 = -12079.306068 nChanged 0 SP:Iteration 9F (65.107916 sec): 3 clusters Score: Raw -12868.681790 + Penalty 789.375721 = -12079.306068 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 45 (833 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.110971 sec): 2 clusters Score: Raw -36094.243076 + Penalty 863.465092 = -35230.777983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.112635 sec): 3 clusters Score: Raw -35768.786924 + Penalty 1721.182153 = -34047.604771 nChanged 234 SP:Iteration 1F (65.114257 sec): 3 clusters Score: Raw -35961.545899 + Penalty 1713.720874 = -34247.825025 nChanged 73 SP:Iteration 2F (65.115915 sec): 3 clusters Score: Raw -36037.785738 + Penalty 1703.276429 = -34334.509309 nChanged 49 SP:Iteration 3F (65.117597 sec): 3 clusters Score: Raw -36087.068655 + Penalty 1695.721607 = -34391.347048 nChanged 34 SP:Iteration 4Q (65.119404 sec): 3 clusters Score: Raw -36118.622573 + Penalty 1692.608302 = -34426.014271 nChanged 23 SP:Iteration 5Q (65.121038 sec): 3 clusters Score: Raw -36143.163194 + Penalty 1687.893033 = -34455.270161 nChanged 24 SP:Iteration 6Q (65.122690 sec): 3 clusters Score: Raw -36167.742770 + Penalty 1684.844736 = -34482.898034 nChanged 15 SP:Iteration 7Q (65.124391 sec): 3 clusters Score: Raw -36185.212648 + Penalty 1685.462530 = -34499.750118 nChanged 20 SP:Iteration 8Q (65.126084 sec): 3 clusters Score: Raw -36203.821900 + Penalty 1690.037484 = -34513.784416 nChanged 15 SP:Iteration 9Q (65.127696 sec): 3 clusters Score: Raw -36226.231401 + Penalty 1695.140157 = -34531.091244 nChanged 20 SP:Iteration 10F (65.129310 sec): 3 clusters Score: Raw -36252.723010 + Penalty 1701.596741 = -34551.126269 nChanged 20 SP:Iteration 11Q (65.130876 sec): 3 clusters Score: Raw -36278.061725 + Penalty 1708.361255 = -34569.700470 nChanged 23 SP:Iteration 12Q (65.132437 sec): 3 clusters Score: Raw -36305.899328 + Penalty 1711.414550 = -34594.484778 nChanged 20 SP:Iteration 13Q (65.134024 sec): 3 clusters Score: Raw -36328.620234 + Penalty 1710.001706 = -34618.618528 nChanged 14 SP:Iteration 14Q (65.135591 sec): 3 clusters Score: Raw -36348.022355 + Penalty 1707.831029 = -34640.191326 nChanged 9 SP:Iteration 15Q (65.137127 sec): 3 clusters Score: Raw -36360.213794 + Penalty 1708.523096 = -34651.690698 nChanged 3 SP:Iteration 16Q (65.138654 sec): 3 clusters Score: Raw -36363.178318 + Penalty 1709.774774 = -34653.403544 nChanged 2 SP:Iteration 17Q (65.140201 sec): 3 clusters Score: Raw -36364.062510 + Penalty 1709.774774 = -34654.287737 nChanged 0 SP:Iteration 18F (65.142104 sec): 3 clusters Score: Raw -36364.062510 + Penalty 1709.774774 = -34654.287737 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 48 (425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.144301 sec): 2 clusters Score: Raw -13628.339325 + Penalty 920.146208 = -12708.193117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.145278 sec): 3 clusters Score: Raw -13589.961611 + Penalty 1840.355010 = -11749.606601 nChanged 100 SP:Iteration 1F (65.146238 sec): 3 clusters Score: Raw -13772.110850 + Penalty 1839.835001 = -11932.275849 nChanged 30 SP:Iteration 2F (65.147179 sec): 3 clusters Score: Raw -13820.537276 + Penalty 1839.504230 = -11981.033047 nChanged 11 SP:Iteration 3Q (65.148073 sec): 3 clusters Score: Raw -13863.419479 + Penalty 1839.596385 = -12023.823093 nChanged 7 SP:Iteration 4Q (65.148960 sec): 3 clusters Score: Raw -13882.901818 + Penalty 1839.754435 = -12043.147383 nChanged 5 SP:Iteration 5Q (65.149865 sec): 3 clusters Score: Raw -13888.858248 + Penalty 1839.845575 = -12049.012673 nChanged 2 SP:Iteration 6Q (65.150757 sec): 3 clusters Score: Raw -13890.442596 + Penalty 1839.767384 = -12050.675213 nChanged 1 SP:Iteration 7Q (65.151653 sec): 3 clusters Score: Raw -13897.609088 + Penalty 1839.767384 = -12057.841705 nChanged 0 SP:Iteration 8F (65.152591 sec): 3 clusters Score: Raw -13897.609088 + Penalty 1839.767384 = -12057.841705 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 49 (574 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.155027 sec): 2 clusters Score: Raw -27597.385710 + Penalty 546.579305 = -27050.806404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.156249 sec): 3 clusters Score: Raw -27304.415749 + Penalty 1101.653358 = -26202.762391 nChanged 175 SP:Iteration 1F (65.157450 sec): 3 clusters Score: Raw -27449.817576 + Penalty 1110.399955 = -26339.417620 nChanged 54 SP:Iteration 2F (65.158650 sec): 3 clusters Score: Raw -27501.746684 + Penalty 1123.521612 = -26378.225072 nChanged 39 SP:Iteration 3F (65.159849 sec): 3 clusters Score: Raw -27548.874069 + Penalty 1132.619780 = -26416.254289 nChanged 31 SP:Iteration 4F (65.161048 sec): 3 clusters Score: Raw -27589.057273 + Penalty 1142.684022 = -26446.373251 nChanged 22 SP:Iteration 5Q (65.162226 sec): 3 clusters Score: Raw -27620.123462 + Penalty 1146.629191 = -26473.494272 nChanged 9 SP:Iteration 6Q (65.163396 sec): 3 clusters Score: Raw -27629.255468 + Penalty 1147.661812 = -26481.593657 nChanged 4 SP:Iteration 7Q (65.165693 sec): 3 clusters Score: Raw -27633.036107 + Penalty 1146.825452 = -26486.210655 nChanged 3 SP:Iteration 8Q (65.167929 sec): 3 clusters Score: Raw -27635.194624 + Penalty 1147.930510 = -26487.264113 nChanged 3 SP:Iteration 9Q (65.169854 sec): 3 clusters Score: Raw -27637.153378 + Penalty 1146.766354 = -26490.387024 nChanged 2 SP:Iteration 10F (65.171828 sec): 3 clusters Score: Raw -27639.299424 + Penalty 1147.144987 = -26492.154437 nChanged 3 SP:Iteration 11Q (65.173490 sec): 3 clusters Score: Raw -27641.866817 + Penalty 1147.887786 = -26493.979031 nChanged 2 SP:Iteration 12Q (65.174688 sec): 3 clusters Score: Raw -27644.424498 + Penalty 1147.887786 = -26496.536711 nChanged 0 SP:Iteration 13F (65.175944 sec): 3 clusters Score: Raw -27644.424498 + Penalty 1147.887786 = -26496.536711 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 52 (480 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.178252 sec): 2 clusters Score: Raw -17806.958898 + Penalty 378.868277 = -17428.090621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.179313 sec): 3 clusters Score: Raw -17571.100717 + Penalty 757.495889 = -16813.604828 nChanged 159 SP:Iteration 1F (65.180351 sec): 3 clusters Score: Raw -17687.888797 + Penalty 769.584038 = -16918.304759 nChanged 66 SP:Iteration 2F (65.181459 sec): 3 clusters Score: Raw -17761.218609 + Penalty 796.798751 = -16964.419858 nChanged 44 SP:Iteration 3F (65.182538 sec): 3 clusters Score: Raw -17817.798362 + Penalty 822.433549 = -16995.364813 nChanged 23 SP:Iteration 4Q (65.183554 sec): 3 clusters Score: Raw -17845.238285 + Penalty 832.433339 = -17012.804946 nChanged 10 SP:Iteration 5Q (65.184556 sec): 3 clusters Score: Raw -17858.966324 + Penalty 842.176316 = -17016.790009 nChanged 6 SP:Iteration 6Q (65.185556 sec): 3 clusters Score: Raw -17863.400025 + Penalty 850.803744 = -17012.596281 nChanged 6 SP:Iteration 7F (65.186588 sec): 3 clusters Score: Raw -17866.475045 + Penalty 858.711924 = -17007.763121 nChanged 4 SP:Iteration 8F (65.187627 sec): 3 clusters Score: Raw -17869.413798 + Penalty 867.799426 = -17001.614372 nChanged 4 SP:Iteration 9F (65.188661 sec): 3 clusters Score: Raw -17872.873215 + Penalty 881.833484 = -16991.039731 nChanged 6 SP:Iteration 10F (65.189694 sec): 3 clusters Score: Raw -17877.092434 + Penalty 897.387226 = -16979.705208 nChanged 5 SP:Iteration 11F (65.190727 sec): 3 clusters Score: Raw -17884.527679 + Penalty 923.168229 = -16961.359450 nChanged 9 SP:Iteration 12F (65.191759 sec): 3 clusters Score: Raw -17893.925100 + Penalty 940.962288 = -16952.962812 nChanged 9 SP:Iteration 13F (65.192791 sec): 3 clusters Score: Raw -17908.119366 + Penalty 960.304827 = -16947.814539 nChanged 7 SP:Iteration 14F (65.193826 sec): 3 clusters Score: Raw -17914.128908 + Penalty 975.486900 = -16938.642008 nChanged 4 SP:Iteration 15F (65.194858 sec): 3 clusters Score: Raw -17919.808399 + Penalty 980.035544 = -16939.772855 nChanged 2 SP:Iteration 16Q (65.195815 sec): 3 clusters Score: Raw -17921.684385 + Penalty 980.035544 = -16941.648841 nChanged 0 SP:Iteration 17F (65.196846 sec): 3 clusters Score: Raw -17921.684385 + Penalty 980.035544 = -16941.648841 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 54 (335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.198624 sec): 2 clusters Score: Raw -10871.926689 + Penalty 487.025552 = -10384.901138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.199421 sec): 3 clusters Score: Raw -10793.517479 + Penalty 977.793658 = -9815.723821 nChanged 90 SP:Iteration 1F (65.200202 sec): 3 clusters Score: Raw -10924.566924 + Penalty 986.101902 = -9938.465022 nChanged 29 SP:Iteration 2F (65.200988 sec): 3 clusters Score: Raw -10977.966650 + Penalty 988.396961 = -9989.569689 nChanged 14 SP:Iteration 3Q (65.201770 sec): 3 clusters Score: Raw -10995.639910 + Penalty 997.210545 = -9998.429365 nChanged 11 SP:Iteration 4Q (65.202532 sec): 3 clusters Score: Raw -11016.438335 + Penalty 1005.501264 = -10010.937071 nChanged 8 SP:Iteration 5Q (65.203289 sec): 3 clusters Score: Raw -11033.641080 + Penalty 1007.318249 = -10026.322831 nChanged 4 SP:Iteration 6Q (65.204046 sec): 3 clusters Score: Raw -11045.345208 + Penalty 1010.502971 = -10034.842237 nChanged 1 SP:Iteration 7Q (65.204791 sec): 3 clusters Score: Raw -11048.890331 + Penalty 1010.440425 = -10038.449906 nChanged 1 SP:Iteration 8Q (65.205531 sec): 3 clusters Score: Raw -11050.428033 + Penalty 1010.440425 = -10039.987608 nChanged 0 SP:Iteration 9F (65.206307 sec): 3 clusters Score: Raw -11050.428033 + Penalty 1010.440425 = -10039.987608 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 63 (349 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.208039 sec): 2 clusters Score: Raw -18970.823605 + Penalty 933.608166 = -18037.215439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.208864 sec): 3 clusters Score: Raw -18928.628654 + Penalty 1866.776867 = -17061.851788 nChanged 68 SP:Iteration 1F (65.209674 sec): 3 clusters Score: Raw -19039.266135 + Penalty 1866.394994 = -17172.871141 nChanged 13 SP:Iteration 2Q (65.210463 sec): 3 clusters Score: Raw -19068.286555 + Penalty 1865.574351 = -17202.712204 nChanged 12 SP:Iteration 3Q (65.211247 sec): 3 clusters Score: Raw -19094.745827 + Penalty 1865.210903 = -17229.534924 nChanged 7 SP:Iteration 4Q (65.212085 sec): 3 clusters Score: Raw -19112.156615 + Penalty 1864.936361 = -17247.220255 nChanged 3 SP:Iteration 5Q (65.212862 sec): 3 clusters Score: Raw -19117.327462 + Penalty 1864.448513 = -17252.878948 nChanged 7 SP:Iteration 6Q (65.213642 sec): 3 clusters Score: Raw -19138.670283 + Penalty 1863.808972 = -17274.861311 nChanged 7 SP:Iteration 7Q (65.214411 sec): 3 clusters Score: Raw -19155.034898 + Penalty 1863.748417 = -17291.286481 nChanged 11 SP:Iteration 8Q (65.215179 sec): 3 clusters Score: Raw -19188.910798 + Penalty 1863.093177 = -17325.817621 nChanged 9 SP:Iteration 9Q (65.215940 sec): 3 clusters Score: Raw -19207.312897 + Penalty 1862.907199 = -17344.405698 nChanged 6 SP:Iteration 10F (65.216750 sec): 3 clusters Score: Raw -19229.944929 + Penalty 1863.109140 = -17366.835788 nChanged 5 SP:Iteration 11Q (65.217509 sec): 3 clusters Score: Raw -19244.238272 + Penalty 1863.539875 = -17380.698397 nChanged 2 SP:Iteration 12Q (65.218273 sec): 3 clusters Score: Raw -19257.438521 + Penalty 1863.539875 = -17393.898646 nChanged 0 SP:Iteration 13F (65.219081 sec): 3 clusters Score: Raw -19257.438521 + Penalty 1863.539875 = -17393.898646 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 94 (360 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.220906 sec): 2 clusters Score: Raw -18050.218547 + Penalty 617.735522 = -17432.483025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.221747 sec): 3 clusters Score: Raw -17927.859784 + Penalty 1236.386589 = -16691.473195 nChanged 84 SP:Iteration 1F (65.222590 sec): 3 clusters Score: Raw -18005.092191 + Penalty 1236.491865 = -16768.600326 nChanged 23 SP:Iteration 2F (65.223465 sec): 3 clusters Score: Raw -18033.369812 + Penalty 1236.506208 = -16796.863604 nChanged 15 SP:Iteration 3Q (65.224328 sec): 3 clusters Score: Raw -18051.646883 + Penalty 1235.940286 = -16815.706596 nChanged 14 SP:Iteration 4Q (65.225203 sec): 3 clusters Score: Raw -18070.527840 + Penalty 1235.471045 = -16835.056796 nChanged 13 SP:Iteration 5Q (65.226052 sec): 3 clusters Score: Raw -18090.809222 + Penalty 1235.471045 = -16855.338177 nChanged 10 SP:Iteration 6Q (65.226895 sec): 3 clusters Score: Raw -18110.692311 + Penalty 1236.141524 = -16874.550787 nChanged 9 SP:Iteration 7Q (65.227730 sec): 3 clusters Score: Raw -18124.787732 + Penalty 1238.986452 = -16885.801280 nChanged 10 SP:Iteration 8Q (65.228539 sec): 3 clusters Score: Raw -18139.202790 + Penalty 1242.378311 = -16896.824478 nChanged 8 SP:Iteration 9Q (65.229325 sec): 3 clusters Score: Raw -18151.204837 + Penalty 1242.197323 = -16909.007514 nChanged 7 SP:Iteration 10F (65.230150 sec): 3 clusters Score: Raw -18164.364923 + Penalty 1240.772946 = -16923.591977 nChanged 4 SP:Iteration 11Q (65.230926 sec): 3 clusters Score: Raw -18171.033764 + Penalty 1243.631844 = -16927.401920 nChanged 3 SP:Iteration 12Q (65.231697 sec): 3 clusters Score: Raw -18174.736944 + Penalty 1248.428296 = -16926.308648 nChanged 5 SP:Iteration 13F (65.232521 sec): 3 clusters Score: Raw -18180.492102 + Penalty 1249.512782 = -16930.979320 nChanged 3 SP:Iteration 14Q (65.233289 sec): 3 clusters Score: Raw -18183.654319 + Penalty 1247.807498 = -16935.846821 nChanged 4 SP:Iteration 15Q (65.234078 sec): 3 clusters Score: Raw -18192.729226 + Penalty 1247.338425 = -16945.390801 nChanged 5 SP:Iteration 16Q (65.234848 sec): 3 clusters Score: Raw -18204.413923 + Penalty 1248.304710 = -16956.109213 nChanged 3 SP:Iteration 17Q (65.235608 sec): 3 clusters Score: Raw -18211.763038 + Penalty 1249.111086 = -16962.651952 nChanged 1 SP:Iteration 18Q (65.236363 sec): 3 clusters Score: Raw -18214.233294 + Penalty 1248.300071 = -16965.933223 nChanged 1 SP:Iteration 19Q (65.237117 sec): 3 clusters Score: Raw -18215.807249 + Penalty 1248.300071 = -16967.507178 nChanged 0 SP:Iteration 20F (65.237948 sec): 3 clusters Score: Raw -18215.807249 + Penalty 1248.300071 = -16967.507178 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 218 (168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.239292 sec): 2 clusters Score: Raw -5266.925380 + Penalty 308.896662 = -4958.028718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.239804 sec): 3 clusters Score: Raw -5290.465061 + Penalty 596.875427 = -4693.589634 nChanged 33 SP:Iteration 1F (65.240306 sec): 3 clusters Score: Raw -5343.994903 + Penalty 597.142323 = -4746.852581 nChanged 8 SP:Iteration 2Q (65.240792 sec): 3 clusters Score: Raw -5357.200476 + Penalty 601.310818 = -4755.889658 nChanged 2 SP:Iteration 3Q (65.241273 sec): 3 clusters Score: Raw -5363.216729 + Penalty 600.896684 = -4762.320044 nChanged 1 SP:Iteration 4Q (65.241748 sec): 3 clusters Score: Raw -5365.335021 + Penalty 602.144065 = -4763.190956 nChanged 1 SP:Iteration 5Q (65.242224 sec): 3 clusters Score: Raw -5367.165542 + Penalty 602.144065 = -4765.021477 nChanged 0 SP:Iteration 6F (65.242724 sec): 3 clusters Score: Raw -5367.165542 + Penalty 602.144065 = -4765.021477 nChanged 0 Iteration 219F (65.535033 sec): 24 clusters Score: Raw -925820.203401 + Penalty 20559.172840 = -905261.030560 nChanged 9 Iteration 220F (65.811999 sec): 24 clusters Score: Raw -925825.052521 + Penalty 20568.944517 = -905256.108004 nChanged 14 Iteration 221F (66.086565 sec): 24 clusters Score: Raw -925831.610726 + Penalty 20572.294175 = -905259.316550 nChanged 6 Iteration 222Q (66.154924 sec): 24 clusters Score: Raw -925834.039614 + Penalty 20574.150696 = -905259.888918 nChanged 8 Iteration 223Q (66.223055 sec): 24 clusters Score: Raw -925838.543210 + Penalty 20578.255432 = -905260.287778 nChanged 8 Iteration 224Q (66.292038 sec): 24 clusters Score: Raw -925842.030209 + Penalty 20582.501449 = -905259.528760 nChanged 7 Iteration 225F (66.566506 sec): 24 clusters Score: Raw -925845.743715 + Penalty 20585.036977 = -905260.706738 nChanged 11 Iteration 226Q (66.635423 sec): 24 clusters Score: Raw -925849.290797 + Penalty 20589.224581 = -905260.066216 nChanged 10 Iteration 227F (66.910300 sec): 24 clusters Score: Raw -925852.735059 + Penalty 20589.426057 = -905263.309002 nChanged 9 Iteration 228Q (66.977317 sec): 24 clusters Score: Raw -925856.317100 + Penalty 20586.042422 = -905270.274679 nChanged 8 Iteration 229Q (67.043654 sec): 24 clusters Score: Raw -925859.985339 + Penalty 20590.561446 = -905269.423893 nChanged 16 Iteration 230F (67.321016 sec): 24 clusters Score: Raw -925865.487950 + Penalty 20599.711906 = -905265.776045 nChanged 12 Iteration 231F (67.595400 sec): 24 clusters Score: Raw -925870.479328 + Penalty 20605.885205 = -905264.594123 nChanged 10 Iteration 232F (67.871278 sec): 24 clusters Score: Raw -925875.011091 + Penalty 20612.026459 = -905262.984632 nChanged 13 Iteration 233F (68.144374 sec): 24 clusters Score: Raw -925880.854299 + Penalty 20625.153442 = -905255.700857 nChanged 18 Iteration 234F (68.419735 sec): 24 clusters Score: Raw -925888.122965 + Penalty 20630.424560 = -905257.698404 nChanged 16 Iteration 235Q (68.486404 sec): 24 clusters Score: Raw -925895.511050 + Penalty 20632.613108 = -905262.897942 nChanged 13 Iteration 236Q (68.554198 sec): 24 clusters Score: Raw -925901.111889 + Penalty 20635.207708 = -905265.904181 nChanged 12 Iteration 237Q (68.620723 sec): 24 clusters Score: Raw -925905.740200 + Penalty 20641.570903 = -905264.169297 nChanged 12 Iteration 238F (68.896605 sec): 24 clusters Score: Raw -925910.813524 + Penalty 20640.379767 = -905270.433757 nChanged 10 Iteration 239Q (68.964122 sec): 24 clusters Score: Raw -925918.305899 + Penalty 20649.403982 = -905268.901918 nChanged 17 Iteration 240F (69.240102 sec): 24 clusters Score: Raw -925929.519955 + Penalty 20657.224137 = -905272.295818 nChanged 17 Iteration 241Q (69.306212 sec): 24 clusters Score: Raw -925939.077265 + Penalty 20665.469888 = -905273.607377 nChanged 17 Iteration 242Q (69.373524 sec): 24 clusters Score: Raw -925947.130480 + Penalty 20672.676080 = -905274.454399 nChanged 11 Iteration 243Q (69.440399 sec): 24 clusters Score: Raw -925953.167564 + Penalty 20679.259043 = -905273.908521 nChanged 16 Iteration 244F (69.718405 sec): 24 clusters Score: Raw -925958.318047 + Penalty 20684.162562 = -905274.155485 nChanged 7 Iteration 245Q (69.785066 sec): 24 clusters Score: Raw -925962.121996 + Penalty 20690.277915 = -905271.844081 nChanged 7 Iteration 246F (70.061990 sec): 24 clusters Score: Raw -925968.641596 + Penalty 20694.748653 = -905273.892944 nChanged 7 Iteration 247Q (70.128554 sec): 24 clusters Score: Raw -925971.399460 + Penalty 20696.439851 = -905274.959609 nChanged 4 Iteration 248Q (70.195777 sec): 24 clusters Score: Raw -925972.586217 + Penalty 20696.432598 = -905276.153620 nChanged 1 Iteration 249Q (70.263082 sec): 24 clusters Score: Raw -925972.648565 + Penalty 20695.277451 = -905277.371114 nChanged 1 Iteration 250F (70.540132 sec): 24 clusters Score: Raw -925972.867019 + Penalty 20695.277451 = -905277.589568 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 -925972.867019 + Penalty 20695.277451 = -905277.589568Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 1 (773 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.587716 sec): 2 clusters Score: Raw -33786.516058 + Penalty 398.954411 = -33387.561647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.589438 sec): 3 clusters Score: Raw -33407.670955 + Penalty 806.646376 = -32601.024579 nChanged 279 SP:Iteration 1F (70.591057 sec): 3 clusters Score: Raw -33668.558807 + Penalty 825.716854 = -32842.841954 nChanged 91 SP:Iteration 2F (70.592616 sec): 3 clusters Score: Raw -33752.445979 + Penalty 837.451166 = -32914.994813 nChanged 44 SP:Iteration 3F (70.594144 sec): 3 clusters Score: Raw -33792.960778 + Penalty 849.093579 = -32943.867199 nChanged 20 SP:Iteration 4Q (70.595688 sec): 3 clusters Score: Raw -33807.015154 + Penalty 858.166378 = -32948.848776 nChanged 10 SP:Iteration 5Q (70.597203 sec): 3 clusters Score: Raw -33811.407602 + Penalty 861.643410 = -32949.764192 nChanged 5 SP:Iteration 6Q (70.598702 sec): 3 clusters Score: Raw -33813.617320 + Penalty 864.675218 = -32948.942102 nChanged 6 SP:Iteration 7F (70.600208 sec): 3 clusters Score: Raw -33817.424772 + Penalty 872.763496 = -32944.661276 nChanged 5 SP:Iteration 8F (70.601763 sec): 3 clusters Score: Raw -33824.755601 + Penalty 878.695857 = -32946.059744 nChanged 6 SP:Iteration 9Q (70.603261 sec): 3 clusters Score: Raw -33828.910991 + Penalty 882.014652 = -32946.896339 nChanged 4 SP:Iteration 10F (70.604777 sec): 3 clusters Score: Raw -33830.885952 + Penalty 882.557904 = -32948.328048 nChanged 2 SP:Iteration 11Q (70.606242 sec): 3 clusters Score: Raw -33831.231628 + Penalty 882.557904 = -32948.673724 nChanged 0 SP:Iteration 12F (70.607799 sec): 3 clusters Score: Raw -33831.231628 + Penalty 882.557904 = -32948.673724 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 2 (2564 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.619460 sec): 2 clusters Score: Raw -106762.478730 + Penalty 81.680907 = -106680.797824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.624288 sec): 3 clusters Score: Raw -105081.203380 + Penalty 195.123033 = -104886.080347 nChanged 1214 SP:Iteration 1F (70.628901 sec): 3 clusters Score: Raw -106398.978124 + Penalty 207.239710 = -106191.738414 nChanged 196 SP:Iteration 2F (70.633515 sec): 3 clusters Score: Raw -106593.972620 + Penalty 229.916024 = -106364.056596 nChanged 93 SP:Iteration 3Q (70.638271 sec): 3 clusters Score: Raw -106739.179889 + Penalty 241.940763 = -106497.239126 nChanged 37 SP:Iteration 4Q (70.642319 sec): 3 clusters Score: Raw -106776.965368 + Penalty 244.241136 = -106532.724232 nChanged 18 SP:Iteration 5Q (70.646344 sec): 3 clusters Score: Raw -106786.190001 + Penalty 245.305900 = -106540.884101 nChanged 16 SP:Iteration 6Q (70.650469 sec): 3 clusters Score: Raw -106792.897117 + Penalty 249.716994 = -106543.180123 nChanged 12 SP:Iteration 7Q (70.654353 sec): 3 clusters Score: Raw -106797.806802 + Penalty 252.220707 = -106545.586096 nChanged 12 SP:Iteration 8Q (70.658109 sec): 3 clusters Score: Raw -106803.919369 + Penalty 251.875759 = -106552.043610 nChanged 11 SP:Iteration 9Q (70.661876 sec): 3 clusters Score: Raw -106808.770017 + Penalty 255.035183 = -106553.734834 nChanged 8 SP:Iteration 10F (70.666452 sec): 3 clusters Score: Raw -106810.569902 + Penalty 255.967926 = -106554.601976 nChanged 2 SP:Iteration 11Q (70.670115 sec): 3 clusters Score: Raw -106811.233050 + Penalty 251.542377 = -106559.690674 nChanged 3 SP:Iteration 12Q (70.673834 sec): 3 clusters Score: Raw -106813.322650 + Penalty 250.554977 = -106562.767673 nChanged 2 SP:Iteration 13Q (70.677635 sec): 3 clusters Score: Raw -106814.221399 + Penalty 250.554977 = -106563.666422 nChanged 0 SP:Iteration 14F (70.687401 sec): 3 clusters Score: Raw -106814.221399 + Penalty 250.554977 = -106563.666422 nChanged 0 Memory request: 0.05 GB would take us to total of 0.27 GB. Trying to split cluster 3 (11424 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.737455 sec): 2 clusters Score: Raw -471825.337042 + Penalty 259.690706 = -471565.646337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.758449 sec): 3 clusters Score: Raw -464230.775948 + Penalty 495.824682 = -463734.951266 nChanged 5402 SP:Iteration 1F (70.778988 sec): 3 clusters Score: Raw -467997.564074 + Penalty 469.154762 = -467528.409312 nChanged 1176 SP:Iteration 2F (70.799634 sec): 3 clusters Score: Raw -468667.995694 + Penalty 450.289082 = -468217.706612 nChanged 592 SP:Iteration 3F (70.820808 sec): 3 clusters Score: Raw -469048.263974 + Penalty 436.652965 = -468611.611008 nChanged 578 SP:Iteration 4F (70.841398 sec): 3 clusters Score: Raw -469435.598461 + Penalty 424.977700 = -469010.620761 nChanged 695 SP:Iteration 5F (70.861966 sec): 3 clusters Score: Raw -470061.601811 + Penalty 421.702609 = -469639.899202 nChanged 785 SP:Iteration 6F (70.882698 sec): 3 clusters Score: Raw -470863.382138 + Penalty 429.245731 = -470434.136407 nChanged 517 SP:Iteration 7Q (70.902508 sec): 3 clusters Score: Raw -471347.497139 + Penalty 449.879020 = -470897.618119 nChanged 283 SP:Iteration 8Q (70.920359 sec): 3 clusters Score: Raw -471600.312856 + Penalty 485.469887 = -471114.842969 nChanged 150 SP:Iteration 9Q (70.937470 sec): 3 clusters Score: Raw -471729.608531 + Penalty 492.727495 = -471236.881037 nChanged 67 SP:Iteration 10F (70.957905 sec): 3 clusters Score: Raw -471785.694092 + Penalty 476.295431 = -471309.398661 nChanged 32 SP:Iteration 11Q (70.974132 sec): 3 clusters Score: Raw -471815.110716 + Penalty 433.920699 = -471381.190017 nChanged 15 SP:Iteration 12Q (70.990063 sec): 3 clusters Score: Raw -471824.712203 + Penalty 407.143041 = -471417.569162 nChanged 7 SP:Iteration 13Q (71.005953 sec): 3 clusters Score: Raw -471829.926969 + Penalty 424.053241 = -471405.873728 nChanged 4 SP:Iteration 14F (71.026171 sec): 3 clusters Score: Raw -471832.634847 + Penalty 424.633043 = -471408.001804 nChanged 3 SP:Iteration 15Q (71.041978 sec): 3 clusters Score: Raw -471835.865747 + Penalty 424.633043 = -471411.232704 nChanged 0 SP:Iteration 16F (71.062443 sec): 3 clusters Score: Raw -471835.865747 + Penalty 424.633043 = -471411.232704 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 4 (143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.070179 sec): 2 clusters Score: Raw -5527.357612 + Penalty 63.281716 = -5464.075896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.070658 sec): 3 clusters Score: Raw -5457.460092 + Penalty 143.009260 = -5314.450832 nChanged 55 SP:Iteration 1F (71.071108 sec): 3 clusters Score: Raw -5501.589821 + Penalty 156.515200 = -5345.074621 nChanged 11 SP:Iteration 2F (71.071557 sec): 3 clusters Score: Raw -5515.495612 + Penalty 171.778486 = -5343.717126 nChanged 7 SP:Iteration 3F (71.072005 sec): 3 clusters Score: Raw -5526.946384 + Penalty 178.816044 = -5348.130340 nChanged 4 SP:Iteration 4Q (71.072473 sec): 3 clusters Score: Raw -5529.322069 + Penalty 178.816044 = -5350.506025 nChanged 0 SP:Iteration 5F (71.072921 sec): 3 clusters Score: Raw -5529.322069 + Penalty 178.816044 = -5350.506025 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 7 (599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.075607 sec): 2 clusters Score: Raw -27783.278357 + Penalty 399.127474 = -27384.150883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.076879 sec): 3 clusters Score: Raw -27486.440103 + Penalty 798.786357 = -26687.653746 nChanged 206 SP:Iteration 1F (71.078116 sec): 3 clusters Score: Raw -27619.870458 + Penalty 799.542305 = -26820.328154 nChanged 45 SP:Iteration 2F (71.079352 sec): 3 clusters Score: Raw -27654.024394 + Penalty 800.185407 = -26853.838986 nChanged 30 SP:Iteration 3F (71.080579 sec): 3 clusters Score: Raw -27672.017254 + Penalty 800.217962 = -26871.799292 nChanged 21 SP:Iteration 4Q (71.081797 sec): 3 clusters Score: Raw -27681.388043 + Penalty 799.790313 = -26881.597731 nChanged 16 SP:Iteration 5Q (71.083014 sec): 3 clusters Score: Raw -27697.066875 + Penalty 798.808984 = -26898.257891 nChanged 22 SP:Iteration 6Q (71.084228 sec): 3 clusters Score: Raw -27712.214762 + Penalty 797.618089 = -26914.596673 nChanged 19 SP:Iteration 7Q (71.085439 sec): 3 clusters Score: Raw -27728.065175 + Penalty 795.879541 = -26932.185635 nChanged 22 SP:Iteration 8Q (71.086651 sec): 3 clusters Score: Raw -27742.584345 + Penalty 795.477889 = -26947.106456 nChanged 15 SP:Iteration 9Q (71.087861 sec): 3 clusters Score: Raw -27751.446905 + Penalty 794.387001 = -26957.059904 nChanged 15 SP:Iteration 10F (71.091151 sec): 3 clusters Score: Raw -27763.617473 + Penalty 794.999034 = -26968.618439 nChanged 14 SP:Iteration 11Q (71.093830 sec): 3 clusters Score: Raw -27772.303630 + Penalty 796.339736 = -26975.963894 nChanged 15 SP:Iteration 12Q (71.095716 sec): 3 clusters Score: Raw -27782.552165 + Penalty 798.386758 = -26984.165407 nChanged 12 SP:Iteration 13Q (71.097838 sec): 3 clusters Score: Raw -27789.631237 + Penalty 799.497149 = -26990.134088 nChanged 12 SP:Iteration 14Q (71.099766 sec): 3 clusters Score: Raw -27797.091623 + Penalty 801.606186 = -26995.485438 nChanged 11 SP:Iteration 15Q (71.101431 sec): 3 clusters Score: Raw -27806.480498 + Penalty 803.515427 = -27002.965071 nChanged 8 SP:Iteration 16Q (71.102688 sec): 3 clusters Score: Raw -27813.648015 + Penalty 804.293520 = -27009.354495 nChanged 5 SP:Iteration 17Q (71.103945 sec): 3 clusters Score: Raw -27816.380200 + Penalty 805.079607 = -27011.300594 nChanged 3 SP:Iteration 18Q (71.105225 sec): 3 clusters Score: Raw -27818.246492 + Penalty 805.564910 = -27012.681582 nChanged 2 SP:Iteration 19Q (71.106495 sec): 3 clusters Score: Raw -27820.539607 + Penalty 806.293603 = -27014.246004 nChanged 4 SP:Iteration 20F (71.107819 sec): 3 clusters Score: Raw -27822.423620 + Penalty 807.593043 = -27014.830577 nChanged 4 SP:Iteration 21Q (71.109044 sec): 3 clusters Score: Raw -27825.089202 + Penalty 809.486560 = -27015.602641 nChanged 6 SP:Iteration 22Q (71.110255 sec): 3 clusters Score: Raw -27828.658864 + Penalty 810.067083 = -27018.591781 nChanged 3 SP:Iteration 23Q (71.111476 sec): 3 clusters Score: Raw -27833.210119 + Penalty 811.057531 = -27022.152589 nChanged 3 SP:Iteration 24Q (71.112674 sec): 3 clusters Score: Raw -27834.248455 + Penalty 811.353809 = -27022.894646 nChanged 1 SP:Iteration 25Q (71.113868 sec): 3 clusters Score: Raw -27834.389878 + Penalty 811.514724 = -27022.875154 nChanged 2 SP:Iteration 26F (71.115104 sec): 3 clusters Score: Raw -27835.656586 + Penalty 812.235425 = -27023.421161 nChanged 2 SP:Iteration 27Q (71.116297 sec): 3 clusters Score: Raw -27836.354846 + Penalty 812.635797 = -27023.719049 nChanged 1 SP:Iteration 28Q (71.117486 sec): 3 clusters Score: Raw -27837.052190 + Penalty 813.364141 = -27023.688050 nChanged 2 SP:Iteration 29F (71.118755 sec): 3 clusters Score: Raw -27837.765749 + Penalty 814.103431 = -27023.662318 nChanged 2 SP:Iteration 30F (71.119993 sec): 3 clusters Score: Raw -27838.585930 + Penalty 815.023100 = -27023.562830 nChanged 2 SP:Iteration 31F (71.121237 sec): 3 clusters Score: Raw -27839.847517 + Penalty 816.106863 = -27023.740654 nChanged 3 SP:Iteration 32Q (71.122423 sec): 3 clusters Score: Raw -27841.081922 + Penalty 816.759654 = -27024.322268 nChanged 2 SP:Iteration 33Q (71.123607 sec): 3 clusters Score: Raw -27841.560064 + Penalty 817.143787 = -27024.416278 nChanged 1 SP:Iteration 34Q (71.124788 sec): 3 clusters Score: Raw -27842.009659 + Penalty 817.143787 = -27024.865873 nChanged 0 SP:Iteration 35F (71.126019 sec): 3 clusters Score: Raw -27842.009659 + Penalty 817.143787 = -27024.865873 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 11 (643 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.129248 sec): 2 clusters Score: Raw -30052.678064 + Penalty 671.487703 = -29381.190361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.130581 sec): 3 clusters Score: Raw -29811.753950 + Penalty 1342.882888 = -28468.871062 nChanged 212 SP:Iteration 1F (71.131891 sec): 3 clusters Score: Raw -29994.342576 + Penalty 1342.369451 = -28651.973125 nChanged 65 SP:Iteration 2F (71.133204 sec): 3 clusters Score: Raw -30055.284625 + Penalty 1341.670417 = -28713.614208 nChanged 35 SP:Iteration 3F (71.134515 sec): 3 clusters Score: Raw -30090.468490 + Penalty 1341.713195 = -28748.755295 nChanged 18 SP:Iteration 4Q (71.135792 sec): 3 clusters Score: Raw -30106.683673 + Penalty 1342.693115 = -28763.990558 nChanged 19 SP:Iteration 5Q (71.137067 sec): 3 clusters Score: Raw -30117.696213 + Penalty 1342.635801 = -28775.060413 nChanged 8 SP:Iteration 6Q (71.138339 sec): 3 clusters Score: Raw -30121.052781 + Penalty 1342.725611 = -28778.327171 nChanged 3 SP:Iteration 7Q (71.139607 sec): 3 clusters Score: Raw -30122.410193 + Penalty 1343.127985 = -28779.282208 nChanged 8 SP:Iteration 8Q (71.140875 sec): 3 clusters Score: Raw -30127.580849 + Penalty 1343.599286 = -28783.981563 nChanged 11 SP:Iteration 9Q (71.142148 sec): 3 clusters Score: Raw -30135.426796 + Penalty 1343.632812 = -28791.793984 nChanged 12 SP:Iteration 10F (71.143468 sec): 3 clusters Score: Raw -30143.240700 + Penalty 1344.969882 = -28798.270817 nChanged 10 SP:Iteration 11Q (71.144739 sec): 3 clusters Score: Raw -30150.835358 + Penalty 1346.180745 = -28804.654613 nChanged 8 SP:Iteration 12Q (71.146034 sec): 3 clusters Score: Raw -30153.816540 + Penalty 1348.002574 = -28805.813966 nChanged 6 SP:Iteration 13Q (71.147324 sec): 3 clusters Score: Raw -30155.602387 + Penalty 1350.316467 = -28805.285920 nChanged 5 SP:Iteration 14F (71.148633 sec): 3 clusters Score: Raw -30157.303032 + Penalty 1350.710166 = -28806.592866 nChanged 7 SP:Iteration 15Q (71.149907 sec): 3 clusters Score: Raw -30160.600906 + Penalty 1351.273559 = -28809.327346 nChanged 5 SP:Iteration 16Q (71.151184 sec): 3 clusters Score: Raw -30164.584517 + Penalty 1350.384910 = -28814.199607 nChanged 2 SP:Iteration 17Q (71.152454 sec): 3 clusters Score: Raw -30165.353879 + Penalty 1350.384910 = -28814.968969 nChanged 0 SP:Iteration 18F (71.153760 sec): 3 clusters Score: Raw -30165.353879 + Penalty 1350.384910 = -28814.968969 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 13 (809 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.158979 sec): 2 clusters Score: Raw -36150.517996 + Penalty 1070.276874 = -35080.241122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.160600 sec): 3 clusters Score: Raw -35923.843337 + Penalty 2140.509217 = -33783.334120 nChanged 225 SP:Iteration 1F (71.162196 sec): 3 clusters Score: Raw -36162.257463 + Penalty 2140.466248 = -34021.791215 nChanged 61 SP:Iteration 2F (71.163799 sec): 3 clusters Score: Raw -36238.119915 + Penalty 2140.394600 = -34097.725315 nChanged 38 SP:Iteration 3Q (71.165394 sec): 3 clusters Score: Raw -36291.544249 + Penalty 2140.315081 = -34151.229168 nChanged 35 SP:Iteration 4Q (71.166923 sec): 3 clusters Score: Raw -36331.273535 + Penalty 2140.078683 = -34191.194852 nChanged 22 SP:Iteration 5Q (71.168444 sec): 3 clusters Score: Raw -36352.874207 + Penalty 2140.113677 = -34212.760530 nChanged 15 SP:Iteration 6Q (71.169961 sec): 3 clusters Score: Raw -36372.763182 + Penalty 2140.252309 = -34232.510873 nChanged 12 SP:Iteration 7Q (71.171513 sec): 3 clusters Score: Raw -36383.305665 + Penalty 2140.141724 = -34243.163941 nChanged 10 SP:Iteration 8Q (71.173047 sec): 3 clusters Score: Raw -36391.454554 + Penalty 2140.199280 = -34251.255274 nChanged 9 SP:Iteration 9Q (71.174572 sec): 3 clusters Score: Raw -36397.419768 + Penalty 2140.272856 = -34257.146912 nChanged 8 SP:Iteration 10F (71.176190 sec): 3 clusters Score: Raw -36405.255497 + Penalty 2140.166580 = -34265.088917 nChanged 4 SP:Iteration 11Q (71.177770 sec): 3 clusters Score: Raw -36411.560420 + Penalty 2140.124485 = -34271.435935 nChanged 2 SP:Iteration 12Q (71.179308 sec): 3 clusters Score: Raw -36414.385600 + Penalty 2140.057681 = -34274.327919 nChanged 3 SP:Iteration 13Q (71.180822 sec): 3 clusters Score: Raw -36416.506603 + Penalty 2140.057681 = -34276.448922 nChanged 2 SP:Iteration 14Q (71.182348 sec): 3 clusters Score: Raw -36419.570307 + Penalty 2140.080440 = -34279.489867 nChanged 5 SP:Iteration 15Q (71.183887 sec): 3 clusters Score: Raw -36423.741595 + Penalty 2140.057681 = -34283.683914 nChanged 1 SP:Iteration 16Q (71.185414 sec): 3 clusters Score: Raw -36424.462058 + Penalty 2140.057681 = -34284.404377 nChanged 0 SP:Iteration 17F (71.186981 sec): 3 clusters Score: Raw -36424.462058 + Penalty 2140.057681 = -34284.404377 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 15 (654 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.191572 sec): 2 clusters Score: Raw -28898.483836 + Penalty 526.610692 = -28371.873144 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.192942 sec): 3 clusters Score: Raw -28583.195038 + Penalty 1053.273397 = -27529.921641 nChanged 223 SP:Iteration 1F (71.194271 sec): 3 clusters Score: Raw -28752.532992 + Penalty 1053.399272 = -27699.133720 nChanged 66 SP:Iteration 2F (71.195598 sec): 3 clusters Score: Raw -28801.629156 + Penalty 1054.105551 = -27747.523605 nChanged 46 SP:Iteration 3F (71.196952 sec): 3 clusters Score: Raw -28842.027689 + Penalty 1053.502573 = -27788.525116 nChanged 39 SP:Iteration 4F (71.198305 sec): 3 clusters Score: Raw -28867.542326 + Penalty 1050.117527 = -27817.424799 nChanged 24 SP:Iteration 5Q (71.199623 sec): 3 clusters Score: Raw -28886.852388 + Penalty 1049.204095 = -27837.648293 nChanged 10 SP:Iteration 6Q (71.200932 sec): 3 clusters Score: Raw -28894.874829 + Penalty 1048.528386 = -27846.346443 nChanged 8 SP:Iteration 7Q (71.202245 sec): 3 clusters Score: Raw -28899.701661 + Penalty 1048.872450 = -27850.829211 nChanged 6 SP:Iteration 8Q (71.203572 sec): 3 clusters Score: Raw -28904.663532 + Penalty 1048.900456 = -27855.763075 nChanged 1 SP:Iteration 9Q (71.204877 sec): 3 clusters Score: Raw -28905.034035 + Penalty 1048.900456 = -27856.133579 nChanged 0 SP:Iteration 10F (71.206200 sec): 3 clusters Score: Raw -28905.034035 + Penalty 1048.900456 = -27856.133579 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 17 (163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.207396 sec): 2 clusters Score: Raw -7486.979162 + Penalty 483.471803 = -7003.507360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.207890 sec): 3 clusters Score: Raw -7483.491228 + Penalty 965.787929 = -6517.703300 nChanged 25 SP:Iteration 1F (71.208379 sec): 3 clusters Score: Raw -7538.279774 + Penalty 963.243411 = -6575.036364 nChanged 13 SP:Iteration 2F (71.208867 sec): 3 clusters Score: Raw -7571.358014 + Penalty 962.653945 = -6608.704069 nChanged 9 SP:Iteration 3F (71.209381 sec): 3 clusters Score: Raw -7588.274783 + Penalty 963.372003 = -6624.902779 nChanged 5 SP:Iteration 4Q (71.209848 sec): 3 clusters Score: Raw -7596.520129 + Penalty 964.781894 = -6631.738235 nChanged 2 SP:Iteration 5Q (71.210311 sec): 3 clusters Score: Raw -7600.250564 + Penalty 966.982905 = -6633.267659 nChanged 2 SP:Iteration 6Q (71.210775 sec): 3 clusters Score: Raw -7602.309384 + Penalty 967.269138 = -6635.040246 nChanged 1 SP:Iteration 7Q (71.211234 sec): 3 clusters Score: Raw -7602.444432 + Penalty 967.269138 = -6635.175294 nChanged 0 SP:Iteration 8F (71.211718 sec): 3 clusters Score: Raw -7602.444432 + Penalty 967.269138 = -6635.175294 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 21 (873 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.220011 sec): 2 clusters Score: Raw -41121.076408 + Penalty 504.311522 = -40616.764887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.221720 sec): 3 clusters Score: Raw -40644.354202 + Penalty 1019.647214 = -39624.706988 nChanged 310 SP:Iteration 1F (71.223393 sec): 3 clusters Score: Raw -40827.858770 + Penalty 1035.443665 = -39792.415105 nChanged 106 SP:Iteration 2F (71.225065 sec): 3 clusters Score: Raw -40929.152938 + Penalty 1062.663181 = -39866.489757 nChanged 88 SP:Iteration 3F (71.226751 sec): 3 clusters Score: Raw -41029.048121 + Penalty 1090.582708 = -39938.465413 nChanged 55 SP:Iteration 4F (71.228443 sec): 3 clusters Score: Raw -41089.990925 + Penalty 1112.609009 = -39977.381916 nChanged 30 SP:Iteration 5Q (71.230065 sec): 3 clusters Score: Raw -41117.757767 + Penalty 1126.541146 = -39991.216621 nChanged 22 SP:Iteration 6Q (71.231657 sec): 3 clusters Score: Raw -41141.065775 + Penalty 1150.512228 = -39990.553546 nChanged 17 SP:Iteration 7F (71.233322 sec): 3 clusters Score: Raw -41159.380137 + Penalty 1158.144201 = -40001.235937 nChanged 8 SP:Iteration 8Q (71.234820 sec): 3 clusters Score: Raw -41166.087820 + Penalty 1168.465525 = -39997.622295 nChanged 7 SP:Iteration 9F (71.236485 sec): 3 clusters Score: Raw -41173.150199 + Penalty 1171.188424 = -40001.961775 nChanged 3 SP:Iteration 10F (71.238154 sec): 3 clusters Score: Raw -41178.032212 + Penalty 1173.037195 = -40004.995017 nChanged 2 SP:Iteration 11Q (71.239643 sec): 3 clusters Score: Raw -41179.847349 + Penalty 1179.080367 = -40000.766982 nChanged 2 SP:Iteration 12F (71.241339 sec): 3 clusters Score: Raw -41183.594364 + Penalty 1180.692110 = -40002.902255 nChanged 1 SP:Iteration 13Q (71.242794 sec): 3 clusters Score: Raw -41184.832361 + Penalty 1180.960845 = -40003.871516 nChanged 1 SP:Iteration 14Q (71.244224 sec): 3 clusters Score: Raw -41185.189117 + Penalty 1180.960845 = -40004.228272 nChanged 0 SP:Iteration 15F (71.245942 sec): 3 clusters Score: Raw -41185.189117 + Penalty 1180.960845 = -40004.228272 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 24 (135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.247342 sec): 2 clusters Score: Raw -6139.786143 + Penalty 195.499561 = -5944.286582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.247786 sec): 3 clusters Score: Raw -6088.878421 + Penalty 392.415157 = -5696.463264 nChanged 28 SP:Iteration 1F (71.248227 sec): 3 clusters Score: Raw -6117.084289 + Penalty 394.336556 = -5722.747733 nChanged 11 SP:Iteration 2F (71.248664 sec): 3 clusters Score: Raw -6127.359070 + Penalty 398.789322 = -5728.569749 nChanged 8 SP:Iteration 3F (71.249100 sec): 3 clusters Score: Raw -6134.564059 + Penalty 401.366750 = -5733.197309 nChanged 7 SP:Iteration 4F (71.249537 sec): 3 clusters Score: Raw -6144.524997 + Penalty 400.747920 = -5743.777078 nChanged 2 SP:Iteration 5Q (71.249968 sec): 3 clusters Score: Raw -6145.316368 + Penalty 401.972789 = -5743.343580 nChanged 2 SP:Iteration 6F (71.250404 sec): 3 clusters Score: Raw -6146.539818 + Penalty 400.460945 = -5746.078873 nChanged 1 SP:Iteration 7Q (71.250866 sec): 3 clusters Score: Raw -6147.512636 + Penalty 397.953865 = -5749.558771 nChanged 1 SP:Iteration 8Q (71.251297 sec): 3 clusters Score: Raw -6147.896605 + Penalty 397.953865 = -5749.942740 nChanged 0 SP:Iteration 9F (71.251732 sec): 3 clusters Score: Raw -6147.896605 + Penalty 397.953865 = -5749.942740 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 35 (152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.252611 sec): 2 clusters Score: Raw -5551.588941 + Penalty 286.772124 = -5264.816817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.253097 sec): 3 clusters Score: Raw -5518.332278 + Penalty 571.552582 = -4946.779696 nChanged 37 SP:Iteration 1F (71.253573 sec): 3 clusters Score: Raw -5555.811916 + Penalty 577.989313 = -4977.822604 nChanged 11 SP:Iteration 2F (71.254048 sec): 3 clusters Score: Raw -5572.343970 + Penalty 585.238411 = -4987.105559 nChanged 7 SP:Iteration 3Q (71.254512 sec): 3 clusters Score: Raw -5592.572044 + Penalty 594.366414 = -4998.205630 nChanged 5 SP:Iteration 4Q (71.254975 sec): 3 clusters Score: Raw -5606.456024 + Penalty 595.501855 = -5010.954169 nChanged 2 SP:Iteration 5Q (71.255424 sec): 3 clusters Score: Raw -5609.435948 + Penalty 595.501855 = -5013.934093 nChanged 0 SP:Iteration 6F (71.255898 sec): 3 clusters Score: Raw -5609.435948 + Penalty 595.501855 = -5013.934093 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 36 (283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.257662 sec): 2 clusters Score: Raw -11958.301732 + Penalty 712.702888 = -11245.598844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.258392 sec): 3 clusters Score: Raw -11909.245268 + Penalty 1430.698535 = -10478.546732 nChanged 62 SP:Iteration 1F (71.259106 sec): 3 clusters Score: Raw -11990.585341 + Penalty 1433.737183 = -10556.848158 nChanged 21 SP:Iteration 2F (71.259819 sec): 3 clusters Score: Raw -12024.314470 + Penalty 1439.633600 = -10584.680870 nChanged 9 SP:Iteration 3Q (71.260491 sec): 3 clusters Score: Raw -12038.340178 + Penalty 1443.836277 = -10594.503901 nChanged 8 SP:Iteration 4Q (71.261160 sec): 3 clusters Score: Raw -12053.159242 + Penalty 1447.931942 = -10605.227300 nChanged 5 SP:Iteration 5Q (71.261829 sec): 3 clusters Score: Raw -12061.153409 + Penalty 1450.424079 = -10610.729330 nChanged 2 SP:Iteration 6Q (71.262491 sec): 3 clusters Score: Raw -12065.494981 + Penalty 1451.026202 = -10614.468779 nChanged 1 SP:Iteration 7Q (71.263152 sec): 3 clusters Score: Raw -12066.208342 + Penalty 1451.026202 = -10615.182139 nChanged 0 SP:Iteration 8F (71.263840 sec): 3 clusters Score: Raw -12066.208342 + Penalty 1451.026202 = -10615.182139 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 39 (379 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.266315 sec): 2 clusters Score: Raw -16719.279326 + Penalty 696.602688 = -16022.676638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.267219 sec): 3 clusters Score: Raw -16604.259579 + Penalty 1418.442159 = -15185.817419 nChanged 92 SP:Iteration 1F (71.268110 sec): 3 clusters Score: Raw -16738.978154 + Penalty 1434.627652 = -15304.350502 nChanged 36 SP:Iteration 2F (71.268963 sec): 3 clusters Score: Raw -16803.354921 + Penalty 1446.624730 = -15356.730191 nChanged 20 SP:Iteration 3F (71.269813 sec): 3 clusters Score: Raw -16853.487006 + Penalty 1451.956925 = -15401.530080 nChanged 10 SP:Iteration 4Q (71.270619 sec): 3 clusters Score: Raw -16876.693506 + Penalty 1459.667071 = -15417.026435 nChanged 12 SP:Iteration 5Q (71.271408 sec): 3 clusters Score: Raw -16909.654696 + Penalty 1463.085419 = -15446.569277 nChanged 4 SP:Iteration 6Q (71.272189 sec): 3 clusters Score: Raw -16917.341114 + Penalty 1466.445566 = -15450.895548 nChanged 3 SP:Iteration 7Q (71.272962 sec): 3 clusters Score: Raw -16922.445630 + Penalty 1467.039121 = -15455.406508 nChanged 4 SP:Iteration 8Q (71.273763 sec): 3 clusters Score: Raw -16928.415844 + Penalty 1467.039121 = -15461.376723 nChanged 0 SP:Iteration 9F (71.274612 sec): 3 clusters Score: Raw -16928.415844 + Penalty 1467.039121 = -15461.376723 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 44 (281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.275845 sec): 2 clusters Score: Raw -12711.850305 + Penalty 352.273222 = -12359.577084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.276546 sec): 3 clusters Score: Raw -12581.111335 + Penalty 704.976723 = -11876.134611 nChanged 95 SP:Iteration 1F (71.277238 sec): 3 clusters Score: Raw -12685.501032 + Penalty 710.219583 = -11975.281449 nChanged 27 SP:Iteration 2F (71.277925 sec): 3 clusters Score: Raw -12713.166482 + Penalty 715.513757 = -11997.652724 nChanged 11 SP:Iteration 3Q (71.278621 sec): 3 clusters Score: Raw -12722.384336 + Penalty 718.559710 = -12003.824626 nChanged 7 SP:Iteration 4Q (71.279337 sec): 3 clusters Score: Raw -12727.985500 + Penalty 720.417731 = -12007.567770 nChanged 4 SP:Iteration 5Q (71.280044 sec): 3 clusters Score: Raw -12732.406592 + Penalty 721.113763 = -12011.292829 nChanged 3 SP:Iteration 6Q (71.280748 sec): 3 clusters Score: Raw -12737.104410 + Penalty 720.810031 = -12016.294379 nChanged 1 SP:Iteration 7Q (71.281469 sec): 3 clusters Score: Raw -12737.954570 + Penalty 720.810031 = -12017.144539 nChanged 0 SP:Iteration 8F (71.282196 sec): 3 clusters Score: Raw -12737.954570 + Penalty 720.810031 = -12017.144539 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 45 (698 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.284590 sec): 2 clusters Score: Raw -30497.315775 + Penalty 893.267238 = -29604.048537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.286039 sec): 3 clusters Score: Raw -30223.596228 + Penalty 1785.239183 = -28438.357045 nChanged 190 SP:Iteration 1F (71.287496 sec): 3 clusters Score: Raw -30398.189515 + Penalty 1782.590740 = -28615.598775 nChanged 48 SP:Iteration 2F (71.288918 sec): 3 clusters Score: Raw -30449.354003 + Penalty 1779.832881 = -28669.521122 nChanged 27 SP:Iteration 3Q (71.290318 sec): 3 clusters Score: Raw -30478.569393 + Penalty 1777.311356 = -28701.258037 nChanged 17 SP:Iteration 4Q (71.291693 sec): 3 clusters Score: Raw -30499.938683 + Penalty 1775.609276 = -28724.329408 nChanged 18 SP:Iteration 5Q (71.293078 sec): 3 clusters Score: Raw -30517.482592 + Penalty 1775.712507 = -28741.770086 nChanged 14 SP:Iteration 6Q (71.294452 sec): 3 clusters Score: Raw -30528.936441 + Penalty 1773.658054 = -28755.278387 nChanged 10 SP:Iteration 7Q (71.295819 sec): 3 clusters Score: Raw -30540.451340 + Penalty 1772.588540 = -28767.862799 nChanged 7 SP:Iteration 8Q (71.297218 sec): 3 clusters Score: Raw -30550.013188 + Penalty 1772.048459 = -28777.964730 nChanged 4 SP:Iteration 9Q (71.298643 sec): 3 clusters Score: Raw -30553.499497 + Penalty 1771.484494 = -28782.015002 nChanged 4 SP:Iteration 10F (71.300086 sec): 3 clusters Score: Raw -30558.477362 + Penalty 1771.026360 = -28787.451002 nChanged 3 SP:Iteration 11Q (71.301472 sec): 3 clusters Score: Raw -30561.823144 + Penalty 1770.606518 = -28791.216626 nChanged 1 SP:Iteration 12Q (71.302857 sec): 3 clusters Score: Raw -30562.956930 + Penalty 1770.298800 = -28792.658130 nChanged 2 SP:Iteration 13Q (71.304244 sec): 3 clusters Score: Raw -30563.475212 + Penalty 1770.441704 = -28793.033509 nChanged 1 SP:Iteration 14Q (71.305635 sec): 3 clusters Score: Raw -30563.846145 + Penalty 1770.186112 = -28793.660033 nChanged 1 SP:Iteration 15Q (71.307022 sec): 3 clusters Score: Raw -30564.239648 + Penalty 1769.765345 = -28794.474303 nChanged 1 SP:Iteration 16Q (71.308400 sec): 3 clusters Score: Raw -30565.724304 + Penalty 1769.371724 = -28796.352580 nChanged 2 SP:Iteration 17Q (71.309769 sec): 3 clusters Score: Raw -30569.221070 + Penalty 1769.414472 = -28799.806597 nChanged 3 SP:Iteration 18Q (71.311181 sec): 3 clusters Score: Raw -30571.534216 + Penalty 1769.694954 = -28801.839262 nChanged 3 SP:Iteration 19Q (71.312553 sec): 3 clusters Score: Raw -30574.636903 + Penalty 1769.411206 = -28805.225697 nChanged 3 SP:Iteration 20F (71.313968 sec): 3 clusters Score: Raw -30576.648225 + Penalty 1771.731350 = -28804.916875 nChanged 2 SP:Iteration 21F (71.315383 sec): 3 clusters Score: Raw -30577.546388 + Penalty 1771.445426 = -28806.100962 nChanged 1 SP:Iteration 22Q (71.316760 sec): 3 clusters Score: Raw -30578.362184 + Penalty 1771.445426 = -28806.916758 nChanged 0 SP:Iteration 23F (71.318179 sec): 3 clusters Score: Raw -30578.362184 + Penalty 1771.445426 = -28806.916758 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 48 (420 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.319817 sec): 2 clusters Score: Raw -13457.141517 + Penalty 918.279714 = -12538.861803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.320762 sec): 3 clusters Score: Raw -13422.760220 + Penalty 1835.697985 = -11587.062235 nChanged 98 SP:Iteration 1F (71.321691 sec): 3 clusters Score: Raw -13625.294661 + Penalty 1835.201395 = -11790.093266 nChanged 28 SP:Iteration 2F (71.322618 sec): 3 clusters Score: Raw -13693.426269 + Penalty 1834.461500 = -11858.964769 nChanged 21 SP:Iteration 3Q (71.323524 sec): 3 clusters Score: Raw -13749.662523 + Penalty 1833.989760 = -11915.672764 nChanged 7 SP:Iteration 4Q (71.324398 sec): 3 clusters Score: Raw -13764.296237 + Penalty 1834.183553 = -11930.112684 nChanged 3 SP:Iteration 5Q (71.325261 sec): 3 clusters Score: Raw -13772.481092 + Penalty 1833.744958 = -11938.736134 nChanged 4 SP:Iteration 6Q (71.326131 sec): 3 clusters Score: Raw -13780.938299 + Penalty 1833.744958 = -11947.193341 nChanged 2 SP:Iteration 7Q (71.326986 sec): 3 clusters Score: Raw -13782.960889 + Penalty 1833.744958 = -11949.215931 nChanged 0 SP:Iteration 8F (71.327916 sec): 3 clusters Score: Raw -13782.960889 + Penalty 1833.744958 = -11949.215931 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 49 (723 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.330374 sec): 2 clusters Score: Raw -34107.190470 + Penalty 588.126781 = -33519.063689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.331889 sec): 3 clusters Score: Raw -33760.454892 + Penalty 1178.033699 = -32582.421193 nChanged 224 SP:Iteration 1F (71.333343 sec): 3 clusters Score: Raw -33961.862234 + Penalty 1181.868547 = -32779.993686 nChanged 76 SP:Iteration 2F (71.334799 sec): 3 clusters Score: Raw -34043.780082 + Penalty 1183.103673 = -32860.676409 nChanged 49 SP:Iteration 3F (71.336252 sec): 3 clusters Score: Raw -34088.826136 + Penalty 1182.515741 = -32906.310394 nChanged 30 SP:Iteration 4Q (71.337737 sec): 3 clusters Score: Raw -34121.737028 + Penalty 1181.679571 = -32940.057458 nChanged 22 SP:Iteration 5Q (71.339220 sec): 3 clusters Score: Raw -34138.741743 + Penalty 1180.576246 = -32958.165497 nChanged 11 SP:Iteration 6Q (71.340786 sec): 3 clusters Score: Raw -34148.045326 + Penalty 1180.234364 = -32967.810962 nChanged 13 SP:Iteration 7Q (71.342397 sec): 3 clusters Score: Raw -34155.940485 + Penalty 1179.941976 = -32975.998509 nChanged 5 SP:Iteration 8Q (71.343961 sec): 3 clusters Score: Raw -34158.410938 + Penalty 1179.670216 = -32978.740722 nChanged 5 SP:Iteration 9Q (71.345509 sec): 3 clusters Score: Raw -34164.685595 + Penalty 1179.265434 = -32985.420162 nChanged 7 SP:Iteration 10F (71.347091 sec): 3 clusters Score: Raw -34172.363493 + Penalty 1177.241070 = -32995.122423 nChanged 7 SP:Iteration 11Q (71.348562 sec): 3 clusters Score: Raw -34178.626801 + Penalty 1175.540378 = -33003.086423 nChanged 4 SP:Iteration 12Q (71.349998 sec): 3 clusters Score: Raw -34180.704281 + Penalty 1174.905923 = -33005.798358 nChanged 1 SP:Iteration 13Q (71.351434 sec): 3 clusters Score: Raw -34181.316352 + Penalty 1174.905923 = -33006.410429 nChanged 0 SP:Iteration 14F (71.352938 sec): 3 clusters Score: Raw -34181.316352 + Penalty 1174.905923 = -33006.410429 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 52 (489 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.354727 sec): 2 clusters Score: Raw -18141.394787 + Penalty 386.673957 = -17754.720830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.355786 sec): 3 clusters Score: Raw -17913.485349 + Penalty 773.267906 = -17140.217443 nChanged 152 SP:Iteration 1F (71.356828 sec): 3 clusters Score: Raw -18078.780865 + Penalty 767.390090 = -17311.390776 nChanged 65 SP:Iteration 2F (71.357868 sec): 3 clusters Score: Raw -18132.906093 + Penalty 761.396228 = -17371.509865 nChanged 30 SP:Iteration 3F (71.358914 sec): 3 clusters Score: Raw -18159.117717 + Penalty 757.689371 = -17401.428345 nChanged 14 SP:Iteration 4Q (71.359962 sec): 3 clusters Score: Raw -18176.666327 + Penalty 756.355205 = -17420.311122 nChanged 12 SP:Iteration 5Q (71.360972 sec): 3 clusters Score: Raw -18183.360156 + Penalty 754.253142 = -17429.107014 nChanged 10 SP:Iteration 6Q (71.361979 sec): 3 clusters Score: Raw -18192.771012 + Penalty 752.793783 = -17439.977230 nChanged 10 SP:Iteration 7Q (71.362985 sec): 3 clusters Score: Raw -18210.388175 + Penalty 752.090859 = -17458.297316 nChanged 6 SP:Iteration 8Q (71.363992 sec): 3 clusters Score: Raw -18214.859660 + Penalty 751.608700 = -17463.250960 nChanged 1 SP:Iteration 9Q (71.364997 sec): 3 clusters Score: Raw -18217.397929 + Penalty 751.941479 = -17465.456450 nChanged 2 SP:Iteration 10F (71.366034 sec): 3 clusters Score: Raw -18218.151218 + Penalty 751.496626 = -17466.654592 nChanged 2 SP:Iteration 11Q (71.367054 sec): 3 clusters Score: Raw -18219.249149 + Penalty 750.504742 = -17468.744407 nChanged 1 SP:Iteration 12Q (71.368074 sec): 3 clusters Score: Raw -18220.538203 + Penalty 748.918139 = -17471.620063 nChanged 1 SP:Iteration 13Q (71.369140 sec): 3 clusters Score: Raw -18221.609626 + Penalty 748.918139 = -17472.691487 nChanged 0 SP:Iteration 14F (71.370226 sec): 3 clusters Score: Raw -18221.609626 + Penalty 748.918139 = -17472.691487 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 54 (346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.371625 sec): 2 clusters Score: Raw -11274.539036 + Penalty 494.385579 = -10780.153457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.372443 sec): 3 clusters Score: Raw -11209.991183 + Penalty 1005.300491 = -10204.690692 nChanged 75 SP:Iteration 1F (71.373241 sec): 3 clusters Score: Raw -11331.883660 + Penalty 1014.691583 = -10317.192078 nChanged 32 SP:Iteration 2F (71.374037 sec): 3 clusters Score: Raw -11413.640891 + Penalty 1010.953496 = -10402.687395 nChanged 18 SP:Iteration 3F (71.374832 sec): 3 clusters Score: Raw -11461.671146 + Penalty 1009.131516 = -10452.539630 nChanged 12 SP:Iteration 4Q (71.375591 sec): 3 clusters Score: Raw -11499.782699 + Penalty 1006.122923 = -10493.659776 nChanged 7 SP:Iteration 5Q (71.376341 sec): 3 clusters Score: Raw -11519.388004 + Penalty 1001.052568 = -10518.335436 nChanged 5 SP:Iteration 6Q (71.377082 sec): 3 clusters Score: Raw -11526.171943 + Penalty 1000.202230 = -10525.969713 nChanged 2 SP:Iteration 7Q (71.377818 sec): 3 clusters Score: Raw -11528.878479 + Penalty 1001.200489 = -10527.677990 nChanged 1 SP:Iteration 8Q (71.378564 sec): 3 clusters Score: Raw -11530.059184 + Penalty 1001.588648 = -10528.470536 nChanged 1 SP:Iteration 9Q (71.379301 sec): 3 clusters Score: Raw -11530.892122 + Penalty 1001.588648 = -10529.303474 nChanged 0 SP:Iteration 10F (71.380094 sec): 3 clusters Score: Raw -11530.892122 + Penalty 1001.588648 = -10529.303474 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 63 (351 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.381402 sec): 2 clusters Score: Raw -19052.439854 + Penalty 934.171037 = -18118.268817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.382252 sec): 3 clusters Score: Raw -19015.264644 + Penalty 1868.916212 = -17146.348432 nChanged 52 SP:Iteration 1F (71.383055 sec): 3 clusters Score: Raw -19111.565648 + Penalty 1869.018657 = -17242.546991 nChanged 12 SP:Iteration 2Q (71.383844 sec): 3 clusters Score: Raw -19131.491089 + Penalty 1869.153021 = -17262.338068 nChanged 3 SP:Iteration 3Q (71.384627 sec): 3 clusters Score: Raw -19136.557230 + Penalty 1869.177224 = -17267.380005 nChanged 1 SP:Iteration 4Q (71.385408 sec): 3 clusters Score: Raw -19137.318421 + Penalty 1869.412654 = -17267.905767 nChanged 1 SP:Iteration 5Q (71.386188 sec): 3 clusters Score: Raw -19138.594270 + Penalty 1869.415966 = -17269.178304 nChanged 1 SP:Iteration 6Q (71.386972 sec): 3 clusters Score: Raw -19139.466125 + Penalty 1869.415966 = -17270.050159 nChanged 0 SP:Iteration 7F (71.387773 sec): 3 clusters Score: Raw -19139.466125 + Penalty 1869.415966 = -17270.050159 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 94 (340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.389097 sec): 2 clusters Score: Raw -17148.843321 + Penalty 615.726956 = -16533.116365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.389894 sec): 3 clusters Score: Raw -17025.104570 + Penalty 1235.331747 = -15789.772823 nChanged 86 SP:Iteration 1F (71.390680 sec): 3 clusters Score: Raw -17108.092380 + Penalty 1244.625475 = -15863.466905 nChanged 22 SP:Iteration 2F (71.391464 sec): 3 clusters Score: Raw -17141.590255 + Penalty 1250.889624 = -15890.700631 nChanged 12 SP:Iteration 3Q (71.392240 sec): 3 clusters Score: Raw -17157.975338 + Penalty 1257.200578 = -15900.774761 nChanged 10 SP:Iteration 4Q (71.393041 sec): 3 clusters Score: Raw -17175.578882 + Penalty 1262.220467 = -15913.358415 nChanged 8 SP:Iteration 5Q (71.393809 sec): 3 clusters Score: Raw -17184.338830 + Penalty 1265.601368 = -15918.737463 nChanged 6 SP:Iteration 6Q (71.394568 sec): 3 clusters Score: Raw -17195.457669 + Penalty 1270.807797 = -15924.649871 nChanged 6 SP:Iteration 7Q (71.395322 sec): 3 clusters Score: Raw -17206.448685 + Penalty 1274.924182 = -15931.524503 nChanged 5 SP:Iteration 8Q (71.396066 sec): 3 clusters Score: Raw -17212.964710 + Penalty 1277.031573 = -15935.933137 nChanged 3 SP:Iteration 9Q (71.396806 sec): 3 clusters Score: Raw -17222.163802 + Penalty 1279.000606 = -15943.163195 nChanged 2 SP:Iteration 10F (71.397588 sec): 3 clusters Score: Raw -17225.990652 + Penalty 1280.191942 = -15945.798710 nChanged 2 SP:Iteration 11Q (71.398321 sec): 3 clusters Score: Raw -17230.258191 + Penalty 1280.967480 = -15949.290711 nChanged 1 SP:Iteration 12Q (71.399048 sec): 3 clusters Score: Raw -17230.899819 + Penalty 1280.967480 = -15949.932339 nChanged 0 SP:Iteration 13F (71.399852 sec): 3 clusters Score: Raw -17230.899819 + Penalty 1280.967480 = -15949.932339 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 218 (168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.400766 sec): 2 clusters Score: Raw -5270.225550 + Penalty 308.867015 = -4961.358535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.401283 sec): 3 clusters Score: Raw -5303.350354 + Penalty 628.870829 = -4674.479525 nChanged 38 SP:Iteration 1F (71.401789 sec): 3 clusters Score: Raw -5359.824018 + Penalty 625.674184 = -4734.149834 nChanged 6 SP:Iteration 2Q (71.402277 sec): 3 clusters Score: Raw -5371.964643 + Penalty 624.238154 = -4747.726489 nChanged 2 SP:Iteration 3Q (71.402763 sec): 3 clusters Score: Raw -5374.722101 + Penalty 624.238154 = -4750.483947 nChanged 0 SP:Iteration 4F (71.403265 sec): 3 clusters Score: Raw -5374.722101 + Penalty 624.238154 = -4750.483947 nChanged 0 Time taken for this iteration:70.759628 seconds. 300->24 Clusters: Score -905277.589568, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 251 (time per iteration =284.599972 ms) Total iterations: 2238 (time per iteration =31.918942 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 4736586250.000000 (time per metric unit =15.081451ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 118414656250.000000 (time per metric unit=603.258036ps) That took 71.434593 seconds. FileBase PeterP-2013-10-10_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 0.49 and 0.73 GB of RAM. Memory request: 0.24 GB would take us to total of 0.24 GB. ---------------------------------------------------------- Loaded 53601 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 53601 points ------ Starting initial clusters from distinct float masks Not enough masks (237) to generate starting clusters (300), so starting with (238) clusters instead. Assigned 238 initial classes from 237 unique masks. Deleting Class 166 (1 points): Lose 14.983507 but Gain 1689.863261 Iteration 0F (7.468141 sec): 237 clusters Score: Raw -2176225.082211 + Penalty 260212.735987 = -1916012.346224 nChanged 9944 Deleting Class 232 (1 points): Lose 11.754918 but Gain 1672.055288 Iteration 1F (13.294590 sec): 236 clusters Score: Raw -2187401.441682 + Penalty 259188.568907 = -1928212.872775 nChanged 4083 Deleting Class 233 (1 points): Lose 22.370015 but Gain 1622.179181 Iteration 2F (19.087513 sec): 235 clusters Score: Raw -2191442.580338 + Penalty 257539.083590 = -1933903.496748 nChanged 2546 Deleting Class 152 (2 points): Lose 41.007684 but Gain 1633.859093 Iteration 3Q (19.943661 sec): 234 clusters Score: Raw -2193065.354812 + Penalty 255832.482441 = -1937232.872371 nChanged 1765 Deleting Class 204 (2 points): Lose 40.865577 but Gain 1614.151660 Iteration 4Q (20.683569 sec): 233 clusters Score: Raw -2194070.481350 + Penalty 254263.277807 = -1939807.203543 nChanged 1314 Deleting Class 157 (1 points): Lose 20.774374 but Gain 1561.105399 Iteration 5Q (21.359996 sec): 232 clusters Score: Raw -2194794.653281 + Penalty 252744.357540 = -1942050.295741 nChanged 1041 Deleting Class 120 (6 points): Lose 173.718811 but Gain 1710.297385 Iteration 6Q (21.968778 sec): 231 clusters Score: Raw -2195196.778722 + Penalty 251141.324554 = -1944055.454168 nChanged 820 Deleting Class 55 (2 points): Lose 40.780596 but Gain 1570.475725 Iteration 7Q (22.542815 sec): 230 clusters Score: Raw -2195531.129494 + Penalty 249619.760133 = -1945911.369362 nChanged 657 Deleting Class 226 (2 points): Lose 27.792801 but Gain 1555.704757 Iteration 8Q (23.092984 sec): 229 clusters Score: Raw -2195739.481497 + Penalty 248127.729641 = -1947611.751856 nChanged 490 Deleting Class 200 (1 points): Lose 12.759245 but Gain 1538.823496 Iteration 9Q (23.625834 sec): 228 clusters Score: Raw -2195878.117791 + Penalty 246635.284610 = -1949242.833181 nChanged 384 Deleting Class 206 (4 points): Lose 88.072784 but Gain 1594.079576 Iteration 10F (29.253296 sec): 227 clusters Score: Raw -2195912.282546 + Penalty 245363.396042 = -1950548.886504 nChanged 359 Deleting Class 181 (2 points): Lose 65.572933 but Gain 1570.176886 Iteration 11Q (29.791123 sec): 226 clusters Score: Raw -2196006.360829 + Penalty 243910.583377 = -1952095.777452 nChanged 316 Deleting Class 229 (1 points): Lose 12.833908 but Gain 1516.074734 Iteration 12Q (30.294575 sec): 225 clusters Score: Raw -2196142.129207 + Penalty 242527.313374 = -1953614.815833 nChanged 302 Deleting Class 207 (3 points): Lose 48.225675 but Gain 1534.968792 Iteration 13Q (30.792537 sec): 224 clusters Score: Raw -2196189.993097 + Penalty 241114.563488 = -1955075.429608 nChanged 284 Deleting Class 173 (11 points): Lose 220.608760 but Gain 1701.279404 Iteration 14Q (31.285116 sec): 223 clusters Score: Raw -2196080.052137 + Penalty 239879.084420 = -1956200.967717 nChanged 255 Deleting Class 148 (2 points): Lose 54.282194 but Gain 1537.236947 Iteration 15Q (31.778077 sec): 222 clusters Score: Raw -2196188.209175 + Penalty 238371.565795 = -1957816.643380 nChanged 263 Deleting Class 225 (1 points): Lose 13.553746 but Gain 1474.717024 Iteration 16Q (32.265949 sec): 221 clusters Score: Raw -2196290.214914 + Penalty 236886.236059 = -1959403.978855 nChanged 244 Deleting Class 218 (1 points): Lose 5.263567 but Gain 1451.725020 Iteration 17Q (32.752576 sec): 220 clusters Score: Raw -2196391.542094 + Penalty 235403.543858 = -1960987.998236 nChanged 241 Deleting Class 135 (14 points): Lose 237.854402 but Gain 1683.977924 Iteration 18Q (33.233956 sec): 219 clusters Score: Raw -2196255.020159 + Penalty 233750.530506 = -1962504.489654 nChanged 251 Deleting Class 215 (2 points): Lose 32.867893 but Gain 1477.850465 Iteration 19Q (33.733935 sec): 218 clusters Score: Raw -2196342.208885 + Penalty 232349.977408 = -1963992.231477 nChanged 203 Writing temp clu file Memory request: 0.24 GB would take us to total of 0.49 GB. Compute initial score before splitting: Score: Raw -2196342.208885 + Penalty 232349.977408 = -1963992.231477Memory request: 0.01 GB would take us to total of 0.49 GB. Trying to split cluster 1 (789 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.913686 sec): 2 clusters Score: Raw -31595.763355 + Penalty 46.666554 = -31549.096800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.915302 sec): 3 clusters Score: Raw -31082.978384 + Penalty 94.793619 = -30988.184765 nChanged 375 SP:Iteration 1F (33.916870 sec): 3 clusters Score: Raw -31295.742762 + Penalty 95.453328 = -31200.289434 nChanged 82 SP:Iteration 2F (33.918413 sec): 3 clusters Score: Raw -31357.857329 + Penalty 96.242471 = -31261.614858 nChanged 62 SP:Iteration 3F (33.919950 sec): 3 clusters Score: Raw -31410.621124 + Penalty 97.160887 = -31313.460237 nChanged 48 SP:Iteration 4F (33.921488 sec): 3 clusters Score: Raw -31455.312986 + Penalty 98.287130 = -31357.025856 nChanged 33 SP:Iteration 5Q (33.923044 sec): 3 clusters Score: Raw -31475.899244 + Penalty 100.014717 = -31375.884528 nChanged 22 SP:Iteration 6Q (33.924572 sec): 3 clusters Score: Raw -31485.649694 + Penalty 101.354369 = -31384.295325 nChanged 16 SP:Iteration 7Q (33.926101 sec): 3 clusters Score: Raw -31492.118762 + Penalty 101.543712 = -31390.575050 nChanged 16 SP:Iteration 8Q (33.927587 sec): 3 clusters Score: Raw -31497.462224 + Penalty 102.900492 = -31394.561732 nChanged 19 SP:Iteration 9Q (33.929139 sec): 3 clusters Score: Raw -31505.014995 + Penalty 104.043467 = -31400.971528 nChanged 22 SP:Iteration 10F (33.930756 sec): 3 clusters Score: Raw -31517.339917 + Penalty 108.543068 = -31408.796849 nChanged 26 SP:Iteration 11Q (33.932224 sec): 3 clusters Score: Raw -31534.554591 + Penalty 114.661065 = -31419.893526 nChanged 25 SP:Iteration 12Q (33.933657 sec): 3 clusters Score: Raw -31554.045574 + Penalty 123.143832 = -31430.901742 nChanged 21 SP:Iteration 13Q (33.935178 sec): 3 clusters Score: Raw -31570.618822 + Penalty 124.173433 = -31446.445390 nChanged 19 SP:Iteration 14Q (33.936582 sec): 3 clusters Score: Raw -31590.359795 + Penalty 129.930284 = -31460.429511 nChanged 17 SP:Iteration 15Q (33.937972 sec): 3 clusters Score: Raw -31609.316641 + Penalty 138.010205 = -31471.306436 nChanged 5 SP:Iteration 16Q (33.939340 sec): 3 clusters Score: Raw -31616.157849 + Penalty 139.834881 = -31476.322968 nChanged 4 SP:Iteration 17Q (33.940658 sec): 3 clusters Score: Raw -31621.242612 + Penalty 143.622860 = -31477.619752 nChanged 1 SP:Iteration 18Q (33.941916 sec): 3 clusters Score: Raw -31621.571144 + Penalty 143.622860 = -31477.948284 nChanged 0 SP:Iteration 19F (33.943541 sec): 3 clusters Score: Raw -31621.571144 + Penalty 143.622860 = -31477.948284 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 2 (2028 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.953354 sec): 2 clusters Score: Raw -90656.233420 + Penalty 220.078612 = -90436.154809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.957110 sec): 3 clusters Score: Raw -89396.182695 + Penalty 445.773660 = -88950.409035 nChanged 881 SP:Iteration 1F (33.960882 sec): 3 clusters Score: Raw -90110.723375 + Penalty 445.717974 = -89665.005401 nChanged 260 SP:Iteration 2F (33.964550 sec): 3 clusters Score: Raw -90306.234802 + Penalty 439.088083 = -89867.146719 nChanged 115 SP:Iteration 3F (33.968233 sec): 3 clusters Score: Raw -90413.473890 + Penalty 432.806260 = -89980.667630 nChanged 64 SP:Iteration 4Q (33.971825 sec): 3 clusters Score: Raw -90449.959697 + Penalty 427.599231 = -90022.360466 nChanged 34 SP:Iteration 5Q (33.975424 sec): 3 clusters Score: Raw -90470.381848 + Penalty 422.041338 = -90048.340510 nChanged 38 SP:Iteration 6Q (33.978978 sec): 3 clusters Score: Raw -90485.197229 + Penalty 417.068002 = -90068.129227 nChanged 32 SP:Iteration 7Q (33.982532 sec): 3 clusters Score: Raw -90496.943722 + Penalty 415.035147 = -90081.908574 nChanged 17 SP:Iteration 8Q (33.985979 sec): 3 clusters Score: Raw -90502.267109 + Penalty 414.746295 = -90087.520814 nChanged 16 SP:Iteration 9Q (33.989386 sec): 3 clusters Score: Raw -90505.036092 + Penalty 415.201659 = -90089.834432 nChanged 14 SP:Iteration 10F (33.993164 sec): 3 clusters Score: Raw -90507.658425 + Penalty 414.915494 = -90092.742931 nChanged 21 SP:Iteration 11Q (33.996749 sec): 3 clusters Score: Raw -90513.683275 + Penalty 413.626004 = -90100.057271 nChanged 24 SP:Iteration 12Q (34.000187 sec): 3 clusters Score: Raw -90521.038124 + Penalty 413.750400 = -90107.287724 nChanged 27 SP:Iteration 13Q (34.003553 sec): 3 clusters Score: Raw -90528.515499 + Penalty 413.910474 = -90114.605025 nChanged 17 SP:Iteration 14Q (34.006896 sec): 3 clusters Score: Raw -90533.183921 + Penalty 415.321073 = -90117.862848 nChanged 16 SP:Iteration 15Q (34.010364 sec): 3 clusters Score: Raw -90537.268187 + Penalty 416.941034 = -90120.327153 nChanged 15 SP:Iteration 16Q (34.013713 sec): 3 clusters Score: Raw -90542.035425 + Penalty 419.351870 = -90122.683555 nChanged 13 SP:Iteration 17Q (34.017036 sec): 3 clusters Score: Raw -90545.905016 + Penalty 421.038191 = -90124.866826 nChanged 12 SP:Iteration 18Q (34.020323 sec): 3 clusters Score: Raw -90550.921455 + Penalty 422.671905 = -90128.249549 nChanged 19 SP:Iteration 19Q (34.023590 sec): 3 clusters Score: Raw -90559.561863 + Penalty 424.639642 = -90134.922221 nChanged 28 SP:Iteration 20F (34.027278 sec): 3 clusters Score: Raw -90574.643982 + Penalty 422.775706 = -90151.868276 nChanged 26 SP:Iteration 21Q (34.030500 sec): 3 clusters Score: Raw -90590.103074 + Penalty 424.690120 = -90165.412954 nChanged 23 SP:Iteration 22Q (34.033695 sec): 3 clusters Score: Raw -90606.173036 + Penalty 424.539471 = -90181.633565 nChanged 19 SP:Iteration 23Q (34.036863 sec): 3 clusters Score: Raw -90625.051755 + Penalty 425.533396 = -90199.518359 nChanged 18 SP:Iteration 24Q (34.039980 sec): 3 clusters Score: Raw -90641.119825 + Penalty 428.752043 = -90212.367782 nChanged 15 SP:Iteration 25Q (34.043171 sec): 3 clusters Score: Raw -90650.032329 + Penalty 427.237131 = -90222.795198 nChanged 8 SP:Iteration 26Q (34.046329 sec): 3 clusters Score: Raw -90653.878823 + Penalty 428.345408 = -90225.533415 nChanged 7 SP:Iteration 27Q (34.049375 sec): 3 clusters Score: Raw -90656.244822 + Penalty 425.076408 = -90231.168414 nChanged 9 SP:Iteration 28Q (34.052467 sec): 3 clusters Score: Raw -90659.978390 + Penalty 430.013783 = -90229.964607 nChanged 8 SP:Iteration 29F (34.056246 sec): 3 clusters Score: Raw -90663.188107 + Penalty 433.854738 = -90229.333369 nChanged 7 SP:Iteration 30F (34.059985 sec): 3 clusters Score: Raw -90665.111977 + Penalty 433.888826 = -90231.223151 nChanged 4 SP:Iteration 31Q (34.062993 sec): 3 clusters Score: Raw -90671.404201 + Penalty 436.679398 = -90234.724803 nChanged 7 SP:Iteration 32Q (34.065997 sec): 3 clusters Score: Raw -90681.460411 + Penalty 434.304074 = -90247.156336 nChanged 8 SP:Iteration 33Q (34.068977 sec): 3 clusters Score: Raw -90689.954131 + Penalty 432.159032 = -90257.795099 nChanged 4 SP:Iteration 34Q (34.071945 sec): 3 clusters Score: Raw -90691.868567 + Penalty 432.897310 = -90258.971258 nChanged 2 SP:Iteration 35Q (34.074942 sec): 3 clusters Score: Raw -90692.267889 + Penalty 431.978709 = -90260.289180 nChanged 1 SP:Iteration 36Q (34.078067 sec): 3 clusters Score: Raw -90692.437630 + Penalty 431.978709 = -90260.458922 nChanged 0 SP:Iteration 37F (34.081754 sec): 3 clusters Score: Raw -90692.437630 + Penalty 431.978709 = -90260.458922 nChanged 0 Memory request: 0.15 GB would take us to total of 0.64 GB. Trying to split cluster 3 (32172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.219799 sec): 2 clusters Score: Raw -1395540.056736 + Penalty 93.915690 = -1395446.141046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.281738 sec): 3 clusters Score: Raw -1373642.841964 + Penalty 190.260772 = -1373452.581192 nChanged 15623 SP:Iteration 1F (34.342690 sec): 3 clusters Score: Raw -1381600.306346 + Penalty 191.492750 = -1381408.813596 nChanged 3956 SP:Iteration 2F (34.402998 sec): 3 clusters Score: Raw -1384887.728265 + Penalty 192.360025 = -1384695.368240 nChanged 3675 SP:Iteration 3F (34.464062 sec): 3 clusters Score: Raw -1388518.678138 + Penalty 195.921322 = -1388322.756816 nChanged 2836 SP:Iteration 4F (34.524957 sec): 3 clusters Score: Raw -1391583.806506 + Penalty 199.157156 = -1391384.649349 nChanged 1869 SP:Iteration 5F (34.585730 sec): 3 clusters Score: Raw -1393833.813606 + Penalty 198.500077 = -1393635.313529 nChanged 752 SP:Iteration 6Q (34.644396 sec): 3 clusters Score: Raw -1394793.759320 + Penalty 199.636818 = -1394594.122502 nChanged 265 SP:Iteration 7Q (34.696598 sec): 3 clusters Score: Raw -1394985.267104 + Penalty 200.063580 = -1394785.203524 nChanged 168 SP:Iteration 8Q (34.748454 sec): 3 clusters Score: Raw -1395094.318596 + Penalty 199.342250 = -1394894.976346 nChanged 134 SP:Iteration 9Q (34.799648 sec): 3 clusters Score: Raw -1395182.506115 + Penalty 200.140388 = -1394982.365728 nChanged 134 SP:Iteration 10F (34.861743 sec): 3 clusters Score: Raw -1395261.118999 + Penalty 198.717701 = -1395062.401297 nChanged 113 SP:Iteration 11Q (34.912652 sec): 3 clusters Score: Raw -1395314.880970 + Penalty 197.263057 = -1395117.617913 nChanged 89 SP:Iteration 12Q (34.963896 sec): 3 clusters Score: Raw -1395359.782632 + Penalty 196.079587 = -1395163.703045 nChanged 90 SP:Iteration 13Q (35.014715 sec): 3 clusters Score: Raw -1395397.719254 + Penalty 193.994565 = -1395203.724690 nChanged 75 SP:Iteration 14Q (35.072911 sec): 3 clusters Score: Raw -1395423.068518 + Penalty 193.976489 = -1395229.092029 nChanged 63 SP:Iteration 15Q (35.122975 sec): 3 clusters Score: Raw -1395444.189554 + Penalty 193.998006 = -1395250.191548 nChanged 40 SP:Iteration 16Q (35.173095 sec): 3 clusters Score: Raw -1395452.850114 + Penalty 193.159872 = -1395259.690243 nChanged 43 SP:Iteration 17Q (35.223060 sec): 3 clusters Score: Raw -1395460.875908 + Penalty 193.190077 = -1395267.685831 nChanged 38 SP:Iteration 18Q (35.273524 sec): 3 clusters Score: Raw -1395468.478948 + Penalty 192.967270 = -1395275.511678 nChanged 32 SP:Iteration 19Q (35.323526 sec): 3 clusters Score: Raw -1395475.102163 + Penalty 193.317899 = -1395281.784264 nChanged 29 SP:Iteration 20F (35.391451 sec): 3 clusters Score: Raw -1395480.255674 + Penalty 193.623777 = -1395286.631897 nChanged 24 SP:Iteration 21Q (35.441416 sec): 3 clusters Score: Raw -1395483.323987 + Penalty 193.463643 = -1395289.860345 nChanged 22 SP:Iteration 22Q (35.490896 sec): 3 clusters Score: Raw -1395486.022010 + Penalty 193.562058 = -1395292.459952 nChanged 17 SP:Iteration 23Q (35.540699 sec): 3 clusters Score: Raw -1395487.727626 + Penalty 193.552992 = -1395294.174634 nChanged 15 SP:Iteration 24Q (35.590117 sec): 3 clusters Score: Raw -1395489.049191 + Penalty 192.905126 = -1395296.144064 nChanged 14 SP:Iteration 25Q (35.639998 sec): 3 clusters Score: Raw -1395490.347661 + Penalty 193.223713 = -1395297.123948 nChanged 7 SP:Iteration 26Q (35.689423 sec): 3 clusters Score: Raw -1395491.590347 + Penalty 193.762260 = -1395297.828087 nChanged 15 SP:Iteration 27Q (35.739015 sec): 3 clusters Score: Raw -1395494.494949 + Penalty 194.011308 = -1395300.483640 nChanged 8 SP:Iteration 28Q (35.788272 sec): 3 clusters Score: Raw -1395495.646107 + Penalty 194.344405 = -1395301.301702 nChanged 8 SP:Iteration 29Q (35.837629 sec): 3 clusters Score: Raw -1395496.291742 + Penalty 193.799425 = -1395302.492317 nChanged 9 SP:Iteration 30F (35.899540 sec): 3 clusters Score: Raw -1395496.808501 + Penalty 193.374710 = -1395303.433791 nChanged 7 SP:Iteration 31Q (35.949553 sec): 3 clusters Score: Raw -1395497.768500 + Penalty 193.597693 = -1395304.170807 nChanged 14 SP:Iteration 32Q (35.999131 sec): 3 clusters Score: Raw -1395499.120559 + Penalty 193.808535 = -1395305.312024 nChanged 10 SP:Iteration 33Q (36.048947 sec): 3 clusters Score: Raw -1395499.849763 + Penalty 193.924896 = -1395305.924868 nChanged 6 SP:Iteration 34Q (36.098799 sec): 3 clusters Score: Raw -1395500.241418 + Penalty 194.306455 = -1395305.934963 nChanged 6 SP:Iteration 35Q (36.149011 sec): 3 clusters Score: Raw -1395500.695530 + Penalty 194.452019 = -1395306.243511 nChanged 7 SP:Iteration 36Q (36.202116 sec): 3 clusters Score: Raw -1395501.235911 + Penalty 194.430229 = -1395306.805682 nChanged 9 SP:Iteration 37Q (36.252246 sec): 3 clusters Score: Raw -1395501.814423 + Penalty 193.163746 = -1395308.650677 nChanged 8 SP:Iteration 38Q (36.302269 sec): 3 clusters Score: Raw -1395502.343401 + Penalty 193.414069 = -1395308.929332 nChanged 6 SP:Iteration 39Q (36.351791 sec): 3 clusters Score: Raw -1395502.530307 + Penalty 193.410261 = -1395309.120046 nChanged 1 SP:Iteration 40F (36.414365 sec): 3 clusters Score: Raw -1395502.568068 + Penalty 193.410261 = -1395309.157807 nChanged 0 Memory request: 0.02 GB would take us to total of 0.50 GB. Trying to split cluster 4 (2804 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.444664 sec): 2 clusters Score: Raw -124860.760032 + Penalty 143.478020 = -124717.282012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.449935 sec): 3 clusters Score: Raw -123016.932632 + Penalty 279.694557 = -122737.238076 nChanged 1293 SP:Iteration 1F (36.455144 sec): 3 clusters Score: Raw -124088.017266 + Penalty 277.498762 = -123810.518504 nChanged 480 SP:Iteration 2F (36.460160 sec): 3 clusters Score: Raw -124829.713160 + Penalty 277.991897 = -124551.721263 nChanged 254 SP:Iteration 3F (36.465298 sec): 3 clusters Score: Raw -125378.028309 + Penalty 278.020025 = -125100.008283 nChanged 115 SP:Iteration 4Q (36.469775 sec): 3 clusters Score: Raw -125523.159213 + Penalty 277.525988 = -125245.633225 nChanged 68 SP:Iteration 5Q (36.474135 sec): 3 clusters Score: Raw -125615.960300 + Penalty 277.562182 = -125338.398118 nChanged 37 SP:Iteration 6Q (36.478503 sec): 3 clusters Score: Raw -125643.257886 + Penalty 277.091825 = -125366.166061 nChanged 23 SP:Iteration 7Q (36.482824 sec): 3 clusters Score: Raw -125654.167307 + Penalty 276.139655 = -125378.027652 nChanged 14 SP:Iteration 8Q (36.487114 sec): 3 clusters Score: Raw -125662.490586 + Penalty 275.001575 = -125387.489011 nChanged 11 SP:Iteration 9Q (36.491344 sec): 3 clusters Score: Raw -125664.710256 + Penalty 274.832265 = -125389.877992 nChanged 2 SP:Iteration 10F (36.496357 sec): 3 clusters Score: Raw -125664.859502 + Penalty 274.724114 = -125390.135388 nChanged 1 SP:Iteration 11Q (36.500541 sec): 3 clusters Score: Raw -125665.009874 + Penalty 274.282127 = -125390.727747 nChanged 3 SP:Iteration 12Q (36.504856 sec): 3 clusters Score: Raw -125665.612652 + Penalty 274.202647 = -125391.410005 nChanged 1 SP:Iteration 13Q (36.509137 sec): 3 clusters Score: Raw -125665.655645 + Penalty 274.167993 = -125391.487652 nChanged 1 SP:Iteration 14Q (36.513508 sec): 3 clusters Score: Raw -125665.668224 + Penalty 274.167993 = -125391.500231 nChanged 0 SP:Iteration 15F (36.518643 sec): 3 clusters Score: Raw -125665.668224 + Penalty 274.167993 = -125391.500231 nChanged 0 Score: Raw -2232739.978840 + Penalty 232529.239378 = -2000210.739462 Splitting cluster 4 changes total score from -1963992.231477 to -2000210.739462 So it's getting split into cluster 55. Memory request: 0.03 GB would take us to total of 0.52 GB. Trying to split cluster 5 (6018 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.911435 sec): 2 clusters Score: Raw -253900.257551 + Penalty 79.026521 = -253821.231030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.922885 sec): 3 clusters Score: Raw -249881.869694 + Penalty 152.746544 = -249729.123150 nChanged 2892 SP:Iteration 1F (41.933751 sec): 3 clusters Score: Raw -252992.127380 + Penalty 148.568608 = -252843.558772 nChanged 543 SP:Iteration 2F (41.944745 sec): 3 clusters Score: Raw -253508.797124 + Penalty 147.198956 = -253361.598167 nChanged 268 SP:Iteration 3Q (41.955503 sec): 3 clusters Score: Raw -253667.559909 + Penalty 146.904138 = -253520.655771 nChanged 146 SP:Iteration 4Q (41.965355 sec): 3 clusters Score: Raw -253714.340903 + Penalty 147.594332 = -253566.746571 nChanged 79 SP:Iteration 5Q (41.974993 sec): 3 clusters Score: Raw -253730.025142 + Penalty 147.548084 = -253582.477059 nChanged 38 SP:Iteration 6Q (41.985185 sec): 3 clusters Score: Raw -253739.114946 + Penalty 147.740480 = -253591.374466 nChanged 31 SP:Iteration 7Q (41.994715 sec): 3 clusters Score: Raw -253746.973419 + Penalty 148.026098 = -253598.947321 nChanged 29 SP:Iteration 8Q (42.004885 sec): 3 clusters Score: Raw -253754.128349 + Penalty 148.035970 = -253606.092380 nChanged 30 SP:Iteration 9Q (42.014313 sec): 3 clusters Score: Raw -253758.850060 + Penalty 148.019841 = -253610.830219 nChanged 13 SP:Iteration 10F (42.025141 sec): 3 clusters Score: Raw -253760.490224 + Penalty 147.950782 = -253612.539441 nChanged 15 SP:Iteration 11Q (42.034742 sec): 3 clusters Score: Raw -253762.812129 + Penalty 147.908065 = -253614.904063 nChanged 19 SP:Iteration 12Q (42.044448 sec): 3 clusters Score: Raw -253766.295777 + Penalty 148.021657 = -253618.274120 nChanged 15 SP:Iteration 13Q (42.053953 sec): 3 clusters Score: Raw -253769.569555 + Penalty 147.905702 = -253621.663854 nChanged 26 SP:Iteration 14Q (42.063363 sec): 3 clusters Score: Raw -253775.293801 + Penalty 147.519667 = -253627.774134 nChanged 39 SP:Iteration 15Q (42.073142 sec): 3 clusters Score: Raw -253783.329414 + Penalty 147.176154 = -253636.153260 nChanged 35 SP:Iteration 16Q (42.082591 sec): 3 clusters Score: Raw -253790.100377 + Penalty 146.511699 = -253643.588678 nChanged 38 SP:Iteration 17Q (42.092119 sec): 3 clusters Score: Raw -253797.587878 + Penalty 146.094985 = -253651.492892 nChanged 34 SP:Iteration 18Q (42.101395 sec): 3 clusters Score: Raw -253803.972883 + Penalty 145.592731 = -253658.380152 nChanged 26 SP:Iteration 19Q (42.110663 sec): 3 clusters Score: Raw -253808.296908 + Penalty 145.307469 = -253662.989439 nChanged 21 SP:Iteration 20F (42.121406 sec): 3 clusters Score: Raw -253810.976699 + Penalty 145.161332 = -253665.815366 nChanged 22 SP:Iteration 21Q (42.130820 sec): 3 clusters Score: Raw -253814.508327 + Penalty 144.894547 = -253669.613780 nChanged 22 SP:Iteration 22Q (42.140134 sec): 3 clusters Score: Raw -253817.981960 + Penalty 144.590263 = -253673.391697 nChanged 25 SP:Iteration 23Q (42.149358 sec): 3 clusters Score: Raw -253823.035890 + Penalty 144.636473 = -253678.399417 nChanged 25 SP:Iteration 24Q (42.158907 sec): 3 clusters Score: Raw -253827.339801 + Penalty 143.950932 = -253683.388870 nChanged 18 SP:Iteration 25Q (42.168217 sec): 3 clusters Score: Raw -253829.940950 + Penalty 143.849541 = -253686.091409 nChanged 21 SP:Iteration 26Q (42.177389 sec): 3 clusters Score: Raw -253832.874813 + Penalty 143.840263 = -253689.034550 nChanged 23 SP:Iteration 27Q (42.187003 sec): 3 clusters Score: Raw -253837.960018 + Penalty 143.344284 = -253694.615734 nChanged 32 SP:Iteration 28Q (42.196255 sec): 3 clusters Score: Raw -253848.158151 + Penalty 143.576982 = -253704.581169 nChanged 29 SP:Iteration 29Q (42.205481 sec): 3 clusters Score: Raw -253857.177961 + Penalty 143.416068 = -253713.761893 nChanged 32 SP:Iteration 30F (42.216130 sec): 3 clusters Score: Raw -253865.097074 + Penalty 142.845272 = -253722.251802 nChanged 30 SP:Iteration 31Q (42.225427 sec): 3 clusters Score: Raw -253871.583716 + Penalty 142.352691 = -253729.231025 nChanged 31 SP:Iteration 32Q (42.234579 sec): 3 clusters Score: Raw -253878.563727 + Penalty 142.129507 = -253736.434220 nChanged 32 SP:Iteration 33Q (42.243678 sec): 3 clusters Score: Raw -253884.750457 + Penalty 140.584705 = -253744.165751 nChanged 30 SP:Iteration 34Q (42.252851 sec): 3 clusters Score: Raw -253890.664830 + Penalty 139.792821 = -253750.872010 nChanged 23 SP:Iteration 35Q (42.261771 sec): 3 clusters Score: Raw -253893.856581 + Penalty 139.835920 = -253754.020662 nChanged 23 SP:Iteration 36Q (42.271427 sec): 3 clusters Score: Raw -253897.242467 + Penalty 139.417734 = -253757.824732 nChanged 21 SP:Iteration 37Q (42.280389 sec): 3 clusters Score: Raw -253900.614412 + Penalty 139.441214 = -253761.173198 nChanged 15 SP:Iteration 38Q (42.290057 sec): 3 clusters Score: Raw -253902.533390 + Penalty 138.947092 = -253763.586299 nChanged 16 SP:Iteration 39Q (42.299236 sec): 3 clusters Score: Raw -253904.299084 + Penalty 138.888169 = -253765.410915 nChanged 10 SP:Iteration 40F (42.309955 sec): 3 clusters Score: Raw -253905.654734 + Penalty 138.686398 = -253766.968336 nChanged 7 SP:Iteration 41Q (42.318849 sec): 3 clusters Score: Raw -253906.099358 + Penalty 138.803705 = -253767.295653 nChanged 6 SP:Iteration 42Q (42.327762 sec): 3 clusters Score: Raw -253906.674478 + Penalty 139.002867 = -253767.671611 nChanged 11 SP:Iteration 43Q (42.336648 sec): 3 clusters Score: Raw -253907.869294 + Penalty 138.920365 = -253768.948929 nChanged 11 SP:Iteration 44Q (42.345501 sec): 3 clusters Score: Raw -253909.116050 + Penalty 138.794872 = -253770.321177 nChanged 11 SP:Iteration 45Q (42.354503 sec): 3 clusters Score: Raw -253910.506747 + Penalty 138.903923 = -253771.602823 nChanged 11 SP:Iteration 46Q (42.363241 sec): 3 clusters Score: Raw -253912.437524 + Penalty 139.056271 = -253773.381253 nChanged 10 SP:Iteration 47Q (42.371987 sec): 3 clusters Score: Raw -253914.570431 + Penalty 138.374579 = -253776.195852 nChanged 12 SP:Iteration 48Q (42.380678 sec): 3 clusters Score: Raw -253917.097655 + Penalty 138.513942 = -253778.583714 nChanged 8 SP:Iteration 49Q (42.389787 sec): 3 clusters Score: Raw -253917.734599 + Penalty 138.507082 = -253779.227517 nChanged 5 SP:Iteration 50F (42.400627 sec): 3 clusters Score: Raw -253918.622434 + Penalty 138.524929 = -253780.097506 nChanged 3 SP:Iteration 51Q (42.409339 sec): 3 clusters Score: Raw -253918.872434 + Penalty 138.578647 = -253780.293787 nChanged 3 SP:Iteration 52Q (42.418144 sec): 3 clusters Score: Raw -253918.999292 + Penalty 138.651961 = -253780.347331 nChanged 3 SP:Iteration 53Q (42.428535 sec): 3 clusters Score: Raw -253919.182996 + Penalty 138.270887 = -253780.912109 nChanged 3 SP:Iteration 54Q (42.439189 sec): 3 clusters Score: Raw -253919.906366 + Penalty 138.129658 = -253781.776708 nChanged 4 SP:Iteration 55Q (42.448208 sec): 3 clusters Score: Raw -253920.162053 + Penalty 138.102614 = -253782.059439 nChanged 3 SP:Iteration 56Q (42.457457 sec): 3 clusters Score: Raw -253920.231301 + Penalty 138.135551 = -253782.095750 nChanged 1 SP:Iteration 57Q (42.466496 sec): 3 clusters Score: Raw -253920.257750 + Penalty 138.135551 = -253782.122199 nChanged 0 SP:Iteration 58F (42.477269 sec): 3 clusters Score: Raw -253920.257750 + Penalty 138.135551 = -253782.122199 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 6 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.493062 sec): 2 clusters Score: Raw -699.607173 + Penalty 380.319793 = -319.287380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.493314 sec): 3 clusters Score: Raw -741.605036 + Penalty 751.396856 = 9.791820 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 7 (2048 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.500500 sec): 2 clusters Score: Raw -92284.158723 + Penalty 337.480292 = -91946.678431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.504677 sec): 3 clusters Score: Raw -91047.000007 + Penalty 678.562171 = -90368.437836 nChanged 877 SP:Iteration 1F (42.508661 sec): 3 clusters Score: Raw -91574.960846 + Penalty 693.109028 = -90881.851818 nChanged 302 SP:Iteration 2F (42.512693 sec): 3 clusters Score: Raw -91770.105519 + Penalty 704.781107 = -91065.324411 nChanged 163 SP:Iteration 3F (42.516681 sec): 3 clusters Score: Raw -91887.889693 + Penalty 719.149438 = -91168.740255 nChanged 123 SP:Iteration 4F (42.520669 sec): 3 clusters Score: Raw -91989.979896 + Penalty 730.219476 = -91259.760420 nChanged 86 SP:Iteration 5Q (42.524619 sec): 3 clusters Score: Raw -92045.592378 + Penalty 735.862721 = -91309.729657 nChanged 53 SP:Iteration 6Q (42.528423 sec): 3 clusters Score: Raw -92065.025241 + Penalty 741.064606 = -91323.960635 nChanged 41 SP:Iteration 7Q (42.532287 sec): 3 clusters Score: Raw -92077.064584 + Penalty 745.338415 = -91331.726169 nChanged 27 SP:Iteration 8Q (42.536194 sec): 3 clusters Score: Raw -92085.918665 + Penalty 748.321300 = -91337.597365 nChanged 27 SP:Iteration 9Q (42.539948 sec): 3 clusters Score: Raw -92095.237162 + Penalty 752.122903 = -91343.114259 nChanged 25 SP:Iteration 10F (42.543786 sec): 3 clusters Score: Raw -92101.106704 + Penalty 753.294569 = -91347.812134 nChanged 16 SP:Iteration 11Q (42.547505 sec): 3 clusters Score: Raw -92105.390861 + Penalty 755.273351 = -91350.117510 nChanged 18 SP:Iteration 12Q (42.551334 sec): 3 clusters Score: Raw -92112.087102 + Penalty 758.455284 = -91353.631817 nChanged 27 SP:Iteration 13Q (42.555039 sec): 3 clusters Score: Raw -92122.725704 + Penalty 760.615428 = -91362.110276 nChanged 35 SP:Iteration 14Q (42.558697 sec): 3 clusters Score: Raw -92135.976546 + Penalty 761.206945 = -91374.769601 nChanged 29 SP:Iteration 15Q (42.562458 sec): 3 clusters Score: Raw -92148.964275 + Penalty 761.981551 = -91386.982725 nChanged 34 SP:Iteration 16Q (42.566093 sec): 3 clusters Score: Raw -92165.348669 + Penalty 764.448632 = -91400.900037 nChanged 38 SP:Iteration 17Q (42.569674 sec): 3 clusters Score: Raw -92182.759331 + Penalty 766.002445 = -91416.756886 nChanged 30 SP:Iteration 18Q (42.573229 sec): 3 clusters Score: Raw -92197.092025 + Penalty 765.723644 = -91431.368380 nChanged 30 SP:Iteration 19Q (42.576743 sec): 3 clusters Score: Raw -92214.646058 + Penalty 767.559405 = -91447.086654 nChanged 35 SP:Iteration 20F (42.580509 sec): 3 clusters Score: Raw -92237.287432 + Penalty 771.098252 = -91466.189180 nChanged 30 SP:Iteration 21Q (42.584126 sec): 3 clusters Score: Raw -92255.661587 + Penalty 764.218177 = -91491.443410 nChanged 19 SP:Iteration 22Q (42.587526 sec): 3 clusters Score: Raw -92270.003394 + Penalty 762.999903 = -91507.003491 nChanged 19 SP:Iteration 23Q (42.590956 sec): 3 clusters Score: Raw -92283.177612 + Penalty 763.509448 = -91519.668164 nChanged 11 SP:Iteration 24Q (42.594454 sec): 3 clusters Score: Raw -92288.725111 + Penalty 771.560406 = -91517.164705 nChanged 12 SP:Iteration 25F (42.598464 sec): 3 clusters Score: Raw -92294.109081 + Penalty 778.414912 = -91515.694169 nChanged 8 SP:Iteration 26F (42.602187 sec): 3 clusters Score: Raw -92297.716218 + Penalty 784.313511 = -91513.402707 nChanged 9 SP:Iteration 27F (42.605909 sec): 3 clusters Score: Raw -92301.775275 + Penalty 791.856842 = -91509.918433 nChanged 7 SP:Iteration 28F (42.609646 sec): 3 clusters Score: Raw -92304.352324 + Penalty 794.917295 = -91509.435029 nChanged 4 SP:Iteration 29F (42.613343 sec): 3 clusters Score: Raw -92306.098028 + Penalty 799.000519 = -91507.097510 nChanged 3 SP:Iteration 30F (42.617111 sec): 3 clusters Score: Raw -92307.068621 + Penalty 800.396521 = -91506.672100 nChanged 2 SP:Iteration 31F (42.620951 sec): 3 clusters Score: Raw -92308.912220 + Penalty 801.201587 = -91507.710633 nChanged 4 SP:Iteration 32Q (42.624117 sec): 3 clusters Score: Raw -92311.104744 + Penalty 806.919298 = -91504.185447 nChanged 5 SP:Iteration 33F (42.627814 sec): 3 clusters Score: Raw -92314.306674 + Penalty 810.382926 = -91503.923748 nChanged 5 SP:Iteration 34F (42.631524 sec): 3 clusters Score: Raw -92316.486057 + Penalty 813.911241 = -91502.574816 nChanged 5 SP:Iteration 35F (42.635374 sec): 3 clusters Score: Raw -92319.154808 + Penalty 819.958476 = -91499.196332 nChanged 4 SP:Iteration 36F (42.639135 sec): 3 clusters Score: Raw -92320.503058 + Penalty 818.741204 = -91501.761854 nChanged 1 SP:Iteration 37Q (42.642250 sec): 3 clusters Score: Raw -92320.840669 + Penalty 818.741204 = -91502.099465 nChanged 0 SP:Iteration 38F (42.645949 sec): 3 clusters Score: Raw -92320.840669 + Penalty 818.741204 = -91502.099465 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 8 (88 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.647327 sec): 2 clusters Score: Raw -4120.221051 + Penalty 382.114501 = -3738.106550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.647696 sec): 3 clusters Score: Raw -4135.679263 + Penalty 773.752416 = -3361.926847 nChanged 6 SP:Iteration 1F (42.648057 sec): 3 clusters Score: Raw -4149.586217 + Penalty 776.748994 = -3372.837223 nChanged 2 SP:Iteration 2Q (42.648412 sec): 3 clusters Score: Raw -4155.891095 + Penalty 776.748994 = -3379.142101 nChanged 0 SP:Iteration 3F (42.648772 sec): 3 clusters Score: Raw -4155.891095 + Penalty 776.748994 = -3379.142101 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 9 (942 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.654131 sec): 2 clusters Score: Raw -41127.594523 + Penalty 302.816842 = -40824.777681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.656120 sec): 3 clusters Score: Raw -40568.106174 + Penalty 634.992989 = -39933.113185 nChanged 368 SP:Iteration 1F (42.658085 sec): 3 clusters Score: Raw -40905.863073 + Penalty 691.407883 = -40214.455190 nChanged 128 SP:Iteration 2F (42.660065 sec): 3 clusters Score: Raw -41026.845671 + Penalty 725.091250 = -40301.754421 nChanged 50 SP:Iteration 3F (42.662053 sec): 3 clusters Score: Raw -41094.967797 + Penalty 735.949017 = -40359.018780 nChanged 21 SP:Iteration 4Q (42.663948 sec): 3 clusters Score: Raw -41109.684066 + Penalty 755.624807 = -40354.059259 nChanged 14 SP:Iteration 5F (42.665948 sec): 3 clusters Score: Raw -41122.684103 + Penalty 772.750314 = -40349.933789 nChanged 13 SP:Iteration 6F (42.667937 sec): 3 clusters Score: Raw -41141.528849 + Penalty 785.312825 = -40356.216023 nChanged 7 SP:Iteration 7Q (42.669756 sec): 3 clusters Score: Raw -41151.831741 + Penalty 799.226505 = -40352.605236 nChanged 12 SP:Iteration 8F (42.671769 sec): 3 clusters Score: Raw -41170.190542 + Penalty 801.747390 = -40368.443152 nChanged 7 SP:Iteration 9Q (42.673550 sec): 3 clusters Score: Raw -41176.729405 + Penalty 802.861825 = -40373.867580 nChanged 4 SP:Iteration 10F (42.677249 sec): 3 clusters Score: Raw -41180.492467 + Penalty 808.982243 = -40371.510223 nChanged 2 SP:Iteration 11F (42.680349 sec): 3 clusters Score: Raw -41183.488026 + Penalty 815.202033 = -40368.285993 nChanged 4 SP:Iteration 12F (42.682933 sec): 3 clusters Score: Raw -41186.587671 + Penalty 818.061662 = -40368.526009 nChanged 2 SP:Iteration 13Q (42.684508 sec): 3 clusters Score: Raw -41190.483911 + Penalty 820.121552 = -40370.362359 nChanged 3 SP:Iteration 14Q (42.686070 sec): 3 clusters Score: Raw -41193.077093 + Penalty 821.626997 = -40371.450096 nChanged 2 SP:Iteration 15Q (42.687694 sec): 3 clusters Score: Raw -41193.861966 + Penalty 821.626997 = -40372.234969 nChanged 0 SP:Iteration 16F (42.689554 sec): 3 clusters Score: Raw -41193.861966 + Penalty 821.626997 = -40372.234969 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 10 (259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.694168 sec): 2 clusters Score: Raw -10980.389255 + Penalty 774.429903 = -10205.959352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.694835 sec): 3 clusters Score: Raw -10996.307028 + Penalty 1549.026712 = -9447.280315 nChanged 42 SP:Iteration 1F (42.695515 sec): 3 clusters Score: Raw -11062.355730 + Penalty 1549.451069 = -9512.904661 nChanged 10 SP:Iteration 2Q (42.696149 sec): 3 clusters Score: Raw -11083.537451 + Penalty 1549.434297 = -9534.103154 nChanged 2 SP:Iteration 3Q (42.696770 sec): 3 clusters Score: Raw -11087.270735 + Penalty 1549.884541 = -9537.386194 nChanged 4 SP:Iteration 4Q (42.697391 sec): 3 clusters Score: Raw -11097.236532 + Penalty 1549.847282 = -9547.389251 nChanged 2 SP:Iteration 5Q (42.698004 sec): 3 clusters Score: Raw -11100.604379 + Penalty 1550.042652 = -9550.561728 nChanged 3 SP:Iteration 6Q (42.698622 sec): 3 clusters Score: Raw -11107.316333 + Penalty 1550.309820 = -9557.006513 nChanged 2 SP:Iteration 7Q (42.699242 sec): 3 clusters Score: Raw -11111.346096 + Penalty 1550.309820 = -9561.036276 nChanged 0 SP:Iteration 8F (42.699899 sec): 3 clusters Score: Raw -11111.346096 + Penalty 1550.309820 = -9561.036276 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 11 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.701077 sec): 2 clusters Score: Raw -1104.274558 + Penalty 116.817581 = -987.456977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.701341 sec): 3 clusters Score: Raw -1102.638308 + Penalty 239.529495 = -863.108813 nChanged 2 SP:Iteration 1F (42.701596 sec): 3 clusters Score: Raw -1112.333958 + Penalty 236.347903 = -875.986055 nChanged 1 SP:Iteration 2Q (42.701849 sec): 3 clusters Score: Raw -1114.377167 + Penalty 233.635161 = -880.742006 nChanged 1 SP:Iteration 3Q (42.702102 sec): 3 clusters Score: Raw -1117.443398 + Penalty 233.635161 = -883.808237 nChanged 0 SP:Iteration 4F (42.702356 sec): 3 clusters Score: Raw -1117.443398 + Penalty 233.635161 = -883.808237 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 12 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.703268 sec): 2 clusters Score: Raw -2401.255419 + Penalty 255.989863 = -2145.265557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.703568 sec): 3 clusters Score: Raw -2419.068325 + Penalty 514.494513 = -1904.573812 nChanged 1 SP:Iteration 1Q (42.703862 sec): 3 clusters Score: Raw -2422.362323 + Penalty 514.494513 = -1907.867810 nChanged 0 SP:Iteration 2F (42.704155 sec): 3 clusters Score: Raw -2422.362323 + Penalty 514.494513 = -1907.867810 nChanged 0 Memory request: 0.01 GB would take us to total of 0.49 GB. Trying to split cluster 13 (768 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.707247 sec): 2 clusters Score: Raw -31399.615422 + Penalty 247.988258 = -31151.627164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.708773 sec): 3 clusters Score: Raw -30957.275863 + Penalty 496.287880 = -30460.987983 nChanged 308 SP:Iteration 1F (42.710319 sec): 3 clusters Score: Raw -31200.846711 + Penalty 501.170559 = -30699.676152 nChanged 111 SP:Iteration 2F (42.711845 sec): 3 clusters Score: Raw -31290.930263 + Penalty 501.213109 = -30789.717154 nChanged 62 SP:Iteration 3F (42.713355 sec): 3 clusters Score: Raw -31342.238871 + Penalty 500.162565 = -30842.076306 nChanged 41 SP:Iteration 4F (42.714856 sec): 3 clusters Score: Raw -31369.527427 + Penalty 498.686312 = -30870.841114 nChanged 30 SP:Iteration 5Q (42.716408 sec): 3 clusters Score: Raw -31395.187481 + Penalty 496.965893 = -30898.221588 nChanged 25 SP:Iteration 6Q (42.717902 sec): 3 clusters Score: Raw -31422.038927 + Penalty 496.107603 = -30925.931324 nChanged 27 SP:Iteration 7Q (42.719367 sec): 3 clusters Score: Raw -31443.079252 + Penalty 495.178986 = -30947.900266 nChanged 23 SP:Iteration 8Q (42.720812 sec): 3 clusters Score: Raw -31468.029817 + Penalty 494.201242 = -30973.828576 nChanged 24 SP:Iteration 9Q (42.722292 sec): 3 clusters Score: Raw -31488.123132 + Penalty 493.382681 = -30994.740451 nChanged 17 SP:Iteration 10F (42.723839 sec): 3 clusters Score: Raw -31501.208762 + Penalty 493.353242 = -31007.855521 nChanged 11 SP:Iteration 11Q (42.725248 sec): 3 clusters Score: Raw -31518.807777 + Penalty 493.700232 = -31025.107545 nChanged 10 SP:Iteration 12Q (42.726642 sec): 3 clusters Score: Raw -31532.272002 + Penalty 493.848025 = -31038.423977 nChanged 4 SP:Iteration 13Q (42.728089 sec): 3 clusters Score: Raw -31537.289202 + Penalty 493.726115 = -31043.563087 nChanged 5 SP:Iteration 14Q (42.729550 sec): 3 clusters Score: Raw -31541.155481 + Penalty 494.366595 = -31046.788886 nChanged 6 SP:Iteration 15Q (42.730950 sec): 3 clusters Score: Raw -31544.503007 + Penalty 494.304732 = -31050.198275 nChanged 3 SP:Iteration 16Q (42.732331 sec): 3 clusters Score: Raw -31545.603948 + Penalty 494.393731 = -31051.210217 nChanged 1 SP:Iteration 17Q (42.733767 sec): 3 clusters Score: Raw -31545.898233 + Penalty 494.393731 = -31051.504503 nChanged 0 SP:Iteration 18F (42.735317 sec): 3 clusters Score: Raw -31545.898233 + Penalty 494.393731 = -31051.504503 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 14 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.736859 sec): 2 clusters Score: Raw -1626.674313 + Penalty 310.584826 = -1316.089487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.737156 sec): 3 clusters Score: Raw -1704.983604 + Penalty 613.535352 = -1091.448252 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 15 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.738018 sec): 2 clusters Score: Raw -855.057258 + Penalty 207.872085 = -647.185174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.738264 sec): 3 clusters Score: Raw -881.864797 + Penalty 413.989070 = -467.875727 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 16 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.739074 sec): 2 clusters Score: Raw -910.172891 + Penalty 309.811999 = -600.360892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.739316 sec): 3 clusters Score: Raw -962.506347 + Penalty 619.623998 = -342.882349 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 17 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.740250 sec): 2 clusters Score: Raw -3041.489348 + Penalty 422.277144 = -2619.212204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.740586 sec): 3 clusters Score: Raw -3144.888321 + Penalty 847.864308 = -2297.024013 nChanged 1 SP:Iteration 1Q (42.740898 sec): 3 clusters Score: Raw -3149.240677 + Penalty 847.864308 = -2301.376369 nChanged 0 SP:Iteration 2F (42.741227 sec): 3 clusters Score: Raw -3149.240677 + Penalty 847.864308 = -2301.376369 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 18 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.742191 sec): 2 clusters Score: Raw -3193.842904 + Penalty 542.330098 = -2651.512805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.742538 sec): 3 clusters Score: Raw -3320.138271 + Penalty 1084.759606 = -2235.378665 nChanged 2 SP:Iteration 1Q (42.742860 sec): 3 clusters Score: Raw -3333.050015 + Penalty 1084.759606 = -2248.290408 nChanged 0 SP:Iteration 2F (42.743231 sec): 3 clusters Score: Raw -3333.050015 + Penalty 1084.759606 = -2248.290408 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 19 (153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.744503 sec): 2 clusters Score: Raw -7510.550713 + Penalty 438.037870 = -7072.512843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.744992 sec): 3 clusters Score: Raw -7488.743047 + Penalty 877.467894 = -6611.275153 nChanged 20 SP:Iteration 1F (42.745487 sec): 3 clusters Score: Raw -7516.548483 + Penalty 877.111202 = -6639.437281 nChanged 8 SP:Iteration 2F (42.745960 sec): 3 clusters Score: Raw -7537.031061 + Penalty 876.614020 = -6660.417041 nChanged 3 SP:Iteration 3Q (42.746424 sec): 3 clusters Score: Raw -7543.358697 + Penalty 876.614020 = -6666.744677 nChanged 0 SP:Iteration 4F (42.746897 sec): 3 clusters Score: Raw -7543.358697 + Penalty 876.614020 = -6666.744677 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 20 (156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.748300 sec): 2 clusters Score: Raw -5315.832783 + Penalty 798.548239 = -4517.284544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.748803 sec): 3 clusters Score: Raw -5420.557950 + Penalty 1595.836654 = -3824.721296 nChanged 17 SP:Iteration 1F (42.749308 sec): 3 clusters Score: Raw -5479.829507 + Penalty 1595.609035 = -3884.220471 nChanged 3 SP:Iteration 2Q (42.749764 sec): 3 clusters Score: Raw -5501.184552 + Penalty 1595.103569 = -3906.080983 nChanged 2 SP:Iteration 3Q (42.750215 sec): 3 clusters Score: Raw -5515.739726 + Penalty 1594.824873 = -3920.914853 nChanged 1 SP:Iteration 4Q (42.750664 sec): 3 clusters Score: Raw -5520.446206 + Penalty 1594.824873 = -3925.621333 nChanged 0 SP:Iteration 5F (42.751152 sec): 3 clusters Score: Raw -5520.446206 + Penalty 1594.824873 = -3925.621333 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 21 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.752157 sec): 2 clusters Score: Raw -854.299036 + Penalty 315.192982 = -539.106054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.752402 sec): 3 clusters Score: Raw -916.657942 + Penalty 609.481912 = -307.176030 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 22 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.753189 sec): 2 clusters Score: Raw -341.613632 + Penalty 124.408746 = -217.204886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.753410 sec): 3 clusters Score: Raw -346.165348 + Penalty 263.650784 = -82.514564 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 23 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.754257 sec): 2 clusters Score: Raw -1508.652891 + Penalty 276.583984 = -1232.068907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.754525 sec): 3 clusters Score: Raw -1530.073535 + Penalty 554.375405 = -975.698130 nChanged 1 SP:Iteration 1Q (42.754784 sec): 3 clusters Score: Raw -1531.817457 + Penalty 554.375405 = -977.442052 nChanged 0 SP:Iteration 2F (42.755047 sec): 3 clusters Score: Raw -1531.817457 + Penalty 554.375405 = -977.442052 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 24 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.755879 sec): 2 clusters Score: Raw -1102.879676 + Penalty 201.878162 = -901.001515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.756139 sec): 3 clusters Score: Raw -1161.977272 + Penalty 429.664869 = -732.312404 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 25 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.757010 sec): 2 clusters Score: Raw -1422.159294 + Penalty 336.259185 = -1085.900109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.757282 sec): 3 clusters Score: Raw -1509.578523 + Penalty 672.692582 = -836.885941 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 26 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.758182 sec): 2 clusters Score: Raw -1876.472346 + Penalty 169.775594 = -1706.696752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.758478 sec): 3 clusters Score: Raw -1882.379539 + Penalty 343.223419 = -1539.156120 nChanged 2 SP:Iteration 1Q (42.758763 sec): 3 clusters Score: Raw -1883.787127 + Penalty 343.223419 = -1540.563708 nChanged 0 SP:Iteration 2F (42.759053 sec): 3 clusters Score: Raw -1883.787127 + Penalty 343.223419 = -1540.563708 nChanged 0 Memory request: 0.01 GB would take us to total of 0.49 GB. Trying to split cluster 27 (847 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.762431 sec): 2 clusters Score: Raw -38505.894246 + Penalty 307.639026 = -38198.255220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.764135 sec): 3 clusters Score: Raw -38020.772356 + Penalty 627.431198 = -37393.341159 nChanged 329 SP:Iteration 1F (42.765800 sec): 3 clusters Score: Raw -38213.067282 + Penalty 647.678482 = -37565.388800 nChanged 128 SP:Iteration 2F (42.767457 sec): 3 clusters Score: Raw -38346.445078 + Penalty 680.973006 = -37665.472073 nChanged 77 SP:Iteration 3F (42.769087 sec): 3 clusters Score: Raw -38429.440617 + Penalty 696.886626 = -37732.553991 nChanged 38 SP:Iteration 4Q (42.770707 sec): 3 clusters Score: Raw -38466.807703 + Penalty 700.969525 = -37765.838178 nChanged 21 SP:Iteration 5Q (42.772316 sec): 3 clusters Score: Raw -38487.813229 + Penalty 725.478922 = -37762.334306 nChanged 16 SP:Iteration 6F (42.773975 sec): 3 clusters Score: Raw -38505.697122 + Penalty 727.122747 = -37778.574374 nChanged 7 SP:Iteration 7Q (42.775482 sec): 3 clusters Score: Raw -38515.031936 + Penalty 737.675707 = -37777.356229 nChanged 3 SP:Iteration 8F (42.777110 sec): 3 clusters Score: Raw -38519.228350 + Penalty 742.316129 = -37776.912221 nChanged 3 SP:Iteration 9F (42.778737 sec): 3 clusters Score: Raw -38524.472874 + Penalty 757.881002 = -37766.591873 nChanged 2 SP:Iteration 10F (42.780414 sec): 3 clusters Score: Raw -38527.184536 + Penalty 772.500584 = -37754.683953 nChanged 2 SP:Iteration 11F (42.782067 sec): 3 clusters Score: Raw -38529.786573 + Penalty 780.002802 = -37749.783770 nChanged 1 SP:Iteration 12F (42.783723 sec): 3 clusters Score: Raw -38534.063113 + Penalty 780.002802 = -37754.060311 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 28 (97 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.785432 sec): 2 clusters Score: Raw -4264.751594 + Penalty 400.757886 = -3863.993707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.785841 sec): 3 clusters Score: Raw -4272.844175 + Penalty 803.032547 = -3469.811629 nChanged 11 SP:Iteration 1F (42.786234 sec): 3 clusters Score: Raw -4291.570585 + Penalty 802.654392 = -3488.916193 nChanged 5 SP:Iteration 2F (42.786635 sec): 3 clusters Score: Raw -4302.449477 + Penalty 802.183049 = -3500.266428 nChanged 1 SP:Iteration 3Q (42.787019 sec): 3 clusters Score: Raw -4303.790623 + Penalty 802.183049 = -3501.607574 nChanged 0 SP:Iteration 4F (42.787419 sec): 3 clusters Score: Raw -4303.790623 + Penalty 802.183049 = -3501.607574 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 29 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.788255 sec): 2 clusters Score: Raw -105.325180 + Penalty 57.738882 = -47.586297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.788448 sec): 2 clusters Score: Raw -105.325180 + Penalty 57.738882 = -47.586297 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 30 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.789863 sec): 2 clusters Score: Raw -6193.487134 + Penalty 181.962746 = -6011.524388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.790333 sec): 3 clusters Score: Raw -6143.471743 + Penalty 363.041382 = -5780.430360 nChanged 36 SP:Iteration 1F (42.790793 sec): 3 clusters Score: Raw -6179.564542 + Penalty 364.168288 = -5815.396254 nChanged 12 SP:Iteration 2F (42.791254 sec): 3 clusters Score: Raw -6190.443884 + Penalty 363.676661 = -5826.767223 nChanged 5 SP:Iteration 3Q (42.791710 sec): 3 clusters Score: Raw -6195.989276 + Penalty 364.406272 = -5831.583004 nChanged 2 SP:Iteration 4Q (42.792166 sec): 3 clusters Score: Raw -6200.735140 + Penalty 365.963441 = -5834.771699 nChanged 2 SP:Iteration 5Q (42.792617 sec): 3 clusters Score: Raw -6201.813311 + Penalty 363.817248 = -5837.996063 nChanged 2 SP:Iteration 6Q (42.793065 sec): 3 clusters Score: Raw -6203.732076 + Penalty 364.637835 = -5839.094241 nChanged 1 SP:Iteration 7Q (42.793514 sec): 3 clusters Score: Raw -6204.284933 + Penalty 368.432999 = -5835.851934 nChanged 4 SP:Iteration 8F (42.793976 sec): 3 clusters Score: Raw -6207.974636 + Penalty 373.780582 = -5834.194054 nChanged 3 SP:Iteration 9F (42.794437 sec): 3 clusters Score: Raw -6209.416586 + Penalty 375.797560 = -5833.619026 nChanged 1 SP:Iteration 10F (42.794896 sec): 3 clusters Score: Raw -6210.104511 + Penalty 375.797560 = -5834.306951 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 31 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.795908 sec): 2 clusters Score: Raw -995.337142 + Penalty 390.567016 = -604.770127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.796157 sec): 3 clusters Score: Raw -1089.835777 + Penalty 782.785984 = -307.049793 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 32 (73 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.797142 sec): 2 clusters Score: Raw -2741.678626 + Penalty 227.707267 = -2513.971360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.797505 sec): 3 clusters Score: Raw -2762.122805 + Penalty 462.547581 = -2299.575224 nChanged 4 SP:Iteration 1F (42.797860 sec): 3 clusters Score: Raw -2769.659873 + Penalty 467.901467 = -2301.758406 nChanged 2 SP:Iteration 2Q (42.798207 sec): 3 clusters Score: Raw -2773.770234 + Penalty 471.423840 = -2302.346395 nChanged 1 SP:Iteration 3Q (42.798553 sec): 3 clusters Score: Raw -2777.248240 + Penalty 474.866503 = -2302.381737 nChanged 2 SP:Iteration 4Q (42.798898 sec): 3 clusters Score: Raw -2784.983536 + Penalty 479.352594 = -2305.630942 nChanged 1 SP:Iteration 5Q (42.799240 sec): 3 clusters Score: Raw -2789.141566 + Penalty 479.352594 = -2309.788972 nChanged 0 SP:Iteration 6F (42.799594 sec): 3 clusters Score: Raw -2789.141566 + Penalty 479.352594 = -2309.788972 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 33 (111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.800735 sec): 2 clusters Score: Raw -5090.571185 + Penalty 263.818987 = -4826.752198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.801155 sec): 3 clusters Score: Raw -5058.685631 + Penalty 527.554330 = -4531.131301 nChanged 23 SP:Iteration 1F (42.801564 sec): 3 clusters Score: Raw -5088.479091 + Penalty 527.254564 = -4561.224527 nChanged 3 SP:Iteration 2Q (42.801972 sec): 3 clusters Score: Raw -5091.861210 + Penalty 527.507518 = -4564.353692 nChanged 2 SP:Iteration 3Q (42.802380 sec): 3 clusters Score: Raw -5093.647377 + Penalty 527.694280 = -4565.953097 nChanged 1 SP:Iteration 4Q (42.802785 sec): 3 clusters Score: Raw -5094.256816 + Penalty 528.040670 = -4566.216147 nChanged 1 SP:Iteration 5Q (42.803211 sec): 3 clusters Score: Raw -5096.752582 + Penalty 528.040670 = -4568.711913 nChanged 0 SP:Iteration 6F (42.803652 sec): 3 clusters Score: Raw -5096.752582 + Penalty 528.040670 = -4568.711913 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 34 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.804505 sec): 2 clusters Score: Raw -496.323635 + Penalty 198.113422 = -298.210212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.804732 sec): 3 clusters Score: Raw -509.592515 + Penalty 397.906459 = -111.686056 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 35 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.805507 sec): 2 clusters Score: Raw -235.706261 + Penalty 187.886270 = -47.819990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.805720 sec): 3 clusters Score: Raw -226.804846 + Penalty 370.890859 = 144.086013 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 36 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.806635 sec): 2 clusters Score: Raw -2638.534333 + Penalty 181.748763 = -2456.785570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.806958 sec): 3 clusters Score: Raw -2637.027263 + Penalty 383.135328 = -2253.891935 nChanged 10 SP:Iteration 1F (42.807274 sec): 3 clusters Score: Raw -2657.506351 + Penalty 393.210752 = -2264.295599 nChanged 3 SP:Iteration 2Q (42.807583 sec): 3 clusters Score: Raw -2663.353342 + Penalty 400.568783 = -2262.784559 nChanged 1 SP:Iteration 3F (42.807900 sec): 3 clusters Score: Raw -2664.040368 + Penalty 408.341801 = -2255.698567 nChanged 1 SP:Iteration 4F (42.808215 sec): 3 clusters Score: Raw -2665.453530 + Penalty 412.885785 = -2252.567745 nChanged 1 SP:Iteration 5F (42.808531 sec): 3 clusters Score: Raw -2666.802778 + Penalty 418.999816 = -2247.802963 nChanged 1 SP:Iteration 6F (42.808846 sec): 3 clusters Score: Raw -2668.669682 + Penalty 425.820629 = -2242.849053 nChanged 1 SP:Iteration 7F (42.809162 sec): 3 clusters Score: Raw -2675.440306 + Penalty 425.820629 = -2249.619677 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 37 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.809948 sec): 2 clusters Score: Raw -157.604343 + Penalty 93.111102 = -64.493241 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.810145 sec): 2 clusters Score: Raw -157.604343 + Penalty 93.111102 = -64.493241 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 38 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.810978 sec): 2 clusters Score: Raw -1286.778867 + Penalty 373.789037 = -912.989830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.811244 sec): 3 clusters Score: Raw -1417.520394 + Penalty 745.813283 = -671.707110 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 39 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.812119 sec): 2 clusters Score: Raw -1868.613208 + Penalty 262.444627 = -1606.168582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.812409 sec): 3 clusters Score: Raw -1899.263386 + Penalty 524.889253 = -1374.374133 nChanged 1 SP:Iteration 1Q (42.812686 sec): 3 clusters Score: Raw -1901.585843 + Penalty 524.889253 = -1376.696590 nChanged 0 SP:Iteration 2F (42.812971 sec): 3 clusters Score: Raw -1901.585843 + Penalty 524.889253 = -1376.696590 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 40 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.813782 sec): 2 clusters Score: Raw -699.250608 + Penalty 193.181347 = -506.069262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.814018 sec): 3 clusters Score: Raw -720.701451 + Penalty 396.593997 = -324.107453 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 41 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.814819 sec): 2 clusters Score: Raw -359.350753 + Penalty 175.397434 = -183.953319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.815039 sec): 3 clusters Score: Raw -367.989249 + Penalty 351.917212 = -16.072037 nChanged 0 Memory request: 0.01 GB would take us to total of 0.49 GB. Trying to split cluster 42 (739 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.817943 sec): 2 clusters Score: Raw -29646.626613 + Penalty 53.465993 = -29593.160619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.819422 sec): 3 clusters Score: Raw -29188.546829 + Penalty 109.652460 = -29078.894369 nChanged 350 SP:Iteration 1F (42.820875 sec): 3 clusters Score: Raw -29559.145959 + Penalty 114.377934 = -29444.768025 nChanged 91 SP:Iteration 2F (42.822370 sec): 3 clusters Score: Raw -29657.423021 + Penalty 115.776503 = -29541.646518 nChanged 56 SP:Iteration 3F (42.823847 sec): 3 clusters Score: Raw -29722.354170 + Penalty 113.568942 = -29608.785228 nChanged 32 SP:Iteration 4Q (42.825288 sec): 3 clusters Score: Raw -29756.266896 + Penalty 114.921708 = -29641.345188 nChanged 16 SP:Iteration 5Q (42.826696 sec): 3 clusters Score: Raw -29776.913952 + Penalty 112.689366 = -29664.224587 nChanged 5 SP:Iteration 6Q (42.828128 sec): 3 clusters Score: Raw -29780.535508 + Penalty 114.214916 = -29666.320593 nChanged 4 SP:Iteration 7Q (42.829546 sec): 3 clusters Score: Raw -29782.751254 + Penalty 114.192942 = -29668.558311 nChanged 1 SP:Iteration 8Q (42.830877 sec): 3 clusters Score: Raw -29782.848798 + Penalty 114.192942 = -29668.655855 nChanged 0 SP:Iteration 9F (42.832426 sec): 3 clusters Score: Raw -29782.848798 + Penalty 114.192942 = -29668.655855 nChanged 0 Score: Raw -2232876.201733 + Penalty 232629.352252 = -2000246.849480 Splitting cluster 42 changes total score from -1963992.231477 to -2000246.849480 So it's getting split into cluster 120. Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 43 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.403725 sec): 2 clusters Score: Raw -218.713739 + Penalty 157.295797 = -61.417943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.403973 sec): 3 clusters Score: Raw -215.883391 + Penalty 330.553161 = 114.669770 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 44 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.404879 sec): 2 clusters Score: Raw -1244.901868 + Penalty 338.392286 = -906.509582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.405143 sec): 3 clusters Score: Raw -1370.562856 + Penalty 677.475705 = -693.087151 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 45 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.405950 sec): 2 clusters Score: Raw -544.614194 + Penalty 179.683605 = -364.930589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.406179 sec): 3 clusters Score: Raw -570.748458 + Penalty 363.217314 = -207.531144 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 46 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.407026 sec): 2 clusters Score: Raw -1348.686408 + Penalty 383.543328 = -965.143080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.407292 sec): 3 clusters Score: Raw -1468.774637 + Penalty 762.840068 = -705.934568 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 47 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.408142 sec): 2 clusters Score: Raw -1573.768683 + Penalty 267.938640 = -1305.830043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.408457 sec): 3 clusters Score: Raw -1591.295891 + Penalty 539.899674 = -1051.396217 nChanged 1 SP:Iteration 1Q (48.408718 sec): 3 clusters Score: Raw -1599.360335 + Penalty 539.899674 = -1059.460661 nChanged 0 SP:Iteration 2F (48.408983 sec): 3 clusters Score: Raw -1599.360335 + Penalty 539.899674 = -1059.460661 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 48 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.409825 sec): 2 clusters Score: Raw -1091.452111 + Penalty 190.985375 = -900.466735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.410081 sec): 3 clusters Score: Raw -1108.374011 + Penalty 387.853469 = -720.520542 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 49 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.410894 sec): 2 clusters Score: Raw -806.482691 + Penalty 298.612612 = -507.870078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.411139 sec): 3 clusters Score: Raw -888.222778 + Penalty 593.175000 = -295.047778 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 50 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.411961 sec): 2 clusters Score: Raw -1056.299832 + Penalty 281.763331 = -774.536500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.412211 sec): 3 clusters Score: Raw -1121.890338 + Penalty 565.610126 = -556.280213 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 51 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.412995 sec): 2 clusters Score: Raw -376.826736 + Penalty 165.718487 = -211.108249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.413219 sec): 3 clusters Score: Raw -389.434518 + Penalty 367.517841 = -21.916677 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 52 (387 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.415924 sec): 2 clusters Score: Raw -17678.060284 + Penalty 388.655909 = -17289.404375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.416808 sec): 3 clusters Score: Raw -17509.258949 + Penalty 777.903556 = -16731.355393 nChanged 120 SP:Iteration 1F (48.417702 sec): 3 clusters Score: Raw -17591.311542 + Penalty 779.168006 = -16812.143536 nChanged 23 SP:Iteration 2F (48.418574 sec): 3 clusters Score: Raw -17608.568672 + Penalty 781.650410 = -16826.918262 nChanged 13 SP:Iteration 3Q (48.419440 sec): 3 clusters Score: Raw -17617.213255 + Penalty 784.538375 = -16832.674879 nChanged 12 SP:Iteration 4Q (48.420320 sec): 3 clusters Score: Raw -17625.096437 + Penalty 785.756372 = -16839.340064 nChanged 8 SP:Iteration 5Q (48.421217 sec): 3 clusters Score: Raw -17627.876983 + Penalty 787.503403 = -16840.373580 nChanged 4 SP:Iteration 6Q (48.422120 sec): 3 clusters Score: Raw -17630.325052 + Penalty 788.656546 = -16841.668506 nChanged 4 SP:Iteration 7Q (48.423018 sec): 3 clusters Score: Raw -17632.697445 + Penalty 788.263632 = -16844.433814 nChanged 1 SP:Iteration 8Q (48.423915 sec): 3 clusters Score: Raw -17633.077850 + Penalty 788.263632 = -16844.814219 nChanged 0 SP:Iteration 9F (48.424811 sec): 3 clusters Score: Raw -17633.077850 + Penalty 788.263632 = -16844.814219 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 53 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.425970 sec): 2 clusters Score: Raw -748.056071 + Penalty 283.216714 = -464.839357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.426216 sec): 3 clusters Score: Raw -812.076835 + Penalty 559.471572 = -252.605264 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 54 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.427062 sec): 2 clusters Score: Raw -602.846214 + Penalty 222.231907 = -380.614307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.427296 sec): 3 clusters Score: Raw -642.060820 + Penalty 439.310721 = -202.750099 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 56 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.428093 sec): 2 clusters Score: Raw -551.339695 + Penalty 287.872884 = -263.466812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.428322 sec): 3 clusters Score: Raw -601.737554 + Penalty 589.249866 = -12.487687 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 57 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.429119 sec): 2 clusters Score: Raw -669.490670 + Penalty 190.846872 = -478.643799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.429356 sec): 3 clusters Score: Raw -718.340270 + Penalty 385.565851 = -332.774419 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 58 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.430170 sec): 2 clusters Score: Raw -722.111812 + Penalty 244.740960 = -477.370852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.430416 sec): 3 clusters Score: Raw -797.254900 + Penalty 503.899163 = -293.355737 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 59 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.431230 sec): 2 clusters Score: Raw -716.488634 + Penalty 250.135384 = -466.353251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.431470 sec): 3 clusters Score: Raw -766.055022 + Penalty 507.273004 = -258.782017 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 60 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.432289 sec): 2 clusters Score: Raw -1069.574788 + Penalty 433.961482 = -635.613306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.432541 sec): 3 clusters Score: Raw -1232.333766 + Penalty 867.922964 = -364.410803 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 61 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.433358 sec): 2 clusters Score: Raw -846.851417 + Penalty 194.648733 = -652.202684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.433602 sec): 3 clusters Score: Raw -858.267915 + Penalty 386.634256 = -471.633660 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 62 (92 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.434622 sec): 2 clusters Score: Raw -4346.020736 + Penalty 538.291373 = -3807.729363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.435007 sec): 3 clusters Score: Raw -4411.227355 + Penalty 1076.955295 = -3334.272060 nChanged 4 SP:Iteration 1Q (48.435379 sec): 3 clusters Score: Raw -4423.248014 + Penalty 1076.955295 = -3346.292719 nChanged 0 SP:Iteration 2F (48.435756 sec): 3 clusters Score: Raw -4423.248014 + Penalty 1076.955295 = -3346.292719 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 63 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.436678 sec): 2 clusters Score: Raw -1990.791542 + Penalty 361.671615 = -1629.119927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.436974 sec): 3 clusters Score: Raw -2035.311587 + Penalty 722.167758 = -1313.143829 nChanged 1 SP:Iteration 1Q (48.437254 sec): 3 clusters Score: Raw -2038.639820 + Penalty 722.167758 = -1316.472062 nChanged 0 SP:Iteration 2F (48.437547 sec): 3 clusters Score: Raw -2038.639820 + Penalty 722.167758 = -1316.472062 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 64 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.438436 sec): 2 clusters Score: Raw -726.329000 + Penalty 138.315251 = -588.013749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.438679 sec): 3 clusters Score: Raw -744.710783 + Penalty 273.193251 = -471.517532 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 65 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.439517 sec): 2 clusters Score: Raw -1220.381978 + Penalty 327.280981 = -893.100997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.439777 sec): 3 clusters Score: Raw -1303.525924 + Penalty 655.002762 = -648.523161 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 66 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.440577 sec): 2 clusters Score: Raw -626.912757 + Penalty 329.199452 = -297.713305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.440811 sec): 3 clusters Score: Raw -737.206895 + Penalty 652.229806 = -84.977089 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 67 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.441653 sec): 2 clusters Score: Raw -1295.227203 + Penalty 275.515973 = -1019.711229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.441919 sec): 3 clusters Score: Raw -1351.581380 + Penalty 553.096178 = -798.485201 nChanged 1 SP:Iteration 1Q (48.442171 sec): 3 clusters Score: Raw -1356.012191 + Penalty 553.096178 = -802.916012 nChanged 0 SP:Iteration 2F (48.442432 sec): 3 clusters Score: Raw -1356.012191 + Penalty 553.096178 = -802.916012 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 68 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.443280 sec): 2 clusters Score: Raw -1397.932042 + Penalty 412.172617 = -985.759425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.443553 sec): 3 clusters Score: Raw -1547.226613 + Penalty 823.908431 = -723.318182 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 69 (112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.444632 sec): 2 clusters Score: Raw -5423.005507 + Penalty 621.606063 = -4801.399444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.445051 sec): 3 clusters Score: Raw -5501.816211 + Penalty 1243.837532 = -4257.978680 nChanged 7 SP:Iteration 1F (48.445467 sec): 3 clusters Score: Raw -5525.124735 + Penalty 1243.534461 = -4281.590274 nChanged 1 SP:Iteration 2Q (48.445857 sec): 3 clusters Score: Raw -5528.516111 + Penalty 1243.534461 = -4284.981649 nChanged 0 SP:Iteration 3F (48.446267 sec): 3 clusters Score: Raw -5528.516111 + Penalty 1243.534461 = -4284.981649 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 70 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.447170 sec): 2 clusters Score: Raw -1938.315043 + Penalty 431.310353 = -1507.004690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.447467 sec): 3 clusters Score: Raw -2049.578766 + Penalty 862.871289 = -1186.707477 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 71 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.448242 sec): 2 clusters Score: Raw -113.184365 + Penalty 93.790788 = -19.393577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.448450 sec): 3 clusters Score: Raw -104.415753 + Penalty 187.581575 = 83.165822 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 72 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.449223 sec): 2 clusters Score: Raw -310.895859 + Penalty 171.906101 = -138.989758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.449466 sec): 3 clusters Score: Raw -315.038331 + Penalty 333.895310 = 18.856979 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 73 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.450271 sec): 2 clusters Score: Raw -838.698855 + Penalty 247.845764 = -590.853090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.450513 sec): 3 clusters Score: Raw -874.192406 + Penalty 483.183944 = -391.008462 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 74 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.451291 sec): 2 clusters Score: Raw -284.956930 + Penalty 133.458095 = -151.498835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.451509 sec): 3 clusters Score: Raw -295.132915 + Penalty 262.176559 = -32.956356 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 75 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.452338 sec): 2 clusters Score: Raw -1100.612576 + Penalty 211.807181 = -888.805395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.452599 sec): 3 clusters Score: Raw -1140.285402 + Penalty 422.594237 = -717.691165 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 76 (82 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.453573 sec): 2 clusters Score: Raw -3115.675431 + Penalty 260.146050 = -2855.529381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.453935 sec): 3 clusters Score: Raw -3126.620999 + Penalty 521.754889 = -2604.866110 nChanged 10 SP:Iteration 1F (48.454303 sec): 3 clusters Score: Raw -3159.298375 + Penalty 516.910207 = -2642.388169 nChanged 5 SP:Iteration 2F (48.454662 sec): 3 clusters Score: Raw -3168.650717 + Penalty 511.947804 = -2656.702913 nChanged 3 SP:Iteration 3Q (48.455008 sec): 3 clusters Score: Raw -3175.573537 + Penalty 510.430324 = -2665.143213 nChanged 1 SP:Iteration 4Q (48.455355 sec): 3 clusters Score: Raw -3182.851841 + Penalty 510.430324 = -2672.421517 nChanged 0 SP:Iteration 5F (48.455710 sec): 3 clusters Score: Raw -3182.851841 + Penalty 510.430324 = -2672.421517 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 77 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.456527 sec): 2 clusters Score: Raw -504.681789 + Penalty 145.394746 = -359.287043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.456756 sec): 3 clusters Score: Raw -518.753408 + Penalty 296.189472 = -222.563936 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 78 (70 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.457704 sec): 2 clusters Score: Raw -3209.566278 + Penalty 443.278682 = -2766.287595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.458056 sec): 3 clusters Score: Raw -3260.148250 + Penalty 883.703045 = -2376.445206 nChanged 4 SP:Iteration 1F (48.458403 sec): 3 clusters Score: Raw -3273.558983 + Penalty 883.703045 = -2389.855939 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 79 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.459282 sec): 2 clusters Score: Raw -745.075560 + Penalty 197.825740 = -547.249820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.459525 sec): 3 clusters Score: Raw -797.321374 + Penalty 395.637097 = -401.684277 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 80 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.460352 sec): 2 clusters Score: Raw -1044.822599 + Penalty 380.419979 = -664.402620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.460624 sec): 3 clusters Score: Raw -1129.319757 + Penalty 767.989963 = -361.329794 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 81 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.461432 sec): 2 clusters Score: Raw -709.359868 + Penalty 245.862569 = -463.497299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.461669 sec): 3 clusters Score: Raw -737.713225 + Penalty 504.896078 = -232.817148 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 82 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.462443 sec): 2 clusters Score: Raw -226.222432 + Penalty 160.851540 = -65.370892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.462657 sec): 3 clusters Score: Raw -218.442449 + Penalty 321.858221 = 103.415772 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 83 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.463446 sec): 2 clusters Score: Raw -593.468250 + Penalty 193.935627 = -399.532623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.463680 sec): 3 clusters Score: Raw -625.798732 + Penalty 389.965371 = -235.833361 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 84 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.464463 sec): 2 clusters Score: Raw -329.231589 + Penalty 201.584236 = -127.647354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.464681 sec): 3 clusters Score: Raw -328.650858 + Penalty 394.360247 = 65.709388 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 85 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.465528 sec): 2 clusters Score: Raw -1521.140302 + Penalty 426.051793 = -1095.088510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.465795 sec): 3 clusters Score: Raw -1630.374614 + Penalty 853.509902 = -776.864712 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 86 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.466597 sec): 2 clusters Score: Raw -690.989702 + Penalty 159.271593 = -531.718109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.466839 sec): 3 clusters Score: Raw -709.479148 + Penalty 310.191034 = -399.288114 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 87 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.467667 sec): 2 clusters Score: Raw -1131.702309 + Penalty 277.011827 = -854.690483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.467924 sec): 3 clusters Score: Raw -1201.156007 + Penalty 561.073537 = -640.082470 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 88 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.468697 sec): 2 clusters Score: Raw -220.267575 + Penalty 135.916936 = -84.350639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.468912 sec): 3 clusters Score: Raw -213.916847 + Penalty 271.833872 = 57.917026 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 89 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.469886 sec): 2 clusters Score: Raw -3766.764657 + Penalty 447.776751 = -3318.987906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.470245 sec): 3 clusters Score: Raw -3817.411938 + Penalty 895.692936 = -2921.719001 nChanged 5 SP:Iteration 1F (48.470600 sec): 3 clusters Score: Raw -3832.463718 + Penalty 896.060206 = -2936.403512 nChanged 2 SP:Iteration 2Q (48.470951 sec): 3 clusters Score: Raw -3836.539896 + Penalty 896.060206 = -2940.479690 nChanged 0 SP:Iteration 3F (48.471325 sec): 3 clusters Score: Raw -3836.539896 + Penalty 896.060206 = -2940.479690 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 90 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.472213 sec): 2 clusters Score: Raw -1320.766999 + Penalty 512.622722 = -808.144277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.472479 sec): 3 clusters Score: Raw -1567.340961 + Penalty 1031.580801 = -535.760160 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 91 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.473283 sec): 2 clusters Score: Raw -613.498307 + Penalty 283.828882 = -329.669425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.473512 sec): 3 clusters Score: Raw -635.592471 + Penalty 568.373953 = -67.218518 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 92 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.474288 sec): 2 clusters Score: Raw -159.159066 + Penalty 104.588698 = -54.570369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.474494 sec): 3 clusters Score: Raw -153.849760 + Penalty 194.506969 = 40.657209 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 93 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.475251 sec): 2 clusters Score: Raw -51.739004 + Penalty 0.000000 = -51.739004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.475447 sec): 2 clusters Score: Raw -51.739004 + Penalty 0.000000 = -51.739004 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 94 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.476231 sec): 2 clusters Score: Raw -273.143260 + Penalty 136.996843 = -136.146418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.476446 sec): 3 clusters Score: Raw -278.587427 + Penalty 242.982645 = -35.604781 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 95 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.477286 sec): 2 clusters Score: Raw -1110.401736 + Penalty 290.252890 = -820.148846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.477550 sec): 3 clusters Score: Raw -1179.692977 + Penalty 581.775702 = -597.917275 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 96 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.478361 sec): 2 clusters Score: Raw -847.527359 + Penalty 222.365971 = -625.161388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.478607 sec): 3 clusters Score: Raw -870.535364 + Penalty 442.446811 = -428.088553 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 97 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.479414 sec): 2 clusters Score: Raw -775.927120 + Penalty 338.875357 = -437.051763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.479655 sec): 3 clusters Score: Raw -839.817330 + Penalty 676.010900 = -163.806430 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 98 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.480485 sec): 2 clusters Score: Raw -407.114654 + Penalty 204.875509 = -202.239144 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.480722 sec): 3 clusters Score: Raw -432.198397 + Penalty 420.860165 = -11.338232 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 99 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.481558 sec): 2 clusters Score: Raw -161.961070 + Penalty 112.776262 = -49.184808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.481798 sec): 3 clusters Score: Raw -154.254670 + Penalty 233.265681 = 79.011010 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 100 (92 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.482877 sec): 2 clusters Score: Raw -3191.380206 + Penalty 234.144665 = -2957.235541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.483271 sec): 3 clusters Score: Raw -3206.276948 + Penalty 466.558501 = -2739.718447 nChanged 12 SP:Iteration 1F (48.483659 sec): 3 clusters Score: Raw -3232.658344 + Penalty 468.289330 = -2764.369014 nChanged 7 SP:Iteration 2F (48.484046 sec): 3 clusters Score: Raw -3249.680707 + Penalty 468.289330 = -2781.391377 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 101 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.484960 sec): 2 clusters Score: Raw -512.002808 + Penalty 167.478783 = -344.524025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.485192 sec): 3 clusters Score: Raw -524.943265 + Penalty 339.421283 = -185.521982 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 102 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.486043 sec): 2 clusters Score: Raw -253.387619 + Penalty 158.413492 = -94.974127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.486264 sec): 3 clusters Score: Raw -257.762152 + Penalty 334.678246 = 76.916094 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 103 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.487148 sec): 2 clusters Score: Raw -1026.019143 + Penalty 395.481523 = -630.537620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.487403 sec): 3 clusters Score: Raw -1159.158483 + Penalty 792.505150 = -366.653334 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 104 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.488284 sec): 2 clusters Score: Raw -615.148090 + Penalty 232.003101 = -383.144988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.488525 sec): 3 clusters Score: Raw -672.682086 + Penalty 454.254888 = -218.427197 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 105 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.489463 sec): 2 clusters Score: Raw -1678.861853 + Penalty 339.197398 = -1339.664455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.489756 sec): 3 clusters Score: Raw -1755.930000 + Penalty 674.351211 = -1081.578788 nChanged 1 SP:Iteration 1Q (48.490030 sec): 3 clusters Score: Raw -1762.102971 + Penalty 674.351211 = -1087.751760 nChanged 0 SP:Iteration 2F (48.490316 sec): 3 clusters Score: Raw -1762.102971 + Penalty 674.351211 = -1087.751760 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 106 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.491210 sec): 2 clusters Score: Raw -614.562022 + Penalty 214.221093 = -400.340928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.491449 sec): 3 clusters Score: Raw -650.211222 + Penalty 440.352534 = -209.858688 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 107 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.492294 sec): 2 clusters Score: Raw -314.045866 + Penalty 171.404106 = -142.641760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.492519 sec): 3 clusters Score: Raw -316.756945 + Penalty 342.808211 = 26.051266 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 108 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.493381 sec): 2 clusters Score: Raw -288.075546 + Penalty 137.200899 = -150.874647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.493600 sec): 3 clusters Score: Raw -289.746373 + Penalty 271.694552 = -18.051821 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 109 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.494416 sec): 2 clusters Score: Raw -495.712754 + Penalty 224.146448 = -271.566306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.494639 sec): 3 clusters Score: Raw -533.316826 + Penalty 440.823798 = -92.493028 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 110 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.495398 sec): 2 clusters Score: Raw -48.057636 + Penalty 0.000000 = -48.057636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.495584 sec): 2 clusters Score: Raw -48.057636 + Penalty 0.000000 = -48.057636 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 111 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.496399 sec): 2 clusters Score: Raw -1105.136083 + Penalty 368.379716 = -736.756366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.496649 sec): 3 clusters Score: Raw -1193.231285 + Penalty 736.759433 = -456.471852 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 112 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.497428 sec): 2 clusters Score: Raw -214.398018 + Penalty 118.306446 = -96.091572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.497643 sec): 3 clusters Score: Raw -205.801061 + Penalty 118.306446 = -87.494615 nChanged 1 SP:Iteration 1F (48.497835 sec): 2 clusters Score: Raw -214.398018 + Penalty 118.306446 = -96.091572 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 113 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.498688 sec): 2 clusters Score: Raw -1450.196673 + Penalty 254.580876 = -1195.615797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.498968 sec): 3 clusters Score: Raw -1501.008403 + Penalty 498.070561 = -1002.937842 nChanged 2 SP:Iteration 1F (48.499242 sec): 3 clusters Score: Raw -1505.323955 + Penalty 498.070561 = -1007.253394 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 114 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.500056 sec): 2 clusters Score: Raw -858.305063 + Penalty 440.337060 = -417.968003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.500298 sec): 3 clusters Score: Raw -985.014042 + Penalty 882.898562 = -102.115479 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 115 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.501170 sec): 2 clusters Score: Raw -2022.229418 + Penalty 342.570128 = -1679.659290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.501459 sec): 3 clusters Score: Raw -2065.235785 + Penalty 685.333878 = -1379.901908 nChanged 1 SP:Iteration 1Q (48.501735 sec): 3 clusters Score: Raw -2072.260596 + Penalty 685.333878 = -1386.926718 nChanged 0 SP:Iteration 2F (48.502019 sec): 3 clusters Score: Raw -2072.260596 + Penalty 685.333878 = -1386.926718 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 116 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.502792 sec): 2 clusters Score: Raw -221.554280 + Penalty 148.298061 = -73.256219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.503005 sec): 3 clusters Score: Raw -216.032895 + Penalty 296.596121 = 80.563226 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 117 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.503804 sec): 2 clusters Score: Raw -405.252526 + Penalty 233.159912 = -172.092614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.504027 sec): 3 clusters Score: Raw -402.693821 + Penalty 486.135378 = 83.441557 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 118 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.504812 sec): 2 clusters Score: Raw -464.926836 + Penalty 282.702467 = -182.224368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.505035 sec): 3 clusters Score: Raw -476.542341 + Penalty 573.669625 = 97.127284 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 119 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.505881 sec): 2 clusters Score: Raw -1463.838552 + Penalty 428.235961 = -1035.602590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.506148 sec): 3 clusters Score: Raw -1621.543699 + Penalty 853.262432 = -768.281267 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 121 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.506968 sec): 2 clusters Score: Raw -1026.182892 + Penalty 347.560358 = -678.622534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.507216 sec): 3 clusters Score: Raw -1103.594161 + Penalty 704.751075 = -398.843086 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 122 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.507997 sec): 2 clusters Score: Raw -362.983342 + Penalty 221.427993 = -141.555349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.508217 sec): 3 clusters Score: Raw -376.917644 + Penalty 445.096190 = 68.178545 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 123 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.509011 sec): 2 clusters Score: Raw -631.850566 + Penalty 323.930164 = -307.920402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.509242 sec): 3 clusters Score: Raw -666.010904 + Penalty 645.285349 = -20.725555 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 124 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.510025 sec): 2 clusters Score: Raw -285.174959 + Penalty 190.244439 = -94.930520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.510225 sec): 2 clusters Score: Raw -285.174959 + Penalty 190.244439 = -94.930520 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 125 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.511012 sec): 2 clusters Score: Raw -583.622213 + Penalty 252.227038 = -331.395175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.511244 sec): 3 clusters Score: Raw -611.156348 + Penalty 510.196966 = -100.959382 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 126 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.512020 sec): 2 clusters Score: Raw -306.590296 + Penalty 153.885146 = -152.705150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.512239 sec): 3 clusters Score: Raw -312.763144 + Penalty 307.770293 = -4.992851 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 127 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.513016 sec): 2 clusters Score: Raw -448.495724 + Penalty 273.145725 = -175.349998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.513239 sec): 3 clusters Score: Raw -462.231784 + Penalty 546.661014 = 84.429229 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 128 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.514061 sec): 2 clusters Score: Raw -681.810657 + Penalty 315.669459 = -366.141198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.514293 sec): 3 clusters Score: Raw -727.837845 + Penalty 632.239906 = -95.597939 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 129 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.515083 sec): 2 clusters Score: Raw -550.444932 + Penalty 249.189525 = -301.255407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.515311 sec): 3 clusters Score: Raw -581.466400 + Penalty 507.965438 = -73.500962 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 130 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.516079 sec): 2 clusters Score: Raw -172.565058 + Penalty 131.558942 = -41.006116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.516277 sec): 2 clusters Score: Raw -172.565058 + Penalty 131.558942 = -41.006116 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 131 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.517060 sec): 2 clusters Score: Raw -540.520127 + Penalty 205.192298 = -335.327828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.517288 sec): 3 clusters Score: Raw -562.210747 + Penalty 402.214301 = -159.996446 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 132 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.518083 sec): 2 clusters Score: Raw -563.820238 + Penalty 256.668873 = -307.151364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.518318 sec): 3 clusters Score: Raw -660.484272 + Penalty 505.642109 = -154.842163 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 133 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.519093 sec): 2 clusters Score: Raw -332.394453 + Penalty 226.119841 = -106.274612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.519310 sec): 3 clusters Score: Raw -337.167007 + Penalty 451.399712 = 114.232706 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 134 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.520125 sec): 2 clusters Score: Raw -1011.171493 + Penalty 305.485171 = -705.686322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.520376 sec): 3 clusters Score: Raw -1088.355779 + Penalty 608.178894 = -480.176885 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 136 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.521177 sec): 2 clusters Score: Raw -560.456318 + Penalty 194.673825 = -365.782494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.521405 sec): 3 clusters Score: Raw -584.093507 + Penalty 391.933683 = -192.159824 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 137 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.522185 sec): 2 clusters Score: Raw -381.752011 + Penalty 205.293050 = -176.458960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.522406 sec): 3 clusters Score: Raw -388.558769 + Penalty 416.293264 = 27.734495 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 138 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.523168 sec): 2 clusters Score: Raw -51.622978 + Penalty 0.000000 = -51.622978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.523359 sec): 2 clusters Score: Raw -51.622978 + Penalty 0.000000 = -51.622978 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 139 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.524178 sec): 2 clusters Score: Raw -666.605275 + Penalty 272.031711 = -394.573564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.524410 sec): 3 clusters Score: Raw -675.008797 + Penalty 580.158429 = -94.850368 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 140 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.525213 sec): 2 clusters Score: Raw -788.525438 + Penalty 362.344399 = -426.181039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.525457 sec): 3 clusters Score: Raw -883.474352 + Penalty 716.529004 = -166.945348 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 141 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.526243 sec): 2 clusters Score: Raw -462.724852 + Penalty 259.659020 = -203.065832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.526468 sec): 3 clusters Score: Raw -490.410792 + Penalty 519.155763 = 28.744971 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 142 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.527259 sec): 2 clusters Score: Raw -524.258601 + Penalty 251.608377 = -272.650224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.527484 sec): 3 clusters Score: Raw -540.315651 + Penalty 484.154177 = -56.161474 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 143 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.528267 sec): 2 clusters Score: Raw -589.645166 + Penalty 337.026467 = -252.618699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.528494 sec): 3 clusters Score: Raw -617.874197 + Penalty 670.550146 = 52.675949 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 144 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.529258 sec): 2 clusters Score: Raw -176.161889 + Penalty 134.789787 = -41.372102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.529469 sec): 3 clusters Score: Raw -167.593011 + Penalty 263.922756 = 96.329744 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 145 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.530244 sec): 2 clusters Score: Raw -470.221545 + Penalty 258.146333 = -212.075212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.530466 sec): 3 clusters Score: Raw -465.854046 + Penalty 505.491325 = 39.637279 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 146 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.531247 sec): 2 clusters Score: Raw -344.650458 + Penalty 181.360617 = -163.289841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.531467 sec): 3 clusters Score: Raw -360.679520 + Penalty 358.962433 = -1.717087 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 147 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.532243 sec): 2 clusters Score: Raw -384.821550 + Penalty 202.188184 = -182.633366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.532464 sec): 3 clusters Score: Raw -391.511650 + Penalty 395.123323 = 3.611673 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 149 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.533227 sec): 2 clusters Score: Raw -48.644438 + Penalty 0.000000 = -48.644438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.533434 sec): 2 clusters Score: Raw -48.644438 + Penalty 0.000000 = -48.644438 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 150 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.534210 sec): 2 clusters Score: Raw -262.280516 + Penalty 148.534915 = -113.745601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.534425 sec): 3 clusters Score: Raw -259.087037 + Penalty 298.661727 = 39.574690 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 151 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.535195 sec): 2 clusters Score: Raw -169.990982 + Penalty 126.950213 = -43.040770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.535397 sec): 2 clusters Score: Raw -169.990982 + Penalty 126.950213 = -43.040770 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 153 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.536168 sec): 2 clusters Score: Raw -217.317326 + Penalty 160.131744 = -57.185582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.536383 sec): 3 clusters Score: Raw -213.143207 + Penalty 307.462524 = 94.319317 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 154 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.537153 sec): 2 clusters Score: Raw -284.696707 + Penalty 206.594046 = -78.102661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.537369 sec): 3 clusters Score: Raw -282.749352 + Penalty 417.458148 = 134.708796 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 155 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.538137 sec): 2 clusters Score: Raw -112.199579 + Penalty 86.966822 = -25.232757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.538331 sec): 2 clusters Score: Raw -112.199579 + Penalty 86.966822 = -25.232757 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 156 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.539140 sec): 2 clusters Score: Raw -971.058894 + Penalty 426.019506 = -545.039389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.539388 sec): 3 clusters Score: Raw -1117.418772 + Penalty 852.307112 = -265.111660 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 158 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.540160 sec): 2 clusters Score: Raw -152.950393 + Penalty 92.314178 = -60.636215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.540371 sec): 3 clusters Score: Raw -150.037112 + Penalty 213.571445 = 63.534333 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 159 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.541154 sec): 2 clusters Score: Raw -477.195456 + Penalty 262.530220 = -214.665236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.541378 sec): 3 clusters Score: Raw -502.583019 + Penalty 525.980986 = 23.397967 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 160 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.542155 sec): 2 clusters Score: Raw -405.200690 + Penalty 207.474442 = -197.726248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.542376 sec): 3 clusters Score: Raw -402.613140 + Penalty 452.460384 = 49.847244 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 161 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.543141 sec): 2 clusters Score: Raw -167.124772 + Penalty 106.026786 = -61.097986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.543369 sec): 3 clusters Score: Raw -157.656064 + Penalty 216.200127 = 58.544063 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 162 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.544145 sec): 2 clusters Score: Raw -292.976701 + Penalty 217.510790 = -75.465910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.544366 sec): 3 clusters Score: Raw -291.431279 + Penalty 431.459139 = 140.027860 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 163 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.545168 sec): 2 clusters Score: Raw -564.407211 + Penalty 258.106144 = -306.301066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.545399 sec): 3 clusters Score: Raw -587.729424 + Penalty 539.277150 = -48.452275 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 164 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.546195 sec): 2 clusters Score: Raw -733.726852 + Penalty 320.314454 = -413.412398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.546429 sec): 3 clusters Score: Raw -791.535339 + Penalty 643.462831 = -148.072508 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 165 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.547207 sec): 2 clusters Score: Raw -446.161869 + Penalty 243.964106 = -202.197763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.547437 sec): 3 clusters Score: Raw -455.143764 + Penalty 488.853108 = 33.709344 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 167 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.548216 sec): 2 clusters Score: Raw -479.567269 + Penalty 274.769563 = -204.797707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.548438 sec): 3 clusters Score: Raw -481.753711 + Penalty 549.539125 = 67.785415 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 168 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.549213 sec): 2 clusters Score: Raw -405.356782 + Penalty 201.607258 = -203.749524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.549434 sec): 3 clusters Score: Raw -411.061060 + Penalty 400.666758 = -10.394302 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 169 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.550277 sec): 2 clusters Score: Raw -1503.062413 + Penalty 230.553291 = -1272.509122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.550551 sec): 3 clusters Score: Raw -1527.431310 + Penalty 459.565883 = -1067.865427 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 170 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.551327 sec): 2 clusters Score: Raw -266.447478 + Penalty 200.401671 = -66.045807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.551544 sec): 3 clusters Score: Raw -271.182180 + Penalty 398.292092 = 127.109912 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 171 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.552326 sec): 2 clusters Score: Raw -488.719480 + Penalty 265.155422 = -223.564058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.552553 sec): 3 clusters Score: Raw -505.714372 + Penalty 525.965673 = 20.251300 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 172 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.553325 sec): 2 clusters Score: Raw -358.246591 + Penalty 234.501234 = -123.745357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.553561 sec): 3 clusters Score: Raw -347.120225 + Penalty 512.885114 = 165.764889 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 174 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.554343 sec): 2 clusters Score: Raw -223.253290 + Penalty 126.062099 = -97.191190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.554557 sec): 3 clusters Score: Raw -214.682616 + Penalty 252.124199 = 37.441583 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 175 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.555324 sec): 2 clusters Score: Raw -175.662425 + Penalty 149.197382 = -26.465043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.555524 sec): 2 clusters Score: Raw -175.662425 + Penalty 149.197382 = -26.465043 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 176 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.556347 sec): 2 clusters Score: Raw -632.924133 + Penalty 230.081006 = -402.843127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.556581 sec): 3 clusters Score: Raw -678.935938 + Penalty 455.368205 = -223.567733 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 177 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.557379 sec): 2 clusters Score: Raw -341.328256 + Penalty 242.412741 = -98.915514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.557598 sec): 3 clusters Score: Raw -347.566674 + Penalty 467.207891 = 119.641217 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 178 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.558363 sec): 2 clusters Score: Raw -167.992693 + Penalty 120.536363 = -47.456330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.558572 sec): 3 clusters Score: Raw -159.028325 + Penalty 233.807012 = 74.778687 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 179 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.559346 sec): 2 clusters Score: Raw -368.146086 + Penalty 205.322309 = -162.823777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.559548 sec): 2 clusters Score: Raw -368.146086 + Penalty 205.322309 = -162.823777 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 180 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.560338 sec): 2 clusters Score: Raw -214.533544 + Penalty 127.168306 = -87.365238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.560552 sec): 3 clusters Score: Raw -209.534851 + Penalty 254.336611 = 44.801760 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 182 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.561350 sec): 2 clusters Score: Raw -293.238464 + Penalty 191.291790 = -101.946674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.561566 sec): 3 clusters Score: Raw -283.983620 + Penalty 380.417253 = 96.433634 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 183 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.562339 sec): 2 clusters Score: Raw -267.308387 + Penalty 165.111667 = -102.196719 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.562555 sec): 3 clusters Score: Raw -269.045799 + Penalty 332.928483 = 63.882684 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 184 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.563311 sec): 2 clusters Score: Raw -53.393253 + Penalty 0.000000 = -53.393253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.563524 sec): 2 clusters Score: Raw -53.393253 + Penalty 0.000000 = -53.393253 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 185 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.564299 sec): 2 clusters Score: Raw -108.595050 + Penalty 71.589751 = -37.005299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.564493 sec): 2 clusters Score: Raw -108.595050 + Penalty 71.589751 = -37.005299 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 186 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.565267 sec): 2 clusters Score: Raw -364.289050 + Penalty 230.035312 = -134.253738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.565487 sec): 3 clusters Score: Raw -367.540237 + Penalty 422.558777 = 55.018539 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 187 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.566256 sec): 2 clusters Score: Raw -214.548856 + Penalty 159.516855 = -55.032001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.566471 sec): 3 clusters Score: Raw -214.492268 + Penalty 319.033710 = 104.541443 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 188 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.567242 sec): 2 clusters Score: Raw -290.411187 + Penalty 203.766531 = -86.644657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.567458 sec): 3 clusters Score: Raw -285.050087 + Penalty 419.634881 = 134.584793 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 189 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.568214 sec): 2 clusters Score: Raw -52.226060 + Penalty 0.000000 = -52.226060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.568404 sec): 2 clusters Score: Raw -52.226060 + Penalty 0.000000 = -52.226060 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 190 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.569186 sec): 2 clusters Score: Raw -484.672618 + Penalty 241.643430 = -243.029188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.569414 sec): 3 clusters Score: Raw -518.957448 + Penalty 498.826788 = -20.130659 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 191 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.570173 sec): 2 clusters Score: Raw -110.617525 + Penalty 79.258717 = -31.358808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.570380 sec): 3 clusters Score: Raw -101.846618 + Penalty 158.517433 = 56.670815 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 192 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.571167 sec): 2 clusters Score: Raw -340.335497 + Penalty 223.230348 = -117.105150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.571387 sec): 3 clusters Score: Raw -337.606697 + Penalty 448.629705 = 111.023008 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 193 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.572164 sec): 2 clusters Score: Raw -171.060631 + Penalty 110.836586 = -60.224044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.572375 sec): 3 clusters Score: Raw -162.673611 + Penalty 221.982783 = 59.309172 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 194 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.573159 sec): 2 clusters Score: Raw -212.942444 + Penalty 110.841805 = -102.100639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.573374 sec): 3 clusters Score: Raw -208.304606 + Penalty 221.683610 = 13.379004 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 195 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.574153 sec): 2 clusters Score: Raw -353.391307 + Penalty 171.365832 = -182.025476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.574370 sec): 3 clusters Score: Raw -351.764518 + Penalty 303.937682 = -47.826835 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 196 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.575138 sec): 2 clusters Score: Raw -158.619033 + Penalty 97.252928 = -61.366106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.575334 sec): 2 clusters Score: Raw -158.619033 + Penalty 97.252928 = -61.366106 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 197 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.576101 sec): 2 clusters Score: Raw -111.225198 + Penalty 78.129831 = -33.095367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.576308 sec): 3 clusters Score: Raw -102.838941 + Penalty 156.259662 = 53.420721 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 198 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.577077 sec): 2 clusters Score: Raw -266.374424 + Penalty 166.611624 = -99.762800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.577294 sec): 3 clusters Score: Raw -264.251536 + Penalty 329.762622 = 65.511086 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 199 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.578068 sec): 2 clusters Score: Raw -292.790968 + Penalty 219.204790 = -73.586178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.578284 sec): 3 clusters Score: Raw -287.880046 + Penalty 454.850423 = 166.970378 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 201 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.579043 sec): 2 clusters Score: Raw -52.351424 + Penalty 0.000000 = -52.351424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.579233 sec): 2 clusters Score: Raw -52.351424 + Penalty 0.000000 = -52.351424 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 202 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.580004 sec): 2 clusters Score: Raw -51.767365 + Penalty 0.000000 = -51.767365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.580227 sec): 2 clusters Score: Raw -51.767365 + Penalty 0.000000 = -51.767365 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 203 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.581080 sec): 2 clusters Score: Raw -107.526222 + Penalty 75.102146 = -32.424076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.581274 sec): 2 clusters Score: Raw -107.526222 + Penalty 75.102146 = -32.424076 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 205 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.582053 sec): 2 clusters Score: Raw -405.595669 + Penalty 224.871888 = -180.723781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.582274 sec): 3 clusters Score: Raw -397.072414 + Penalty 444.509051 = 47.436636 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 208 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.583061 sec): 2 clusters Score: Raw -276.198506 + Penalty 178.545816 = -97.652690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.583277 sec): 3 clusters Score: Raw -272.757709 + Penalty 351.931031 = 79.173322 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 209 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.584049 sec): 2 clusters Score: Raw -240.167616 + Penalty 192.156662 = -48.010954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.584262 sec): 3 clusters Score: Raw -230.008536 + Penalty 384.313323 = 154.304787 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 210 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.585019 sec): 2 clusters Score: Raw -51.863617 + Penalty 0.000000 = -51.863617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.585209 sec): 2 clusters Score: Raw -51.863617 + Penalty 0.000000 = -51.863617 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 211 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.585970 sec): 2 clusters Score: Raw -109.641718 + Penalty 78.644267 = -30.997452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.586177 sec): 3 clusters Score: Raw -101.302584 + Penalty 157.288533 = 55.985949 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 212 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.586939 sec): 2 clusters Score: Raw -113.630256 + Penalty 85.751970 = -27.878286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.587145 sec): 3 clusters Score: Raw -103.990447 + Penalty 171.503940 = 67.513493 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 213 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.587916 sec): 2 clusters Score: Raw -161.017228 + Penalty 103.462818 = -57.554410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.588113 sec): 2 clusters Score: Raw -161.017228 + Penalty 103.462818 = -57.554410 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 214 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.588872 sec): 2 clusters Score: Raw -106.306269 + Penalty 73.290215 = -33.016054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.589079 sec): 3 clusters Score: Raw -99.455140 + Penalty 146.580430 = 47.125290 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 216 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.589836 sec): 2 clusters Score: Raw -105.526354 + Penalty 72.998629 = -32.527725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.590029 sec): 2 clusters Score: Raw -105.526354 + Penalty 72.998629 = -32.527725 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 217 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.590792 sec): 2 clusters Score: Raw -169.509346 + Penalty 131.572448 = -37.936899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.591002 sec): 3 clusters Score: Raw -161.461075 + Penalty 263.751971 = 102.290896 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 219 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.591765 sec): 2 clusters Score: Raw -210.334937 + Penalty 119.849444 = -90.485493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.591978 sec): 3 clusters Score: Raw -207.405594 + Penalty 239.466687 = 32.061093 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 220 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.592757 sec): 2 clusters Score: Raw -212.256270 + Penalty 103.018165 = -109.238105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.592955 sec): 2 clusters Score: Raw -212.256270 + Penalty 103.018165 = -109.238105 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 221 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.593719 sec): 2 clusters Score: Raw -105.785713 + Penalty 68.747221 = -37.038492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.593911 sec): 2 clusters Score: Raw -105.785713 + Penalty 68.747221 = -37.038492 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 222 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.594668 sec): 2 clusters Score: Raw -110.769970 + Penalty 71.593800 = -39.176170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.594862 sec): 2 clusters Score: Raw -110.769970 + Penalty 71.593800 = -39.176170 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 223 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.595620 sec): 2 clusters Score: Raw -111.612266 + Penalty 76.291478 = -35.320788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.595827 sec): 3 clusters Score: Raw -102.937114 + Penalty 152.582955 = 49.645842 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 224 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.596581 sec): 2 clusters Score: Raw -52.710199 + Penalty 0.000000 = -52.710199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.596771 sec): 2 clusters Score: Raw -52.710199 + Penalty 0.000000 = -52.710199 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 227 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.597531 sec): 2 clusters Score: Raw -51.522102 + Penalty 0.000000 = -51.522102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.597721 sec): 2 clusters Score: Raw -51.522102 + Penalty 0.000000 = -51.522102 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 228 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.598484 sec): 2 clusters Score: Raw -182.232197 + Penalty 107.570543 = -74.661654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.598694 sec): 3 clusters Score: Raw -184.027887 + Penalty 188.681670 = 4.653783 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 230 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.599451 sec): 2 clusters Score: Raw -51.996036 + Penalty 0.000000 = -51.996036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.599641 sec): 2 clusters Score: Raw -51.996036 + Penalty 0.000000 = -51.996036 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 231 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.600397 sec): 2 clusters Score: Raw -51.385895 + Penalty 0.000000 = -51.385895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.600587 sec): 2 clusters Score: Raw -51.385895 + Penalty 0.000000 = -51.385895 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 234 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.601339 sec): 2 clusters Score: Raw -51.617442 + Penalty 0.000000 = -51.617442 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.601527 sec): 2 clusters Score: Raw -51.617442 + Penalty 0.000000 = -51.617442 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 235 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.602294 sec): 2 clusters Score: Raw -50.557657 + Penalty 0.000000 = -50.557657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.602485 sec): 2 clusters Score: Raw -50.557657 + Penalty 0.000000 = -50.557657 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 236 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.603242 sec): 2 clusters Score: Raw -51.575784 + Penalty 0.000000 = -51.575784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.603432 sec): 2 clusters Score: Raw -51.575784 + Penalty 0.000000 = -51.575784 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 237 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.604190 sec): 2 clusters Score: Raw -103.528726 + Penalty 72.449427 = -31.079299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.604389 sec): 2 clusters Score: Raw -103.528726 + Penalty 72.449427 = -31.079299 nChanged 0 Deleting Class 209 (4 points): Lose 66.174556 but Gain 1509.387915 Iteration 20F (54.034473 sec): 219 clusters Score: Raw -2197284.919170 + Penalty 231214.768680 = -1966070.150490 nChanged 485 Deleting Class 71 (2 points): Lose 33.785757 but Gain 1473.450676 Iteration 21Q (54.553734 sec): 218 clusters Score: Raw -2197498.545583 + Penalty 229775.217633 = -1967723.327950 nChanged 335 Deleting Class 184 (1 points): Lose 5.749973 but Gain 1433.666709 Iteration 22Q (55.059101 sec): 217 clusters Score: Raw -2197608.300988 + Penalty 228340.068763 = -1969268.232225 nChanged 253 Deleting Class 175 (3 points): Lose 55.413346 but Gain 1478.827880 Iteration 23Q (55.543639 sec): 216 clusters Score: Raw -2197596.537919 + Penalty 226884.053858 = -1970712.484061 nChanged 176 Deleting Class 114 (17 points): Lose 269.045224 but Gain 1692.414898 Iteration 24Q (56.016024 sec): 215 clusters Score: Raw -2197362.008515 + Penalty 225327.141666 = -1972034.866849 nChanged 175 Deleting Class 202 (2 points): Lose 31.576226 but Gain 1551.153609 Iteration 25Q (56.488073 sec): 214 clusters Score: Raw -2197420.597259 + Penalty 223797.623925 = -1973622.973334 nChanged 137 Deleting Class 201 (1 points): Lose 15.390071 but Gain 1421.682868 Iteration 26Q (56.957722 sec): 213 clusters Score: Raw -2197422.655377 + Penalty 222371.070060 = -1975051.585317 nChanged 110 Deleting Class 224 (1 points): Lose 10.381890 but Gain 1389.138388 Iteration 27Q (57.414224 sec): 212 clusters Score: Raw -2197426.098427 + Penalty 220992.914645 = -1976433.183782 nChanged 92 Deleting Class 199 (5 points): Lose 122.353089 but Gain 1483.121370 Iteration 28Q (57.869615 sec): 211 clusters Score: Raw -2197321.448217 + Penalty 219529.261144 = -1977792.187073 nChanged 85 Deleting Class 189 (1 points): Lose 4.205018 but Gain 1364.886574 Iteration 29Q (58.321849 sec): 210 clusters Score: Raw -2197347.211542 + Penalty 218165.592040 = -1979181.619502 nChanged 67 Deleting Class 118 (8 points): Lose 123.855186 but Gain 1480.415977 Iteration 30F (63.528497 sec): 209 clusters Score: Raw -2197237.063830 + Penalty 216732.971215 = -1980504.092615 nChanged 65 Deleting Class 162 (5 points): Lose 117.707919 but Gain 1471.659910 Iteration 31Q (63.998866 sec): 208 clusters Score: Raw -2197145.765305 + Penalty 215282.042994 = -1981863.722311 nChanged 53 Deleting Class 230 (1 points): Lose 13.339429 but Gain 1366.290988 Iteration 32Q (64.454916 sec): 207 clusters Score: Raw -2197153.581098 + Penalty 213922.628199 = -1983230.952899 nChanged 44 Deleting Class 143 (10 points): Lose 241.027015 but Gain 1593.856432 Iteration 33Q (64.899842 sec): 206 clusters Score: Raw -2196918.674462 + Penalty 212378.906210 = -1984539.768252 nChanged 47 Deleting Class 35 (4 points): Lose 124.320229 but Gain 1475.844052 Iteration 34Q (65.353027 sec): 205 clusters Score: Raw -2196835.929809 + Penalty 210940.282912 = -1985895.646897 nChanged 37 Deleting Class 6 (13 points): Lose 265.885353 but Gain 1614.622548 Iteration 35Q (65.793271 sec): 204 clusters Score: Raw -2196606.681478 + Penalty 209348.176090 = -1987258.505389 nChanged 41 Deleting Class 172 (6 points): Lose 92.713224 but Gain 1425.168796 Iteration 36Q (66.238908 sec): 203 clusters Score: Raw -2196560.795597 + Penalty 207939.470444 = -1988621.325152 nChanged 25 Deleting Class 154 (5 points): Lose 72.850249 but Gain 1397.798128 Iteration 37Q (66.677824 sec): 202 clusters Score: Raw -2196502.818600 + Penalty 206542.351968 = -1989960.466633 nChanged 17 Deleting Class 155 (2 points): Lose 41.988740 but Gain 1366.246364 Iteration 38Q (67.110917 sec): 201 clusters Score: Raw -2196481.144990 + Penalty 205202.848026 = -1991278.296964 nChanged 16 Deleting Class 177 (6 points): Lose 154.329339 but Gain 1473.250561 Iteration 39Q (67.542630 sec): 200 clusters Score: Raw -2196347.819685 + Penalty 203929.193803 = -1992418.625882 nChanged 17 Deleting Class 90 (31 points): Lose 302.778928 but Gain 1625.548982 Iteration 40F (72.489825 sec): 199 clusters Score: Raw -2196065.464197 + Penalty 202439.577221 = -1993625.886976 nChanged 41 Deleting Class 127 (8 points): Lose 113.739494 but Gain 1430.370593 Iteration 41Q (72.926409 sec): 198 clusters Score: Raw -2196081.767244 + Penalty 201040.027561 = -1995041.739683 nChanged 18 Deleting Class 212 (2 points): Lose 32.025540 but Gain 1347.161076 Iteration 42Q (73.355470 sec): 197 clusters Score: Raw -2196090.452422 + Penalty 199747.421358 = -1996343.031064 nChanged 21 Deleting Class 167 (8 points): Lose 127.597128 but Gain 1438.874073 Iteration 43Q (73.782905 sec): 196 clusters Score: Raw -2195983.109168 + Penalty 198445.955049 = -1997537.154119 nChanged 22 Deleting Class 188 (5 points): Lose 72.645896 but Gain 1378.667392 Iteration 44Q (74.210340 sec): 195 clusters Score: Raw -2195939.998977 + Penalty 197209.262490 = -1998730.736487 nChanged 24 Deleting Class 31 (19 points): Lose 167.333515 but Gain 1444.421303 Iteration 45Q (74.634893 sec): 194 clusters Score: Raw -2195813.494447 + Penalty 195865.474194 = -1999948.020253 nChanged 38 Deleting Class 93 (1 points): Lose 8.312033 but Gain 1279.554177 Iteration 46Q (75.068308 sec): 193 clusters Score: Raw -2195858.471815 + Penalty 194592.579795 = -2001265.892020 nChanged 14 Deleting Class 192 (6 points): Lose 88.802950 but Gain 1356.670581 Iteration 47Q (75.487072 sec): 192 clusters Score: Raw -2195777.733822 + Penalty 193265.068373 = -2002512.665449 nChanged 20 Deleting Class 156 (22 points): Lose 263.820720 but Gain 1531.190873 Iteration 48Q (75.915243 sec): 191 clusters Score: Raw -2195540.764320 + Penalty 191799.396049 = -2003741.368271 nChanged 33 Deleting Class 133 (6 points): Lose 110.336210 but Gain 1374.231324 Iteration 49Q (76.334786 sec): 190 clusters Score: Raw -2195524.965729 + Penalty 190481.658164 = -2005043.307565 nChanged 20 Deleting Class 217 (3 points): Lose 41.983042 but Gain 1304.131489 Iteration 50F (81.052796 sec): 189 clusters Score: Raw -2195518.481223 + Penalty 189165.044807 = -2006353.436416 nChanged 14 Deleting Class 170 (5 points): Lose 98.474869 but Gain 1355.901031 Iteration 51Q (81.467470 sec): 188 clusters Score: Raw -2195445.413852 + Penalty 187799.633978 = -2007645.779875 nChanged 11 Deleting Class 145 (8 points): Lose 97.198421 but Gain 1351.823914 Iteration 52Q (81.883358 sec): 187 clusters Score: Raw -2195367.640868 + Penalty 186458.716710 = -2008908.924158 nChanged 10 Deleting Class 144 (3 points): Lose 85.915881 but Gain 1336.021402 Iteration 53Q (82.299124 sec): 186 clusters Score: Raw -2195299.872502 + Penalty 185130.477592 = -2010169.394910 nChanged 5 Deleting Class 60 (25 points): Lose 245.035340 but Gain 1494.987131 Iteration 54Q (82.711032 sec): 185 clusters Score: Raw -2195073.205480 + Penalty 183798.210017 = -2011274.995462 nChanged 27 Deleting Class 130 (3 points): Lose 58.661089 but Gain 1303.997625 Iteration 55Q (83.122224 sec): 184 clusters Score: Raw -2195120.784546 + Penalty 182549.453117 = -2012571.331430 nChanged 6 Deleting Class 103 (21 points): Lose 171.411168 but Gain 1414.516113 Iteration 56Q (83.531754 sec): 183 clusters Score: Raw -2194975.926913 + Penalty 181199.272338 = -2013776.654574 nChanged 22 Deleting Class 182 (5 points): Lose 51.181455 but Gain 1294.264337 Iteration 57Q (83.945478 sec): 182 clusters Score: Raw -2195003.610162 + Penalty 179947.877732 = -2015055.732430 nChanged 10 Deleting Class 97 (16 points): Lose 146.631464 but Gain 1374.804416 Iteration 58Q (84.356882 sec): 181 clusters Score: Raw -2194873.913006 + Penalty 178634.219140 = -2016239.693866 nChanged 22 Deleting Class 117 (7 points): Lose 87.245742 but Gain 1304.764045 Iteration 59Q (84.761431 sec): 180 clusters Score: Raw -2194842.585680 + Penalty 177354.843582 = -2017487.742098 nChanged 16 Deleting Class 191 (2 points): Lose 29.193294 but Gain 1245.152241 Iteration 60F (89.197575 sec): 179 clusters Score: Raw -2194841.837822 + Penalty 176118.090444 = -2018723.747378 nChanged 3 Deleting Class 123 (12 points): Lose 205.201077 but Gain 1419.522214 Iteration 61Q (89.613560 sec): 178 clusters Score: Raw -2194648.206051 + Penalty 174729.521723 = -2019918.684328 nChanged 15 Deleting Class 151 (3 points): Lose 48.406386 but Gain 1258.316409 Iteration 62Q (90.028336 sec): 177 clusters Score: Raw -2194649.969661 + Penalty 173538.799575 = -2021111.170086 nChanged 7 Deleting Class 197 (2 points): Lose 22.526213 but Gain 1227.417481 Iteration 63Q (90.441409 sec): 176 clusters Score: Raw -2194660.125091 + Penalty 172342.605982 = -2022317.519110 nChanged 4 Deleting Class 82 (4 points): Lose 59.151628 but Gain 1263.486616 Iteration 64Q (90.854172 sec): 175 clusters Score: Raw -2194607.389817 + Penalty 171112.695840 = -2023494.693976 nChanged 5 Deleting Class 210 (1 points): Lose 6.775336 but Gain 1210.108780 Iteration 65Q (91.265463 sec): 174 clusters Score: Raw -2194612.837349 + Penalty 169920.264147 = -2024692.573202 nChanged 2 Deleting Class 171 (9 points): Lose 117.477297 but Gain 1314.095546 Iteration 66Q (91.663169 sec): 173 clusters Score: Raw -2194499.767312 + Penalty 168707.211076 = -2025792.556236 nChanged 10 Deleting Class 211 (2 points): Lose 39.270687 but Gain 1235.499252 Iteration 67Q (92.058957 sec): 172 clusters Score: Raw -2194505.088236 + Penalty 167515.111433 = -2026989.976803 nChanged 7 Deleting Class 153 (4 points): Lose 61.845076 but Gain 1257.832631 Iteration 68Q (92.453990 sec): 171 clusters Score: Raw -2194479.961577 + Penalty 166265.200692 = -2028214.760886 nChanged 8 Deleting Class 124 (5 points): Lose 92.430644 but Gain 1287.178045 Iteration 69Q (92.848639 sec): 170 clusters Score: Raw -2194408.277226 + Penalty 164985.959644 = -2029422.317582 nChanged 9 Deleting Class 178 (4 points): Lose 55.325212 but Gain 1248.246857 Iteration 70F (97.070696 sec): 169 clusters Score: Raw -2194372.556899 + Penalty 163754.414158 = -2030618.142741 nChanged 6 Deleting Class 187 (4 points): Lose 63.950346 but Gain 1253.002688 Iteration 71Q (97.460016 sec): 168 clusters Score: Raw -2194321.199190 + Penalty 162519.140236 = -2031802.058954 nChanged 5 Deleting Class 80 (22 points): Lose 212.620507 but Gain 1400.383228 Iteration 72Q (97.849329 sec): 167 clusters Score: Raw -2194116.973746 + Penalty 161174.823048 = -2032942.150698 nChanged 24 Deleting Class 235 (1 points): Lose 15.200058 but Gain 1202.802170 Iteration 73Q (98.236017 sec): 166 clusters Score: Raw -2194151.824416 + Penalty 159981.100707 = -2034170.723709 nChanged 4 Deleting Class 205 (8 points): Lose 91.485457 but Gain 1279.025633 Iteration 74Q (98.619452 sec): 165 clusters Score: Raw -2194068.104598 + Penalty 158713.317398 = -2035354.787200 nChanged 12 Deleting Class 84 (6 points): Lose 42.730133 but Gain 1225.117485 Iteration 75Q (99.002713 sec): 164 clusters Score: Raw -2194042.455626 + Penalty 157525.212401 = -2036517.243225 nChanged 12 Deleting Class 66 (15 points): Lose 193.222251 but Gain 1375.114601 Iteration 76Q (99.386448 sec): 163 clusters Score: Raw -2193864.391151 + Penalty 156330.665485 = -2037533.725666 nChanged 17 Deleting Class 214 (3 points): Lose 41.324089 but Gain 1280.067036 Iteration 77Q (99.771769 sec): 162 clusters Score: Raw -2193891.842675 + Penalty 155075.639351 = -2038816.203324 nChanged 6 Deleting Class 122 (7 points): Lose 60.874623 but Gain 1239.112168 Iteration 78Q (100.151051 sec): 161 clusters Score: Raw -2193842.610843 + Penalty 153856.973447 = -2039985.637396 nChanged 8 Deleting Class 164 (14 points): Lose 145.882840 but Gain 1321.686921 Iteration 79Q (100.538399 sec): 160 clusters Score: Raw -2193710.989929 + Penalty 152611.483372 = -2041099.506557 nChanged 18 Deleting Class 223 (2 points): Lose 23.102951 but Gain 1198.536999 Iteration 80F (104.517582 sec): 159 clusters Score: Raw -2193744.447442 + Penalty 151431.209488 = -2042313.237954 nChanged 8 Deleting Class 43 (4 points): Lose 60.844696 but Gain 1235.556306 Iteration 81Q (104.896697 sec): 158 clusters Score: Raw -2193692.450100 + Penalty 150196.860798 = -2043495.589302 nChanged 8 Deleting Class 128 (14 points): Lose 165.377365 but Gain 1336.897452 Iteration 82Q (105.288773 sec): 157 clusters Score: Raw -2193538.064951 + Penalty 149002.557526 = -2044535.507425 nChanged 17 Deleting Class 91 (11 points): Lose 117.933833 but Gain 1288.923835 Iteration 83Q (105.674000 sec): 156 clusters Score: Raw -2193480.018097 + Penalty 147735.745859 = -2045744.272238 nChanged 12 Deleting Class 165 (8 points): Lose 107.365795 but Gain 1277.556451 Iteration 84Q (106.054637 sec): 155 clusters Score: Raw -2193397.035338 + Penalty 146515.548613 = -2046881.486725 nChanged 8 Deleting Class 186 (7 points): Lose 117.419203 but Gain 1287.278766 Iteration 85Q (106.425271 sec): 154 clusters Score: Raw -2193315.164213 + Penalty 145263.849017 = -2048051.315196 nChanged 8 Deleting Class 140 (16 points): Lose 254.921450 but Gain 1423.105117 Iteration 86Q (106.793418 sec): 153 clusters Score: Raw -2193076.807262 + Penalty 143873.598771 = -2049203.208491 nChanged 17 Deleting Class 159 (9 points): Lose 135.118409 but Gain 1301.085194 Iteration 87Q (107.161814 sec): 152 clusters Score: Raw -2192990.891303 + Penalty 142594.017748 = -2050396.873555 nChanged 12 Deleting Class 141 (9 points): Lose 128.016073 but Gain 1286.855684 Iteration 88Q (107.529538 sec): 151 clusters Score: Raw -2192890.797425 + Penalty 141430.978090 = -2051459.819335 nChanged 11 Deleting Class 203 (2 points): Lose 22.343968 but Gain 1179.852638 Iteration 89Q (107.892899 sec): 150 clusters Score: Raw -2192905.873712 + Penalty 140250.343749 = -2052655.529963 nChanged 3 Deleting Class 85 (35 points): Lose 213.411617 but Gain 1363.983171 Iteration 90F (111.610595 sec): 149 clusters Score: Raw -2192696.966229 + Penalty 139110.013790 = -2053586.952439 nChanged 36 Deleting Class 236 (1 points): Lose 18.801572 but Gain 1165.370739 Iteration 91Q (111.973711 sec): 148 clusters Score: Raw -2192776.392029 + Penalty 137968.277995 = -2054808.114034 nChanged 10 Deleting Class 208 (5 points): Lose 62.113348 but Gain 1208.026138 Iteration 92Q (112.334759 sec): 147 clusters Score: Raw -2192735.100643 + Penalty 136771.717565 = -2055963.383078 nChanged 7 Deleting Class 138 (1 points): Lose 9.389711 but Gain 1154.579931 Iteration 93Q (112.691616 sec): 146 clusters Score: Raw -2192736.875943 + Penalty 135628.747353 = -2057108.128590 nChanged 2 Deleting Class 111 (22 points): Lose 154.894138 but Gain 1297.751740 Iteration 94Q (113.051686 sec): 145 clusters Score: Raw -2192589.282661 + Penalty 134374.251339 = -2058215.031323 nChanged 23 Deleting Class 227 (1 points): Lose 16.751404 but Gain 1147.348838 Iteration 95Q (113.411075 sec): 144 clusters Score: Raw -2192625.154235 + Penalty 133241.343920 = -2059383.810315 nChanged 5 Deleting Class 116 (4 points): Lose 41.983862 but Gain 1164.879213 Iteration 96Q (113.767621 sec): 143 clusters Score: Raw -2192605.258930 + Penalty 132095.698692 = -2060509.560238 nChanged 6 Deleting Class 231 (1 points): Lose 9.177161 but Gain 1130.538516 Iteration 97Q (114.120379 sec): 142 clusters Score: Raw -2192608.538798 + Penalty 130979.204403 = -2061629.334395 nChanged 6 Deleting Class 237 (2 points): Lose 21.823891 but Gain 1138.178492 Iteration 98Q (114.472388 sec): 141 clusters Score: Raw -2192596.149876 + Penalty 129872.345461 = -2062723.804416 nChanged 5 Deleting Class 56 (11 points): Lose 196.032589 but Gain 1307.288458 Iteration 99Q (114.821565 sec): 140 clusters Score: Raw -2192415.595297 + Penalty 128656.448734 = -2063759.146563 nChanged 15 Deleting Class 216 (3 points): Lose 44.056540 but Gain 1152.818775 Iteration 100F (118.285846 sec): 139 clusters Score: Raw -2192413.896508 + Penalty 127507.873189 = -2064906.023319 nChanged 6 Deleting Class 222 (2 points): Lose 20.560256 but Gain 1124.736618 Iteration 101Q (118.630641 sec): 138 clusters Score: Raw -2192406.101058 + Penalty 126394.783840 = -2066011.317218 nChanged 4 Deleting Class 99 (4 points): Lose 40.897601 but Gain 1143.458615 Iteration 102Q (118.976770 sec): 137 clusters Score: Raw -2192373.386972 + Penalty 125254.082918 = -2067119.304054 nChanged 7 Deleting Class 179 (9 points): Lose 94.192939 but Gain 1195.744505 Iteration 103Q (119.319077 sec): 136 clusters Score: Raw -2192290.135517 + Penalty 124106.955437 = -2068183.180080 nChanged 10 Deleting Class 185 (2 points): Lose 24.879150 but Gain 1124.672998 Iteration 104Q (119.669876 sec): 135 clusters Score: Raw -2192290.440261 + Penalty 123012.735736 = -2069277.704525 nChanged 5 Deleting Class 142 (11 points): Lose 122.095770 but Gain 1213.518059 Iteration 105Q (120.012476 sec): 134 clusters Score: Raw -2192181.601664 + Penalty 121819.531057 = -2070362.070606 nChanged 11 Deleting Class 121 (26 points): Lose 122.992413 but Gain 1208.764802 Iteration 106Q (120.356304 sec): 133 clusters Score: Raw -2192077.878445 + Penalty 120643.191064 = -2071434.687381 nChanged 27 Deleting Class 70 (39 points): Lose 188.485898 but Gain 1271.651690 Iteration 107Q (120.695795 sec): 132 clusters Score: Raw -2191944.176690 + Penalty 119407.278066 = -2072536.898624 nChanged 45 Deleting Class 163 (12 points): Lose 110.094223 but Gain 1191.523940 Iteration 108Q (121.037270 sec): 131 clusters Score: Raw -2191942.854825 + Penalty 118289.704124 = -2073653.150700 nChanged 18 Deleting Class 161 (4 points): Lose 38.090920 but Gain 1119.029344 Iteration 109Q (121.378725 sec): 130 clusters Score: Raw -2191953.095055 + Penalty 117207.702709 = -2074745.392346 nChanged 15 Deleting Class 137 (7 points): Lose 73.844448 but Gain 1148.820945 Iteration 110F (124.572745 sec): 129 clusters Score: Raw -2191896.904609 + Penalty 116124.276586 = -2075772.628023 nChanged 9 Deleting Class 21 (24 points): Lose 143.734710 but Gain 1215.010273 Iteration 111Q (124.906026 sec): 128 clusters Score: Raw -2191779.180642 + Penalty 115002.588426 = -2076776.592215 nChanged 25 Deleting Class 198 (5 points): Lose 56.076969 but Gain 1127.280386 Iteration 112Q (125.246419 sec): 127 clusters Score: Raw -2191789.210053 + Penalty 113896.261055 = -2077892.948998 nChanged 12 Deleting Class 16 (20 points): Lose 115.335176 but Gain 1185.738572 Iteration 113Q (125.577670 sec): 126 clusters Score: Raw -2191700.435152 + Penalty 112744.277138 = -2078956.158014 nChanged 26 Deleting Class 193 (3 points): Lose 32.840417 but Gain 1098.599935 Iteration 114Q (125.919128 sec): 125 clusters Score: Raw -2191709.465264 + Penalty 111682.594125 = -2080026.871139 nChanged 8 Deleting Class 221 (2 points): Lose 14.723001 but Gain 1080.016930 Iteration 115Q (126.249630 sec): 124 clusters Score: Raw -2191717.082465 + Penalty 110632.445708 = -2081084.636757 nChanged 11 Deleting Class 147 (7 points): Lose 75.556240 but Gain 1131.446097 Iteration 116Q (126.581169 sec): 123 clusters Score: Raw -2191672.220648 + Penalty 109573.365896 = -2082098.854753 nChanged 13 Deleting Class 68 (34 points): Lose 256.191333 but Gain 1307.475725 Iteration 117Q (126.907908 sec): 122 clusters Score: Raw -2191441.918090 + Penalty 108404.477244 = -2083037.440846 nChanged 42 Deleting Class 119 (34 points): Lose 317.481534 but Gain 1364.090084 Iteration 118Q (127.235130 sec): 121 clusters Score: Raw -2191270.168305 + Penalty 107025.931750 = -2084244.236555 nChanged 48 Writing temp clu file Memory request: 0.24 GB would take us to total of 0.49 GB. Compute initial score before splitting: Score: Raw -2191270.168305 + Penalty 107025.931750 = -2084244.236555Memory request: 0.01 GB would take us to total of 0.49 GB. Trying to split cluster 1 (784 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.402953 sec): 2 clusters Score: Raw -31389.438818 + Penalty 46.517982 = -31342.920836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.404543 sec): 3 clusters Score: Raw -30894.397747 + Penalty 92.644494 = -30801.753252 nChanged 369 SP:Iteration 1F (127.406091 sec): 3 clusters Score: Raw -31191.533184 + Penalty 89.856030 = -31101.677154 nChanged 57 SP:Iteration 2F (127.407616 sec): 3 clusters Score: Raw -31238.207919 + Penalty 89.571915 = -31148.636004 nChanged 29 SP:Iteration 3Q (127.409143 sec): 3 clusters Score: Raw -31295.413718 + Penalty 88.579073 = -31206.834646 nChanged 19 SP:Iteration 4Q (127.410640 sec): 3 clusters Score: Raw -31318.710142 + Penalty 87.814789 = -31230.895353 nChanged 21 SP:Iteration 5Q (127.412074 sec): 3 clusters Score: Raw -31333.012579 + Penalty 88.706877 = -31244.305703 nChanged 19 SP:Iteration 6Q (127.413463 sec): 3 clusters Score: Raw -31342.926131 + Penalty 89.786754 = -31253.139377 nChanged 12 SP:Iteration 7Q (127.414850 sec): 3 clusters Score: Raw -31350.277828 + Penalty 90.306720 = -31259.971108 nChanged 18 SP:Iteration 8Q (127.416334 sec): 3 clusters Score: Raw -31363.115490 + Penalty 90.033751 = -31273.081740 nChanged 13 SP:Iteration 9Q (127.417757 sec): 3 clusters Score: Raw -31373.203080 + Penalty 91.217885 = -31281.985194 nChanged 12 SP:Iteration 10F (127.419329 sec): 3 clusters Score: Raw -31383.835743 + Penalty 96.705333 = -31287.130410 nChanged 11 SP:Iteration 11Q (127.420609 sec): 3 clusters Score: Raw -31396.338095 + Penalty 106.163653 = -31290.174443 nChanged 8 SP:Iteration 12Q (127.421920 sec): 3 clusters Score: Raw -31406.861963 + Penalty 120.778606 = -31286.083357 nChanged 5 SP:Iteration 13F (127.423463 sec): 3 clusters Score: Raw -31416.512519 + Penalty 125.351125 = -31291.161394 nChanged 1 SP:Iteration 14Q (127.424704 sec): 3 clusters Score: Raw -31420.607770 + Penalty 131.070957 = -31289.536813 nChanged 1 SP:Iteration 15F (127.426258 sec): 3 clusters Score: Raw -31426.318904 + Penalty 143.030918 = -31283.287986 nChanged 2 SP:Iteration 16F (127.427797 sec): 3 clusters Score: Raw -31433.013613 + Penalty 143.030918 = -31289.982695 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 2 (2003 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.435218 sec): 2 clusters Score: Raw -89516.859585 + Penalty 222.411094 = -89294.448491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.438973 sec): 3 clusters Score: Raw -88254.427155 + Penalty 444.540803 = -87809.886352 nChanged 875 SP:Iteration 1F (127.442592 sec): 3 clusters Score: Raw -88896.016541 + Penalty 445.165275 = -88450.851266 nChanged 254 SP:Iteration 2F (127.446212 sec): 3 clusters Score: Raw -89067.493509 + Penalty 449.854259 = -88617.639250 nChanged 136 SP:Iteration 3F (127.449815 sec): 3 clusters Score: Raw -89183.315283 + Penalty 464.309718 = -88719.005565 nChanged 111 SP:Iteration 4F (127.453408 sec): 3 clusters Score: Raw -89278.832397 + Penalty 483.254071 = -88795.578326 nChanged 94 SP:Iteration 5Q (127.456775 sec): 3 clusters Score: Raw -89362.046255 + Penalty 492.234023 = -88869.812232 nChanged 61 SP:Iteration 6Q (127.459998 sec): 3 clusters Score: Raw -89409.955489 + Penalty 505.995193 = -88903.960295 nChanged 40 SP:Iteration 7Q (127.463302 sec): 3 clusters Score: Raw -89444.529921 + Penalty 531.424361 = -88913.105561 nChanged 36 SP:Iteration 8Q (127.466394 sec): 3 clusters Score: Raw -89478.978103 + Penalty 553.348738 = -88925.629365 nChanged 21 SP:Iteration 9Q (127.469367 sec): 3 clusters Score: Raw -89496.807269 + Penalty 587.977955 = -88908.829314 nChanged 16 SP:Iteration 10F (127.473085 sec): 3 clusters Score: Raw -89509.847420 + Penalty 607.611126 = -88902.236295 nChanged 11 SP:Iteration 11F (127.476725 sec): 3 clusters Score: Raw -89520.810350 + Penalty 625.384179 = -88895.426171 nChanged 7 SP:Iteration 12F (127.480518 sec): 3 clusters Score: Raw -89527.600621 + Penalty 631.138087 = -88896.462535 nChanged 4 SP:Iteration 13Q (127.483613 sec): 3 clusters Score: Raw -89530.783480 + Penalty 629.948831 = -88900.834649 nChanged 2 SP:Iteration 14Q (127.486774 sec): 3 clusters Score: Raw -89531.903300 + Penalty 643.830830 = -88888.072470 nChanged 1 SP:Iteration 15F (127.490694 sec): 3 clusters Score: Raw -89533.882576 + Penalty 652.258855 = -88881.623720 nChanged 1 SP:Iteration 16F (127.494471 sec): 3 clusters Score: Raw -89535.391648 + Penalty 652.258855 = -88883.132793 nChanged 0 Memory request: 0.15 GB would take us to total of 0.64 GB. Trying to split cluster 3 (32277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.637200 sec): 2 clusters Score: Raw -1400632.013497 + Penalty 94.853483 = -1400537.160014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.697817 sec): 3 clusters Score: Raw -1378721.432233 + Penalty 188.520092 = -1378532.912142 nChanged 15751 SP:Iteration 1F (127.757616 sec): 3 clusters Score: Raw -1389196.312183 + Penalty 187.789312 = -1389008.522871 nChanged 4334 SP:Iteration 2F (127.818459 sec): 3 clusters Score: Raw -1393721.392969 + Penalty 190.060940 = -1393531.332029 nChanged 3202 SP:Iteration 3F (127.878841 sec): 3 clusters Score: Raw -1397300.098916 + Penalty 190.706300 = -1397109.392616 nChanged 1524 SP:Iteration 4Q (127.939130 sec): 3 clusters Score: Raw -1399112.561927 + Penalty 189.563341 = -1398922.998585 nChanged 625 SP:Iteration 5Q (127.991573 sec): 3 clusters Score: Raw -1399531.800648 + Penalty 189.252288 = -1399342.548360 nChanged 409 SP:Iteration 6Q (128.042698 sec): 3 clusters Score: Raw -1399751.596526 + Penalty 189.445799 = -1399562.150728 nChanged 310 SP:Iteration 7Q (128.093760 sec): 3 clusters Score: Raw -1399915.037757 + Penalty 189.050464 = -1399725.987293 nChanged 238 SP:Iteration 8Q (128.143689 sec): 3 clusters Score: Raw -1400039.349875 + Penalty 188.361394 = -1399850.988482 nChanged 188 SP:Iteration 9Q (128.193581 sec): 3 clusters Score: Raw -1400132.481429 + Penalty 184.089684 = -1399948.391745 nChanged 171 SP:Iteration 10F (128.253455 sec): 3 clusters Score: Raw -1400206.403735 + Penalty 181.736598 = -1400024.667136 nChanged 137 SP:Iteration 11Q (128.303631 sec): 3 clusters Score: Raw -1400263.042375 + Penalty 179.691795 = -1400083.350581 nChanged 113 SP:Iteration 12Q (128.352754 sec): 3 clusters Score: Raw -1400306.525639 + Penalty 179.600945 = -1400126.924694 nChanged 103 SP:Iteration 13Q (128.407841 sec): 3 clusters Score: Raw -1400348.368493 + Penalty 178.412240 = -1400169.956252 nChanged 103 SP:Iteration 14Q (128.455876 sec): 3 clusters Score: Raw -1400392.778132 + Penalty 175.837431 = -1400216.940701 nChanged 84 SP:Iteration 15Q (128.503961 sec): 3 clusters Score: Raw -1400425.878045 + Penalty 176.285033 = -1400249.593012 nChanged 83 SP:Iteration 16Q (128.551594 sec): 3 clusters Score: Raw -1400457.696963 + Penalty 176.661210 = -1400281.035754 nChanged 81 SP:Iteration 17Q (128.599297 sec): 3 clusters Score: Raw -1400490.604084 + Penalty 178.911563 = -1400311.692521 nChanged 79 SP:Iteration 18Q (128.646682 sec): 3 clusters Score: Raw -1400529.068900 + Penalty 175.881108 = -1400353.187793 nChanged 71 SP:Iteration 19Q (128.694416 sec): 3 clusters Score: Raw -1400571.994315 + Penalty 179.891449 = -1400392.102866 nChanged 43 SP:Iteration 20F (128.753787 sec): 3 clusters Score: Raw -1400600.990702 + Penalty 185.966522 = -1400415.024181 nChanged 17 SP:Iteration 21Q (128.801100 sec): 3 clusters Score: Raw -1400621.068903 + Penalty 185.772823 = -1400435.296080 nChanged 11 SP:Iteration 22Q (128.849368 sec): 3 clusters Score: Raw -1400634.961807 + Penalty 184.738571 = -1400450.223236 nChanged 12 SP:Iteration 23Q (128.906023 sec): 3 clusters Score: Raw -1400640.278640 + Penalty 172.723173 = -1400467.555467 nChanged 10 SP:Iteration 24Q (128.956520 sec): 3 clusters Score: Raw -1400656.369607 + Penalty 176.372330 = -1400479.997277 nChanged 9 SP:Iteration 25Q (129.007134 sec): 3 clusters Score: Raw -1400659.405782 + Penalty 177.230697 = -1400482.175086 nChanged 8 SP:Iteration 26Q (129.057811 sec): 3 clusters Score: Raw -1400663.443178 + Penalty 175.152292 = -1400488.290886 nChanged 8 SP:Iteration 27Q (129.108121 sec): 3 clusters Score: Raw -1400666.536847 + Penalty 175.031401 = -1400491.505446 nChanged 5 SP:Iteration 28Q (129.158682 sec): 3 clusters Score: Raw -1400668.146755 + Penalty 174.361931 = -1400493.784824 nChanged 2 SP:Iteration 29Q (129.209187 sec): 3 clusters Score: Raw -1400668.241217 + Penalty 173.822039 = -1400494.419178 nChanged 2 SP:Iteration 30F (129.272512 sec): 3 clusters Score: Raw -1400670.332335 + Penalty 173.103452 = -1400497.228883 nChanged 3 SP:Iteration 31Q (129.322970 sec): 3 clusters Score: Raw -1400671.848000 + Penalty 171.927577 = -1400499.920423 nChanged 5 SP:Iteration 32Q (129.373775 sec): 3 clusters Score: Raw -1400675.616731 + Penalty 170.480724 = -1400505.136007 nChanged 7 SP:Iteration 33Q (129.427883 sec): 3 clusters Score: Raw -1400677.872745 + Penalty 170.024055 = -1400507.848690 nChanged 2 SP:Iteration 34Q (129.475091 sec): 3 clusters Score: Raw -1400678.434800 + Penalty 170.089626 = -1400508.345175 nChanged 2 SP:Iteration 35Q (129.522312 sec): 3 clusters Score: Raw -1400678.968189 + Penalty 169.867284 = -1400509.100905 nChanged 3 SP:Iteration 36Q (129.569614 sec): 3 clusters Score: Raw -1400679.929584 + Penalty 170.089626 = -1400509.839958 nChanged 1 SP:Iteration 37Q (129.616857 sec): 3 clusters Score: Raw -1400680.013537 + Penalty 170.089626 = -1400509.923911 nChanged 0 SP:Iteration 38F (129.681066 sec): 3 clusters Score: Raw -1400680.013537 + Penalty 170.089626 = -1400509.923911 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 4 (926 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (129.702483 sec): 2 clusters Score: Raw -42360.289389 + Penalty 99.320749 = -42260.968640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (129.704332 sec): 3 clusters Score: Raw -41769.109726 + Penalty 198.391767 = -41570.717959 nChanged 394 SP:Iteration 1F (129.706141 sec): 3 clusters Score: Raw -42013.870170 + Penalty 198.054626 = -41815.815544 nChanged 93 SP:Iteration 2F (129.707934 sec): 3 clusters Score: Raw -42061.059374 + Penalty 197.362061 = -41863.697313 nChanged 48 SP:Iteration 3F (129.709710 sec): 3 clusters Score: Raw -42093.583118 + Penalty 197.212821 = -41896.370297 nChanged 53 SP:Iteration 4F (129.711492 sec): 3 clusters Score: Raw -42131.671962 + Penalty 197.948921 = -41933.723041 nChanged 52 SP:Iteration 5F (129.713269 sec): 3 clusters Score: Raw -42168.679895 + Penalty 199.216522 = -41969.463373 nChanged 51 SP:Iteration 6F (129.715045 sec): 3 clusters Score: Raw -42193.765083 + Penalty 202.041729 = -41991.723354 nChanged 39 SP:Iteration 7Q (129.716796 sec): 3 clusters Score: Raw -42215.283776 + Penalty 203.921029 = -42011.362747 nChanged 34 SP:Iteration 8Q (129.718564 sec): 3 clusters Score: Raw -42234.262753 + Penalty 206.722937 = -42027.539816 nChanged 29 SP:Iteration 9Q (129.720287 sec): 3 clusters Score: Raw -42250.910092 + Penalty 213.708841 = -42037.201251 nChanged 38 SP:Iteration 10F (129.722065 sec): 3 clusters Score: Raw -42278.675324 + Penalty 220.198372 = -42058.476952 nChanged 29 SP:Iteration 11Q (129.723730 sec): 3 clusters Score: Raw -42297.587377 + Penalty 224.899165 = -42072.688211 nChanged 22 SP:Iteration 12Q (129.725347 sec): 3 clusters Score: Raw -42312.950908 + Penalty 233.808487 = -42079.142420 nChanged 22 SP:Iteration 13Q (129.726940 sec): 3 clusters Score: Raw -42324.708257 + Penalty 241.710944 = -42082.997314 nChanged 12 SP:Iteration 14Q (129.728566 sec): 3 clusters Score: Raw -42331.551516 + Penalty 251.746691 = -42079.804825 nChanged 13 SP:Iteration 15F (129.730378 sec): 3 clusters Score: Raw -42339.138256 + Penalty 260.398338 = -42078.739918 nChanged 8 SP:Iteration 16F (129.732174 sec): 3 clusters Score: Raw -42343.633204 + Penalty 272.343003 = -42071.290201 nChanged 9 SP:Iteration 17F (129.733951 sec): 3 clusters Score: Raw -42348.336675 + Penalty 289.388916 = -42058.947759 nChanged 8 SP:Iteration 18F (129.735765 sec): 3 clusters Score: Raw -42351.719080 + Penalty 303.661863 = -42048.057217 nChanged 5 SP:Iteration 19F (129.737568 sec): 3 clusters Score: Raw -42356.214132 + Penalty 308.720114 = -42047.494018 nChanged 4 SP:Iteration 20F (129.739439 sec): 3 clusters Score: Raw -42360.183188 + Penalty 316.707589 = -42043.475599 nChanged 4 SP:Iteration 21F (129.741307 sec): 3 clusters Score: Raw -42363.046068 + Penalty 323.152026 = -42039.894042 nChanged 4 SP:Iteration 22F (129.743121 sec): 3 clusters Score: Raw -42364.990282 + Penalty 335.134312 = -42029.855970 nChanged 3 SP:Iteration 23F (129.744927 sec): 3 clusters Score: Raw -42365.804297 + Penalty 336.860512 = -42028.943785 nChanged 3 SP:Iteration 24F (129.746701 sec): 3 clusters Score: Raw -42367.317316 + Penalty 362.986436 = -42004.330880 nChanged 5 SP:Iteration 25F (129.748476 sec): 3 clusters Score: Raw -42370.674521 + Penalty 404.263763 = -41966.410758 nChanged 3 SP:Iteration 26F (129.750245 sec): 3 clusters Score: Raw -42373.713016 + Penalty 414.100372 = -41959.612644 nChanged 1 SP:Iteration 27F (129.752062 sec): 3 clusters Score: Raw -42375.609491 + Penalty 419.140334 = -41956.469157 nChanged 1 SP:Iteration 28F (129.753880 sec): 3 clusters Score: Raw -42377.326640 + Penalty 462.500670 = -41914.825970 nChanged 2 SP:Iteration 29F (129.755684 sec): 3 clusters Score: Raw -42381.562414 + Penalty 487.515096 = -41894.047318 nChanged 1 SP:Iteration 30F (129.757534 sec): 3 clusters Score: Raw -42381.851135 + Penalty 487.515096 = -41894.336039 nChanged 0 Memory request: 0.03 GB would take us to total of 0.51 GB. Trying to split cluster 5 (5157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (129.779878 sec): 2 clusters Score: Raw -216937.542215 + Penalty 78.128232 = -216859.413983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (129.789367 sec): 3 clusters Score: Raw -213575.318436 + Penalty 157.731958 = -213417.586477 nChanged 2458 SP:Iteration 1F (129.798738 sec): 3 clusters Score: Raw -215710.715453 + Penalty 157.626921 = -215553.088532 nChanged 600 SP:Iteration 2F (129.808189 sec): 3 clusters Score: Raw -216203.268849 + Penalty 157.432313 = -216045.836535 nChanged 405 SP:Iteration 3F (129.817406 sec): 3 clusters Score: Raw -216489.381456 + Penalty 157.080476 = -216332.300980 nChanged 252 SP:Iteration 4Q (129.826474 sec): 3 clusters Score: Raw -216638.097514 + Penalty 156.878895 = -216481.218619 nChanged 137 SP:Iteration 5Q (129.835334 sec): 3 clusters Score: Raw -216683.486457 + Penalty 156.846550 = -216526.639907 nChanged 64 SP:Iteration 6Q (129.844403 sec): 3 clusters Score: Raw -216697.247035 + Penalty 156.893737 = -216540.353298 nChanged 32 SP:Iteration 7Q (129.853267 sec): 3 clusters Score: Raw -216702.473350 + Penalty 156.926589 = -216545.546761 nChanged 27 SP:Iteration 8Q (129.862122 sec): 3 clusters Score: Raw -216705.663646 + Penalty 156.940391 = -216548.723255 nChanged 24 SP:Iteration 9Q (129.870923 sec): 3 clusters Score: Raw -216708.028256 + Penalty 156.942514 = -216551.085742 nChanged 16 SP:Iteration 10F (129.880278 sec): 3 clusters Score: Raw -216708.988516 + Penalty 156.998026 = -216551.990490 nChanged 15 SP:Iteration 11Q (129.888995 sec): 3 clusters Score: Raw -216710.150780 + Penalty 157.056018 = -216553.094762 nChanged 10 SP:Iteration 12Q (129.897916 sec): 3 clusters Score: Raw -216710.808767 + Penalty 157.113319 = -216553.695448 nChanged 8 SP:Iteration 13Q (129.906744 sec): 3 clusters Score: Raw -216711.460775 + Penalty 157.187307 = -216554.273468 nChanged 10 SP:Iteration 14Q (129.916114 sec): 3 clusters Score: Raw -216713.073830 + Penalty 157.280034 = -216555.793797 nChanged 16 SP:Iteration 15Q (129.925449 sec): 3 clusters Score: Raw -216715.126605 + Penalty 157.365903 = -216557.760702 nChanged 17 SP:Iteration 16Q (129.934193 sec): 3 clusters Score: Raw -216717.479379 + Penalty 157.416732 = -216560.062647 nChanged 16 SP:Iteration 17Q (129.943441 sec): 3 clusters Score: Raw -216719.204501 + Penalty 157.503031 = -216561.701470 nChanged 13 SP:Iteration 18Q (129.952147 sec): 3 clusters Score: Raw -216719.954442 + Penalty 157.536123 = -216562.418318 nChanged 8 SP:Iteration 19Q (129.960809 sec): 3 clusters Score: Raw -216720.298164 + Penalty 157.537484 = -216562.760681 nChanged 4 SP:Iteration 20F (129.970134 sec): 3 clusters Score: Raw -216720.355294 + Penalty 157.537377 = -216562.817918 nChanged 2 SP:Iteration 21Q (129.978924 sec): 3 clusters Score: Raw -216720.515626 + Penalty 157.522205 = -216562.993421 nChanged 3 SP:Iteration 22Q (129.987650 sec): 3 clusters Score: Raw -216720.845264 + Penalty 157.450798 = -216563.394466 nChanged 8 SP:Iteration 23Q (129.996524 sec): 3 clusters Score: Raw -216721.599824 + Penalty 157.441024 = -216564.158799 nChanged 4 SP:Iteration 24Q (130.005184 sec): 3 clusters Score: Raw -216721.828904 + Penalty 157.415862 = -216564.413042 nChanged 8 SP:Iteration 25Q (130.014239 sec): 3 clusters Score: Raw -216722.463804 + Penalty 157.395197 = -216565.068607 nChanged 8 SP:Iteration 26Q (130.023067 sec): 3 clusters Score: Raw -216722.789740 + Penalty 157.395608 = -216565.394132 nChanged 8 SP:Iteration 27Q (130.031846 sec): 3 clusters Score: Raw -216723.056738 + Penalty 157.401360 = -216565.655378 nChanged 3 SP:Iteration 28Q (130.040520 sec): 3 clusters Score: Raw -216723.095719 + Penalty 157.420602 = -216565.675118 nChanged 4 SP:Iteration 29Q (130.049888 sec): 3 clusters Score: Raw -216723.195106 + Penalty 157.421518 = -216565.773588 nChanged 9 SP:Iteration 30F (130.059260 sec): 3 clusters Score: Raw -216723.453968 + Penalty 157.430874 = -216566.023094 nChanged 5 SP:Iteration 31Q (130.068060 sec): 3 clusters Score: Raw -216723.671776 + Penalty 157.468168 = -216566.203609 nChanged 5 SP:Iteration 32Q (130.076726 sec): 3 clusters Score: Raw -216723.812342 + Penalty 157.484926 = -216566.327417 nChanged 2 SP:Iteration 33Q (130.085516 sec): 3 clusters Score: Raw -216723.834830 + Penalty 157.493565 = -216566.341265 nChanged 1 SP:Iteration 34Q (130.094402 sec): 3 clusters Score: Raw -216723.847144 + Penalty 157.493885 = -216566.353259 nChanged 2 SP:Iteration 35Q (130.103076 sec): 3 clusters Score: Raw -216723.877058 + Penalty 157.513583 = -216566.363475 nChanged 3 SP:Iteration 36Q (130.111861 sec): 3 clusters Score: Raw -216723.953543 + Penalty 157.546795 = -216566.406748 nChanged 4 SP:Iteration 37Q (130.120689 sec): 3 clusters Score: Raw -216724.004464 + Penalty 157.572478 = -216566.431986 nChanged 3 SP:Iteration 38Q (130.129593 sec): 3 clusters Score: Raw -216724.036605 + Penalty 157.572478 = -216566.464127 nChanged 0 SP:Iteration 39F (130.138899 sec): 3 clusters Score: Raw -216724.036605 + Penalty 157.572478 = -216566.464127 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 7 (2111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.159062 sec): 2 clusters Score: Raw -94854.178502 + Penalty 351.844476 = -94502.334026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.163044 sec): 3 clusters Score: Raw -93582.203334 + Penalty 719.537920 = -92862.665414 nChanged 883 SP:Iteration 1F (130.167011 sec): 3 clusters Score: Raw -94174.191518 + Penalty 743.764034 = -93430.427484 nChanged 301 SP:Iteration 2F (130.170934 sec): 3 clusters Score: Raw -94418.380626 + Penalty 778.860178 = -93639.520448 nChanged 183 SP:Iteration 3F (130.174787 sec): 3 clusters Score: Raw -94584.381292 + Penalty 799.662021 = -93784.719271 nChanged 108 SP:Iteration 4F (130.178706 sec): 3 clusters Score: Raw -94691.770228 + Penalty 819.623599 = -93872.146629 nChanged 67 SP:Iteration 5Q (130.182456 sec): 3 clusters Score: Raw -94773.861958 + Penalty 826.979268 = -93946.882690 nChanged 34 SP:Iteration 6Q (130.186062 sec): 3 clusters Score: Raw -94817.469924 + Penalty 825.416517 = -93992.053407 nChanged 24 SP:Iteration 7Q (130.189415 sec): 3 clusters Score: Raw -94855.178704 + Penalty 822.884044 = -94032.294661 nChanged 19 SP:Iteration 8Q (130.192811 sec): 3 clusters Score: Raw -94881.644017 + Penalty 817.117784 = -94064.526233 nChanged 14 SP:Iteration 9Q (130.196107 sec): 3 clusters Score: Raw -94894.761043 + Penalty 811.981784 = -94082.779259 nChanged 6 SP:Iteration 10F (130.199952 sec): 3 clusters Score: Raw -94900.405795 + Penalty 814.431942 = -94085.973852 nChanged 3 SP:Iteration 11Q (130.203164 sec): 3 clusters Score: Raw -94902.585774 + Penalty 815.334649 = -94087.251125 nChanged 1 SP:Iteration 12Q (130.206333 sec): 3 clusters Score: Raw -94902.864351 + Penalty 815.334649 = -94087.529702 nChanged 0 SP:Iteration 13F (130.210200 sec): 3 clusters Score: Raw -94902.864351 + Penalty 815.334649 = -94087.529702 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 8 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.213427 sec): 2 clusters Score: Raw -3925.584525 + Penalty 404.520874 = -3521.063651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.213797 sec): 3 clusters Score: Raw -3938.043227 + Penalty 808.733291 = -3129.309936 nChanged 9 SP:Iteration 1F (130.214151 sec): 3 clusters Score: Raw -3957.386702 + Penalty 809.041747 = -3148.344955 nChanged 1 SP:Iteration 2Q (130.214499 sec): 3 clusters Score: Raw -3959.701335 + Penalty 809.041747 = -3150.659587 nChanged 0 SP:Iteration 3F (130.214851 sec): 3 clusters Score: Raw -3959.701335 + Penalty 809.041747 = -3150.659587 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 9 (1026 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.220095 sec): 2 clusters Score: Raw -44410.053824 + Penalty 339.113614 = -44070.940210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.222114 sec): 3 clusters Score: Raw -43803.370086 + Penalty 692.997980 = -43110.372106 nChanged 386 SP:Iteration 1F (130.224103 sec): 3 clusters Score: Raw -44059.247314 + Penalty 718.467240 = -43340.780074 nChanged 154 SP:Iteration 2F (130.226056 sec): 3 clusters Score: Raw -44175.841634 + Penalty 748.550040 = -43427.291594 nChanged 77 SP:Iteration 3F (130.228006 sec): 3 clusters Score: Raw -44269.150851 + Penalty 773.439462 = -43495.711389 nChanged 69 SP:Iteration 4F (130.229954 sec): 3 clusters Score: Raw -44361.031225 + Penalty 788.238308 = -43572.792917 nChanged 43 SP:Iteration 5Q (130.231868 sec): 3 clusters Score: Raw -44402.771252 + Penalty 796.935696 = -43605.835556 nChanged 28 SP:Iteration 6Q (130.233765 sec): 3 clusters Score: Raw -44423.803017 + Penalty 799.829717 = -43623.973300 nChanged 18 SP:Iteration 7Q (130.235625 sec): 3 clusters Score: Raw -44434.969824 + Penalty 800.082766 = -43634.887058 nChanged 14 SP:Iteration 8Q (130.237479 sec): 3 clusters Score: Raw -44440.705140 + Penalty 803.008326 = -43637.696814 nChanged 7 SP:Iteration 9Q (130.239365 sec): 3 clusters Score: Raw -44442.759076 + Penalty 804.769207 = -43637.989868 nChanged 2 SP:Iteration 10F (130.241374 sec): 3 clusters Score: Raw -44443.867645 + Penalty 805.167216 = -43638.700429 nChanged 1 SP:Iteration 11Q (130.243246 sec): 3 clusters Score: Raw -44443.967299 + Penalty 805.167216 = -43638.800082 nChanged 0 SP:Iteration 12F (130.245195 sec): 3 clusters Score: Raw -44443.967299 + Penalty 805.167216 = -43638.800082 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 10 (356 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.249235 sec): 2 clusters Score: Raw -14782.746508 + Penalty 821.013203 = -13961.733305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.250070 sec): 3 clusters Score: Raw -14756.403675 + Penalty 1642.796875 = -13113.606801 nChanged 66 SP:Iteration 1F (130.250893 sec): 3 clusters Score: Raw -14858.316487 + Penalty 1642.127489 = -13216.188998 nChanged 15 SP:Iteration 2Q (130.251702 sec): 3 clusters Score: Raw -14882.253252 + Penalty 1642.235363 = -13240.017889 nChanged 2 SP:Iteration 3Q (130.252503 sec): 3 clusters Score: Raw -14887.171716 + Penalty 1642.029623 = -13245.142093 nChanged 4 SP:Iteration 4Q (130.253364 sec): 3 clusters Score: Raw -14901.318897 + Penalty 1642.734289 = -13258.584608 nChanged 3 SP:Iteration 5Q (130.254183 sec): 3 clusters Score: Raw -14910.188938 + Penalty 1643.270106 = -13266.918832 nChanged 3 SP:Iteration 6Q (130.254999 sec): 3 clusters Score: Raw -14914.463638 + Penalty 1643.624555 = -13270.839084 nChanged 2 SP:Iteration 7Q (130.255814 sec): 3 clusters Score: Raw -14919.289847 + Penalty 1644.447090 = -13274.842757 nChanged 4 SP:Iteration 8Q (130.256630 sec): 3 clusters Score: Raw -14930.958308 + Penalty 1644.963990 = -13285.994318 nChanged 2 SP:Iteration 9Q (130.257414 sec): 3 clusters Score: Raw -14934.367463 + Penalty 1644.954479 = -13289.412984 nChanged 1 SP:Iteration 10F (130.258229 sec): 3 clusters Score: Raw -14936.433485 + Penalty 1644.954479 = -13291.479006 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 11 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.258924 sec): 2 clusters Score: Raw -1139.907119 + Penalty 130.103385 = -1009.803734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.259192 sec): 3 clusters Score: Raw -1153.365769 + Penalty 258.333534 = -895.032234 nChanged 1 SP:Iteration 1Q (130.259446 sec): 3 clusters Score: Raw -1155.438393 + Penalty 259.273353 = -896.165040 nChanged 1 SP:Iteration 2Q (130.259700 sec): 3 clusters Score: Raw -1156.865062 + Penalty 259.273353 = -897.591709 nChanged 0 SP:Iteration 3F (130.259957 sec): 3 clusters Score: Raw -1156.865062 + Penalty 259.273353 = -897.591709 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 12 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.260574 sec): 2 clusters Score: Raw -2538.487620 + Penalty 268.489630 = -2269.997990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.260888 sec): 3 clusters Score: Raw -2554.504203 + Penalty 536.762499 = -2017.741704 nChanged 1 SP:Iteration 1Q (130.261192 sec): 3 clusters Score: Raw -2556.869152 + Penalty 537.405019 = -2019.464133 nChanged 2 SP:Iteration 2Q (130.261535 sec): 3 clusters Score: Raw -2560.865864 + Penalty 537.405019 = -2023.460846 nChanged 0 SP:Iteration 3F (130.261856 sec): 3 clusters Score: Raw -2560.865864 + Penalty 537.405019 = -2023.460846 nChanged 0 Memory request: 0.01 GB would take us to total of 0.49 GB. Trying to split cluster 13 (835 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.264926 sec): 2 clusters Score: Raw -34111.541830 + Penalty 256.954180 = -33854.587650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.266699 sec): 3 clusters Score: Raw -33641.561982 + Penalty 510.348833 = -33131.213149 nChanged 341 SP:Iteration 1F (130.268445 sec): 3 clusters Score: Raw -33909.952754 + Penalty 507.585425 = -33402.367329 nChanged 100 SP:Iteration 2F (130.270101 sec): 3 clusters Score: Raw -33991.868374 + Penalty 507.331455 = -33484.536919 nChanged 57 SP:Iteration 3F (130.271730 sec): 3 clusters Score: Raw -34035.976773 + Penalty 504.686687 = -33531.290086 nChanged 35 SP:Iteration 4Q (130.273402 sec): 3 clusters Score: Raw -34059.502825 + Penalty 502.430845 = -33557.071980 nChanged 17 SP:Iteration 5Q (130.275077 sec): 3 clusters Score: Raw -34065.519636 + Penalty 500.082440 = -33565.437196 nChanged 13 SP:Iteration 6Q (130.276724 sec): 3 clusters Score: Raw -34073.167390 + Penalty 498.461951 = -33574.705439 nChanged 11 SP:Iteration 7Q (130.278369 sec): 3 clusters Score: Raw -34076.833812 + Penalty 496.549696 = -33580.284116 nChanged 7 SP:Iteration 8Q (130.280007 sec): 3 clusters Score: Raw -34081.253809 + Penalty 495.307887 = -33585.945922 nChanged 10 SP:Iteration 9Q (130.281625 sec): 3 clusters Score: Raw -34084.487736 + Penalty 495.631761 = -33588.855975 nChanged 3 SP:Iteration 10F (130.283300 sec): 3 clusters Score: Raw -34084.815998 + Penalty 495.579542 = -33589.236456 nChanged 1 SP:Iteration 11Q (130.284947 sec): 3 clusters Score: Raw -34084.952385 + Penalty 494.495894 = -33590.456491 nChanged 2 SP:Iteration 12Q (130.286633 sec): 3 clusters Score: Raw -34085.325629 + Penalty 494.827107 = -33590.498522 nChanged 1 SP:Iteration 13Q (130.288248 sec): 3 clusters Score: Raw -34085.464231 + Penalty 494.196988 = -33591.267243 nChanged 2 SP:Iteration 14Q (130.289863 sec): 3 clusters Score: Raw -34085.712575 + Penalty 494.537629 = -33591.174946 nChanged 1 SP:Iteration 15F (130.291506 sec): 3 clusters Score: Raw -34085.821289 + Penalty 494.884986 = -33590.936304 nChanged 1 SP:Iteration 16F (130.293129 sec): 3 clusters Score: Raw -34085.881804 + Penalty 494.885405 = -33590.996399 nChanged 2 SP:Iteration 17Q (130.294745 sec): 3 clusters Score: Raw -34086.217481 + Penalty 494.679725 = -33591.537757 nChanged 1 SP:Iteration 18Q (130.296414 sec): 3 clusters Score: Raw -34086.263591 + Penalty 495.000432 = -33591.263159 nChanged 1 SP:Iteration 19F (130.298070 sec): 3 clusters Score: Raw -34086.321939 + Penalty 495.000432 = -33591.321507 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 14 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.298702 sec): 2 clusters Score: Raw -1714.714544 + Penalty 321.436415 = -1393.278129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.298987 sec): 3 clusters Score: Raw -1797.143985 + Penalty 643.247164 = -1153.896820 nChanged 1 SP:Iteration 1Q (130.299251 sec): 3 clusters Score: Raw -1799.427403 + Penalty 643.247164 = -1156.180239 nChanged 0 SP:Iteration 2F (130.299527 sec): 3 clusters Score: Raw -1799.427403 + Penalty 643.247164 = -1156.180239 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 15 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.300075 sec): 2 clusters Score: Raw -1016.256031 + Penalty 245.463520 = -770.792511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.300327 sec): 3 clusters Score: Raw -1048.980049 + Penalty 498.430910 = -550.549139 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 17 (71 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.300998 sec): 2 clusters Score: Raw -3106.643556 + Penalty 437.058725 = -2669.584831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.301340 sec): 3 clusters Score: Raw -3198.672022 + Penalty 874.493276 = -2324.178746 nChanged 2 SP:Iteration 1Q (130.301662 sec): 3 clusters Score: Raw -3205.751266 + Penalty 873.991204 = -2331.760062 nChanged 1 SP:Iteration 2Q (130.301981 sec): 3 clusters Score: Raw -3209.239122 + Penalty 873.991204 = -2335.247918 nChanged 0 SP:Iteration 3F (130.302316 sec): 3 clusters Score: Raw -3209.239122 + Penalty 873.991204 = -2335.247918 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 18 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.303006 sec): 2 clusters Score: Raw -3544.372277 + Penalty 557.532853 = -2986.839424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.303369 sec): 3 clusters Score: Raw -3644.851083 + Penalty 1115.332718 = -2529.518365 nChanged 4 SP:Iteration 1Q (130.303705 sec): 3 clusters Score: Raw -3662.994233 + Penalty 1115.007286 = -2547.986947 nChanged 1 SP:Iteration 2Q (130.304037 sec): 3 clusters Score: Raw -3667.725922 + Penalty 1115.007286 = -2552.718637 nChanged 0 SP:Iteration 3F (130.304393 sec): 3 clusters Score: Raw -3667.725922 + Penalty 1115.007286 = -2552.718637 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 19 (172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.305334 sec): 2 clusters Score: Raw -8401.007431 + Penalty 467.066808 = -7933.940624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.305859 sec): 3 clusters Score: Raw -8365.904297 + Penalty 934.741558 = -7431.162738 nChanged 26 SP:Iteration 1F (130.306401 sec): 3 clusters Score: Raw -8408.812282 + Penalty 936.287166 = -7472.525116 nChanged 8 SP:Iteration 2Q (130.306913 sec): 3 clusters Score: Raw -8428.751344 + Penalty 936.283821 = -7492.467523 nChanged 6 SP:Iteration 3Q (130.307403 sec): 3 clusters Score: Raw -8443.927797 + Penalty 937.394339 = -7506.533458 nChanged 1 SP:Iteration 4Q (130.307889 sec): 3 clusters Score: Raw -8446.755433 + Penalty 937.394339 = -7509.361095 nChanged 0 SP:Iteration 5F (130.308391 sec): 3 clusters Score: Raw -8446.755433 + Penalty 937.394339 = -7509.361095 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 20 (295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.309705 sec): 2 clusters Score: Raw -9417.235610 + Penalty 833.048777 = -8584.186833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.310432 sec): 3 clusters Score: Raw -9454.219047 + Penalty 1665.483966 = -7788.735081 nChanged 45 SP:Iteration 1F (130.311149 sec): 3 clusters Score: Raw -9537.904494 + Penalty 1664.496319 = -7873.408175 nChanged 15 SP:Iteration 2F (130.311863 sec): 3 clusters Score: Raw -9581.572000 + Penalty 1664.917720 = -7916.654280 nChanged 6 SP:Iteration 3Q (130.312542 sec): 3 clusters Score: Raw -9597.015800 + Penalty 1665.051168 = -7931.964633 nChanged 3 SP:Iteration 4Q (130.313218 sec): 3 clusters Score: Raw -9603.137822 + Penalty 1664.879820 = -7938.258002 nChanged 1 SP:Iteration 5Q (130.313891 sec): 3 clusters Score: Raw -9606.020766 + Penalty 1664.628608 = -7941.392158 nChanged 1 SP:Iteration 6Q (130.314564 sec): 3 clusters Score: Raw -9607.215838 + Penalty 1664.628608 = -7942.587230 nChanged 0 SP:Iteration 7F (130.315276 sec): 3 clusters Score: Raw -9607.215838 + Penalty 1664.628608 = -7942.587230 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 22 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.315801 sec): 2 clusters Score: Raw -391.884336 + Penalty 139.324219 = -252.560118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.316030 sec): 3 clusters Score: Raw -394.489429 + Penalty 291.303264 = -103.186165 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 23 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.316591 sec): 2 clusters Score: Raw -1321.427548 + Penalty 294.148331 = -1027.279217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.316854 sec): 3 clusters Score: Raw -1345.742282 + Penalty 583.331391 = -762.410891 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 24 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.317411 sec): 2 clusters Score: Raw -1166.385033 + Penalty 218.349406 = -948.035627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.317675 sec): 3 clusters Score: Raw -1214.743414 + Penalty 435.466337 = -779.277077 nChanged 1 SP:Iteration 1Q (130.317924 sec): 3 clusters Score: Raw -1225.851010 + Penalty 435.466337 = -790.384673 nChanged 0 SP:Iteration 2F (130.318183 sec): 3 clusters Score: Raw -1225.851010 + Penalty 435.466337 = -790.384673 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 25 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.318796 sec): 2 clusters Score: Raw -2273.863870 + Penalty 431.240538 = -1842.623332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.319104 sec): 3 clusters Score: Raw -2374.248789 + Penalty 865.132611 = -1509.116178 nChanged 1 SP:Iteration 1Q (130.319389 sec): 3 clusters Score: Raw -2377.898319 + Penalty 865.132611 = -1512.765708 nChanged 0 SP:Iteration 2F (130.319691 sec): 3 clusters Score: Raw -2377.898319 + Penalty 865.132611 = -1512.765708 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 26 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.320319 sec): 2 clusters Score: Raw -1836.710246 + Penalty 165.851815 = -1670.858431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.320614 sec): 3 clusters Score: Raw -1844.253143 + Penalty 330.732525 = -1513.520618 nChanged 1 SP:Iteration 1Q (130.320908 sec): 3 clusters Score: Raw -1845.114041 + Penalty 330.732525 = -1514.381516 nChanged 0 SP:Iteration 2F (130.321200 sec): 3 clusters Score: Raw -1845.114041 + Penalty 330.732525 = -1514.381516 nChanged 0 Memory request: 0.01 GB would take us to total of 0.49 GB. Trying to split cluster 27 (851 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.324016 sec): 2 clusters Score: Raw -38600.276951 + Penalty 314.810591 = -38285.466360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.325699 sec): 3 clusters Score: Raw -38109.008901 + Penalty 630.857534 = -37478.151367 nChanged 309 SP:Iteration 1F (130.327376 sec): 3 clusters Score: Raw -38273.786082 + Penalty 632.569825 = -37641.216257 nChanged 110 SP:Iteration 2F (130.329030 sec): 3 clusters Score: Raw -38342.040977 + Penalty 631.982064 = -37710.058912 nChanged 65 SP:Iteration 3F (130.330683 sec): 3 clusters Score: Raw -38379.699475 + Penalty 630.228343 = -37749.471132 nChanged 54 SP:Iteration 4F (130.332388 sec): 3 clusters Score: Raw -38415.784214 + Penalty 631.282419 = -37784.501796 nChanged 49 SP:Iteration 5F (130.334072 sec): 3 clusters Score: Raw -38455.376788 + Penalty 634.886821 = -37820.489967 nChanged 41 SP:Iteration 6Q (130.335732 sec): 3 clusters Score: Raw -38506.069262 + Penalty 643.267179 = -37862.802083 nChanged 40 SP:Iteration 7Q (130.337382 sec): 3 clusters Score: Raw -38555.309223 + Penalty 653.532497 = -37901.776726 nChanged 26 SP:Iteration 8Q (130.338999 sec): 3 clusters Score: Raw -38587.045762 + Penalty 663.171856 = -37923.873906 nChanged 14 SP:Iteration 9Q (130.340576 sec): 3 clusters Score: Raw -38600.060470 + Penalty 676.270367 = -37923.790103 nChanged 10 SP:Iteration 10F (130.342282 sec): 3 clusters Score: Raw -38609.388589 + Penalty 681.694205 = -37927.694384 nChanged 6 SP:Iteration 11Q (130.343886 sec): 3 clusters Score: Raw -38618.074844 + Penalty 685.053084 = -37933.021760 nChanged 3 SP:Iteration 12Q (130.345451 sec): 3 clusters Score: Raw -38621.813462 + Penalty 688.663080 = -37933.150381 nChanged 5 SP:Iteration 13Q (130.346967 sec): 3 clusters Score: Raw -38627.355189 + Penalty 695.777878 = -37931.577310 nChanged 3 SP:Iteration 14F (130.348755 sec): 3 clusters Score: Raw -38628.756428 + Penalty 696.011512 = -37932.744916 nChanged 3 SP:Iteration 15Q (130.350283 sec): 3 clusters Score: Raw -38630.219707 + Penalty 699.042552 = -37931.177155 nChanged 2 SP:Iteration 16F (130.351975 sec): 3 clusters Score: Raw -38631.502973 + Penalty 699.042552 = -37932.460421 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 28 (107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.353073 sec): 2 clusters Score: Raw -4471.972233 + Penalty 457.140183 = -4014.832050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.353481 sec): 3 clusters Score: Raw -4502.990717 + Penalty 914.518951 = -3588.471766 nChanged 8 SP:Iteration 1F (130.353878 sec): 3 clusters Score: Raw -4517.886643 + Penalty 915.242802 = -3602.643841 nChanged 1 SP:Iteration 2Q (130.354263 sec): 3 clusters Score: Raw -4519.893820 + Penalty 914.998884 = -3604.894936 nChanged 2 SP:Iteration 3Q (130.354649 sec): 3 clusters Score: Raw -4524.500411 + Penalty 914.998884 = -3609.501527 nChanged 0 SP:Iteration 4F (130.355045 sec): 3 clusters Score: Raw -4524.500411 + Penalty 914.998884 = -3609.501527 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 29 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.355592 sec): 2 clusters Score: Raw -105.325180 + Penalty 57.738882 = -47.586297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.355814 sec): 2 clusters Score: Raw -105.325180 + Penalty 57.738882 = -47.586297 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 30 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.356649 sec): 2 clusters Score: Raw -5902.139092 + Penalty 169.461587 = -5732.677506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.357109 sec): 3 clusters Score: Raw -5864.271829 + Penalty 348.564560 = -5515.707269 nChanged 40 SP:Iteration 1F (130.357561 sec): 3 clusters Score: Raw -5895.345916 + Penalty 350.710887 = -5544.635029 nChanged 8 SP:Iteration 2F (130.358013 sec): 3 clusters Score: Raw -5902.594640 + Penalty 351.514201 = -5551.080439 nChanged 4 SP:Iteration 3Q (130.358458 sec): 3 clusters Score: Raw -5906.817459 + Penalty 353.128968 = -5553.688491 nChanged 4 SP:Iteration 4Q (130.358903 sec): 3 clusters Score: Raw -5909.882227 + Penalty 354.312943 = -5555.569283 nChanged 4 SP:Iteration 5Q (130.359343 sec): 3 clusters Score: Raw -5912.123935 + Penalty 353.561928 = -5558.562007 nChanged 1 SP:Iteration 6Q (130.359782 sec): 3 clusters Score: Raw -5917.442986 + Penalty 353.561928 = -5563.881058 nChanged 0 SP:Iteration 7F (130.360232 sec): 3 clusters Score: Raw -5917.442986 + Penalty 353.561928 = -5563.881058 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 32 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.360933 sec): 2 clusters Score: Raw -3010.781469 + Penalty 264.435048 = -2746.346422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.361295 sec): 3 clusters Score: Raw -3030.344463 + Penalty 541.206320 = -2489.138143 nChanged 10 SP:Iteration 1F (130.361651 sec): 3 clusters Score: Raw -3051.632178 + Penalty 553.650613 = -2497.981565 nChanged 5 SP:Iteration 2F (130.362006 sec): 3 clusters Score: Raw -3063.068119 + Penalty 568.276001 = -2494.792118 nChanged 3 SP:Iteration 3F (130.362362 sec): 3 clusters Score: Raw -3070.237890 + Penalty 584.540032 = -2485.697859 nChanged 2 SP:Iteration 4F (130.362716 sec): 3 clusters Score: Raw -3073.568098 + Penalty 584.540032 = -2489.028067 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 33 (61 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.363353 sec): 2 clusters Score: Raw -2740.169850 + Penalty 213.075059 = -2527.094791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.363675 sec): 3 clusters Score: Raw -2752.621492 + Penalty 424.990274 = -2327.631218 nChanged 5 SP:Iteration 1F (130.363991 sec): 3 clusters Score: Raw -2760.911906 + Penalty 425.547331 = -2335.364575 nChanged 1 SP:Iteration 2Q (130.364299 sec): 3 clusters Score: Raw -2763.075608 + Penalty 425.547331 = -2337.528277 nChanged 0 SP:Iteration 3F (130.364615 sec): 3 clusters Score: Raw -2763.075608 + Penalty 425.547331 = -2337.528277 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 34 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.365116 sec): 2 clusters Score: Raw -496.323635 + Penalty 198.113422 = -298.210212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.365342 sec): 3 clusters Score: Raw -512.647703 + Penalty 397.280748 = -115.366955 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 36 (65 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.365979 sec): 2 clusters Score: Raw -2766.292086 + Penalty 187.953207 = -2578.338879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.366310 sec): 3 clusters Score: Raw -2765.157174 + Penalty 370.199673 = -2394.957501 nChanged 11 SP:Iteration 1F (130.366636 sec): 3 clusters Score: Raw -2785.870479 + Penalty 368.292291 = -2417.578188 nChanged 1 SP:Iteration 2Q (130.366955 sec): 3 clusters Score: Raw -2786.914415 + Penalty 368.201867 = -2418.712548 nChanged 1 SP:Iteration 3Q (130.367296 sec): 3 clusters Score: Raw -2787.445662 + Penalty 368.201867 = -2419.243795 nChanged 0 SP:Iteration 4F (130.367622 sec): 3 clusters Score: Raw -2787.445662 + Penalty 368.201867 = -2419.243795 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 37 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.368105 sec): 2 clusters Score: Raw -157.604343 + Penalty 93.111102 = -64.493241 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.368300 sec): 2 clusters Score: Raw -157.604343 + Penalty 93.111102 = -64.493241 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 38 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.368848 sec): 2 clusters Score: Raw -1250.233839 + Penalty 375.326993 = -874.906846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.369111 sec): 3 clusters Score: Raw -1354.411976 + Penalty 739.802501 = -614.609475 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 39 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.369699 sec): 2 clusters Score: Raw -1923.794842 + Penalty 280.282716 = -1643.512126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.369996 sec): 3 clusters Score: Raw -1942.771948 + Penalty 561.709620 = -1381.062329 nChanged 2 SP:Iteration 1Q (130.370279 sec): 3 clusters Score: Raw -1949.993088 + Penalty 561.709620 = -1388.283469 nChanged 0 SP:Iteration 2F (130.370567 sec): 3 clusters Score: Raw -1949.993088 + Penalty 561.709620 = -1388.283469 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 40 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.371081 sec): 2 clusters Score: Raw -656.402486 + Penalty 187.747570 = -468.654916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.371315 sec): 3 clusters Score: Raw -682.233915 + Penalty 351.048188 = -331.185727 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 41 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.371806 sec): 2 clusters Score: Raw -359.350753 + Penalty 175.397434 = -183.953319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.372026 sec): 3 clusters Score: Raw -368.829095 + Penalty 355.816551 = -13.012544 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 42 (966 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.374954 sec): 2 clusters Score: Raw -39364.221932 + Penalty 55.973155 = -39308.248776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.376855 sec): 3 clusters Score: Raw -38808.632596 + Penalty 109.754651 = -38698.877946 nChanged 439 SP:Iteration 1F (130.378724 sec): 3 clusters Score: Raw -39308.118400 + Penalty 106.780037 = -39201.338363 nChanged 44 SP:Iteration 2Q (130.380576 sec): 3 clusters Score: Raw -39341.945932 + Penalty 106.726726 = -39235.219206 nChanged 18 SP:Iteration 3Q (130.382433 sec): 3 clusters Score: Raw -39351.444594 + Penalty 106.328341 = -39245.116254 nChanged 15 SP:Iteration 4Q (130.384229 sec): 3 clusters Score: Raw -39361.866130 + Penalty 106.362614 = -39255.503516 nChanged 12 SP:Iteration 5Q (130.386047 sec): 3 clusters Score: Raw -39383.369763 + Penalty 105.910178 = -39277.459585 nChanged 10 SP:Iteration 6Q (130.387862 sec): 3 clusters Score: Raw -39396.523466 + Penalty 105.706572 = -39290.816895 nChanged 5 SP:Iteration 7Q (130.389631 sec): 3 clusters Score: Raw -39398.338570 + Penalty 105.842414 = -39292.496156 nChanged 4 SP:Iteration 8Q (130.391409 sec): 3 clusters Score: Raw -39400.014242 + Penalty 105.865648 = -39294.148594 nChanged 2 SP:Iteration 9Q (130.393163 sec): 3 clusters Score: Raw -39400.206523 + Penalty 105.893486 = -39294.313037 nChanged 1 SP:Iteration 10F (130.395014 sec): 3 clusters Score: Raw -39400.367709 + Penalty 105.921966 = -39294.445743 nChanged 1 SP:Iteration 11Q (130.396770 sec): 3 clusters Score: Raw -39400.430739 + Penalty 105.951095 = -39294.479644 nChanged 1 SP:Iteration 12Q (130.398524 sec): 3 clusters Score: Raw -39400.483122 + Penalty 105.973875 = -39294.509246 nChanged 1 SP:Iteration 13Q (130.400294 sec): 3 clusters Score: Raw -39400.524983 + Penalty 105.973875 = -39294.551108 nChanged 0 SP:Iteration 14F (130.402116 sec): 3 clusters Score: Raw -39400.524983 + Penalty 105.973875 = -39294.551108 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 44 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.402752 sec): 2 clusters Score: Raw -1325.322893 + Penalty 363.382763 = -961.940130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.403030 sec): 3 clusters Score: Raw -1424.595548 + Penalty 725.406549 = -699.188999 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 45 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.403541 sec): 2 clusters Score: Raw -544.614194 + Penalty 179.683605 = -364.930589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.403772 sec): 3 clusters Score: Raw -565.099846 + Penalty 369.033072 = -196.066775 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 46 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.404344 sec): 2 clusters Score: Raw -1643.698867 + Penalty 413.412955 = -1230.285912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.404620 sec): 3 clusters Score: Raw -1749.681747 + Penalty 828.370616 = -921.311131 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 47 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.405181 sec): 2 clusters Score: Raw -1622.945791 + Penalty 274.888944 = -1348.056848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.405451 sec): 3 clusters Score: Raw -1641.212320 + Penalty 546.355537 = -1094.856784 nChanged 1 SP:Iteration 1Q (130.405710 sec): 3 clusters Score: Raw -1647.925661 + Penalty 546.355537 = -1101.570125 nChanged 0 SP:Iteration 2F (130.405972 sec): 3 clusters Score: Raw -1647.925661 + Penalty 546.355537 = -1101.570125 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 48 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.406510 sec): 2 clusters Score: Raw -1087.693161 + Penalty 195.794753 = -891.898408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.406765 sec): 3 clusters Score: Raw -1105.673789 + Penalty 391.100922 = -714.572866 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 49 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.407282 sec): 2 clusters Score: Raw -765.059319 + Penalty 296.185526 = -468.873793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.407521 sec): 3 clusters Score: Raw -844.373130 + Penalty 591.387461 = -252.985669 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 50 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.408058 sec): 2 clusters Score: Raw -1100.547516 + Penalty 287.728545 = -812.818971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.408310 sec): 3 clusters Score: Raw -1169.521487 + Penalty 574.070535 = -595.450951 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 51 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.408805 sec): 2 clusters Score: Raw -376.826736 + Penalty 165.718487 = -211.108249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.409026 sec): 3 clusters Score: Raw -392.481652 + Penalty 325.464024 = -67.017628 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 52 (458 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.411658 sec): 2 clusters Score: Raw -20653.922102 + Penalty 434.064021 = -20219.858081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.412666 sec): 3 clusters Score: Raw -20437.926917 + Penalty 868.598189 = -19569.328728 nChanged 143 SP:Iteration 1F (130.413682 sec): 3 clusters Score: Raw -20532.523423 + Penalty 870.247223 = -19662.276200 nChanged 42 SP:Iteration 2F (130.414678 sec): 3 clusters Score: Raw -20566.247660 + Penalty 873.333181 = -19692.914478 nChanged 22 SP:Iteration 3Q (130.415737 sec): 3 clusters Score: Raw -20577.947661 + Penalty 874.252359 = -19703.695302 nChanged 18 SP:Iteration 4Q (130.416788 sec): 3 clusters Score: Raw -20591.724713 + Penalty 876.615273 = -19715.109441 nChanged 17 SP:Iteration 5Q (130.417826 sec): 3 clusters Score: Raw -20609.453359 + Penalty 882.762132 = -19726.691227 nChanged 21 SP:Iteration 6Q (130.418901 sec): 3 clusters Score: Raw -20625.328616 + Penalty 885.578744 = -19739.749871 nChanged 14 SP:Iteration 7Q (130.419892 sec): 3 clusters Score: Raw -20636.927827 + Penalty 889.153107 = -19747.774720 nChanged 14 SP:Iteration 8Q (130.420881 sec): 3 clusters Score: Raw -20648.948617 + Penalty 899.710040 = -19749.238577 nChanged 11 SP:Iteration 9Q (130.421862 sec): 3 clusters Score: Raw -20659.281038 + Penalty 911.602471 = -19747.678567 nChanged 11 SP:Iteration 10F (130.422854 sec): 3 clusters Score: Raw -20676.068246 + Penalty 929.411151 = -19746.657095 nChanged 8 SP:Iteration 11F (130.423846 sec): 3 clusters Score: Raw -20684.740984 + Penalty 950.648489 = -19734.092495 nChanged 8 SP:Iteration 12F (130.424838 sec): 3 clusters Score: Raw -20692.222387 + Penalty 977.769656 = -19714.452731 nChanged 9 SP:Iteration 13F (130.425829 sec): 3 clusters Score: Raw -20706.081833 + Penalty 1016.059449 = -19690.022384 nChanged 9 SP:Iteration 14F (130.426821 sec): 3 clusters Score: Raw -20724.317076 + Penalty 1031.232497 = -19693.084578 nChanged 4 SP:Iteration 15Q (130.427732 sec): 3 clusters Score: Raw -20730.708852 + Penalty 1039.642548 = -19691.066304 nChanged 1 SP:Iteration 16F (130.428724 sec): 3 clusters Score: Raw -20732.084635 + Penalty 1056.660810 = -19675.423825 nChanged 3 SP:Iteration 17F (130.429714 sec): 3 clusters Score: Raw -20740.408413 + Penalty 1069.690178 = -19670.718235 nChanged 3 SP:Iteration 18F (130.430707 sec): 3 clusters Score: Raw -20749.005817 + Penalty 1073.109318 = -19675.896499 nChanged 1 SP:Iteration 19Q (130.431575 sec): 3 clusters Score: Raw -20750.792681 + Penalty 1073.109318 = -19677.683363 nChanged 0 SP:Iteration 20F (130.432565 sec): 3 clusters Score: Raw -20750.792681 + Penalty 1073.109318 = -19677.683363 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 53 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.433203 sec): 2 clusters Score: Raw -793.367251 + Penalty 295.591832 = -497.775418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.433444 sec): 3 clusters Score: Raw -861.416364 + Penalty 586.775319 = -274.641045 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 54 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.433961 sec): 2 clusters Score: Raw -648.742869 + Penalty 231.255675 = -417.487193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.434193 sec): 3 clusters Score: Raw -699.599502 + Penalty 468.920796 = -230.678706 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 55 (2414 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.443243 sec): 2 clusters Score: Raw -109551.829592 + Penalty 128.974414 = -109422.855179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.447933 sec): 3 clusters Score: Raw -108013.381629 + Penalty 262.367099 = -107751.014530 nChanged 1136 SP:Iteration 1F (130.452579 sec): 3 clusters Score: Raw -109187.874288 + Penalty 264.092767 = -108923.781520 nChanged 218 SP:Iteration 2F (130.457071 sec): 3 clusters Score: Raw -109322.660684 + Penalty 269.100386 = -109053.560297 nChanged 87 SP:Iteration 3Q (130.461613 sec): 3 clusters Score: Raw -109387.622899 + Penalty 274.735282 = -109112.887617 nChanged 72 SP:Iteration 4Q (130.465826 sec): 3 clusters Score: Raw -109449.225718 + Penalty 280.250836 = -109168.974882 nChanged 61 SP:Iteration 5Q (130.469930 sec): 3 clusters Score: Raw -109492.832253 + Penalty 284.944587 = -109207.887666 nChanged 41 SP:Iteration 6Q (130.473955 sec): 3 clusters Score: Raw -109511.476795 + Penalty 287.035945 = -109224.440851 nChanged 34 SP:Iteration 7Q (130.477906 sec): 3 clusters Score: Raw -109529.967010 + Penalty 292.306981 = -109237.660029 nChanged 37 SP:Iteration 8Q (130.482023 sec): 3 clusters Score: Raw -109553.640116 + Penalty 295.912352 = -109257.727764 nChanged 35 SP:Iteration 9Q (130.485958 sec): 3 clusters Score: Raw -109569.319635 + Penalty 300.572254 = -109268.747381 nChanged 25 SP:Iteration 10F (130.490487 sec): 3 clusters Score: Raw -109579.366749 + Penalty 303.755005 = -109275.611744 nChanged 17 SP:Iteration 11Q (130.494301 sec): 3 clusters Score: Raw -109584.712875 + Penalty 307.990739 = -109276.722136 nChanged 19 SP:Iteration 12Q (130.498057 sec): 3 clusters Score: Raw -109591.416952 + Penalty 311.268936 = -109280.148016 nChanged 17 SP:Iteration 13Q (130.501809 sec): 3 clusters Score: Raw -109597.656415 + Penalty 316.132117 = -109281.524299 nChanged 20 SP:Iteration 14Q (130.505504 sec): 3 clusters Score: Raw -109607.121719 + Penalty 316.087771 = -109291.033948 nChanged 9 SP:Iteration 15Q (130.509176 sec): 3 clusters Score: Raw -109609.860128 + Penalty 316.954623 = -109292.905505 nChanged 6 SP:Iteration 16Q (130.512817 sec): 3 clusters Score: Raw -109611.336626 + Penalty 319.893157 = -109291.443469 nChanged 7 SP:Iteration 17F (130.517170 sec): 3 clusters Score: Raw -109612.950091 + Penalty 320.829406 = -109292.120685 nChanged 3 SP:Iteration 18Q (130.521032 sec): 3 clusters Score: Raw -109614.200268 + Penalty 321.956156 = -109292.244112 nChanged 5 SP:Iteration 19Q (130.524706 sec): 3 clusters Score: Raw -109615.719736 + Penalty 320.221144 = -109295.498591 nChanged 4 SP:Iteration 20F (130.529214 sec): 3 clusters Score: Raw -109616.615358 + Penalty 321.118221 = -109295.497137 nChanged 5 SP:Iteration 21F (130.533550 sec): 3 clusters Score: Raw -109617.804666 + Penalty 322.175785 = -109295.628882 nChanged 5 SP:Iteration 22Q (130.537153 sec): 3 clusters Score: Raw -109618.846301 + Penalty 323.203377 = -109295.642924 nChanged 3 SP:Iteration 23Q (130.540769 sec): 3 clusters Score: Raw -109619.488098 + Penalty 322.744003 = -109296.744096 nChanged 2 SP:Iteration 24Q (130.544365 sec): 3 clusters Score: Raw -109620.056495 + Penalty 322.665239 = -109297.391257 nChanged 2 SP:Iteration 25Q (130.547949 sec): 3 clusters Score: Raw -109620.497353 + Penalty 323.231320 = -109297.266033 nChanged 1 SP:Iteration 26F (130.552293 sec): 3 clusters Score: Raw -109620.542435 + Penalty 323.231320 = -109297.311116 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 57 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.554598 sec): 2 clusters Score: Raw -669.490670 + Penalty 190.846872 = -478.643799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.554849 sec): 3 clusters Score: Raw -720.753590 + Penalty 385.785354 = -334.968236 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 58 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.555388 sec): 2 clusters Score: Raw -805.057608 + Penalty 258.516821 = -546.540787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.555635 sec): 3 clusters Score: Raw -875.716160 + Penalty 519.207842 = -356.508318 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 59 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.556188 sec): 2 clusters Score: Raw -770.355460 + Penalty 267.989187 = -502.366273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.556428 sec): 3 clusters Score: Raw -832.156106 + Penalty 530.269247 = -301.886859 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 61 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.556958 sec): 2 clusters Score: Raw -1058.312067 + Penalty 276.853120 = -781.458947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.557205 sec): 3 clusters Score: Raw -1075.384133 + Penalty 539.387989 = -535.996145 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 62 (113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.557995 sec): 2 clusters Score: Raw -5349.232386 + Penalty 571.506554 = -4777.725832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.558411 sec): 3 clusters Score: Raw -5396.706376 + Penalty 1142.878297 = -4253.828079 nChanged 5 SP:Iteration 1Q (130.558806 sec): 3 clusters Score: Raw -5407.637982 + Penalty 1142.878297 = -4264.759685 nChanged 0 SP:Iteration 2F (130.559214 sec): 3 clusters Score: Raw -5407.637982 + Penalty 1142.878297 = -4264.759685 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 63 (88 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.559933 sec): 2 clusters Score: Raw -3872.532457 + Penalty 470.530420 = -3402.002037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.560306 sec): 3 clusters Score: Raw -3924.034889 + Penalty 944.496729 = -2979.538160 nChanged 2 SP:Iteration 1Q (130.560660 sec): 3 clusters Score: Raw -3928.539553 + Penalty 944.496729 = -2984.042824 nChanged 0 SP:Iteration 2F (130.561028 sec): 3 clusters Score: Raw -3928.539553 + Penalty 944.496729 = -2984.042824 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 64 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.561551 sec): 2 clusters Score: Raw -769.965914 + Penalty 149.709919 = -620.255995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.561793 sec): 3 clusters Score: Raw -789.968362 + Penalty 295.361148 = -494.607214 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 65 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.562371 sec): 2 clusters Score: Raw -1783.837760 + Penalty 393.886197 = -1389.951564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.562654 sec): 3 clusters Score: Raw -1868.381092 + Penalty 789.029443 = -1079.351648 nChanged 1 SP:Iteration 1Q (130.562932 sec): 3 clusters Score: Raw -1876.500019 + Penalty 789.029443 = -1087.470576 nChanged 0 SP:Iteration 2F (130.563212 sec): 3 clusters Score: Raw -1876.500019 + Penalty 789.029443 = -1087.470576 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 67 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.563754 sec): 2 clusters Score: Raw -1054.021782 + Penalty 296.780280 = -757.241501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.564007 sec): 3 clusters Score: Raw -1137.466434 + Penalty 599.801545 = -537.664889 nChanged 1 SP:Iteration 1Q (130.564247 sec): 3 clusters Score: Raw -1142.198512 + Penalty 599.801545 = -542.396968 nChanged 0 SP:Iteration 2F (130.564495 sec): 3 clusters Score: Raw -1142.198512 + Penalty 599.801545 = -542.396968 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 69 (118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.565303 sec): 2 clusters Score: Raw -5705.623372 + Penalty 625.878819 = -5079.744553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.565753 sec): 3 clusters Score: Raw -5779.956369 + Penalty 1252.144682 = -4527.811686 nChanged 13 SP:Iteration 1F (130.566171 sec): 3 clusters Score: Raw -5817.954185 + Penalty 1252.150063 = -4565.804123 nChanged 2 SP:Iteration 2Q (130.566566 sec): 3 clusters Score: Raw -5825.739138 + Penalty 1252.150063 = -4573.589075 nChanged 0 SP:Iteration 3F (130.566983 sec): 3 clusters Score: Raw -5825.739138 + Penalty 1252.150063 = -4573.589075 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 72 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.567479 sec): 2 clusters Score: Raw -310.895859 + Penalty 171.906101 = -138.989758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.567698 sec): 3 clusters Score: Raw -318.319894 + Penalty 343.812202 = 25.492308 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 73 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.568217 sec): 2 clusters Score: Raw -893.142131 + Penalty 266.239269 = -626.902862 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.568457 sec): 3 clusters Score: Raw -917.393175 + Penalty 562.764742 = -354.628433 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 74 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.568947 sec): 2 clusters Score: Raw -284.956930 + Penalty 133.458095 = -151.498835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.569164 sec): 3 clusters Score: Raw -295.529997 + Penalty 259.795299 = -35.734698 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 75 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.569730 sec): 2 clusters Score: Raw -1361.865355 + Penalty 262.955086 = -1098.910269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.570004 sec): 3 clusters Score: Raw -1393.501396 + Penalty 526.693203 = -866.808194 nChanged 2 SP:Iteration 1F (130.570272 sec): 3 clusters Score: Raw -1398.662452 + Penalty 526.693203 = -871.969249 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 76 (121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.571306 sec): 2 clusters Score: Raw -4422.160814 + Penalty 360.315222 = -4061.845592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.571746 sec): 3 clusters Score: Raw -4419.419833 + Penalty 718.006074 = -3701.413759 nChanged 15 SP:Iteration 1F (130.572181 sec): 3 clusters Score: Raw -4448.491540 + Penalty 717.789804 = -3730.701736 nChanged 7 SP:Iteration 2F (130.572614 sec): 3 clusters Score: Raw -4458.197461 + Penalty 720.410645 = -3737.786815 nChanged 3 SP:Iteration 3Q (130.573036 sec): 3 clusters Score: Raw -4468.250377 + Penalty 720.638328 = -3747.612050 nChanged 1 SP:Iteration 4Q (130.573468 sec): 3 clusters Score: Raw -4469.995806 + Penalty 720.638328 = -3749.357478 nChanged 0 SP:Iteration 5F (130.573893 sec): 3 clusters Score: Raw -4469.995806 + Penalty 720.638328 = -3749.357478 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 77 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.574457 sec): 2 clusters Score: Raw -551.404067 + Penalty 157.472503 = -393.931563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.574687 sec): 3 clusters Score: Raw -565.628006 + Penalty 316.240498 = -249.387508 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 78 (92 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.575417 sec): 2 clusters Score: Raw -4198.643301 + Penalty 495.748334 = -3702.894967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.575822 sec): 3 clusters Score: Raw -4245.432314 + Penalty 990.891267 = -3254.541048 nChanged 3 SP:Iteration 1Q (130.576183 sec): 3 clusters Score: Raw -4254.317909 + Penalty 991.004261 = -3263.313649 nChanged 4 SP:Iteration 2Q (130.576541 sec): 3 clusters Score: Raw -4263.461377 + Penalty 991.004261 = -3272.457116 nChanged 0 SP:Iteration 3F (130.576911 sec): 3 clusters Score: Raw -4263.461377 + Penalty 991.004261 = -3272.457116 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 79 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.577431 sec): 2 clusters Score: Raw -745.075560 + Penalty 197.825740 = -547.249820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.577670 sec): 3 clusters Score: Raw -794.205580 + Penalty 403.585602 = -390.619978 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 81 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.578187 sec): 2 clusters Score: Raw -754.940496 + Penalty 259.731446 = -495.209050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.578424 sec): 3 clusters Score: Raw -804.223504 + Penalty 519.462892 = -284.760612 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 83 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.578941 sec): 2 clusters Score: Raw -779.064944 + Penalty 246.529037 = -532.535907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.579179 sec): 3 clusters Score: Raw -811.177111 + Penalty 488.107443 = -323.069669 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 86 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.579692 sec): 2 clusters Score: Raw -690.989702 + Penalty 159.271593 = -531.718109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.579928 sec): 3 clusters Score: Raw -712.812357 + Penalty 324.427530 = -388.384827 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 87 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.580469 sec): 2 clusters Score: Raw -1169.265424 + Penalty 305.211794 = -864.053630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.580726 sec): 3 clusters Score: Raw -1248.278999 + Penalty 606.209997 = -642.069002 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 88 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.581214 sec): 2 clusters Score: Raw -220.267575 + Penalty 135.916936 = -84.350639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.581426 sec): 3 clusters Score: Raw -212.345688 + Penalty 309.549130 = 97.203442 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 89 (92 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.582141 sec): 2 clusters Score: Raw -4208.774411 + Penalty 490.380816 = -3718.393596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.582518 sec): 3 clusters Score: Raw -4255.240702 + Penalty 978.538996 = -3276.701706 nChanged 6 SP:Iteration 1F (130.582889 sec): 3 clusters Score: Raw -4272.597046 + Penalty 978.538996 = -3294.058050 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 92 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.583372 sec): 2 clusters Score: Raw -159.159066 + Penalty 104.588698 = -54.570369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.583567 sec): 2 clusters Score: Raw -159.159066 + Penalty 104.588698 = -54.570369 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 94 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.584074 sec): 2 clusters Score: Raw -273.143260 + Penalty 136.996843 = -136.146418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.584292 sec): 3 clusters Score: Raw -288.359221 + Penalty 283.502010 = -4.857212 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 95 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.584850 sec): 2 clusters Score: Raw -1273.730235 + Penalty 326.882977 = -946.847258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.585117 sec): 3 clusters Score: Raw -1343.505543 + Penalty 654.310351 = -689.195192 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 96 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.585646 sec): 2 clusters Score: Raw -939.092422 + Penalty 254.771411 = -684.321011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.585894 sec): 3 clusters Score: Raw -965.480086 + Penalty 509.021237 = -456.458848 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 98 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.586391 sec): 2 clusters Score: Raw -459.857830 + Penalty 221.889312 = -237.968518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.586615 sec): 3 clusters Score: Raw -480.685456 + Penalty 440.370169 = -40.315287 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 100 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.587406 sec): 2 clusters Score: Raw -3886.999084 + Penalty 310.907428 = -3576.091655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.587831 sec): 3 clusters Score: Raw -3899.907045 + Penalty 627.971925 = -3271.935120 nChanged 23 SP:Iteration 1F (130.588250 sec): 3 clusters Score: Raw -3934.902192 + Penalty 645.596543 = -3289.305649 nChanged 12 SP:Iteration 2F (130.588669 sec): 3 clusters Score: Raw -3970.897151 + Penalty 651.058485 = -3319.838666 nChanged 3 SP:Iteration 3Q (130.589062 sec): 3 clusters Score: Raw -3988.097263 + Penalty 651.058485 = -3337.038778 nChanged 0 SP:Iteration 4F (130.589479 sec): 3 clusters Score: Raw -3988.097263 + Penalty 651.058485 = -3337.038778 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 101 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.589986 sec): 2 clusters Score: Raw -512.002808 + Penalty 167.478783 = -344.524025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.590214 sec): 3 clusters Score: Raw -528.484723 + Penalty 330.762544 = -197.722179 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 102 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.590699 sec): 2 clusters Score: Raw -253.387619 + Penalty 158.413492 = -94.974127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.590918 sec): 3 clusters Score: Raw -261.108286 + Penalty 325.689236 = 64.580950 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 104 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.591428 sec): 2 clusters Score: Raw -615.148090 + Penalty 232.003101 = -383.144988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.591662 sec): 3 clusters Score: Raw -643.087210 + Penalty 436.905958 = -206.181252 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 105 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.592237 sec): 2 clusters Score: Raw -1610.381018 + Penalty 395.778046 = -1214.602972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.592519 sec): 3 clusters Score: Raw -1679.409091 + Penalty 785.867073 = -893.542018 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 106 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.593049 sec): 2 clusters Score: Raw -663.266109 + Penalty 226.345892 = -436.920217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.593284 sec): 3 clusters Score: Raw -690.450884 + Penalty 444.179659 = -246.271225 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 107 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.593775 sec): 2 clusters Score: Raw -368.529830 + Penalty 199.398087 = -169.131743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.593994 sec): 3 clusters Score: Raw -374.259430 + Penalty 387.678135 = 13.418705 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 108 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.594484 sec): 2 clusters Score: Raw -288.075546 + Penalty 137.200899 = -150.874647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.594703 sec): 3 clusters Score: Raw -295.119742 + Penalty 274.401797 = -20.717945 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 109 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.595201 sec): 2 clusters Score: Raw -495.712754 + Penalty 224.146448 = -271.566306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.595426 sec): 3 clusters Score: Raw -534.988841 + Penalty 448.292896 = -86.695945 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 110 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.595894 sec): 2 clusters Score: Raw -48.057636 + Penalty 0.000000 = -48.057636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.596079 sec): 2 clusters Score: Raw -48.057636 + Penalty 0.000000 = -48.057636 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 112 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.596564 sec): 2 clusters Score: Raw -269.057586 + Penalty 142.143466 = -126.914121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.596780 sec): 3 clusters Score: Raw -264.898852 + Penalty 291.078168 = 26.179316 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 113 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.597389 sec): 2 clusters Score: Raw -1900.021255 + Penalty 323.848552 = -1576.172703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.597689 sec): 3 clusters Score: Raw -1952.309083 + Penalty 645.823675 = -1306.485409 nChanged 3 SP:Iteration 1F (130.597988 sec): 3 clusters Score: Raw -1961.228855 + Penalty 647.501204 = -1313.727651 nChanged 1 SP:Iteration 2Q (130.598270 sec): 3 clusters Score: Raw -1963.091757 + Penalty 647.501204 = -1315.590553 nChanged 0 SP:Iteration 3F (130.598563 sec): 3 clusters Score: Raw -1963.091757 + Penalty 647.501204 = -1315.590553 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 115 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.599169 sec): 2 clusters Score: Raw -2372.423815 + Penalty 372.044972 = -2000.378843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.599470 sec): 3 clusters Score: Raw -2417.888492 + Penalty 760.072378 = -1657.816114 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 120 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.600028 sec): 2 clusters Score: Raw -1377.483121 + Penalty 32.676063 = -1344.807058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.600284 sec): 3 clusters Score: Raw -1382.118786 + Penalty 64.411586 = -1317.707200 nChanged 7 SP:Iteration 1F (130.600561 sec): 3 clusters Score: Raw -1393.385264 + Penalty 64.806823 = -1328.578441 nChanged 2 SP:Iteration 2F (130.600814 sec): 3 clusters Score: Raw -1409.559353 + Penalty 64.415610 = -1345.143743 nChanged 1 SP:Iteration 3Q (130.601062 sec): 3 clusters Score: Raw -1412.789628 + Penalty 64.415610 = -1348.374018 nChanged 0 SP:Iteration 4F (130.601315 sec): 3 clusters Score: Raw -1412.789628 + Penalty 64.415610 = -1348.374018 nChanged 0 Score: Raw -2226202.165742 + Penalty 107123.942766 = -2119078.222976 Splitting cluster 120 changes total score from -2084244.236555 to -2119078.222976 So it's getting split into cluster 6. Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 125 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.563944 sec): 2 clusters Score: Raw -628.102741 + Penalty 261.973331 = -366.129410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.564202 sec): 3 clusters Score: Raw -668.053682 + Penalty 515.338536 = -152.715145 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 126 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.564816 sec): 2 clusters Score: Raw -354.600840 + Penalty 165.429916 = -189.170924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.565062 sec): 3 clusters Score: Raw -359.333984 + Penalty 315.265280 = -44.068704 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 129 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.565568 sec): 2 clusters Score: Raw -550.444932 + Penalty 249.189525 = -301.255407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.565798 sec): 3 clusters Score: Raw -586.784175 + Penalty 494.787717 = -91.996457 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 131 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.566304 sec): 2 clusters Score: Raw -590.730803 + Penalty 216.440559 = -374.290244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.566530 sec): 3 clusters Score: Raw -601.233690 + Penalty 410.027220 = -191.206470 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 132 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.567040 sec): 2 clusters Score: Raw -563.820238 + Penalty 256.668873 = -307.151364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.567274 sec): 3 clusters Score: Raw -666.227972 + Penalty 513.337747 = -152.890225 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 134 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.567813 sec): 2 clusters Score: Raw -1011.171493 + Penalty 305.485171 = -705.686322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.568062 sec): 3 clusters Score: Raw -1083.531647 + Penalty 606.235101 = -477.296546 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 136 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.568565 sec): 2 clusters Score: Raw -560.456318 + Penalty 194.673825 = -365.782494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.568793 sec): 3 clusters Score: Raw -582.032971 + Penalty 388.651306 = -193.381664 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 139 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.569309 sec): 2 clusters Score: Raw -756.827682 + Penalty 295.240625 = -461.587058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.569545 sec): 3 clusters Score: Raw -833.160116 + Penalty 590.481250 = -242.678866 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 146 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.570073 sec): 2 clusters Score: Raw -344.650458 + Penalty 181.360617 = -163.289841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.570294 sec): 3 clusters Score: Raw -357.495751 + Penalty 351.578460 = -5.917291 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 149 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.570767 sec): 2 clusters Score: Raw -48.644438 + Penalty 0.000000 = -48.644438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.570958 sec): 2 clusters Score: Raw -48.644438 + Penalty 0.000000 = -48.644438 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 150 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.571450 sec): 2 clusters Score: Raw -318.231459 + Penalty 179.323487 = -138.907971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.571669 sec): 3 clusters Score: Raw -319.621784 + Penalty 377.593930 = 57.972146 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 158 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.572166 sec): 2 clusters Score: Raw -152.950393 + Penalty 92.314178 = -60.636215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.572363 sec): 2 clusters Score: Raw -152.950393 + Penalty 92.314178 = -60.636215 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 160 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.572864 sec): 2 clusters Score: Raw -405.200690 + Penalty 207.474442 = -197.726248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.573088 sec): 3 clusters Score: Raw -415.928419 + Penalty 421.783664 = 5.855245 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 168 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.573584 sec): 2 clusters Score: Raw -405.356782 + Penalty 201.607258 = -203.749524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.573808 sec): 3 clusters Score: Raw -422.371334 + Penalty 425.579151 = 3.207817 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 169 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.574393 sec): 2 clusters Score: Raw -1803.655953 + Penalty 267.516565 = -1536.139388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.574680 sec): 3 clusters Score: Raw -1827.791189 + Penalty 540.723901 = -1287.067289 nChanged 1 SP:Iteration 1Q (133.574958 sec): 3 clusters Score: Raw -1829.899453 + Penalty 540.723901 = -1289.175552 nChanged 0 SP:Iteration 2F (133.575248 sec): 3 clusters Score: Raw -1829.899453 + Penalty 540.723901 = -1289.175552 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 174 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.575740 sec): 2 clusters Score: Raw -223.253290 + Penalty 126.062099 = -97.191190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.575955 sec): 3 clusters Score: Raw -214.524881 + Penalty 252.124199 = 37.599318 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 176 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.576468 sec): 2 clusters Score: Raw -632.924133 + Penalty 230.081006 = -402.843127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.576702 sec): 3 clusters Score: Raw -683.623193 + Penalty 457.346696 = -226.276496 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 180 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.577189 sec): 2 clusters Score: Raw -214.533544 + Penalty 127.168306 = -87.365238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.577422 sec): 3 clusters Score: Raw -210.264650 + Penalty 254.336611 = 44.071962 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 183 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.577912 sec): 2 clusters Score: Raw -267.308387 + Penalty 165.111667 = -102.196719 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.578127 sec): 3 clusters Score: Raw -262.976874 + Penalty 328.743104 = 65.766230 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 190 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.578627 sec): 2 clusters Score: Raw -484.672618 + Penalty 241.643430 = -243.029188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.578852 sec): 3 clusters Score: Raw -524.525814 + Penalty 476.315036 = -48.210778 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 194 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.579336 sec): 2 clusters Score: Raw -212.942444 + Penalty 110.841805 = -102.100639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.579543 sec): 3 clusters Score: Raw -209.421987 + Penalty 208.268580 = -1.153407 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 195 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.580036 sec): 2 clusters Score: Raw -353.391307 + Penalty 171.365832 = -182.025476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.580255 sec): 3 clusters Score: Raw -357.711082 + Penalty 337.949977 = -19.761104 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 196 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.580735 sec): 2 clusters Score: Raw -158.619033 + Penalty 97.252928 = -61.366106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.580943 sec): 3 clusters Score: Raw -152.838516 + Penalty 201.312808 = 48.474292 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 213 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.581426 sec): 2 clusters Score: Raw -161.017228 + Penalty 103.462818 = -57.554410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.581636 sec): 3 clusters Score: Raw -155.404251 + Penalty 203.643365 = 48.239115 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 219 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.582122 sec): 2 clusters Score: Raw -210.334937 + Penalty 119.849444 = -90.485493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.582336 sec): 3 clusters Score: Raw -208.248991 + Penalty 239.698887 = 31.449896 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 220 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.582818 sec): 2 clusters Score: Raw -212.256270 + Penalty 103.018165 = -109.238105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.583031 sec): 3 clusters Score: Raw -207.353076 + Penalty 206.036330 = -1.316746 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 228 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.583520 sec): 2 clusters Score: Raw -284.280184 + Penalty 167.206404 = -117.073780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.583739 sec): 3 clusters Score: Raw -291.247366 + Penalty 334.412809 = 43.165442 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 234 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.584225 sec): 2 clusters Score: Raw -51.617442 + Penalty 0.000000 = -51.617442 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.584413 sec): 2 clusters Score: Raw -51.617442 + Penalty 0.000000 = -51.617442 nChanged 0 Deleting Class 107 (7 points): Lose 73.837578 but Gain 1115.832701 Iteration 119Q (133.933707 sec): 121 clusters Score: Raw -2191360.398930 + Penalty 106034.838249 = -2085325.560681 nChanged 23 Deleting Class 139 (16 points): Lose 116.434690 but Gain 1159.555509 Iteration 120F (136.942159 sec): 120 clusters Score: Raw -2191290.981893 + Penalty 104927.939204 = -2086363.042689 nChanged 32 Deleting Class 190 (10 points): Lose 102.364621 but Gain 1142.773559 Iteration 121Q (137.275492 sec): 119 clusters Score: Raw -2191235.729841 + Penalty 103818.900028 = -2087416.829813 nChanged 23 Deleting Class 183 (5 points): Lose 77.259218 but Gain 1117.131802 Iteration 122Q (137.602284 sec): 118 clusters Score: Raw -2191212.345521 + Penalty 102739.454416 = -2088472.891105 nChanged 10 Deleting Class 88 (4 points): Lose 28.700414 but Gain 1067.625652 Iteration 123Q (137.919926 sec): 117 clusters Score: Raw -2191203.660536 + Penalty 101692.872132 = -2089510.788404 nChanged 7 Deleting Class 46 (36 points): Lose 218.107956 but Gain 1248.358450 Iteration 124Q (138.238285 sec): 116 clusters Score: Raw -2190995.134707 + Penalty 100509.348790 = -2090485.785917 nChanged 41 Deleting Class 150 (6 points): Lose 61.164120 but Gain 1089.828969 Iteration 125Q (138.556049 sec): 115 clusters Score: Raw -2191023.881258 + Penalty 99463.979773 = -2091559.901484 nChanged 21 Deleting Class 129 (11 points): Lose 105.879887 but Gain 1131.619573 Iteration 126Q (138.875092 sec): 114 clusters Score: Raw -2190971.209429 + Penalty 98398.150640 = -2092573.058790 nChanged 27 Deleting Class 69 (116 points): Lose 409.776740 but Gain 1430.763904 Iteration 127Q (139.190574 sec): 113 clusters Score: Raw -2190605.934597 + Penalty 97046.547518 = -2093559.387080 nChanged 125 Deleting Class 160 (8 points): Lose 65.928182 but Gain 1086.472579 Iteration 128Q (139.510345 sec): 112 clusters Score: Raw -2190790.539978 + Penalty 95976.845015 = -2094813.694962 nChanged 29 Deleting Class 98 (9 points): Lose 82.410715 but Gain 1099.671108 Iteration 129Q (139.820679 sec): 111 clusters Score: Raw -2190747.399562 + Penalty 94926.483013 = -2095820.916549 nChanged 20 Deleting Class 125 (13 points): Lose 92.857378 but Gain 1112.190465 Iteration 130F (142.565774 sec): 110 clusters Score: Raw -2190690.355031 + Penalty 93827.850577 = -2096862.504454 nChanged 20 Deleting Class 234 (1 points): Lose 17.717233 but Gain 1034.526771 Iteration 131Q (142.873769 sec): 109 clusters Score: Raw -2190702.431679 + Penalty 92788.632428 = -2097913.799251 nChanged 6 Deleting Class 92 (3 points): Lose 23.673742 but Gain 1036.671555 Iteration 132Q (143.180064 sec): 108 clusters Score: Raw -2190686.625435 + Penalty 91762.216392 = -2098924.409043 nChanged 8 Deleting Class 53 (17 points): Lose 134.251033 but Gain 1136.093385 Iteration 133Q (143.485791 sec): 107 clusters Score: Raw -2190562.925579 + Penalty 90679.417157 = -2099883.508422 nChanged 18 Deleting Class 102 (5 points): Lose 71.031752 but Gain 1071.812503 Iteration 134Q (143.800818 sec): 106 clusters Score: Raw -2190533.098232 + Penalty 89636.794557 = -2100896.303674 nChanged 12 Deleting Class 38 (31 points): Lose 203.469039 but Gain 1199.782602 Iteration 135Q (144.113205 sec): 105 clusters Score: Raw -2190356.238498 + Penalty 88505.121979 = -2101851.116519 nChanged 35 Deleting Class 168 (8 points): Lose 64.920724 but Gain 1055.748147 Iteration 136Q (144.432247 sec): 104 clusters Score: Raw -2190384.127741 + Penalty 87473.630478 = -2102910.497262 nChanged 19 Deleting Class 65 (50 points): Lose 234.357963 but Gain 1221.700670 Iteration 137Q (144.741688 sec): 103 clusters Score: Raw -2190186.792033 + Penalty 86372.906491 = -2103813.885542 nChanged 57 Deleting Class 44 (30 points): Lose 157.372168 but Gain 1144.531904 Iteration 138Q (145.042928 sec): 102 clusters Score: Raw -2190124.004770 + Penalty 85290.121185 = -2104833.883585 nChanged 39 Deleting Class 109 (10 points): Lose 74.034952 but Gain 1060.027306 Iteration 139Q (145.339506 sec): 101 clusters Score: Raw -2190138.932934 + Penalty 84287.713175 = -2105851.219759 nChanged 25 Deleting Class 213 (3 points): Lose 42.881482 but Gain 1025.511961 Iteration 140F (147.872660 sec): 100 clusters Score: Raw -2190131.902181 + Penalty 83279.032129 = -2106852.870052 nChanged 14 Deleting Class 228 (6 points): Lose 39.580810 but Gain 1016.188041 Iteration 141Q (148.170967 sec): 99 clusters Score: Raw -2190125.927669 + Penalty 82322.437902 = -2107803.489767 nChanged 15 Deleting Class 134 (23 points): Lose 113.925140 but Gain 1089.911620 Iteration 142Q (148.469461 sec): 98 clusters Score: Raw -2190047.966089 + Penalty 81287.129754 = -2108760.836335 nChanged 27 Deleting Class 49 (15 points): Lose 166.505880 but Gain 1136.377298 Iteration 143Q (148.760188 sec): 97 clusters Score: Raw -2189944.980182 + Penalty 80184.781217 = -2109760.198965 nChanged 21 Deleting Class 174 (4 points): Lose 20.484025 but Gain 990.216045 Iteration 144Q (149.052962 sec): 96 clusters Score: Raw -2189993.217326 + Penalty 79209.594470 = -2110783.622856 nChanged 12 Deleting Class 72 (6 points): Lose 79.883911 but Gain 1044.750197 Iteration 145Q (149.344410 sec): 95 clusters Score: Raw -2189935.177724 + Penalty 78202.016885 = -2111733.160839 nChanged 12 Deleting Class 180 (4 points): Lose 39.047191 but Gain 998.905279 Iteration 146Q (149.633918 sec): 94 clusters Score: Raw -2189920.595606 + Penalty 77202.208903 = -2112718.386703 nChanged 7 Deleting Class 146 (7 points): Lose 56.656949 but Gain 1014.894926 Iteration 147Q (149.918799 sec): 93 clusters Score: Raw -2189870.405644 + Penalty 76202.678164 = -2113667.727480 nChanged 10 Deleting Class 132 (14 points): Lose 104.975031 but Gain 1059.071448 Iteration 148Q (150.209414 sec): 92 clusters Score: Raw -2189776.963484 + Penalty 75160.939389 = -2114616.024095 nChanged 16 Deleting Class 73 (19 points): Lose 80.026655 but Gain 1029.940127 Iteration 149Q (150.501911 sec): 91 clusters Score: Raw -2189736.419307 + Penalty 74134.855812 = -2115601.563495 nChanged 22 Deleting Class 105 (45 points): Lose 216.859248 but Gain 1174.761120 Iteration 150F (152.746144 sec): 90 clusters Score: Raw -2189548.800848 + Penalty 72881.661156 = -2116667.139692 nChanged 54 Deleting Class 196 (3 points): Lose 18.464417 but Gain 963.960219 Iteration 151Q (153.040352 sec): 89 clusters Score: Raw -2189679.568691 + Penalty 71986.268586 = -2117693.300105 nChanged 27 Deleting Class 81 (15 points): Lose 83.555432 but Gain 1028.070399 Iteration 152Q (153.331174 sec): 88 clusters Score: Raw -2189688.342039 + Penalty 71039.014130 = -2118649.327909 nChanged 29 Deleting Class 41 (7 points): Lose 39.672917 but Gain 981.524926 Iteration 153Q (153.616257 sec): 87 clusters Score: Raw -2189698.433444 + Penalty 70101.672594 = -2119596.760851 nChanged 25 Deleting Class 61 (22 points): Lose 119.229436 but Gain 1053.893432 Iteration 154Q (153.907624 sec): 86 clusters Score: Raw -2189616.127081 + Penalty 69056.894241 = -2120559.232840 nChanged 38 Deleting Class 59 (18 points): Lose 89.204036 but Gain 1013.902573 Iteration 155Q (154.186559 sec): 85 clusters Score: Raw -2189577.757785 + Penalty 68044.295277 = -2121533.462507 nChanged 28 Deleting Class 83 (16 points): Lose 89.649858 but Gain 1012.951192 Iteration 156Q (154.461404 sec): 84 clusters Score: Raw -2189534.007880 + Penalty 67055.217474 = -2122478.790406 nChanged 26 Deleting Class 112 (5 points): Lose 43.519774 but Gain 961.730862 Iteration 157Q (154.733368 sec): 83 clusters Score: Raw -2189531.482901 + Penalty 66086.372418 = -2123445.110483 nChanged 15 Deleting Class 96 (20 points): Lose 96.638704 but Gain 1008.374415 Iteration 158Q (155.003012 sec): 82 clusters Score: Raw -2189453.475650 + Penalty 65103.314750 = -2124350.160900 nChanged 30 Deleting Class 195 (7 points): Lose 47.337980 but Gain 958.964059 Iteration 159Q (155.282288 sec): 81 clusters Score: Raw -2189464.031601 + Penalty 64144.092715 = -2125319.938885 nChanged 16 Deleting Class 219 (4 points): Lose 32.798663 but Gain 941.415719 Iteration 160F (157.310809 sec): 80 clusters Score: Raw -2189458.844547 + Penalty 63208.614538 = -2126250.230008 nChanged 7 Deleting Class 23 (26 points): Lose 67.350479 but Gain 973.624793 Iteration 161Q (157.577039 sec): 79 clusters Score: Raw -2189398.455195 + Penalty 62247.789275 = -2127150.665920 nChanged 30 Deleting Class 18 (87 points): Lose 465.858114 but Gain 1368.570596 Iteration 162Q (157.842692 sec): 78 clusters Score: Raw -2188968.759886 + Penalty 60942.225015 = -2128026.534871 nChanged 92 Deleting Class 131 (12 points): Lose 51.267413 but Gain 948.482776 Iteration 163Q (158.113552 sec): 77 clusters Score: Raw -2189178.636857 + Penalty 60003.000458 = -2129175.636398 nChanged 33 Deleting Class 176 (13 points): Lose 79.734151 but Gain 976.793708 Iteration 164Q (158.376657 sec): 76 clusters Score: Raw -2189136.966488 + Penalty 59066.038748 = -2130070.927739 nChanged 27 Deleting Class 104 (18 points): Lose 108.394353 but Gain 1013.089408 Iteration 165Q (158.638079 sec): 75 clusters Score: Raw -2189072.824914 + Penalty 58131.373279 = -2130941.451635 nChanged 25 Deleting Class 29 (2 points): Lose 10.256234 but Gain 907.076240 Iteration 166Q (158.901850 sec): 74 clusters Score: Raw -2189106.296571 + Penalty 57228.163150 = -2131878.133421 nChanged 13 Deleting Class 63 (100 points): Lose 345.967798 but Gain 1240.573723 Iteration 167Q (159.161351 sec): 73 clusters Score: Raw -2188773.897829 + Penalty 56049.500857 = -2132724.396973 nChanged 102 Deleting Class 58 (24 points): Lose 96.370970 but Gain 989.516097 Iteration 168Q (159.421932 sec): 72 clusters Score: Raw -2188859.981187 + Penalty 55075.471541 = -2133784.509646 nChanged 40 Deleting Class 37 (3 points): Lose 33.481280 but Gain 922.906899 Iteration 169Q (159.681754 sec): 71 clusters Score: Raw -2188883.483865 + Penalty 54148.362333 = -2134735.121533 nChanged 14 Deleting Class 115 (54 points): Lose 184.156803 but Gain 1058.528039 Iteration 170F (161.482946 sec): 70 clusters Score: Raw -2188722.942221 + Penalty 53126.031496 = -2135596.910725 nChanged 61 Deleting Class 126 (7 points): Lose 51.735567 but Gain 925.746647 Iteration 171Q (161.739687 sec): 69 clusters Score: Raw -2188757.107577 + Penalty 52075.778601 = -2136681.328976 nChanged 19 Deleting Class 87 (27 points): Lose 174.019186 but Gain 1045.543568 Iteration 172Q (161.991439 sec): 68 clusters Score: Raw -2188605.935551 + Penalty 51045.589834 = -2137560.345717 nChanged 31 Deleting Class 158 (3 points): Lose 44.102199 but Gain 915.007878 Iteration 173Q (162.250881 sec): 67 clusters Score: Raw -2188650.921572 + Penalty 50161.959575 = -2138488.961997 nChanged 12 Deleting Class 34 (10 points): Lose 67.198702 but Gain 936.912626 Iteration 174Q (162.500186 sec): 66 clusters Score: Raw -2188617.044737 + Penalty 49311.305207 = -2139305.739530 nChanged 22 Deleting Class 95 (31 points): Lose 168.694043 but Gain 1025.816919 Iteration 175Q (162.748004 sec): 65 clusters Score: Raw -2188486.720094 + Penalty 48292.789717 = -2140193.930378 nChanged 45 Deleting Class 8 (84 points): Lose 232.733630 but Gain 1090.919919 Iteration 176Q (163.005765 sec): 64 clusters Score: Raw -2188338.538958 + Penalty 47311.234799 = -2141027.304160 nChanged 106 Deleting Class 136 (11 points): Lose 26.742285 but Gain 884.052853 Iteration 177Q (163.261522 sec): 63 clusters Score: Raw -2188457.659929 + Penalty 46423.162812 = -2142034.497118 nChanged 45 Deleting Class 78 (116 points): Lose 373.442598 but Gain 1227.688605 Iteration 178Q (163.510978 sec): 62 clusters Score: Raw -2188133.785995 + Penalty 45213.828051 = -2142919.957943 nChanged 146 Deleting Class 25 (91 points): Lose 366.458723 but Gain 1215.712793 Iteration 179Q (163.762200 sec): 61 clusters Score: Raw -2187994.659906 + Penalty 44162.970900 = -2143831.689006 nChanged 129 Deleting Class 54 (18 points): Lose 114.851857 but Gain 1015.803209 Iteration 180F (165.301933 sec): 60 clusters Score: Raw -2188077.941356 + Penalty 43189.406704 = -2144888.534652 nChanged 66 Deleting Class 106 (13 points): Lose 69.697720 but Gain 923.125191 Iteration 181Q (165.542108 sec): 59 clusters Score: Raw -2188074.263239 + Penalty 42283.725947 = -2145790.537292 nChanged 41 Deleting Class 50 (24 points): Lose 142.575026 but Gain 994.158899 Iteration 182Q (165.779441 sec): 58 clusters Score: Raw -2187985.364501 + Penalty 41314.423875 = -2146670.940626 nChanged 50 Deleting Class 194 (4 points): Lose 25.987512 but Gain 870.660842 Iteration 183Q (166.018456 sec): 57 clusters Score: Raw -2188041.359183 + Penalty 40459.025676 = -2147582.333506 nChanged 24 Deleting Class 67 (29 points): Lose 184.832688 but Gain 1015.252367 Iteration 184Q (166.253777 sec): 56 clusters Score: Raw -2187883.979020 + Penalty 39472.655435 = -2148411.323586 nChanged 48 Deleting Class 51 (8 points): Lose 40.118734 but Gain 867.810947 Iteration 185Q (166.486037 sec): 55 clusters Score: Raw -2187916.512609 + Penalty 38622.991417 = -2149293.521192 nChanged 22 Deleting Class 14 (40 points): Lose 155.243951 but Gain 975.361570 Iteration 186Q (166.716184 sec): 54 clusters Score: Raw -2187782.667084 + Penalty 37670.032928 = -2150112.634156 nChanged 45 Deleting Class 89 (113 points): Lose 395.174339 but Gain 1217.255453 Iteration 187Q (166.945496 sec): 53 clusters Score: Raw -2187463.477250 + Penalty 36506.794800 = -2150956.682450 nChanged 126 Deleting Class 169 (67 points): Lose 254.361558 but Gain 1044.004500 Iteration 188Q (167.180278 sec): 52 clusters Score: Raw -2187403.381895 + Penalty 35506.014865 = -2151897.367030 nChanged 93 Deleting Class 28 (119 points): Lose 313.893240 but Gain 1109.130443 Iteration 189Q (167.410322 sec): 51 clusters Score: Raw -2187207.428704 + Penalty 34429.950851 = -2152777.477852 nChanged 151 Deleting Class 220 (4 points): Lose 23.397653 but Gain 809.206261 Iteration 190F (168.707539 sec): 50 clusters Score: Raw -2187407.170567 + Penalty 33615.108246 = -2153792.062321 nChanged 55 Deleting Class 47 (31 points): Lose 138.411987 but Gain 923.135716 Iteration 191Q (168.932821 sec): 49 clusters Score: Raw -2187303.783855 + Penalty 32691.167948 = -2154612.615907 nChanged 70 Deleting Class 108 (6 points): Lose 52.510834 but Gain 833.831173 Iteration 192Q (169.156730 sec): 48 clusters Score: Raw -2187313.871359 + Penalty 31769.781194 = -2155544.090165 nChanged 32 Deleting Class 74 (6 points): Lose 34.602058 but Gain 811.084483 Iteration 193Q (169.382515 sec): 47 clusters Score: Raw -2187302.033647 + Penalty 30959.648157 = -2156342.385489 nChanged 22 Deleting Class 101 (10 points): Lose 34.565038 but Gain 804.010267 Iteration 194Q (169.614211 sec): 46 clusters Score: Raw -2187282.328964 + Penalty 30155.470577 = -2157126.858387 nChanged 20 Deleting Class 94 (6 points): Lose 77.818393 but Gain 832.591035 Iteration 195Q (169.838955 sec): 45 clusters Score: Raw -2187220.261959 + Penalty 29352.045215 = -2157868.216745 nChanged 19 Deleting Class 40 (16 points): Lose 51.716624 but Gain 805.037828 Iteration 196Q (170.065406 sec): 44 clusters Score: Raw -2187181.861182 + Penalty 28547.088578 = -2158634.772603 nChanged 30 Deleting Class 17 (89 points): Lose 382.219765 but Gain 1122.993804 Iteration 197Q (170.278897 sec): 43 clusters Score: Raw -2186821.764628 + Penalty 27463.741746 = -2159358.022882 nChanged 100 Deleting Class 62 (188 points): Lose 604.720654 but Gain 1338.324210 Iteration 198Q (170.494872 sec): 42 clusters Score: Raw -2186416.110851 + Penalty 26156.145245 = -2160259.965606 nChanged 218 Deleting Class 15 (25 points): Lose 133.980762 but Gain 836.771307 Iteration 199Q (170.711957 sec): 41 clusters Score: Raw -2186612.662639 + Penalty 25344.619022 = -2161268.043617 nChanged 75 Deleting Class 45 (13 points): Lose 90.017244 but Gain 796.470678 Iteration 200F (171.746020 sec): 40 clusters Score: Raw -2186616.630537 + Penalty 24651.038632 = -2161965.591905 nChanged 51 Deleting Class 149 (1 points): Lose 3.691204 but Gain 706.203500 Iteration 201Q (171.963032 sec): 39 clusters Score: Raw -2186676.044389 + Penalty 23951.735326 = -2162724.309063 nChanged 27 Deleting Class 113 (49 points): Lose 199.153171 but Gain 898.540116 Iteration 202Q (172.173991 sec): 38 clusters Score: Raw -2186499.992104 + Penalty 23048.507697 = -2163451.484407 nChanged 68 Deleting Class 22 (8 points): Lose 31.342875 but Gain 729.593206 Iteration 203Q (172.385935 sec): 37 clusters Score: Raw -2186569.035662 + Penalty 22285.918368 = -2164283.117293 nChanged 31 Deleting Class 39 (76 points): Lose 223.594151 but Gain 918.872943 Iteration 204Q (172.596832 sec): 36 clusters Score: Raw -2186368.420786 + Penalty 21387.048780 = -2164981.372006 nChanged 89 Deleting Class 57 (15 points): Lose 110.163162 but Gain 767.413111 Iteration 205Q (172.803344 sec): 35 clusters Score: Raw -2186385.869882 + Penalty 20634.994447 = -2165750.875435 nChanged 54 Deleting Class 77 (11 points): Lose 33.080065 but Gain 676.839062 Iteration 206Q (173.012666 sec): 34 clusters Score: Raw -2186410.735041 + Penalty 19960.063172 = -2166450.671869 nChanged 40 Deleting Class 79 (18 points): Lose 92.111270 but Gain 709.857823 Iteration 207Q (173.212369 sec): 33 clusters Score: Raw -2186354.030330 + Penalty 19245.380484 = -2167108.649846 nChanged 40 Deleting Class 48 (22 points): Lose 58.456665 but Gain 667.451502 Iteration 208Q (173.412333 sec): 32 clusters Score: Raw -2186347.280083 + Penalty 18568.985676 = -2167778.294407 nChanged 41 Deleting Class 86 (23 points): Lose 123.763300 but Gain 729.293849 Iteration 209Q (173.611322 sec): 31 clusters Score: Raw -2186263.530029 + Penalty 17859.473677 = -2168404.056352 nChanged 38 Deleting Class 110 (1 points): Lose 12.990696 but Gain 548.187026 Iteration 210F (174.401202 sec): 30 clusters Score: Raw -2186309.586933 + Penalty 17312.041394 = -2168997.545539 nChanged 25 Deleting Class 12 (71 points): Lose 311.515987 but Gain 844.461564 Iteration 211Q (174.598085 sec): 29 clusters Score: Raw -2186014.287313 + Penalty 16480.739447 = -2169533.547865 nChanged 92 Deleting Class 24 (28 points): Lose 180.545798 but Gain 712.879048 Iteration 212Q (174.793492 sec): 28 clusters Score: Raw -2185977.570008 + Penalty 15755.674545 = -2170221.895463 nChanged 65 Deleting Class 64 (21 points): Lose 111.339390 but Gain 579.331215 Iteration 213Q (174.986834 sec): 27 clusters Score: Raw -2185957.577540 + Penalty 15168.083896 = -2170789.493645 nChanged 50 Deleting Class 19 (207 points): Lose 591.490835 but Gain 981.392317 Iteration 214Q (175.178214 sec): 26 clusters Score: Raw -2185421.676669 + Penalty 14226.063498 = -2171195.613171 nChanged 233 Deleting Class 33 (99 points): Lose 298.457733 but Gain 650.808406 Iteration 215Q (175.376561 sec): 25 clusters Score: Raw -2185440.297036 + Penalty 13591.950140 = -2171848.346895 nChanged 130 Deleting Class 75 (113 points): Lose 848.196411 but Gain 1165.116006 Iteration 216Q (175.569541 sec): 24 clusters Score: Raw -2184763.382427 + Penalty 13002.493019 = -2171760.889408 nChanged 173 Deleting Class 11 (72 points): Lose 335.005027 but Gain 814.239253 Iteration 217F (176.193572 sec): 23 clusters Score: Raw -2184969.011768 + Penalty 12411.170437 = -2172557.841332 nChanged 129 Deleting Class 36 (67 points): Lose 205.421668 but Gain 501.462827 Iteration 218Q (176.387483 sec): 22 clusters Score: Raw -2185012.816226 + Penalty 11917.879169 = -2173094.937058 nChanged 140 Writing temp clu file Memory request: 0.24 GB would take us to total of 0.49 GB. Compute initial score before splitting: Score: Raw -2185012.816226 + Penalty 11917.879169 = -2173094.937058Memory request: 0.01 GB would take us to total of 0.49 GB. Trying to split cluster 1 (783 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (176.556942 sec): 2 clusters Score: Raw -31350.748252 + Penalty 46.306362 = -31304.441890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (176.558539 sec): 3 clusters Score: Raw -30863.835299 + Penalty 93.994012 = -30769.841287 nChanged 348 SP:Iteration 1F (176.560118 sec): 3 clusters Score: Raw -31177.335918 + Penalty 92.520384 = -31084.815534 nChanged 83 SP:Iteration 2F (176.561709 sec): 3 clusters Score: Raw -31259.068472 + Penalty 90.717518 = -31168.350954 nChanged 38 SP:Iteration 3Q (176.563285 sec): 3 clusters Score: Raw -31297.500896 + Penalty 95.678930 = -31201.821967 nChanged 33 SP:Iteration 4Q (176.564849 sec): 3 clusters Score: Raw -31334.256862 + Penalty 104.821835 = -31229.435027 nChanged 20 SP:Iteration 5Q (176.566241 sec): 3 clusters Score: Raw -31359.517417 + Penalty 117.083548 = -31242.433869 nChanged 10 SP:Iteration 6Q (176.567602 sec): 3 clusters Score: Raw -31371.800599 + Penalty 145.347280 = -31226.453319 nChanged 7 SP:Iteration 7F (176.569161 sec): 3 clusters Score: Raw -31385.120333 + Penalty 164.271301 = -31220.849032 nChanged 2 SP:Iteration 8F (176.570703 sec): 3 clusters Score: Raw -31399.599211 + Penalty 164.271301 = -31235.327910 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 2 (1942 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (176.577869 sec): 2 clusters Score: Raw -86900.187428 + Penalty 210.265117 = -86689.922312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (176.581571 sec): 3 clusters Score: Raw -85701.547038 + Penalty 428.516156 = -85273.030882 nChanged 826 SP:Iteration 1F (176.585103 sec): 3 clusters Score: Raw -86290.196076 + Penalty 430.939070 = -85859.257006 nChanged 255 SP:Iteration 2F (176.588647 sec): 3 clusters Score: Raw -86542.391668 + Penalty 447.427429 = -86094.964239 nChanged 155 SP:Iteration 3F (176.592253 sec): 3 clusters Score: Raw -86687.792926 + Penalty 464.064035 = -86223.728891 nChanged 106 SP:Iteration 4F (176.595764 sec): 3 clusters Score: Raw -86780.319264 + Penalty 477.133670 = -86303.185594 nChanged 56 SP:Iteration 5Q (176.598873 sec): 3 clusters Score: Raw -86825.997906 + Penalty 499.023012 = -86326.974894 nChanged 38 SP:Iteration 6Q (176.601895 sec): 3 clusters Score: Raw -86859.620032 + Penalty 521.805194 = -86337.814838 nChanged 36 SP:Iteration 7Q (176.604862 sec): 3 clusters Score: Raw -86888.093184 + Penalty 522.655876 = -86365.437308 nChanged 22 SP:Iteration 8Q (176.607758 sec): 3 clusters Score: Raw -86907.014139 + Penalty 534.504775 = -86372.509364 nChanged 15 SP:Iteration 9Q (176.610718 sec): 3 clusters Score: Raw -86919.619925 + Penalty 539.633611 = -86379.986314 nChanged 9 SP:Iteration 10F (176.614328 sec): 3 clusters Score: Raw -86926.470665 + Penalty 562.784545 = -86363.686120 nChanged 8 SP:Iteration 11F (176.617829 sec): 3 clusters Score: Raw -86936.055459 + Penalty 586.572725 = -86349.482734 nChanged 9 SP:Iteration 12F (176.621344 sec): 3 clusters Score: Raw -86945.533359 + Penalty 596.701950 = -86348.831410 nChanged 2 SP:Iteration 13F (176.624941 sec): 3 clusters Score: Raw -86948.273020 + Penalty 592.664181 = -86355.608839 nChanged 1 SP:Iteration 14Q (176.627787 sec): 3 clusters Score: Raw -86949.923506 + Penalty 592.664181 = -86357.259325 nChanged 0 SP:Iteration 15F (176.631472 sec): 3 clusters Score: Raw -86949.923506 + Penalty 592.664181 = -86357.259325 nChanged 0 Memory request: 0.15 GB would take us to total of 0.64 GB. Trying to split cluster 3 (32367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (176.778300 sec): 2 clusters Score: Raw -1404244.373030 + Penalty 95.193406 = -1404149.179624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (176.838968 sec): 3 clusters Score: Raw -1382179.652753 + Penalty 190.278609 = -1381989.374144 nChanged 15738 SP:Iteration 1F (176.899856 sec): 3 clusters Score: Raw -1388340.444332 + Penalty 189.950156 = -1388150.494175 nChanged 3968 SP:Iteration 2F (176.960927 sec): 3 clusters Score: Raw -1391003.739977 + Penalty 190.151907 = -1390813.588070 nChanged 2550 SP:Iteration 3F (177.021886 sec): 3 clusters Score: Raw -1392694.416780 + Penalty 190.515035 = -1392503.901745 nChanged 1863 SP:Iteration 4F (177.083093 sec): 3 clusters Score: Raw -1393770.617045 + Penalty 189.746878 = -1393580.870167 nChanged 2265 SP:Iteration 5F (177.143865 sec): 3 clusters Score: Raw -1395456.463063 + Penalty 188.738667 = -1395267.724396 nChanged 2470 SP:Iteration 6F (177.204854 sec): 3 clusters Score: Raw -1397470.234789 + Penalty 189.216174 = -1397281.018615 nChanged 1944 SP:Iteration 7F (177.266059 sec): 3 clusters Score: Raw -1398645.081463 + Penalty 190.158879 = -1398454.922584 nChanged 1460 SP:Iteration 8Q (177.331161 sec): 3 clusters Score: Raw -1399421.185507 + Penalty 191.549887 = -1399229.635620 nChanged 1276 SP:Iteration 9Q (177.395585 sec): 3 clusters Score: Raw -1400083.636766 + Penalty 192.990137 = -1399890.646629 nChanged 1061 SP:Iteration 10F (177.457357 sec): 3 clusters Score: Raw -1400639.102930 + Penalty 194.786569 = -1400444.316361 nChanged 894 SP:Iteration 11Q (177.520858 sec): 3 clusters Score: Raw -1401103.739242 + Penalty 196.768449 = -1400906.970792 nChanged 762 SP:Iteration 12Q (177.581210 sec): 3 clusters Score: Raw -1401489.562035 + Penalty 199.478219 = -1401290.083816 nChanged 703 SP:Iteration 13Q (177.638439 sec): 3 clusters Score: Raw -1401856.359406 + Penalty 201.807483 = -1401654.551923 nChanged 673 SP:Iteration 14Q (177.695150 sec): 3 clusters Score: Raw -1402213.952936 + Penalty 203.418252 = -1402010.534683 nChanged 620 SP:Iteration 15Q (177.750309 sec): 3 clusters Score: Raw -1402577.070457 + Penalty 204.594846 = -1402372.475611 nChanged 561 SP:Iteration 16Q (177.805652 sec): 3 clusters Score: Raw -1402912.550221 + Penalty 207.190346 = -1402705.359875 nChanged 482 SP:Iteration 17Q (177.860296 sec): 3 clusters Score: Raw -1403198.746012 + Penalty 207.456632 = -1402991.289380 nChanged 393 SP:Iteration 18Q (177.914104 sec): 3 clusters Score: Raw -1403427.464019 + Penalty 209.987929 = -1403217.476090 nChanged 332 SP:Iteration 19Q (177.966678 sec): 3 clusters Score: Raw -1403626.811668 + Penalty 208.279816 = -1403418.531852 nChanged 269 SP:Iteration 20F (178.028221 sec): 3 clusters Score: Raw -1403788.024323 + Penalty 205.870398 = -1403582.153925 nChanged 205 SP:Iteration 21Q (178.080157 sec): 3 clusters Score: Raw -1403906.390376 + Penalty 205.890147 = -1403700.500229 nChanged 162 SP:Iteration 22Q (178.131286 sec): 3 clusters Score: Raw -1404015.856630 + Penalty 207.547189 = -1403808.309441 nChanged 118 SP:Iteration 23Q (178.182367 sec): 3 clusters Score: Raw -1404091.820958 + Penalty 209.354408 = -1403882.466551 nChanged 89 SP:Iteration 24Q (178.232717 sec): 3 clusters Score: Raw -1404149.422196 + Penalty 210.688804 = -1403938.733392 nChanged 71 SP:Iteration 25Q (178.284318 sec): 3 clusters Score: Raw -1404183.678661 + Penalty 213.414866 = -1403970.263795 nChanged 62 SP:Iteration 26Q (178.334020 sec): 3 clusters Score: Raw -1404210.267640 + Penalty 215.182429 = -1403995.085211 nChanged 52 SP:Iteration 27Q (178.384980 sec): 3 clusters Score: Raw -1404233.324027 + Penalty 216.690621 = -1404016.633407 nChanged 34 SP:Iteration 28Q (178.434531 sec): 3 clusters Score: Raw -1404248.541206 + Penalty 216.587168 = -1404031.954038 nChanged 34 SP:Iteration 29Q (178.484754 sec): 3 clusters Score: Raw -1404264.287286 + Penalty 217.304639 = -1404046.982647 nChanged 26 SP:Iteration 30F (178.546133 sec): 3 clusters Score: Raw -1404274.504656 + Penalty 218.063802 = -1404056.440854 nChanged 25 SP:Iteration 31Q (178.595898 sec): 3 clusters Score: Raw -1404286.581103 + Penalty 216.139303 = -1404070.441801 nChanged 27 SP:Iteration 32Q (178.645333 sec): 3 clusters Score: Raw -1404295.959427 + Penalty 216.261692 = -1404079.697735 nChanged 20 SP:Iteration 33Q (178.694877 sec): 3 clusters Score: Raw -1404305.354351 + Penalty 213.072879 = -1404092.281472 nChanged 21 SP:Iteration 34Q (178.744245 sec): 3 clusters Score: Raw -1404314.717370 + Penalty 214.571341 = -1404100.146028 nChanged 20 SP:Iteration 35Q (178.794170 sec): 3 clusters Score: Raw -1404324.135184 + Penalty 213.815048 = -1404110.320135 nChanged 23 SP:Iteration 36Q (178.846303 sec): 3 clusters Score: Raw -1404331.788457 + Penalty 214.542035 = -1404117.246422 nChanged 15 SP:Iteration 37Q (178.898047 sec): 3 clusters Score: Raw -1404335.756186 + Penalty 214.687112 = -1404121.069073 nChanged 13 SP:Iteration 38Q (178.947368 sec): 3 clusters Score: Raw -1404338.271488 + Penalty 214.634665 = -1404123.636823 nChanged 10 SP:Iteration 39Q (178.996854 sec): 3 clusters Score: Raw -1404340.122297 + Penalty 212.798542 = -1404127.323755 nChanged 8 SP:Iteration 40F (179.058995 sec): 3 clusters Score: Raw -1404341.031560 + Penalty 212.366651 = -1404128.664909 nChanged 4 SP:Iteration 41Q (179.108482 sec): 3 clusters Score: Raw -1404341.511499 + Penalty 212.307820 = -1404129.203679 nChanged 3 SP:Iteration 42Q (179.157840 sec): 3 clusters Score: Raw -1404341.991630 + Penalty 210.922725 = -1404131.068905 nChanged 2 SP:Iteration 43Q (179.207251 sec): 3 clusters Score: Raw -1404342.297905 + Penalty 210.779287 = -1404131.518618 nChanged 3 SP:Iteration 44Q (179.256460 sec): 3 clusters Score: Raw -1404342.543771 + Penalty 211.105514 = -1404131.438257 nChanged 2 SP:Iteration 45F (179.317889 sec): 3 clusters Score: Raw -1404342.609913 + Penalty 210.251453 = -1404132.358460 nChanged 1 SP:Iteration 46Q (179.367011 sec): 3 clusters Score: Raw -1404342.630339 + Penalty 210.251453 = -1404132.378886 nChanged 0 SP:Iteration 47F (179.429306 sec): 3 clusters Score: Raw -1404342.630339 + Penalty 210.251453 = -1404132.378886 nChanged 0 Memory request: 0.01 GB would take us to total of 0.49 GB. Trying to split cluster 4 (923 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (179.450079 sec): 2 clusters Score: Raw -42242.038549 + Penalty 96.746961 = -42145.291588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (179.451917 sec): 3 clusters Score: Raw -41685.760617 + Penalty 195.888245 = -41489.872372 nChanged 407 SP:Iteration 1F (179.453707 sec): 3 clusters Score: Raw -42102.879965 + Penalty 194.595281 = -41908.284684 nChanged 62 SP:Iteration 2F (179.455491 sec): 3 clusters Score: Raw -42167.308721 + Penalty 193.776011 = -41973.532710 nChanged 27 SP:Iteration 3Q (179.457171 sec): 3 clusters Score: Raw -42187.335658 + Penalty 190.127963 = -41997.207695 nChanged 15 SP:Iteration 4Q (179.458801 sec): 3 clusters Score: Raw -42195.025733 + Penalty 190.467677 = -42004.558056 nChanged 8 SP:Iteration 5Q (179.460464 sec): 3 clusters Score: Raw -42198.212881 + Penalty 190.647655 = -42007.565226 nChanged 6 SP:Iteration 6Q (179.462097 sec): 3 clusters Score: Raw -42199.822245 + Penalty 189.848807 = -42009.973438 nChanged 3 SP:Iteration 7Q (179.463792 sec): 3 clusters Score: Raw -42200.698911 + Penalty 189.935780 = -42010.763130 nChanged 6 SP:Iteration 8Q (179.465463 sec): 3 clusters Score: Raw -42201.656742 + Penalty 189.891489 = -42011.765254 nChanged 2 SP:Iteration 9Q (179.467177 sec): 3 clusters Score: Raw -42201.993390 + Penalty 190.531162 = -42011.462228 nChanged 4 SP:Iteration 10F (179.469053 sec): 3 clusters Score: Raw -42203.819929 + Penalty 188.927688 = -42014.892241 nChanged 9 SP:Iteration 11Q (179.470689 sec): 3 clusters Score: Raw -42209.747591 + Penalty 188.740623 = -42021.006968 nChanged 9 SP:Iteration 12Q (179.472290 sec): 3 clusters Score: Raw -42213.760479 + Penalty 188.790439 = -42024.970040 nChanged 6 SP:Iteration 13Q (179.473850 sec): 3 clusters Score: Raw -42216.400779 + Penalty 189.510116 = -42026.890663 nChanged 5 SP:Iteration 14Q (179.475402 sec): 3 clusters Score: Raw -42217.730267 + Penalty 190.736869 = -42026.993398 nChanged 5 SP:Iteration 15Q (179.476947 sec): 3 clusters Score: Raw -42218.975701 + Penalty 190.000838 = -42028.974863 nChanged 5 SP:Iteration 16Q (179.478520 sec): 3 clusters Score: Raw -42220.410586 + Penalty 188.864413 = -42031.546173 nChanged 3 SP:Iteration 17Q (179.480081 sec): 3 clusters Score: Raw -42220.972241 + Penalty 189.324096 = -42031.648145 nChanged 1 SP:Iteration 18Q (179.481630 sec): 3 clusters Score: Raw -42221.085972 + Penalty 189.863863 = -42031.222110 nChanged 1 SP:Iteration 19F (179.483410 sec): 3 clusters Score: Raw -42221.192366 + Penalty 189.763433 = -42031.428934 nChanged 2 SP:Iteration 20F (179.485192 sec): 3 clusters Score: Raw -42221.301587 + Penalty 189.763433 = -42031.538154 nChanged 0 Memory request: 0.03 GB would take us to total of 0.51 GB. Trying to split cluster 5 (5156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (179.507920 sec): 2 clusters Score: Raw -216610.382330 + Penalty 79.478362 = -216530.903967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (179.517666 sec): 3 clusters Score: Raw -213168.782654 + Penalty 158.494130 = -213010.288524 nChanged 2485 SP:Iteration 1F (179.527064 sec): 3 clusters Score: Raw -214974.847986 + Penalty 156.529517 = -214818.318469 nChanged 757 SP:Iteration 2F (179.536518 sec): 3 clusters Score: Raw -215487.668381 + Penalty 154.298158 = -215333.370223 nChanged 366 SP:Iteration 3F (179.545911 sec): 3 clusters Score: Raw -215770.480613 + Penalty 151.349754 = -215619.130858 nChanged 211 SP:Iteration 4Q (179.555155 sec): 3 clusters Score: Raw -216047.802119 + Penalty 148.138178 = -215899.663941 nChanged 141 SP:Iteration 5Q (179.564347 sec): 3 clusters Score: Raw -216402.284137 + Penalty 147.426515 = -216254.857622 nChanged 80 SP:Iteration 6Q (179.573604 sec): 3 clusters Score: Raw -216463.948878 + Penalty 147.438221 = -216316.510657 nChanged 64 SP:Iteration 7Q (179.582811 sec): 3 clusters Score: Raw -216486.480380 + Penalty 147.151032 = -216339.329348 nChanged 53 SP:Iteration 8Q (179.591244 sec): 3 clusters Score: Raw -216509.324549 + Penalty 147.059448 = -216362.265100 nChanged 49 SP:Iteration 9Q (179.599600 sec): 3 clusters Score: Raw -216527.421596 + Penalty 146.773914 = -216380.647681 nChanged 57 SP:Iteration 10F (179.609248 sec): 3 clusters Score: Raw -216545.248853 + Penalty 145.724495 = -216399.524357 nChanged 56 SP:Iteration 11Q (179.617885 sec): 3 clusters Score: Raw -216562.351642 + Penalty 145.110114 = -216417.241528 nChanged 49 SP:Iteration 12Q (179.626357 sec): 3 clusters Score: Raw -216572.459426 + Penalty 144.911947 = -216427.547479 nChanged 28 SP:Iteration 13Q (179.634723 sec): 3 clusters Score: Raw -216576.774275 + Penalty 144.676136 = -216432.098139 nChanged 27 SP:Iteration 14Q (179.642977 sec): 3 clusters Score: Raw -216581.468457 + Penalty 144.212039 = -216437.256418 nChanged 27 SP:Iteration 15Q (179.651422 sec): 3 clusters Score: Raw -216585.266683 + Penalty 143.804143 = -216441.462539 nChanged 20 SP:Iteration 16Q (179.659573 sec): 3 clusters Score: Raw -216588.052369 + Penalty 143.822940 = -216444.229429 nChanged 18 SP:Iteration 17Q (179.668023 sec): 3 clusters Score: Raw -216590.213068 + Penalty 143.608779 = -216446.604289 nChanged 17 SP:Iteration 18Q (179.676051 sec): 3 clusters Score: Raw -216592.257716 + Penalty 143.274026 = -216448.983691 nChanged 18 SP:Iteration 19Q (179.684468 sec): 3 clusters Score: Raw -216594.884155 + Penalty 142.684135 = -216452.200020 nChanged 15 SP:Iteration 20F (179.693774 sec): 3 clusters Score: Raw -216597.468878 + Penalty 142.596391 = -216454.872487 nChanged 19 SP:Iteration 21Q (179.702018 sec): 3 clusters Score: Raw -216601.825265 + Penalty 142.272322 = -216459.552944 nChanged 19 SP:Iteration 22Q (179.710377 sec): 3 clusters Score: Raw -216604.619370 + Penalty 142.253984 = -216462.365386 nChanged 12 SP:Iteration 23Q (179.718812 sec): 3 clusters Score: Raw -216606.619613 + Penalty 142.145342 = -216464.474271 nChanged 10 SP:Iteration 24Q (179.726785 sec): 3 clusters Score: Raw -216607.965136 + Penalty 142.297455 = -216465.667681 nChanged 13 SP:Iteration 25Q (179.735018 sec): 3 clusters Score: Raw -216609.853682 + Penalty 142.098773 = -216467.754909 nChanged 13 SP:Iteration 26Q (179.742943 sec): 3 clusters Score: Raw -216611.816082 + Penalty 141.892377 = -216469.923705 nChanged 15 SP:Iteration 27Q (179.750988 sec): 3 clusters Score: Raw -216613.092363 + Penalty 141.666644 = -216471.425720 nChanged 12 SP:Iteration 28Q (179.758862 sec): 3 clusters Score: Raw -216614.432386 + Penalty 141.515631 = -216472.916754 nChanged 12 SP:Iteration 29Q (179.766949 sec): 3 clusters Score: Raw -216616.330449 + Penalty 141.405219 = -216474.925230 nChanged 20 SP:Iteration 30F (179.776228 sec): 3 clusters Score: Raw -216620.697821 + Penalty 141.166680 = -216479.531140 nChanged 13 SP:Iteration 31Q (179.784118 sec): 3 clusters Score: Raw -216623.026018 + Penalty 141.128053 = -216481.897965 nChanged 8 SP:Iteration 32Q (179.791941 sec): 3 clusters Score: Raw -216623.674943 + Penalty 140.851674 = -216482.823269 nChanged 12 SP:Iteration 33Q (179.799957 sec): 3 clusters Score: Raw -216624.784183 + Penalty 141.038725 = -216483.745458 nChanged 11 SP:Iteration 34Q (179.807768 sec): 3 clusters Score: Raw -216626.286373 + Penalty 140.718374 = -216485.567998 nChanged 15 SP:Iteration 35Q (179.816190 sec): 3 clusters Score: Raw -216628.154470 + Penalty 140.713122 = -216487.441348 nChanged 13 SP:Iteration 36Q (179.824046 sec): 3 clusters Score: Raw -216630.266910 + Penalty 140.776401 = -216489.490509 nChanged 17 SP:Iteration 37Q (179.831991 sec): 3 clusters Score: Raw -216633.287392 + Penalty 141.013292 = -216492.274100 nChanged 21 SP:Iteration 38Q (179.839836 sec): 3 clusters Score: Raw -216636.039410 + Penalty 140.577949 = -216495.461460 nChanged 13 SP:Iteration 39Q (179.847589 sec): 3 clusters Score: Raw -216637.443689 + Penalty 140.013785 = -216497.429904 nChanged 8 SP:Iteration 40F (179.856985 sec): 3 clusters Score: Raw -216638.333965 + Penalty 139.727550 = -216498.606415 nChanged 9 SP:Iteration 41Q (179.864865 sec): 3 clusters Score: Raw -216639.045450 + Penalty 139.630515 = -216499.414935 nChanged 8 SP:Iteration 42Q (179.872748 sec): 3 clusters Score: Raw -216639.537142 + Penalty 139.761054 = -216499.776089 nChanged 7 SP:Iteration 43Q (179.880483 sec): 3 clusters Score: Raw -216640.074393 + Penalty 139.598076 = -216500.476317 nChanged 8 SP:Iteration 44Q (179.888364 sec): 3 clusters Score: Raw -216640.768353 + Penalty 139.032751 = -216501.735602 nChanged 9 SP:Iteration 45Q (179.896146 sec): 3 clusters Score: Raw -216641.590803 + Penalty 139.091621 = -216502.499182 nChanged 4 SP:Iteration 46Q (179.903888 sec): 3 clusters Score: Raw -216641.829315 + Penalty 139.067885 = -216502.761429 nChanged 3 SP:Iteration 47Q (179.912564 sec): 3 clusters Score: Raw -216641.929150 + Penalty 139.034430 = -216502.894719 nChanged 3 SP:Iteration 48Q (179.921069 sec): 3 clusters Score: Raw -216642.043486 + Penalty 138.828105 = -216503.215381 nChanged 3 SP:Iteration 49Q (179.928803 sec): 3 clusters Score: Raw -216642.168864 + Penalty 138.880883 = -216503.287981 nChanged 2 SP:Iteration 50F (179.938203 sec): 3 clusters Score: Raw -216642.238667 + Penalty 138.889284 = -216503.349383 nChanged 3 SP:Iteration 51Q (179.945923 sec): 3 clusters Score: Raw -216642.346389 + Penalty 138.930642 = -216503.415747 nChanged 3 SP:Iteration 52Q (179.953830 sec): 3 clusters Score: Raw -216642.436946 + Penalty 138.922777 = -216503.514169 nChanged 2 SP:Iteration 53Q (179.961517 sec): 3 clusters Score: Raw -216642.481517 + Penalty 138.978063 = -216503.503454 nChanged 2 SP:Iteration 54F (179.970795 sec): 3 clusters Score: Raw -216642.611666 + Penalty 138.703723 = -216503.907944 nChanged 8 SP:Iteration 55Q (179.978531 sec): 3 clusters Score: Raw -216643.541038 + Penalty 138.799332 = -216504.741705 nChanged 6 SP:Iteration 56Q (179.986245 sec): 3 clusters Score: Raw -216644.012483 + Penalty 138.735882 = -216505.276600 nChanged 4 SP:Iteration 57Q (179.993900 sec): 3 clusters Score: Raw -216644.196197 + Penalty 138.794438 = -216505.401759 nChanged 2 SP:Iteration 58Q (180.001602 sec): 3 clusters Score: Raw -216644.414361 + Penalty 138.883735 = -216505.530626 nChanged 3 SP:Iteration 59Q (180.009404 sec): 3 clusters Score: Raw -216644.549640 + Penalty 138.913897 = -216505.635743 nChanged 1 SP:Iteration 60F (180.019129 sec): 3 clusters Score: Raw -216644.569333 + Penalty 138.944259 = -216505.625074 nChanged 1 SP:Iteration 61F (180.028449 sec): 3 clusters Score: Raw -216644.619573 + Penalty 138.922005 = -216505.697569 nChanged 2 SP:Iteration 62Q (180.036311 sec): 3 clusters Score: Raw -216644.809715 + Penalty 138.960107 = -216505.849608 nChanged 4 SP:Iteration 63Q (180.044070 sec): 3 clusters Score: Raw -216645.106899 + Penalty 138.990239 = -216506.116661 nChanged 3 SP:Iteration 64Q (180.051923 sec): 3 clusters Score: Raw -216645.347873 + Penalty 139.054988 = -216506.292885 nChanged 3 SP:Iteration 65Q (180.059649 sec): 3 clusters Score: Raw -216645.512588 + Penalty 139.078635 = -216506.433953 nChanged 1 SP:Iteration 66Q (180.067609 sec): 3 clusters Score: Raw -216645.531059 + Penalty 139.075576 = -216506.455483 nChanged 2 SP:Iteration 67Q (180.075372 sec): 3 clusters Score: Raw -216645.609397 + Penalty 139.127826 = -216506.481571 nChanged 2 SP:Iteration 68Q (180.083026 sec): 3 clusters Score: Raw -216645.690488 + Penalty 138.947379 = -216506.743109 nChanged 3 SP:Iteration 69Q (180.090663 sec): 3 clusters Score: Raw -216645.785047 + Penalty 138.957339 = -216506.827708 nChanged 2 SP:Iteration 70F (180.100036 sec): 3 clusters Score: Raw -216645.812659 + Penalty 138.957339 = -216506.855320 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 6 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (180.112786 sec): 2 clusters Score: Raw -451.580755 + Penalty 20.998868 = -430.581887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (180.113005 sec): 3 clusters Score: Raw -451.163532 + Penalty 43.363226 = -407.800306 nChanged 2 SP:Iteration 1F (180.113206 sec): 3 clusters Score: Raw -453.882866 + Penalty 43.363226 = -410.519640 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 7 (2538 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (180.122741 sec): 2 clusters Score: Raw -112319.835526 + Penalty 410.343808 = -111909.491718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (180.127543 sec): 3 clusters Score: Raw -110805.672825 + Penalty 820.672356 = -109985.000469 nChanged 1043 SP:Iteration 1F (180.132193 sec): 3 clusters Score: Raw -111512.925462 + Penalty 819.004358 = -110693.921103 nChanged 347 SP:Iteration 2F (180.136917 sec): 3 clusters Score: Raw -111743.323182 + Penalty 817.975781 = -110925.347401 nChanged 169 SP:Iteration 3F (180.141679 sec): 3 clusters Score: Raw -111844.490954 + Penalty 817.424344 = -111027.066609 nChanged 117 SP:Iteration 4Q (180.146320 sec): 3 clusters Score: Raw -111929.266062 + Penalty 817.106645 = -111112.159418 nChanged 111 SP:Iteration 5Q (180.150954 sec): 3 clusters Score: Raw -112007.384454 + Penalty 816.095856 = -111191.288598 nChanged 94 SP:Iteration 6Q (180.155540 sec): 3 clusters Score: Raw -112081.644741 + Penalty 821.035604 = -111260.609137 nChanged 85 SP:Iteration 7Q (180.160086 sec): 3 clusters Score: Raw -112137.047974 + Penalty 825.156252 = -111311.891722 nChanged 62 SP:Iteration 8Q (180.164563 sec): 3 clusters Score: Raw -112173.834748 + Penalty 832.669217 = -111341.165531 nChanged 61 SP:Iteration 9Q (180.169098 sec): 3 clusters Score: Raw -112208.032877 + Penalty 841.230888 = -111366.801989 nChanged 52 SP:Iteration 10F (180.173733 sec): 3 clusters Score: Raw -112241.445073 + Penalty 853.899933 = -111387.545140 nChanged 61 SP:Iteration 11Q (180.178071 sec): 3 clusters Score: Raw -112290.088741 + Penalty 865.493125 = -111424.595616 nChanged 53 SP:Iteration 12Q (180.182415 sec): 3 clusters Score: Raw -112331.694600 + Penalty 879.329237 = -111452.365363 nChanged 44 SP:Iteration 13Q (180.186628 sec): 3 clusters Score: Raw -112368.991533 + Penalty 896.802324 = -111472.189208 nChanged 41 SP:Iteration 14Q (180.190721 sec): 3 clusters Score: Raw -112398.698122 + Penalty 910.151063 = -111488.547060 nChanged 25 SP:Iteration 15Q (180.194760 sec): 3 clusters Score: Raw -112415.936892 + Penalty 919.484440 = -111496.452452 nChanged 14 SP:Iteration 16Q (180.198760 sec): 3 clusters Score: Raw -112427.278463 + Penalty 927.708874 = -111499.569589 nChanged 10 SP:Iteration 17Q (180.202831 sec): 3 clusters Score: Raw -112435.637769 + Penalty 934.825325 = -111500.812444 nChanged 10 SP:Iteration 18Q (180.206748 sec): 3 clusters Score: Raw -112447.941939 + Penalty 935.727781 = -111512.214158 nChanged 8 SP:Iteration 19Q (180.210664 sec): 3 clusters Score: Raw -112460.811408 + Penalty 936.331467 = -111524.479940 nChanged 8 SP:Iteration 20F (180.215306 sec): 3 clusters Score: Raw -112470.349171 + Penalty 936.616755 = -111533.732415 nChanged 6 SP:Iteration 21Q (180.219269 sec): 3 clusters Score: Raw -112477.180154 + Penalty 937.061081 = -111540.119073 nChanged 7 SP:Iteration 22Q (180.223270 sec): 3 clusters Score: Raw -112484.796761 + Penalty 942.662907 = -111542.133855 nChanged 7 SP:Iteration 23Q (180.227372 sec): 3 clusters Score: Raw -112488.133973 + Penalty 942.743016 = -111545.390957 nChanged 4 SP:Iteration 24Q (180.231300 sec): 3 clusters Score: Raw -112489.439402 + Penalty 942.151142 = -111547.288260 nChanged 3 SP:Iteration 25Q (180.235229 sec): 3 clusters Score: Raw -112490.633837 + Penalty 943.504225 = -111547.129612 nChanged 1 SP:Iteration 26F (180.239988 sec): 3 clusters Score: Raw -112490.894554 + Penalty 943.642288 = -111547.252267 nChanged 1 SP:Iteration 27Q (180.243853 sec): 3 clusters Score: Raw -112491.219793 + Penalty 943.642288 = -111547.577506 nChanged 0 SP:Iteration 28F (180.248663 sec): 3 clusters Score: Raw -112491.219793 + Penalty 943.642288 = -111547.577506 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 9 (1260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (180.257413 sec): 2 clusters Score: Raw -53439.118502 + Penalty 419.451903 = -53019.666599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (180.259830 sec): 3 clusters Score: Raw -52732.995504 + Penalty 913.010553 = -51819.984951 nChanged 497 SP:Iteration 1F (180.262453 sec): 3 clusters Score: Raw -53244.307543 + Penalty 997.158237 = -52247.149307 nChanged 193 SP:Iteration 2F (180.265199 sec): 3 clusters Score: Raw -53482.844078 + Penalty 1033.842248 = -52449.001830 nChanged 89 SP:Iteration 3F (180.267721 sec): 3 clusters Score: Raw -53590.561975 + Penalty 1040.753791 = -52549.808183 nChanged 47 SP:Iteration 4Q (180.269939 sec): 3 clusters Score: Raw -53633.182523 + Penalty 1042.939546 = -52590.242977 nChanged 24 SP:Iteration 5Q (180.272109 sec): 3 clusters Score: Raw -53648.067272 + Penalty 1037.806233 = -52610.261039 nChanged 11 SP:Iteration 6Q (180.274256 sec): 3 clusters Score: Raw -53654.551229 + Penalty 1034.426058 = -52620.125171 nChanged 5 SP:Iteration 7Q (180.276394 sec): 3 clusters Score: Raw -53657.182504 + Penalty 1034.332864 = -52622.849640 nChanged 2 SP:Iteration 8Q (180.278526 sec): 3 clusters Score: Raw -53658.119968 + Penalty 1031.924969 = -52626.194999 nChanged 3 SP:Iteration 9Q (180.280658 sec): 3 clusters Score: Raw -53659.616129 + Penalty 1029.554879 = -52630.061250 nChanged 3 SP:Iteration 10F (180.283057 sec): 3 clusters Score: Raw -53660.696999 + Penalty 1026.930191 = -52633.766809 nChanged 4 SP:Iteration 11Q (180.285282 sec): 3 clusters Score: Raw -53661.939754 + Penalty 1026.606020 = -52635.333734 nChanged 1 SP:Iteration 12Q (180.287460 sec): 3 clusters Score: Raw -53662.319328 + Penalty 1024.173915 = -52638.145413 nChanged 3 SP:Iteration 13Q (180.289603 sec): 3 clusters Score: Raw -53663.397231 + Penalty 1023.309815 = -52640.087416 nChanged 1 SP:Iteration 14Q (180.291745 sec): 3 clusters Score: Raw -53663.507874 + Penalty 1023.309815 = -52640.198059 nChanged 0 SP:Iteration 15F (180.294195 sec): 3 clusters Score: Raw -53663.507874 + Penalty 1023.309815 = -52640.198059 nChanged 0 Memory request: 0.01 GB would take us to total of 0.49 GB. Trying to split cluster 10 (825 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (180.299047 sec): 2 clusters Score: Raw -34576.623679 + Penalty 854.440781 = -33722.182898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (180.300763 sec): 3 clusters Score: Raw -34287.814285 + Penalty 1708.769753 = -32579.044532 nChanged 254 SP:Iteration 1F (180.302430 sec): 3 clusters Score: Raw -34486.951731 + Penalty 1708.035621 = -32778.916110 nChanged 62 SP:Iteration 2F (180.304080 sec): 3 clusters Score: Raw -34529.711424 + Penalty 1707.139383 = -32822.572042 nChanged 37 SP:Iteration 3Q (180.305685 sec): 3 clusters Score: Raw -34560.782461 + Penalty 1706.040424 = -32854.742037 nChanged 32 SP:Iteration 4Q (180.307284 sec): 3 clusters Score: Raw -34600.431867 + Penalty 1704.020713 = -32896.411153 nChanged 25 SP:Iteration 5Q (180.308911 sec): 3 clusters Score: Raw -34628.720481 + Penalty 1702.091367 = -32926.629114 nChanged 25 SP:Iteration 6Q (180.310551 sec): 3 clusters Score: Raw -34651.619364 + Penalty 1700.749468 = -32950.869897 nChanged 11 SP:Iteration 7Q (180.312165 sec): 3 clusters Score: Raw -34662.563706 + Penalty 1700.739819 = -32961.823886 nChanged 6 SP:Iteration 8Q (180.313751 sec): 3 clusters Score: Raw -34666.460825 + Penalty 1700.891346 = -32965.569479 nChanged 5 SP:Iteration 9Q (180.315379 sec): 3 clusters Score: Raw -34669.600693 + Penalty 1700.369058 = -32969.231635 nChanged 4 SP:Iteration 10F (180.316994 sec): 3 clusters Score: Raw -34671.819263 + Penalty 1700.169114 = -32971.650149 nChanged 1 SP:Iteration 11Q (180.318614 sec): 3 clusters Score: Raw -34673.101615 + Penalty 1699.983625 = -32973.117990 nChanged 1 SP:Iteration 12Q (180.320244 sec): 3 clusters Score: Raw -34674.206309 + Penalty 1699.733857 = -32974.472452 nChanged 1 SP:Iteration 13Q (180.321858 sec): 3 clusters Score: Raw -34674.523488 + Penalty 1699.733857 = -32974.789631 nChanged 0 SP:Iteration 14F (180.323634 sec): 3 clusters Score: Raw -34674.523488 + Penalty 1699.733857 = -32974.789631 nChanged 0 Memory request: 0.01 GB would take us to total of 0.49 GB. Trying to split cluster 13 (846 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (180.326608 sec): 2 clusters Score: Raw -34378.175331 + Penalty 275.931887 = -34102.243444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (180.328403 sec): 3 clusters Score: Raw -33938.050200 + Penalty 551.675256 = -33386.374944 nChanged 315 SP:Iteration 1F (180.330168 sec): 3 clusters Score: Raw -34164.993829 + Penalty 551.522696 = -33613.471133 nChanged 99 SP:Iteration 2F (180.331837 sec): 3 clusters Score: Raw -34261.489551 + Penalty 550.736721 = -33710.752830 nChanged 67 SP:Iteration 3F (180.333483 sec): 3 clusters Score: Raw -34348.668430 + Penalty 548.904738 = -33799.763693 nChanged 64 SP:Iteration 4F (180.335130 sec): 3 clusters Score: Raw -34464.204581 + Penalty 546.532522 = -33917.672059 nChanged 50 SP:Iteration 5F (180.336779 sec): 3 clusters Score: Raw -34528.168413 + Penalty 546.108413 = -33982.060001 nChanged 20 SP:Iteration 6Q (180.338317 sec): 3 clusters Score: Raw -34540.126653 + Penalty 547.261445 = -33992.865209 nChanged 10 SP:Iteration 7Q (180.339846 sec): 3 clusters Score: Raw -34546.636395 + Penalty 548.292699 = -33998.343695 nChanged 7 SP:Iteration 8Q (180.341534 sec): 3 clusters Score: Raw -34550.006379 + Penalty 549.346173 = -34000.660207 nChanged 6 SP:Iteration 9Q (180.343143 sec): 3 clusters Score: Raw -34552.112879 + Penalty 550.136593 = -34001.976286 nChanged 5 SP:Iteration 10F (180.344820 sec): 3 clusters Score: Raw -34553.812081 + Penalty 550.649820 = -34003.162261 nChanged 3 SP:Iteration 11Q (180.346399 sec): 3 clusters Score: Raw -34555.431245 + Penalty 551.695537 = -34003.735708 nChanged 6 SP:Iteration 12Q (180.347960 sec): 3 clusters Score: Raw -34559.075808 + Penalty 552.549265 = -34006.526543 nChanged 5 SP:Iteration 13Q (180.349558 sec): 3 clusters Score: Raw -34560.998561 + Penalty 553.407453 = -34007.591107 nChanged 5 SP:Iteration 14Q (180.351127 sec): 3 clusters Score: Raw -34562.984789 + Penalty 553.789813 = -34009.194976 nChanged 2 SP:Iteration 15Q (180.352685 sec): 3 clusters Score: Raw -34564.332834 + Penalty 554.142484 = -34010.190350 nChanged 2 SP:Iteration 16Q (180.354270 sec): 3 clusters Score: Raw -34565.447737 + Penalty 554.678768 = -34010.768969 nChanged 3 SP:Iteration 17Q (180.355880 sec): 3 clusters Score: Raw -34566.324620 + Penalty 554.888437 = -34011.436182 nChanged 1 SP:Iteration 18Q (180.357437 sec): 3 clusters Score: Raw -34567.270576 + Penalty 555.278442 = -34011.992134 nChanged 2 SP:Iteration 19Q (180.358989 sec): 3 clusters Score: Raw -34568.126431 + Penalty 555.499627 = -34012.626804 nChanged 1 SP:Iteration 20F (180.360632 sec): 3 clusters Score: Raw -34568.398113 + Penalty 555.499627 = -34012.898486 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 20 (366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (180.362833 sec): 2 clusters Score: Raw -11451.110061 + Penalty 814.165890 = -10636.944171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (180.363707 sec): 3 clusters Score: Raw -11429.296144 + Penalty 1627.608701 = -9801.687443 nChanged 75 SP:Iteration 1F (180.364548 sec): 3 clusters Score: Raw -11566.504590 + Penalty 1624.993671 = -9941.510918 nChanged 23 SP:Iteration 2F (180.365384 sec): 3 clusters Score: Raw -11615.044143 + Penalty 1623.939328 = -9991.104816 nChanged 17 SP:Iteration 3Q (180.366187 sec): 3 clusters Score: Raw -11650.727718 + Penalty 1620.831137 = -10029.896581 nChanged 10 SP:Iteration 4Q (180.366980 sec): 3 clusters Score: Raw -11664.090899 + Penalty 1619.600447 = -10044.490451 nChanged 7 SP:Iteration 5Q (180.367764 sec): 3 clusters Score: Raw -11679.722299 + Penalty 1619.737819 = -10059.984480 nChanged 4 SP:Iteration 6Q (180.368544 sec): 3 clusters Score: Raw -11689.188198 + Penalty 1620.392157 = -10068.796041 nChanged 3 SP:Iteration 7Q (180.369320 sec): 3 clusters Score: Raw -11695.372301 + Penalty 1621.042359 = -10074.329941 nChanged 4 SP:Iteration 8Q (180.370095 sec): 3 clusters Score: Raw -11702.690927 + Penalty 1620.738326 = -10081.952601 nChanged 2 SP:Iteration 9Q (180.370868 sec): 3 clusters Score: Raw -11703.743095 + Penalty 1620.738326 = -10083.004769 nChanged 0 SP:Iteration 10F (180.371703 sec): 3 clusters Score: Raw -11703.743095 + Penalty 1620.738326 = -10083.004769 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 26 (165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (180.373077 sec): 2 clusters Score: Raw -5980.872720 + Penalty 387.658231 = -5593.214490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (180.373603 sec): 3 clusters Score: Raw -5990.861009 + Penalty 766.951475 = -5223.909534 nChanged 30 SP:Iteration 1F (180.374103 sec): 3 clusters Score: Raw -6038.446884 + Penalty 771.476056 = -5266.970828 nChanged 3 SP:Iteration 2Q (180.374583 sec): 3 clusters Score: Raw -6041.421084 + Penalty 771.476056 = -5269.945028 nChanged 0 SP:Iteration 3F (180.375078 sec): 3 clusters Score: Raw -6041.421084 + Penalty 771.476056 = -5269.945028 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 27 (934 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (180.378213 sec): 2 clusters Score: Raw -42083.974825 + Penalty 343.801082 = -41740.173743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (180.380074 sec): 3 clusters Score: Raw -41559.347799 + Penalty 702.467873 = -40856.879927 nChanged 352 SP:Iteration 1F (180.381891 sec): 3 clusters Score: Raw -41854.139650 + Penalty 721.529085 = -41132.610565 nChanged 120 SP:Iteration 2F (180.383719 sec): 3 clusters Score: Raw -41952.417562 + Penalty 736.563229 = -41215.854333 nChanged 63 SP:Iteration 3F (180.385552 sec): 3 clusters Score: Raw -42010.294740 + Penalty 751.498894 = -41258.795846 nChanged 48 SP:Iteration 4F (180.387390 sec): 3 clusters Score: Raw -42054.252404 + Penalty 758.258628 = -41295.993776 nChanged 29 SP:Iteration 5Q (180.389110 sec): 3 clusters Score: Raw -42077.906857 + Penalty 768.385256 = -41309.521601 nChanged 24 SP:Iteration 6Q (180.390898 sec): 3 clusters Score: Raw -42097.826574 + Penalty 771.044039 = -41326.782535 nChanged 9 SP:Iteration 7Q (180.392640 sec): 3 clusters Score: Raw -42102.976363 + Penalty 773.273910 = -41329.702453 nChanged 11 SP:Iteration 8Q (180.394354 sec): 3 clusters Score: Raw -42107.947283 + Penalty 776.175658 = -41331.771625 nChanged 7 SP:Iteration 9Q (180.396036 sec): 3 clusters Score: Raw -42112.222372 + Penalty 779.823459 = -41332.398913 nChanged 6 SP:Iteration 10F (180.397837 sec): 3 clusters Score: Raw -42114.051275 + Penalty 781.960786 = -41332.090489 nChanged 4 SP:Iteration 11F (180.399656 sec): 3 clusters Score: Raw -42116.124200 + Penalty 785.314246 = -41330.809953 nChanged 4 SP:Iteration 12F (180.401472 sec): 3 clusters Score: Raw -42117.889386 + Penalty 788.142851 = -41329.746535 nChanged 4 SP:Iteration 13F (180.403257 sec): 3 clusters Score: Raw -42118.944210 + Penalty 789.726998 = -41329.217211 nChanged 2 SP:Iteration 14F (180.405045 sec): 3 clusters Score: Raw -42119.690076 + Penalty 792.171384 = -41327.518693 nChanged 3 SP:Iteration 15F (180.406828 sec): 3 clusters Score: Raw -42120.849529 + Penalty 792.914615 = -41327.934915 nChanged 1 SP:Iteration 16Q (180.408480 sec): 3 clusters Score: Raw -42121.065945 + Penalty 794.033963 = -41327.031981 nChanged 2 SP:Iteration 17F (180.410263 sec): 3 clusters Score: Raw -42122.209001 + Penalty 796.303776 = -41325.905225 nChanged 3 SP:Iteration 18F (180.412084 sec): 3 clusters Score: Raw -42123.395920 + Penalty 797.669490 = -41325.726430 nChanged 2 SP:Iteration 19F (180.413900 sec): 3 clusters Score: Raw -42124.788322 + Penalty 799.887705 = -41324.900618 nChanged 3 SP:Iteration 20F (180.415731 sec): 3 clusters Score: Raw -42127.665952 + Penalty 803.113923 = -41324.552028 nChanged 6 SP:Iteration 21F (180.417517 sec): 3 clusters Score: Raw -42131.114777 + Penalty 805.717438 = -41325.397340 nChanged 5 SP:Iteration 22Q (180.419153 sec): 3 clusters Score: Raw -42134.547204 + Penalty 809.521012 = -41325.026192 nChanged 5 SP:Iteration 23F (180.420973 sec): 3 clusters Score: Raw -42137.662432 + Penalty 812.634889 = -41325.027543 nChanged 6 SP:Iteration 24Q (180.422858 sec): 3 clusters Score: Raw -42140.620807 + Penalty 816.760554 = -41323.860253 nChanged 5 SP:Iteration 25F (180.424685 sec): 3 clusters Score: Raw -42143.679276 + Penalty 820.992625 = -41322.686652 nChanged 5 SP:Iteration 26F (180.426516 sec): 3 clusters Score: Raw -42146.008634 + Penalty 826.031722 = -41319.976913 nChanged 7 SP:Iteration 27F (180.428375 sec): 3 clusters Score: Raw -42151.411825 + Penalty 828.138951 = -41323.272874 nChanged 4 SP:Iteration 28Q (180.430085 sec): 3 clusters Score: Raw -42154.846048 + Penalty 831.455472 = -41323.390576 nChanged 5 SP:Iteration 29Q (180.431804 sec): 3 clusters Score: Raw -42157.433743 + Penalty 834.776697 = -41322.657046 nChanged 6 SP:Iteration 30F (180.433668 sec): 3 clusters Score: Raw -42160.867472 + Penalty 839.222158 = -41321.645313 nChanged 4 SP:Iteration 31F (180.435560 sec): 3 clusters Score: Raw -42162.577804 + Penalty 842.486066 = -41320.091738 nChanged 3 SP:Iteration 32F (180.437607 sec): 3 clusters Score: Raw -42163.176721 + Penalty 842.486066 = -41320.690656 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 30 (145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (180.438541 sec): 2 clusters Score: Raw -6198.465908 + Penalty 172.915341 = -6025.550567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (180.439026 sec): 3 clusters Score: Raw -6142.821172 + Penalty 354.625219 = -5788.195953 nChanged 32 SP:Iteration 1F (180.439501 sec): 3 clusters Score: Raw -6179.582014 + Penalty 369.820548 = -5809.761466 nChanged 18 SP:Iteration 2F (180.439974 sec): 3 clusters Score: Raw -6212.926490 + Penalty 383.069697 = -5829.856792 nChanged 12 SP:Iteration 3F (180.440450 sec): 3 clusters Score: Raw -6246.885061 + Penalty 397.356399 = -5849.528662 nChanged 5 SP:Iteration 4Q (180.440912 sec): 3 clusters Score: Raw -6253.802389 + Penalty 398.995249 = -5854.807140 nChanged 1 SP:Iteration 5Q (180.441362 sec): 3 clusters Score: Raw -6256.434587 + Penalty 400.011240 = -5856.423347 nChanged 1 SP:Iteration 6Q (180.441808 sec): 3 clusters Score: Raw -6258.175933 + Penalty 400.936433 = -5857.239499 nChanged 1 SP:Iteration 7Q (180.442254 sec): 3 clusters Score: Raw -6258.939815 + Penalty 402.934505 = -5856.005310 nChanged 1 SP:Iteration 8F (180.442718 sec): 3 clusters Score: Raw -6261.091297 + Penalty 402.934505 = -5858.156792 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 32 (200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (180.443805 sec): 2 clusters Score: Raw -6893.104778 + Penalty 305.466198 = -6587.638580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (180.444390 sec): 3 clusters Score: Raw -6880.298317 + Penalty 614.440778 = -6265.857539 nChanged 36 SP:Iteration 1F (180.444945 sec): 3 clusters Score: Raw -6928.897867 + Penalty 614.250125 = -6314.647742 nChanged 8 SP:Iteration 2Q (180.445486 sec): 3 clusters Score: Raw -6941.757911 + Penalty 616.007888 = -6325.750022 nChanged 6 SP:Iteration 3Q (180.446023 sec): 3 clusters Score: Raw -6951.947284 + Penalty 619.881399 = -6332.065884 nChanged 5 SP:Iteration 4Q (180.446558 sec): 3 clusters Score: Raw -6959.106862 + Penalty 629.419115 = -6329.687747 nChanged 6 SP:Iteration 5F (180.447111 sec): 3 clusters Score: Raw -6968.078219 + Penalty 634.826392 = -6333.251827 nChanged 6 SP:Iteration 6Q (180.447645 sec): 3 clusters Score: Raw -6975.416109 + Penalty 652.498462 = -6322.917647 nChanged 6 SP:Iteration 7F (180.448201 sec): 3 clusters Score: Raw -6989.392891 + Penalty 666.933015 = -6322.459876 nChanged 5 SP:Iteration 8F (180.448781 sec): 3 clusters Score: Raw -7003.485553 + Penalty 678.225071 = -6325.260482 nChanged 3 SP:Iteration 9Q (180.449321 sec): 3 clusters Score: Raw -7008.322565 + Penalty 678.225071 = -6330.097493 nChanged 0 SP:Iteration 10F (180.449892 sec): 3 clusters Score: Raw -7008.322565 + Penalty 678.225071 = -6330.097493 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 42 (974 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (180.452925 sec): 2 clusters Score: Raw -39743.440678 + Penalty 56.205969 = -39687.234709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (180.454862 sec): 3 clusters Score: Raw -39147.941159 + Penalty 113.216581 = -39034.724578 nChanged 414 SP:Iteration 1F (180.456722 sec): 3 clusters Score: Raw -39442.377797 + Penalty 110.976054 = -39331.401743 nChanged 77 SP:Iteration 2F (180.458645 sec): 3 clusters Score: Raw -39538.637273 + Penalty 111.644820 = -39426.992452 nChanged 44 SP:Iteration 3Q (180.460502 sec): 3 clusters Score: Raw -39625.310504 + Penalty 112.401938 = -39512.908567 nChanged 75 SP:Iteration 4F (180.462375 sec): 3 clusters Score: Raw -39685.516465 + Penalty 112.935391 = -39572.581074 nChanged 69 SP:Iteration 5F (180.464232 sec): 3 clusters Score: Raw -39731.338655 + Penalty 112.702022 = -39618.636633 nChanged 32 SP:Iteration 6Q (180.466017 sec): 3 clusters Score: Raw -39744.953764 + Penalty 112.677756 = -39632.276008 nChanged 18 SP:Iteration 7Q (180.467767 sec): 3 clusters Score: Raw -39753.888885 + Penalty 112.568247 = -39641.320638 nChanged 16 SP:Iteration 8Q (180.469517 sec): 3 clusters Score: Raw -39765.394738 + Penalty 112.468123 = -39652.926615 nChanged 12 SP:Iteration 9Q (180.471257 sec): 3 clusters Score: Raw -39770.877690 + Penalty 112.383801 = -39658.493889 nChanged 14 SP:Iteration 10F (180.473112 sec): 3 clusters Score: Raw -39776.635089 + Penalty 112.284604 = -39664.350484 nChanged 13 SP:Iteration 11Q (180.474877 sec): 3 clusters Score: Raw -39784.401409 + Penalty 112.257121 = -39672.144288 nChanged 9 SP:Iteration 12Q (180.476744 sec): 3 clusters Score: Raw -39788.515381 + Penalty 112.202543 = -39676.312838 nChanged 5 SP:Iteration 13Q (180.478521 sec): 3 clusters Score: Raw -39789.467039 + Penalty 112.186032 = -39677.281007 nChanged 4 SP:Iteration 14Q (180.480252 sec): 3 clusters Score: Raw -39789.979022 + Penalty 112.187525 = -39677.791497 nChanged 3 SP:Iteration 15Q (180.482000 sec): 3 clusters Score: Raw -39790.183934 + Penalty 112.188759 = -39677.995175 nChanged 1 SP:Iteration 16Q (180.483763 sec): 3 clusters Score: Raw -39790.218316 + Penalty 112.188759 = -39678.029557 nChanged 0 SP:Iteration 17F (180.485656 sec): 3 clusters Score: Raw -39790.218316 + Penalty 112.188759 = -39678.029557 nChanged 0 Memory request: 0.01 GB would take us to total of 0.49 GB. Trying to split cluster 52 (671 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (180.488037 sec): 2 clusters Score: Raw -29494.069044 + Penalty 517.807795 = -28976.261250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (180.489440 sec): 3 clusters Score: Raw -29174.248890 + Penalty 1042.966277 = -28131.282613 nChanged 220 SP:Iteration 1F (180.490829 sec): 3 clusters Score: Raw -29347.036530 + Penalty 1060.509560 = -28286.526970 nChanged 91 SP:Iteration 2F (180.492231 sec): 3 clusters Score: Raw -29435.271400 + Penalty 1076.120498 = -28359.150902 nChanged 43 SP:Iteration 3F (180.493610 sec): 3 clusters Score: Raw -29483.739462 + Penalty 1093.307758 = -28390.431703 nChanged 38 SP:Iteration 4F (180.494992 sec): 3 clusters Score: Raw -29534.287152 + Penalty 1110.072898 = -28424.214254 nChanged 26 SP:Iteration 5Q (180.496310 sec): 3 clusters Score: Raw -29569.042721 + Penalty 1117.409634 = -28451.633087 nChanged 14 SP:Iteration 6Q (180.497611 sec): 3 clusters Score: Raw -29582.549653 + Penalty 1116.839452 = -28465.710201 nChanged 8 SP:Iteration 7Q (180.498931 sec): 3 clusters Score: Raw -29592.653971 + Penalty 1117.646449 = -28475.007523 nChanged 6 SP:Iteration 8Q (180.500238 sec): 3 clusters Score: Raw -29599.605079 + Penalty 1116.945350 = -28482.659729 nChanged 4 SP:Iteration 9Q (180.501531 sec): 3 clusters Score: Raw -29604.625409 + Penalty 1117.331099 = -28487.294310 nChanged 2 SP:Iteration 10F (180.502913 sec): 3 clusters Score: Raw -29605.778472 + Penalty 1117.754686 = -28488.023786 nChanged 1 SP:Iteration 11Q (180.504219 sec): 3 clusters Score: Raw -29607.384418 + Penalty 1117.754686 = -28489.629732 nChanged 0 SP:Iteration 12F (180.505599 sec): 3 clusters Score: Raw -29607.384418 + Penalty 1117.754686 = -28489.629732 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 55 (2409 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (180.513084 sec): 2 clusters Score: Raw -109305.204600 + Penalty 127.190622 = -109178.013978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (180.517646 sec): 3 clusters Score: Raw -107783.433850 + Penalty 250.897510 = -107532.536340 nChanged 1079 SP:Iteration 1F (180.522082 sec): 3 clusters Score: Raw -108672.072686 + Penalty 249.919017 = -108422.153669 nChanged 225 SP:Iteration 2F (180.526529 sec): 3 clusters Score: Raw -108885.184654 + Penalty 251.798714 = -108633.385940 nChanged 156 SP:Iteration 3F (180.530934 sec): 3 clusters Score: Raw -108990.658708 + Penalty 253.858137 = -108736.800571 nChanged 107 SP:Iteration 4Q (180.535279 sec): 3 clusters Score: Raw -109039.534063 + Penalty 256.108831 = -108783.425232 nChanged 69 SP:Iteration 5Q (180.539498 sec): 3 clusters Score: Raw -109069.096703 + Penalty 258.913735 = -108810.182968 nChanged 60 SP:Iteration 6Q (180.543632 sec): 3 clusters Score: Raw -109096.578836 + Penalty 262.919579 = -108833.659257 nChanged 61 SP:Iteration 7Q (180.547790 sec): 3 clusters Score: Raw -109132.140755 + Penalty 267.245840 = -108864.894916 nChanged 64 SP:Iteration 8Q (180.552071 sec): 3 clusters Score: Raw -109175.123048 + Penalty 273.248018 = -108901.875031 nChanged 63 SP:Iteration 9Q (180.556153 sec): 3 clusters Score: Raw -109215.917766 + Penalty 276.442764 = -108939.475003 nChanged 51 SP:Iteration 10F (180.560571 sec): 3 clusters Score: Raw -109244.780028 + Penalty 281.584224 = -108963.195804 nChanged 38 SP:Iteration 11Q (180.564522 sec): 3 clusters Score: Raw -109264.511641 + Penalty 285.254712 = -108979.256929 nChanged 35 SP:Iteration 12Q (180.568452 sec): 3 clusters Score: Raw -109283.578755 + Penalty 288.485823 = -108995.092931 nChanged 34 SP:Iteration 13Q (180.572345 sec): 3 clusters Score: Raw -109304.784600 + Penalty 291.951165 = -109012.833435 nChanged 31 SP:Iteration 14Q (180.576164 sec): 3 clusters Score: Raw -109317.843947 + Penalty 294.989566 = -109022.854381 nChanged 23 SP:Iteration 15Q (180.579925 sec): 3 clusters Score: Raw -109324.952698 + Penalty 297.964265 = -109026.988433 nChanged 13 SP:Iteration 16Q (180.583749 sec): 3 clusters Score: Raw -109328.437658 + Penalty 300.036754 = -109028.400904 nChanged 12 SP:Iteration 17Q (180.587494 sec): 3 clusters Score: Raw -109332.080055 + Penalty 303.021838 = -109029.058217 nChanged 16 SP:Iteration 18Q (180.591229 sec): 3 clusters Score: Raw -109337.923578 + Penalty 303.742397 = -109034.181181 nChanged 16 SP:Iteration 19Q (180.594938 sec): 3 clusters Score: Raw -109345.074757 + Penalty 308.702863 = -109036.371895 nChanged 18 SP:Iteration 20F (180.599244 sec): 3 clusters Score: Raw -109351.096127 + Penalty 307.328970 = -109043.767157 nChanged 11 SP:Iteration 21Q (180.602865 sec): 3 clusters Score: Raw -109354.313355 + Penalty 308.933551 = -109045.379804 nChanged 9 SP:Iteration 22Q (180.606470 sec): 3 clusters Score: Raw -109357.063954 + Penalty 311.212253 = -109045.851702 nChanged 6 SP:Iteration 23Q (180.610089 sec): 3 clusters Score: Raw -109359.228656 + Penalty 310.988114 = -109048.240541 nChanged 3 SP:Iteration 24Q (180.613722 sec): 3 clusters Score: Raw -109360.132479 + Penalty 311.311966 = -109048.820513 nChanged 5 SP:Iteration 25Q (180.617370 sec): 3 clusters Score: Raw -109361.224080 + Penalty 312.482443 = -109048.741637 nChanged 5 SP:Iteration 26F (180.621652 sec): 3 clusters Score: Raw -109362.096446 + Penalty 313.884803 = -109048.211642 nChanged 4 SP:Iteration 27F (180.625981 sec): 3 clusters Score: Raw -109362.639905 + Penalty 314.200535 = -109048.439369 nChanged 1 SP:Iteration 28Q (180.629611 sec): 3 clusters Score: Raw -109362.695705 + Penalty 314.200535 = -109048.495170 nChanged 0 SP:Iteration 29F (180.634216 sec): 3 clusters Score: Raw -109362.695705 + Penalty 314.200535 = -109048.495170 nChanged 0 Memory request: 0.01 GB would take us to total of 0.49 GB. Trying to split cluster 76 (867 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (180.638439 sec): 2 clusters Score: Raw -31842.069899 + Penalty 610.807219 = -31231.262679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (180.640143 sec): 3 clusters Score: Raw -31492.290727 + Penalty 1228.666348 = -30263.624380 nChanged 265 SP:Iteration 1F (180.641828 sec): 3 clusters Score: Raw -31724.778427 + Penalty 1234.877680 = -30489.900747 nChanged 90 SP:Iteration 2F (180.643506 sec): 3 clusters Score: Raw -31821.878562 + Penalty 1236.706187 = -30585.172375 nChanged 44 SP:Iteration 3F (180.645209 sec): 3 clusters Score: Raw -31859.881728 + Penalty 1239.363507 = -30620.518222 nChanged 28 SP:Iteration 4Q (180.646915 sec): 3 clusters Score: Raw -31887.644857 + Penalty 1242.683820 = -30644.961037 nChanged 22 SP:Iteration 5Q (180.648637 sec): 3 clusters Score: Raw -31906.947252 + Penalty 1242.290737 = -30664.656515 nChanged 16 SP:Iteration 6Q (180.650322 sec): 3 clusters Score: Raw -31918.609918 + Penalty 1247.581161 = -30671.028757 nChanged 12 SP:Iteration 7Q (180.651994 sec): 3 clusters Score: Raw -31930.216582 + Penalty 1247.847846 = -30682.368736 nChanged 11 SP:Iteration 8Q (180.653637 sec): 3 clusters Score: Raw -31939.192329 + Penalty 1248.021431 = -30691.170898 nChanged 8 SP:Iteration 9Q (180.655272 sec): 3 clusters Score: Raw -31946.068044 + Penalty 1248.633428 = -30697.434616 nChanged 6 SP:Iteration 10F (180.656943 sec): 3 clusters Score: Raw -31949.441692 + Penalty 1247.050328 = -30702.391363 nChanged 4 SP:Iteration 11Q (180.658600 sec): 3 clusters Score: Raw -31952.955892 + Penalty 1245.675704 = -30707.280188 nChanged 5 SP:Iteration 12Q (180.660243 sec): 3 clusters Score: Raw -31957.301949 + Penalty 1246.167036 = -30711.134913 nChanged 3 SP:Iteration 13Q (180.661869 sec): 3 clusters Score: Raw -31958.548379 + Penalty 1246.368256 = -30712.180123 nChanged 2 SP:Iteration 14Q (180.663476 sec): 3 clusters Score: Raw -31961.176581 + Penalty 1245.053474 = -30716.123107 nChanged 3 SP:Iteration 15Q (180.665081 sec): 3 clusters Score: Raw -31965.857588 + Penalty 1247.699989 = -30718.157598 nChanged 6 SP:Iteration 16Q (180.666715 sec): 3 clusters Score: Raw -31971.424672 + Penalty 1248.198449 = -30723.226223 nChanged 6 SP:Iteration 17Q (180.668381 sec): 3 clusters Score: Raw -31976.370726 + Penalty 1248.983112 = -30727.387614 nChanged 6 SP:Iteration 18Q (180.669995 sec): 3 clusters Score: Raw -31984.701522 + Penalty 1250.383676 = -30734.317846 nChanged 5 SP:Iteration 19Q (180.671571 sec): 3 clusters Score: Raw -31991.226364 + Penalty 1248.761864 = -30742.464500 nChanged 3 SP:Iteration 20F (180.673237 sec): 3 clusters Score: Raw -31993.853140 + Penalty 1248.838880 = -30745.014260 nChanged 4 SP:Iteration 21Q (180.674801 sec): 3 clusters Score: Raw -31995.573812 + Penalty 1251.506067 = -30744.067744 nChanged 2 SP:Iteration 22F (180.676520 sec): 3 clusters Score: Raw -31996.655674 + Penalty 1253.071510 = -30743.584164 nChanged 3 SP:Iteration 23F (180.678217 sec): 3 clusters Score: Raw -31997.487859 + Penalty 1255.005737 = -30742.482122 nChanged 2 SP:Iteration 24F (180.679885 sec): 3 clusters Score: Raw -31998.999201 + Penalty 1258.399141 = -30740.600060 nChanged 3 SP:Iteration 25F (180.681575 sec): 3 clusters Score: Raw -32001.003151 + Penalty 1258.399141 = -30742.604010 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 100 (185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (180.682620 sec): 2 clusters Score: Raw -5992.863076 + Penalty 376.939649 = -5615.923427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (180.683161 sec): 3 clusters Score: Raw -5977.668242 + Penalty 756.300955 = -5221.367286 nChanged 41 SP:Iteration 1F (180.683690 sec): 3 clusters Score: Raw -6046.352312 + Penalty 763.177667 = -5283.174645 nChanged 18 SP:Iteration 2F (180.684220 sec): 3 clusters Score: Raw -6092.468126 + Penalty 766.091847 = -5326.376279 nChanged 5 SP:Iteration 3Q (180.684722 sec): 3 clusters Score: Raw -6106.479405 + Penalty 769.121399 = -5337.358005 nChanged 2 SP:Iteration 4Q (180.685219 sec): 3 clusters Score: Raw -6111.054337 + Penalty 770.251983 = -5340.802354 nChanged 4 SP:Iteration 5Q (180.685714 sec): 3 clusters Score: Raw -6120.748830 + Penalty 770.251983 = -5350.496848 nChanged 0 SP:Iteration 6F (180.686239 sec): 3 clusters Score: Raw -6120.748830 + Penalty 770.251983 = -5350.496848 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 120 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (180.686808 sec): 2 clusters Score: Raw -1180.311746 + Penalty 32.366986 = -1147.944760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (180.687055 sec): 3 clusters Score: Raw -1186.524824 + Penalty 71.410566 = -1115.114258 nChanged 6 SP:Iteration 1F (180.687296 sec): 3 clusters Score: Raw -1192.296657 + Penalty 65.396549 = -1126.900108 nChanged 1 SP:Iteration 2Q (180.687539 sec): 3 clusters Score: Raw -1192.689136 + Penalty 65.396549 = -1127.292587 nChanged 0 SP:Iteration 3F (180.687783 sec): 3 clusters Score: Raw -1192.689136 + Penalty 65.396549 = -1127.292587 nChanged 0 Iteration 219Q (180.896556 sec): 22 clusters Score: Raw -2185153.549651 + Penalty 11941.732759 = -2173211.816892 nChanged 56 Iteration 220F (181.484375 sec): 22 clusters Score: Raw -2185213.938714 + Penalty 11891.612919 = -2173322.325795 nChanged 42 Iteration 221Q (181.666529 sec): 22 clusters Score: Raw -2185269.072643 + Penalty 11744.254178 = -2173524.818464 nChanged 34 Iteration 222Q (181.847227 sec): 22 clusters Score: Raw -2185305.832408 + Penalty 11763.064922 = -2173542.767485 nChanged 34 Iteration 223Q (182.030472 sec): 22 clusters Score: Raw -2185332.455417 + Penalty 11772.444472 = -2173560.010946 nChanged 19 Iteration 224Q (182.212985 sec): 22 clusters Score: Raw -2185339.622669 + Penalty 11772.360704 = -2173567.261965 nChanged 12 Iteration 225Q (182.396693 sec): 22 clusters Score: Raw -2185342.047801 + Penalty 11771.865733 = -2173570.182067 nChanged 8 Iteration 226Q (182.589051 sec): 22 clusters Score: Raw -2185342.590711 + Penalty 11771.754903 = -2173570.835809 nChanged 3 Iteration 227Q (182.782768 sec): 22 clusters Score: Raw -2185342.630298 + Penalty 11771.485980 = -2173571.144318 nChanged 1 Iteration 228Q (182.967727 sec): 22 clusters Score: Raw -2185342.661889 + Penalty 11771.462636 = -2173571.199254 nChanged 1 Iteration 229Q (183.154264 sec): 22 clusters Score: Raw -2185342.678365 + Penalty 11771.462636 = -2173571.215729 nChanged 0 Iteration 230F (183.728397 sec): 22 clusters Score: Raw -2185344.677843 + Penalty 11774.804186 = -2173569.873657 nChanged 1 Iteration 231F (184.311680 sec): 22 clusters Score: Raw -2185346.885497 + Penalty 11778.078329 = -2173568.807169 nChanged 1 Iteration 232F (184.889193 sec): 22 clusters Score: Raw -2185347.512821 + Penalty 11778.078329 = -2173569.434492 nChanged 0 Writing temp clu file Memory request: 0.24 GB would take us to total of 0.49 GB. Compute initial score before splitting: Score: Raw -2185347.512821 + Penalty 11778.078329 = -2173569.434492Memory request: 0.01 GB would take us to total of 0.49 GB. Trying to split cluster 1 (783 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.062538 sec): 2 clusters Score: Raw -31350.748252 + Penalty 46.306362 = -31304.441890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.064128 sec): 3 clusters Score: Raw -30876.231989 + Penalty 92.513416 = -30783.718573 nChanged 366 SP:Iteration 1F (185.065691 sec): 3 clusters Score: Raw -31069.451093 + Penalty 92.414657 = -30977.036436 nChanged 55 SP:Iteration 2F (185.067233 sec): 3 clusters Score: Raw -31089.920519 + Penalty 93.024014 = -30996.896505 nChanged 46 SP:Iteration 3F (185.068752 sec): 3 clusters Score: Raw -31112.383095 + Penalty 93.570065 = -31018.813030 nChanged 55 SP:Iteration 4F (185.070312 sec): 3 clusters Score: Raw -31147.287828 + Penalty 94.401371 = -31052.886457 nChanged 66 SP:Iteration 5F (185.071871 sec): 3 clusters Score: Raw -31214.451966 + Penalty 96.920591 = -31117.531376 nChanged 65 SP:Iteration 6F (185.073408 sec): 3 clusters Score: Raw -31286.472360 + Penalty 105.406839 = -31181.065522 nChanged 39 SP:Iteration 7Q (185.074942 sec): 3 clusters Score: Raw -31327.160272 + Penalty 118.791278 = -31208.368995 nChanged 18 SP:Iteration 8Q (185.076453 sec): 3 clusters Score: Raw -31351.091943 + Penalty 130.640769 = -31220.451174 nChanged 5 SP:Iteration 9Q (185.077946 sec): 3 clusters Score: Raw -31360.464517 + Penalty 142.553835 = -31217.910682 nChanged 3 SP:Iteration 10F (185.079480 sec): 3 clusters Score: Raw -31368.064556 + Penalty 147.853885 = -31220.210671 nChanged 1 SP:Iteration 11Q (185.080762 sec): 3 clusters Score: Raw -31377.211256 + Penalty 147.853885 = -31229.357370 nChanged 0 SP:Iteration 12F (185.082318 sec): 3 clusters Score: Raw -31377.211256 + Penalty 147.853885 = -31229.357370 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 2 (1940 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.091365 sec): 2 clusters Score: Raw -86788.267634 + Penalty 209.556416 = -86578.711218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.094987 sec): 3 clusters Score: Raw -85570.182393 + Penalty 427.324479 = -85142.857914 nChanged 864 SP:Iteration 1F (185.098533 sec): 3 clusters Score: Raw -86159.614999 + Penalty 431.092131 = -85728.522868 nChanged 304 SP:Iteration 2F (185.102052 sec): 3 clusters Score: Raw -86413.736575 + Penalty 431.117595 = -85982.618980 nChanged 176 SP:Iteration 3F (185.105580 sec): 3 clusters Score: Raw -86557.381804 + Penalty 428.356327 = -86129.025477 nChanged 113 SP:Iteration 4F (185.109107 sec): 3 clusters Score: Raw -86669.115035 + Penalty 425.899407 = -86243.215628 nChanged 57 SP:Iteration 5Q (185.112513 sec): 3 clusters Score: Raw -86720.364759 + Penalty 430.048598 = -86290.316161 nChanged 42 SP:Iteration 6Q (185.115774 sec): 3 clusters Score: Raw -86742.005237 + Penalty 433.306893 = -86308.698344 nChanged 34 SP:Iteration 7Q (185.119020 sec): 3 clusters Score: Raw -86758.913985 + Penalty 438.105131 = -86320.808854 nChanged 26 SP:Iteration 8Q (185.122474 sec): 3 clusters Score: Raw -86770.755823 + Penalty 443.668979 = -86327.086843 nChanged 28 SP:Iteration 9Q (185.125971 sec): 3 clusters Score: Raw -86783.538542 + Penalty 447.676223 = -86335.862319 nChanged 21 SP:Iteration 10F (185.129580 sec): 3 clusters Score: Raw -86789.731609 + Penalty 448.975337 = -86340.756272 nChanged 10 SP:Iteration 11Q (185.132703 sec): 3 clusters Score: Raw -86791.569533 + Penalty 449.898663 = -86341.670870 nChanged 5 SP:Iteration 12Q (185.135854 sec): 3 clusters Score: Raw -86792.516660 + Penalty 450.508901 = -86342.007759 nChanged 3 SP:Iteration 13Q (185.139238 sec): 3 clusters Score: Raw -86792.815173 + Penalty 450.857618 = -86341.957555 nChanged 3 SP:Iteration 14F (185.142853 sec): 3 clusters Score: Raw -86793.221118 + Penalty 452.437578 = -86340.783540 nChanged 5 SP:Iteration 15F (185.146375 sec): 3 clusters Score: Raw -86794.524532 + Penalty 454.506426 = -86340.018106 nChanged 6 SP:Iteration 16F (185.149881 sec): 3 clusters Score: Raw -86796.568132 + Penalty 455.877279 = -86340.690852 nChanged 6 SP:Iteration 17Q (185.152937 sec): 3 clusters Score: Raw -86800.334863 + Penalty 454.656252 = -86345.678611 nChanged 10 SP:Iteration 18Q (185.155971 sec): 3 clusters Score: Raw -86804.678290 + Penalty 455.277855 = -86349.400435 nChanged 9 SP:Iteration 19Q (185.159100 sec): 3 clusters Score: Raw -86806.853559 + Penalty 455.449018 = -86351.404541 nChanged 9 SP:Iteration 20F (185.162635 sec): 3 clusters Score: Raw -86808.747392 + Penalty 458.346471 = -86350.400921 nChanged 8 SP:Iteration 21F (185.166138 sec): 3 clusters Score: Raw -86810.611821 + Penalty 461.340547 = -86349.271274 nChanged 5 SP:Iteration 22F (185.169771 sec): 3 clusters Score: Raw -86811.536964 + Penalty 459.862564 = -86351.674400 nChanged 2 SP:Iteration 23Q (185.172763 sec): 3 clusters Score: Raw -86811.837815 + Penalty 459.862564 = -86351.975251 nChanged 0 SP:Iteration 24F (185.176625 sec): 3 clusters Score: Raw -86811.837815 + Penalty 459.862564 = -86351.975251 nChanged 0 Memory request: 0.15 GB would take us to total of 0.64 GB. Trying to split cluster 3 (32355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.316081 sec): 2 clusters Score: Raw -1403902.903957 + Penalty 95.174559 = -1403807.729398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.376294 sec): 3 clusters Score: Raw -1381986.553756 + Penalty 190.578319 = -1381795.975437 nChanged 15848 SP:Iteration 1F (185.437210 sec): 3 clusters Score: Raw -1393514.139561 + Penalty 186.587308 = -1393327.552252 nChanged 4638 SP:Iteration 2F (185.496645 sec): 3 clusters Score: Raw -1398066.696788 + Penalty 188.596693 = -1397878.100096 nChanged 2664 SP:Iteration 3F (185.556531 sec): 3 clusters Score: Raw -1401192.905225 + Penalty 190.979529 = -1401001.925696 nChanged 1292 SP:Iteration 4Q (185.619475 sec): 3 clusters Score: Raw -1403128.708422 + Penalty 189.722498 = -1402938.985924 nChanged 416 SP:Iteration 5Q (185.671653 sec): 3 clusters Score: Raw -1403349.333873 + Penalty 189.720288 = -1403159.613585 nChanged 319 SP:Iteration 6Q (185.722227 sec): 3 clusters Score: Raw -1403502.786175 + Penalty 190.348808 = -1403312.437367 nChanged 241 SP:Iteration 7Q (185.772682 sec): 3 clusters Score: Raw -1403616.901710 + Penalty 190.679520 = -1403426.222190 nChanged 206 SP:Iteration 8Q (185.822484 sec): 3 clusters Score: Raw -1403706.193091 + Penalty 191.472891 = -1403514.720199 nChanged 167 SP:Iteration 9Q (185.872418 sec): 3 clusters Score: Raw -1403780.545217 + Penalty 191.335794 = -1403589.209423 nChanged 129 SP:Iteration 10F (185.931668 sec): 3 clusters Score: Raw -1403832.473868 + Penalty 191.058069 = -1403641.415799 nChanged 117 SP:Iteration 11Q (185.981407 sec): 3 clusters Score: Raw -1403877.250999 + Penalty 190.515958 = -1403686.735042 nChanged 84 SP:Iteration 12Q (186.030407 sec): 3 clusters Score: Raw -1403905.796271 + Penalty 190.219581 = -1403715.576690 nChanged 79 SP:Iteration 13Q (186.079480 sec): 3 clusters Score: Raw -1403933.621230 + Penalty 189.110363 = -1403744.510867 nChanged 66 SP:Iteration 14Q (186.127876 sec): 3 clusters Score: Raw -1403954.161676 + Penalty 189.345109 = -1403764.816567 nChanged 52 SP:Iteration 15Q (186.176536 sec): 3 clusters Score: Raw -1403967.655404 + Penalty 187.925657 = -1403779.729747 nChanged 50 SP:Iteration 16Q (186.224553 sec): 3 clusters Score: Raw -1403981.963576 + Penalty 185.892629 = -1403796.070946 nChanged 41 SP:Iteration 17Q (186.273023 sec): 3 clusters Score: Raw -1403994.975099 + Penalty 186.757963 = -1403808.217136 nChanged 32 SP:Iteration 18Q (186.321051 sec): 3 clusters Score: Raw -1404002.482084 + Penalty 186.548402 = -1403815.933682 nChanged 25 SP:Iteration 19Q (186.369008 sec): 3 clusters Score: Raw -1404007.380540 + Penalty 185.288145 = -1403822.092395 nChanged 18 SP:Iteration 20F (186.428462 sec): 3 clusters Score: Raw -1404009.416914 + Penalty 185.647677 = -1403823.769237 nChanged 6 SP:Iteration 21Q (186.476337 sec): 3 clusters Score: Raw -1404009.606129 + Penalty 185.779216 = -1403823.826912 nChanged 3 SP:Iteration 22Q (186.524682 sec): 3 clusters Score: Raw -1404009.694202 + Penalty 185.928195 = -1403823.766007 nChanged 2 SP:Iteration 23F (186.585249 sec): 3 clusters Score: Raw -1404009.701364 + Penalty 186.078371 = -1403823.622994 nChanged 2 SP:Iteration 24F (186.645193 sec): 3 clusters Score: Raw -1404009.784880 + Penalty 186.078371 = -1403823.706509 nChanged 0 Score: Raw -2217823.377154 + Penalty 11873.401039 = -2205949.976114 Splitting cluster 3 changes total score from -2173569.434492 to -2205949.976114 So it's getting split into cluster 8. Memory request: 0.01 GB would take us to total of 0.49 GB. Trying to split cluster 4 (922 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (187.253162 sec): 2 clusters Score: Raw -42197.385248 + Penalty 96.200312 = -42101.184936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (187.255015 sec): 3 clusters Score: Raw -41638.366415 + Penalty 193.619292 = -41444.747123 nChanged 402 SP:Iteration 1F (187.256823 sec): 3 clusters Score: Raw -41882.420216 + Penalty 196.633794 = -41685.786421 nChanged 89 SP:Iteration 2F (187.258636 sec): 3 clusters Score: Raw -41950.233016 + Penalty 198.831990 = -41751.401026 nChanged 55 SP:Iteration 3F (187.260469 sec): 3 clusters Score: Raw -41993.779787 + Penalty 199.382124 = -41794.397663 nChanged 44 SP:Iteration 4Q (187.262280 sec): 3 clusters Score: Raw -42042.955111 + Penalty 198.758242 = -41844.196869 nChanged 25 SP:Iteration 5Q (187.264060 sec): 3 clusters Score: Raw -42058.120756 + Penalty 199.749407 = -41858.371349 nChanged 18 SP:Iteration 6Q (187.265814 sec): 3 clusters Score: Raw -42064.794393 + Penalty 199.309957 = -41865.484436 nChanged 10 SP:Iteration 7Q (187.267560 sec): 3 clusters Score: Raw -42068.192670 + Penalty 199.818676 = -41868.373994 nChanged 5 SP:Iteration 8Q (187.269351 sec): 3 clusters Score: Raw -42069.582659 + Penalty 199.849955 = -41869.732704 nChanged 9 SP:Iteration 9Q (187.271162 sec): 3 clusters Score: Raw -42072.303213 + Penalty 200.772697 = -41871.530515 nChanged 11 SP:Iteration 10F (187.273117 sec): 3 clusters Score: Raw -42075.408417 + Penalty 200.647180 = -41874.761237 nChanged 10 SP:Iteration 11Q (187.275072 sec): 3 clusters Score: Raw -42077.554567 + Penalty 201.496194 = -41876.058372 nChanged 10 SP:Iteration 12Q (187.276986 sec): 3 clusters Score: Raw -42080.739739 + Penalty 202.424933 = -41878.314806 nChanged 10 SP:Iteration 13Q (187.278785 sec): 3 clusters Score: Raw -42089.000290 + Penalty 203.381821 = -41885.618470 nChanged 12 SP:Iteration 14Q (187.280572 sec): 3 clusters Score: Raw -42100.641526 + Penalty 204.753332 = -41895.888194 nChanged 12 SP:Iteration 15Q (187.282351 sec): 3 clusters Score: Raw -42112.057003 + Penalty 205.844176 = -41906.212827 nChanged 15 SP:Iteration 16Q (187.284129 sec): 3 clusters Score: Raw -42125.767177 + Penalty 208.442215 = -41917.324962 nChanged 16 SP:Iteration 17Q (187.285911 sec): 3 clusters Score: Raw -42134.890409 + Penalty 209.650452 = -41925.239957 nChanged 13 SP:Iteration 18Q (187.287712 sec): 3 clusters Score: Raw -42145.140150 + Penalty 214.179975 = -41930.960176 nChanged 14 SP:Iteration 19Q (187.289557 sec): 3 clusters Score: Raw -42153.854099 + Penalty 215.024190 = -41938.829909 nChanged 10 SP:Iteration 20F (187.291560 sec): 3 clusters Score: Raw -42158.488252 + Penalty 218.780689 = -41939.707563 nChanged 10 SP:Iteration 21Q (187.293280 sec): 3 clusters Score: Raw -42163.560784 + Penalty 222.081129 = -41941.479655 nChanged 11 SP:Iteration 22Q (187.295038 sec): 3 clusters Score: Raw -42170.599525 + Penalty 225.733354 = -41944.866171 nChanged 11 SP:Iteration 23Q (187.296795 sec): 3 clusters Score: Raw -42175.440966 + Penalty 229.697781 = -41945.743185 nChanged 7 SP:Iteration 24Q (187.298559 sec): 3 clusters Score: Raw -42177.436223 + Penalty 233.023431 = -41944.412792 nChanged 5 SP:Iteration 25F (187.300578 sec): 3 clusters Score: Raw -42178.677683 + Penalty 233.647432 = -41945.030251 nChanged 5 SP:Iteration 26Q (187.302547 sec): 3 clusters Score: Raw -42179.409992 + Penalty 238.005285 = -41941.404707 nChanged 5 SP:Iteration 27F (187.304734 sec): 3 clusters Score: Raw -42181.836964 + Penalty 245.454442 = -41936.382522 nChanged 7 SP:Iteration 28F (187.306872 sec): 3 clusters Score: Raw -42187.358075 + Penalty 247.914099 = -41939.443976 nChanged 6 SP:Iteration 29Q (187.308690 sec): 3 clusters Score: Raw -42189.731075 + Penalty 244.868806 = -41944.862269 nChanged 4 SP:Iteration 30F (187.310755 sec): 3 clusters Score: Raw -42191.515843 + Penalty 243.903053 = -41947.612790 nChanged 2 SP:Iteration 31Q (187.312374 sec): 3 clusters Score: Raw -42191.856164 + Penalty 240.526133 = -41951.330031 nChanged 2 SP:Iteration 32Q (187.313888 sec): 3 clusters Score: Raw -42192.298508 + Penalty 241.313854 = -41950.984654 nChanged 3 SP:Iteration 33F (187.315655 sec): 3 clusters Score: Raw -42192.891867 + Penalty 244.728471 = -41948.163396 nChanged 4 SP:Iteration 34F (187.317419 sec): 3 clusters Score: Raw -42193.381874 + Penalty 248.234916 = -41945.146958 nChanged 2 SP:Iteration 35F (187.319179 sec): 3 clusters Score: Raw -42193.556773 + Penalty 251.963614 = -41941.593159 nChanged 2 SP:Iteration 36F (187.320939 sec): 3 clusters Score: Raw -42193.812595 + Penalty 253.527111 = -41940.285485 nChanged 1 SP:Iteration 37F (187.322700 sec): 3 clusters Score: Raw -42193.674425 + Penalty 253.527111 = -41940.147314 nChanged 0 Memory request: 0.03 GB would take us to total of 0.51 GB. Trying to split cluster 5 (5148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (187.345683 sec): 2 clusters Score: Raw -216300.053379 + Penalty 79.246601 = -216220.806778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (187.355521 sec): 3 clusters Score: Raw -212929.021457 + Penalty 181.161984 = -212747.859473 nChanged 2425 SP:Iteration 1F (187.364783 sec): 3 clusters Score: Raw -215010.048960 + Penalty 198.301380 = -214811.747579 nChanged 446 SP:Iteration 2F (187.374004 sec): 3 clusters Score: Raw -215490.872481 + Penalty 230.258929 = -215260.613552 nChanged 346 SP:Iteration 3F (187.383194 sec): 3 clusters Score: Raw -215911.324367 + Penalty 269.766065 = -215641.558301 nChanged 211 SP:Iteration 4Q (187.392393 sec): 3 clusters Score: Raw -216191.415588 + Penalty 304.435539 = -215886.980049 nChanged 63 SP:Iteration 5Q (187.400338 sec): 3 clusters Score: Raw -216244.341876 + Penalty 322.245552 = -215922.096324 nChanged 38 SP:Iteration 6Q (187.407630 sec): 3 clusters Score: Raw -216273.854794 + Penalty 340.051237 = -215933.803557 nChanged 29 SP:Iteration 7Q (187.415245 sec): 3 clusters Score: Raw -216302.709727 + Penalty 346.409580 = -215956.300147 nChanged 16 SP:Iteration 8Q (187.422789 sec): 3 clusters Score: Raw -216316.011442 + Penalty 348.224585 = -215967.786857 nChanged 8 SP:Iteration 9Q (187.430303 sec): 3 clusters Score: Raw -216322.336183 + Penalty 364.516168 = -215957.820015 nChanged 6 SP:Iteration 10F (187.439541 sec): 3 clusters Score: Raw -216328.348505 + Penalty 393.538990 = -215934.809515 nChanged 4 SP:Iteration 11F (187.448788 sec): 3 clusters Score: Raw -216332.747863 + Penalty 436.682204 = -215896.065659 nChanged 4 SP:Iteration 12F (187.457892 sec): 3 clusters Score: Raw -216336.703531 + Penalty 452.913509 = -215883.790022 nChanged 2 SP:Iteration 13F (187.466951 sec): 3 clusters Score: Raw -216340.417182 + Penalty 452.136332 = -215888.280850 nChanged 1 SP:Iteration 14Q (187.473986 sec): 3 clusters Score: Raw -216342.284432 + Penalty 452.136332 = -215890.148100 nChanged 0 SP:Iteration 15F (187.483027 sec): 3 clusters Score: Raw -216342.284432 + Penalty 452.136332 = -215890.148100 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 6 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (187.496223 sec): 2 clusters Score: Raw -451.580755 + Penalty 20.998868 = -430.581887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (187.496444 sec): 3 clusters Score: Raw -451.173121 + Penalty 50.288765 = -400.884356 nChanged 2 SP:Iteration 1F (187.496659 sec): 3 clusters Score: Raw -455.244924 + Penalty 50.288765 = -404.956159 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 7 (2553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (187.508946 sec): 2 clusters Score: Raw -112958.984123 + Penalty 413.668395 = -112545.315729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (187.513749 sec): 3 clusters Score: Raw -111446.786178 + Penalty 826.952324 = -110619.833854 nChanged 1045 SP:Iteration 1F (187.518599 sec): 3 clusters Score: Raw -112213.662673 + Penalty 830.564305 = -111383.098369 nChanged 379 SP:Iteration 2F (187.523437 sec): 3 clusters Score: Raw -112513.200124 + Penalty 838.130741 = -111675.069383 nChanged 214 SP:Iteration 3F (187.528146 sec): 3 clusters Score: Raw -112687.233269 + Penalty 848.702284 = -111838.530985 nChanged 160 SP:Iteration 4F (187.532825 sec): 3 clusters Score: Raw -112819.402180 + Penalty 859.913117 = -111959.489064 nChanged 122 SP:Iteration 5Q (187.537432 sec): 3 clusters Score: Raw -112902.942694 + Penalty 868.447735 = -112034.494959 nChanged 76 SP:Iteration 6Q (187.542059 sec): 3 clusters Score: Raw -112942.869049 + Penalty 873.229399 = -112069.639650 nChanged 43 SP:Iteration 7Q (187.546625 sec): 3 clusters Score: Raw -112958.021360 + Penalty 878.624906 = -112079.396454 nChanged 40 SP:Iteration 8Q (187.551148 sec): 3 clusters Score: Raw -112970.388655 + Penalty 883.151275 = -112087.237380 nChanged 27 SP:Iteration 9Q (187.555661 sec): 3 clusters Score: Raw -112977.793447 + Penalty 886.982599 = -112090.810847 nChanged 20 SP:Iteration 10F (187.560319 sec): 3 clusters Score: Raw -112982.257767 + Penalty 889.019500 = -112093.238267 nChanged 10 SP:Iteration 11Q (187.564940 sec): 3 clusters Score: Raw -112984.657335 + Penalty 891.531529 = -112093.125806 nChanged 13 SP:Iteration 12F (187.569582 sec): 3 clusters Score: Raw -112987.280501 + Penalty 894.415626 = -112092.864874 nChanged 16 SP:Iteration 13F (187.574338 sec): 3 clusters Score: Raw -112990.684475 + Penalty 896.982610 = -112093.701865 nChanged 16 SP:Iteration 14Q (187.578905 sec): 3 clusters Score: Raw -112994.192618 + Penalty 900.758661 = -112093.433957 nChanged 21 SP:Iteration 15F (187.583587 sec): 3 clusters Score: Raw -112999.336158 + Penalty 903.930520 = -112095.405638 nChanged 20 SP:Iteration 16Q (187.588048 sec): 3 clusters Score: Raw -113003.880215 + Penalty 907.091120 = -112096.789096 nChanged 25 SP:Iteration 17Q (187.592494 sec): 3 clusters Score: Raw -113009.703660 + Penalty 908.687793 = -112101.015867 nChanged 12 SP:Iteration 18Q (187.596934 sec): 3 clusters Score: Raw -113012.553838 + Penalty 911.551599 = -112101.002238 nChanged 15 SP:Iteration 19F (187.601571 sec): 3 clusters Score: Raw -113018.618624 + Penalty 914.793310 = -112103.825315 nChanged 19 SP:Iteration 20F (187.606240 sec): 3 clusters Score: Raw -113027.414310 + Penalty 921.215436 = -112106.198874 nChanged 27 SP:Iteration 21Q (187.610635 sec): 3 clusters Score: Raw -113039.164887 + Penalty 929.279886 = -112109.885001 nChanged 32 SP:Iteration 22Q (187.615350 sec): 3 clusters Score: Raw -113061.662990 + Penalty 935.886566 = -112125.776423 nChanged 31 SP:Iteration 23Q (187.619811 sec): 3 clusters Score: Raw -113093.074510 + Penalty 947.947588 = -112145.126922 nChanged 39 SP:Iteration 24Q (187.624171 sec): 3 clusters Score: Raw -113149.586738 + Penalty 954.826600 = -112194.760138 nChanged 36 SP:Iteration 25Q (187.628485 sec): 3 clusters Score: Raw -113187.084434 + Penalty 960.726590 = -112226.357844 nChanged 31 SP:Iteration 26Q (187.632727 sec): 3 clusters Score: Raw -113206.663931 + Penalty 966.536578 = -112240.127353 nChanged 23 SP:Iteration 27Q (187.636925 sec): 3 clusters Score: Raw -113216.254669 + Penalty 970.999648 = -112245.255021 nChanged 15 SP:Iteration 28Q (187.641127 sec): 3 clusters Score: Raw -113220.557064 + Penalty 975.769595 = -112244.787470 nChanged 16 SP:Iteration 29F (187.645746 sec): 3 clusters Score: Raw -113224.824274 + Penalty 979.137946 = -112245.686327 nChanged 7 SP:Iteration 30F (187.650387 sec): 3 clusters Score: Raw -113226.636114 + Penalty 982.047619 = -112244.588495 nChanged 9 SP:Iteration 31F (187.655141 sec): 3 clusters Score: Raw -113230.627654 + Penalty 983.108376 = -112247.519278 nChanged 5 SP:Iteration 32Q (187.659298 sec): 3 clusters Score: Raw -113232.008437 + Penalty 983.709556 = -112248.298881 nChanged 4 SP:Iteration 33Q (187.663459 sec): 3 clusters Score: Raw -113233.175268 + Penalty 984.348205 = -112248.827063 nChanged 5 SP:Iteration 34Q (187.667594 sec): 3 clusters Score: Raw -113234.273624 + Penalty 984.917731 = -112249.355893 nChanged 2 SP:Iteration 35Q (187.671770 sec): 3 clusters Score: Raw -113234.840269 + Penalty 985.426588 = -112249.413681 nChanged 1 SP:Iteration 36Q (187.675983 sec): 3 clusters Score: Raw -113235.019778 + Penalty 985.596741 = -112249.423037 nChanged 1 SP:Iteration 37Q (187.680118 sec): 3 clusters Score: Raw -113235.310166 + Penalty 985.637975 = -112249.672191 nChanged 2 SP:Iteration 38Q (187.684233 sec): 3 clusters Score: Raw -113236.083431 + Penalty 986.828865 = -112249.254566 nChanged 4 SP:Iteration 39F (187.688873 sec): 3 clusters Score: Raw -113236.612401 + Penalty 986.828865 = -112249.783535 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 9 (1222 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (187.698178 sec): 2 clusters Score: Raw -52011.549653 + Penalty 410.231384 = -51601.318268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (187.700606 sec): 3 clusters Score: Raw -51338.247552 + Penalty 885.908935 = -50452.338617 nChanged 474 SP:Iteration 1F (187.702960 sec): 3 clusters Score: Raw -51897.125816 + Penalty 927.726955 = -50969.398861 nChanged 169 SP:Iteration 2F (187.705286 sec): 3 clusters Score: Raw -52110.002905 + Penalty 943.159775 = -51166.843130 nChanged 76 SP:Iteration 3F (187.707593 sec): 3 clusters Score: Raw -52178.837629 + Penalty 946.791811 = -51232.045818 nChanged 38 SP:Iteration 4Q (187.709797 sec): 3 clusters Score: Raw -52205.981073 + Penalty 946.780550 = -51259.200523 nChanged 19 SP:Iteration 5Q (187.711987 sec): 3 clusters Score: Raw -52215.057384 + Penalty 947.378572 = -51267.678812 nChanged 12 SP:Iteration 6Q (187.714155 sec): 3 clusters Score: Raw -52219.044468 + Penalty 946.741456 = -51272.303013 nChanged 3 SP:Iteration 7Q (187.716324 sec): 3 clusters Score: Raw -52220.016906 + Penalty 946.948443 = -51273.068463 nChanged 2 SP:Iteration 8Q (187.718539 sec): 3 clusters Score: Raw -52220.568294 + Penalty 947.399154 = -51273.169139 nChanged 1 SP:Iteration 9Q (187.720774 sec): 3 clusters Score: Raw -52221.318252 + Penalty 947.399154 = -51273.919097 nChanged 0 SP:Iteration 10F (187.723160 sec): 3 clusters Score: Raw -52221.318252 + Penalty 947.399154 = -51273.919097 nChanged 0 Memory request: 0.01 GB would take us to total of 0.49 GB. Trying to split cluster 10 (827 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (187.728168 sec): 2 clusters Score: Raw -34637.552291 + Penalty 855.317656 = -33782.234635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (187.729905 sec): 3 clusters Score: Raw -34321.197666 + Penalty 1713.746972 = -32607.450695 nChanged 239 SP:Iteration 1F (187.731555 sec): 3 clusters Score: Raw -34525.626792 + Penalty 1718.281482 = -32807.345309 nChanged 83 SP:Iteration 2F (187.733194 sec): 3 clusters Score: Raw -34615.819167 + Penalty 1721.171497 = -32894.647670 nChanged 46 SP:Iteration 3F (187.734852 sec): 3 clusters Score: Raw -34666.330245 + Penalty 1723.932589 = -32942.397656 nChanged 45 SP:Iteration 4F (187.736523 sec): 3 clusters Score: Raw -34715.185875 + Penalty 1726.716226 = -32988.469649 nChanged 29 SP:Iteration 5Q (187.738174 sec): 3 clusters Score: Raw -34739.385976 + Penalty 1730.434945 = -33008.951031 nChanged 18 SP:Iteration 6Q (187.739775 sec): 3 clusters Score: Raw -34756.642726 + Penalty 1733.090065 = -33023.552661 nChanged 16 SP:Iteration 7Q (187.741378 sec): 3 clusters Score: Raw -34772.739203 + Penalty 1741.547688 = -33031.191515 nChanged 16 SP:Iteration 8Q (187.742985 sec): 3 clusters Score: Raw -34790.048612 + Penalty 1743.791010 = -33046.257602 nChanged 8 SP:Iteration 9Q (187.744601 sec): 3 clusters Score: Raw -34797.638874 + Penalty 1745.474465 = -33052.164409 nChanged 3 SP:Iteration 10F (187.746276 sec): 3 clusters Score: Raw -34801.023209 + Penalty 1748.067920 = -33052.955290 nChanged 5 SP:Iteration 11Q (187.747906 sec): 3 clusters Score: Raw -34809.842769 + Penalty 1748.355537 = -33061.487232 nChanged 4 SP:Iteration 12Q (187.749506 sec): 3 clusters Score: Raw -34814.894958 + Penalty 1748.355537 = -33066.539421 nChanged 0 SP:Iteration 13F (187.751128 sec): 3 clusters Score: Raw -34814.894958 + Penalty 1748.355537 = -33066.539421 nChanged 0 Memory request: 0.01 GB would take us to total of 0.49 GB. Trying to split cluster 13 (846 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (187.754094 sec): 2 clusters Score: Raw -34378.175331 + Penalty 275.931887 = -34102.243444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (187.755837 sec): 3 clusters Score: Raw -33917.848698 + Penalty 562.817969 = -33355.030729 nChanged 324 SP:Iteration 1F (187.757524 sec): 3 clusters Score: Raw -34195.868642 + Penalty 576.025611 = -33619.843031 nChanged 123 SP:Iteration 2F (187.759181 sec): 3 clusters Score: Raw -34305.563020 + Penalty 601.178204 = -33704.384816 nChanged 60 SP:Iteration 3F (187.760869 sec): 3 clusters Score: Raw -34369.306503 + Penalty 630.772688 = -33738.533815 nChanged 45 SP:Iteration 4F (187.762556 sec): 3 clusters Score: Raw -34413.482485 + Penalty 653.794967 = -33759.687518 nChanged 22 SP:Iteration 5Q (187.764208 sec): 3 clusters Score: Raw -34430.308135 + Penalty 663.909432 = -33766.398702 nChanged 15 SP:Iteration 6Q (187.765794 sec): 3 clusters Score: Raw -34440.310977 + Penalty 676.204453 = -33764.106524 nChanged 9 SP:Iteration 7F (187.767436 sec): 3 clusters Score: Raw -34445.969533 + Penalty 685.474149 = -33760.495384 nChanged 10 SP:Iteration 8F (187.769081 sec): 3 clusters Score: Raw -34452.227081 + Penalty 687.798337 = -33764.428744 nChanged 4 SP:Iteration 9Q (187.770692 sec): 3 clusters Score: Raw -34454.217392 + Penalty 695.395726 = -33758.821666 nChanged 4 SP:Iteration 10F (187.772429 sec): 3 clusters Score: Raw -34459.320783 + Penalty 702.325206 = -33756.995577 nChanged 4 SP:Iteration 11F (187.774784 sec): 3 clusters Score: Raw -34462.314897 + Penalty 710.435184 = -33751.879713 nChanged 4 SP:Iteration 12F (187.777955 sec): 3 clusters Score: Raw -34466.026558 + Penalty 713.774052 = -33752.252506 nChanged 2 SP:Iteration 13Q (187.780240 sec): 3 clusters Score: Raw -34469.411951 + Penalty 722.449661 = -33746.962290 nChanged 3 SP:Iteration 14F (187.782138 sec): 3 clusters Score: Raw -34471.012774 + Penalty 730.814777 = -33740.197997 nChanged 4 SP:Iteration 15F (187.783854 sec): 3 clusters Score: Raw -34473.353099 + Penalty 738.643572 = -33734.709527 nChanged 2 SP:Iteration 16F (187.785532 sec): 3 clusters Score: Raw -34474.439017 + Penalty 748.732089 = -33725.706927 nChanged 4 SP:Iteration 17F (187.787234 sec): 3 clusters Score: Raw -34476.970518 + Penalty 755.825457 = -33721.145062 nChanged 3 SP:Iteration 18F (187.788912 sec): 3 clusters Score: Raw -34478.867378 + Penalty 763.861280 = -33715.006098 nChanged 3 SP:Iteration 19F (187.790577 sec): 3 clusters Score: Raw -34482.895104 + Penalty 773.664482 = -33709.230622 nChanged 4 SP:Iteration 20F (187.792293 sec): 3 clusters Score: Raw -34489.784010 + Penalty 789.780372 = -33700.003638 nChanged 3 SP:Iteration 21F (187.793991 sec): 3 clusters Score: Raw -34494.232364 + Penalty 814.236648 = -33679.995715 nChanged 5 SP:Iteration 22F (187.795663 sec): 3 clusters Score: Raw -34501.148602 + Penalty 822.442747 = -33678.705855 nChanged 3 SP:Iteration 23F (187.797397 sec): 3 clusters Score: Raw -34508.522609 + Penalty 828.887140 = -33679.635469 nChanged 4 SP:Iteration 24Q (187.798910 sec): 3 clusters Score: Raw -34517.260659 + Penalty 829.789587 = -33687.471072 nChanged 1 SP:Iteration 25Q (187.800401 sec): 3 clusters Score: Raw -34519.009338 + Penalty 829.789587 = -33689.219751 nChanged 0 SP:Iteration 26F (187.802106 sec): 3 clusters Score: Raw -34519.009338 + Penalty 829.789587 = -33689.219751 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 20 (347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (187.804191 sec): 2 clusters Score: Raw -10905.955290 + Penalty 809.555473 = -10096.399818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (187.805021 sec): 3 clusters Score: Raw -10879.178430 + Penalty 1617.141478 = -9262.036952 nChanged 65 SP:Iteration 1F (187.805827 sec): 3 clusters Score: Raw -10997.916082 + Penalty 1615.563389 = -9382.352693 nChanged 22 SP:Iteration 2F (187.806633 sec): 3 clusters Score: Raw -11032.318470 + Penalty 1613.348474 = -9418.969996 nChanged 13 SP:Iteration 3Q (187.807407 sec): 3 clusters Score: Raw -11057.274240 + Penalty 1611.115961 = -9446.158279 nChanged 7 SP:Iteration 4Q (187.808175 sec): 3 clusters Score: Raw -11067.336985 + Penalty 1610.380791 = -9456.956194 nChanged 4 SP:Iteration 5Q (187.808940 sec): 3 clusters Score: Raw -11072.964815 + Penalty 1608.247537 = -9464.717278 nChanged 4 SP:Iteration 6Q (187.809706 sec): 3 clusters Score: Raw -11081.119750 + Penalty 1606.707767 = -9474.411983 nChanged 3 SP:Iteration 7Q (187.810473 sec): 3 clusters Score: Raw -11083.064811 + Penalty 1606.900878 = -9476.163934 nChanged 3 SP:Iteration 8Q (187.811239 sec): 3 clusters Score: Raw -11085.911435 + Penalty 1606.320996 = -9479.590439 nChanged 2 SP:Iteration 9Q (187.811999 sec): 3 clusters Score: Raw -11088.723536 + Penalty 1605.533998 = -9483.189538 nChanged 1 SP:Iteration 10F (187.812801 sec): 3 clusters Score: Raw -11089.759876 + Penalty 1605.533998 = -9484.225878 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 26 (168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (187.814178 sec): 2 clusters Score: Raw -6067.450684 + Penalty 455.145637 = -5612.305047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (187.814688 sec): 3 clusters Score: Raw -6086.182379 + Penalty 918.254781 = -5167.927598 nChanged 18 SP:Iteration 1F (187.815188 sec): 3 clusters Score: Raw -6112.288199 + Penalty 925.310706 = -5186.977493 nChanged 5 SP:Iteration 2Q (187.815677 sec): 3 clusters Score: Raw -6121.220664 + Penalty 927.024698 = -5194.195966 nChanged 2 SP:Iteration 3Q (187.816164 sec): 3 clusters Score: Raw -6127.483313 + Penalty 928.295943 = -5199.187370 nChanged 2 SP:Iteration 4Q (187.816653 sec): 3 clusters Score: Raw -6130.675057 + Penalty 928.862146 = -5201.812911 nChanged 1 SP:Iteration 5Q (187.817140 sec): 3 clusters Score: Raw -6131.401884 + Penalty 928.862146 = -5202.539738 nChanged 0 SP:Iteration 6F (187.817637 sec): 3 clusters Score: Raw -6131.401884 + Penalty 928.862146 = -5202.539738 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 27 (925 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (187.820858 sec): 2 clusters Score: Raw -41618.296194 + Penalty 341.123196 = -41277.172998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (187.822721 sec): 3 clusters Score: Raw -41080.740333 + Penalty 693.005776 = -40387.734557 nChanged 349 SP:Iteration 1F (187.824531 sec): 3 clusters Score: Raw -41373.981935 + Penalty 706.851455 = -40667.130480 nChanged 142 SP:Iteration 2F (187.826298 sec): 3 clusters Score: Raw -41519.906077 + Penalty 733.696685 = -40786.209392 nChanged 64 SP:Iteration 3F (187.828070 sec): 3 clusters Score: Raw -41586.518554 + Penalty 761.683850 = -40824.834704 nChanged 36 SP:Iteration 4Q (187.829827 sec): 3 clusters Score: Raw -41624.372838 + Penalty 794.104768 = -40830.268070 nChanged 22 SP:Iteration 5Q (187.831554 sec): 3 clusters Score: Raw -41649.864279 + Penalty 819.886486 = -40829.977792 nChanged 15 SP:Iteration 6F (187.833362 sec): 3 clusters Score: Raw -41671.479321 + Penalty 838.813390 = -40832.665930 nChanged 6 SP:Iteration 7Q (187.834989 sec): 3 clusters Score: Raw -41678.168509 + Penalty 847.186505 = -40830.982005 nChanged 2 SP:Iteration 8F (187.836788 sec): 3 clusters Score: Raw -41679.763484 + Penalty 846.654158 = -40833.109326 nChanged 1 SP:Iteration 9Q (187.838391 sec): 3 clusters Score: Raw -41680.346318 + Penalty 846.654158 = -40833.692160 nChanged 0 SP:Iteration 10F (187.840204 sec): 3 clusters Score: Raw -41680.346318 + Penalty 846.654158 = -40833.692160 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 30 (145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (187.841103 sec): 2 clusters Score: Raw -6198.465908 + Penalty 172.915341 = -6025.550567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (187.841568 sec): 3 clusters Score: Raw -6158.184730 + Penalty 358.599909 = -5799.584822 nChanged 35 SP:Iteration 1F (187.842029 sec): 3 clusters Score: Raw -6201.139287 + Penalty 372.009385 = -5829.129902 nChanged 10 SP:Iteration 2F (187.842487 sec): 3 clusters Score: Raw -6215.108575 + Penalty 387.555010 = -5827.553566 nChanged 10 SP:Iteration 3F (187.842945 sec): 3 clusters Score: Raw -6230.564193 + Penalty 397.208141 = -5833.356052 nChanged 4 SP:Iteration 4Q (187.843384 sec): 3 clusters Score: Raw -6239.926067 + Penalty 402.692171 = -5837.233897 nChanged 2 SP:Iteration 5Q (187.843822 sec): 3 clusters Score: Raw -6240.928952 + Penalty 402.692171 = -5838.236781 nChanged 0 SP:Iteration 6F (187.844290 sec): 3 clusters Score: Raw -6240.928952 + Penalty 402.692171 = -5838.236781 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 32 (235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (187.845403 sec): 2 clusters Score: Raw -8103.755594 + Penalty 308.044454 = -7795.711140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (187.846028 sec): 3 clusters Score: Raw -8077.300889 + Penalty 635.059342 = -7442.241547 nChanged 58 SP:Iteration 1F (187.846643 sec): 3 clusters Score: Raw -8197.131935 + Penalty 659.921202 = -7537.210734 nChanged 26 SP:Iteration 2F (187.847257 sec): 3 clusters Score: Raw -8242.198398 + Penalty 680.274801 = -7561.923597 nChanged 10 SP:Iteration 3Q (187.847844 sec): 3 clusters Score: Raw -8265.819262 + Penalty 687.082152 = -7578.737110 nChanged 2 SP:Iteration 4Q (187.848426 sec): 3 clusters Score: Raw -8268.857631 + Penalty 686.217987 = -7582.639644 nChanged 1 SP:Iteration 5Q (187.848999 sec): 3 clusters Score: Raw -8270.783746 + Penalty 684.758758 = -7586.024988 nChanged 1 SP:Iteration 6Q (187.849570 sec): 3 clusters Score: Raw -8273.543709 + Penalty 682.336964 = -7591.206745 nChanged 1 SP:Iteration 7Q (187.850140 sec): 3 clusters Score: Raw -8275.224320 + Penalty 682.336964 = -7592.887356 nChanged 0 SP:Iteration 8F (187.850753 sec): 3 clusters Score: Raw -8275.224320 + Penalty 682.336964 = -7592.887356 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 42 (990 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (187.853799 sec): 2 clusters Score: Raw -40411.144262 + Penalty 55.735309 = -40355.408953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (187.855733 sec): 3 clusters Score: Raw -39790.392834 + Penalty 114.786322 = -39675.606512 nChanged 445 SP:Iteration 1F (187.857601 sec): 3 clusters Score: Raw -40163.098595 + Penalty 116.221513 = -40046.877082 nChanged 90 SP:Iteration 2F (187.859469 sec): 3 clusters Score: Raw -40262.305852 + Penalty 116.145211 = -40146.160641 nChanged 43 SP:Iteration 3Q (187.861349 sec): 3 clusters Score: Raw -40353.224017 + Penalty 116.662027 = -40236.561990 nChanged 10 SP:Iteration 4Q (187.863161 sec): 3 clusters Score: Raw -40373.190333 + Penalty 117.928814 = -40255.261518 nChanged 21 SP:Iteration 5Q (187.864939 sec): 3 clusters Score: Raw -40391.053681 + Penalty 118.745773 = -40272.307908 nChanged 25 SP:Iteration 6Q (187.866700 sec): 3 clusters Score: Raw -40407.273417 + Penalty 119.679516 = -40287.593901 nChanged 16 SP:Iteration 7Q (187.868449 sec): 3 clusters Score: Raw -40414.299812 + Penalty 120.267034 = -40294.032778 nChanged 14 SP:Iteration 8Q (187.870235 sec): 3 clusters Score: Raw -40421.801587 + Penalty 120.980542 = -40300.821045 nChanged 12 SP:Iteration 9Q (187.872039 sec): 3 clusters Score: Raw -40431.412271 + Penalty 121.117178 = -40310.295093 nChanged 9 SP:Iteration 10F (187.873945 sec): 3 clusters Score: Raw -40433.728487 + Penalty 121.336852 = -40312.391635 nChanged 7 SP:Iteration 11Q (187.875691 sec): 3 clusters Score: Raw -40434.854426 + Penalty 121.399519 = -40313.454907 nChanged 4 SP:Iteration 12Q (187.877409 sec): 3 clusters Score: Raw -40435.747904 + Penalty 121.739165 = -40314.008738 nChanged 4 SP:Iteration 13Q (187.879125 sec): 3 clusters Score: Raw -40437.136633 + Penalty 121.803903 = -40315.332730 nChanged 7 SP:Iteration 14Q (187.880833 sec): 3 clusters Score: Raw -40439.256316 + Penalty 122.406802 = -40316.849514 nChanged 8 SP:Iteration 15Q (187.882580 sec): 3 clusters Score: Raw -40440.874481 + Penalty 123.060165 = -40317.814315 nChanged 7 SP:Iteration 16Q (187.884330 sec): 3 clusters Score: Raw -40442.690267 + Penalty 122.110287 = -40320.579980 nChanged 12 SP:Iteration 17Q (187.886035 sec): 3 clusters Score: Raw -40446.016668 + Penalty 121.632980 = -40324.383689 nChanged 7 SP:Iteration 18Q (187.887740 sec): 3 clusters Score: Raw -40447.010864 + Penalty 121.521578 = -40325.489287 nChanged 3 SP:Iteration 19Q (187.889447 sec): 3 clusters Score: Raw -40447.412619 + Penalty 121.097850 = -40326.314768 nChanged 4 SP:Iteration 20F (187.891311 sec): 3 clusters Score: Raw -40448.028542 + Penalty 120.886440 = -40327.142102 nChanged 6 SP:Iteration 21Q (187.893028 sec): 3 clusters Score: Raw -40448.740589 + Penalty 120.743274 = -40327.997316 nChanged 3 SP:Iteration 22Q (187.894752 sec): 3 clusters Score: Raw -40448.920051 + Penalty 120.640118 = -40328.279934 nChanged 1 SP:Iteration 23Q (187.896469 sec): 3 clusters Score: Raw -40448.960990 + Penalty 120.544538 = -40328.416452 nChanged 1 SP:Iteration 24Q (187.898185 sec): 3 clusters Score: Raw -40448.999115 + Penalty 120.457687 = -40328.541428 nChanged 1 SP:Iteration 25Q (187.899930 sec): 3 clusters Score: Raw -40449.021428 + Penalty 120.532786 = -40328.488642 nChanged 1 SP:Iteration 26F (187.901831 sec): 3 clusters Score: Raw -40449.083877 + Penalty 120.355163 = -40328.728714 nChanged 2 SP:Iteration 27Q (187.903627 sec): 3 clusters Score: Raw -40449.162698 + Penalty 120.255376 = -40328.907322 nChanged 1 SP:Iteration 28Q (187.905457 sec): 3 clusters Score: Raw -40449.245798 + Penalty 120.162287 = -40329.083511 nChanged 1 SP:Iteration 29Q (187.907315 sec): 3 clusters Score: Raw -40449.266189 + Penalty 120.159329 = -40329.106860 nChanged 1 SP:Iteration 30F (187.909248 sec): 3 clusters Score: Raw -40449.286796 + Penalty 120.159329 = -40329.127466 nChanged 0 Memory request: 0.01 GB would take us to total of 0.49 GB. Trying to split cluster 52 (671 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (187.911655 sec): 2 clusters Score: Raw -29514.549938 + Penalty 517.203094 = -28997.346844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (187.913041 sec): 3 clusters Score: Raw -29199.063586 + Penalty 1047.518012 = -28151.545574 nChanged 212 SP:Iteration 1F (187.914411 sec): 3 clusters Score: Raw -29373.539139 + Penalty 1072.453715 = -28301.085424 nChanged 82 SP:Iteration 2F (187.915791 sec): 3 clusters Score: Raw -29474.721799 + Penalty 1101.968014 = -28372.753785 nChanged 55 SP:Iteration 3F (187.917151 sec): 3 clusters Score: Raw -29544.208298 + Penalty 1127.219186 = -28416.989111 nChanged 31 SP:Iteration 4Q (187.918503 sec): 3 clusters Score: Raw -29584.928840 + Penalty 1139.948604 = -28444.980235 nChanged 21 SP:Iteration 5Q (187.919856 sec): 3 clusters Score: Raw -29610.248772 + Penalty 1152.068727 = -28458.180046 nChanged 15 SP:Iteration 6Q (187.921169 sec): 3 clusters Score: Raw -29629.256706 + Penalty 1158.212797 = -28471.043909 nChanged 10 SP:Iteration 7Q (187.922497 sec): 3 clusters Score: Raw -29638.620213 + Penalty 1164.994419 = -28473.625793 nChanged 7 SP:Iteration 8Q (187.923828 sec): 3 clusters Score: Raw -29644.561729 + Penalty 1168.719079 = -28475.842650 nChanged 4 SP:Iteration 9Q (187.925108 sec): 3 clusters Score: Raw -29649.296046 + Penalty 1169.545714 = -28479.750333 nChanged 1 SP:Iteration 10F (187.926473 sec): 3 clusters Score: Raw -29649.547790 + Penalty 1169.545714 = -28480.002076 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 55 (2410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (187.934197 sec): 2 clusters Score: Raw -109334.574994 + Penalty 127.348924 = -109207.226071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (187.938661 sec): 3 clusters Score: Raw -107854.212428 + Penalty 265.490117 = -107588.722311 nChanged 1107 SP:Iteration 1F (187.943058 sec): 3 clusters Score: Raw -108997.284971 + Penalty 274.154917 = -108723.130054 nChanged 197 SP:Iteration 2F (187.947613 sec): 3 clusters Score: Raw -109148.652921 + Penalty 279.641061 = -108869.011861 nChanged 116 SP:Iteration 3Q (187.951884 sec): 3 clusters Score: Raw -109213.300904 + Penalty 286.417721 = -108926.883183 nChanged 74 SP:Iteration 4Q (187.956086 sec): 3 clusters Score: Raw -109259.824269 + Penalty 293.686219 = -108966.138050 nChanged 65 SP:Iteration 5Q (187.960189 sec): 3 clusters Score: Raw -109295.978203 + Penalty 294.650231 = -109001.327973 nChanged 49 SP:Iteration 6Q (187.964213 sec): 3 clusters Score: Raw -109316.382545 + Penalty 296.351780 = -109020.030765 nChanged 27 SP:Iteration 7Q (187.968139 sec): 3 clusters Score: Raw -109325.976156 + Penalty 298.960823 = -109027.015334 nChanged 24 SP:Iteration 8Q (187.972065 sec): 3 clusters Score: Raw -109334.020287 + Penalty 303.384142 = -109030.636145 nChanged 23 SP:Iteration 9Q (187.976017 sec): 3 clusters Score: Raw -109343.957870 + Penalty 305.319682 = -109038.638188 nChanged 21 SP:Iteration 10F (187.980387 sec): 3 clusters Score: Raw -109351.401100 + Penalty 306.846750 = -109044.554350 nChanged 17 SP:Iteration 11Q (187.984216 sec): 3 clusters Score: Raw -109356.733893 + Penalty 307.832529 = -109048.901364 nChanged 11 SP:Iteration 12Q (187.987998 sec): 3 clusters Score: Raw -109361.086951 + Penalty 308.960978 = -109052.125972 nChanged 13 SP:Iteration 13Q (187.991765 sec): 3 clusters Score: Raw -109367.116054 + Penalty 310.155576 = -109056.960477 nChanged 14 SP:Iteration 14Q (187.995511 sec): 3 clusters Score: Raw -109372.464264 + Penalty 312.014329 = -109060.449935 nChanged 14 SP:Iteration 15Q (187.999210 sec): 3 clusters Score: Raw -109378.052121 + Penalty 315.004416 = -109063.047705 nChanged 15 SP:Iteration 16Q (188.002913 sec): 3 clusters Score: Raw -109381.920646 + Penalty 315.311275 = -109066.609371 nChanged 4 SP:Iteration 17Q (188.006675 sec): 3 clusters Score: Raw -109384.014647 + Penalty 314.164856 = -109069.849791 nChanged 7 SP:Iteration 18Q (188.010336 sec): 3 clusters Score: Raw -109387.194373 + Penalty 313.231769 = -109073.962604 nChanged 7 SP:Iteration 19Q (188.014016 sec): 3 clusters Score: Raw -109389.309356 + Penalty 313.956608 = -109075.352748 nChanged 6 SP:Iteration 20F (188.018383 sec): 3 clusters Score: Raw -109390.848758 + Penalty 315.063148 = -109075.785610 nChanged 3 SP:Iteration 21Q (188.022009 sec): 3 clusters Score: Raw -109391.709290 + Penalty 314.310059 = -109077.399232 nChanged 3 SP:Iteration 22Q (188.025699 sec): 3 clusters Score: Raw -109393.119386 + Penalty 314.931352 = -109078.188035 nChanged 3 SP:Iteration 23Q (188.029347 sec): 3 clusters Score: Raw -109393.705607 + Penalty 315.179445 = -109078.526162 nChanged 4 SP:Iteration 24Q (188.032955 sec): 3 clusters Score: Raw -109394.577942 + Penalty 316.207315 = -109078.370627 nChanged 3 SP:Iteration 25F (188.037279 sec): 3 clusters Score: Raw -109395.174625 + Penalty 317.111047 = -109078.063579 nChanged 4 SP:Iteration 26F (188.041643 sec): 3 clusters Score: Raw -109395.633646 + Penalty 317.089302 = -109078.544344 nChanged 4 SP:Iteration 27Q (188.045257 sec): 3 clusters Score: Raw -109396.125072 + Penalty 317.510914 = -109078.614157 nChanged 1 SP:Iteration 28Q (188.048831 sec): 3 clusters Score: Raw -109396.211237 + Penalty 317.510914 = -109078.700323 nChanged 0 SP:Iteration 29F (188.053165 sec): 3 clusters Score: Raw -109396.211237 + Penalty 317.510914 = -109078.700323 nChanged 0 Memory request: 0.01 GB would take us to total of 0.49 GB. Trying to split cluster 76 (886 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (188.057458 sec): 2 clusters Score: Raw -32635.802455 + Penalty 610.503287 = -32025.299168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (188.059201 sec): 3 clusters Score: Raw -32237.795260 + Penalty 1221.064601 = -31016.730659 nChanged 282 SP:Iteration 1F (188.060919 sec): 3 clusters Score: Raw -32499.210717 + Penalty 1221.012573 = -31278.198145 nChanged 85 SP:Iteration 2F (188.062652 sec): 3 clusters Score: Raw -32593.636861 + Penalty 1221.319211 = -31372.317651 nChanged 56 SP:Iteration 3F (188.064398 sec): 3 clusters Score: Raw -32644.443713 + Penalty 1221.955857 = -31422.487856 nChanged 39 SP:Iteration 4Q (188.066104 sec): 3 clusters Score: Raw -32672.539573 + Penalty 1223.082114 = -31449.457460 nChanged 20 SP:Iteration 5Q (188.067767 sec): 3 clusters Score: Raw -32689.961328 + Penalty 1222.838721 = -31467.122607 nChanged 18 SP:Iteration 6Q (188.069434 sec): 3 clusters Score: Raw -32708.193275 + Penalty 1222.972621 = -31485.220653 nChanged 14 SP:Iteration 7Q (188.071098 sec): 3 clusters Score: Raw -32722.777333 + Penalty 1222.693693 = -31500.083640 nChanged 14 SP:Iteration 8Q (188.072813 sec): 3 clusters Score: Raw -32732.954523 + Penalty 1222.612903 = -31510.341620 nChanged 12 SP:Iteration 9Q (188.074506 sec): 3 clusters Score: Raw -32743.662750 + Penalty 1222.958335 = -31520.704415 nChanged 11 SP:Iteration 10F (188.076238 sec): 3 clusters Score: Raw -32750.906160 + Penalty 1223.002422 = -31527.903739 nChanged 4 SP:Iteration 11Q (188.077959 sec): 3 clusters Score: Raw -32752.561506 + Penalty 1223.058395 = -31529.503111 nChanged 4 SP:Iteration 12Q (188.079666 sec): 3 clusters Score: Raw -32754.629451 + Penalty 1223.024315 = -31531.605136 nChanged 7 SP:Iteration 13Q (188.081353 sec): 3 clusters Score: Raw -32759.512680 + Penalty 1222.928992 = -31536.583688 nChanged 3 SP:Iteration 14Q (188.083023 sec): 3 clusters Score: Raw -32762.259418 + Penalty 1222.486647 = -31539.772771 nChanged 10 SP:Iteration 15Q (188.084693 sec): 3 clusters Score: Raw -32770.918813 + Penalty 1221.896511 = -31549.022302 nChanged 14 SP:Iteration 16Q (188.086342 sec): 3 clusters Score: Raw -32781.061836 + Penalty 1221.834783 = -31559.227053 nChanged 9 SP:Iteration 17Q (188.087983 sec): 3 clusters Score: Raw -32786.123477 + Penalty 1221.872034 = -31564.251442 nChanged 5 SP:Iteration 18Q (188.089657 sec): 3 clusters Score: Raw -32787.825079 + Penalty 1221.884583 = -31565.940496 nChanged 4 SP:Iteration 19Q (188.091299 sec): 3 clusters Score: Raw -32790.395834 + Penalty 1221.996962 = -31568.398872 nChanged 5 SP:Iteration 20F (188.093034 sec): 3 clusters Score: Raw -32793.590758 + Penalty 1222.103541 = -31571.487217 nChanged 4 SP:Iteration 21Q (188.094682 sec): 3 clusters Score: Raw -32794.739691 + Penalty 1221.953283 = -31572.786408 nChanged 3 SP:Iteration 22Q (188.096321 sec): 3 clusters Score: Raw -32797.590135 + Penalty 1221.836345 = -31575.753790 nChanged 2 SP:Iteration 23Q (188.097958 sec): 3 clusters Score: Raw -32798.335937 + Penalty 1221.559082 = -31576.776855 nChanged 7 SP:Iteration 24Q (188.099593 sec): 3 clusters Score: Raw -32802.053410 + Penalty 1221.496495 = -31580.556914 nChanged 4 SP:Iteration 25Q (188.101225 sec): 3 clusters Score: Raw -32807.890538 + Penalty 1221.485996 = -31586.404542 nChanged 9 SP:Iteration 26Q (188.102858 sec): 3 clusters Score: Raw -32816.287482 + Penalty 1221.389718 = -31594.897764 nChanged 9 SP:Iteration 27Q (188.104538 sec): 3 clusters Score: Raw -32821.768509 + Penalty 1221.221996 = -31600.546513 nChanged 5 SP:Iteration 28Q (188.106225 sec): 3 clusters Score: Raw -32824.235842 + Penalty 1221.222831 = -31603.013011 nChanged 5 SP:Iteration 29Q (188.107891 sec): 3 clusters Score: Raw -32827.379897 + Penalty 1221.203136 = -31606.176760 nChanged 4 SP:Iteration 30F (188.109629 sec): 3 clusters Score: Raw -32829.760644 + Penalty 1221.109979 = -31608.650665 nChanged 3 SP:Iteration 31Q (188.111267 sec): 3 clusters Score: Raw -32830.987952 + Penalty 1221.071921 = -31609.916031 nChanged 2 SP:Iteration 32Q (188.112907 sec): 3 clusters Score: Raw -32831.853248 + Penalty 1221.072730 = -31610.780518 nChanged 1 SP:Iteration 33Q (188.114555 sec): 3 clusters Score: Raw -32832.066996 + Penalty 1221.072730 = -31610.994267 nChanged 0 SP:Iteration 34F (188.116302 sec): 3 clusters Score: Raw -32832.066996 + Penalty 1221.072730 = -31610.994267 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 100 (185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (188.117312 sec): 2 clusters Score: Raw -5987.902986 + Penalty 377.526554 = -5610.376432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (188.117847 sec): 3 clusters Score: Raw -5989.135478 + Penalty 755.492591 = -5233.642887 nChanged 41 SP:Iteration 1F (188.118373 sec): 3 clusters Score: Raw -6067.937624 + Penalty 757.386941 = -5310.550683 nChanged 10 SP:Iteration 2F (188.118898 sec): 3 clusters Score: Raw -6081.354552 + Penalty 758.374547 = -5322.980005 nChanged 6 SP:Iteration 3Q (188.119402 sec): 3 clusters Score: Raw -6100.186309 + Penalty 760.537411 = -5339.648898 nChanged 3 SP:Iteration 4Q (188.119899 sec): 3 clusters Score: Raw -6113.262651 + Penalty 760.537411 = -5352.725240 nChanged 0 SP:Iteration 5F (188.120422 sec): 3 clusters Score: Raw -6113.262651 + Penalty 760.537411 = -5352.725240 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 120 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (188.120990 sec): 2 clusters Score: Raw -1180.311746 + Penalty 32.366986 = -1147.944760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (188.121240 sec): 3 clusters Score: Raw -1177.895275 + Penalty 62.340188 = -1115.555087 nChanged 7 SP:Iteration 1F (188.121487 sec): 3 clusters Score: Raw -1186.337621 + Penalty 62.537081 = -1123.800540 nChanged 1 SP:Iteration 2Q (188.121737 sec): 3 clusters Score: Raw -1186.911658 + Penalty 62.537081 = -1124.374577 nChanged 0 SP:Iteration 3F (188.121980 sec): 3 clusters Score: Raw -1186.911658 + Penalty 62.537081 = -1124.374577 nChanged 0 Iteration 233F (188.749811 sec): 23 clusters Score: Raw -2185517.301840 + Penalty 11876.178723 = -2173641.123117 nChanged 186 Iteration 234Q (188.935878 sec): 23 clusters Score: Raw -2185563.050691 + Penalty 11875.249492 = -2173687.801200 nChanged 106 Iteration 235Q (189.122973 sec): 23 clusters Score: Raw -2185576.033160 + Penalty 11876.201125 = -2173699.832036 nChanged 67 Iteration 236Q (189.308718 sec): 23 clusters Score: Raw -2185580.232346 + Penalty 11876.784173 = -2173703.448173 nChanged 55 Iteration 237Q (189.496104 sec): 23 clusters Score: Raw -2185583.451706 + Penalty 11877.198269 = -2173706.253437 nChanged 55 Iteration 238Q (189.680253 sec): 23 clusters Score: Raw -2185586.234556 + Penalty 11878.056183 = -2173708.178373 nChanged 37 Iteration 239Q (189.866868 sec): 23 clusters Score: Raw -2185588.024591 + Penalty 11878.281949 = -2173709.742642 nChanged 47 Iteration 240F (190.468109 sec): 23 clusters Score: Raw -2185590.252417 + Penalty 11878.339675 = -2173711.912742 nChanged 42 Iteration 241Q (190.652587 sec): 23 clusters Score: Raw -2185592.684167 + Penalty 11878.608330 = -2173714.075837 nChanged 34 Iteration 242Q (190.835336 sec): 23 clusters Score: Raw -2185593.996747 + Penalty 11878.773525 = -2173715.223222 nChanged 28 Iteration 243Q (191.019568 sec): 23 clusters Score: Raw -2185594.785954 + Penalty 11878.734313 = -2173716.051642 nChanged 23 Iteration 244Q (191.203026 sec): 23 clusters Score: Raw -2185596.027285 + Penalty 11879.016061 = -2173717.011224 nChanged 18 Iteration 245Q (191.386390 sec): 23 clusters Score: Raw -2185596.804740 + Penalty 11879.093731 = -2173717.711008 nChanged 14 Iteration 246Q (191.571929 sec): 23 clusters Score: Raw -2185597.374274 + Penalty 11879.354038 = -2173718.020236 nChanged 14 Iteration 247Q (191.755659 sec): 23 clusters Score: Raw -2185597.772701 + Penalty 11880.037954 = -2173717.734747 nChanged 8 Iteration 248F (192.353291 sec): 23 clusters Score: Raw -2185598.071043 + Penalty 11879.852608 = -2173718.218435 nChanged 4 Iteration 249Q (192.535835 sec): 23 clusters Score: Raw -2185598.241026 + Penalty 11879.863734 = -2173718.377291 nChanged 4 Iteration 250F (193.133301 sec): 23 clusters Score: Raw -2185598.368398 + Penalty 11879.996772 = -2173718.371626 nChanged 2 Iteration 251F (193.734188 sec): 23 clusters Score: Raw -2185598.478449 + Penalty 11880.155854 = -2173718.322595 nChanged 3 Iteration 252F (194.335885 sec): 23 clusters Score: Raw -2185598.675775 + Penalty 11880.454910 = -2173718.220864 nChanged 6 Iteration 253F (194.947115 sec): 23 clusters Score: Raw -2185599.077631 + Penalty 11880.699723 = -2173718.377908 nChanged 4 Iteration 254Q (195.128836 sec): 23 clusters Score: Raw -2185599.401170 + Penalty 11880.750719 = -2173718.650450 nChanged 6 Iteration 255Q (195.312405 sec): 23 clusters Score: Raw -2185599.717599 + Penalty 11880.654480 = -2173719.063119 nChanged 2 Iteration 256Q (195.494913 sec): 23 clusters Score: Raw -2185599.780534 + Penalty 11880.722592 = -2173719.057943 nChanged 1 Iteration 257F (196.094367 sec): 23 clusters Score: Raw -2185599.873279 + Penalty 11880.848637 = -2173719.024642 nChanged 2 Iteration 258F (196.702530 sec): 23 clusters Score: Raw -2185599.973963 + Penalty 11880.744702 = -2173719.229262 nChanged 2 Iteration 259Q (196.884942 sec): 23 clusters Score: Raw -2185600.009647 + Penalty 11880.813530 = -2173719.196117 nChanged 1 Iteration 260F (197.483186 sec): 23 clusters Score: Raw -2185600.021010 + Penalty 11880.853128 = -2173719.167882 nChanged 1 Iteration 261F (198.075995 sec): 23 clusters Score: Raw -2185600.044940 + Penalty 11881.046548 = -2173718.998392 nChanged 3 Iteration 262F (198.675434 sec): 23 clusters Score: Raw -2185600.154476 + Penalty 11881.051850 = -2173719.102626 nChanged 4 Iteration 263Q (198.858066 sec): 23 clusters Score: Raw -2185600.255044 + Penalty 11881.051850 = -2173719.203195 nChanged 0 Iteration 264F (199.458700 sec): 23 clusters Score: Raw -2185600.255044 + Penalty 11881.051850 = -2173719.203195 nChanged 0 Writing temp clu file Memory request: 0.24 GB would take us to total of 0.49 GB. Compute initial score before splitting: Score: Raw -2185600.255044 + Penalty 11881.051850 = -2173719.203195Memory request: 0.01 GB would take us to total of 0.49 GB. Trying to split cluster 1 (782 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (199.630392 sec): 2 clusters Score: Raw -31309.363419 + Penalty 46.314090 = -31263.049330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (199.631981 sec): 3 clusters Score: Raw -30828.520366 + Penalty 92.130950 = -30736.389417 nChanged 345 SP:Iteration 1F (199.633572 sec): 3 clusters Score: Raw -31081.570689 + Penalty 91.311878 = -30990.258810 nChanged 46 SP:Iteration 2F (199.635094 sec): 3 clusters Score: Raw -31108.518248 + Penalty 90.721423 = -31017.796825 nChanged 34 SP:Iteration 3Q (199.636615 sec): 3 clusters Score: Raw -31141.160739 + Penalty 89.139206 = -31052.021533 nChanged 26 SP:Iteration 4Q (199.638138 sec): 3 clusters Score: Raw -31175.838084 + Penalty 90.402720 = -31085.435364 nChanged 21 SP:Iteration 5Q (199.639688 sec): 3 clusters Score: Raw -31194.861638 + Penalty 89.553698 = -31105.307940 nChanged 24 SP:Iteration 6Q (199.641200 sec): 3 clusters Score: Raw -31223.627922 + Penalty 88.982780 = -31134.645143 nChanged 16 SP:Iteration 7Q (199.642658 sec): 3 clusters Score: Raw -31235.421946 + Penalty 89.128407 = -31146.293539 nChanged 12 SP:Iteration 8Q (199.644080 sec): 3 clusters Score: Raw -31241.820668 + Penalty 88.792288 = -31153.028380 nChanged 14 SP:Iteration 9Q (199.645533 sec): 3 clusters Score: Raw -31248.374415 + Penalty 88.925713 = -31159.448702 nChanged 18 SP:Iteration 10F (199.647078 sec): 3 clusters Score: Raw -31256.514722 + Penalty 88.821165 = -31167.693557 nChanged 10 SP:Iteration 11Q (199.648469 sec): 3 clusters Score: Raw -31260.442168 + Penalty 89.205173 = -31171.236995 nChanged 8 SP:Iteration 12Q (199.649836 sec): 3 clusters Score: Raw -31262.320327 + Penalty 88.985203 = -31173.335124 nChanged 6 SP:Iteration 13Q (199.651230 sec): 3 clusters Score: Raw -31264.549732 + Penalty 85.056056 = -31179.493676 nChanged 9 SP:Iteration 14Q (199.652554 sec): 3 clusters Score: Raw -31269.608787 + Penalty 85.114007 = -31184.494780 nChanged 12 SP:Iteration 15Q (199.653867 sec): 3 clusters Score: Raw -31277.512239 + Penalty 85.270928 = -31192.241311 nChanged 14 SP:Iteration 16Q (199.655171 sec): 3 clusters Score: Raw -31285.842389 + Penalty 83.740625 = -31202.101764 nChanged 10 SP:Iteration 17Q (199.656532 sec): 3 clusters Score: Raw -31291.337832 + Penalty 83.473039 = -31207.864793 nChanged 11 SP:Iteration 18Q (199.657790 sec): 3 clusters Score: Raw -31298.826595 + Penalty 83.275857 = -31215.550738 nChanged 9 SP:Iteration 19Q (199.659043 sec): 3 clusters Score: Raw -31303.745100 + Penalty 82.436693 = -31221.308406 nChanged 4 SP:Iteration 20F (199.660490 sec): 3 clusters Score: Raw -31305.738748 + Penalty 82.702807 = -31223.035941 nChanged 5 SP:Iteration 21Q (199.661730 sec): 3 clusters Score: Raw -31308.711198 + Penalty 83.102102 = -31225.609095 nChanged 5 SP:Iteration 22Q (199.662968 sec): 3 clusters Score: Raw -31312.140704 + Penalty 83.232064 = -31228.908640 nChanged 3 SP:Iteration 23Q (199.664188 sec): 3 clusters Score: Raw -31313.334362 + Penalty 83.497166 = -31229.837196 nChanged 2 SP:Iteration 24Q (199.665408 sec): 3 clusters Score: Raw -31314.086603 + Penalty 83.822478 = -31230.264124 nChanged 2 SP:Iteration 25Q (199.666625 sec): 3 clusters Score: Raw -31315.824810 + Penalty 83.705007 = -31232.119803 nChanged 2 SP:Iteration 26Q (199.667837 sec): 3 clusters Score: Raw -31317.248613 + Penalty 84.153782 = -31233.094831 nChanged 2 SP:Iteration 27Q (199.669058 sec): 3 clusters Score: Raw -31317.971437 + Penalty 84.426566 = -31233.544871 nChanged 1 SP:Iteration 28Q (199.670282 sec): 3 clusters Score: Raw -31319.137892 + Penalty 84.426566 = -31234.711326 nChanged 0 SP:Iteration 29F (199.671747 sec): 3 clusters Score: Raw -31319.137892 + Penalty 84.426566 = -31234.711326 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 2 (1916 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (199.679219 sec): 2 clusters Score: Raw -85715.998937 + Penalty 209.503969 = -85506.494968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (199.682890 sec): 3 clusters Score: Raw -84499.910104 + Penalty 465.241422 = -84034.668681 nChanged 823 SP:Iteration 1F (199.686402 sec): 3 clusters Score: Raw -85295.371828 + Penalty 486.220118 = -84809.151710 nChanged 259 SP:Iteration 2F (199.689915 sec): 3 clusters Score: Raw -85507.412230 + Penalty 482.389122 = -85025.023108 nChanged 94 SP:Iteration 3Q (199.693405 sec): 3 clusters Score: Raw -85588.594961 + Penalty 477.724668 = -85110.870293 nChanged 49 SP:Iteration 4Q (199.696906 sec): 3 clusters Score: Raw -85633.018953 + Penalty 479.276928 = -85153.742025 nChanged 31 SP:Iteration 5Q (199.700346 sec): 3 clusters Score: Raw -85678.002274 + Penalty 477.025808 = -85200.976466 nChanged 20 SP:Iteration 6Q (199.703445 sec): 3 clusters Score: Raw -85699.154277 + Penalty 480.137942 = -85219.016335 nChanged 18 SP:Iteration 7Q (199.706461 sec): 3 clusters Score: Raw -85725.635452 + Penalty 475.046895 = -85250.588557 nChanged 14 SP:Iteration 8Q (199.709398 sec): 3 clusters Score: Raw -85739.887039 + Penalty 472.392867 = -85267.494171 nChanged 11 SP:Iteration 9Q (199.712382 sec): 3 clusters Score: Raw -85742.942391 + Penalty 470.036491 = -85272.905900 nChanged 3 SP:Iteration 10F (199.716078 sec): 3 clusters Score: Raw -85743.261556 + Penalty 468.952667 = -85274.308889 nChanged 1 SP:Iteration 11Q (199.719034 sec): 3 clusters Score: Raw -85743.327504 + Penalty 468.952667 = -85274.374838 nChanged 0 SP:Iteration 12F (199.722511 sec): 3 clusters Score: Raw -85743.327504 + Penalty 468.952667 = -85274.374838 nChanged 0 Memory request: 0.15 GB would take us to total of 0.64 GB. Trying to split cluster 3 (32303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (199.864961 sec): 2 clusters Score: Raw -1402363.713383 + Penalty 95.319895 = -1402268.393488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (199.926087 sec): 3 clusters Score: Raw -1380397.329676 + Penalty 191.058025 = -1380206.271651 nChanged 15666 SP:Iteration 1F (199.986520 sec): 3 clusters Score: Raw -1387753.158174 + Penalty 191.817470 = -1387561.340704 nChanged 3133 SP:Iteration 2F (200.047501 sec): 3 clusters Score: Raw -1388662.080689 + Penalty 192.712578 = -1388469.368111 nChanged 2003 SP:Iteration 3F (200.107709 sec): 3 clusters Score: Raw -1389346.304186 + Penalty 193.571788 = -1389152.732398 nChanged 2168 SP:Iteration 4F (200.168226 sec): 3 clusters Score: Raw -1390857.201449 + Penalty 191.693214 = -1390665.508235 nChanged 3165 SP:Iteration 5F (200.228862 sec): 3 clusters Score: Raw -1393628.959324 + Penalty 191.425111 = -1393437.534213 nChanged 3150 SP:Iteration 6F (200.289119 sec): 3 clusters Score: Raw -1396516.982444 + Penalty 193.362719 = -1396323.619724 nChanged 2571 SP:Iteration 7F (200.349454 sec): 3 clusters Score: Raw -1399012.068552 + Penalty 199.618264 = -1398812.450287 nChanged 1688 SP:Iteration 8F (200.409718 sec): 3 clusters Score: Raw -1400769.507109 + Penalty 204.270072 = -1400565.237037 nChanged 978 SP:Iteration 9Q (200.464409 sec): 3 clusters Score: Raw -1401869.667799 + Penalty 231.169585 = -1401638.498214 nChanged 392 SP:Iteration 10F (200.525298 sec): 3 clusters Score: Raw -1402308.467797 + Penalty 95.319895 = -1402213.147902 nChanged 53 SP:Iteration 11Q (200.572990 sec): 2 clusters Score: Raw -1402363.713383 + Penalty 95.319895 = -1402268.393488 nChanged 0 SP:Iteration 12F (200.619061 sec): 2 clusters Score: Raw -1402363.713383 + Penalty 95.319895 = -1402268.393488 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 4 (931 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (200.639937 sec): 2 clusters Score: Raw -42604.929813 + Penalty 96.987229 = -42507.942584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (200.641821 sec): 3 clusters Score: Raw -42023.362692 + Penalty 198.805313 = -41824.557379 nChanged 414 SP:Iteration 1F (200.643608 sec): 3 clusters Score: Raw -42436.268093 + Penalty 197.161908 = -42239.106185 nChanged 64 SP:Iteration 2F (200.645395 sec): 3 clusters Score: Raw -42487.005015 + Penalty 194.536871 = -42292.468144 nChanged 24 SP:Iteration 3Q (200.647101 sec): 3 clusters Score: Raw -42496.601160 + Penalty 194.543226 = -42302.057935 nChanged 18 SP:Iteration 4Q (200.648845 sec): 3 clusters Score: Raw -42506.093479 + Penalty 194.591895 = -42311.501584 nChanged 19 SP:Iteration 5Q (200.650633 sec): 3 clusters Score: Raw -42514.836796 + Penalty 196.221596 = -42318.615200 nChanged 18 SP:Iteration 6Q (200.652297 sec): 3 clusters Score: Raw -42521.854995 + Penalty 196.952895 = -42324.902100 nChanged 19 SP:Iteration 7Q (200.653984 sec): 3 clusters Score: Raw -42529.363874 + Penalty 195.595396 = -42333.768479 nChanged 15 SP:Iteration 8Q (200.655650 sec): 3 clusters Score: Raw -42535.219082 + Penalty 197.260753 = -42337.958329 nChanged 15 SP:Iteration 9Q (200.657271 sec): 3 clusters Score: Raw -42541.759517 + Penalty 197.748605 = -42344.010912 nChanged 17 SP:Iteration 10F (200.659056 sec): 3 clusters Score: Raw -42550.956535 + Penalty 201.141994 = -42349.814541 nChanged 18 SP:Iteration 11Q (200.660744 sec): 3 clusters Score: Raw -42560.212437 + Penalty 207.102647 = -42353.109790 nChanged 14 SP:Iteration 12Q (200.662379 sec): 3 clusters Score: Raw -42568.103950 + Penalty 211.443623 = -42356.660326 nChanged 13 SP:Iteration 13Q (200.663980 sec): 3 clusters Score: Raw -42573.898102 + Penalty 213.887378 = -42360.010724 nChanged 11 SP:Iteration 14Q (200.665559 sec): 3 clusters Score: Raw -42580.034876 + Penalty 216.193783 = -42363.841093 nChanged 11 SP:Iteration 15Q (200.667215 sec): 3 clusters Score: Raw -42587.966314 + Penalty 209.093412 = -42378.872902 nChanged 10 SP:Iteration 16Q (200.668869 sec): 3 clusters Score: Raw -42595.580379 + Penalty 221.656214 = -42373.924165 nChanged 8 SP:Iteration 17F (200.670718 sec): 3 clusters Score: Raw -42600.881580 + Penalty 227.669095 = -42373.212485 nChanged 5 SP:Iteration 18F (200.672505 sec): 3 clusters Score: Raw -42602.587350 + Penalty 235.864958 = -42366.722391 nChanged 3 SP:Iteration 19F (200.674294 sec): 3 clusters Score: Raw -42603.363693 + Penalty 239.585803 = -42363.777890 nChanged 1 SP:Iteration 20F (200.676079 sec): 3 clusters Score: Raw -42604.066848 + Penalty 237.900098 = -42366.166750 nChanged 3 SP:Iteration 21Q (200.677554 sec): 3 clusters Score: Raw -42605.795066 + Penalty 248.750965 = -42357.044101 nChanged 5 SP:Iteration 22F (200.679337 sec): 3 clusters Score: Raw -42608.859455 + Penalty 270.727670 = -42338.131784 nChanged 4 SP:Iteration 23F (200.681109 sec): 3 clusters Score: Raw -42611.700256 + Penalty 273.736359 = -42337.963898 nChanged 2 SP:Iteration 24F (200.682976 sec): 3 clusters Score: Raw -42613.454182 + Penalty 267.979371 = -42345.474811 nChanged 1 SP:Iteration 25Q (200.684431 sec): 3 clusters Score: Raw -42614.044672 + Penalty 283.883016 = -42330.161656 nChanged 2 SP:Iteration 26F (200.686211 sec): 3 clusters Score: Raw -42615.457531 + Penalty 291.047788 = -42324.409743 nChanged 1 SP:Iteration 27F (200.687984 sec): 3 clusters Score: Raw -42615.640933 + Penalty 281.107022 = -42334.533911 nChanged 1 SP:Iteration 28Q (200.689410 sec): 3 clusters Score: Raw -42615.721582 + Penalty 281.107022 = -42334.614560 nChanged 0 SP:Iteration 29F (200.691206 sec): 3 clusters Score: Raw -42615.721582 + Penalty 281.107022 = -42334.614560 nChanged 0 Memory request: 0.02 GB would take us to total of 0.51 GB. Trying to split cluster 5 (4784 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (200.712531 sec): 2 clusters Score: Raw -200773.455388 + Penalty 79.172516 = -200694.282872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (200.721416 sec): 3 clusters Score: Raw -197599.910106 + Penalty 169.790033 = -197430.120074 nChanged 2302 SP:Iteration 1F (200.730149 sec): 3 clusters Score: Raw -199984.486185 + Penalty 167.497702 = -199816.988483 nChanged 348 SP:Iteration 2F (200.738771 sec): 3 clusters Score: Raw -200278.443552 + Penalty 166.254624 = -200112.188927 nChanged 208 SP:Iteration 3Q (200.746922 sec): 3 clusters Score: Raw -200421.144945 + Penalty 165.000648 = -200256.144297 nChanged 142 SP:Iteration 4Q (200.755101 sec): 3 clusters Score: Raw -200500.305075 + Penalty 163.981970 = -200336.323104 nChanged 112 SP:Iteration 5Q (200.763110 sec): 3 clusters Score: Raw -200559.367801 + Penalty 163.372090 = -200395.995711 nChanged 94 SP:Iteration 6Q (200.771166 sec): 3 clusters Score: Raw -200596.835212 + Penalty 163.182276 = -200433.652937 nChanged 71 SP:Iteration 7Q (200.779071 sec): 3 clusters Score: Raw -200620.267826 + Penalty 162.677019 = -200457.590807 nChanged 49 SP:Iteration 8Q (200.787307 sec): 3 clusters Score: Raw -200632.347206 + Penalty 162.647254 = -200469.699952 nChanged 41 SP:Iteration 9Q (200.795132 sec): 3 clusters Score: Raw -200641.839941 + Penalty 162.576799 = -200479.263142 nChanged 41 SP:Iteration 10F (200.804036 sec): 3 clusters Score: Raw -200650.096251 + Penalty 162.355341 = -200487.740909 nChanged 37 SP:Iteration 11Q (200.812000 sec): 3 clusters Score: Raw -200658.556590 + Penalty 162.134584 = -200496.422006 nChanged 40 SP:Iteration 12Q (200.819960 sec): 3 clusters Score: Raw -200666.580942 + Penalty 161.884949 = -200504.695992 nChanged 34 SP:Iteration 13Q (200.827776 sec): 3 clusters Score: Raw -200675.594119 + Penalty 161.729697 = -200513.864422 nChanged 40 SP:Iteration 14Q (200.835745 sec): 3 clusters Score: Raw -200686.166553 + Penalty 161.549905 = -200524.616648 nChanged 44 SP:Iteration 15Q (200.843751 sec): 3 clusters Score: Raw -200695.315167 + Penalty 161.279637 = -200534.035530 nChanged 36 SP:Iteration 16Q (200.851841 sec): 3 clusters Score: Raw -200701.909620 + Penalty 161.304002 = -200540.605618 nChanged 28 SP:Iteration 17Q (200.859676 sec): 3 clusters Score: Raw -200705.536182 + Penalty 161.024443 = -200544.511739 nChanged 20 SP:Iteration 18Q (200.867518 sec): 3 clusters Score: Raw -200708.343067 + Penalty 160.404230 = -200547.938836 nChanged 20 SP:Iteration 19Q (200.875330 sec): 3 clusters Score: Raw -200711.332629 + Penalty 160.380384 = -200550.952245 nChanged 15 SP:Iteration 20F (200.884004 sec): 3 clusters Score: Raw -200713.867047 + Penalty 160.060586 = -200553.806461 nChanged 17 SP:Iteration 21Q (200.892036 sec): 3 clusters Score: Raw -200717.335016 + Penalty 159.572138 = -200557.762878 nChanged 24 SP:Iteration 22Q (200.899967 sec): 3 clusters Score: Raw -200721.161673 + Penalty 159.439805 = -200561.721868 nChanged 18 SP:Iteration 23Q (200.908450 sec): 3 clusters Score: Raw -200723.286005 + Penalty 159.092435 = -200564.193569 nChanged 19 SP:Iteration 24Q (200.916193 sec): 3 clusters Score: Raw -200725.198669 + Penalty 158.929891 = -200566.268778 nChanged 12 SP:Iteration 25Q (200.924094 sec): 3 clusters Score: Raw -200726.202997 + Penalty 158.818210 = -200567.384787 nChanged 10 SP:Iteration 26Q (200.932083 sec): 3 clusters Score: Raw -200727.082613 + Penalty 158.635468 = -200568.447145 nChanged 7 SP:Iteration 27Q (200.940107 sec): 3 clusters Score: Raw -200727.693133 + Penalty 158.610876 = -200569.082257 nChanged 8 SP:Iteration 28Q (200.947986 sec): 3 clusters Score: Raw -200728.062756 + Penalty 158.655514 = -200569.407243 nChanged 5 SP:Iteration 29Q (200.955854 sec): 3 clusters Score: Raw -200728.338072 + Penalty 158.522176 = -200569.815896 nChanged 7 SP:Iteration 30F (200.964430 sec): 3 clusters Score: Raw -200728.772050 + Penalty 158.328648 = -200570.443402 nChanged 6 SP:Iteration 31Q (200.972402 sec): 3 clusters Score: Raw -200729.248472 + Penalty 158.105900 = -200571.142572 nChanged 7 SP:Iteration 32Q (200.980276 sec): 3 clusters Score: Raw -200729.779506 + Penalty 157.777744 = -200572.001762 nChanged 10 SP:Iteration 33Q (200.988104 sec): 3 clusters Score: Raw -200730.537645 + Penalty 157.605275 = -200572.932370 nChanged 5 SP:Iteration 34Q (200.995847 sec): 3 clusters Score: Raw -200730.705192 + Penalty 157.605275 = -200573.099917 nChanged 2 SP:Iteration 35Q (201.003580 sec): 3 clusters Score: Raw -200730.751394 + Penalty 157.553349 = -200573.198045 nChanged 1 SP:Iteration 36Q (201.011670 sec): 3 clusters Score: Raw -200730.789195 + Penalty 157.566328 = -200573.222867 nChanged 1 SP:Iteration 37Q (201.019548 sec): 3 clusters Score: Raw -200730.804143 + Penalty 157.566328 = -200573.237815 nChanged 0 SP:Iteration 38F (201.028075 sec): 3 clusters Score: Raw -200730.804143 + Penalty 157.566328 = -200573.237815 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 6 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (201.040927 sec): 2 clusters Score: Raw -451.580755 + Penalty 20.998868 = -430.581887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (201.041160 sec): 3 clusters Score: Raw -459.399452 + Penalty 49.100377 = -410.299075 nChanged 2 SP:Iteration 1F (201.041379 sec): 3 clusters Score: Raw -464.052748 + Penalty 49.100377 = -414.952371 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 7 (2538 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (201.050103 sec): 2 clusters Score: Raw -112269.801395 + Penalty 414.325494 = -111855.475901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (201.054904 sec): 3 clusters Score: Raw -110717.121085 + Penalty 835.384025 = -109881.737060 nChanged 1095 SP:Iteration 1F (201.059455 sec): 3 clusters Score: Raw -111683.871172 + Penalty 854.482887 = -110829.388285 nChanged 369 SP:Iteration 2F (201.064000 sec): 3 clusters Score: Raw -111973.677772 + Penalty 877.678778 = -111095.998995 nChanged 166 SP:Iteration 3F (201.068682 sec): 3 clusters Score: Raw -112132.841095 + Penalty 891.719199 = -111241.121896 nChanged 101 SP:Iteration 4Q (201.073807 sec): 3 clusters Score: Raw -112226.524919 + Penalty 905.773837 = -111320.751082 nChanged 54 SP:Iteration 5Q (201.078738 sec): 3 clusters Score: Raw -112276.673033 + Penalty 924.325367 = -111352.347666 nChanged 32 SP:Iteration 6Q (201.084841 sec): 3 clusters Score: Raw -112315.922471 + Penalty 936.628212 = -111379.294258 nChanged 25 SP:Iteration 7Q (201.093054 sec): 3 clusters Score: Raw -112355.333043 + Penalty 946.981373 = -111408.351670 nChanged 23 SP:Iteration 8Q (201.097909 sec): 3 clusters Score: Raw -112382.571695 + Penalty 945.948026 = -111436.623669 nChanged 18 SP:Iteration 9Q (201.101871 sec): 3 clusters Score: Raw -112407.965125 + Penalty 956.772365 = -111451.192760 nChanged 20 SP:Iteration 10F (201.106422 sec): 3 clusters Score: Raw -112438.210247 + Penalty 969.444750 = -111468.765497 nChanged 26 SP:Iteration 11Q (201.110543 sec): 3 clusters Score: Raw -112466.598508 + Penalty 975.240396 = -111491.358111 nChanged 21 SP:Iteration 12Q (201.114553 sec): 3 clusters Score: Raw -112489.148832 + Penalty 981.717117 = -111507.431716 nChanged 23 SP:Iteration 13Q (201.118517 sec): 3 clusters Score: Raw -112511.539462 + Penalty 980.996673 = -111530.542788 nChanged 22 SP:Iteration 14Q (201.122336 sec): 3 clusters Score: Raw -112531.556905 + Penalty 985.571160 = -111545.985745 nChanged 17 SP:Iteration 15Q (201.126148 sec): 3 clusters Score: Raw -112541.213475 + Penalty 983.846388 = -111557.367087 nChanged 6 SP:Iteration 16Q (201.130013 sec): 3 clusters Score: Raw -112544.861870 + Penalty 982.919670 = -111561.942200 nChanged 8 SP:Iteration 17Q (201.134000 sec): 3 clusters Score: Raw -112548.722537 + Penalty 983.480309 = -111565.242228 nChanged 1 SP:Iteration 18Q (201.137966 sec): 3 clusters Score: Raw -112548.948552 + Penalty 983.480309 = -111565.468243 nChanged 0 SP:Iteration 19F (201.142540 sec): 3 clusters Score: Raw -112548.948552 + Penalty 983.480309 = -111565.468243 nChanged 0 Memory request: 0.01 GB would take us to total of 0.49 GB. Trying to split cluster 8 (606 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (201.147480 sec): 2 clusters Score: Raw -27027.188211 + Penalty 57.592830 = -26969.595382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (201.148730 sec): 3 clusters Score: Raw -26653.974686 + Penalty 116.808829 = -26537.165856 nChanged 260 SP:Iteration 1F (201.150008 sec): 3 clusters Score: Raw -26865.300223 + Penalty 117.183464 = -26748.116759 nChanged 54 SP:Iteration 2F (201.151272 sec): 3 clusters Score: Raw -26904.695813 + Penalty 118.056810 = -26786.639003 nChanged 38 SP:Iteration 3F (201.152523 sec): 3 clusters Score: Raw -26949.029000 + Penalty 118.923067 = -26830.105932 nChanged 28 SP:Iteration 4Q (201.153790 sec): 3 clusters Score: Raw -26972.794174 + Penalty 120.089403 = -26852.704771 nChanged 16 SP:Iteration 5Q (201.155005 sec): 3 clusters Score: Raw -26979.138641 + Penalty 120.466894 = -26858.671747 nChanged 12 SP:Iteration 6Q (201.156210 sec): 3 clusters Score: Raw -26982.704182 + Penalty 120.643420 = -26862.060762 nChanged 5 SP:Iteration 7Q (201.157407 sec): 3 clusters Score: Raw -26983.628285 + Penalty 121.116487 = -26862.511799 nChanged 6 SP:Iteration 8Q (201.158604 sec): 3 clusters Score: Raw -26986.493215 + Penalty 121.686048 = -26864.807167 nChanged 8 SP:Iteration 9Q (201.159800 sec): 3 clusters Score: Raw -26989.401912 + Penalty 121.789766 = -26867.612146 nChanged 5 SP:Iteration 10F (201.161049 sec): 3 clusters Score: Raw -26990.070226 + Penalty 122.002455 = -26868.067771 nChanged 4 SP:Iteration 11Q (201.162236 sec): 3 clusters Score: Raw -26990.641006 + Penalty 122.063368 = -26868.577637 nChanged 2 SP:Iteration 12Q (201.163426 sec): 3 clusters Score: Raw -26990.624621 + Penalty 122.063368 = -26868.561252 nChanged 0 SP:Iteration 13F (201.164691 sec): 3 clusters Score: Raw -26990.624621 + Penalty 122.063368 = -26868.561252 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 9 (1218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (201.169347 sec): 2 clusters Score: Raw -51843.665172 + Penalty 410.951579 = -51432.713593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (201.171671 sec): 3 clusters Score: Raw -51159.430183 + Penalty 823.219339 = -50336.210843 nChanged 468 SP:Iteration 1F (201.173952 sec): 3 clusters Score: Raw -51419.616695 + Penalty 824.543973 = -50595.072722 nChanged 167 SP:Iteration 2F (201.176219 sec): 3 clusters Score: Raw -51543.260378 + Penalty 833.882412 = -50709.377966 nChanged 109 SP:Iteration 3F (201.178485 sec): 3 clusters Score: Raw -51655.968661 + Penalty 853.113097 = -50802.855564 nChanged 81 SP:Iteration 4F (201.180746 sec): 3 clusters Score: Raw -51736.531517 + Penalty 876.882417 = -50859.649100 nChanged 63 SP:Iteration 5F (201.183045 sec): 3 clusters Score: Raw -51798.906557 + Penalty 913.694528 = -50885.212030 nChanged 46 SP:Iteration 6Q (201.185252 sec): 3 clusters Score: Raw -51839.867818 + Penalty 951.712509 = -50888.155309 nChanged 41 SP:Iteration 7Q (201.187426 sec): 3 clusters Score: Raw -51875.616997 + Penalty 975.923999 = -50899.692998 nChanged 20 SP:Iteration 8Q (201.189548 sec): 3 clusters Score: Raw -51896.842334 + Penalty 996.080530 = -50900.761804 nChanged 11 SP:Iteration 9Q (201.191621 sec): 3 clusters Score: Raw -51909.205875 + Penalty 1017.203506 = -50892.002369 nChanged 7 SP:Iteration 10F (201.193884 sec): 3 clusters Score: Raw -51915.870149 + Penalty 1022.883236 = -50892.986913 nChanged 3 SP:Iteration 11Q (201.195893 sec): 3 clusters Score: Raw -51919.903837 + Penalty 1031.675020 = -50888.228817 nChanged 3 SP:Iteration 12F (201.198152 sec): 3 clusters Score: Raw -51922.445472 + Penalty 1039.317865 = -50883.127607 nChanged 3 SP:Iteration 13F (201.200493 sec): 3 clusters Score: Raw -51928.443414 + Penalty 1048.855457 = -50879.587957 nChanged 2 SP:Iteration 14F (201.202894 sec): 3 clusters Score: Raw -51932.091285 + Penalty 1048.113700 = -50883.977585 nChanged 1 SP:Iteration 15Q (201.204988 sec): 3 clusters Score: Raw -51933.934029 + Penalty 1050.771086 = -50883.162943 nChanged 1 SP:Iteration 16F (201.207374 sec): 3 clusters Score: Raw -51935.280907 + Penalty 1050.771086 = -50884.509821 nChanged 0 Memory request: 0.01 GB would take us to total of 0.49 GB. Trying to split cluster 10 (827 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (201.212408 sec): 2 clusters Score: Raw -34637.552291 + Penalty 855.317656 = -33782.234635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (201.214113 sec): 3 clusters Score: Raw -34332.588360 + Penalty 1710.475807 = -32622.112553 nChanged 249 SP:Iteration 1F (201.215798 sec): 3 clusters Score: Raw -34544.018436 + Penalty 1711.390670 = -32832.627766 nChanged 58 SP:Iteration 2F (201.217444 sec): 3 clusters Score: Raw -34603.194692 + Penalty 1712.704835 = -32890.489856 nChanged 33 SP:Iteration 3Q (201.219062 sec): 3 clusters Score: Raw -34634.206951 + Penalty 1713.835697 = -32920.371253 nChanged 28 SP:Iteration 4Q (201.220665 sec): 3 clusters Score: Raw -34657.003542 + Penalty 1715.492957 = -32941.510585 nChanged 20 SP:Iteration 5Q (201.222247 sec): 3 clusters Score: Raw -34668.659156 + Penalty 1717.122719 = -32951.536437 nChanged 16 SP:Iteration 6Q (201.223864 sec): 3 clusters Score: Raw -34678.606326 + Penalty 1717.889162 = -32960.717164 nChanged 17 SP:Iteration 7Q (201.225478 sec): 3 clusters Score: Raw -34693.384602 + Penalty 1719.523269 = -32973.861333 nChanged 13 SP:Iteration 8Q (201.227060 sec): 3 clusters Score: Raw -34704.645604 + Penalty 1720.272620 = -32984.372984 nChanged 9 SP:Iteration 9Q (201.228657 sec): 3 clusters Score: Raw -34717.378411 + Penalty 1720.805489 = -32996.572922 nChanged 9 SP:Iteration 10F (201.230263 sec): 3 clusters Score: Raw -34725.956482 + Penalty 1721.108860 = -33004.847622 nChanged 4 SP:Iteration 11Q (201.231874 sec): 3 clusters Score: Raw -34729.093955 + Penalty 1721.902093 = -33007.191862 nChanged 8 SP:Iteration 12Q (201.233481 sec): 3 clusters Score: Raw -34737.775115 + Penalty 1723.157384 = -33014.617731 nChanged 8 SP:Iteration 13Q (201.235051 sec): 3 clusters Score: Raw -34742.705944 + Penalty 1724.671990 = -33018.033953 nChanged 5 SP:Iteration 14Q (201.236647 sec): 3 clusters Score: Raw -34745.227892 + Penalty 1725.469008 = -33019.758884 nChanged 4 SP:Iteration 15Q (201.238223 sec): 3 clusters Score: Raw -34746.882510 + Penalty 1726.741648 = -33020.140862 nChanged 7 SP:Iteration 16Q (201.239829 sec): 3 clusters Score: Raw -34753.287626 + Penalty 1730.562318 = -33022.725308 nChanged 13 SP:Iteration 17Q (201.241425 sec): 3 clusters Score: Raw -34765.070338 + Penalty 1733.331276 = -33031.739062 nChanged 8 SP:Iteration 18Q (201.242997 sec): 3 clusters Score: Raw -34769.887581 + Penalty 1736.142326 = -33033.745255 nChanged 5 SP:Iteration 19Q (201.244562 sec): 3 clusters Score: Raw -34773.305641 + Penalty 1737.876365 = -33035.429276 nChanged 6 SP:Iteration 20F (201.246217 sec): 3 clusters Score: Raw -34777.099984 + Penalty 1738.623967 = -33038.476017 nChanged 4 SP:Iteration 21Q (201.247843 sec): 3 clusters Score: Raw -34779.000523 + Penalty 1739.838278 = -33039.162244 nChanged 5 SP:Iteration 22Q (201.249436 sec): 3 clusters Score: Raw -34782.728746 + Penalty 1740.101356 = -33042.627390 nChanged 4 SP:Iteration 23Q (201.250998 sec): 3 clusters Score: Raw -34784.798872 + Penalty 1741.684983 = -33043.113890 nChanged 3 SP:Iteration 24Q (201.252562 sec): 3 clusters Score: Raw -34787.149851 + Penalty 1742.374564 = -33044.775287 nChanged 3 SP:Iteration 25Q (201.254122 sec): 3 clusters Score: Raw -34788.465930 + Penalty 1743.485068 = -33044.980862 nChanged 3 SP:Iteration 26Q (201.255718 sec): 3 clusters Score: Raw -34789.821112 + Penalty 1745.653885 = -33044.167227 nChanged 4 SP:Iteration 27F (201.257355 sec): 3 clusters Score: Raw -34793.442146 + Penalty 1747.941805 = -33045.500341 nChanged 4 SP:Iteration 28Q (201.258921 sec): 3 clusters Score: Raw -34796.368438 + Penalty 1748.720495 = -33047.647943 nChanged 2 SP:Iteration 29Q (201.260477 sec): 3 clusters Score: Raw -34798.800994 + Penalty 1749.501321 = -33049.299673 nChanged 3 SP:Iteration 30F (201.262085 sec): 3 clusters Score: Raw -34803.713853 + Penalty 1750.260982 = -33053.452870 nChanged 2 SP:Iteration 31Q (201.263724 sec): 3 clusters Score: Raw -34807.070195 + Penalty 1751.927219 = -33055.142975 nChanged 2 SP:Iteration 32Q (201.265349 sec): 3 clusters Score: Raw -34809.297589 + Penalty 1751.927219 = -33057.370370 nChanged 0 SP:Iteration 33F (201.266979 sec): 3 clusters Score: Raw -34809.297589 + Penalty 1751.927219 = -33057.370370 nChanged 0 Memory request: 0.01 GB would take us to total of 0.49 GB. Trying to split cluster 13 (844 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (201.270454 sec): 2 clusters Score: Raw -34297.884468 + Penalty 276.137680 = -34021.746788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (201.272258 sec): 3 clusters Score: Raw -33831.086504 + Penalty 563.537316 = -33267.549188 nChanged 344 SP:Iteration 1F (201.273942 sec): 3 clusters Score: Raw -34104.623853 + Penalty 576.031821 = -33528.592033 nChanged 104 SP:Iteration 2F (201.275611 sec): 3 clusters Score: Raw -34231.530067 + Penalty 577.540208 = -33653.989859 nChanged 70 SP:Iteration 3F (201.277246 sec): 3 clusters Score: Raw -34334.966910 + Penalty 571.277678 = -33763.689232 nChanged 49 SP:Iteration 4F (201.278883 sec): 3 clusters Score: Raw -34413.480489 + Penalty 565.364916 = -33848.115573 nChanged 37 SP:Iteration 5Q (201.280433 sec): 3 clusters Score: Raw -34478.402698 + Penalty 562.764803 = -33915.637896 nChanged 27 SP:Iteration 6Q (201.281932 sec): 3 clusters Score: Raw -34507.975460 + Penalty 562.731688 = -33945.243772 nChanged 7 SP:Iteration 7Q (201.283433 sec): 3 clusters Score: Raw -34513.094874 + Penalty 562.457733 = -33950.637141 nChanged 6 SP:Iteration 8Q (201.284888 sec): 3 clusters Score: Raw -34519.390286 + Penalty 562.786095 = -33956.604192 nChanged 8 SP:Iteration 9Q (201.286336 sec): 3 clusters Score: Raw -34525.176383 + Penalty 563.602936 = -33961.573448 nChanged 5 SP:Iteration 10F (201.287972 sec): 3 clusters Score: Raw -34530.846140 + Penalty 564.178748 = -33966.667392 nChanged 5 SP:Iteration 11Q (201.289408 sec): 3 clusters Score: Raw -34536.382226 + Penalty 565.281528 = -33971.100698 nChanged 6 SP:Iteration 12Q (201.290836 sec): 3 clusters Score: Raw -34544.449259 + Penalty 565.658800 = -33978.790459 nChanged 3 SP:Iteration 13Q (201.292258 sec): 3 clusters Score: Raw -34546.718796 + Penalty 565.740345 = -33980.978451 nChanged 1 SP:Iteration 14Q (201.293709 sec): 3 clusters Score: Raw -34547.198500 + Penalty 565.740345 = -33981.458155 nChanged 0 SP:Iteration 15F (201.295373 sec): 3 clusters Score: Raw -34547.198500 + Penalty 565.740345 = -33981.458155 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 20 (347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (201.296946 sec): 2 clusters Score: Raw -10905.955290 + Penalty 809.555473 = -10096.399818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (201.297775 sec): 3 clusters Score: Raw -10917.296525 + Penalty 1609.533133 = -9307.763392 nChanged 80 SP:Iteration 1F (201.298588 sec): 3 clusters Score: Raw -11083.889211 + Penalty 1605.798447 = -9478.090764 nChanged 21 SP:Iteration 2F (201.299398 sec): 3 clusters Score: Raw -11128.158793 + Penalty 1603.222317 = -9524.936477 nChanged 5 SP:Iteration 3Q (201.300157 sec): 3 clusters Score: Raw -11141.320536 + Penalty 1600.900930 = -9540.419606 nChanged 6 SP:Iteration 4Q (201.300912 sec): 3 clusters Score: Raw -11159.821672 + Penalty 1600.108381 = -9559.713291 nChanged 6 SP:Iteration 5Q (201.301659 sec): 3 clusters Score: Raw -11174.906008 + Penalty 1599.724226 = -9575.181781 nChanged 4 SP:Iteration 6Q (201.302404 sec): 3 clusters Score: Raw -11186.586047 + Penalty 1598.919323 = -9587.666724 nChanged 3 SP:Iteration 7Q (201.303151 sec): 3 clusters Score: Raw -11191.944478 + Penalty 1599.705967 = -9592.238512 nChanged 2 SP:Iteration 8Q (201.303891 sec): 3 clusters Score: Raw -11192.699892 + Penalty 1598.748601 = -9593.951291 nChanged 1 SP:Iteration 9Q (201.304631 sec): 3 clusters Score: Raw -11194.391345 + Penalty 1597.763362 = -9596.627983 nChanged 1 SP:Iteration 10F (201.305440 sec): 3 clusters Score: Raw -11196.712249 + Penalty 1596.749760 = -9599.962489 nChanged 1 SP:Iteration 11Q (201.306182 sec): 3 clusters Score: Raw -11197.153498 + Penalty 1596.303558 = -9600.849940 nChanged 1 SP:Iteration 12Q (201.306947 sec): 3 clusters Score: Raw -11197.504294 + Penalty 1596.871329 = -9600.632965 nChanged 2 SP:Iteration 13F (201.307759 sec): 3 clusters Score: Raw -11200.395497 + Penalty 1596.871329 = -9603.524168 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 26 (168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (201.308723 sec): 2 clusters Score: Raw -6067.450684 + Penalty 455.145637 = -5612.305047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (201.309231 sec): 3 clusters Score: Raw -6093.851076 + Penalty 910.749902 = -5183.101173 nChanged 26 SP:Iteration 1F (201.309731 sec): 3 clusters Score: Raw -6131.884054 + Penalty 911.220848 = -5220.663206 nChanged 5 SP:Iteration 2Q (201.310217 sec): 3 clusters Score: Raw -6142.551100 + Penalty 911.030452 = -5231.520649 nChanged 2 SP:Iteration 3Q (201.310698 sec): 3 clusters Score: Raw -6145.820462 + Penalty 910.483523 = -5235.336938 nChanged 2 SP:Iteration 4Q (201.311177 sec): 3 clusters Score: Raw -6148.051975 + Penalty 910.483523 = -5237.568452 nChanged 0 SP:Iteration 5F (201.311674 sec): 3 clusters Score: Raw -6148.051975 + Penalty 910.483523 = -5237.568452 nChanged 0 Memory request: 0.01 GB would take us to total of 0.49 GB. Trying to split cluster 27 (921 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (201.314954 sec): 2 clusters Score: Raw -41444.453497 + Penalty 341.144081 = -41103.309415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (201.316846 sec): 3 clusters Score: Raw -40917.986242 + Penalty 683.090377 = -40234.895865 nChanged 329 SP:Iteration 1F (201.318669 sec): 3 clusters Score: Raw -41117.176779 + Penalty 688.446564 = -40428.730215 nChanged 131 SP:Iteration 2F (201.320471 sec): 3 clusters Score: Raw -41223.345423 + Penalty 694.687337 = -40528.658086 nChanged 92 SP:Iteration 3F (201.322246 sec): 3 clusters Score: Raw -41318.336724 + Penalty 700.291109 = -40618.045615 nChanged 64 SP:Iteration 4F (201.324065 sec): 3 clusters Score: Raw -41397.610290 + Penalty 701.788470 = -40695.821819 nChanged 47 SP:Iteration 5F (201.325871 sec): 3 clusters Score: Raw -41435.337810 + Penalty 707.987607 = -40727.350203 nChanged 27 SP:Iteration 6Q (201.327589 sec): 3 clusters Score: Raw -41451.649218 + Penalty 712.899374 = -40738.749844 nChanged 19 SP:Iteration 7Q (201.329322 sec): 3 clusters Score: Raw -41460.894516 + Penalty 716.132746 = -40744.761770 nChanged 11 SP:Iteration 8Q (201.331031 sec): 3 clusters Score: Raw -41463.908768 + Penalty 719.581716 = -40744.327052 nChanged 9 SP:Iteration 9F (201.332821 sec): 3 clusters Score: Raw -41470.336697 + Penalty 723.693018 = -40746.643679 nChanged 13 SP:Iteration 10F (201.334627 sec): 3 clusters Score: Raw -41477.865929 + Penalty 727.311544 = -40750.554385 nChanged 9 SP:Iteration 11Q (201.336332 sec): 3 clusters Score: Raw -41481.497929 + Penalty 730.245383 = -40751.252546 nChanged 8 SP:Iteration 12Q (201.338073 sec): 3 clusters Score: Raw -41484.617550 + Penalty 733.492337 = -40751.125212 nChanged 8 SP:Iteration 13F (201.339876 sec): 3 clusters Score: Raw -41486.957977 + Penalty 735.041530 = -40751.916447 nChanged 6 SP:Iteration 14Q (201.341569 sec): 3 clusters Score: Raw -41488.047359 + Penalty 737.273012 = -40750.774347 nChanged 6 SP:Iteration 15F (201.343365 sec): 3 clusters Score: Raw -41488.872667 + Penalty 738.390650 = -40750.482018 nChanged 2 SP:Iteration 16F (201.345138 sec): 3 clusters Score: Raw -41489.013444 + Penalty 738.952283 = -40750.061161 nChanged 1 SP:Iteration 17F (201.347037 sec): 3 clusters Score: Raw -41489.148967 + Penalty 740.138022 = -40749.010946 nChanged 2 SP:Iteration 18F (201.348838 sec): 3 clusters Score: Raw -41489.499413 + Penalty 742.728958 = -40746.770455 nChanged 4 SP:Iteration 19F (201.350658 sec): 3 clusters Score: Raw -41490.168724 + Penalty 744.905323 = -40745.263401 nChanged 4 SP:Iteration 20F (201.352464 sec): 3 clusters Score: Raw -41490.973484 + Penalty 747.986955 = -40742.986529 nChanged 5 SP:Iteration 21F (201.354268 sec): 3 clusters Score: Raw -41492.940170 + Penalty 749.256520 = -40743.683650 nChanged 5 SP:Iteration 22Q (201.355995 sec): 3 clusters Score: Raw -41494.972496 + Penalty 750.575778 = -40744.396718 nChanged 2 SP:Iteration 23Q (201.357745 sec): 3 clusters Score: Raw -41495.294035 + Penalty 750.575778 = -40744.718257 nChanged 0 SP:Iteration 24F (201.359508 sec): 3 clusters Score: Raw -41495.294035 + Penalty 750.575778 = -40744.718257 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 30 (145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (201.360561 sec): 2 clusters Score: Raw -6198.465908 + Penalty 172.915341 = -6025.550567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (201.361031 sec): 3 clusters Score: Raw -6159.631513 + Penalty 353.909480 = -5805.722033 nChanged 39 SP:Iteration 1F (201.361492 sec): 3 clusters Score: Raw -6210.543360 + Penalty 367.356731 = -5843.186628 nChanged 12 SP:Iteration 2F (201.361953 sec): 3 clusters Score: Raw -6224.276089 + Penalty 375.599057 = -5848.677032 nChanged 8 SP:Iteration 3F (201.362414 sec): 3 clusters Score: Raw -6234.774846 + Penalty 387.201089 = -5847.573757 nChanged 6 SP:Iteration 4F (201.362878 sec): 3 clusters Score: Raw -6244.178235 + Penalty 398.385384 = -5845.792851 nChanged 4 SP:Iteration 5F (201.363338 sec): 3 clusters Score: Raw -6251.339667 + Penalty 404.727599 = -5846.612068 nChanged 2 SP:Iteration 6Q (201.363790 sec): 3 clusters Score: Raw -6257.634580 + Penalty 408.372649 = -5849.261932 nChanged 1 SP:Iteration 7Q (201.364229 sec): 3 clusters Score: Raw -6260.033626 + Penalty 414.034012 = -5845.999613 nChanged 2 SP:Iteration 8F (201.364689 sec): 3 clusters Score: Raw -6264.901273 + Penalty 416.116858 = -5848.784414 nChanged 1 SP:Iteration 9Q (201.365123 sec): 3 clusters Score: Raw -6266.423975 + Penalty 421.190594 = -5845.233382 nChanged 1 SP:Iteration 10F (201.365582 sec): 3 clusters Score: Raw -6267.471051 + Penalty 421.190594 = -5846.280457 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 32 (235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (201.366677 sec): 2 clusters Score: Raw -8103.755594 + Penalty 308.044454 = -7795.711140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (201.367302 sec): 3 clusters Score: Raw -8120.974493 + Penalty 627.077232 = -7493.897261 nChanged 51 SP:Iteration 1F (201.367919 sec): 3 clusters Score: Raw -8195.883033 + Penalty 634.481387 = -7561.401645 nChanged 12 SP:Iteration 2F (201.368533 sec): 3 clusters Score: Raw -8211.602323 + Penalty 636.936638 = -7574.665686 nChanged 6 SP:Iteration 3Q (201.369128 sec): 3 clusters Score: Raw -8221.872002 + Penalty 636.349031 = -7585.522972 nChanged 1 SP:Iteration 4Q (201.369718 sec): 3 clusters Score: Raw -8222.897338 + Penalty 636.349031 = -7586.548308 nChanged 0 SP:Iteration 5F (201.370332 sec): 3 clusters Score: Raw -8222.897338 + Penalty 636.349031 = -7586.548308 nChanged 0 Memory request: 0.01 GB would take us to total of 0.49 GB. Trying to split cluster 42 (827 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (201.372963 sec): 2 clusters Score: Raw -33660.294186 + Penalty 54.585094 = -33605.709092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (201.374601 sec): 3 clusters Score: Raw -33178.776989 + Penalty 104.656017 = -33074.120972 nChanged 384 SP:Iteration 1F (201.376202 sec): 3 clusters Score: Raw -33585.138111 + Penalty 104.662749 = -33480.475361 nChanged 69 SP:Iteration 2F (201.377851 sec): 3 clusters Score: Raw -33644.964389 + Penalty 104.719454 = -33540.244935 nChanged 35 SP:Iteration 3Q (201.379472 sec): 3 clusters Score: Raw -33673.776027 + Penalty 105.287511 = -33568.488515 nChanged 27 SP:Iteration 4Q (201.381038 sec): 3 clusters Score: Raw -33694.439478 + Penalty 104.740612 = -33589.698866 nChanged 16 SP:Iteration 5Q (201.382583 sec): 3 clusters Score: Raw -33703.317059 + Penalty 104.633577 = -33598.683482 nChanged 8 SP:Iteration 6Q (201.384138 sec): 3 clusters Score: Raw -33707.996793 + Penalty 104.327339 = -33603.669454 nChanged 7 SP:Iteration 7Q (201.385801 sec): 3 clusters Score: Raw -33709.538262 + Penalty 104.253522 = -33605.284740 nChanged 2 SP:Iteration 8Q (201.387349 sec): 3 clusters Score: Raw -33709.741189 + Penalty 104.214308 = -33605.526881 nChanged 1 SP:Iteration 9Q (201.388873 sec): 3 clusters Score: Raw -33709.929952 + Penalty 104.227174 = -33605.702778 nChanged 2 SP:Iteration 10F (201.390470 sec): 3 clusters Score: Raw -33710.257483 + Penalty 104.237533 = -33606.019950 nChanged 1 SP:Iteration 11Q (201.391994 sec): 3 clusters Score: Raw -33710.338064 + Penalty 104.237533 = -33606.100531 nChanged 0 SP:Iteration 12F (201.393642 sec): 3 clusters Score: Raw -33710.338064 + Penalty 104.237533 = -33606.100531 nChanged 0 Score: Raw -2218012.862683 + Penalty 11961.536690 = -2206051.325992 Splitting cluster 42 changes total score from -2173719.203195 to -2206051.325992 So it's getting split into cluster 11. Memory request: 0.01 GB would take us to total of 0.49 GB. Trying to split cluster 52 (671 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (202.008977 sec): 2 clusters Score: Raw -29514.549938 + Penalty 517.203094 = -28997.346844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (202.010348 sec): 3 clusters Score: Raw -29210.276554 + Penalty 1038.444841 = -28171.831712 nChanged 221 SP:Iteration 1F (202.011694 sec): 3 clusters Score: Raw -29412.720391 + Penalty 1049.729632 = -28362.990760 nChanged 69 SP:Iteration 2F (202.013044 sec): 3 clusters Score: Raw -29490.943487 + Penalty 1063.226998 = -28427.716489 nChanged 44 SP:Iteration 3F (202.014409 sec): 3 clusters Score: Raw -29552.167674 + Penalty 1077.375868 = -28474.791806 nChanged 31 SP:Iteration 4Q (202.015792 sec): 3 clusters Score: Raw -29585.419047 + Penalty 1090.020362 = -28495.398685 nChanged 19 SP:Iteration 5Q (202.017121 sec): 3 clusters Score: Raw -29606.529203 + Penalty 1094.767840 = -28511.761363 nChanged 12 SP:Iteration 6Q (202.018427 sec): 3 clusters Score: Raw -29623.727195 + Penalty 1096.848055 = -28526.879140 nChanged 11 SP:Iteration 7Q (202.019729 sec): 3 clusters Score: Raw -29631.391311 + Penalty 1099.235932 = -28532.155379 nChanged 7 SP:Iteration 8Q (202.021026 sec): 3 clusters Score: Raw -29633.922892 + Penalty 1102.440944 = -28531.481948 nChanged 4 SP:Iteration 9F (202.022388 sec): 3 clusters Score: Raw -29636.161304 + Penalty 1103.257917 = -28532.903388 nChanged 1 SP:Iteration 10F (202.023753 sec): 3 clusters Score: Raw -29636.604181 + Penalty 1102.471389 = -28534.132793 nChanged 1 SP:Iteration 11Q (202.025049 sec): 3 clusters Score: Raw -29637.362687 + Penalty 1102.471389 = -28534.891299 nChanged 0 SP:Iteration 12F (202.026431 sec): 3 clusters Score: Raw -29637.362687 + Penalty 1102.471389 = -28534.891299 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 55 (2424 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (202.037650 sec): 2 clusters Score: Raw -109861.745858 + Penalty 126.817494 = -109734.928364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (202.042139 sec): 3 clusters Score: Raw -108316.470813 + Penalty 254.071772 = -108062.399041 nChanged 1119 SP:Iteration 1F (202.046608 sec): 3 clusters Score: Raw -109132.873091 + Penalty 254.459939 = -108878.413152 nChanged 221 SP:Iteration 2F (202.050967 sec): 3 clusters Score: Raw -109287.834887 + Penalty 254.674795 = -109033.160092 nChanged 150 SP:Iteration 3F (202.055307 sec): 3 clusters Score: Raw -109389.936081 + Penalty 254.657491 = -109135.278590 nChanged 123 SP:Iteration 4F (202.059641 sec): 3 clusters Score: Raw -109463.369171 + Penalty 254.358245 = -109209.010926 nChanged 86 SP:Iteration 5Q (202.063978 sec): 3 clusters Score: Raw -109506.441248 + Penalty 254.007145 = -109252.434103 nChanged 60 SP:Iteration 6Q (202.068300 sec): 3 clusters Score: Raw -109523.609409 + Penalty 253.870889 = -109269.738520 nChanged 41 SP:Iteration 7Q (202.072556 sec): 3 clusters Score: Raw -109532.282467 + Penalty 253.717610 = -109278.564857 nChanged 29 SP:Iteration 8Q (202.076819 sec): 3 clusters Score: Raw -109535.989730 + Penalty 253.623138 = -109282.366591 nChanged 23 SP:Iteration 9Q (202.081094 sec): 3 clusters Score: Raw -109539.753534 + Penalty 253.567808 = -109286.185726 nChanged 23 SP:Iteration 10F (202.085562 sec): 3 clusters Score: Raw -109543.176772 + Penalty 253.540727 = -109289.636046 nChanged 19 SP:Iteration 11Q (202.089811 sec): 3 clusters Score: Raw -109545.850587 + Penalty 253.548608 = -109292.301979 nChanged 18 SP:Iteration 12Q (202.094143 sec): 3 clusters Score: Raw -109548.798851 + Penalty 253.546662 = -109295.252188 nChanged 21 SP:Iteration 13Q (202.098392 sec): 3 clusters Score: Raw -109552.373939 + Penalty 253.590225 = -109298.783713 nChanged 22 SP:Iteration 14Q (202.102638 sec): 3 clusters Score: Raw -109555.456058 + Penalty 253.749377 = -109301.706681 nChanged 25 SP:Iteration 15Q (202.106858 sec): 3 clusters Score: Raw -109559.644940 + Penalty 254.028185 = -109305.616755 nChanged 30 SP:Iteration 16Q (202.111069 sec): 3 clusters Score: Raw -109566.151603 + Penalty 254.557968 = -109311.593635 nChanged 39 SP:Iteration 17Q (202.115458 sec): 3 clusters Score: Raw -109577.433396 + Penalty 255.391102 = -109322.042294 nChanged 48 SP:Iteration 18Q (202.119866 sec): 3 clusters Score: Raw -109594.295261 + Penalty 256.307569 = -109337.987692 nChanged 54 SP:Iteration 19Q (202.124092 sec): 3 clusters Score: Raw -109613.841282 + Penalty 257.729326 = -109356.111956 nChanged 50 SP:Iteration 20F (202.128421 sec): 3 clusters Score: Raw -109633.160357 + Penalty 259.821578 = -109373.338779 nChanged 60 SP:Iteration 21Q (202.132661 sec): 3 clusters Score: Raw -109666.568400 + Penalty 262.082873 = -109404.485527 nChanged 52 SP:Iteration 22Q (202.137064 sec): 3 clusters Score: Raw -109693.051808 + Penalty 265.297219 = -109427.754589 nChanged 59 SP:Iteration 23Q (202.141419 sec): 3 clusters Score: Raw -109724.100246 + Penalty 267.625459 = -109456.474787 nChanged 54 SP:Iteration 24Q (202.145611 sec): 3 clusters Score: Raw -109751.163268 + Penalty 269.539877 = -109481.623391 nChanged 47 SP:Iteration 25Q (202.149861 sec): 3 clusters Score: Raw -109771.053930 + Penalty 272.037543 = -109499.016387 nChanged 51 SP:Iteration 26Q (202.154402 sec): 3 clusters Score: Raw -109792.745587 + Penalty 275.753518 = -109516.992069 nChanged 42 SP:Iteration 27Q (202.158530 sec): 3 clusters Score: Raw -109809.469761 + Penalty 278.361245 = -109531.108516 nChanged 43 SP:Iteration 28Q (202.162532 sec): 3 clusters Score: Raw -109829.781372 + Penalty 282.441182 = -109547.340190 nChanged 48 SP:Iteration 29Q (202.166515 sec): 3 clusters Score: Raw -109853.801037 + Penalty 286.184112 = -109567.616926 nChanged 37 SP:Iteration 30F (202.170885 sec): 3 clusters Score: Raw -109868.696547 + Penalty 289.528400 = -109579.168147 nChanged 23 SP:Iteration 31Q (202.174744 sec): 3 clusters Score: Raw -109874.943058 + Penalty 291.801679 = -109583.141379 nChanged 16 SP:Iteration 32Q (202.178561 sec): 3 clusters Score: Raw -109879.438696 + Penalty 295.279602 = -109584.159094 nChanged 20 SP:Iteration 33Q (202.182391 sec): 3 clusters Score: Raw -109885.861674 + Penalty 298.465892 = -109587.395782 nChanged 20 SP:Iteration 34Q (202.186245 sec): 3 clusters Score: Raw -109891.387114 + Penalty 300.109062 = -109591.278052 nChanged 16 SP:Iteration 35Q (202.189975 sec): 3 clusters Score: Raw -109897.010467 + Penalty 302.647686 = -109594.362781 nChanged 14 SP:Iteration 36Q (202.193685 sec): 3 clusters Score: Raw -109902.018198 + Penalty 306.861143 = -109595.157054 nChanged 19 SP:Iteration 37Q (202.197412 sec): 3 clusters Score: Raw -109910.758357 + Penalty 306.660911 = -109604.097446 nChanged 11 SP:Iteration 38Q (202.201091 sec): 3 clusters Score: Raw -109913.907327 + Penalty 307.284011 = -109606.623316 nChanged 9 SP:Iteration 39Q (202.204724 sec): 3 clusters Score: Raw -109916.268602 + Penalty 308.025817 = -109608.242784 nChanged 4 SP:Iteration 40F (202.209038 sec): 3 clusters Score: Raw -109917.045298 + Penalty 309.062196 = -109607.983101 nChanged 7 SP:Iteration 41F (202.213380 sec): 3 clusters Score: Raw -109919.510417 + Penalty 309.168913 = -109610.341504 nChanged 4 SP:Iteration 42Q (202.217106 sec): 3 clusters Score: Raw -109920.517061 + Penalty 310.042145 = -109610.474916 nChanged 3 SP:Iteration 43Q (202.220814 sec): 3 clusters Score: Raw -109921.018815 + Penalty 310.778142 = -109610.240674 nChanged 4 SP:Iteration 44F (202.225149 sec): 3 clusters Score: Raw -109921.714857 + Penalty 311.752246 = -109609.962612 nChanged 3 SP:Iteration 45F (202.229473 sec): 3 clusters Score: Raw -109922.060063 + Penalty 311.752246 = -109610.307817 nChanged 0 Memory request: 0.01 GB would take us to total of 0.49 GB. Trying to split cluster 76 (886 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (202.234018 sec): 2 clusters Score: Raw -32636.405541 + Penalty 610.150591 = -32026.254950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (202.235978 sec): 3 clusters Score: Raw -32246.687170 + Penalty 1221.949752 = -31024.737418 nChanged 282 SP:Iteration 1F (202.237847 sec): 3 clusters Score: Raw -32435.864687 + Penalty 1232.263611 = -31203.601076 nChanged 85 SP:Iteration 2F (202.239585 sec): 3 clusters Score: Raw -32534.016370 + Penalty 1251.387344 = -31282.629026 nChanged 61 SP:Iteration 3F (202.241325 sec): 3 clusters Score: Raw -32605.549228 + Penalty 1269.337361 = -31336.211868 nChanged 36 SP:Iteration 4Q (202.243026 sec): 3 clusters Score: Raw -32647.212841 + Penalty 1281.069117 = -31366.143724 nChanged 31 SP:Iteration 5Q (202.244763 sec): 3 clusters Score: Raw -32672.424161 + Penalty 1285.528945 = -31386.895217 nChanged 15 SP:Iteration 6Q (202.246439 sec): 3 clusters Score: Raw -32684.032218 + Penalty 1289.715277 = -31394.316940 nChanged 9 SP:Iteration 7Q (202.248128 sec): 3 clusters Score: Raw -32691.398162 + Penalty 1296.064046 = -31395.334116 nChanged 8 SP:Iteration 8Q (202.249853 sec): 3 clusters Score: Raw -32702.680039 + Penalty 1294.902498 = -31407.777541 nChanged 6 SP:Iteration 9Q (202.251538 sec): 3 clusters Score: Raw -32708.915026 + Penalty 1296.809250 = -31412.105776 nChanged 5 SP:Iteration 10F (202.253237 sec): 3 clusters Score: Raw -32711.921773 + Penalty 1298.783741 = -31413.138032 nChanged 5 SP:Iteration 11Q (202.254889 sec): 3 clusters Score: Raw -32720.032655 + Penalty 1306.792530 = -31413.240125 nChanged 7 SP:Iteration 12Q (202.256542 sec): 3 clusters Score: Raw -32727.009366 + Penalty 1315.806204 = -31411.203162 nChanged 6 SP:Iteration 13F (202.258244 sec): 3 clusters Score: Raw -32732.138305 + Penalty 1321.552171 = -31410.586134 nChanged 4 SP:Iteration 14F (202.260122 sec): 3 clusters Score: Raw -32734.475059 + Penalty 1323.573947 = -31410.901112 nChanged 1 SP:Iteration 15Q (202.262141 sec): 3 clusters Score: Raw -32737.097926 + Penalty 1323.661109 = -31413.436817 nChanged 1 SP:Iteration 16Q (202.263983 sec): 3 clusters Score: Raw -32738.272078 + Penalty 1323.661109 = -31414.610969 nChanged 0 SP:Iteration 17F (202.265751 sec): 3 clusters Score: Raw -32738.272078 + Penalty 1323.661109 = -31414.610969 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 100 (185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (202.266789 sec): 2 clusters Score: Raw -5987.902986 + Penalty 377.526554 = -5610.376432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (202.267327 sec): 3 clusters Score: Raw -5978.675781 + Penalty 758.223390 = -5220.452390 nChanged 39 SP:Iteration 1F (202.267858 sec): 3 clusters Score: Raw -6042.348455 + Penalty 765.614880 = -5276.733575 nChanged 12 SP:Iteration 2F (202.268406 sec): 3 clusters Score: Raw -6074.521947 + Penalty 779.600845 = -5294.921102 nChanged 8 SP:Iteration 3Q (202.268929 sec): 3 clusters Score: Raw -6096.034725 + Penalty 800.656460 = -5295.378265 nChanged 8 SP:Iteration 4Q (202.269444 sec): 3 clusters Score: Raw -6118.021187 + Penalty 804.405288 = -5313.615900 nChanged 1 SP:Iteration 5Q (202.269954 sec): 3 clusters Score: Raw -6122.636946 + Penalty 804.405288 = -5318.231659 nChanged 0 SP:Iteration 6F (202.270527 sec): 3 clusters Score: Raw -6122.636946 + Penalty 804.405288 = -5318.231659 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 120 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (202.271088 sec): 2 clusters Score: Raw -1180.311746 + Penalty 32.366986 = -1147.944760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (202.271335 sec): 3 clusters Score: Raw -1178.421349 + Penalty 62.918043 = -1115.503305 nChanged 7 SP:Iteration 1F (202.271578 sec): 3 clusters Score: Raw -1186.084375 + Penalty 62.502392 = -1123.581982 nChanged 3 SP:Iteration 2F (202.271818 sec): 3 clusters Score: Raw -1188.389767 + Penalty 61.990923 = -1126.398844 nChanged 1 SP:Iteration 3Q (202.272056 sec): 3 clusters Score: Raw -1189.260880 + Penalty 61.990923 = -1127.269957 nChanged 0 SP:Iteration 4F (202.272296 sec): 3 clusters Score: Raw -1189.260880 + Penalty 61.990923 = -1127.269957 nChanged 0 Iteration 265F (202.918248 sec): 24 clusters Score: Raw -2185698.936193 + Penalty 11953.567046 = -2173745.369147 nChanged 99 Iteration 266Q (203.099388 sec): 24 clusters Score: Raw -2185728.653504 + Penalty 11950.369214 = -2173778.284290 nChanged 61 Iteration 267Q (203.279919 sec): 24 clusters Score: Raw -2185740.567215 + Penalty 11958.365730 = -2173782.201485 nChanged 44 Iteration 268Q (203.459671 sec): 24 clusters Score: Raw -2185749.357751 + Penalty 11953.443158 = -2173795.914593 nChanged 26 Iteration 269Q (203.639553 sec): 24 clusters Score: Raw -2185752.945437 + Penalty 11953.362805 = -2173799.582632 nChanged 24 Iteration 270F (204.269359 sec): 24 clusters Score: Raw -2185755.609327 + Penalty 11952.048743 = -2173803.560584 nChanged 24 Iteration 271Q (204.449585 sec): 24 clusters Score: Raw -2185768.022601 + Penalty 11949.630189 = -2173818.392412 nChanged 19 Iteration 272Q (204.631909 sec): 24 clusters Score: Raw -2185776.165376 + Penalty 11947.837621 = -2173828.327755 nChanged 17 Iteration 273Q (204.819172 sec): 24 clusters Score: Raw -2185777.558797 + Penalty 11946.446846 = -2173831.111951 nChanged 21 Iteration 274Q (204.999092 sec): 24 clusters Score: Raw -2185778.983157 + Penalty 11943.397612 = -2173835.585545 nChanged 14 Iteration 275Q (205.184891 sec): 24 clusters Score: Raw -2185780.897661 + Penalty 11943.302963 = -2173837.594699 nChanged 6 Iteration 276Q (205.369799 sec): 24 clusters Score: Raw -2185780.984830 + Penalty 11943.302963 = -2173837.681867 nChanged 0 Iteration 277F (206.007122 sec): 24 clusters Score: Raw -2185780.984830 + Penalty 11943.302963 = -2173837.681867 nChanged 0 Writing temp clu file Memory request: 0.24 GB would take us to total of 0.49 GB. Compute initial score before splitting: Score: Raw -2185780.984830 + Penalty 11943.302963 = -2173837.681867Memory request: 0.01 GB would take us to total of 0.49 GB. Trying to split cluster 1 (782 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (206.184956 sec): 2 clusters Score: Raw -31309.363419 + Penalty 46.314090 = -31263.049330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (206.186677 sec): 3 clusters Score: Raw -30822.145168 + Penalty 95.370259 = -30726.774909 nChanged 362 SP:Iteration 1F (206.188253 sec): 3 clusters Score: Raw -31090.286956 + Penalty 97.681217 = -30992.605738 nChanged 68 SP:Iteration 2F (206.189832 sec): 3 clusters Score: Raw -31147.315109 + Penalty 100.653876 = -31046.661233 nChanged 53 SP:Iteration 3F (206.191412 sec): 3 clusters Score: Raw -31183.234700 + Penalty 104.402687 = -31078.832013 nChanged 46 SP:Iteration 4F (206.192966 sec): 3 clusters Score: Raw -31215.325558 + Penalty 109.489443 = -31105.836115 nChanged 44 SP:Iteration 5F (206.194500 sec): 3 clusters Score: Raw -31250.181863 + Penalty 117.374549 = -31132.807314 nChanged 42 SP:Iteration 6F (206.196027 sec): 3 clusters Score: Raw -31287.677372 + Penalty 128.359221 = -31159.318150 nChanged 22 SP:Iteration 7Q (206.197421 sec): 3 clusters Score: Raw -31306.825347 + Penalty 131.370442 = -31175.454905 nChanged 19 SP:Iteration 8Q (206.198875 sec): 3 clusters Score: Raw -31326.328817 + Penalty 145.899458 = -31180.429359 nChanged 11 SP:Iteration 9Q (206.200275 sec): 3 clusters Score: Raw -31339.373877 + Penalty 155.586860 = -31183.787017 nChanged 5 SP:Iteration 10F (206.201808 sec): 3 clusters Score: Raw -31342.355799 + Penalty 163.015147 = -31179.340652 nChanged 2 SP:Iteration 11F (206.203389 sec): 3 clusters Score: Raw -31343.606345 + Penalty 171.558312 = -31172.048033 nChanged 3 SP:Iteration 12F (206.205122 sec): 3 clusters Score: Raw -31350.182041 + Penalty 177.000613 = -31173.181429 nChanged 1 SP:Iteration 13Q (206.206678 sec): 3 clusters Score: Raw -31355.004746 + Penalty 177.000613 = -31178.004134 nChanged 0 SP:Iteration 14F (206.208459 sec): 3 clusters Score: Raw -31355.004746 + Penalty 177.000613 = -31178.004134 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 2 (1916 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (206.215577 sec): 2 clusters Score: Raw -85715.998937 + Penalty 209.503969 = -85506.494968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (206.219229 sec): 3 clusters Score: Raw -84547.270956 + Penalty 421.913399 = -84125.357557 nChanged 826 SP:Iteration 1F (206.222835 sec): 3 clusters Score: Raw -85120.461294 + Penalty 421.350840 = -84699.110454 nChanged 218 SP:Iteration 2F (206.226332 sec): 3 clusters Score: Raw -85287.269781 + Penalty 420.131209 = -84867.138572 nChanged 97 SP:Iteration 3F (206.229947 sec): 3 clusters Score: Raw -85391.023049 + Penalty 419.209152 = -84971.813897 nChanged 71 SP:Iteration 4Q (206.233540 sec): 3 clusters Score: Raw -85445.572994 + Penalty 418.720017 = -85026.852977 nChanged 48 SP:Iteration 5Q (206.237049 sec): 3 clusters Score: Raw -85463.911673 + Penalty 418.613475 = -85045.298198 nChanged 35 SP:Iteration 6Q (206.240508 sec): 3 clusters Score: Raw -85476.486589 + Penalty 418.348829 = -85058.137760 nChanged 30 SP:Iteration 7Q (206.243889 sec): 3 clusters Score: Raw -85487.230237 + Penalty 418.224598 = -85069.005639 nChanged 28 SP:Iteration 8Q (206.247278 sec): 3 clusters Score: Raw -85498.338725 + Penalty 418.273831 = -85080.064895 nChanged 21 SP:Iteration 9Q (206.250624 sec): 3 clusters Score: Raw -85504.701392 + Penalty 418.326755 = -85086.374637 nChanged 15 SP:Iteration 10F (206.254226 sec): 3 clusters Score: Raw -85508.516077 + Penalty 418.499166 = -85090.016911 nChanged 8 SP:Iteration 11Q (206.257644 sec): 3 clusters Score: Raw -85509.650704 + Penalty 418.665332 = -85090.985371 nChanged 4 SP:Iteration 12Q (206.261281 sec): 3 clusters Score: Raw -85509.997111 + Penalty 419.010037 = -85090.987074 nChanged 5 SP:Iteration 13Q (206.264905 sec): 3 clusters Score: Raw -85510.418684 + Penalty 419.077218 = -85091.341466 nChanged 6 SP:Iteration 14Q (206.268270 sec): 3 clusters Score: Raw -85510.868094 + Penalty 419.150528 = -85091.717566 nChanged 3 SP:Iteration 15Q (206.271621 sec): 3 clusters Score: Raw -85511.120619 + Penalty 419.331798 = -85091.788821 nChanged 4 SP:Iteration 16Q (206.275002 sec): 3 clusters Score: Raw -85511.421381 + Penalty 419.898166 = -85091.523215 nChanged 8 SP:Iteration 17F (206.278626 sec): 3 clusters Score: Raw -85511.979567 + Penalty 419.819629 = -85092.159938 nChanged 3 SP:Iteration 18Q (206.281968 sec): 3 clusters Score: Raw -85512.173668 + Penalty 419.759787 = -85092.413881 nChanged 2 SP:Iteration 19Q (206.285290 sec): 3 clusters Score: Raw -85512.251562 + Penalty 419.224850 = -85093.026713 nChanged 2 SP:Iteration 20F (206.288857 sec): 3 clusters Score: Raw -85512.626417 + Penalty 418.902484 = -85093.723933 nChanged 3 SP:Iteration 21Q (206.292302 sec): 3 clusters Score: Raw -85513.288342 + Penalty 418.542868 = -85094.745473 nChanged 3 SP:Iteration 22Q (206.295722 sec): 3 clusters Score: Raw -85513.878255 + Penalty 418.683995 = -85095.194260 nChanged 2 SP:Iteration 23Q (206.299044 sec): 3 clusters Score: Raw -85514.419318 + Penalty 418.400170 = -85096.019147 nChanged 2 SP:Iteration 24Q (206.302403 sec): 3 clusters Score: Raw -85515.786946 + Penalty 418.434274 = -85097.352671 nChanged 1 SP:Iteration 25Q (206.305735 sec): 3 clusters Score: Raw -85515.803079 + Penalty 418.434274 = -85097.368805 nChanged 0 SP:Iteration 26F (206.309252 sec): 3 clusters Score: Raw -85515.803079 + Penalty 418.434274 = -85097.368805 nChanged 0 Memory request: 0.15 GB would take us to total of 0.64 GB. Trying to split cluster 3 (32221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (206.454408 sec): 2 clusters Score: Raw -1399075.511928 + Penalty 95.354351 = -1398980.157577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (206.514422 sec): 3 clusters Score: Raw -1377230.786738 + Penalty 189.828247 = -1377040.958492 nChanged 15681 SP:Iteration 1F (206.575146 sec): 3 clusters Score: Raw -1386445.860721 + Penalty 187.278537 = -1386258.582184 nChanged 3105 SP:Iteration 2F (206.634709 sec): 3 clusters Score: Raw -1388454.626397 + Penalty 185.484088 = -1388269.142309 nChanged 3018 SP:Iteration 3F (206.701021 sec): 3 clusters Score: Raw -1390989.915063 + Penalty 184.405083 = -1390805.509980 nChanged 2819 SP:Iteration 4F (206.762090 sec): 3 clusters Score: Raw -1393608.905278 + Penalty 185.128335 = -1393423.776943 nChanged 2260 SP:Iteration 5F (206.821821 sec): 3 clusters Score: Raw -1395787.530821 + Penalty 186.903542 = -1395600.627279 nChanged 1550 SP:Iteration 6Q (206.881957 sec): 3 clusters Score: Raw -1397362.630379 + Penalty 188.259697 = -1397174.370682 nChanged 1002 SP:Iteration 7Q (206.935721 sec): 3 clusters Score: Raw -1398477.804217 + Penalty 205.724686 = -1398272.079531 nChanged 461 SP:Iteration 8Q (206.986883 sec): 3 clusters Score: Raw -1398999.538890 + Penalty 289.511470 = -1398710.027420 nChanged 71 SP:Iteration 9Q (207.037502 sec): 3 clusters Score: Raw -1399073.163011 + Penalty 431.771506 = -1398641.391505 nChanged 1 SP:Iteration 10F (207.097151 sec): 3 clusters Score: Raw -1399073.492106 + Penalty 95.354351 = -1398978.137755 nChanged 1 SP:Iteration 11Q (207.143857 sec): 2 clusters Score: Raw -1399075.511928 + Penalty 95.354351 = -1398980.157577 nChanged 0 SP:Iteration 12F (207.188811 sec): 2 clusters Score: Raw -1399075.511928 + Penalty 95.354351 = -1398980.157577 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 4 (941 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (207.209351 sec): 2 clusters Score: Raw -43044.498747 + Penalty 97.503816 = -42946.994931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (207.211263 sec): 3 clusters Score: Raw -42488.786636 + Penalty 198.807575 = -42289.979061 nChanged 407 SP:Iteration 1F (207.213059 sec): 3 clusters Score: Raw -42849.574708 + Penalty 202.861561 = -42646.713147 nChanged 78 SP:Iteration 2F (207.214857 sec): 3 clusters Score: Raw -42927.876513 + Penalty 202.307681 = -42725.568833 nChanged 36 SP:Iteration 3Q (207.216564 sec): 3 clusters Score: Raw -42957.885731 + Penalty 200.413355 = -42757.472375 nChanged 31 SP:Iteration 4Q (207.218231 sec): 3 clusters Score: Raw -42977.356292 + Penalty 202.027740 = -42775.328552 nChanged 23 SP:Iteration 5Q (207.219974 sec): 3 clusters Score: Raw -42992.563027 + Penalty 204.888320 = -42787.674707 nChanged 20 SP:Iteration 6Q (207.221629 sec): 3 clusters Score: Raw -43005.230646 + Penalty 205.386500 = -42799.844146 nChanged 16 SP:Iteration 7Q (207.223294 sec): 3 clusters Score: Raw -43016.462946 + Penalty 202.122826 = -42814.340119 nChanged 16 SP:Iteration 8Q (207.224978 sec): 3 clusters Score: Raw -43029.994664 + Penalty 210.387971 = -42819.606693 nChanged 10 SP:Iteration 9Q (207.226638 sec): 3 clusters Score: Raw -43035.298188 + Penalty 202.272138 = -42833.026050 nChanged 5 SP:Iteration 10F (207.228625 sec): 3 clusters Score: Raw -43037.981447 + Penalty 204.411118 = -42833.570330 nChanged 5 SP:Iteration 11Q (207.230240 sec): 3 clusters Score: Raw -43041.214529 + Penalty 207.553249 = -42833.661280 nChanged 2 SP:Iteration 12Q (207.231814 sec): 3 clusters Score: Raw -43041.508524 + Penalty 210.113375 = -42831.395149 nChanged 1 SP:Iteration 13F (207.233727 sec): 3 clusters Score: Raw -43041.584641 + Penalty 209.928165 = -42831.656476 nChanged 2 SP:Iteration 14Q (207.235245 sec): 3 clusters Score: Raw -43041.687501 + Penalty 214.309705 = -42827.377796 nChanged 2 SP:Iteration 15F (207.237035 sec): 3 clusters Score: Raw -43041.942052 + Penalty 217.704332 = -42824.237720 nChanged 1 SP:Iteration 16F (207.238930 sec): 3 clusters Score: Raw -43042.096020 + Penalty 221.155271 = -42820.940750 nChanged 1 SP:Iteration 17F (207.240762 sec): 3 clusters Score: Raw -43042.118084 + Penalty 224.035515 = -42818.082569 nChanged 1 SP:Iteration 18F (207.242569 sec): 3 clusters Score: Raw -43042.271031 + Penalty 225.977491 = -42816.293540 nChanged 1 SP:Iteration 19F (207.244501 sec): 3 clusters Score: Raw -43042.221631 + Penalty 233.710275 = -42808.511356 nChanged 2 SP:Iteration 20F (207.246330 sec): 3 clusters Score: Raw -43044.526591 + Penalty 233.710275 = -42810.816316 nChanged 0 Memory request: 0.02 GB would take us to total of 0.51 GB. Trying to split cluster 5 (4783 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (207.267731 sec): 2 clusters Score: Raw -200731.633741 + Penalty 79.121169 = -200652.512571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (207.276776 sec): 3 clusters Score: Raw -197566.965349 + Penalty 205.399080 = -197361.566269 nChanged 2281 SP:Iteration 1F (207.285455 sec): 3 clusters Score: Raw -200320.174683 + Penalty 297.457731 = -200022.716952 nChanged 351 SP:Iteration 2F (207.294187 sec): 3 clusters Score: Raw -200736.464190 + Penalty 517.377478 = -200219.086711 nChanged 20 SP:Iteration 3Q (207.301701 sec): 3 clusters Score: Raw -200779.817093 + Penalty 517.377478 = -200262.439615 nChanged 0 SP:Iteration 4F (207.310288 sec): 3 clusters Score: Raw -200779.817093 + Penalty 517.377478 = -200262.439615 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 6 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (207.322997 sec): 2 clusters Score: Raw -561.100875 + Penalty 21.252367 = -539.848508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (207.323236 sec): 3 clusters Score: Raw -566.220604 + Penalty 46.387474 = -519.833130 nChanged 2 SP:Iteration 1F (207.323465 sec): 3 clusters Score: Raw -568.455730 + Penalty 49.829162 = -518.626568 nChanged 1 SP:Iteration 2F (207.323718 sec): 3 clusters Score: Raw -576.040820 + Penalty 49.829162 = -526.211658 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 7 (2538 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (207.332283 sec): 2 clusters Score: Raw -112269.801395 + Penalty 414.325494 = -111855.475901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (207.336922 sec): 3 clusters Score: Raw -110748.616703 + Penalty 852.181699 = -109896.435004 nChanged 1090 SP:Iteration 1F (207.341671 sec): 3 clusters Score: Raw -111681.512129 + Penalty 889.863232 = -110791.648897 nChanged 380 SP:Iteration 2F (207.346250 sec): 3 clusters Score: Raw -112078.238164 + Penalty 917.865878 = -111160.372286 nChanged 212 SP:Iteration 3F (207.350790 sec): 3 clusters Score: Raw -112275.401253 + Penalty 938.325159 = -111337.076095 nChanged 119 SP:Iteration 4Q (207.355392 sec): 3 clusters Score: Raw -112387.683617 + Penalty 957.896763 = -111429.786854 nChanged 78 SP:Iteration 5Q (207.359940 sec): 3 clusters Score: Raw -112475.646136 + Penalty 964.595943 = -111511.050192 nChanged 40 SP:Iteration 6Q (207.364202 sec): 3 clusters Score: Raw -112508.150905 + Penalty 969.489491 = -111538.661414 nChanged 31 SP:Iteration 7Q (207.368373 sec): 3 clusters Score: Raw -112530.853072 + Penalty 971.572104 = -111559.280968 nChanged 23 SP:Iteration 8Q (207.372490 sec): 3 clusters Score: Raw -112544.004264 + Penalty 975.749067 = -111568.255197 nChanged 16 SP:Iteration 9Q (207.376775 sec): 3 clusters Score: Raw -112548.254503 + Penalty 976.480789 = -111571.773714 nChanged 6 SP:Iteration 10F (207.381509 sec): 3 clusters Score: Raw -112549.763817 + Penalty 976.724796 = -111573.039022 nChanged 4 SP:Iteration 11Q (207.385603 sec): 3 clusters Score: Raw -112550.552886 + Penalty 977.558087 = -111572.994799 nChanged 3 SP:Iteration 12F (207.390174 sec): 3 clusters Score: Raw -112551.572219 + Penalty 977.448155 = -111574.124064 nChanged 1 SP:Iteration 13Q (207.394248 sec): 3 clusters Score: Raw -112552.009075 + Penalty 977.435188 = -111574.573887 nChanged 3 SP:Iteration 14Q (207.398308 sec): 3 clusters Score: Raw -112552.209573 + Penalty 977.042611 = -111575.166962 nChanged 1 SP:Iteration 15Q (207.402361 sec): 3 clusters Score: Raw -112552.263402 + Penalty 976.538409 = -111575.724993 nChanged 1 SP:Iteration 16Q (207.406435 sec): 3 clusters Score: Raw -112552.584350 + Penalty 976.538409 = -111576.045940 nChanged 0 SP:Iteration 17F (207.410971 sec): 3 clusters Score: Raw -112552.584350 + Penalty 976.538409 = -111576.045940 nChanged 0 Memory request: 0.01 GB would take us to total of 0.49 GB. Trying to split cluster 8 (651 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (207.416066 sec): 2 clusters Score: Raw -28968.040952 + Penalty 57.530818 = -28910.510134 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (207.419432 sec): 3 clusters Score: Raw -28584.507539 + Penalty 116.145567 = -28468.361972 nChanged 296 SP:Iteration 1F (207.422246 sec): 3 clusters Score: Raw -28883.991255 + Penalty 114.843077 = -28769.148178 nChanged 46 SP:Iteration 2F (207.424525 sec): 3 clusters Score: Raw -28934.724819 + Penalty 115.705806 = -28819.019013 nChanged 25 SP:Iteration 3Q (207.426713 sec): 3 clusters Score: Raw -28960.738837 + Penalty 114.814726 = -28845.924111 nChanged 11 SP:Iteration 4Q (207.428502 sec): 3 clusters Score: Raw -28965.098479 + Penalty 115.086328 = -28850.012151 nChanged 7 SP:Iteration 5Q (207.429910 sec): 3 clusters Score: Raw -28967.240084 + Penalty 115.365568 = -28851.874516 nChanged 5 SP:Iteration 6Q (207.431129 sec): 3 clusters Score: Raw -28970.101671 + Penalty 115.339738 = -28854.761932 nChanged 5 SP:Iteration 7Q (207.432322 sec): 3 clusters Score: Raw -28972.455826 + Penalty 115.474452 = -28856.981374 nChanged 1 SP:Iteration 8Q (207.433514 sec): 3 clusters Score: Raw -28972.660266 + Penalty 115.612017 = -28857.048249 nChanged 1 SP:Iteration 9Q (207.434731 sec): 3 clusters Score: Raw -28972.982894 + Penalty 115.795808 = -28857.187086 nChanged 2 SP:Iteration 10F (207.436052 sec): 3 clusters Score: Raw -28973.170443 + Penalty 115.941200 = -28857.229243 nChanged 1 SP:Iteration 11Q (207.437257 sec): 3 clusters Score: Raw -28973.212953 + Penalty 115.941200 = -28857.271753 nChanged 0 SP:Iteration 12F (207.438624 sec): 3 clusters Score: Raw -28973.212953 + Penalty 115.941200 = -28857.271753 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 9 (1218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (207.443438 sec): 2 clusters Score: Raw -51843.665172 + Penalty 410.951579 = -51432.713593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (207.445759 sec): 3 clusters Score: Raw -51146.253256 + Penalty 818.548848 = -50327.704408 nChanged 471 SP:Iteration 1F (207.448037 sec): 3 clusters Score: Raw -51399.411883 + Penalty 813.522756 = -50585.889127 nChanged 144 SP:Iteration 2F (207.450372 sec): 3 clusters Score: Raw -51480.017065 + Penalty 803.251634 = -50676.765431 nChanged 74 SP:Iteration 3F (207.452700 sec): 3 clusters Score: Raw -51536.486016 + Penalty 786.300715 = -50750.185301 nChanged 63 SP:Iteration 4F (207.455058 sec): 3 clusters Score: Raw -51607.583901 + Penalty 772.183807 = -50835.400094 nChanged 63 SP:Iteration 5F (207.457383 sec): 3 clusters Score: Raw -51698.191254 + Penalty 756.527251 = -50941.664004 nChanged 73 SP:Iteration 6F (207.459735 sec): 3 clusters Score: Raw -51813.151534 + Penalty 748.536650 = -51064.614884 nChanged 66 SP:Iteration 7F (207.462096 sec): 3 clusters Score: Raw -51891.808207 + Penalty 747.665378 = -51144.142829 nChanged 49 SP:Iteration 8Q (207.464321 sec): 3 clusters Score: Raw -51943.706512 + Penalty 747.058347 = -51196.648165 nChanged 46 SP:Iteration 9Q (207.466472 sec): 3 clusters Score: Raw -51977.883862 + Penalty 749.892856 = -51227.991006 nChanged 29 SP:Iteration 10F (207.468740 sec): 3 clusters Score: Raw -51997.731349 + Penalty 754.794906 = -51242.936443 nChanged 28 SP:Iteration 11Q (207.470888 sec): 3 clusters Score: Raw -52014.892018 + Penalty 757.911559 = -51256.980458 nChanged 22 SP:Iteration 12Q (207.473028 sec): 3 clusters Score: Raw -52026.881682 + Penalty 760.797118 = -51266.084564 nChanged 13 SP:Iteration 13Q (207.475165 sec): 3 clusters Score: Raw -52036.153412 + Penalty 766.860687 = -51269.292725 nChanged 17 SP:Iteration 14Q (207.477400 sec): 3 clusters Score: Raw -52043.903456 + Penalty 774.452739 = -51269.450717 nChanged 15 SP:Iteration 15Q (207.479624 sec): 3 clusters Score: Raw -52048.165115 + Penalty 780.030217 = -51268.134899 nChanged 9 SP:Iteration 16F (207.481899 sec): 3 clusters Score: Raw -52051.535352 + Penalty 784.862039 = -51266.673313 nChanged 8 SP:Iteration 17F (207.484171 sec): 3 clusters Score: Raw -52054.539424 + Penalty 788.567557 = -51265.971867 nChanged 6 SP:Iteration 18F (207.486499 sec): 3 clusters Score: Raw -52058.131558 + Penalty 793.533431 = -51264.598127 nChanged 8 SP:Iteration 19F (207.488843 sec): 3 clusters Score: Raw -52062.264910 + Penalty 798.608972 = -51263.655938 nChanged 8 SP:Iteration 20F (207.491171 sec): 3 clusters Score: Raw -52065.029927 + Penalty 801.145877 = -51263.884050 nChanged 4 SP:Iteration 21Q (207.493359 sec): 3 clusters Score: Raw -52066.003472 + Penalty 803.039433 = -51262.964039 nChanged 3 SP:Iteration 22F (207.495629 sec): 3 clusters Score: Raw -52067.306949 + Penalty 804.924300 = -51262.382649 nChanged 3 SP:Iteration 23F (207.497900 sec): 3 clusters Score: Raw -52068.468430 + Penalty 807.452813 = -51261.015618 nChanged 4 SP:Iteration 24F (207.500164 sec): 3 clusters Score: Raw -52069.681413 + Penalty 808.720771 = -51260.960642 nChanged 4 SP:Iteration 25F (207.502441 sec): 3 clusters Score: Raw -52071.403853 + Penalty 810.589536 = -51260.814317 nChanged 7 SP:Iteration 26F (207.504716 sec): 3 clusters Score: Raw -52073.857521 + Penalty 812.459749 = -51261.397772 nChanged 3 SP:Iteration 27Q (207.506876 sec): 3 clusters Score: Raw -52074.906069 + Penalty 814.980194 = -51259.925875 nChanged 4 SP:Iteration 28F (207.509143 sec): 3 clusters Score: Raw -52076.038403 + Penalty 817.495481 = -51258.542921 nChanged 4 SP:Iteration 29F (207.511413 sec): 3 clusters Score: Raw -52078.293463 + Penalty 820.648195 = -51257.645268 nChanged 9 SP:Iteration 30F (207.513680 sec): 3 clusters Score: Raw -52082.906467 + Penalty 825.015844 = -51257.890623 nChanged 7 SP:Iteration 31Q (207.515836 sec): 3 clusters Score: Raw -52085.916929 + Penalty 828.101712 = -51257.815217 nChanged 5 SP:Iteration 32F (207.518107 sec): 3 clusters Score: Raw -52087.438917 + Penalty 832.442945 = -51254.995972 nChanged 7 SP:Iteration 33F (207.520396 sec): 3 clusters Score: Raw -52089.667636 + Penalty 834.926309 = -51254.741327 nChanged 4 SP:Iteration 34F (207.522748 sec): 3 clusters Score: Raw -52090.976087 + Penalty 836.790979 = -51254.185108 nChanged 3 SP:Iteration 35F (207.525071 sec): 3 clusters Score: Raw -52092.220941 + Penalty 838.011667 = -51254.209274 nChanged 2 SP:Iteration 36Q (207.527241 sec): 3 clusters Score: Raw -52093.454566 + Penalty 838.607067 = -51254.847500 nChanged 1 SP:Iteration 37Q (207.529401 sec): 3 clusters Score: Raw -52093.547374 + Penalty 838.607067 = -51254.940307 nChanged 0 SP:Iteration 38F (207.531669 sec): 3 clusters Score: Raw -52093.547374 + Penalty 838.607067 = -51254.940307 nChanged 0 Memory request: 0.01 GB would take us to total of 0.49 GB. Trying to split cluster 10 (827 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (207.536725 sec): 2 clusters Score: Raw -34637.552291 + Penalty 855.317656 = -33782.234635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (207.538466 sec): 3 clusters Score: Raw -34318.219880 + Penalty 1711.402240 = -32606.817640 nChanged 246 SP:Iteration 1F (207.540121 sec): 3 clusters Score: Raw -34522.235954 + Penalty 1712.869426 = -32809.366528 nChanged 87 SP:Iteration 2F (207.541758 sec): 3 clusters Score: Raw -34635.404657 + Penalty 1718.747949 = -32916.656708 nChanged 62 SP:Iteration 3F (207.543409 sec): 3 clusters Score: Raw -34714.979134 + Penalty 1725.068276 = -32989.910858 nChanged 46 SP:Iteration 4F (207.545048 sec): 3 clusters Score: Raw -34772.759122 + Penalty 1732.068731 = -33040.690392 nChanged 31 SP:Iteration 5Q (207.546637 sec): 3 clusters Score: Raw -34818.245194 + Penalty 1739.574676 = -33078.670517 nChanged 26 SP:Iteration 6Q (207.548216 sec): 3 clusters Score: Raw -34842.969460 + Penalty 1742.309187 = -33100.660273 nChanged 16 SP:Iteration 7Q (207.549780 sec): 3 clusters Score: Raw -34862.442301 + Penalty 1745.224784 = -33117.217517 nChanged 8 SP:Iteration 8Q (207.551372 sec): 3 clusters Score: Raw -34871.053070 + Penalty 1745.031002 = -33126.022068 nChanged 5 SP:Iteration 9Q (207.552954 sec): 3 clusters Score: Raw -34875.429482 + Penalty 1744.749391 = -33130.680090 nChanged 1 SP:Iteration 10F (207.554590 sec): 3 clusters Score: Raw -34877.180582 + Penalty 1745.336648 = -33131.843933 nChanged 2 SP:Iteration 11Q (207.556149 sec): 3 clusters Score: Raw -34878.263537 + Penalty 1745.041805 = -33133.221733 nChanged 1 SP:Iteration 12Q (207.558884 sec): 3 clusters Score: Raw -34879.826216 + Penalty 1744.787219 = -33135.038997 nChanged 1 SP:Iteration 13Q (207.561576 sec): 3 clusters Score: Raw -34881.377060 + Penalty 1744.562746 = -33136.814315 nChanged 2 SP:Iteration 14Q (207.563760 sec): 3 clusters Score: Raw -34884.758390 + Penalty 1745.397207 = -33139.361184 nChanged 2 SP:Iteration 15Q (207.565526 sec): 3 clusters Score: Raw -34886.052157 + Penalty 1746.074325 = -33139.977832 nChanged 1 SP:Iteration 16Q (207.567264 sec): 3 clusters Score: Raw -34887.138070 + Penalty 1746.074325 = -33141.063745 nChanged 0 SP:Iteration 17F (207.569043 sec): 3 clusters Score: Raw -34887.138070 + Penalty 1746.074325 = -33141.063745 nChanged 0 Memory request: 0.01 GB would take us to total of 0.49 GB. Trying to split cluster 11 (630 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (207.571323 sec): 2 clusters Score: Raw -26440.128750 + Penalty 55.059001 = -26385.069749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (207.572634 sec): 3 clusters Score: Raw -26079.809806 + Penalty 115.747625 = -25964.062181 nChanged 268 SP:Iteration 1F (207.573923 sec): 3 clusters Score: Raw -26358.589729 + Penalty 108.134371 = -26250.455357 nChanged 48 SP:Iteration 2F (207.575234 sec): 3 clusters Score: Raw -26412.212685 + Penalty 112.665296 = -26299.547389 nChanged 21 SP:Iteration 3Q (207.576545 sec): 3 clusters Score: Raw -26423.827747 + Penalty 115.880862 = -26307.946885 nChanged 8 SP:Iteration 4Q (207.577911 sec): 3 clusters Score: Raw -26429.757138 + Penalty 114.218109 = -26315.539028 nChanged 9 SP:Iteration 5Q (207.579321 sec): 3 clusters Score: Raw -26437.677570 + Penalty 119.200622 = -26318.476948 nChanged 8 SP:Iteration 6Q (207.580683 sec): 3 clusters Score: Raw -26446.523242 + Penalty 124.327766 = -26322.195475 nChanged 9 SP:Iteration 7Q (207.581962 sec): 3 clusters Score: Raw -26458.711083 + Penalty 132.469336 = -26326.241747 nChanged 7 SP:Iteration 8Q (207.583155 sec): 3 clusters Score: Raw -26463.052011 + Penalty 137.426237 = -26325.625774 nChanged 3 SP:Iteration 9F (207.584527 sec): 3 clusters Score: Raw -26466.262979 + Penalty 156.351831 = -26309.911148 nChanged 6 SP:Iteration 10F (207.585879 sec): 3 clusters Score: Raw -26476.178869 + Penalty 160.098544 = -26316.080325 nChanged 4 SP:Iteration 11Q (207.587088 sec): 3 clusters Score: Raw -26483.053817 + Penalty 174.722031 = -26308.331787 nChanged 1 SP:Iteration 12F (207.588445 sec): 3 clusters Score: Raw -26484.171463 + Penalty 174.722031 = -26309.449432 nChanged 0 Memory request: 0.01 GB would take us to total of 0.49 GB. Trying to split cluster 13 (846 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (207.591309 sec): 2 clusters Score: Raw -34378.175331 + Penalty 275.931887 = -34102.243444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (207.593046 sec): 3 clusters Score: Raw -33938.004287 + Penalty 546.758645 = -33391.245642 nChanged 328 SP:Iteration 1F (207.594770 sec): 3 clusters Score: Raw -34149.973301 + Penalty 542.491499 = -33607.481803 nChanged 90 SP:Iteration 2F (207.596453 sec): 3 clusters Score: Raw -34229.870516 + Penalty 537.292269 = -33692.578247 nChanged 62 SP:Iteration 3F (207.598115 sec): 3 clusters Score: Raw -34308.248039 + Penalty 533.664011 = -33774.584028 nChanged 50 SP:Iteration 4F (207.599760 sec): 3 clusters Score: Raw -34375.059128 + Penalty 530.525569 = -33844.533559 nChanged 40 SP:Iteration 5Q (207.601415 sec): 3 clusters Score: Raw -34424.404474 + Penalty 529.152422 = -33895.252052 nChanged 36 SP:Iteration 6Q (207.603019 sec): 3 clusters Score: Raw -34460.358274 + Penalty 531.127773 = -33929.230501 nChanged 29 SP:Iteration 7Q (207.604583 sec): 3 clusters Score: Raw -34491.505293 + Penalty 532.046991 = -33959.458302 nChanged 26 SP:Iteration 8Q (207.606120 sec): 3 clusters Score: Raw -34515.003262 + Penalty 533.291673 = -33981.711590 nChanged 23 SP:Iteration 9Q (207.608535 sec): 3 clusters Score: Raw -34534.198819 + Penalty 536.954872 = -33997.243947 nChanged 17 SP:Iteration 10F (207.610695 sec): 3 clusters Score: Raw -34541.333047 + Penalty 538.330400 = -34003.002647 nChanged 6 SP:Iteration 11Q (207.612240 sec): 3 clusters Score: Raw -34543.538335 + Penalty 539.893338 = -34003.644996 nChanged 5 SP:Iteration 12Q (207.613759 sec): 3 clusters Score: Raw -34545.396387 + Penalty 540.803177 = -34004.593210 nChanged 3 SP:Iteration 13Q (207.615324 sec): 3 clusters Score: Raw -34546.293066 + Penalty 541.454859 = -34004.838207 nChanged 3 SP:Iteration 14Q (207.616869 sec): 3 clusters Score: Raw -34547.505323 + Penalty 542.046326 = -34005.458997 nChanged 3 SP:Iteration 15Q (207.618391 sec): 3 clusters Score: Raw -34548.293414 + Penalty 542.542857 = -34005.750557 nChanged 5 SP:Iteration 16Q (207.619906 sec): 3 clusters Score: Raw -34549.618295 + Penalty 542.988635 = -34006.629660 nChanged 3 SP:Iteration 17Q (207.621449 sec): 3 clusters Score: Raw -34549.894634 + Penalty 542.988635 = -34006.905999 nChanged 0 SP:Iteration 18F (207.623132 sec): 3 clusters Score: Raw -34549.894634 + Penalty 542.988635 = -34006.905999 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 20 (347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (207.624701 sec): 2 clusters Score: Raw -10905.955290 + Penalty 809.555473 = -10096.399818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (207.625522 sec): 3 clusters Score: Raw -10918.534731 + Penalty 1617.331970 = -9301.202762 nChanged 69 SP:Iteration 1F (207.626332 sec): 3 clusters Score: Raw -11028.481595 + Penalty 1616.806545 = -9411.675051 nChanged 18 SP:Iteration 2F (207.627169 sec): 3 clusters Score: Raw -11063.019028 + Penalty 1617.524173 = -9445.494855 nChanged 10 SP:Iteration 3Q (207.627939 sec): 3 clusters Score: Raw -11088.404013 + Penalty 1618.051442 = -9470.352572 nChanged 2 SP:Iteration 4Q (207.628701 sec): 3 clusters Score: Raw -11093.899173 + Penalty 1618.053650 = -9475.845523 nChanged 2 SP:Iteration 5Q (207.629459 sec): 3 clusters Score: Raw -11098.780611 + Penalty 1618.260103 = -9480.520508 nChanged 4 SP:Iteration 6Q (207.630217 sec): 3 clusters Score: Raw -11113.543634 + Penalty 1617.669984 = -9495.873650 nChanged 2 SP:Iteration 7Q (207.630971 sec): 3 clusters Score: Raw -11116.182204 + Penalty 1617.003554 = -9499.178650 nChanged 2 SP:Iteration 8Q (207.631726 sec): 3 clusters Score: Raw -11119.823952 + Penalty 1617.003554 = -9502.820399 nChanged 0 SP:Iteration 9F (207.632527 sec): 3 clusters Score: Raw -11119.823952 + Penalty 1617.003554 = -9502.820399 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 26 (168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (207.633499 sec): 2 clusters Score: Raw -6067.450684 + Penalty 455.145637 = -5612.305047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (207.634010 sec): 3 clusters Score: Raw -6097.295277 + Penalty 929.669866 = -5167.625411 nChanged 26 SP:Iteration 1F (207.634511 sec): 3 clusters Score: Raw -6145.656091 + Penalty 953.897462 = -5191.758629 nChanged 12 SP:Iteration 2F (207.635012 sec): 3 clusters Score: Raw -6168.746000 + Penalty 959.817688 = -5208.928312 nChanged 2 SP:Iteration 3Q (207.635490 sec): 3 clusters Score: Raw -6174.094990 + Penalty 971.393476 = -5202.701514 nChanged 3 SP:Iteration 4F (207.635991 sec): 3 clusters Score: Raw -6182.025145 + Penalty 971.393476 = -5210.631669 nChanged 0 Memory request: 0.01 GB would take us to total of 0.49 GB. Trying to split cluster 27 (921 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (207.639100 sec): 2 clusters Score: Raw -41444.453497 + Penalty 341.144081 = -41103.309415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (207.640929 sec): 3 clusters Score: Raw -40913.918948 + Penalty 677.985872 = -40235.933075 nChanged 335 SP:Iteration 1F (207.642720 sec): 3 clusters Score: Raw -41121.494646 + Penalty 677.188528 = -40444.306118 nChanged 139 SP:Iteration 2F (207.644516 sec): 3 clusters Score: Raw -41245.407530 + Penalty 680.611046 = -40564.796484 nChanged 89 SP:Iteration 3F (207.646282 sec): 3 clusters Score: Raw -41327.364372 + Penalty 684.317306 = -40643.047065 nChanged 63 SP:Iteration 4F (207.648044 sec): 3 clusters Score: Raw -41397.606484 + Penalty 690.132998 = -40707.473486 nChanged 50 SP:Iteration 5F (207.649804 sec): 3 clusters Score: Raw -41438.821185 + Penalty 697.355779 = -40741.465406 nChanged 28 SP:Iteration 6Q (207.651565 sec): 3 clusters Score: Raw -41452.570862 + Penalty 705.041409 = -40747.529453 nChanged 25 SP:Iteration 7Q (207.653315 sec): 3 clusters Score: Raw -41461.750351 + Penalty 710.957490 = -40750.792861 nChanged 17 SP:Iteration 8Q (207.655088 sec): 3 clusters Score: Raw -41467.151804 + Penalty 714.778660 = -40752.373143 nChanged 11 SP:Iteration 9Q (207.656852 sec): 3 clusters Score: Raw -41469.864337 + Penalty 717.703209 = -40752.161127 nChanged 8 SP:Iteration 10F (207.658648 sec): 3 clusters Score: Raw -41472.381577 + Penalty 721.192071 = -40751.189506 nChanged 9 SP:Iteration 11F (207.660425 sec): 3 clusters Score: Raw -41474.743682 + Penalty 723.269035 = -40751.474647 nChanged 5 SP:Iteration 12Q (207.662181 sec): 3 clusters Score: Raw -41476.151943 + Penalty 725.872551 = -40750.279392 nChanged 7 SP:Iteration 13F (207.663977 sec): 3 clusters Score: Raw -41477.441864 + Penalty 727.134830 = -40750.307034 nChanged 4 SP:Iteration 14Q (207.665729 sec): 3 clusters Score: Raw -41478.344584 + Penalty 728.405000 = -40749.939583 nChanged 4 SP:Iteration 15F (207.667589 sec): 3 clusters Score: Raw -41479.528820 + Penalty 730.450821 = -40749.077999 nChanged 6 SP:Iteration 16F (207.669385 sec): 3 clusters Score: Raw -41480.545910 + Penalty 731.562376 = -40748.983535 nChanged 2 SP:Iteration 17F (207.671183 sec): 3 clusters Score: Raw -41480.786037 + Penalty 733.237811 = -40747.548226 nChanged 4 SP:Iteration 18F (207.672937 sec): 3 clusters Score: Raw -41481.655066 + Penalty 736.103467 = -40745.551599 nChanged 6 SP:Iteration 19F (207.674694 sec): 3 clusters Score: Raw -41483.240089 + Penalty 738.612726 = -40744.627363 nChanged 5 SP:Iteration 20F (207.676551 sec): 3 clusters Score: Raw -41484.787234 + Penalty 740.612985 = -40744.174250 nChanged 4 SP:Iteration 21F (207.678315 sec): 3 clusters Score: Raw -41485.485907 + Penalty 741.840563 = -40743.645345 nChanged 3 SP:Iteration 22F (207.680119 sec): 3 clusters Score: Raw -41486.137473 + Penalty 742.911125 = -40743.226348 nChanged 2 SP:Iteration 23F (207.681940 sec): 3 clusters Score: Raw -41486.488633 + Penalty 745.357551 = -40741.131082 nChanged 5 SP:Iteration 24F (207.683769 sec): 3 clusters Score: Raw -41487.080378 + Penalty 745.440353 = -40741.640025 nChanged 2 SP:Iteration 25Q (207.685488 sec): 3 clusters Score: Raw -41487.317999 + Penalty 745.510092 = -40741.807908 nChanged 1 SP:Iteration 26Q (207.687208 sec): 3 clusters Score: Raw -41487.423027 + Penalty 745.510092 = -40741.912936 nChanged 0 SP:Iteration 27F (207.688967 sec): 3 clusters Score: Raw -41487.423027 + Penalty 745.510092 = -40741.912936 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 30 (145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (207.690021 sec): 2 clusters Score: Raw -6198.465908 + Penalty 172.915341 = -6025.550567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (207.690488 sec): 3 clusters Score: Raw -6171.795886 + Penalty 362.453061 = -5809.342825 nChanged 43 SP:Iteration 1F (207.690950 sec): 3 clusters Score: Raw -6222.910977 + Penalty 376.735811 = -5846.175166 nChanged 9 SP:Iteration 2F (207.691410 sec): 3 clusters Score: Raw -6236.745581 + Penalty 384.382497 = -5852.363083 nChanged 3 SP:Iteration 3Q (207.691855 sec): 3 clusters Score: Raw -6244.903476 + Penalty 387.580418 = -5857.323059 nChanged 2 SP:Iteration 4Q (207.692296 sec): 3 clusters Score: Raw -6247.025455 + Penalty 390.964134 = -5856.061321 nChanged 1 SP:Iteration 5F (207.692755 sec): 3 clusters Score: Raw -6248.530192 + Penalty 394.467375 = -5854.062817 nChanged 1 SP:Iteration 6F (207.693213 sec): 3 clusters Score: Raw -6249.898288 + Penalty 394.467375 = -5855.430913 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 32 (235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (207.694342 sec): 2 clusters Score: Raw -8103.755594 + Penalty 308.044454 = -7795.711140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (207.694990 sec): 3 clusters Score: Raw -8077.807928 + Penalty 615.548727 = -7462.259201 nChanged 58 SP:Iteration 1F (207.695626 sec): 3 clusters Score: Raw -8139.163217 + Penalty 616.220525 = -7522.942692 nChanged 14 SP:Iteration 2F (207.696266 sec): 3 clusters Score: Raw -8163.719815 + Penalty 616.939758 = -7546.780058 nChanged 9 SP:Iteration 3Q (207.696882 sec): 3 clusters Score: Raw -8176.402446 + Penalty 618.279470 = -7558.122976 nChanged 9 SP:Iteration 4Q (207.697503 sec): 3 clusters Score: Raw -8187.713214 + Penalty 619.001076 = -7568.712137 nChanged 7 SP:Iteration 5Q (207.698095 sec): 3 clusters Score: Raw -8214.367935 + Penalty 625.026967 = -7589.340969 nChanged 7 SP:Iteration 6Q (207.698682 sec): 3 clusters Score: Raw -8221.980164 + Penalty 627.931152 = -7594.049012 nChanged 6 SP:Iteration 7Q (207.699270 sec): 3 clusters Score: Raw -8227.319592 + Penalty 625.936501 = -7601.383090 nChanged 2 SP:Iteration 8Q (207.699853 sec): 3 clusters Score: Raw -8228.840045 + Penalty 627.726896 = -7601.113149 nChanged 2 SP:Iteration 9F (207.700467 sec): 3 clusters Score: Raw -8231.377193 + Penalty 632.296617 = -7599.080576 nChanged 2 SP:Iteration 10F (207.701082 sec): 3 clusters Score: Raw -8234.705755 + Penalty 632.222825 = -7602.482929 nChanged 2 SP:Iteration 11Q (207.701662 sec): 3 clusters Score: Raw -8240.357363 + Penalty 637.163809 = -7603.193553 nChanged 3 SP:Iteration 12Q (207.702243 sec): 3 clusters Score: Raw -8243.985805 + Penalty 647.803764 = -7596.182041 nChanged 5 SP:Iteration 13F (207.702858 sec): 3 clusters Score: Raw -8251.231481 + Penalty 659.474084 = -7591.757397 nChanged 3 SP:Iteration 14F (207.703473 sec): 3 clusters Score: Raw -8259.330256 + Penalty 675.568353 = -7583.761904 nChanged 4 SP:Iteration 15F (207.704088 sec): 3 clusters Score: Raw -8267.108377 + Penalty 681.900085 = -7585.208293 nChanged 2 SP:Iteration 16Q (207.704669 sec): 3 clusters Score: Raw -8271.984253 + Penalty 694.356438 = -7577.627816 nChanged 2 SP:Iteration 17F (207.705283 sec): 3 clusters Score: Raw -8279.396477 + Penalty 700.575021 = -7578.821456 nChanged 2 SP:Iteration 18Q (207.705875 sec): 3 clusters Score: Raw -8282.817287 + Penalty 706.648449 = -7576.168837 nChanged 1 SP:Iteration 19F (207.706492 sec): 3 clusters Score: Raw -8283.961375 + Penalty 706.648449 = -7577.312925 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 42 (241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (207.708033 sec): 2 clusters Score: Raw -9915.795979 + Penalty 36.891127 = -9878.904852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (207.708665 sec): 3 clusters Score: Raw -9772.570843 + Penalty 73.118258 = -9699.452585 nChanged 105 SP:Iteration 1F (207.709287 sec): 3 clusters Score: Raw -9897.019936 + Penalty 73.303810 = -9823.716126 nChanged 37 SP:Iteration 2F (207.709908 sec): 3 clusters Score: Raw -9932.366240 + Penalty 74.563689 = -9857.802552 nChanged 13 SP:Iteration 3F (207.710536 sec): 3 clusters Score: Raw -9943.465842 + Penalty 74.204248 = -9869.261594 nChanged 2 SP:Iteration 4Q (207.711154 sec): 3 clusters Score: Raw -9944.660536 + Penalty 72.735887 = -9871.924650 nChanged 2 SP:Iteration 5Q (207.711753 sec): 3 clusters Score: Raw -9946.838121 + Penalty 72.930488 = -9873.907633 nChanged 1 SP:Iteration 6Q (207.712357 sec): 3 clusters Score: Raw -9947.458665 + Penalty 73.140167 = -9874.318497 nChanged 1 SP:Iteration 7Q (207.712961 sec): 3 clusters Score: Raw -9948.788242 + Penalty 73.610398 = -9875.177844 nChanged 2 SP:Iteration 8Q (207.713563 sec): 3 clusters Score: Raw -9949.578408 + Penalty 73.833319 = -9875.745089 nChanged 1 SP:Iteration 9Q (207.714167 sec): 3 clusters Score: Raw -9949.844839 + Penalty 73.833319 = -9876.011520 nChanged 0 SP:Iteration 10F (207.714771 sec): 3 clusters Score: Raw -9949.844839 + Penalty 73.833319 = -9876.011520 nChanged 0 Memory request: 0.01 GB would take us to total of 0.49 GB. Trying to split cluster 52 (671 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (207.718780 sec): 2 clusters Score: Raw -29514.549938 + Penalty 517.203094 = -28997.346844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (207.720156 sec): 3 clusters Score: Raw -29180.956316 + Penalty 1031.480959 = -28149.475357 nChanged 209 SP:Iteration 1F (207.721516 sec): 3 clusters Score: Raw -29322.157781 + Penalty 1030.315661 = -28291.842120 nChanged 74 SP:Iteration 2F (207.722896 sec): 3 clusters Score: Raw -29386.742225 + Penalty 1029.397726 = -28357.344499 nChanged 49 SP:Iteration 3F (207.724260 sec): 3 clusters Score: Raw -29442.567773 + Penalty 1029.011271 = -28413.556502 nChanged 45 SP:Iteration 4F (207.725625 sec): 3 clusters Score: Raw -29493.187491 + Penalty 1031.514630 = -28461.672861 nChanged 25 SP:Iteration 5Q (207.727002 sec): 3 clusters Score: Raw -29511.959536 + Penalty 1032.918027 = -28479.041509 nChanged 18 SP:Iteration 6Q (207.728344 sec): 3 clusters Score: Raw -29533.716539 + Penalty 1035.097285 = -28498.619254 nChanged 21 SP:Iteration 7Q (207.729686 sec): 3 clusters Score: Raw -29555.199935 + Penalty 1039.568314 = -28515.631620 nChanged 19 SP:Iteration 8Q (207.731034 sec): 3 clusters Score: Raw -29573.686543 + Penalty 1045.856732 = -28527.829811 nChanged 16 SP:Iteration 9Q (207.732381 sec): 3 clusters Score: Raw -29582.805922 + Penalty 1048.502649 = -28534.303273 nChanged 8 SP:Iteration 10F (207.733746 sec): 3 clusters Score: Raw -29591.597045 + Penalty 1048.847569 = -28542.749477 nChanged 10 SP:Iteration 11Q (207.735069 sec): 3 clusters Score: Raw -29598.724032 + Penalty 1053.674135 = -28545.049897 nChanged 13 SP:Iteration 12Q (207.736393 sec): 3 clusters Score: Raw -29605.736306 + Penalty 1057.703997 = -28548.032309 nChanged 8 SP:Iteration 13Q (207.737706 sec): 3 clusters Score: Raw -29609.985295 + Penalty 1061.507522 = -28548.477773 nChanged 6 SP:Iteration 14Q (207.739126 sec): 3 clusters Score: Raw -29612.307076 + Penalty 1063.646932 = -28548.660144 nChanged 3 SP:Iteration 15Q (207.740500 sec): 3 clusters Score: Raw -29613.093704 + Penalty 1064.914780 = -28548.178924 nChanged 2 SP:Iteration 16F (207.741932 sec): 3 clusters Score: Raw -29614.796818 + Penalty 1067.019326 = -28547.777492 nChanged 3 SP:Iteration 17F (207.743276 sec): 3 clusters Score: Raw -29616.707594 + Penalty 1068.397939 = -28548.309655 nChanged 2 SP:Iteration 18Q (207.744634 sec): 3 clusters Score: Raw -29618.690876 + Penalty 1069.488644 = -28549.202232 nChanged 4 SP:Iteration 19Q (207.745940 sec): 3 clusters Score: Raw -29622.608188 + Penalty 1070.172732 = -28552.435457 nChanged 3 SP:Iteration 20F (207.747306 sec): 3 clusters Score: Raw -29624.226803 + Penalty 1070.172732 = -28554.054071 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 55 (2384 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (207.756394 sec): 2 clusters Score: Raw -108258.871114 + Penalty 126.963259 = -108131.907855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (207.760745 sec): 3 clusters Score: Raw -106774.081571 + Penalty 262.922939 = -106511.158632 nChanged 1088 SP:Iteration 1F (207.765039 sec): 3 clusters Score: Raw -107766.835195 + Penalty 272.327045 = -107494.508151 nChanged 277 SP:Iteration 2F (207.769464 sec): 3 clusters Score: Raw -108013.349030 + Penalty 278.328665 = -107735.020365 nChanged 155 SP:Iteration 3F (207.773858 sec): 3 clusters Score: Raw -108125.417453 + Penalty 283.098036 = -107842.319417 nChanged 78 SP:Iteration 4Q (207.778016 sec): 3 clusters Score: Raw -108166.441505 + Penalty 286.752242 = -107879.689263 nChanged 62 SP:Iteration 5Q (207.782071 sec): 3 clusters Score: Raw -108197.806530 + Penalty 292.249701 = -107905.556829 nChanged 54 SP:Iteration 6Q (207.786197 sec): 3 clusters Score: Raw -108222.119952 + Penalty 293.219308 = -107928.900644 nChanged 39 SP:Iteration 7Q (207.790218 sec): 3 clusters Score: Raw -108236.793862 + Penalty 295.957434 = -107940.836428 nChanged 25 SP:Iteration 8Q (207.794108 sec): 3 clusters Score: Raw -108245.077768 + Penalty 298.737808 = -107946.339960 nChanged 24 SP:Iteration 9Q (207.797927 sec): 3 clusters Score: Raw -108252.962331 + Penalty 299.396945 = -107953.565386 nChanged 15 SP:Iteration 10F (207.802168 sec): 3 clusters Score: Raw -108257.812041 + Penalty 301.285762 = -107956.526279 nChanged 20 SP:Iteration 11Q (207.805991 sec): 3 clusters Score: Raw -108265.214501 + Penalty 305.367506 = -107959.846994 nChanged 21 SP:Iteration 12Q (207.809849 sec): 3 clusters Score: Raw -108274.691252 + Penalty 307.644111 = -107967.047141 nChanged 24 SP:Iteration 13Q (207.813584 sec): 3 clusters Score: Raw -108284.645735 + Penalty 311.133641 = -107973.512094 nChanged 17 SP:Iteration 14Q (207.817264 sec): 3 clusters Score: Raw -108291.982548 + Penalty 314.450329 = -107977.532219 nChanged 18 SP:Iteration 15Q (207.820912 sec): 3 clusters Score: Raw -108300.360152 + Penalty 317.486035 = -107982.874117 nChanged 14 SP:Iteration 16Q (207.824544 sec): 3 clusters Score: Raw -108304.764217 + Penalty 318.118324 = -107986.645893 nChanged 6 SP:Iteration 17Q (207.828177 sec): 3 clusters Score: Raw -108306.598964 + Penalty 319.204338 = -107987.394626 nChanged 8 SP:Iteration 18Q (207.831756 sec): 3 clusters Score: Raw -108309.446019 + Penalty 320.412933 = -107989.033086 nChanged 6 SP:Iteration 19Q (207.835316 sec): 3 clusters Score: Raw -108311.594570 + Penalty 319.874391 = -107991.720179 nChanged 4 SP:Iteration 20F (207.839601 sec): 3 clusters Score: Raw -108313.453643 + Penalty 319.092514 = -107994.361129 nChanged 6 SP:Iteration 21Q (207.843197 sec): 3 clusters Score: Raw -108315.892875 + Penalty 320.188734 = -107995.704141 nChanged 6 SP:Iteration 22Q (207.846898 sec): 3 clusters Score: Raw -108317.118400 + Penalty 320.722179 = -107996.396221 nChanged 2 SP:Iteration 23Q (207.850448 sec): 3 clusters Score: Raw -108317.352104 + Penalty 321.169252 = -107996.182851 nChanged 2 SP:Iteration 24F (207.854736 sec): 3 clusters Score: Raw -108317.761775 + Penalty 321.887726 = -107995.874049 nChanged 3 SP:Iteration 25F (207.858997 sec): 3 clusters Score: Raw -108318.138995 + Penalty 322.850969 = -107995.288026 nChanged 3 SP:Iteration 26F (207.863299 sec): 3 clusters Score: Raw -108318.504100 + Penalty 322.818861 = -107995.685239 nChanged 4 SP:Iteration 27Q (207.866839 sec): 3 clusters Score: Raw -108319.056263 + Penalty 323.364762 = -107995.691501 nChanged 1 SP:Iteration 28Q (207.870459 sec): 3 clusters Score: Raw -108319.134939 + Penalty 323.917681 = -107995.217258 nChanged 1 SP:Iteration 29F (207.875085 sec): 3 clusters Score: Raw -108319.207920 + Penalty 324.406491 = -107994.801430 nChanged 1 SP:Iteration 30F (207.879386 sec): 3 clusters Score: Raw -108319.296741 + Penalty 324.406491 = -107994.890251 nChanged 0 Memory request: 0.01 GB would take us to total of 0.49 GB. Trying to split cluster 76 (889 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (207.886700 sec): 2 clusters Score: Raw -32749.209856 + Penalty 609.138383 = -32140.071473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (207.888592 sec): 3 clusters Score: Raw -32346.671812 + Penalty 1218.147929 = -31128.523882 nChanged 278 SP:Iteration 1F (207.890346 sec): 3 clusters Score: Raw -32546.492325 + Penalty 1221.412570 = -31325.079754 nChanged 95 SP:Iteration 2F (207.892052 sec): 3 clusters Score: Raw -32656.505417 + Penalty 1227.608475 = -31428.896942 nChanged 75 SP:Iteration 3F (207.893778 sec): 3 clusters Score: Raw -32746.437586 + Penalty 1235.071689 = -31511.365897 nChanged 52 SP:Iteration 4F (207.895518 sec): 3 clusters Score: Raw -32805.504255 + Penalty 1245.259099 = -31560.245157 nChanged 43 SP:Iteration 5Q (207.897234 sec): 3 clusters Score: Raw -32850.108123 + Penalty 1248.990764 = -31601.117359 nChanged 27 SP:Iteration 6Q (207.898904 sec): 3 clusters Score: Raw -32881.943273 + Penalty 1249.291943 = -31632.651329 nChanged 16 SP:Iteration 7Q (207.900572 sec): 3 clusters Score: Raw -32901.323134 + Penalty 1249.068320 = -31652.254814 nChanged 13 SP:Iteration 8Q (207.902227 sec): 3 clusters Score: Raw -32908.786789 + Penalty 1250.081352 = -31658.705437 nChanged 6 SP:Iteration 9Q (207.903875 sec): 3 clusters Score: Raw -32912.629104 + Penalty 1250.200249 = -31662.428856 nChanged 4 SP:Iteration 10F (207.905583 sec): 3 clusters Score: Raw -32915.085535 + Penalty 1250.947520 = -31664.138015 nChanged 1 SP:Iteration 11Q (207.907231 sec): 3 clusters Score: Raw -32915.348955 + Penalty 1252.075070 = -31663.273885 nChanged 2 SP:Iteration 12F (207.908935 sec): 3 clusters Score: Raw -32917.044678 + Penalty 1253.433012 = -31663.611666 nChanged 3 SP:Iteration 13Q (207.910587 sec): 3 clusters Score: Raw -32920.494635 + Penalty 1252.829328 = -31667.665307 nChanged 4 SP:Iteration 14Q (207.912240 sec): 3 clusters Score: Raw -32924.405523 + Penalty 1252.009940 = -31672.395583 nChanged 3 SP:Iteration 15Q (207.913880 sec): 3 clusters Score: Raw -32925.643482 + Penalty 1252.009940 = -31673.633542 nChanged 0 SP:Iteration 16F (207.915641 sec): 3 clusters Score: Raw -32925.643482 + Penalty 1252.009940 = -31673.633542 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 100 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (207.916783 sec): 2 clusters Score: Raw -6015.928874 + Penalty 376.836546 = -5639.092328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (207.917326 sec): 3 clusters Score: Raw -6016.207521 + Penalty 753.466745 = -5262.740777 nChanged 39 SP:Iteration 1F (207.917858 sec): 3 clusters Score: Raw -6094.433918 + Penalty 754.588407 = -5339.845511 nChanged 12 SP:Iteration 2F (207.918388 sec): 3 clusters Score: Raw -6130.800346 + Penalty 754.520824 = -5376.279522 nChanged 2 SP:Iteration 3Q (207.918889 sec): 3 clusters Score: Raw -6137.230491 + Penalty 754.411570 = -5382.818921 nChanged 5 SP:Iteration 4Q (207.919388 sec): 3 clusters Score: Raw -6148.028900 + Penalty 753.673093 = -5394.355808 nChanged 3 SP:Iteration 5Q (207.919886 sec): 3 clusters Score: Raw -6151.481722 + Penalty 753.524580 = -5397.957143 nChanged 1 SP:Iteration 6Q (207.920382 sec): 3 clusters Score: Raw -6152.047835 + Penalty 753.524580 = -5398.523256 nChanged 0 SP:Iteration 7F (207.920943 sec): 3 clusters Score: Raw -6152.047835 + Penalty 753.524580 = -5398.523256 nChanged 0 Memory request: 0.00 GB would take us to total of 0.49 GB. Trying to split cluster 120 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (207.921568 sec): 2 clusters Score: Raw -1804.282919 + Penalty 35.503664 = -1768.779255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (207.921855 sec): 3 clusters Score: Raw -1798.492559 + Penalty 77.649847 = -1720.842713 nChanged 14 SP:Iteration 1F (207.922127 sec): 3 clusters Score: Raw -1823.736667 + Penalty 77.649847 = -1746.086821 nChanged 0 Time taken for this iteration:206.465717 seconds. 300->24 Clusters: Score -2173837.681867, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 278 (time per iteration =748.128813 ms) Total iterations: 3314 (time per iteration =62.757939 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 15159520000.000000 (time per metric unit =13.719419ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 378988000000.000000 (time per metric unit=548.776769ps) That took 207.979810 seconds. FileBase PeterP-2013-10-10_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 0.45 and 0.67 GB of RAM. Memory request: 0.22 GB would take us to total of 0.22 GB. ---------------------------------------------------------- Loaded 49068 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 49068 points ------ Starting initial clusters from distinct float masks Not enough masks (216) to generate starting clusters (300), so starting with (217) clusters instead. Assigned 217 initial classes from 216 unique masks. Deleting Class 156 (3 points): Lose 49.970066 but Gain 1698.913611 Iteration 0F (6.312822 sec): 216 clusters Score: Raw -2629414.726153 + Penalty 229464.706200 = -2399950.019953 nChanged 8479 Deleting Class 199 (1 points): Lose 7.837672 but Gain 1639.963366 Iteration 1F (11.112779 sec): 213 clusters Score: Raw -2646804.408247 + Penalty 225822.624421 = -2420981.783826 nChanged 2921 Deleting Class 153 (3 points): Lose 58.403737 but Gain 1689.048722 Iteration 2F (15.825107 sec): 210 clusters Score: Raw -2651784.956297 + Penalty 223118.359342 = -2428666.596954 nChanged 1836 Deleting Class 145 (4 points): Lose 81.268064 but Gain 1694.831398 Iteration 3Q (16.423857 sec): 208 clusters Score: Raw -2654604.212463 + Penalty 221127.014163 = -2433477.198300 nChanged 1339 Deleting Class 90 (4 points): Lose 86.296341 but Gain 1694.875755 Iteration 4Q (16.994404 sec): 207 clusters Score: Raw -2656302.759013 + Penalty 219702.890400 = -2436599.868613 nChanged 957 Deleting Class 184 (1 points): Lose 17.336914 but Gain 1608.045146 Iteration 5Q (17.480420 sec): 206 clusters Score: Raw -2657251.788199 + Penalty 218091.286663 = -2439160.501535 nChanged 603 Deleting Class 113 (4 points): Lose 81.828534 but Gain 1605.338278 Iteration 6Q (17.924488 sec): 205 clusters Score: Raw -2657694.632490 + Penalty 216504.195020 = -2441190.437469 nChanged 457 Deleting Class 189 (2 points): Lose 38.674198 but Gain 1556.552042 Iteration 7Q (18.345331 sec): 204 clusters Score: Raw -2658000.888498 + Penalty 214042.697969 = -2443958.190530 nChanged 365 Deleting Class 182 (1 points): Lose 3.852005 but Gain 1507.359971 Iteration 8Q (18.775881 sec): 202 clusters Score: Raw -2658256.420529 + Penalty 212566.981929 = -2445689.438600 nChanged 317 Deleting Class 58 (10 points): Lose 162.656854 but Gain 1654.572290 Iteration 9Q (19.174306 sec): 201 clusters Score: Raw -2658272.601272 + Penalty 210946.185306 = -2447326.415966 nChanged 255 Deleting Class 196 (1 points): Lose 7.811484 but Gain 1493.377357 Iteration 10F (23.700081 sec): 200 clusters Score: Raw -2658723.212416 + Penalty 209353.053895 = -2449370.158521 nChanged 301 Deleting Class 194 (1 points): Lose 23.463755 but Gain 1499.814137 Iteration 11Q (24.096105 sec): 199 clusters Score: Raw -2659028.138236 + Penalty 207890.041476 = -2451138.096760 nChanged 227 Deleting Class 169 (11 points): Lose 169.980070 but Gain 1634.927931 Iteration 12Q (24.481311 sec): 198 clusters Score: Raw -2659091.012507 + Penalty 206079.993489 = -2453011.019018 nChanged 179 Deleting Class 188 (6 points): Lose 113.382277 but Gain 1574.742987 Iteration 13Q (24.859140 sec): 197 clusters Score: Raw -2659154.730239 + Penalty 204709.665779 = -2454445.064460 nChanged 132 Deleting Class 206 (2 points): Lose 33.579660 but Gain 1514.416305 Iteration 14Q (25.231655 sec): 196 clusters Score: Raw -2659278.074222 + Penalty 203211.195163 = -2456066.879058 nChanged 104 Deleting Class 67 (23 points): Lose 247.673937 but Gain 1680.578144 Iteration 15Q (25.598597 sec): 195 clusters Score: Raw -2659110.432318 + Penalty 201619.286102 = -2457491.146216 nChanged 96 Deleting Class 170 (1 points): Lose 13.047443 but Gain 1444.262336 Iteration 16Q (25.963822 sec): 194 clusters Score: Raw -2659224.327611 + Penalty 200238.442754 = -2458985.884856 nChanged 75 Deleting Class 192 (2 points): Lose 38.988218 but Gain 1458.873013 Iteration 17Q (26.328452 sec): 193 clusters Score: Raw -2659252.390881 + Penalty 198788.287527 = -2460464.103354 nChanged 75 Deleting Class 154 (1 points): Lose 8.634921 but Gain 1417.469086 Iteration 18Q (26.689452 sec): 192 clusters Score: Raw -2659275.818422 + Penalty 197367.035841 = -2461908.782581 nChanged 73 Deleting Class 205 (2 points): Lose 27.374829 but Gain 1429.105666 Iteration 19Q (27.048353 sec): 191 clusters Score: Raw -2659282.187490 + Penalty 195947.992133 = -2463334.195357 nChanged 56 Writing temp clu file Memory request: 0.22 GB would take us to total of 0.45 GB. Compute initial score before splitting: Score: Raw -2659282.187490 + Penalty 195947.992133 = -2463334.195357Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 1 (131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.221720 sec): 2 clusters Score: Raw -7434.051551 + Penalty 234.843998 = -7199.207552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.222173 sec): 3 clusters Score: Raw -7392.869898 + Penalty 470.674959 = -6922.194939 nChanged 28 SP:Iteration 1F (27.222615 sec): 3 clusters Score: Raw -7419.584665 + Penalty 461.843602 = -6957.741063 nChanged 9 SP:Iteration 2F (27.223068 sec): 3 clusters Score: Raw -7433.875787 + Penalty 453.967047 = -6979.908740 nChanged 5 SP:Iteration 3Q (27.223493 sec): 3 clusters Score: Raw -7439.182092 + Penalty 442.789648 = -6996.392443 nChanged 4 SP:Iteration 4Q (27.223915 sec): 3 clusters Score: Raw -7444.181295 + Penalty 442.789648 = -7001.391646 nChanged 0 SP:Iteration 5F (27.224346 sec): 3 clusters Score: Raw -7444.181295 + Penalty 442.789648 = -7001.391646 nChanged 0 Memory request: 0.13 GB would take us to total of 0.58 GB. Trying to split cluster 2 (28607 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.345261 sec): 2 clusters Score: Raw -1557173.860632 + Penalty 89.725350 = -1557084.135281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.401994 sec): 3 clusters Score: Raw -1537864.322761 + Penalty 170.888191 = -1537693.434570 nChanged 13940 SP:Iteration 1F (27.459257 sec): 3 clusters Score: Raw -1549879.336221 + Penalty 162.360051 = -1549716.976170 nChanged 2828 SP:Iteration 2F (27.517041 sec): 3 clusters Score: Raw -1552107.444843 + Penalty 160.097254 = -1551947.347588 nChanged 1924 SP:Iteration 3F (27.574859 sec): 3 clusters Score: Raw -1553636.363724 + Penalty 159.314526 = -1553477.049198 nChanged 1585 SP:Iteration 4F (27.632644 sec): 3 clusters Score: Raw -1554647.089435 + Penalty 158.431320 = -1554488.658115 nChanged 1183 SP:Iteration 5Q (27.699335 sec): 3 clusters Score: Raw -1555281.038849 + Penalty 157.299890 = -1555123.738959 nChanged 934 SP:Iteration 6Q (27.755490 sec): 3 clusters Score: Raw -1555802.918930 + Penalty 156.509512 = -1555646.409418 nChanged 803 SP:Iteration 7Q (27.814103 sec): 3 clusters Score: Raw -1556267.586298 + Penalty 156.165401 = -1556111.420897 nChanged 751 SP:Iteration 8Q (27.869609 sec): 3 clusters Score: Raw -1556720.721795 + Penalty 155.102507 = -1556565.619288 nChanged 695 SP:Iteration 9Q (27.925078 sec): 3 clusters Score: Raw -1557139.559157 + Penalty 154.581912 = -1556984.977245 nChanged 601 SP:Iteration 10F (27.978148 sec): 3 clusters Score: Raw -1557506.295631 + Penalty 154.305871 = -1557351.989760 nChanged 467 SP:Iteration 11Q (28.033940 sec): 3 clusters Score: Raw -1557782.565381 + Penalty 154.009032 = -1557628.556349 nChanged 363 SP:Iteration 12Q (28.089987 sec): 3 clusters Score: Raw -1557983.684431 + Penalty 153.359672 = -1557830.324759 nChanged 268 SP:Iteration 13Q (28.145786 sec): 3 clusters Score: Raw -1558115.298381 + Penalty 154.569532 = -1557960.728849 nChanged 172 SP:Iteration 14Q (28.201666 sec): 3 clusters Score: Raw -1558181.754220 + Penalty 156.044723 = -1558025.709497 nChanged 90 SP:Iteration 15Q (28.256755 sec): 3 clusters Score: Raw -1558207.596082 + Penalty 157.525124 = -1558050.070958 nChanged 55 SP:Iteration 16Q (28.311636 sec): 3 clusters Score: Raw -1558220.991937 + Penalty 158.679134 = -1558062.312804 nChanged 36 SP:Iteration 17Q (28.363832 sec): 3 clusters Score: Raw -1558229.229973 + Penalty 159.060412 = -1558070.169561 nChanged 18 SP:Iteration 18Q (28.415046 sec): 3 clusters Score: Raw -1558235.099121 + Penalty 159.250776 = -1558075.848345 nChanged 20 SP:Iteration 19Q (28.465419 sec): 3 clusters Score: Raw -1558246.338549 + Penalty 159.750867 = -1558086.587682 nChanged 13 SP:Iteration 20F (28.517940 sec): 3 clusters Score: Raw -1558257.084230 + Penalty 160.548527 = -1558096.535703 nChanged 22 SP:Iteration 21Q (28.566731 sec): 3 clusters Score: Raw -1558273.947968 + Penalty 160.813939 = -1558113.134029 nChanged 19 SP:Iteration 22Q (28.614346 sec): 3 clusters Score: Raw -1558296.226744 + Penalty 160.427605 = -1558135.799139 nChanged 26 SP:Iteration 23Q (28.661016 sec): 3 clusters Score: Raw -1558318.580344 + Penalty 160.233527 = -1558158.346817 nChanged 25 SP:Iteration 24Q (28.707102 sec): 3 clusters Score: Raw -1558327.396998 + Penalty 159.741742 = -1558167.655257 nChanged 23 SP:Iteration 25Q (28.752446 sec): 3 clusters Score: Raw -1558331.372332 + Penalty 159.215796 = -1558172.156535 nChanged 17 SP:Iteration 26Q (28.797764 sec): 3 clusters Score: Raw -1558332.870137 + Penalty 159.121957 = -1558173.748180 nChanged 8 SP:Iteration 27Q (28.842617 sec): 3 clusters Score: Raw -1558334.323566 + Penalty 159.168746 = -1558175.154820 nChanged 9 SP:Iteration 28Q (28.887978 sec): 3 clusters Score: Raw -1558335.549854 + Penalty 159.263110 = -1558176.286745 nChanged 4 SP:Iteration 29Q (28.932496 sec): 3 clusters Score: Raw -1558336.069881 + Penalty 159.313717 = -1558176.756164 nChanged 6 SP:Iteration 30F (28.985515 sec): 3 clusters Score: Raw -1558336.450749 + Penalty 159.457680 = -1558176.993069 nChanged 5 SP:Iteration 31Q (29.029898 sec): 3 clusters Score: Raw -1558337.813363 + Penalty 159.604098 = -1558178.209264 nChanged 5 SP:Iteration 32Q (29.074451 sec): 3 clusters Score: Raw -1558338.541569 + Penalty 159.656758 = -1558178.884811 nChanged 4 SP:Iteration 33Q (29.118828 sec): 3 clusters Score: Raw -1558338.782925 + Penalty 159.785772 = -1558178.997153 nChanged 5 SP:Iteration 34Q (29.162953 sec): 3 clusters Score: Raw -1558340.708889 + Penalty 159.988750 = -1558180.720139 nChanged 4 SP:Iteration 35Q (29.207211 sec): 3 clusters Score: Raw -1558342.149362 + Penalty 160.144094 = -1558182.005268 nChanged 3 SP:Iteration 36Q (29.250907 sec): 3 clusters Score: Raw -1558342.591257 + Penalty 160.354163 = -1558182.237094 nChanged 5 SP:Iteration 37Q (29.295106 sec): 3 clusters Score: Raw -1558343.122188 + Penalty 160.626336 = -1558182.495852 nChanged 5 SP:Iteration 38Q (29.339409 sec): 3 clusters Score: Raw -1558343.775515 + Penalty 160.681753 = -1558183.093762 nChanged 1 SP:Iteration 39Q (29.383647 sec): 3 clusters Score: Raw -1558343.812274 + Penalty 160.737504 = -1558183.074770 nChanged 1 SP:Iteration 40F (29.438221 sec): 3 clusters Score: Raw -1558343.816013 + Penalty 160.737504 = -1558183.078509 nChanged 0 Score: Raw -2688423.812218 + Penalty 196022.738181 = -2492401.074037 Splitting cluster 2 changes total score from -2463334.195357 to -2492401.074037 So it's getting split into cluster 58. Memory request: 0.01 GB would take us to total of 0.45 GB. Trying to split cluster 3 (1030 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.761541 sec): 2 clusters Score: Raw -56979.632461 + Penalty 949.072658 = -56030.559803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.763682 sec): 3 clusters Score: Raw -56666.977232 + Penalty 1898.072802 = -54768.904429 nChanged 299 SP:Iteration 1F (33.765791 sec): 3 clusters Score: Raw -56934.372529 + Penalty 1898.473231 = -55035.899298 nChanged 74 SP:Iteration 2F (33.767809 sec): 3 clusters Score: Raw -57010.718852 + Penalty 1899.133400 = -55111.585451 nChanged 48 SP:Iteration 3Q (33.769784 sec): 3 clusters Score: Raw -57093.209353 + Penalty 1900.220080 = -55192.989273 nChanged 48 SP:Iteration 4Q (33.771739 sec): 3 clusters Score: Raw -57171.912554 + Penalty 1901.289895 = -55270.622658 nChanged 41 SP:Iteration 5Q (33.773650 sec): 3 clusters Score: Raw -57227.687908 + Penalty 1901.972122 = -55325.715786 nChanged 32 SP:Iteration 6Q (33.775549 sec): 3 clusters Score: Raw -57257.034685 + Penalty 1901.833504 = -55355.201181 nChanged 24 SP:Iteration 7Q (33.777468 sec): 3 clusters Score: Raw -57282.621216 + Penalty 1902.384274 = -55380.236942 nChanged 15 SP:Iteration 8Q (33.779422 sec): 3 clusters Score: Raw -57298.196992 + Penalty 1903.245948 = -55394.951045 nChanged 18 SP:Iteration 9Q (33.781353 sec): 3 clusters Score: Raw -57318.658661 + Penalty 1903.509768 = -55415.148893 nChanged 15 SP:Iteration 10F (33.783315 sec): 3 clusters Score: Raw -57336.521837 + Penalty 1903.589596 = -55432.932241 nChanged 10 SP:Iteration 11Q (33.785196 sec): 3 clusters Score: Raw -57350.104058 + Penalty 1904.083744 = -55446.020314 nChanged 10 SP:Iteration 12Q (33.787082 sec): 3 clusters Score: Raw -57364.657330 + Penalty 1904.277640 = -55460.379689 nChanged 11 SP:Iteration 13Q (33.789014 sec): 3 clusters Score: Raw -57375.078378 + Penalty 1904.475094 = -55470.603285 nChanged 5 SP:Iteration 14Q (33.791022 sec): 3 clusters Score: Raw -57380.637667 + Penalty 1903.394609 = -55477.243058 nChanged 5 SP:Iteration 15Q (33.792973 sec): 3 clusters Score: Raw -57385.750965 + Penalty 1903.209522 = -55482.541443 nChanged 5 SP:Iteration 16Q (33.794892 sec): 3 clusters Score: Raw -57388.586766 + Penalty 1902.563990 = -55486.022777 nChanged 3 SP:Iteration 17Q (33.796781 sec): 3 clusters Score: Raw -57391.138860 + Penalty 1902.741975 = -55488.396884 nChanged 2 SP:Iteration 18Q (33.798678 sec): 3 clusters Score: Raw -57392.069009 + Penalty 1902.641768 = -55489.427240 nChanged 2 SP:Iteration 19Q (33.800532 sec): 3 clusters Score: Raw -57392.819379 + Penalty 1902.463547 = -55490.355832 nChanged 1 SP:Iteration 20F (33.802482 sec): 3 clusters Score: Raw -57393.126732 + Penalty 1902.463547 = -55490.663185 nChanged 0 Memory request: 0.01 GB would take us to total of 0.45 GB. Trying to split cluster 4 (682 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.806087 sec): 2 clusters Score: Raw -44776.879347 + Penalty 865.843395 = -43911.035952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.807531 sec): 3 clusters Score: Raw -44579.032948 + Penalty 1731.104512 = -42847.928436 nChanged 174 SP:Iteration 1F (33.808915 sec): 3 clusters Score: Raw -44743.139665 + Penalty 1731.142965 = -43011.996699 nChanged 40 SP:Iteration 2F (33.810296 sec): 3 clusters Score: Raw -44788.895357 + Penalty 1731.324310 = -43057.571047 nChanged 28 SP:Iteration 3Q (33.811663 sec): 3 clusters Score: Raw -44815.257996 + Penalty 1731.377255 = -43083.880741 nChanged 10 SP:Iteration 4Q (33.813035 sec): 3 clusters Score: Raw -44823.891068 + Penalty 1731.421691 = -43092.469377 nChanged 8 SP:Iteration 5Q (33.814410 sec): 3 clusters Score: Raw -44829.361006 + Penalty 1731.324978 = -43098.036028 nChanged 7 SP:Iteration 6Q (33.815777 sec): 3 clusters Score: Raw -44836.041034 + Penalty 1731.244770 = -43104.796264 nChanged 7 SP:Iteration 7Q (33.817136 sec): 3 clusters Score: Raw -44839.651828 + Penalty 1731.244770 = -43108.407059 nChanged 0 SP:Iteration 8F (33.818541 sec): 3 clusters Score: Raw -44839.651828 + Penalty 1731.244770 = -43108.407059 nChanged 0 Memory request: 0.01 GB would take us to total of 0.45 GB. Trying to split cluster 5 (714 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.823270 sec): 2 clusters Score: Raw -41604.110239 + Penalty 311.537801 = -41292.572438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.824731 sec): 3 clusters Score: Raw -41214.726836 + Penalty 628.585102 = -40586.141734 nChanged 283 SP:Iteration 1F (33.826157 sec): 3 clusters Score: Raw -41435.104607 + Penalty 632.729931 = -40802.374675 nChanged 62 SP:Iteration 2F (33.827651 sec): 3 clusters Score: Raw -41471.029758 + Penalty 635.486533 = -40835.543225 nChanged 30 SP:Iteration 3Q (33.829108 sec): 3 clusters Score: Raw -41490.564699 + Penalty 637.982717 = -40852.581982 nChanged 32 SP:Iteration 4Q (33.830556 sec): 3 clusters Score: Raw -41523.609842 + Penalty 642.677187 = -40880.932655 nChanged 29 SP:Iteration 5Q (33.832000 sec): 3 clusters Score: Raw -41556.345496 + Penalty 648.254537 = -40908.090959 nChanged 21 SP:Iteration 6Q (33.833389 sec): 3 clusters Score: Raw -41576.375930 + Penalty 647.316489 = -40929.059440 nChanged 8 SP:Iteration 7Q (33.834738 sec): 3 clusters Score: Raw -41580.916492 + Penalty 649.373501 = -40931.542991 nChanged 4 SP:Iteration 8Q (33.836074 sec): 3 clusters Score: Raw -41581.675988 + Penalty 648.423029 = -40933.252959 nChanged 1 SP:Iteration 9Q (33.837439 sec): 3 clusters Score: Raw -41581.830189 + Penalty 647.860474 = -40933.969715 nChanged 1 SP:Iteration 10F (33.838883 sec): 3 clusters Score: Raw -41582.013234 + Penalty 647.234997 = -40934.778237 nChanged 1 SP:Iteration 11Q (33.840338 sec): 3 clusters Score: Raw -41582.267872 + Penalty 647.234997 = -40935.032875 nChanged 0 SP:Iteration 12F (33.841872 sec): 3 clusters Score: Raw -41582.267872 + Penalty 647.234997 = -40935.032875 nChanged 0 Memory request: 0.01 GB would take us to total of 0.45 GB. Trying to split cluster 6 (804 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.853817 sec): 2 clusters Score: Raw -45778.814368 + Penalty 122.595846 = -45656.218522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.855485 sec): 3 clusters Score: Raw -45267.913758 + Penalty 244.700484 = -45023.213274 nChanged 346 SP:Iteration 1F (33.857062 sec): 3 clusters Score: Raw -45721.880143 + Penalty 232.535675 = -45489.344469 nChanged 78 SP:Iteration 2F (33.858628 sec): 3 clusters Score: Raw -45777.493976 + Penalty 226.620570 = -45550.873406 nChanged 20 SP:Iteration 3Q (33.860206 sec): 3 clusters Score: Raw -45796.977893 + Penalty 221.543185 = -45575.434708 nChanged 8 SP:Iteration 4Q (33.861796 sec): 3 clusters Score: Raw -45800.975845 + Penalty 221.007464 = -45579.968381 nChanged 6 SP:Iteration 5Q (33.863358 sec): 3 clusters Score: Raw -45801.720179 + Penalty 221.159654 = -45580.560525 nChanged 3 SP:Iteration 6Q (33.864896 sec): 3 clusters Score: Raw -45801.976208 + Penalty 220.901358 = -45581.074850 nChanged 2 SP:Iteration 7Q (33.866422 sec): 3 clusters Score: Raw -45802.085009 + Penalty 220.901358 = -45581.183651 nChanged 0 SP:Iteration 8F (33.868045 sec): 3 clusters Score: Raw -45802.085009 + Penalty 220.901358 = -45581.183651 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 7 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.868672 sec): 2 clusters Score: Raw -575.331013 + Penalty 215.148253 = -360.182760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.868898 sec): 3 clusters Score: Raw -590.573203 + Penalty 429.895098 = -160.678106 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 8 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.869393 sec): 2 clusters Score: Raw -498.213787 + Penalty 152.720697 = -345.493090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.869645 sec): 3 clusters Score: Raw -506.964391 + Penalty 296.045375 = -210.919016 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 9 (453 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.871608 sec): 2 clusters Score: Raw -27135.833437 + Penalty 348.360081 = -26787.473356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.872677 sec): 3 clusters Score: Raw -26898.092265 + Penalty 697.362911 = -26200.729353 nChanged 164 SP:Iteration 1F (33.873652 sec): 3 clusters Score: Raw -27000.242433 + Penalty 705.313663 = -26294.928770 nChanged 61 SP:Iteration 2F (33.874637 sec): 3 clusters Score: Raw -27065.667117 + Penalty 726.119243 = -26339.547874 nChanged 44 SP:Iteration 3F (33.875622 sec): 3 clusters Score: Raw -27115.352269 + Penalty 748.297497 = -26367.054772 nChanged 26 SP:Iteration 4F (33.876604 sec): 3 clusters Score: Raw -27149.365284 + Penalty 769.302566 = -26380.062718 nChanged 14 SP:Iteration 5Q (33.877571 sec): 3 clusters Score: Raw -27161.036986 + Penalty 774.420462 = -26386.616524 nChanged 6 SP:Iteration 6Q (33.878539 sec): 3 clusters Score: Raw -27170.267123 + Penalty 779.578249 = -26390.688874 nChanged 6 SP:Iteration 7Q (33.879459 sec): 3 clusters Score: Raw -27177.101163 + Penalty 780.298890 = -26396.802272 nChanged 3 SP:Iteration 8Q (33.880373 sec): 3 clusters Score: Raw -27181.408609 + Penalty 781.715893 = -26399.692717 nChanged 1 SP:Iteration 9Q (33.881281 sec): 3 clusters Score: Raw -27181.684307 + Penalty 781.715893 = -26399.968415 nChanged 0 SP:Iteration 10F (33.882265 sec): 3 clusters Score: Raw -27181.684307 + Penalty 781.715893 = -26399.968415 nChanged 0 Memory request: 0.02 GB would take us to total of 0.46 GB. Trying to split cluster 10 (2771 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.895019 sec): 2 clusters Score: Raw -173049.719025 + Penalty 504.654105 = -172545.064920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.900639 sec): 3 clusters Score: Raw -171371.709650 + Penalty 1001.135717 = -170370.573932 nChanged 1190 SP:Iteration 1F (33.905757 sec): 3 clusters Score: Raw -172193.533906 + Penalty 994.612679 = -171198.921227 nChanged 341 SP:Iteration 2F (33.910992 sec): 3 clusters Score: Raw -172449.798106 + Penalty 992.878136 = -171456.919970 nChanged 166 SP:Iteration 3F (33.916112 sec): 3 clusters Score: Raw -172523.701908 + Penalty 991.517766 = -171532.184142 nChanged 87 SP:Iteration 4Q (33.921045 sec): 3 clusters Score: Raw -172556.670019 + Penalty 990.554142 = -171566.115877 nChanged 51 SP:Iteration 5Q (33.925970 sec): 3 clusters Score: Raw -172567.182527 + Penalty 989.824141 = -171577.358386 nChanged 23 SP:Iteration 6Q (33.931272 sec): 3 clusters Score: Raw -172571.589528 + Penalty 989.231224 = -171582.358304 nChanged 25 SP:Iteration 7Q (33.936197 sec): 3 clusters Score: Raw -172576.837197 + Penalty 988.487839 = -171588.349358 nChanged 19 SP:Iteration 8Q (33.941134 sec): 3 clusters Score: Raw -172579.551293 + Penalty 987.574617 = -171591.976675 nChanged 18 SP:Iteration 9Q (33.946200 sec): 3 clusters Score: Raw -172581.735308 + Penalty 986.641677 = -171595.093631 nChanged 19 SP:Iteration 10F (33.951316 sec): 3 clusters Score: Raw -172584.032517 + Penalty 985.901215 = -171598.131302 nChanged 15 SP:Iteration 11Q (33.956199 sec): 3 clusters Score: Raw -172585.883529 + Penalty 985.126840 = -171600.756689 nChanged 18 SP:Iteration 12Q (33.961066 sec): 3 clusters Score: Raw -172588.081637 + Penalty 983.907862 = -171604.173775 nChanged 22 SP:Iteration 13Q (33.966029 sec): 3 clusters Score: Raw -172592.856636 + Penalty 982.418672 = -171610.437963 nChanged 25 SP:Iteration 14Q (33.970991 sec): 3 clusters Score: Raw -172599.005786 + Penalty 980.161816 = -171618.843969 nChanged 34 SP:Iteration 15Q (33.975893 sec): 3 clusters Score: Raw -172607.132612 + Penalty 977.158871 = -171629.973741 nChanged 35 SP:Iteration 16Q (33.980746 sec): 3 clusters Score: Raw -172617.206432 + Penalty 974.671986 = -171642.534445 nChanged 39 SP:Iteration 17Q (33.985580 sec): 3 clusters Score: Raw -172629.685771 + Penalty 972.725482 = -171656.960289 nChanged 35 SP:Iteration 18Q (33.990416 sec): 3 clusters Score: Raw -172637.687944 + Penalty 971.795268 = -171665.892676 nChanged 24 SP:Iteration 19Q (33.995305 sec): 3 clusters Score: Raw -172642.663094 + Penalty 970.550761 = -171672.112333 nChanged 26 SP:Iteration 20F (34.000541 sec): 3 clusters Score: Raw -172648.498902 + Penalty 969.515602 = -171678.983300 nChanged 21 SP:Iteration 21Q (34.005359 sec): 3 clusters Score: Raw -172652.337251 + Penalty 967.439712 = -171684.897539 nChanged 28 SP:Iteration 22Q (34.010240 sec): 3 clusters Score: Raw -172659.194702 + Penalty 966.444677 = -171692.750025 nChanged 28 SP:Iteration 23Q (34.015119 sec): 3 clusters Score: Raw -172666.321427 + Penalty 965.106051 = -171701.215376 nChanged 37 SP:Iteration 24Q (34.019820 sec): 3 clusters Score: Raw -172678.780977 + Penalty 963.358264 = -171715.422713 nChanged 46 SP:Iteration 25Q (34.024493 sec): 3 clusters Score: Raw -172697.254121 + Penalty 961.340321 = -171735.913800 nChanged 51 SP:Iteration 26Q (34.029259 sec): 3 clusters Score: Raw -172723.886977 + Penalty 960.357977 = -171763.529000 nChanged 56 SP:Iteration 27Q (34.033992 sec): 3 clusters Score: Raw -172757.168358 + Penalty 960.320440 = -171796.847918 nChanged 52 SP:Iteration 28Q (34.038529 sec): 3 clusters Score: Raw -172787.326111 + Penalty 960.464878 = -171826.861233 nChanged 68 SP:Iteration 29Q (34.043093 sec): 3 clusters Score: Raw -172827.243084 + Penalty 959.457308 = -171867.785776 nChanged 57 SP:Iteration 30F (34.048206 sec): 3 clusters Score: Raw -172861.155813 + Penalty 961.944881 = -171899.210932 nChanged 57 SP:Iteration 31Q (34.052699 sec): 3 clusters Score: Raw -172894.472616 + Penalty 963.659527 = -171930.813089 nChanged 52 SP:Iteration 32Q (34.056992 sec): 3 clusters Score: Raw -172930.701181 + Penalty 968.370557 = -171962.330624 nChanged 46 SP:Iteration 33Q (34.061190 sec): 3 clusters Score: Raw -172965.778723 + Penalty 980.689526 = -171985.089197 nChanged 37 SP:Iteration 34Q (34.065412 sec): 3 clusters Score: Raw -172992.341710 + Penalty 985.991724 = -172006.349986 nChanged 20 SP:Iteration 35Q (34.069526 sec): 3 clusters Score: Raw -173003.896342 + Penalty 989.352890 = -172014.543452 nChanged 19 SP:Iteration 36Q (34.073696 sec): 3 clusters Score: Raw -173017.604032 + Penalty 1004.780479 = -172012.823554 nChanged 14 SP:Iteration 37F (34.078778 sec): 3 clusters Score: Raw -173027.899266 + Penalty 1017.194794 = -172010.704472 nChanged 13 SP:Iteration 38F (34.083783 sec): 3 clusters Score: Raw -173036.954968 + Penalty 1023.027335 = -172013.927633 nChanged 12 SP:Iteration 39Q (34.087873 sec): 3 clusters Score: Raw -173046.825430 + Penalty 1055.481414 = -171991.344015 nChanged 14 SP:Iteration 40F (34.092956 sec): 3 clusters Score: Raw -173062.942926 + Penalty 1085.005010 = -171977.937916 nChanged 9 SP:Iteration 41F (34.097965 sec): 3 clusters Score: Raw -173070.910287 + Penalty 1089.607999 = -171981.302289 nChanged 4 SP:Iteration 42Q (34.102164 sec): 3 clusters Score: Raw -173075.222049 + Penalty 1114.152498 = -171961.069551 nChanged 7 SP:Iteration 43F (34.107199 sec): 3 clusters Score: Raw -173082.687520 + Penalty 1121.192890 = -171961.494630 nChanged 2 SP:Iteration 44Q (34.111282 sec): 3 clusters Score: Raw -173084.067781 + Penalty 1121.192890 = -171962.874891 nChanged 0 SP:Iteration 45F (34.116375 sec): 3 clusters Score: Raw -173084.067781 + Penalty 1121.192890 = -171962.874891 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 11 (2390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.127100 sec): 2 clusters Score: Raw -142357.531151 + Penalty 303.506956 = -142054.024195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.131651 sec): 3 clusters Score: Raw -140852.751442 + Penalty 595.605948 = -140257.145494 nChanged 1066 SP:Iteration 1F (34.136025 sec): 3 clusters Score: Raw -141604.224083 + Penalty 568.338984 = -141035.885099 nChanged 313 SP:Iteration 2F (34.140345 sec): 3 clusters Score: Raw -141897.300777 + Penalty 548.176930 = -141349.123847 nChanged 201 SP:Iteration 3F (34.144685 sec): 3 clusters Score: Raw -142099.888754 + Penalty 531.143016 = -141568.745738 nChanged 147 SP:Iteration 4F (34.148999 sec): 3 clusters Score: Raw -142224.658796 + Penalty 533.368960 = -141691.289836 nChanged 89 SP:Iteration 5Q (34.153036 sec): 3 clusters Score: Raw -142304.253097 + Penalty 544.537760 = -141759.715337 nChanged 49 SP:Iteration 6Q (34.156818 sec): 3 clusters Score: Raw -142342.850429 + Penalty 533.074941 = -141809.775488 nChanged 21 SP:Iteration 7Q (34.160502 sec): 3 clusters Score: Raw -142355.979203 + Penalty 551.674318 = -141804.304885 nChanged 9 SP:Iteration 8F (34.164814 sec): 3 clusters Score: Raw -142361.551843 + Penalty 560.048613 = -141801.503230 nChanged 4 SP:Iteration 9F (34.169079 sec): 3 clusters Score: Raw -142362.908756 + Penalty 570.490618 = -141792.418137 nChanged 1 SP:Iteration 10F (34.173497 sec): 3 clusters Score: Raw -142362.808963 + Penalty 582.551775 = -141780.257188 nChanged 1 SP:Iteration 11F (34.178116 sec): 3 clusters Score: Raw -142363.975450 + Penalty 589.438619 = -141774.536831 nChanged 1 SP:Iteration 12F (34.182828 sec): 3 clusters Score: Raw -142364.168029 + Penalty 589.438619 = -141774.729409 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 12 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.185254 sec): 2 clusters Score: Raw -2733.560171 + Penalty 98.129640 = -2635.430531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.185566 sec): 3 clusters Score: Raw -2725.522009 + Penalty 196.018669 = -2529.503340 nChanged 11 SP:Iteration 1F (34.185863 sec): 3 clusters Score: Raw -2743.405386 + Penalty 195.242105 = -2548.163280 nChanged 5 SP:Iteration 2F (34.186159 sec): 3 clusters Score: Raw -2751.373991 + Penalty 195.880252 = -2555.493739 nChanged 1 SP:Iteration 3Q (34.186449 sec): 3 clusters Score: Raw -2751.944810 + Penalty 196.711048 = -2555.233762 nChanged 1 SP:Iteration 4F (34.186762 sec): 3 clusters Score: Raw -2752.254615 + Penalty 196.711048 = -2555.543567 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 13 (485 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.188689 sec): 2 clusters Score: Raw -29348.591814 + Penalty 464.467274 = -28884.124539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.189796 sec): 3 clusters Score: Raw -29149.658393 + Penalty 931.432242 = -28218.226151 nChanged 151 SP:Iteration 1F (34.190874 sec): 3 clusters Score: Raw -29283.562159 + Penalty 932.430822 = -28351.131337 nChanged 44 SP:Iteration 2F (34.191919 sec): 3 clusters Score: Raw -29324.049824 + Penalty 935.724699 = -28388.325125 nChanged 23 SP:Iteration 3Q (34.194718 sec): 3 clusters Score: Raw -29344.745612 + Penalty 940.202045 = -28404.543568 nChanged 18 SP:Iteration 4Q (34.196936 sec): 3 clusters Score: Raw -29358.048029 + Penalty 942.920218 = -28415.127811 nChanged 11 SP:Iteration 5Q (34.198990 sec): 3 clusters Score: Raw -29364.963098 + Penalty 944.168012 = -28420.795085 nChanged 7 SP:Iteration 6Q (34.200696 sec): 3 clusters Score: Raw -29369.080839 + Penalty 944.767406 = -28424.313433 nChanged 4 SP:Iteration 7Q (34.202401 sec): 3 clusters Score: Raw -29372.242363 + Penalty 945.371226 = -28426.871137 nChanged 2 SP:Iteration 8Q (34.203924 sec): 3 clusters Score: Raw -29373.587014 + Penalty 946.570877 = -28427.016137 nChanged 3 SP:Iteration 9Q (34.205355 sec): 3 clusters Score: Raw -29375.621257 + Penalty 947.513797 = -28428.107460 nChanged 1 SP:Iteration 10F (34.206407 sec): 3 clusters Score: Raw -29375.769561 + Penalty 947.212627 = -28428.556934 nChanged 1 SP:Iteration 11Q (34.207496 sec): 3 clusters Score: Raw -29376.442025 + Penalty 947.212627 = -28429.229398 nChanged 0 SP:Iteration 12F (34.208589 sec): 3 clusters Score: Raw -29376.442025 + Penalty 947.212627 = -28429.229398 nChanged 0 Memory request: 0.01 GB would take us to total of 0.45 GB. Trying to split cluster 14 (553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.210806 sec): 2 clusters Score: Raw -32206.282477 + Penalty 273.753145 = -31932.529332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.212121 sec): 3 clusters Score: Raw -31906.192498 + Penalty 541.952042 = -31364.240456 nChanged 210 SP:Iteration 1F (34.213417 sec): 3 clusters Score: Raw -32093.137225 + Penalty 545.045873 = -31548.091352 nChanged 80 SP:Iteration 2F (34.214694 sec): 3 clusters Score: Raw -32166.931616 + Penalty 550.825504 = -31616.106112 nChanged 32 SP:Iteration 3F (34.215940 sec): 3 clusters Score: Raw -32189.543394 + Penalty 557.867539 = -31631.675855 nChanged 19 SP:Iteration 4Q (34.217179 sec): 3 clusters Score: Raw -32199.006285 + Penalty 562.441443 = -31636.564842 nChanged 16 SP:Iteration 5Q (34.218425 sec): 3 clusters Score: Raw -32209.232363 + Penalty 568.616198 = -31640.616165 nChanged 17 SP:Iteration 6Q (34.219675 sec): 3 clusters Score: Raw -32220.102846 + Penalty 575.733717 = -31644.369129 nChanged 12 SP:Iteration 7Q (34.220929 sec): 3 clusters Score: Raw -32226.764567 + Penalty 586.089484 = -31640.675083 nChanged 10 SP:Iteration 8F (34.222201 sec): 3 clusters Score: Raw -32232.126746 + Penalty 593.254842 = -31638.871904 nChanged 10 SP:Iteration 9F (34.223486 sec): 3 clusters Score: Raw -32239.251635 + Penalty 598.728551 = -31640.523084 nChanged 6 SP:Iteration 10F (34.224754 sec): 3 clusters Score: Raw -32243.484153 + Penalty 600.269915 = -31643.214238 nChanged 5 SP:Iteration 11Q (34.226022 sec): 3 clusters Score: Raw -32247.869933 + Penalty 607.598159 = -31640.271774 nChanged 6 SP:Iteration 12F (34.227331 sec): 3 clusters Score: Raw -32251.941469 + Penalty 607.650719 = -31644.290750 nChanged 5 SP:Iteration 13Q (34.228602 sec): 3 clusters Score: Raw -32254.689278 + Penalty 600.287268 = -31654.402009 nChanged 4 SP:Iteration 14Q (34.229893 sec): 3 clusters Score: Raw -32257.509520 + Penalty 602.838681 = -31654.670839 nChanged 1 SP:Iteration 15Q (34.231181 sec): 3 clusters Score: Raw -32258.446074 + Penalty 602.278913 = -31656.167160 nChanged 1 SP:Iteration 16Q (34.232461 sec): 3 clusters Score: Raw -32258.657999 + Penalty 602.278913 = -31656.379085 nChanged 0 SP:Iteration 17F (34.233737 sec): 3 clusters Score: Raw -32258.657999 + Penalty 602.278913 = -31656.379085 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 15 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.234380 sec): 2 clusters Score: Raw -2457.302338 + Penalty 154.463833 = -2302.838505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.234686 sec): 3 clusters Score: Raw -2477.853725 + Penalty 309.147074 = -2168.706652 nChanged 5 SP:Iteration 1F (34.234980 sec): 3 clusters Score: Raw -2486.579237 + Penalty 309.147074 = -2177.432164 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 16 (1234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.239192 sec): 2 clusters Score: Raw -73746.416878 + Penalty 261.200149 = -73485.216729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.241688 sec): 3 clusters Score: Raw -73027.317505 + Penalty 525.560460 = -72501.757045 nChanged 503 SP:Iteration 1F (34.244164 sec): 3 clusters Score: Raw -73320.604628 + Penalty 536.010046 = -72784.594582 nChanged 161 SP:Iteration 2F (34.246873 sec): 3 clusters Score: Raw -73432.158892 + Penalty 548.092087 = -72884.066805 nChanged 113 SP:Iteration 3F (34.249456 sec): 3 clusters Score: Raw -73510.482484 + Penalty 554.984314 = -72955.498170 nChanged 59 SP:Iteration 4Q (34.251989 sec): 3 clusters Score: Raw -73554.199708 + Penalty 561.261562 = -72992.938146 nChanged 50 SP:Iteration 5Q (34.257751 sec): 3 clusters Score: Raw -73608.968343 + Penalty 567.429084 = -73041.539259 nChanged 47 SP:Iteration 6Q (34.262006 sec): 3 clusters Score: Raw -73642.745530 + Penalty 573.662013 = -73069.083517 nChanged 33 SP:Iteration 7Q (34.265522 sec): 3 clusters Score: Raw -73674.541755 + Penalty 580.673328 = -73093.868426 nChanged 29 SP:Iteration 8Q (34.267892 sec): 3 clusters Score: Raw -73696.953620 + Penalty 582.698890 = -73114.254730 nChanged 18 SP:Iteration 9Q (34.270234 sec): 3 clusters Score: Raw -73706.186972 + Penalty 585.517049 = -73120.669923 nChanged 12 SP:Iteration 10F (34.272591 sec): 3 clusters Score: Raw -73712.088356 + Penalty 588.284714 = -73123.803642 nChanged 14 SP:Iteration 11Q (34.274849 sec): 3 clusters Score: Raw -73720.793374 + Penalty 592.327526 = -73128.465848 nChanged 19 SP:Iteration 12Q (34.277121 sec): 3 clusters Score: Raw -73734.207933 + Penalty 593.697320 = -73140.510613 nChanged 13 SP:Iteration 13Q (34.279411 sec): 3 clusters Score: Raw -73746.675154 + Penalty 594.693665 = -73151.981488 nChanged 12 SP:Iteration 14Q (34.281712 sec): 3 clusters Score: Raw -73755.841828 + Penalty 593.016187 = -73162.825641 nChanged 7 SP:Iteration 15Q (34.284218 sec): 3 clusters Score: Raw -73757.187756 + Penalty 592.164417 = -73165.023340 nChanged 4 SP:Iteration 16Q (34.286884 sec): 3 clusters Score: Raw -73757.880225 + Penalty 589.952929 = -73167.927296 nChanged 7 SP:Iteration 17Q (34.289511 sec): 3 clusters Score: Raw -73759.271800 + Penalty 589.264677 = -73170.007123 nChanged 4 SP:Iteration 18Q (34.291887 sec): 3 clusters Score: Raw -73760.849532 + Penalty 588.395658 = -73172.453874 nChanged 4 SP:Iteration 19Q (34.294268 sec): 3 clusters Score: Raw -73761.531450 + Penalty 586.237230 = -73175.294220 nChanged 4 SP:Iteration 20F (34.296783 sec): 3 clusters Score: Raw -73762.499538 + Penalty 584.771367 = -73177.728171 nChanged 3 SP:Iteration 21Q (34.299180 sec): 3 clusters Score: Raw -73763.157294 + Penalty 584.690342 = -73178.466952 nChanged 1 SP:Iteration 22Q (34.301549 sec): 3 clusters Score: Raw -73763.325535 + Penalty 584.847475 = -73178.478060 nChanged 1 SP:Iteration 23Q (34.303918 sec): 3 clusters Score: Raw -73763.566355 + Penalty 583.983242 = -73179.583113 nChanged 2 SP:Iteration 24Q (34.306293 sec): 3 clusters Score: Raw -73763.729849 + Penalty 583.983242 = -73179.746607 nChanged 0 SP:Iteration 25F (34.308863 sec): 3 clusters Score: Raw -73763.729849 + Penalty 583.983242 = -73179.746607 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 17 (394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.310570 sec): 2 clusters Score: Raw -17101.910297 + Penalty 872.814776 = -16229.095521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.311573 sec): 3 clusters Score: Raw -17161.800782 + Penalty 1745.678122 = -15416.122660 nChanged 105 SP:Iteration 1F (34.312544 sec): 3 clusters Score: Raw -17503.089608 + Penalty 1745.779987 = -15757.309620 nChanged 30 SP:Iteration 2F (34.313523 sec): 3 clusters Score: Raw -17589.760044 + Penalty 1745.301278 = -15844.458765 nChanged 14 SP:Iteration 3Q (34.314412 sec): 3 clusters Score: Raw -17624.091586 + Penalty 1744.832445 = -15879.259141 nChanged 5 SP:Iteration 4Q (34.315270 sec): 3 clusters Score: Raw -17633.717918 + Penalty 1744.131718 = -15889.586200 nChanged 4 SP:Iteration 5Q (34.316125 sec): 3 clusters Score: Raw -17639.774000 + Penalty 1744.131718 = -15895.642282 nChanged 0 SP:Iteration 6F (34.317059 sec): 3 clusters Score: Raw -17639.774000 + Penalty 1744.131718 = -15895.642282 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 18 (70 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.317766 sec): 2 clusters Score: Raw -4318.827748 + Penalty 360.995940 = -3957.831808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.318109 sec): 3 clusters Score: Raw -4327.439713 + Penalty 722.118129 = -3605.321584 nChanged 5 SP:Iteration 1F (34.318444 sec): 3 clusters Score: Raw -4343.084220 + Penalty 722.378361 = -3620.705859 nChanged 2 SP:Iteration 2Q (34.318769 sec): 3 clusters Score: Raw -4350.814394 + Penalty 722.045254 = -3628.769140 nChanged 1 SP:Iteration 3Q (34.319128 sec): 3 clusters Score: Raw -4351.625006 + Penalty 722.045254 = -3629.579752 nChanged 0 SP:Iteration 4F (34.319462 sec): 3 clusters Score: Raw -4351.625006 + Penalty 722.045254 = -3629.579752 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 19 (275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.321160 sec): 2 clusters Score: Raw -16748.079908 + Penalty 681.094313 = -16066.985595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.321885 sec): 3 clusters Score: Raw -16749.344575 + Penalty 1362.179224 = -15387.165350 nChanged 61 SP:Iteration 1F (34.322601 sec): 3 clusters Score: Raw -16846.304229 + Penalty 1362.206293 = -15484.097936 nChanged 8 SP:Iteration 2Q (34.323303 sec): 3 clusters Score: Raw -16860.758258 + Penalty 1361.776037 = -15498.982221 nChanged 10 SP:Iteration 3Q (34.324041 sec): 3 clusters Score: Raw -16877.635637 + Penalty 1361.497050 = -15516.138587 nChanged 3 SP:Iteration 4Q (34.324818 sec): 3 clusters Score: Raw -16881.902537 + Penalty 1361.182700 = -15520.719836 nChanged 3 SP:Iteration 5Q (34.325589 sec): 3 clusters Score: Raw -16885.625242 + Penalty 1361.064203 = -15524.561040 nChanged 1 SP:Iteration 6Q (34.326353 sec): 3 clusters Score: Raw -16887.525109 + Penalty 1361.064203 = -15526.460906 nChanged 0 SP:Iteration 7F (34.327146 sec): 3 clusters Score: Raw -16887.525109 + Penalty 1361.064203 = -15526.460906 nChanged 0 Memory request: 0.01 GB would take us to total of 0.45 GB. Trying to split cluster 20 (1080 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.330832 sec): 2 clusters Score: Raw -62142.230784 + Penalty 264.473825 = -61877.756958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.333371 sec): 3 clusters Score: Raw -61518.457925 + Penalty 552.367572 = -60966.090352 nChanged 445 SP:Iteration 1F (34.335955 sec): 3 clusters Score: Raw -61864.092791 + Penalty 558.399901 = -61305.692890 nChanged 117 SP:Iteration 2F (34.338579 sec): 3 clusters Score: Raw -61988.373901 + Penalty 553.475203 = -61434.898699 nChanged 90 SP:Iteration 3F (34.341150 sec): 3 clusters Score: Raw -62092.668023 + Penalty 547.543871 = -61545.124152 nChanged 61 SP:Iteration 4F (34.343748 sec): 3 clusters Score: Raw -62152.730683 + Penalty 543.348735 = -61609.381948 nChanged 30 SP:Iteration 5Q (34.346323 sec): 3 clusters Score: Raw -62187.056617 + Penalty 534.354373 = -61652.702244 nChanged 18 SP:Iteration 6Q (34.348918 sec): 3 clusters Score: Raw -62205.741388 + Penalty 530.918458 = -61674.822930 nChanged 11 SP:Iteration 7Q (34.351389 sec): 3 clusters Score: Raw -62215.651739 + Penalty 529.030326 = -61686.621413 nChanged 13 SP:Iteration 8Q (34.353768 sec): 3 clusters Score: Raw -62229.180588 + Penalty 527.097372 = -61702.083217 nChanged 9 SP:Iteration 9Q (34.356100 sec): 3 clusters Score: Raw -62232.960028 + Penalty 522.613033 = -61710.346995 nChanged 5 SP:Iteration 10F (34.358654 sec): 3 clusters Score: Raw -62236.752574 + Penalty 523.243007 = -61713.509567 nChanged 1 SP:Iteration 11Q (34.360974 sec): 3 clusters Score: Raw -62237.221562 + Penalty 524.086849 = -61713.134713 nChanged 2 SP:Iteration 12F (34.363536 sec): 3 clusters Score: Raw -62237.758815 + Penalty 524.547563 = -61713.211252 nChanged 3 SP:Iteration 13Q (34.365819 sec): 3 clusters Score: Raw -62239.104647 + Penalty 525.183566 = -61713.921081 nChanged 1 SP:Iteration 14Q (34.368104 sec): 3 clusters Score: Raw -62239.460805 + Penalty 525.183566 = -61714.277240 nChanged 0 SP:Iteration 15F (34.370662 sec): 3 clusters Score: Raw -62239.460805 + Penalty 525.183566 = -61714.277240 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 21 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.371300 sec): 2 clusters Score: Raw -375.883699 + Penalty 153.440357 = -222.443342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.371571 sec): 3 clusters Score: Raw -385.052732 + Penalty 322.760840 = -62.291891 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 22 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.372210 sec): 2 clusters Score: Raw -2040.080678 + Penalty 439.153673 = -1600.927006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.372509 sec): 3 clusters Score: Raw -2148.988732 + Penalty 883.977939 = -1265.010792 nChanged 0 Memory request: 0.01 GB would take us to total of 0.45 GB. Trying to split cluster 23 (605 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.374932 sec): 2 clusters Score: Raw -39663.376034 + Penalty 433.594639 = -39229.781395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.376505 sec): 3 clusters Score: Raw -39372.458238 + Penalty 867.132635 = -38505.325602 nChanged 206 SP:Iteration 1F (34.378012 sec): 3 clusters Score: Raw -39490.577502 + Penalty 867.096441 = -38623.481061 nChanged 47 SP:Iteration 2F (34.379517 sec): 3 clusters Score: Raw -39521.910506 + Penalty 867.173703 = -38654.736803 nChanged 20 SP:Iteration 3Q (34.381029 sec): 3 clusters Score: Raw -39534.865786 + Penalty 866.951603 = -38667.914184 nChanged 13 SP:Iteration 4Q (34.382553 sec): 3 clusters Score: Raw -39542.891292 + Penalty 867.264255 = -38675.627037 nChanged 9 SP:Iteration 5Q (34.384091 sec): 3 clusters Score: Raw -39549.035882 + Penalty 867.042161 = -38681.993722 nChanged 18 SP:Iteration 6Q (34.385679 sec): 3 clusters Score: Raw -39559.768400 + Penalty 867.282282 = -38692.486117 nChanged 19 SP:Iteration 7Q (34.387256 sec): 3 clusters Score: Raw -39571.000240 + Penalty 865.961717 = -38705.038523 nChanged 20 SP:Iteration 8Q (34.388807 sec): 3 clusters Score: Raw -39588.449268 + Penalty 864.725439 = -38723.723829 nChanged 19 SP:Iteration 9Q (34.390344 sec): 3 clusters Score: Raw -39606.480052 + Penalty 864.713300 = -38741.766752 nChanged 13 SP:Iteration 10F (34.391960 sec): 3 clusters Score: Raw -39618.960003 + Penalty 864.277110 = -38754.682893 nChanged 12 SP:Iteration 11Q (34.393543 sec): 3 clusters Score: Raw -39626.144376 + Penalty 864.664201 = -38761.480174 nChanged 5 SP:Iteration 12Q (34.395062 sec): 3 clusters Score: Raw -39628.734621 + Penalty 864.737109 = -38763.997512 nChanged 7 SP:Iteration 13Q (34.396548 sec): 3 clusters Score: Raw -39634.156981 + Penalty 864.350409 = -38769.806572 nChanged 6 SP:Iteration 14Q (34.398101 sec): 3 clusters Score: Raw -39644.539584 + Penalty 863.527187 = -38781.012396 nChanged 6 SP:Iteration 15Q (34.399681 sec): 3 clusters Score: Raw -39649.175686 + Penalty 862.818728 = -38786.356959 nChanged 3 SP:Iteration 16Q (34.401068 sec): 3 clusters Score: Raw -39650.648554 + Penalty 862.660455 = -38787.988099 nChanged 3 SP:Iteration 17Q (34.402428 sec): 3 clusters Score: Raw -39651.589615 + Penalty 862.763727 = -38788.825888 nChanged 5 SP:Iteration 18Q (34.403731 sec): 3 clusters Score: Raw -39654.114141 + Penalty 863.345377 = -38790.768764 nChanged 2 SP:Iteration 19Q (34.405027 sec): 3 clusters Score: Raw -39654.941879 + Penalty 863.345377 = -38791.596502 nChanged 0 SP:Iteration 20F (34.406400 sec): 3 clusters Score: Raw -39654.941879 + Penalty 863.345377 = -38791.596502 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 24 (104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.407189 sec): 2 clusters Score: Raw -5817.449708 + Penalty 262.608609 = -5554.841099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.407592 sec): 3 clusters Score: Raw -5810.818488 + Penalty 529.679385 = -5281.139103 nChanged 21 SP:Iteration 1F (34.407988 sec): 3 clusters Score: Raw -5834.107122 + Penalty 533.336574 = -5300.770548 nChanged 4 SP:Iteration 2Q (34.408377 sec): 3 clusters Score: Raw -5838.715010 + Penalty 535.525276 = -5303.189733 nChanged 3 SP:Iteration 3Q (34.408764 sec): 3 clusters Score: Raw -5842.848922 + Penalty 537.503219 = -5305.345703 nChanged 3 SP:Iteration 4Q (34.409415 sec): 3 clusters Score: Raw -5847.571837 + Penalty 539.563889 = -5308.007948 nChanged 1 SP:Iteration 5Q (34.409804 sec): 3 clusters Score: Raw -5848.014442 + Penalty 542.828230 = -5305.186213 nChanged 2 SP:Iteration 6F (34.410199 sec): 3 clusters Score: Raw -5848.836584 + Penalty 548.306086 = -5300.530498 nChanged 3 SP:Iteration 7F (34.410594 sec): 3 clusters Score: Raw -5851.917888 + Penalty 552.187110 = -5299.730778 nChanged 2 SP:Iteration 8F (34.410989 sec): 3 clusters Score: Raw -5855.175622 + Penalty 557.282784 = -5297.892837 nChanged 2 SP:Iteration 9F (34.411384 sec): 3 clusters Score: Raw -5857.884711 + Penalty 563.371460 = -5294.513251 nChanged 2 SP:Iteration 10F (34.411778 sec): 3 clusters Score: Raw -5860.023826 + Penalty 563.371460 = -5296.652367 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 25 (1419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.416411 sec): 2 clusters Score: Raw -93925.640008 + Penalty 620.185389 = -93305.454619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.419218 sec): 3 clusters Score: Raw -93204.808995 + Penalty 1240.339609 = -91964.469387 nChanged 528 SP:Iteration 1F (34.421985 sec): 3 clusters Score: Raw -93516.365497 + Penalty 1242.890641 = -92273.474856 nChanged 129 SP:Iteration 2F (34.424762 sec): 3 clusters Score: Raw -93604.326174 + Penalty 1247.186463 = -92357.139711 nChanged 89 SP:Iteration 3F (34.427589 sec): 3 clusters Score: Raw -93655.219171 + Penalty 1253.355384 = -92401.863786 nChanged 68 SP:Iteration 4Q (34.430443 sec): 3 clusters Score: Raw -93700.296765 + Penalty 1260.296121 = -92440.000644 nChanged 64 SP:Iteration 5Q (34.433271 sec): 3 clusters Score: Raw -93745.648120 + Penalty 1268.971757 = -92476.676363 nChanged 57 SP:Iteration 6Q (34.436146 sec): 3 clusters Score: Raw -93787.510632 + Penalty 1276.965728 = -92510.544904 nChanged 45 SP:Iteration 7Q (34.439002 sec): 3 clusters Score: Raw -93821.005099 + Penalty 1286.933411 = -92534.071687 nChanged 44 SP:Iteration 8Q (34.441796 sec): 3 clusters Score: Raw -93852.679646 + Penalty 1292.920382 = -92559.759264 nChanged 35 SP:Iteration 9Q (34.444652 sec): 3 clusters Score: Raw -93875.274655 + Penalty 1298.328570 = -92576.946085 nChanged 32 SP:Iteration 10F (34.447520 sec): 3 clusters Score: Raw -93896.631374 + Penalty 1301.636310 = -92594.995064 nChanged 27 SP:Iteration 11Q (34.450310 sec): 3 clusters Score: Raw -93915.706341 + Penalty 1308.069455 = -92607.636886 nChanged 28 SP:Iteration 12Q (34.453076 sec): 3 clusters Score: Raw -93933.096838 + Penalty 1314.904129 = -92618.192709 nChanged 27 SP:Iteration 13Q (34.455801 sec): 3 clusters Score: Raw -93949.458450 + Penalty 1322.925962 = -92626.532488 nChanged 26 SP:Iteration 14Q (34.458521 sec): 3 clusters Score: Raw -93960.378038 + Penalty 1331.837995 = -92628.540042 nChanged 23 SP:Iteration 15Q (34.461247 sec): 3 clusters Score: Raw -93976.425337 + Penalty 1343.767183 = -92632.658154 nChanged 29 SP:Iteration 16Q (34.463971 sec): 3 clusters Score: Raw -93993.668564 + Penalty 1352.440598 = -92641.227966 nChanged 25 SP:Iteration 17Q (34.466662 sec): 3 clusters Score: Raw -94009.902604 + Penalty 1363.536363 = -92646.366241 nChanged 24 SP:Iteration 18Q (34.469348 sec): 3 clusters Score: Raw -94022.332971 + Penalty 1373.050068 = -92649.282903 nChanged 20 SP:Iteration 19Q (34.472031 sec): 3 clusters Score: Raw -94034.902620 + Penalty 1380.500846 = -92654.401773 nChanged 20 SP:Iteration 20F (34.474905 sec): 3 clusters Score: Raw -94045.289917 + Penalty 1387.292680 = -92657.997237 nChanged 13 SP:Iteration 21Q (34.477608 sec): 3 clusters Score: Raw -94053.164850 + Penalty 1391.019229 = -92662.145621 nChanged 10 SP:Iteration 22Q (34.480327 sec): 3 clusters Score: Raw -94057.815662 + Penalty 1393.726079 = -92664.089583 nChanged 6 SP:Iteration 23Q (34.483013 sec): 3 clusters Score: Raw -94060.371490 + Penalty 1395.353815 = -92665.017675 nChanged 6 SP:Iteration 24Q (34.485849 sec): 3 clusters Score: Raw -94063.966761 + Penalty 1398.035536 = -92665.931225 nChanged 4 SP:Iteration 25Q (34.488493 sec): 3 clusters Score: Raw -94066.499487 + Penalty 1401.344147 = -92665.155340 nChanged 5 SP:Iteration 26F (34.491376 sec): 3 clusters Score: Raw -94069.528405 + Penalty 1402.632026 = -92666.896379 nChanged 3 SP:Iteration 27Q (34.494028 sec): 3 clusters Score: Raw -94071.764130 + Penalty 1404.107944 = -92667.656186 nChanged 3 SP:Iteration 28Q (34.496675 sec): 3 clusters Score: Raw -94073.294156 + Penalty 1403.753198 = -92669.540958 nChanged 2 SP:Iteration 29Q (34.499307 sec): 3 clusters Score: Raw -94074.080885 + Penalty 1403.753198 = -92670.327687 nChanged 0 SP:Iteration 30F (34.502210 sec): 3 clusters Score: Raw -94074.080885 + Penalty 1403.753198 = -92670.327687 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 26 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.502823 sec): 2 clusters Score: Raw -973.513090 + Penalty 177.323007 = -796.190083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.503076 sec): 3 clusters Score: Raw -1011.014143 + Penalty 353.217117 = -657.797027 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 27 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.503557 sec): 2 clusters Score: Raw -133.613341 + Penalty 70.917926 = -62.695415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.503750 sec): 2 clusters Score: Raw -133.613341 + Penalty 70.917926 = -62.695415 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 28 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.504325 sec): 2 clusters Score: Raw -2104.470725 + Penalty 302.695531 = -1801.775194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.504602 sec): 3 clusters Score: Raw -2146.862421 + Penalty 617.520582 = -1529.341839 nChanged 1 SP:Iteration 1Q (34.504867 sec): 3 clusters Score: Raw -2151.835279 + Penalty 617.520582 = -1534.314697 nChanged 0 SP:Iteration 2F (34.505140 sec): 3 clusters Score: Raw -2151.835279 + Penalty 617.520582 = -1534.314697 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 29 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.505741 sec): 2 clusters Score: Raw -3155.450537 + Penalty 514.783876 = -2640.666662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.506040 sec): 3 clusters Score: Raw -3246.930058 + Penalty 1029.567752 = -2217.362306 nChanged 3 SP:Iteration 1F (34.506334 sec): 3 clusters Score: Raw -3263.867376 + Penalty 1030.618622 = -2233.248754 nChanged 1 SP:Iteration 2Q (34.506614 sec): 3 clusters Score: Raw -3266.225676 + Penalty 1032.042478 = -2234.183198 nChanged 1 SP:Iteration 3Q (34.506895 sec): 3 clusters Score: Raw -3269.596819 + Penalty 1032.042478 = -2237.554341 nChanged 0 SP:Iteration 4F (34.507188 sec): 3 clusters Score: Raw -3269.596819 + Penalty 1032.042478 = -2237.554341 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 30 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.507697 sec): 2 clusters Score: Raw -999.192157 + Penalty 334.095173 = -665.096983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.507932 sec): 3 clusters Score: Raw -1046.764672 + Penalty 668.414617 = -378.350056 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 31 (71 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.508584 sec): 2 clusters Score: Raw -4166.709761 + Penalty 630.629308 = -3536.080453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.508924 sec): 3 clusters Score: Raw -4292.210357 + Penalty 1261.584827 = -3030.625530 nChanged 2 SP:Iteration 1Q (34.509237 sec): 3 clusters Score: Raw -4304.237199 + Penalty 1261.584827 = -3042.652372 nChanged 0 SP:Iteration 2F (34.509595 sec): 3 clusters Score: Raw -4304.237199 + Penalty 1261.584827 = -3042.652372 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 32 (100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.510341 sec): 2 clusters Score: Raw -6772.609353 + Penalty 513.765773 = -6258.843581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.510733 sec): 3 clusters Score: Raw -6772.306743 + Penalty 1024.616530 = -5747.690213 nChanged 10 SP:Iteration 1F (34.511118 sec): 3 clusters Score: Raw -6790.305988 + Penalty 1024.047680 = -5766.258308 nChanged 1 SP:Iteration 2Q (34.511497 sec): 3 clusters Score: Raw -6790.925982 + Penalty 1024.047680 = -5766.878302 nChanged 0 SP:Iteration 3F (34.511882 sec): 3 clusters Score: Raw -6790.925982 + Penalty 1024.047680 = -5766.878302 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 33 (337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.513903 sec): 2 clusters Score: Raw -19495.038972 + Penalty 774.982988 = -18720.055984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.514798 sec): 3 clusters Score: Raw -19469.033186 + Penalty 1550.020646 = -17919.012540 nChanged 62 SP:Iteration 1F (34.515666 sec): 3 clusters Score: Raw -19581.158006 + Penalty 1550.008997 = -18031.149009 nChanged 15 SP:Iteration 2Q (34.516505 sec): 3 clusters Score: Raw -19610.387279 + Penalty 1549.979049 = -18060.408230 nChanged 8 SP:Iteration 3Q (34.517336 sec): 3 clusters Score: Raw -19623.113345 + Penalty 1550.062089 = -18073.051256 nChanged 3 SP:Iteration 4Q (34.518170 sec): 3 clusters Score: Raw -19626.556198 + Penalty 1550.171614 = -18076.384584 nChanged 2 SP:Iteration 5Q (34.518968 sec): 3 clusters Score: Raw -19628.814398 + Penalty 1550.313646 = -18078.500752 nChanged 1 SP:Iteration 6Q (34.519766 sec): 3 clusters Score: Raw -19629.329694 + Penalty 1550.313646 = -18079.016048 nChanged 0 SP:Iteration 7F (34.520593 sec): 3 clusters Score: Raw -19629.329694 + Penalty 1550.313646 = -18079.016048 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 34 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.521681 sec): 2 clusters Score: Raw -777.918378 + Penalty 265.010306 = -512.908072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.521916 sec): 3 clusters Score: Raw -779.539698 + Penalty 496.301156 = -283.238542 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 35 (135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.523059 sec): 2 clusters Score: Raw -7765.695952 + Penalty 625.168869 = -7140.527083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.523506 sec): 3 clusters Score: Raw -7816.363723 + Penalty 1249.376754 = -6566.986968 nChanged 18 SP:Iteration 1F (34.523946 sec): 3 clusters Score: Raw -7867.389993 + Penalty 1249.261247 = -6618.128746 nChanged 3 SP:Iteration 2Q (34.524365 sec): 3 clusters Score: Raw -7878.822969 + Penalty 1249.261247 = -6629.561722 nChanged 0 SP:Iteration 3F (34.524804 sec): 3 clusters Score: Raw -7878.822969 + Penalty 1249.261247 = -6629.561722 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 36 (59 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.525762 sec): 2 clusters Score: Raw -3903.998289 + Penalty 310.208032 = -3593.790257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.526077 sec): 3 clusters Score: Raw -3895.618799 + Penalty 620.141133 = -3275.477666 nChanged 6 SP:Iteration 1F (34.526388 sec): 3 clusters Score: Raw -3905.038337 + Penalty 622.067881 = -3282.970456 nChanged 2 SP:Iteration 2Q (34.526710 sec): 3 clusters Score: Raw -3908.041012 + Penalty 625.850357 = -3282.190655 nChanged 3 SP:Iteration 3F (34.527054 sec): 3 clusters Score: Raw -3913.170328 + Penalty 629.106946 = -3284.063381 nChanged 2 SP:Iteration 4Q (34.527361 sec): 3 clusters Score: Raw -3914.619327 + Penalty 629.106946 = -3285.512380 nChanged 0 SP:Iteration 5F (34.527671 sec): 3 clusters Score: Raw -3914.619327 + Penalty 629.106946 = -3285.512380 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 37 (87 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.528704 sec): 2 clusters Score: Raw -5100.124413 + Penalty 381.240434 = -4718.883979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.529077 sec): 3 clusters Score: Raw -5112.353560 + Penalty 767.717377 = -4344.636183 nChanged 13 SP:Iteration 1F (34.529445 sec): 3 clusters Score: Raw -5131.477270 + Penalty 767.228731 = -4364.248539 nChanged 3 SP:Iteration 2Q (34.529804 sec): 3 clusters Score: Raw -5135.912503 + Penalty 768.782884 = -4367.129618 nChanged 2 SP:Iteration 3Q (34.530163 sec): 3 clusters Score: Raw -5138.609123 + Penalty 768.225260 = -4370.383863 nChanged 2 SP:Iteration 4Q (34.530520 sec): 3 clusters Score: Raw -5141.744472 + Penalty 767.854851 = -4373.889621 nChanged 1 SP:Iteration 5Q (34.530878 sec): 3 clusters Score: Raw -5144.074191 + Penalty 767.223107 = -4376.851084 nChanged 1 SP:Iteration 6Q (34.531235 sec): 3 clusters Score: Raw -5146.284512 + Penalty 767.149645 = -4379.134867 nChanged 1 SP:Iteration 7Q (34.531591 sec): 3 clusters Score: Raw -5151.109980 + Penalty 767.215424 = -4383.894556 nChanged 1 SP:Iteration 8Q (34.531944 sec): 3 clusters Score: Raw -5153.941070 + Penalty 767.215424 = -4386.725646 nChanged 0 SP:Iteration 9F (34.532308 sec): 3 clusters Score: Raw -5153.941070 + Penalty 767.215424 = -4386.725646 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 38 (197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.533659 sec): 2 clusters Score: Raw -10708.808662 + Penalty 568.419724 = -10140.388938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.534242 sec): 3 clusters Score: Raw -10698.233922 + Penalty 1137.011414 = -9561.222508 nChanged 31 SP:Iteration 1F (34.534827 sec): 3 clusters Score: Raw -10754.305001 + Penalty 1137.037102 = -9617.267900 nChanged 13 SP:Iteration 2F (34.535398 sec): 3 clusters Score: Raw -10781.163771 + Penalty 1136.997640 = -9644.166131 nChanged 5 SP:Iteration 3Q (34.535948 sec): 3 clusters Score: Raw -10787.467874 + Penalty 1136.971413 = -9650.496461 nChanged 1 SP:Iteration 4Q (34.536497 sec): 3 clusters Score: Raw -10788.494386 + Penalty 1136.971413 = -9651.522973 nChanged 0 SP:Iteration 5F (34.537066 sec): 3 clusters Score: Raw -10788.494386 + Penalty 1136.971413 = -9651.522973 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 39 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.538082 sec): 2 clusters Score: Raw -3545.706141 + Penalty 439.791739 = -3105.914402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.538407 sec): 3 clusters Score: Raw -3588.369710 + Penalty 880.487521 = -2707.882189 nChanged 4 SP:Iteration 1F (34.538715 sec): 3 clusters Score: Raw -3600.717365 + Penalty 880.487521 = -2720.229844 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 40 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.539530 sec): 2 clusters Score: Raw -686.251214 + Penalty 202.849308 = -483.401906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.539754 sec): 3 clusters Score: Raw -693.429349 + Penalty 409.638489 = -283.790860 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 41 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.540530 sec): 2 clusters Score: Raw -481.124475 + Penalty 210.547323 = -270.577151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.540775 sec): 3 clusters Score: Raw -482.226182 + Penalty 422.542843 = -59.683339 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 42 (188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.542035 sec): 2 clusters Score: Raw -12301.873847 + Penalty 551.379049 = -11750.494798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.542581 sec): 3 clusters Score: Raw -12269.780773 + Penalty 1103.532995 = -11166.247778 nChanged 33 SP:Iteration 1F (34.543122 sec): 3 clusters Score: Raw -12320.188409 + Penalty 1104.076604 = -11216.111805 nChanged 7 SP:Iteration 2Q (34.543645 sec): 3 clusters Score: Raw -12328.138819 + Penalty 1105.101849 = -11223.036970 nChanged 3 SP:Iteration 3Q (34.544166 sec): 3 clusters Score: Raw -12330.317579 + Penalty 1105.076492 = -11225.241087 nChanged 1 SP:Iteration 4Q (34.544684 sec): 3 clusters Score: Raw -12330.740838 + Penalty 1105.076492 = -11225.664346 nChanged 0 SP:Iteration 5F (34.545212 sec): 3 clusters Score: Raw -12330.740838 + Penalty 1105.076492 = -11225.664346 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 43 (135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.546415 sec): 2 clusters Score: Raw -8159.899346 + Penalty 430.130079 = -7729.769267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.546882 sec): 3 clusters Score: Raw -8148.161709 + Penalty 860.015466 = -7288.146243 nChanged 17 SP:Iteration 1F (34.547342 sec): 3 clusters Score: Raw -8167.962945 + Penalty 861.939967 = -7306.022978 nChanged 6 SP:Iteration 2Q (34.547837 sec): 3 clusters Score: Raw -8180.317337 + Penalty 862.572007 = -7317.745330 nChanged 4 SP:Iteration 3Q (34.548313 sec): 3 clusters Score: Raw -8185.061187 + Penalty 864.184114 = -7320.877073 nChanged 1 SP:Iteration 4Q (34.548803 sec): 3 clusters Score: Raw -8188.601970 + Penalty 865.016636 = -7323.585334 nChanged 2 SP:Iteration 5Q (34.549284 sec): 3 clusters Score: Raw -8193.812251 + Penalty 864.543416 = -7329.268835 nChanged 2 SP:Iteration 6Q (34.549897 sec): 3 clusters Score: Raw -8197.941216 + Penalty 864.543416 = -7333.397800 nChanged 0 SP:Iteration 7F (34.550456 sec): 3 clusters Score: Raw -8197.941216 + Penalty 864.543416 = -7333.397800 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 44 (454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.552655 sec): 2 clusters Score: Raw -29348.350178 + Penalty 707.187341 = -28641.162837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.553711 sec): 3 clusters Score: Raw -29220.725214 + Penalty 1412.930172 = -27807.795042 nChanged 115 SP:Iteration 1F (34.554746 sec): 3 clusters Score: Raw -29344.694163 + Penalty 1412.231619 = -27932.462544 nChanged 33 SP:Iteration 2F (34.555773 sec): 3 clusters Score: Raw -29375.561158 + Penalty 1410.979801 = -27964.581357 nChanged 12 SP:Iteration 3Q (34.556779 sec): 3 clusters Score: Raw -29386.606246 + Penalty 1409.774163 = -27976.832083 nChanged 6 SP:Iteration 4Q (34.557781 sec): 3 clusters Score: Raw -29396.256590 + Penalty 1409.251236 = -27987.005355 nChanged 7 SP:Iteration 5Q (34.558780 sec): 3 clusters Score: Raw -29405.568488 + Penalty 1408.474015 = -27997.094472 nChanged 6 SP:Iteration 6Q (34.559774 sec): 3 clusters Score: Raw -29410.928029 + Penalty 1408.207084 = -28002.720945 nChanged 3 SP:Iteration 7Q (34.560766 sec): 3 clusters Score: Raw -29411.928256 + Penalty 1408.207084 = -28003.721171 nChanged 0 SP:Iteration 8F (34.561786 sec): 3 clusters Score: Raw -29411.928256 + Penalty 1408.207084 = -28003.721171 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 45 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.562780 sec): 2 clusters Score: Raw -882.122104 + Penalty 287.067660 = -595.054444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.563021 sec): 3 clusters Score: Raw -923.962069 + Penalty 578.617627 = -345.344442 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 46 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.563888 sec): 2 clusters Score: Raw -1084.422357 + Penalty 213.637396 = -870.784960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.564134 sec): 3 clusters Score: Raw -1107.734357 + Penalty 430.701233 = -677.033124 nChanged 0 Memory request: 0.01 GB would take us to total of 0.45 GB. Trying to split cluster 47 (752 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.566944 sec): 2 clusters Score: Raw -46677.307975 + Penalty 532.729391 = -46144.578584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.568526 sec): 3 clusters Score: Raw -46297.923013 + Penalty 1051.880798 = -45246.042215 nChanged 258 SP:Iteration 1F (34.570077 sec): 3 clusters Score: Raw -46467.159766 + Penalty 1045.486937 = -45421.672829 nChanged 71 SP:Iteration 2F (34.571622 sec): 3 clusters Score: Raw -46514.472000 + Penalty 1036.344368 = -45478.127632 nChanged 33 SP:Iteration 3Q (34.573164 sec): 3 clusters Score: Raw -46544.588181 + Penalty 1028.377642 = -45516.210539 nChanged 21 SP:Iteration 4Q (34.574691 sec): 3 clusters Score: Raw -46569.098347 + Penalty 1021.555130 = -45547.543218 nChanged 29 SP:Iteration 5Q (34.576202 sec): 3 clusters Score: Raw -46592.080952 + Penalty 1014.741312 = -45577.339640 nChanged 30 SP:Iteration 6Q (34.577742 sec): 3 clusters Score: Raw -46614.660627 + Penalty 1006.242386 = -45608.418241 nChanged 28 SP:Iteration 7Q (34.579313 sec): 3 clusters Score: Raw -46637.968999 + Penalty 1003.844086 = -45634.124913 nChanged 26 SP:Iteration 8Q (34.580834 sec): 3 clusters Score: Raw -46660.350303 + Penalty 999.326739 = -45661.023564 nChanged 22 SP:Iteration 9Q (34.582346 sec): 3 clusters Score: Raw -46684.811971 + Penalty 994.851545 = -45689.960426 nChanged 24 SP:Iteration 10F (34.583904 sec): 3 clusters Score: Raw -46710.636002 + Penalty 992.815390 = -45717.820612 nChanged 23 SP:Iteration 11Q (34.585359 sec): 3 clusters Score: Raw -46734.076857 + Penalty 994.914739 = -45739.162117 nChanged 13 SP:Iteration 12Q (34.586794 sec): 3 clusters Score: Raw -46750.911585 + Penalty 996.723485 = -45754.188100 nChanged 9 SP:Iteration 13Q (34.588189 sec): 3 clusters Score: Raw -46758.372022 + Penalty 998.677861 = -45759.694162 nChanged 2 SP:Iteration 14Q (34.589614 sec): 3 clusters Score: Raw -46761.331833 + Penalty 999.532325 = -45761.799508 nChanged 2 SP:Iteration 15Q (34.591021 sec): 3 clusters Score: Raw -46763.626504 + Penalty 1001.658010 = -45761.968494 nChanged 4 SP:Iteration 16Q (34.592426 sec): 3 clusters Score: Raw -46767.847168 + Penalty 1003.122343 = -45764.724825 nChanged 4 SP:Iteration 17Q (34.593842 sec): 3 clusters Score: Raw -46769.714765 + Penalty 1003.577531 = -45766.137234 nChanged 1 SP:Iteration 18Q (34.595255 sec): 3 clusters Score: Raw -46770.170816 + Penalty 1004.088798 = -45766.082018 nChanged 3 SP:Iteration 19F (34.596793 sec): 3 clusters Score: Raw -46770.820709 + Penalty 1004.088798 = -45766.731911 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 48 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.597572 sec): 2 clusters Score: Raw -2009.095306 + Penalty 310.047477 = -1699.047829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.597858 sec): 3 clusters Score: Raw -2068.997974 + Penalty 625.574451 = -1443.423523 nChanged 1 SP:Iteration 1Q (34.598122 sec): 3 clusters Score: Raw -2072.790955 + Penalty 625.574451 = -1447.216504 nChanged 0 SP:Iteration 2F (34.598393 sec): 3 clusters Score: Raw -2072.790955 + Penalty 625.574451 = -1447.216504 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 49 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.599511 sec): 2 clusters Score: Raw -3013.806517 + Penalty 377.276308 = -2636.530209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.599864 sec): 3 clusters Score: Raw -3065.925161 + Penalty 756.574399 = -2309.350762 nChanged 1 SP:Iteration 1Q (34.600169 sec): 3 clusters Score: Raw -3068.123530 + Penalty 756.574399 = -2311.549131 nChanged 0 SP:Iteration 2F (34.600486 sec): 3 clusters Score: Raw -3068.123530 + Penalty 756.574399 = -2311.549131 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 50 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.601361 sec): 2 clusters Score: Raw -1971.213079 + Penalty 264.059398 = -1707.153681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.601632 sec): 3 clusters Score: Raw -1983.586455 + Penalty 525.738097 = -1457.848358 nChanged 1 SP:Iteration 1Q (34.601894 sec): 3 clusters Score: Raw -1985.529508 + Penalty 525.738097 = -1459.791411 nChanged 0 SP:Iteration 2F (34.602161 sec): 3 clusters Score: Raw -1985.529508 + Penalty 525.738097 = -1459.791411 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 51 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.603081 sec): 2 clusters Score: Raw -3321.889643 + Penalty 370.017329 = -2951.872314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.603398 sec): 3 clusters Score: Raw -3357.447158 + Penalty 743.236135 = -2614.211023 nChanged 5 SP:Iteration 1F (34.603713 sec): 3 clusters Score: Raw -3376.889282 + Penalty 742.729491 = -2634.159791 nChanged 3 SP:Iteration 2F (34.604021 sec): 3 clusters Score: Raw -3384.979004 + Penalty 742.729491 = -2642.249513 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 52 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.604829 sec): 2 clusters Score: Raw -696.444647 + Penalty 190.471919 = -505.972728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.605057 sec): 3 clusters Score: Raw -724.489127 + Penalty 389.397196 = -335.091931 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 53 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.606017 sec): 2 clusters Score: Raw -3853.062476 + Penalty 220.786028 = -3632.276449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.606373 sec): 3 clusters Score: Raw -3851.801608 + Penalty 443.414539 = -3408.387069 nChanged 13 SP:Iteration 1F (34.606720 sec): 3 clusters Score: Raw -3873.801793 + Penalty 454.848833 = -3418.952960 nChanged 8 SP:Iteration 2F (34.607066 sec): 3 clusters Score: Raw -3888.848051 + Penalty 462.089609 = -3426.758442 nChanged 4 SP:Iteration 3F (34.607410 sec): 3 clusters Score: Raw -3896.618713 + Penalty 461.490795 = -3435.127918 nChanged 2 SP:Iteration 4Q (34.607744 sec): 3 clusters Score: Raw -3899.834450 + Penalty 461.490795 = -3438.343655 nChanged 0 SP:Iteration 5F (34.608089 sec): 3 clusters Score: Raw -3899.834450 + Penalty 461.490795 = -3438.343655 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 54 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.608920 sec): 2 clusters Score: Raw -1225.759921 + Penalty 399.894970 = -825.864951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.609166 sec): 3 clusters Score: Raw -1309.709950 + Penalty 799.553489 = -510.156461 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 55 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.609987 sec): 2 clusters Score: Raw -1447.125114 + Penalty 310.972116 = -1136.152999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.610238 sec): 3 clusters Score: Raw -1486.677508 + Penalty 620.327446 = -866.350062 nChanged 1 SP:Iteration 1Q (34.610476 sec): 3 clusters Score: Raw -1490.980088 + Penalty 620.327446 = -870.652642 nChanged 0 SP:Iteration 2F (34.610741 sec): 3 clusters Score: Raw -1490.980088 + Penalty 620.327446 = -870.652642 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 56 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.611745 sec): 2 clusters Score: Raw -5135.168538 + Penalty 599.896207 = -4535.272331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.612114 sec): 3 clusters Score: Raw -5221.456497 + Penalty 1200.005194 = -4021.451303 nChanged 4 SP:Iteration 1Q (34.612460 sec): 3 clusters Score: Raw -5239.170340 + Penalty 1200.005194 = -4039.165146 nChanged 0 SP:Iteration 2F (34.612826 sec): 3 clusters Score: Raw -5239.170340 + Penalty 1200.005194 = -4039.165146 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 57 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.614041 sec): 2 clusters Score: Raw -11221.682562 + Penalty 620.675305 = -10601.007257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.614562 sec): 3 clusters Score: Raw -11227.936185 + Penalty 1240.937261 = -9986.998923 nChanged 15 SP:Iteration 1F (34.615092 sec): 3 clusters Score: Raw -11276.266809 + Penalty 1240.126656 = -10036.140153 nChanged 3 SP:Iteration 2Q (34.615603 sec): 3 clusters Score: Raw -11281.604961 + Penalty 1240.189138 = -10041.415823 nChanged 1 SP:Iteration 3Q (34.616114 sec): 3 clusters Score: Raw -11282.655208 + Penalty 1240.189138 = -10042.466070 nChanged 0 SP:Iteration 4F (34.616638 sec): 3 clusters Score: Raw -11282.655208 + Penalty 1240.189138 = -10042.466070 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 59 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.617533 sec): 2 clusters Score: Raw -1071.243096 + Penalty 271.522976 = -799.720119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.617786 sec): 3 clusters Score: Raw -1109.029525 + Penalty 537.490078 = -571.539447 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 60 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.618583 sec): 2 clusters Score: Raw -690.542389 + Penalty 221.220105 = -469.322284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.618805 sec): 3 clusters Score: Raw -688.620481 + Penalty 442.967912 = -245.652569 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 61 (59 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.619714 sec): 2 clusters Score: Raw -3803.304561 + Penalty 438.149486 = -3365.155075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.620031 sec): 3 clusters Score: Raw -3843.665016 + Penalty 879.494811 = -2964.170205 nChanged 2 SP:Iteration 1Q (34.620335 sec): 3 clusters Score: Raw -3848.282880 + Penalty 877.564644 = -2970.718236 nChanged 1 SP:Iteration 2Q (34.620640 sec): 3 clusters Score: Raw -3850.583670 + Penalty 877.564644 = -2973.019026 nChanged 0 SP:Iteration 3F (34.620953 sec): 3 clusters Score: Raw -3850.583670 + Penalty 877.564644 = -2973.019026 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 62 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.621730 sec): 2 clusters Score: Raw -125.271335 + Penalty 62.578564 = -62.692771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.621934 sec): 3 clusters Score: Raw -120.932101 + Penalty 125.157129 = 4.225027 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 63 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.622696 sec): 2 clusters Score: Raw -248.874547 + Penalty 120.298342 = -128.576206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.622911 sec): 3 clusters Score: Raw -246.291496 + Penalty 243.998060 = -2.293436 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 64 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.623826 sec): 2 clusters Score: Raw -2847.467749 + Penalty 469.589597 = -2377.878152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.624118 sec): 3 clusters Score: Raw -2945.193476 + Penalty 937.209500 = -2007.983976 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 65 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.624948 sec): 2 clusters Score: Raw -1369.285802 + Penalty 364.140418 = -1005.145384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.625197 sec): 3 clusters Score: Raw -1453.145466 + Penalty 732.286899 = -720.858567 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 66 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.625975 sec): 2 clusters Score: Raw -572.775892 + Penalty 284.143308 = -288.632583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.626198 sec): 3 clusters Score: Raw -575.757037 + Penalty 566.705282 = -9.051755 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 68 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.626989 sec): 2 clusters Score: Raw -908.465512 + Penalty 245.647702 = -662.817810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.627225 sec): 3 clusters Score: Raw -925.267651 + Penalty 538.858894 = -386.408756 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 69 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.628003 sec): 2 clusters Score: Raw -575.799278 + Penalty 230.491289 = -345.307989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.628226 sec): 3 clusters Score: Raw -597.318375 + Penalty 459.708315 = -137.610060 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 70 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.629090 sec): 2 clusters Score: Raw -2701.702529 + Penalty 392.665265 = -2309.037264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.629375 sec): 3 clusters Score: Raw -2739.593120 + Penalty 784.724972 = -1954.868148 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 71 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.630165 sec): 2 clusters Score: Raw -626.087483 + Penalty 213.463569 = -412.623913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.630391 sec): 3 clusters Score: Raw -643.253388 + Penalty 406.334925 = -236.918462 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 72 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.631268 sec): 2 clusters Score: Raw -2552.242017 + Penalty 199.293746 = -2352.948271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.631566 sec): 3 clusters Score: Raw -2554.503034 + Penalty 401.253230 = -2153.249805 nChanged 3 SP:Iteration 1F (34.631857 sec): 3 clusters Score: Raw -2562.041421 + Penalty 408.099124 = -2153.942297 nChanged 1 SP:Iteration 2Q (34.632141 sec): 3 clusters Score: Raw -2563.723978 + Penalty 410.249639 = -2153.474339 nChanged 2 SP:Iteration 3F (34.632431 sec): 3 clusters Score: Raw -2567.759537 + Penalty 408.378475 = -2159.381063 nChanged 1 SP:Iteration 4Q (34.632724 sec): 3 clusters Score: Raw -2568.612767 + Penalty 408.378475 = -2160.234293 nChanged 0 SP:Iteration 5F (34.633022 sec): 3 clusters Score: Raw -2568.612767 + Penalty 408.378475 = -2160.234293 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 73 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.633806 sec): 2 clusters Score: Raw -362.960899 + Penalty 215.255495 = -147.705404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.634041 sec): 3 clusters Score: Raw -352.752600 + Penalty 432.948644 = 80.196044 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 74 (117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.635126 sec): 2 clusters Score: Raw -6416.717563 + Penalty 143.761392 = -6272.956171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.635543 sec): 3 clusters Score: Raw -6382.535412 + Penalty 287.437722 = -6095.097690 nChanged 28 SP:Iteration 1F (34.635977 sec): 3 clusters Score: Raw -6413.619165 + Penalty 287.342176 = -6126.276990 nChanged 8 SP:Iteration 2F (34.636394 sec): 3 clusters Score: Raw -6425.685588 + Penalty 287.646933 = -6138.038655 nChanged 3 SP:Iteration 3Q (34.636791 sec): 3 clusters Score: Raw -6434.357359 + Penalty 287.659895 = -6146.697465 nChanged 3 SP:Iteration 4Q (34.637186 sec): 3 clusters Score: Raw -6444.606577 + Penalty 288.146948 = -6156.459629 nChanged 3 SP:Iteration 5Q (34.637588 sec): 3 clusters Score: Raw -6448.217823 + Penalty 288.146948 = -6160.070875 nChanged 0 SP:Iteration 6F (34.638002 sec): 3 clusters Score: Raw -6448.217823 + Penalty 288.146948 = -6160.070875 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 75 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.638920 sec): 2 clusters Score: Raw -2191.440027 + Penalty 426.133789 = -1765.306238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.639188 sec): 3 clusters Score: Raw -2222.906801 + Penalty 852.121871 = -1370.784930 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 76 (141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.640326 sec): 2 clusters Score: Raw -9405.446469 + Penalty 621.519906 = -8783.926562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.640801 sec): 3 clusters Score: Raw -9421.751752 + Penalty 1243.175714 = -8178.576038 nChanged 19 SP:Iteration 1F (34.641268 sec): 3 clusters Score: Raw -9464.795209 + Penalty 1243.003085 = -8221.792124 nChanged 2 SP:Iteration 2Q (34.641722 sec): 3 clusters Score: Raw -9467.813105 + Penalty 1243.082969 = -8224.730135 nChanged 1 SP:Iteration 3Q (34.642174 sec): 3 clusters Score: Raw -9470.330761 + Penalty 1243.082969 = -8227.247791 nChanged 0 SP:Iteration 4F (34.642640 sec): 3 clusters Score: Raw -9470.330761 + Penalty 1243.082969 = -8227.247791 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 77 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.643497 sec): 2 clusters Score: Raw -1057.161529 + Penalty 228.257295 = -828.904234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.643745 sec): 3 clusters Score: Raw -1098.595494 + Penalty 459.689921 = -638.905572 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 78 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.644521 sec): 2 clusters Score: Raw -399.136541 + Penalty 197.332879 = -201.803662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.644737 sec): 3 clusters Score: Raw -395.854581 + Penalty 365.062679 = -30.791902 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 79 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.645547 sec): 2 clusters Score: Raw -1276.912510 + Penalty 280.329445 = -996.583065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.645795 sec): 3 clusters Score: Raw -1329.903310 + Penalty 563.767684 = -766.135625 nChanged 1 SP:Iteration 1Q (34.646028 sec): 3 clusters Score: Raw -1332.736999 + Penalty 563.767684 = -768.969315 nChanged 0 SP:Iteration 2F (34.646268 sec): 3 clusters Score: Raw -1332.736999 + Penalty 563.767684 = -768.969315 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 80 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.647088 sec): 2 clusters Score: Raw -812.663197 + Penalty 324.732383 = -487.930814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.647318 sec): 3 clusters Score: Raw -842.019615 + Penalty 649.665131 = -192.354483 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 81 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.648152 sec): 2 clusters Score: Raw -1449.124011 + Penalty 283.399277 = -1165.724733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.648404 sec): 3 clusters Score: Raw -1487.671967 + Penalty 568.378493 = -919.293473 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 82 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.649180 sec): 2 clusters Score: Raw -547.603502 + Penalty 255.213573 = -292.389929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.649400 sec): 3 clusters Score: Raw -562.381309 + Penalty 510.427146 = -51.954164 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 83 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.650195 sec): 2 clusters Score: Raw -995.441505 + Penalty 271.527692 = -723.913812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.650432 sec): 3 clusters Score: Raw -1009.923281 + Penalty 540.194698 = -469.728583 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 85 (59 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.651363 sec): 2 clusters Score: Raw -3173.368296 + Penalty 240.857940 = -2932.510356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.651683 sec): 3 clusters Score: Raw -3197.694140 + Penalty 483.121782 = -2714.572358 nChanged 4 SP:Iteration 1F (34.651999 sec): 3 clusters Score: Raw -3207.696618 + Penalty 483.121782 = -2724.574835 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 86 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.652819 sec): 2 clusters Score: Raw -386.124271 + Penalty 165.560304 = -220.563967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.653035 sec): 3 clusters Score: Raw -387.410199 + Penalty 328.940072 = -58.470127 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 87 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.653842 sec): 2 clusters Score: Raw -1260.094704 + Penalty 309.895145 = -950.199559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.654085 sec): 3 clusters Score: Raw -1278.813277 + Penalty 618.952388 = -659.860888 nChanged 1 SP:Iteration 1F (34.654324 sec): 3 clusters Score: Raw -1286.905824 + Penalty 618.952388 = -667.953436 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 88 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.655131 sec): 2 clusters Score: Raw -1191.002875 + Penalty 248.673289 = -942.329586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.655377 sec): 3 clusters Score: Raw -1201.978701 + Penalty 499.057321 = -702.921381 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 89 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.656244 sec): 2 clusters Score: Raw -2318.203873 + Penalty 538.865448 = -1779.338425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.656532 sec): 3 clusters Score: Raw -2464.856156 + Penalty 1077.321418 = -1387.534738 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 91 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.657348 sec): 2 clusters Score: Raw -781.885555 + Penalty 185.914011 = -595.971545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.657574 sec): 3 clusters Score: Raw -788.642442 + Penalty 366.729760 = -421.912682 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 92 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.658435 sec): 2 clusters Score: Raw -2336.726884 + Penalty 421.594854 = -1915.132030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.658717 sec): 3 clusters Score: Raw -2434.457051 + Penalty 808.971461 = -1625.485589 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 93 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.659521 sec): 2 clusters Score: Raw -929.398210 + Penalty 64.337323 = -865.060887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.659761 sec): 3 clusters Score: Raw -941.404398 + Penalty 127.781600 = -813.622797 nChanged 2 SP:Iteration 1F (34.659996 sec): 3 clusters Score: Raw -944.605385 + Penalty 137.472239 = -807.133146 nChanged 1 SP:Iteration 2F (34.660232 sec): 3 clusters Score: Raw -945.485519 + Penalty 137.472239 = -808.013280 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 94 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.661006 sec): 2 clusters Score: Raw -368.259024 + Penalty 123.988914 = -244.270110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.661225 sec): 3 clusters Score: Raw -370.093144 + Penalty 247.977829 = -122.115316 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 95 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.662050 sec): 2 clusters Score: Raw -1535.692399 + Penalty 275.386584 = -1260.305815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.662310 sec): 3 clusters Score: Raw -1563.940721 + Penalty 545.966703 = -1017.974019 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 96 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.663091 sec): 2 clusters Score: Raw -422.159257 + Penalty 127.693323 = -294.465934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.663308 sec): 3 clusters Score: Raw -431.232716 + Penalty 263.105705 = -168.127012 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 97 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.664074 sec): 2 clusters Score: Raw -276.872431 + Penalty 164.971607 = -111.900824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.664286 sec): 3 clusters Score: Raw -271.313922 + Penalty 329.943214 = 58.629292 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 98 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.665068 sec): 2 clusters Score: Raw -770.771475 + Penalty 271.243601 = -499.527874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.665297 sec): 3 clusters Score: Raw -811.632171 + Penalty 560.357359 = -251.274812 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 99 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.666092 sec): 2 clusters Score: Raw -857.722089 + Penalty 227.941105 = -629.780983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.666324 sec): 3 clusters Score: Raw -873.738838 + Penalty 461.167708 = -412.571130 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 100 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.667135 sec): 2 clusters Score: Raw -1346.938084 + Penalty 365.424294 = -981.513790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.667401 sec): 3 clusters Score: Raw -1397.211643 + Penalty 728.875272 = -668.336371 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 101 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.668199 sec): 2 clusters Score: Raw -1116.747057 + Penalty 332.289174 = -784.457883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.668435 sec): 3 clusters Score: Raw -1139.200917 + Penalty 664.578348 = -474.622568 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 102 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.669259 sec): 2 clusters Score: Raw -1608.779226 + Penalty 373.422872 = -1235.356355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.669518 sec): 3 clusters Score: Raw -1689.001607 + Penalty 747.949809 = -941.051798 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 103 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.670309 sec): 2 clusters Score: Raw -756.329126 + Penalty 291.114454 = -465.214672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.670539 sec): 3 clusters Score: Raw -805.697240 + Penalty 582.468329 = -223.228912 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 104 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.671306 sec): 2 clusters Score: Raw -362.145142 + Penalty 220.537797 = -141.607345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.671518 sec): 3 clusters Score: Raw -353.089366 + Penalty 439.073794 = 85.984427 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 105 (99 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.672524 sec): 2 clusters Score: Raw -4559.342114 + Penalty 185.332503 = -4374.009611 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.672918 sec): 3 clusters Score: Raw -4605.468900 + Penalty 383.171609 = -4222.297291 nChanged 19 SP:Iteration 1F (34.673302 sec): 3 clusters Score: Raw -4656.005400 + Penalty 395.208304 = -4260.797096 nChanged 6 SP:Iteration 2F (34.673683 sec): 3 clusters Score: Raw -4676.379829 + Penalty 395.208304 = -4281.171525 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 106 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.674469 sec): 2 clusters Score: Raw -191.380118 + Penalty 108.539065 = -82.841053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.674665 sec): 2 clusters Score: Raw -191.380118 + Penalty 108.539065 = -82.841053 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 107 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.675446 sec): 2 clusters Score: Raw -648.974916 + Penalty 82.909526 = -566.065390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.675675 sec): 3 clusters Score: Raw -666.170716 + Penalty 176.373311 = -489.797405 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 108 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.676444 sec): 2 clusters Score: Raw -365.366455 + Penalty 139.620510 = -225.745945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.676662 sec): 3 clusters Score: Raw -376.735352 + Penalty 279.241019 = -97.494332 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 109 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.677440 sec): 2 clusters Score: Raw -601.285120 + Penalty 163.226396 = -438.058724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.677686 sec): 3 clusters Score: Raw -617.328365 + Penalty 326.452792 = -290.875573 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 110 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.678458 sec): 2 clusters Score: Raw -414.216190 + Penalty 200.748131 = -213.468059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.678674 sec): 3 clusters Score: Raw -409.876976 + Penalty 401.949196 = -7.927779 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 111 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.679448 sec): 2 clusters Score: Raw -560.920808 + Penalty 161.587323 = -399.333486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.679668 sec): 3 clusters Score: Raw -577.379298 + Penalty 324.782718 = -252.596580 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 112 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.680461 sec): 2 clusters Score: Raw -843.333406 + Penalty 222.598432 = -620.734974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.680696 sec): 3 clusters Score: Raw -876.726376 + Penalty 448.442652 = -428.283724 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 114 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.681496 sec): 2 clusters Score: Raw -636.264421 + Penalty 236.098256 = -400.166165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.681719 sec): 3 clusters Score: Raw -652.760750 + Penalty 469.059285 = -183.701465 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 115 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.682543 sec): 2 clusters Score: Raw -1567.546671 + Penalty 337.757069 = -1229.789602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.682803 sec): 3 clusters Score: Raw -1612.043255 + Penalty 673.296314 = -938.746941 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 116 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.683573 sec): 2 clusters Score: Raw -344.668116 + Penalty 194.694831 = -149.973285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.683789 sec): 3 clusters Score: Raw -339.333866 + Penalty 392.354647 = 53.020781 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 117 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.684557 sec): 2 clusters Score: Raw -377.063048 + Penalty 151.699400 = -225.363648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.684775 sec): 3 clusters Score: Raw -379.058533 + Penalty 322.298588 = -56.759945 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 118 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.685580 sec): 2 clusters Score: Raw -1384.096511 + Penalty 289.587520 = -1094.508991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.685827 sec): 3 clusters Score: Raw -1409.930014 + Penalty 579.551532 = -830.378482 nChanged 1 SP:Iteration 1Q (34.686064 sec): 3 clusters Score: Raw -1416.848991 + Penalty 579.551532 = -837.297459 nChanged 0 SP:Iteration 2F (34.686310 sec): 3 clusters Score: Raw -1416.848991 + Penalty 579.551532 = -837.297459 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 119 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.687150 sec): 2 clusters Score: Raw -1919.150646 + Penalty 299.853517 = -1619.297128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.687419 sec): 3 clusters Score: Raw -1952.000750 + Penalty 601.391692 = -1350.609058 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 120 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.688233 sec): 2 clusters Score: Raw -778.548445 + Penalty 312.194797 = -466.353648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.688463 sec): 3 clusters Score: Raw -820.224157 + Penalty 621.551724 = -198.672433 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 121 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.689224 sec): 2 clusters Score: Raw -132.974583 + Penalty 75.878795 = -57.095788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.689428 sec): 3 clusters Score: Raw -124.554460 + Penalty 151.757591 = 27.203131 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 122 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.690255 sec): 2 clusters Score: Raw -1785.368245 + Penalty 210.096930 = -1575.271315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.690518 sec): 3 clusters Score: Raw -1803.725222 + Penalty 423.719247 = -1380.005974 nChanged 2 SP:Iteration 1F (34.690776 sec): 3 clusters Score: Raw -1811.062777 + Penalty 423.719247 = -1387.343530 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 123 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.691549 sec): 2 clusters Score: Raw -340.197462 + Penalty 144.324186 = -195.873276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.691758 sec): 3 clusters Score: Raw -332.680662 + Penalty 284.312781 = -48.367881 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 124 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.692530 sec): 2 clusters Score: Raw -504.942506 + Penalty 163.822539 = -341.119967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.692753 sec): 3 clusters Score: Raw -506.662162 + Penalty 309.028299 = -197.633862 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 125 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.693531 sec): 2 clusters Score: Raw -626.872165 + Penalty 211.301190 = -415.570975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.693756 sec): 3 clusters Score: Raw -644.718594 + Penalty 419.855900 = -224.862694 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 126 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.694549 sec): 2 clusters Score: Raw -960.263838 + Penalty 301.557368 = -658.706471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.694784 sec): 3 clusters Score: Raw -1008.888020 + Penalty 603.832989 = -405.055031 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 127 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.695665 sec): 2 clusters Score: Raw -2496.263575 + Penalty 436.158075 = -2060.105499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.695954 sec): 3 clusters Score: Raw -2577.513482 + Penalty 875.914404 = -1701.599078 nChanged 1 SP:Iteration 1Q (34.696225 sec): 3 clusters Score: Raw -2580.405579 + Penalty 875.914404 = -1704.491174 nChanged 0 SP:Iteration 2F (34.696510 sec): 3 clusters Score: Raw -2580.405579 + Penalty 875.914404 = -1704.491174 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 128 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.697302 sec): 2 clusters Score: Raw -616.397098 + Penalty 277.019402 = -339.377696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.697525 sec): 3 clusters Score: Raw -623.012533 + Penalty 583.672341 = -39.340192 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 129 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.698313 sec): 2 clusters Score: Raw -330.823560 + Penalty 167.426383 = -163.397176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.698528 sec): 3 clusters Score: Raw -328.653497 + Penalty 336.151610 = 7.498112 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 130 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.699291 sec): 2 clusters Score: Raw -263.360765 + Penalty 117.222994 = -146.137772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.699504 sec): 3 clusters Score: Raw -257.884173 + Penalty 234.445987 = -23.438186 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 132 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.700285 sec): 2 clusters Score: Raw -775.963267 + Penalty 253.163569 = -522.799698 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.700511 sec): 3 clusters Score: Raw -777.137515 + Penalty 502.626500 = -274.511014 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 133 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.701277 sec): 2 clusters Score: Raw -316.559433 + Penalty 107.843734 = -208.715699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.701475 sec): 2 clusters Score: Raw -316.559433 + Penalty 107.843734 = -208.715699 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 134 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.702250 sec): 2 clusters Score: Raw -677.709256 + Penalty 258.146124 = -419.563131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.702473 sec): 3 clusters Score: Raw -663.556314 + Penalty 514.686405 = -148.869910 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 135 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.703243 sec): 2 clusters Score: Raw -308.272551 + Penalty 108.516949 = -199.755602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.703458 sec): 3 clusters Score: Raw -312.227449 + Penalty 213.902526 = -98.324923 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 136 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.704224 sec): 2 clusters Score: Raw -416.067636 + Penalty 213.784886 = -202.282750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.704440 sec): 3 clusters Score: Raw -411.502586 + Penalty 421.587719 = 10.085133 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 137 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.705216 sec): 2 clusters Score: Raw -740.403901 + Penalty 254.866938 = -485.536963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.705444 sec): 3 clusters Score: Raw -749.091736 + Penalty 508.865384 = -240.226352 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 138 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.706204 sec): 2 clusters Score: Raw -271.314871 + Penalty 136.849358 = -134.465513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.706414 sec): 3 clusters Score: Raw -264.108763 + Penalty 268.654905 = 4.546142 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 139 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.707170 sec): 2 clusters Score: Raw -131.869498 + Penalty 67.146457 = -64.723041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.707377 sec): 3 clusters Score: Raw -124.000695 + Penalty 134.292914 = 10.292219 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 140 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.708157 sec): 2 clusters Score: Raw -286.491339 + Penalty 179.410386 = -107.080954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.708368 sec): 3 clusters Score: Raw -276.504468 + Penalty 367.840757 = 91.336288 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 141 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.709134 sec): 2 clusters Score: Raw -415.910494 + Penalty 230.117884 = -185.792610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.709352 sec): 3 clusters Score: Raw -411.577529 + Penalty 460.235769 = 48.658239 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 142 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.710120 sec): 2 clusters Score: Raw -463.659568 + Penalty 179.971979 = -283.687589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.710336 sec): 3 clusters Score: Raw -462.445830 + Penalty 368.367393 = -94.078437 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 143 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.711137 sec): 2 clusters Score: Raw -1168.530652 + Penalty 376.093815 = -792.436837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.711379 sec): 3 clusters Score: Raw -1251.775894 + Penalty 754.516893 = -497.259001 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 144 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.712155 sec): 2 clusters Score: Raw -616.280455 + Penalty 248.083060 = -368.197395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.712379 sec): 3 clusters Score: Raw -619.256388 + Penalty 489.328099 = -129.928289 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 146 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.713142 sec): 2 clusters Score: Raw -192.308557 + Penalty 82.971439 = -109.337118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.713351 sec): 3 clusters Score: Raw -187.281512 + Penalty 165.565821 = -21.715691 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 147 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.714132 sec): 2 clusters Score: Raw -665.850732 + Penalty 268.512590 = -397.338141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.714358 sec): 3 clusters Score: Raw -688.244200 + Penalty 544.369745 = -143.874456 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 148 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.715131 sec): 2 clusters Score: Raw -248.139787 + Penalty 95.582854 = -152.556934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.715344 sec): 3 clusters Score: Raw -245.790343 + Penalty 188.577186 = -57.213157 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 149 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.716118 sec): 2 clusters Score: Raw -408.347286 + Penalty 207.652069 = -200.695217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.716335 sec): 3 clusters Score: Raw -409.866729 + Penalty 406.086271 = -3.780459 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 150 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.717104 sec): 2 clusters Score: Raw -377.370415 + Penalty 149.859127 = -227.511288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.717318 sec): 3 clusters Score: Raw -377.638928 + Penalty 297.449485 = -80.189443 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 151 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.718099 sec): 2 clusters Score: Raw -202.565971 + Penalty 122.149134 = -80.416837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.718309 sec): 3 clusters Score: Raw -194.907190 + Penalty 236.189029 = 41.281839 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 152 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.719093 sec): 2 clusters Score: Raw -538.711128 + Penalty 180.318028 = -358.393100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.719319 sec): 3 clusters Score: Raw -558.817095 + Penalty 365.440191 = -193.376904 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 155 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.720085 sec): 2 clusters Score: Raw -209.805633 + Penalty 142.881506 = -66.924127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.720280 sec): 2 clusters Score: Raw -209.805633 + Penalty 142.881506 = -66.924127 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 157 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.721066 sec): 2 clusters Score: Raw -715.936780 + Penalty 207.000996 = -508.935784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.721294 sec): 3 clusters Score: Raw -721.319556 + Penalty 404.864308 = -316.455248 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 158 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.722053 sec): 2 clusters Score: Raw -255.840334 + Penalty 102.694266 = -153.146068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.722265 sec): 3 clusters Score: Raw -249.682018 + Penalty 212.581172 = -37.100846 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 159 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.723035 sec): 2 clusters Score: Raw -491.600500 + Penalty 226.776837 = -264.823663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.723239 sec): 2 clusters Score: Raw -491.600500 + Penalty 226.776837 = -264.823663 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 160 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.724005 sec): 2 clusters Score: Raw -377.115498 + Penalty 132.630751 = -244.484747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.724221 sec): 3 clusters Score: Raw -376.901828 + Penalty 271.749981 = -105.151847 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 161 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.724995 sec): 2 clusters Score: Raw -576.443307 + Penalty 213.401967 = -363.041340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.725218 sec): 3 clusters Score: Raw -587.936572 + Penalty 448.755475 = -139.181097 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 162 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.725985 sec): 2 clusters Score: Raw -398.363338 + Penalty 181.135256 = -217.228082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.726204 sec): 3 clusters Score: Raw -399.888933 + Penalty 362.270513 = -37.618420 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 163 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.726962 sec): 2 clusters Score: Raw -281.385775 + Penalty 156.560925 = -124.824851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.727190 sec): 3 clusters Score: Raw -270.733854 + Penalty 313.121849 = 42.387995 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 164 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.727947 sec): 2 clusters Score: Raw -63.433866 + Penalty 0.000000 = -63.433866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.728136 sec): 2 clusters Score: Raw -63.433866 + Penalty 0.000000 = -63.433866 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 165 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.728887 sec): 2 clusters Score: Raw -137.307620 + Penalty 87.248355 = -50.059265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.729079 sec): 2 clusters Score: Raw -137.307620 + Penalty 87.248355 = -50.059265 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 166 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.729862 sec): 2 clusters Score: Raw -692.000283 + Penalty 224.582270 = -467.418013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.730091 sec): 3 clusters Score: Raw -756.755249 + Penalty 449.164540 = -307.590710 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 167 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.730850 sec): 2 clusters Score: Raw -213.745655 + Penalty 142.637696 = -71.107959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.731060 sec): 3 clusters Score: Raw -202.799937 + Penalty 283.611485 = 80.811548 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 168 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.731818 sec): 2 clusters Score: Raw -248.092198 + Penalty 142.095470 = -105.996728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.732033 sec): 3 clusters Score: Raw -246.564964 + Penalty 274.432321 = 27.867357 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 171 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.732796 sec): 2 clusters Score: Raw -305.913483 + Penalty 107.314114 = -198.599368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.733012 sec): 3 clusters Score: Raw -308.020084 + Penalty 220.656229 = -87.363855 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 172 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.733791 sec): 2 clusters Score: Raw -781.739320 + Penalty 240.091876 = -541.647444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.734016 sec): 3 clusters Score: Raw -780.870753 + Penalty 477.479290 = -303.391462 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 173 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.734778 sec): 2 clusters Score: Raw -272.360118 + Penalty 135.502557 = -136.857561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.734988 sec): 3 clusters Score: Raw -264.158053 + Penalty 274.601630 = 10.443577 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 174 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.735743 sec): 2 clusters Score: Raw -138.019255 + Penalty 85.983890 = -52.035364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.735934 sec): 2 clusters Score: Raw -138.019255 + Penalty 85.983890 = -52.035364 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 175 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.736686 sec): 2 clusters Score: Raw -64.760766 + Penalty 0.000000 = -64.760766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.736893 sec): 2 clusters Score: Raw -64.760766 + Penalty 0.000000 = -64.760766 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 176 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.737677 sec): 2 clusters Score: Raw -682.845077 + Penalty 200.746081 = -482.098996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.737904 sec): 3 clusters Score: Raw -705.403859 + Penalty 402.564758 = -302.839101 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 177 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.738677 sec): 2 clusters Score: Raw -489.452202 + Penalty 245.592795 = -243.859408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.738897 sec): 3 clusters Score: Raw -487.357009 + Penalty 493.681272 = 6.324263 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 178 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.739654 sec): 2 clusters Score: Raw -204.549301 + Penalty 91.233666 = -113.315634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.739864 sec): 3 clusters Score: Raw -194.234807 + Penalty 91.233666 = -103.001140 nChanged 1 SP:Iteration 1F (34.740055 sec): 2 clusters Score: Raw -204.549301 + Penalty 91.233666 = -113.315634 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 179 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.740808 sec): 2 clusters Score: Raw -133.164244 + Penalty 84.189976 = -48.974268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.741014 sec): 3 clusters Score: Raw -125.537723 + Penalty 168.379952 = 42.842230 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 180 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.741765 sec): 2 clusters Score: Raw -63.606988 + Penalty 0.000000 = -63.606988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.741954 sec): 2 clusters Score: Raw -63.606988 + Penalty 0.000000 = -63.606988 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 181 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.742706 sec): 2 clusters Score: Raw -135.985862 + Penalty 70.678588 = -65.307274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.742900 sec): 2 clusters Score: Raw -135.985862 + Penalty 70.678588 = -65.307274 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 183 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.743653 sec): 2 clusters Score: Raw -135.569546 + Penalty 76.224581 = -59.344965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.743844 sec): 2 clusters Score: Raw -135.569546 + Penalty 76.224581 = -59.344965 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 185 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.744596 sec): 2 clusters Score: Raw -126.042559 + Penalty 63.021609 = -63.020950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.744802 sec): 3 clusters Score: Raw -120.823903 + Penalty 126.043219 = 5.219316 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 186 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.745554 sec): 2 clusters Score: Raw -130.905224 + Penalty 66.721503 = -64.183721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.745760 sec): 3 clusters Score: Raw -123.787682 + Penalty 133.443006 = 9.655324 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 187 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.746542 sec): 2 clusters Score: Raw -425.222670 + Penalty 221.262949 = -203.959721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.746761 sec): 3 clusters Score: Raw -419.080179 + Penalty 442.525898 = 23.445720 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 190 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.747513 sec): 2 clusters Score: Raw -61.984356 + Penalty 0.000000 = -61.984356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.747701 sec): 2 clusters Score: Raw -61.984356 + Penalty 0.000000 = -61.984356 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 191 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.748467 sec): 2 clusters Score: Raw -215.373788 + Penalty 126.495566 = -88.878222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.748673 sec): 3 clusters Score: Raw -202.993768 + Penalty 248.780495 = 45.786727 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 195 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.749422 sec): 2 clusters Score: Raw -62.954039 + Penalty 0.000000 = -62.954039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.749607 sec): 2 clusters Score: Raw -62.954039 + Penalty 0.000000 = -62.954039 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 197 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.750357 sec): 2 clusters Score: Raw -64.015852 + Penalty 0.000000 = -64.015852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.750550 sec): 2 clusters Score: Raw -64.015852 + Penalty 0.000000 = -64.015852 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 198 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.751348 sec): 2 clusters Score: Raw -282.817360 + Penalty 175.305603 = -107.511756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.751562 sec): 3 clusters Score: Raw -273.844906 + Penalty 350.611206 = 76.766300 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 200 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.752354 sec): 2 clusters Score: Raw -196.168039 + Penalty 102.463542 = -93.704497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.752565 sec): 3 clusters Score: Raw -189.505694 + Penalty 217.870110 = 28.364416 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 201 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.753341 sec): 2 clusters Score: Raw -65.191769 + Penalty 0.000000 = -65.191769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.753530 sec): 2 clusters Score: Raw -65.191769 + Penalty 0.000000 = -65.191769 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 203 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.754280 sec): 2 clusters Score: Raw -64.357414 + Penalty 0.000000 = -64.357414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.754469 sec): 2 clusters Score: Raw -64.357414 + Penalty 0.000000 = -64.357414 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 204 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.755225 sec): 2 clusters Score: Raw -276.252887 + Penalty 169.172171 = -107.080716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.755438 sec): 3 clusters Score: Raw -268.994328 + Penalty 338.344342 = 69.350014 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 207 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.756254 sec): 2 clusters Score: Raw -983.492014 + Penalty 84.913998 = -898.578016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.756497 sec): 3 clusters Score: Raw -988.450228 + Penalty 194.554736 = -793.895492 nChanged 1 SP:Iteration 1F (34.756734 sec): 3 clusters Score: Raw -990.990678 + Penalty 194.554736 = -796.435941 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 208 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.757491 sec): 2 clusters Score: Raw -64.737655 + Penalty 0.000000 = -64.737655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.757678 sec): 2 clusters Score: Raw -64.737655 + Penalty 0.000000 = -64.737655 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 209 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.758434 sec): 2 clusters Score: Raw -136.179106 + Penalty 72.796704 = -63.382402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.758641 sec): 3 clusters Score: Raw -126.252265 + Penalty 145.593408 = 19.341144 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 210 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.759404 sec): 2 clusters Score: Raw -279.696715 + Penalty 58.632443 = -221.064273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.759612 sec): 3 clusters Score: Raw -281.960682 + Penalty 114.880106 = -167.080576 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 211 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.760363 sec): 2 clusters Score: Raw -64.076479 + Penalty 0.000000 = -64.076479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.760551 sec): 2 clusters Score: Raw -64.076479 + Penalty 0.000000 = -64.076479 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 212 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.761300 sec): 2 clusters Score: Raw -61.620953 + Penalty 0.000000 = -61.620953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.761488 sec): 2 clusters Score: Raw -61.620953 + Penalty 0.000000 = -61.620953 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 213 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.762239 sec): 2 clusters Score: Raw -127.788713 + Penalty 62.232047 = -65.556666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.762432 sec): 2 clusters Score: Raw -127.788713 + Penalty 62.232047 = -65.556666 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 214 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.763192 sec): 2 clusters Score: Raw -62.208341 + Penalty 0.000000 = -62.208341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.763381 sec): 2 clusters Score: Raw -62.208341 + Penalty 0.000000 = -62.208341 nChanged 0 Deleting Class 104 (5 points): Lose 85.124958 but Gain 1480.032518 Iteration 20F (39.089810 sec): 191 clusters Score: Raw -2660581.611059 + Penalty 194550.482480 = -2466031.128579 nChanged 133 Deleting Class 73 (5 points): Lose 61.488965 but Gain 1444.582908 Iteration 21Q (39.454292 sec): 190 clusters Score: Raw -2660639.376087 + Penalty 193157.009378 = -2467482.366709 nChanged 98 Deleting Class 175 (1 points): Lose 2.580959 but Gain 1378.911277 Iteration 22Q (39.817548 sec): 189 clusters Score: Raw -2660718.955624 + Penalty 191762.860558 = -2468956.095066 nChanged 72 Deleting Class 211 (1 points): Lose 13.026297 but Gain 1380.451976 Iteration 23Q (40.176940 sec): 188 clusters Score: Raw -2660752.414797 + Penalty 190374.445181 = -2470377.969616 nChanged 56 Deleting Class 66 (8 points): Lose 122.329822 but Gain 1475.887214 Iteration 24Q (40.532275 sec): 187 clusters Score: Raw -2660663.988117 + Penalty 188924.399494 = -2471739.588623 nChanged 59 Deleting Class 140 (4 points): Lose 44.949064 but Gain 1397.830704 Iteration 25Q (40.886808 sec): 186 clusters Score: Raw -2660677.790485 + Penalty 187497.761492 = -2473180.028993 nChanged 39 Deleting Class 155 (3 points): Lose 54.642579 but Gain 1404.733764 Iteration 26Q (41.235342 sec): 185 clusters Score: Raw -2660649.893390 + Penalty 186112.408849 = -2474537.484541 nChanged 25 Deleting Class 167 (3 points): Lose 67.888312 but Gain 1402.336755 Iteration 27Q (41.583192 sec): 184 clusters Score: Raw -2660607.703002 + Penalty 184711.759895 = -2475895.943107 nChanged 21 Deleting Class 165 (2 points): Lose 36.499248 but Gain 1359.547043 Iteration 28Q (41.936520 sec): 183 clusters Score: Raw -2660594.476316 + Penalty 183384.682268 = -2477209.794048 nChanged 23 Deleting Class 201 (1 points): Lose 10.546706 but Gain 1324.918254 Iteration 29Q (42.278647 sec): 182 clusters Score: Raw -2660611.611550 + Penalty 182070.270066 = -2478541.341484 nChanged 14 Deleting Class 174 (2 points): Lose 29.516802 but Gain 1339.843526 Iteration 30F (46.378747 sec): 181 clusters Score: Raw -2660630.477119 + Penalty 180748.072343 = -2479882.404776 nChanged 20 Deleting Class 198 (4 points): Lose 58.652222 but Gain 1365.849330 Iteration 31Q (46.719387 sec): 180 clusters Score: Raw -2660615.773660 + Penalty 179419.556217 = -2481196.217443 nChanged 33 Deleting Class 141 (6 points): Lose 84.099959 but Gain 1387.180954 Iteration 32Q (47.063790 sec): 179 clusters Score: Raw -2660588.434440 + Penalty 178120.395590 = -2482468.038850 nChanged 32 Deleting Class 80 (12 points): Lose 111.800134 but Gain 1411.490547 Iteration 33Q (47.401811 sec): 178 clusters Score: Raw -2660542.073641 + Penalty 176738.354109 = -2483803.719532 nChanged 35 Deleting Class 179 (2 points): Lose 18.617002 but Gain 1311.889870 Iteration 34Q (47.738862 sec): 177 clusters Score: Raw -2660581.064479 + Penalty 175435.122000 = -2485145.942479 nChanged 19 Deleting Class 177 (7 points): Lose 88.609579 but Gain 1363.186545 Iteration 35Q (48.074414 sec): 176 clusters Score: Raw -2660508.413717 + Penalty 174139.240260 = -2486369.173457 nChanged 19 Deleting Class 54 (19 points): Lose 198.238703 but Gain 1466.917995 Iteration 36Q (48.409526 sec): 175 clusters Score: Raw -2660342.982480 + Penalty 172706.959495 = -2487636.022984 nChanged 29 Deleting Class 143 (18 points): Lose 137.147167 but Gain 1405.416149 Iteration 37Q (48.743230 sec): 174 clusters Score: Raw -2660270.066765 + Penalty 171329.912044 = -2488940.154720 nChanged 29 Deleting Class 204 (4 points): Lose 53.156743 but Gain 1318.062241 Iteration 38Q (49.082762 sec): 173 clusters Score: Raw -2660262.305202 + Penalty 170016.622676 = -2490245.682527 nChanged 15 Deleting Class 187 (6 points): Lose 73.969419 but Gain 1333.802237 Iteration 39Q (49.426237 sec): 172 clusters Score: Raw -2660209.551319 + Penalty 168693.953104 = -2491515.598215 nChanged 21 Deleting Class 82 (8 points): Lose 66.520120 but Gain 1325.621395 Iteration 40F (53.298737 sec): 171 clusters Score: Raw -2660178.298251 + Penalty 167363.163231 = -2492815.135020 nChanged 21 Deleting Class 203 (1 points): Lose 7.199530 but Gain 1261.159068 Iteration 41Q (53.625948 sec): 170 clusters Score: Raw -2660201.174230 + Penalty 166134.592938 = -2494066.581292 nChanged 15 Deleting Class 116 (5 points): Lose 56.987672 but Gain 1306.599980 Iteration 42Q (53.952005 sec): 169 clusters Score: Raw -2660185.239018 + Penalty 164895.476618 = -2495289.762400 nChanged 13 Deleting Class 128 (9 points): Lose 114.541767 but Gain 1361.752533 Iteration 43Q (54.278101 sec): 168 clusters Score: Raw -2660088.235397 + Penalty 162637.388500 = -2497450.846896 nChanged 17 Deleting Class 197 (1 points): Lose 7.276931 but Gain 1247.417904 Iteration 44Q (54.602927 sec): 166 clusters Score: Raw -2660125.619259 + Penalty 161365.893100 = -2498759.726159 nChanged 6 Deleting Class 164 (1 points): Lose 12.561472 but Gain 1249.890120 Iteration 45Q (54.922278 sec): 165 clusters Score: Raw -2660119.868434 + Penalty 160115.812919 = -2500004.055515 nChanged 8 Deleting Class 97 (4 points): Lose 59.035515 but Gain 1285.334607 Iteration 46Q (55.243621 sec): 164 clusters Score: Raw -2660077.188361 + Penalty 158856.058331 = -2501221.130030 nChanged 7 Deleting Class 191 (3 points): Lose 17.984087 but Gain 1243.636053 Iteration 47Q (55.562209 sec): 163 clusters Score: Raw -2660072.993521 + Penalty 157639.525109 = -2502433.468412 nChanged 4 Deleting Class 120 (12 points): Lose 133.941101 but Gain 1356.994338 Iteration 48Q (55.881121 sec): 162 clusters Score: Raw -2659951.829396 + Penalty 156331.802552 = -2503620.026844 nChanged 14 Deleting Class 75 (31 points): Lose 118.536826 but Gain 1340.323871 Iteration 49Q (56.198816 sec): 161 clusters Score: Raw -2659867.080457 + Penalty 155032.333743 = -2504834.746713 nChanged 34 Deleting Class 30 (15 points): Lose 124.060762 but Gain 1332.526773 Iteration 50F (59.870592 sec): 160 clusters Score: Raw -2659800.117700 + Penalty 153738.159999 = -2506061.957701 nChanged 23 Deleting Class 134 (9 points): Lose 60.923808 but Gain 1268.976601 Iteration 51Q (60.192231 sec): 159 clusters Score: Raw -2659775.098063 + Penalty 152462.618363 = -2507312.479700 nChanged 20 Deleting Class 159 (7 points): Lose 51.083151 but Gain 1258.746751 Iteration 52Q (60.511750 sec): 158 clusters Score: Raw -2659743.558654 + Penalty 151229.197359 = -2508514.361295 nChanged 18 Deleting Class 136 (7 points): Lose 89.351697 but Gain 1292.101173 Iteration 53Q (60.827597 sec): 157 clusters Score: Raw -2659674.886337 + Penalty 149938.279656 = -2509736.606680 nChanged 12 Deleting Class 163 (4 points): Lose 23.146526 but Gain 1219.804901 Iteration 54Q (61.141716 sec): 156 clusters Score: Raw -2659668.271528 + Penalty 148727.412103 = -2510940.859425 nChanged 10 Deleting Class 101 (17 points): Lose 110.738407 but Gain 1294.852169 Iteration 55Q (61.451235 sec): 155 clusters Score: Raw -2659567.581400 + Penalty 147469.011921 = -2512098.569479 nChanged 28 Deleting Class 121 (2 points): Lose 14.613252 but Gain 1182.380937 Iteration 56Q (61.763335 sec): 154 clusters Score: Raw -2659596.908673 + Penalty 146291.949085 = -2513304.959588 nChanged 15 Deleting Class 183 (2 points): Lose 20.555290 but Gain 1187.769142 Iteration 57Q (62.071904 sec): 153 clusters Score: Raw -2659589.118783 + Penalty 145117.747721 = -2514471.371062 nChanged 16 Deleting Class 149 (6 points): Lose 89.047480 but Gain 1251.754057 Iteration 58Q (62.379085 sec): 152 clusters Score: Raw -2659510.603229 + Penalty 143942.424654 = -2515568.178575 nChanged 26 Deleting Class 147 (10 points): Lose 98.290575 but Gain 1259.538417 Iteration 59Q (62.686678 sec): 151 clusters Score: Raw -2659446.558055 + Penalty 142694.509941 = -2516752.048114 nChanged 32 Deleting Class 89 (44 points): Lose 389.910169 but Gain 1552.169641 Iteration 60F (66.130403 sec): 150 clusters Score: Raw -2659092.840447 + Penalty 141241.620659 = -2517851.219787 nChanged 66 Deleting Class 151 (3 points): Lose 42.942918 but Gain 1200.904283 Iteration 61Q (66.437779 sec): 149 clusters Score: Raw -2659210.858339 + Penalty 140082.552881 = -2519128.305457 nChanged 28 Deleting Class 78 (7 points): Lose 79.869943 but Gain 1236.287614 Iteration 62Q (66.744211 sec): 148 clusters Score: Raw -2659163.074836 + Penalty 138866.690641 = -2520296.384194 nChanged 33 Deleting Class 22 (33 points): Lose 200.447896 but Gain 1352.055355 Iteration 63Q (67.047589 sec): 147 clusters Score: Raw -2658996.271395 + Penalty 137569.728001 = -2521426.543394 nChanged 57 Deleting Class 103 (12 points): Lose 120.762530 but Gain 1265.365950 Iteration 64Q (67.351915 sec): 146 clusters Score: Raw -2658965.906213 + Penalty 136332.908222 = -2522632.997991 nChanged 35 Deleting Class 208 (1 points): Lose 12.553564 but Gain 1154.520970 Iteration 65Q (67.651033 sec): 145 clusters Score: Raw -2658991.414121 + Penalty 135179.450731 = -2523811.963390 nChanged 16 Deleting Class 110 (6 points): Lose 69.743740 but Gain 1210.136210 Iteration 66Q (67.950067 sec): 144 clusters Score: Raw -2658937.280324 + Penalty 133992.091544 = -2524945.188779 nChanged 14 Deleting Class 144 (11 points): Lose 74.333041 but Gain 1208.774604 Iteration 67Q (68.256960 sec): 143 clusters Score: Raw -2658885.957434 + Penalty 132804.238948 = -2526081.718486 nChanged 24 Deleting Class 126 (14 points): Lose 82.687152 but Gain 1213.597158 Iteration 68Q (68.567738 sec): 142 clusters Score: Raw -2658842.247882 + Penalty 131646.204931 = -2527196.042952 nChanged 25 Deleting Class 41 (9 points): Lose 59.934233 but Gain 1182.391243 Iteration 69Q (68.873667 sec): 141 clusters Score: Raw -2658823.839642 + Penalty 130480.662490 = -2528343.177152 nChanged 20 Deleting Class 100 (23 points): Lose 179.363986 but Gain 1300.488567 Iteration 70F (72.040687 sec): 140 clusters Score: Raw -2658660.121309 + Penalty 129233.293613 = -2529426.827696 nChanged 33 Deleting Class 209 (2 points): Lose 28.537640 but Gain 1134.354267 Iteration 71Q (72.344444 sec): 139 clusters Score: Raw -2658684.023453 + Penalty 128123.920207 = -2530560.103246 nChanged 14 Deleting Class 31 (79 points): Lose 485.581346 but Gain 1588.283143 Iteration 72Q (72.645733 sec): 138 clusters Score: Raw -2658224.520276 + Penalty 126718.575671 = -2531505.944605 nChanged 88 Deleting Class 65 (28 points): Lose 188.469762 but Gain 1292.803715 Iteration 73Q (72.952067 sec): 137 clusters Score: Raw -2658301.920945 + Penalty 125491.480407 = -2532810.440538 nChanged 51 Deleting Class 132 (11 points): Lose 47.855911 but Gain 1140.337617 Iteration 74Q (73.254072 sec): 136 clusters Score: Raw -2658379.346264 + Penalty 124367.700504 = -2534011.645760 nChanged 34 Deleting Class 129 (6 points): Lose 68.470571 but Gain 1160.012334 Iteration 75Q (73.540342 sec): 135 clusters Score: Raw -2658362.758174 + Penalty 123247.507226 = -2535115.250948 nChanged 19 Deleting Class 137 (11 points): Lose 56.651490 but Gain 1148.010189 Iteration 76Q (73.825096 sec): 134 clusters Score: Raw -2658348.080316 + Penalty 122107.500894 = -2536240.579422 nChanged 22 Deleting Class 27 (2 points): Lose 18.026073 but Gain 1105.078212 Iteration 77Q (74.110225 sec): 133 clusters Score: Raw -2658363.525292 + Penalty 121001.372155 = -2537362.153138 nChanged 11 Deleting Class 180 (1 points): Lose 15.964062 but Gain 1101.534548 Iteration 78Q (74.392387 sec): 132 clusters Score: Raw -2658366.485627 + Penalty 119906.345500 = -2538460.140126 nChanged 7 Deleting Class 64 (47 points): Lose 249.690716 but Gain 1334.746760 Iteration 79Q (74.674585 sec): 131 clusters Score: Raw -2658126.430920 + Penalty 118624.944499 = -2539501.486421 nChanged 54 Deleting Class 181 (2 points): Lose 17.804452 but Gain 1101.348733 Iteration 80F (77.638748 sec): 130 clusters Score: Raw -2658228.063482 + Penalty 117540.739885 = -2540687.323597 nChanged 19 Deleting Class 45 (14 points): Lose 91.860069 but Gain 1174.891866 Iteration 81Q (77.932805 sec): 129 clusters Score: Raw -2658163.407546 + Penalty 116412.920961 = -2541750.486585 nChanged 23 Deleting Class 162 (7 points): Lose 39.579605 but Gain 1117.635832 Iteration 82Q (78.228462 sec): 128 clusters Score: Raw -2658163.828273 + Penalty 115367.195561 = -2542796.632712 nChanged 18 Deleting Class 212 (1 points): Lose 12.487460 but Gain 1088.612735 Iteration 83Q (78.515561 sec): 127 clusters Score: Raw -2658180.682070 + Penalty 114292.399699 = -2543888.282372 nChanged 9 Deleting Class 34 (12 points): Lose 83.240782 but Gain 1151.900955 Iteration 84Q (78.808665 sec): 126 clusters Score: Raw -2658106.309221 + Penalty 113176.506350 = -2544929.802872 nChanged 17 Deleting Class 106 (3 points): Lose 26.104296 but Gain 1067.097437 Iteration 85Q (79.087490 sec): 125 clusters Score: Raw -2658114.996925 + Penalty 112115.013802 = -2545999.983123 nChanged 7 Deleting Class 69 (9 points): Lose 94.033507 but Gain 1133.032902 Iteration 86Q (79.360629 sec): 124 clusters Score: Raw -2658031.295655 + Penalty 111149.025803 = -2546882.269853 nChanged 14 Deleting Class 168 (4 points): Lose 68.813153 but Gain 1107.100964 Iteration 87Q (79.633014 sec): 123 clusters Score: Raw -2657999.156649 + Penalty 110046.425533 = -2547952.731117 nChanged 8 Deleting Class 92 (39 points): Lose 235.700500 but Gain 1273.570462 Iteration 88Q (79.903832 sec): 122 clusters Score: Raw -2657779.252593 + Penalty 108798.550084 = -2548980.702509 nChanged 44 Deleting Class 87 (18 points): Lose 77.703035 but Gain 1115.373918 Iteration 89Q (80.175275 sec): 121 clusters Score: Raw -2657803.210125 + Penalty 107762.231198 = -2550040.978927 nChanged 25 Deleting Class 139 (2 points): Lose 9.816378 but Gain 1046.309318 Iteration 90F (82.897873 sec): 120 clusters Score: Raw -2657832.136038 + Penalty 106732.634480 = -2551099.501558 nChanged 15 Deleting Class 138 (5 points): Lose 66.014461 but Gain 1100.410762 Iteration 91Q (83.164353 sec): 119 clusters Score: Raw -2657781.498562 + Penalty 105642.441053 = -2552139.057509 nChanged 6 Deleting Class 186 (2 points): Lose 10.343437 but Gain 1039.687477 Iteration 92Q (83.428296 sec): 118 clusters Score: Raw -2657781.846096 + Penalty 104606.741311 = -2553175.104785 nChanged 4 Deleting Class 172 (11 points): Lose 58.555942 but Gain 1081.458122 Iteration 93Q (83.691736 sec): 117 clusters Score: Raw -2657728.012035 + Penalty 103538.786505 = -2554189.225530 nChanged 13 Deleting Class 29 (67 points): Lose 388.494051 but Gain 1409.092789 Iteration 94Q (83.954602 sec): 116 clusters Score: Raw -2657358.400194 + Penalty 102282.508098 = -2555075.892096 nChanged 69 Deleting Class 142 (6 points): Lose 37.483699 but Gain 1118.315285 Iteration 95Q (84.219827 sec): 115 clusters Score: Raw -2657474.626145 + Penalty 101257.258121 = -2556217.368024 nChanged 17 Deleting Class 114 (10 points): Lose 89.413020 but Gain 1107.489312 Iteration 96Q (84.479120 sec): 114 clusters Score: Raw -2657416.444086 + Penalty 100203.989835 = -2557212.454251 nChanged 20 Deleting Class 60 (11 points): Lose 42.301495 but Gain 1055.943948 Iteration 97Q (84.738802 sec): 113 clusters Score: Raw -2657418.924103 + Penalty 99174.783509 = -2558244.140594 nChanged 24 Deleting Class 7 (9 points): Lose 44.458453 but Gain 1057.610680 Iteration 98Q (84.996315 sec): 112 clusters Score: Raw -2657401.834823 + Penalty 98138.570894 = -2559263.263929 nChanged 25 Deleting Class 98 (12 points): Lose 169.127474 but Gain 1178.994762 Iteration 99Q (85.252617 sec): 111 clusters Score: Raw -2657275.018109 + Penalty 97064.007938 = -2560211.010172 nChanged 33 Deleting Class 70 (41 points): Lose 133.288289 but Gain 1137.970017 Iteration 100F (87.739866 sec): 110 clusters Score: Raw -2657219.441478 + Penalty 95955.838045 = -2561263.603434 nChanged 59 Deleting Class 102 (32 points): Lose 241.463389 but Gain 1247.648899 Iteration 101Q (88.003344 sec): 109 clusters Score: Raw -2657063.260913 + Penalty 94741.294883 = -2562321.966030 nChanged 44 Deleting Class 173 (4 points): Lose 52.726478 but Gain 1055.733950 Iteration 102Q (88.256655 sec): 108 clusters Score: Raw -2657096.340125 + Penalty 93694.129916 = -2563402.210209 nChanged 19 Deleting Class 39 (56 points): Lose 184.931152 but Gain 1185.528264 Iteration 103Q (88.528515 sec): 107 clusters Score: Raw -2656937.642687 + Penalty 92573.671938 = -2564363.970749 nChanged 71 Deleting Class 161 (9 points): Lose 52.918461 but Gain 1049.026414 Iteration 104Q (88.794459 sec): 106 clusters Score: Raw -2657014.065742 + Penalty 91529.055380 = -2565485.010362 nChanged 24 Deleting Class 200 (3 points): Lose 18.247863 but Gain 1007.366178 Iteration 105Q (89.053596 sec): 105 clusters Score: Raw -2657028.523950 + Penalty 90529.187563 = -2566499.336388 nChanged 10 Deleting Class 83 (14 points): Lose 85.483328 but Gain 1072.577252 Iteration 106Q (89.315096 sec): 104 clusters Score: Raw -2656951.713377 + Penalty 89469.730855 = -2567481.982522 nChanged 20 Deleting Class 59 (22 points): Lose 117.364421 but Gain 1105.568270 Iteration 107Q (89.564561 sec): 103 clusters Score: Raw -2656854.917232 + Penalty 88375.765751 = -2568479.151481 nChanged 24 Deleting Class 32 (99 points): Lose 224.827559 but Gain 1208.956044 Iteration 108Q (89.816973 sec): 102 clusters Score: Raw -2656669.848238 + Penalty 87197.399283 = -2569472.448955 nChanged 106 Deleting Class 115 (33 points): Lose 157.443349 but Gain 1136.421042 Iteration 109Q (90.071281 sec): 101 clusters Score: Raw -2656673.798118 + Penalty 86090.859567 = -2570582.938551 nChanged 53 Deleting Class 86 (6 points): Lose 56.965808 but Gain 1027.605665 Iteration 110F (92.368398 sec): 100 clusters Score: Raw -2656707.655638 + Penalty 85083.746930 = -2571623.908708 nChanged 18 Deleting Class 68 (27 points): Lose 173.971308 but Gain 1143.464038 Iteration 111Q (92.612446 sec): 99 clusters Score: Raw -2656566.798157 + Penalty 84027.784610 = -2572539.013547 nChanged 38 Deleting Class 213 (2 points): Lose 6.967759 but Gain 969.730548 Iteration 112Q (92.855314 sec): 98 clusters Score: Raw -2656653.845424 + Penalty 83069.805712 = -2573584.039712 nChanged 19 Deleting Class 123 (5 points): Lose 9.859225 but Gain 968.561810 Iteration 113Q (93.096274 sec): 97 clusters Score: Raw -2656684.593935 + Penalty 82117.149152 = -2574567.444783 nChanged 24 Deleting Class 214 (1 points): Lose 4.481704 but Gain 963.144967 Iteration 114Q (93.335376 sec): 96 clusters Score: Raw -2656709.790114 + Penalty 81158.326043 = -2575551.464071 nChanged 12 Deleting Class 62 (2 points): Lose 21.110161 but Gain 975.130156 Iteration 115Q (93.572923 sec): 95 clusters Score: Raw -2656699.904997 + Penalty 80194.121099 = -2576505.783898 nChanged 11 Deleting Class 185 (2 points): Lose 32.612951 but Gain 982.033904 Iteration 116Q (93.813293 sec): 94 clusters Score: Raw -2656682.437785 + Penalty 79224.139471 = -2577458.298314 nChanged 11 Deleting Class 125 (12 points): Lose 68.358856 but Gain 1015.035107 Iteration 117Q (94.050905 sec): 93 clusters Score: Raw -2656622.883546 + Penalty 78234.035009 = -2578388.848537 nChanged 19 Deleting Class 61 (63 points): Lose 232.493037 but Gain 1185.565495 Iteration 118Q (94.284732 sec): 92 clusters Score: Raw -2656436.554077 + Penalty 77103.422298 = -2579333.131779 nChanged 68 Writing temp clu file Memory request: 0.22 GB would take us to total of 0.45 GB. Compute initial score before splitting: Score: Raw -2656436.554077 + Penalty 77103.422298 = -2579333.131779Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 1 (131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.440659 sec): 2 clusters Score: Raw -7405.151158 + Penalty 247.754081 = -7157.397076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.441111 sec): 3 clusters Score: Raw -7359.997916 + Penalty 494.108545 = -6865.889371 nChanged 28 SP:Iteration 1F (94.441547 sec): 3 clusters Score: Raw -7386.161761 + Penalty 494.017516 = -6892.144245 nChanged 6 SP:Iteration 2Q (94.441981 sec): 3 clusters Score: Raw -7397.023699 + Penalty 493.131280 = -6903.892419 nChanged 6 SP:Iteration 3Q (94.442406 sec): 3 clusters Score: Raw -7404.246713 + Penalty 493.299538 = -6910.947174 nChanged 2 SP:Iteration 4Q (94.442833 sec): 3 clusters Score: Raw -7405.888649 + Penalty 493.290270 = -6912.598378 nChanged 1 SP:Iteration 5Q (94.443256 sec): 3 clusters Score: Raw -7406.117755 + Penalty 493.116916 = -6913.000839 nChanged 1 SP:Iteration 6Q (94.443680 sec): 3 clusters Score: Raw -7406.325932 + Penalty 493.116916 = -6913.209016 nChanged 0 SP:Iteration 7F (94.444111 sec): 3 clusters Score: Raw -7406.325932 + Penalty 493.116916 = -6913.209016 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 2 (345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.445626 sec): 2 clusters Score: Raw -18361.240739 + Penalty 40.160896 = -18321.079843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.446464 sec): 3 clusters Score: Raw -18221.217985 + Penalty 74.473743 = -18146.744242 nChanged 140 SP:Iteration 1F (94.447286 sec): 3 clusters Score: Raw -18487.183520 + Penalty 75.155615 = -18412.027905 nChanged 26 SP:Iteration 2F (94.448113 sec): 3 clusters Score: Raw -18530.367712 + Penalty 75.678774 = -18454.688938 nChanged 9 SP:Iteration 3Q (94.448884 sec): 3 clusters Score: Raw -18541.778702 + Penalty 75.833430 = -18465.945271 nChanged 6 SP:Iteration 4Q (94.449651 sec): 3 clusters Score: Raw -18546.443724 + Penalty 75.849139 = -18470.594585 nChanged 2 SP:Iteration 5Q (94.450456 sec): 3 clusters Score: Raw -18547.499257 + Penalty 76.017714 = -18471.481543 nChanged 2 SP:Iteration 6Q (94.451221 sec): 3 clusters Score: Raw -18548.041081 + Penalty 76.017714 = -18472.023367 nChanged 0 SP:Iteration 7F (94.452008 sec): 3 clusters Score: Raw -18548.041081 + Penalty 76.017714 = -18472.023367 nChanged 0 Score: Raw -2683864.837728 + Penalty 77169.698537 = -2606695.139191 Splitting cluster 2 changes total score from -2579333.131779 to -2606695.139191 So it's getting split into cluster 7. Memory request: 0.01 GB would take us to total of 0.45 GB. Trying to split cluster 3 (1038 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.566255 sec): 2 clusters Score: Raw -57227.800832 + Penalty 952.665748 = -56275.135085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.568306 sec): 3 clusters Score: Raw -56851.256229 + Penalty 1904.239353 = -54947.016876 nChanged 330 SP:Iteration 1F (96.570299 sec): 3 clusters Score: Raw -57136.848993 + Penalty 1903.439222 = -55233.409770 nChanged 78 SP:Iteration 2F (96.572274 sec): 3 clusters Score: Raw -57211.740660 + Penalty 1903.363394 = -55308.377266 nChanged 38 SP:Iteration 3Q (96.574216 sec): 3 clusters Score: Raw -57236.799800 + Penalty 1903.216810 = -55333.582990 nChanged 21 SP:Iteration 4Q (96.576250 sec): 3 clusters Score: Raw -57252.156740 + Penalty 1903.315553 = -55348.841188 nChanged 11 SP:Iteration 5Q (96.578183 sec): 3 clusters Score: Raw -57264.510659 + Penalty 1903.241104 = -55361.269555 nChanged 11 SP:Iteration 6Q (96.580132 sec): 3 clusters Score: Raw -57273.026572 + Penalty 1903.405036 = -55369.621536 nChanged 9 SP:Iteration 7Q (96.582101 sec): 3 clusters Score: Raw -57281.856075 + Penalty 1903.562439 = -55378.293636 nChanged 13 SP:Iteration 8Q (96.584091 sec): 3 clusters Score: Raw -57294.108352 + Penalty 1903.629056 = -55390.479295 nChanged 11 SP:Iteration 9Q (96.586060 sec): 3 clusters Score: Raw -57313.115702 + Penalty 1903.719598 = -55409.396104 nChanged 16 SP:Iteration 10F (96.588018 sec): 3 clusters Score: Raw -57329.833690 + Penalty 1903.778323 = -55426.055368 nChanged 13 SP:Iteration 11Q (96.589940 sec): 3 clusters Score: Raw -57341.413736 + Penalty 1903.511215 = -55437.902521 nChanged 11 SP:Iteration 12Q (96.591864 sec): 3 clusters Score: Raw -57350.589392 + Penalty 1903.308067 = -55447.281325 nChanged 11 SP:Iteration 13Q (96.593784 sec): 3 clusters Score: Raw -57357.936391 + Penalty 1903.260864 = -55454.675527 nChanged 8 SP:Iteration 14Q (96.595746 sec): 3 clusters Score: Raw -57364.063513 + Penalty 1903.188999 = -55460.874514 nChanged 7 SP:Iteration 15Q (96.597721 sec): 3 clusters Score: Raw -57366.783511 + Penalty 1903.202905 = -55463.580606 nChanged 8 SP:Iteration 16Q (96.599678 sec): 3 clusters Score: Raw -57370.422264 + Penalty 1903.233851 = -55467.188413 nChanged 7 SP:Iteration 17Q (96.601604 sec): 3 clusters Score: Raw -57372.752450 + Penalty 1902.987529 = -55469.764922 nChanged 4 SP:Iteration 18Q (96.603521 sec): 3 clusters Score: Raw -57376.096870 + Penalty 1902.807614 = -55473.289256 nChanged 5 SP:Iteration 19Q (96.605438 sec): 3 clusters Score: Raw -57379.013053 + Penalty 1902.849735 = -55476.163317 nChanged 2 SP:Iteration 20F (96.607394 sec): 3 clusters Score: Raw -57380.758469 + Penalty 1902.824055 = -55477.934415 nChanged 2 SP:Iteration 21Q (96.609312 sec): 3 clusters Score: Raw -57383.628123 + Penalty 1902.979454 = -55480.648669 nChanged 3 SP:Iteration 22Q (96.611229 sec): 3 clusters Score: Raw -57385.246372 + Penalty 1903.013520 = -55482.232852 nChanged 1 SP:Iteration 23Q (96.613210 sec): 3 clusters Score: Raw -57386.033406 + Penalty 1903.048769 = -55482.984637 nChanged 1 SP:Iteration 24Q (96.615163 sec): 3 clusters Score: Raw -57386.542564 + Penalty 1903.223095 = -55483.319469 nChanged 2 SP:Iteration 25Q (96.617087 sec): 3 clusters Score: Raw -57388.886533 + Penalty 1903.242515 = -55485.644017 nChanged 1 SP:Iteration 26Q (96.619001 sec): 3 clusters Score: Raw -57389.229240 + Penalty 1903.242515 = -55485.986725 nChanged 0 SP:Iteration 27F (96.620992 sec): 3 clusters Score: Raw -57389.229240 + Penalty 1903.242515 = -55485.986725 nChanged 0 Memory request: 0.01 GB would take us to total of 0.45 GB. Trying to split cluster 4 (711 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.624788 sec): 2 clusters Score: Raw -46562.062569 + Penalty 870.799986 = -45691.262583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.627094 sec): 3 clusters Score: Raw -46329.870250 + Penalty 1742.425444 = -44587.444806 nChanged 190 SP:Iteration 1F (96.629063 sec): 3 clusters Score: Raw -46485.371851 + Penalty 1742.519918 = -44742.851933 nChanged 52 SP:Iteration 2F (96.630564 sec): 3 clusters Score: Raw -46531.616069 + Penalty 1742.613775 = -44789.002294 nChanged 27 SP:Iteration 3Q (96.632048 sec): 3 clusters Score: Raw -46555.352913 + Penalty 1742.363208 = -44812.989705 nChanged 16 SP:Iteration 4Q (96.633499 sec): 3 clusters Score: Raw -46568.675720 + Penalty 1742.459185 = -44826.216535 nChanged 12 SP:Iteration 5Q (96.634950 sec): 3 clusters Score: Raw -46584.241979 + Penalty 1742.353971 = -44841.888008 nChanged 8 SP:Iteration 6Q (96.636387 sec): 3 clusters Score: Raw -46590.084146 + Penalty 1742.341508 = -44847.742638 nChanged 7 SP:Iteration 7Q (96.637801 sec): 3 clusters Score: Raw -46595.469645 + Penalty 1742.205048 = -44853.264597 nChanged 4 SP:Iteration 8Q (96.639215 sec): 3 clusters Score: Raw -46598.183893 + Penalty 1742.182808 = -44856.001085 nChanged 2 SP:Iteration 9Q (96.640628 sec): 3 clusters Score: Raw -46599.256874 + Penalty 1742.135855 = -44857.121019 nChanged 1 SP:Iteration 10F (96.642090 sec): 3 clusters Score: Raw -46600.814190 + Penalty 1742.090204 = -44858.723986 nChanged 1 SP:Iteration 11Q (96.643549 sec): 3 clusters Score: Raw -46601.380352 + Penalty 1742.058946 = -44859.321405 nChanged 1 SP:Iteration 12Q (96.644989 sec): 3 clusters Score: Raw -46601.608748 + Penalty 1742.026422 = -44859.582326 nChanged 1 SP:Iteration 13Q (96.646433 sec): 3 clusters Score: Raw -46602.104091 + Penalty 1742.026422 = -44860.077669 nChanged 0 SP:Iteration 14F (96.647881 sec): 3 clusters Score: Raw -46602.104091 + Penalty 1742.026422 = -44860.077669 nChanged 0 Memory request: 0.01 GB would take us to total of 0.45 GB. Trying to split cluster 5 (727 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.650346 sec): 2 clusters Score: Raw -42235.066963 + Penalty 336.122627 = -41898.944336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.651935 sec): 3 clusters Score: Raw -41814.574446 + Penalty 679.889697 = -41134.684749 nChanged 264 SP:Iteration 1F (96.653442 sec): 3 clusters Score: Raw -42047.467024 + Penalty 692.225022 = -41355.242002 nChanged 89 SP:Iteration 2F (96.654936 sec): 3 clusters Score: Raw -42162.353498 + Penalty 708.275381 = -41454.078117 nChanged 54 SP:Iteration 3F (96.656421 sec): 3 clusters Score: Raw -42217.057894 + Penalty 717.002246 = -41500.055648 nChanged 26 SP:Iteration 4Q (96.657836 sec): 3 clusters Score: Raw -42241.812332 + Penalty 720.602580 = -41521.209753 nChanged 14 SP:Iteration 5Q (96.659204 sec): 3 clusters Score: Raw -42250.117436 + Penalty 724.889340 = -41525.228096 nChanged 7 SP:Iteration 6Q (96.660549 sec): 3 clusters Score: Raw -42253.712474 + Penalty 727.909690 = -41525.802784 nChanged 2 SP:Iteration 7Q (96.661909 sec): 3 clusters Score: Raw -42254.323626 + Penalty 729.079014 = -41525.244612 nChanged 2 SP:Iteration 8F (96.663428 sec): 3 clusters Score: Raw -42254.610359 + Penalty 729.811355 = -41524.799004 nChanged 1 SP:Iteration 9F (96.664955 sec): 3 clusters Score: Raw -42255.062772 + Penalty 729.811355 = -41525.251417 nChanged 0 Memory request: 0.01 GB would take us to total of 0.45 GB. Trying to split cluster 6 (755 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.667521 sec): 2 clusters Score: Raw -42978.201490 + Penalty 118.385834 = -42859.815656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.669290 sec): 3 clusters Score: Raw -42527.621949 + Penalty 249.384587 = -42278.237362 nChanged 324 SP:Iteration 1F (96.670916 sec): 3 clusters Score: Raw -42795.767045 + Penalty 251.370676 = -42544.396369 nChanged 92 SP:Iteration 2F (96.672531 sec): 3 clusters Score: Raw -42856.567291 + Penalty 254.470513 = -42602.096778 nChanged 58 SP:Iteration 3F (96.674152 sec): 3 clusters Score: Raw -42896.254378 + Penalty 260.388656 = -42635.865721 nChanged 44 SP:Iteration 4F (96.675831 sec): 3 clusters Score: Raw -42938.311768 + Penalty 270.492203 = -42667.819566 nChanged 29 SP:Iteration 5Q (96.677461 sec): 3 clusters Score: Raw -42964.085699 + Penalty 286.848782 = -42677.236917 nChanged 20 SP:Iteration 6Q (96.679094 sec): 3 clusters Score: Raw -42979.229421 + Penalty 291.765999 = -42687.463422 nChanged 14 SP:Iteration 7Q (96.680692 sec): 3 clusters Score: Raw -42987.124613 + Penalty 286.463308 = -42700.661305 nChanged 9 SP:Iteration 8Q (96.682281 sec): 3 clusters Score: Raw -42992.777415 + Penalty 288.893040 = -42703.884375 nChanged 6 SP:Iteration 9Q (96.683901 sec): 3 clusters Score: Raw -42995.391133 + Penalty 283.330107 = -42712.061026 nChanged 3 SP:Iteration 10F (96.685577 sec): 3 clusters Score: Raw -42996.229824 + Penalty 290.067124 = -42706.162700 nChanged 4 SP:Iteration 11F (96.687222 sec): 3 clusters Score: Raw -42998.418804 + Penalty 286.601254 = -42711.817550 nChanged 3 SP:Iteration 12Q (96.688779 sec): 3 clusters Score: Raw -42999.585616 + Penalty 290.313926 = -42709.271690 nChanged 1 SP:Iteration 13F (96.690428 sec): 3 clusters Score: Raw -42999.670493 + Penalty 290.313926 = -42709.356567 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 8 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.690995 sec): 2 clusters Score: Raw -498.213787 + Penalty 152.720697 = -345.493090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.691229 sec): 3 clusters Score: Raw -501.732305 + Penalty 307.401194 = -194.331111 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 9 (515 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.693411 sec): 2 clusters Score: Raw -30798.913032 + Penalty 376.075229 = -30422.837803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.694644 sec): 3 clusters Score: Raw -30510.781161 + Penalty 751.901921 = -29758.879240 nChanged 170 SP:Iteration 1F (96.695874 sec): 3 clusters Score: Raw -30609.453115 + Penalty 752.825719 = -29856.627397 nChanged 70 SP:Iteration 2F (96.697053 sec): 3 clusters Score: Raw -30652.740986 + Penalty 755.013561 = -29897.727426 nChanged 33 SP:Iteration 3F (96.698237 sec): 3 clusters Score: Raw -30678.890662 + Penalty 763.857665 = -29915.032997 nChanged 35 SP:Iteration 4F (96.699415 sec): 3 clusters Score: Raw -30707.034616 + Penalty 780.951473 = -29926.083143 nChanged 33 SP:Iteration 5F (96.700601 sec): 3 clusters Score: Raw -30739.956490 + Penalty 803.538406 = -29936.418084 nChanged 30 SP:Iteration 6F (96.701818 sec): 3 clusters Score: Raw -30777.527097 + Penalty 816.381385 = -29961.145712 nChanged 22 SP:Iteration 7Q (96.703008 sec): 3 clusters Score: Raw -30801.688838 + Penalty 835.581491 = -29966.107347 nChanged 12 SP:Iteration 8Q (96.704178 sec): 3 clusters Score: Raw -30818.442819 + Penalty 861.393708 = -29957.049111 nChanged 10 SP:Iteration 9F (96.705381 sec): 3 clusters Score: Raw -30828.253375 + Penalty 862.581478 = -29965.671897 nChanged 4 SP:Iteration 10F (96.706585 sec): 3 clusters Score: Raw -30832.424744 + Penalty 864.597745 = -29967.826999 nChanged 4 SP:Iteration 11Q (96.707720 sec): 3 clusters Score: Raw -30836.796196 + Penalty 871.018095 = -29965.778101 nChanged 4 SP:Iteration 12F (96.708926 sec): 3 clusters Score: Raw -30842.418017 + Penalty 882.882122 = -29959.535895 nChanged 5 SP:Iteration 13F (96.710134 sec): 3 clusters Score: Raw -30848.571717 + Penalty 902.082469 = -29946.489248 nChanged 3 SP:Iteration 14F (96.711344 sec): 3 clusters Score: Raw -30851.801308 + Penalty 902.620759 = -29949.180549 nChanged 1 SP:Iteration 15Q (96.712534 sec): 3 clusters Score: Raw -30853.032240 + Penalty 913.759351 = -29939.272889 nChanged 2 SP:Iteration 16F (96.713744 sec): 3 clusters Score: Raw -30857.326261 + Penalty 921.702861 = -29935.623399 nChanged 2 SP:Iteration 17F (96.714959 sec): 3 clusters Score: Raw -30863.202453 + Penalty 926.030861 = -29937.171593 nChanged 1 SP:Iteration 18Q (96.716049 sec): 3 clusters Score: Raw -30865.246850 + Penalty 926.030861 = -29939.215989 nChanged 0 SP:Iteration 19F (96.717258 sec): 3 clusters Score: Raw -30865.246850 + Penalty 926.030861 = -29939.215989 nChanged 0 Memory request: 0.02 GB would take us to total of 0.46 GB. Trying to split cluster 10 (2853 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.730594 sec): 2 clusters Score: Raw -178152.913572 + Penalty 513.238865 = -177639.674707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.736285 sec): 3 clusters Score: Raw -176398.178784 + Penalty 1038.709876 = -175359.468908 nChanged 1208 SP:Iteration 1F (96.741664 sec): 3 clusters Score: Raw -177208.000370 + Penalty 1057.036481 = -176150.963889 nChanged 418 SP:Iteration 2F (96.746952 sec): 3 clusters Score: Raw -177563.845756 + Penalty 1076.924263 = -176486.921493 nChanged 279 SP:Iteration 3F (96.752136 sec): 3 clusters Score: Raw -177831.732943 + Penalty 1087.236242 = -176744.496702 nChanged 165 SP:Iteration 4F (96.757282 sec): 3 clusters Score: Raw -177989.803950 + Penalty 1105.086510 = -176884.717440 nChanged 105 SP:Iteration 5Q (96.762072 sec): 3 clusters Score: Raw -178092.256331 + Penalty 1159.152349 = -176933.103982 nChanged 67 SP:Iteration 6Q (96.766678 sec): 3 clusters Score: Raw -178161.370221 + Penalty 1224.798971 = -176936.571250 nChanged 23 SP:Iteration 7Q (96.771308 sec): 3 clusters Score: Raw -178186.911097 + Penalty 1281.588507 = -176905.322590 nChanged 11 SP:Iteration 8F (96.776564 sec): 3 clusters Score: Raw -178205.723265 + Penalty 1309.837639 = -176895.885627 nChanged 4 SP:Iteration 9F (96.781827 sec): 3 clusters Score: Raw -178213.805548 + Penalty 1309.837639 = -176903.967909 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 11 (2452 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.791472 sec): 2 clusters Score: Raw -145911.707317 + Penalty 316.544342 = -145595.162975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.796130 sec): 3 clusters Score: Raw -144381.109458 + Penalty 631.234773 = -143749.874684 nChanged 1077 SP:Iteration 1F (96.800777 sec): 3 clusters Score: Raw -145255.246549 + Penalty 630.577019 = -144624.669529 nChanged 414 SP:Iteration 2F (96.805266 sec): 3 clusters Score: Raw -145662.098609 + Penalty 632.070878 = -145030.027731 nChanged 163 SP:Iteration 3F (96.809732 sec): 3 clusters Score: Raw -145755.014915 + Penalty 634.690164 = -145120.324752 nChanged 79 SP:Iteration 4Q (96.814499 sec): 3 clusters Score: Raw -145804.323833 + Penalty 638.118996 = -145166.204837 nChanged 54 SP:Iteration 5Q (96.819692 sec): 3 clusters Score: Raw -145830.428554 + Penalty 640.972298 = -145189.456255 nChanged 53 SP:Iteration 6Q (96.825163 sec): 3 clusters Score: Raw -145852.828325 + Penalty 643.721432 = -145209.106893 nChanged 39 SP:Iteration 7Q (96.829989 sec): 3 clusters Score: Raw -145866.888794 + Penalty 646.311745 = -145220.577049 nChanged 36 SP:Iteration 8Q (96.835027 sec): 3 clusters Score: Raw -145881.823466 + Penalty 649.363267 = -145232.460199 nChanged 36 SP:Iteration 9Q (96.839782 sec): 3 clusters Score: Raw -145901.044654 + Penalty 654.326611 = -145246.718043 nChanged 29 SP:Iteration 10F (96.844823 sec): 3 clusters Score: Raw -145915.579928 + Penalty 656.675216 = -145258.904712 nChanged 24 SP:Iteration 11Q (96.849592 sec): 3 clusters Score: Raw -145922.832950 + Penalty 660.821891 = -145262.011059 nChanged 23 SP:Iteration 12Q (96.854233 sec): 3 clusters Score: Raw -145928.462529 + Penalty 663.355029 = -145265.107500 nChanged 12 SP:Iteration 13Q (96.858725 sec): 3 clusters Score: Raw -145931.240312 + Penalty 664.678756 = -145266.561556 nChanged 11 SP:Iteration 14Q (96.863171 sec): 3 clusters Score: Raw -145934.006869 + Penalty 666.362644 = -145267.644225 nChanged 10 SP:Iteration 15Q (96.867612 sec): 3 clusters Score: Raw -145936.721090 + Penalty 667.214688 = -145269.506402 nChanged 8 SP:Iteration 16Q (96.872094 sec): 3 clusters Score: Raw -145939.010942 + Penalty 668.969107 = -145270.041836 nChanged 6 SP:Iteration 17Q (96.876370 sec): 3 clusters Score: Raw -145940.291190 + Penalty 670.505073 = -145269.786117 nChanged 6 SP:Iteration 18F (96.881408 sec): 3 clusters Score: Raw -145941.804242 + Penalty 669.876884 = -145271.927357 nChanged 5 SP:Iteration 19Q (96.885953 sec): 3 clusters Score: Raw -145943.106546 + Penalty 668.283005 = -145274.823541 nChanged 7 SP:Iteration 20F (96.890913 sec): 3 clusters Score: Raw -145944.610059 + Penalty 666.161040 = -145278.449019 nChanged 6 SP:Iteration 21Q (96.895334 sec): 3 clusters Score: Raw -145945.669856 + Penalty 665.910474 = -145279.759382 nChanged 3 SP:Iteration 22Q (96.899747 sec): 3 clusters Score: Raw -145945.776265 + Penalty 665.910474 = -145279.865792 nChanged 0 SP:Iteration 23F (96.905139 sec): 3 clusters Score: Raw -145945.776265 + Penalty 665.910474 = -145279.865792 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 12 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.907434 sec): 2 clusters Score: Raw -2791.203486 + Penalty 98.086929 = -2693.116557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.907755 sec): 3 clusters Score: Raw -2776.745503 + Penalty 198.027124 = -2578.718379 nChanged 10 SP:Iteration 1F (96.908074 sec): 3 clusters Score: Raw -2782.441552 + Penalty 196.559301 = -2585.882251 nChanged 4 SP:Iteration 2F (96.908373 sec): 3 clusters Score: Raw -2795.497037 + Penalty 191.650413 = -2603.846625 nChanged 4 SP:Iteration 3F (96.908668 sec): 3 clusters Score: Raw -2808.728276 + Penalty 191.413553 = -2617.314723 nChanged 1 SP:Iteration 4Q (96.908957 sec): 3 clusters Score: Raw -2809.693120 + Penalty 191.794425 = -2617.898695 nChanged 1 SP:Iteration 5Q (96.909246 sec): 3 clusters Score: Raw -2810.658753 + Penalty 191.869261 = -2618.789492 nChanged 1 SP:Iteration 6Q (96.909535 sec): 3 clusters Score: Raw -2811.350162 + Penalty 191.869261 = -2619.480900 nChanged 0 SP:Iteration 7F (96.909831 sec): 3 clusters Score: Raw -2811.350162 + Penalty 191.869261 = -2619.480900 nChanged 0 Memory request: 0.01 GB would take us to total of 0.45 GB. Trying to split cluster 13 (706 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.912407 sec): 2 clusters Score: Raw -42307.921772 + Penalty 490.257821 = -41817.663951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.914029 sec): 3 clusters Score: Raw -41984.538288 + Penalty 980.281094 = -41004.257194 nChanged 231 SP:Iteration 1F (96.915644 sec): 3 clusters Score: Raw -42147.008340 + Penalty 982.910182 = -41164.098158 nChanged 58 SP:Iteration 2F (96.917225 sec): 3 clusters Score: Raw -42197.713093 + Penalty 983.294495 = -41214.418599 nChanged 39 SP:Iteration 3F (96.918845 sec): 3 clusters Score: Raw -42231.413315 + Penalty 989.462047 = -41241.951269 nChanged 27 SP:Iteration 4Q (96.920545 sec): 3 clusters Score: Raw -42250.525614 + Penalty 995.034667 = -41255.490947 nChanged 18 SP:Iteration 5Q (96.922196 sec): 3 clusters Score: Raw -42261.340816 + Penalty 1008.456776 = -41252.884040 nChanged 24 SP:Iteration 6F (96.923902 sec): 3 clusters Score: Raw -42281.056283 + Penalty 1023.419704 = -41257.636579 nChanged 21 SP:Iteration 7Q (96.925556 sec): 3 clusters Score: Raw -42302.584199 + Penalty 1032.458610 = -41270.125589 nChanged 14 SP:Iteration 8Q (96.927135 sec): 3 clusters Score: Raw -42317.391028 + Penalty 1032.289526 = -41285.101502 nChanged 10 SP:Iteration 9Q (96.928691 sec): 3 clusters Score: Raw -42326.121229 + Penalty 1038.226994 = -41287.894235 nChanged 10 SP:Iteration 10F (96.930371 sec): 3 clusters Score: Raw -42336.240402 + Penalty 1042.454076 = -41293.786325 nChanged 10 SP:Iteration 11Q (96.932037 sec): 3 clusters Score: Raw -42344.712079 + Penalty 1038.399146 = -41306.312934 nChanged 7 SP:Iteration 12Q (96.933652 sec): 3 clusters Score: Raw -42352.598387 + Penalty 1043.973408 = -41308.624979 nChanged 6 SP:Iteration 13Q (96.935257 sec): 3 clusters Score: Raw -42358.359703 + Penalty 1046.916344 = -41311.443359 nChanged 4 SP:Iteration 14Q (96.936802 sec): 3 clusters Score: Raw -42361.078749 + Penalty 1054.620590 = -41306.458159 nChanged 3 SP:Iteration 15F (96.938406 sec): 3 clusters Score: Raw -42362.985176 + Penalty 1054.067446 = -41308.917730 nChanged 2 SP:Iteration 16Q (96.939968 sec): 3 clusters Score: Raw -42365.471266 + Penalty 1052.459284 = -41313.011981 nChanged 1 SP:Iteration 17Q (96.941554 sec): 3 clusters Score: Raw -42367.155269 + Penalty 1052.459284 = -41314.695985 nChanged 0 SP:Iteration 18F (96.943225 sec): 3 clusters Score: Raw -42367.155269 + Penalty 1052.459284 = -41314.695985 nChanged 0 Memory request: 0.01 GB would take us to total of 0.45 GB. Trying to split cluster 14 (559 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.945321 sec): 2 clusters Score: Raw -32576.244553 + Penalty 280.698868 = -32295.545685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.946618 sec): 3 clusters Score: Raw -32245.604664 + Penalty 557.484658 = -31688.120007 nChanged 201 SP:Iteration 1F (96.947872 sec): 3 clusters Score: Raw -32337.571049 + Penalty 563.045946 = -31774.525103 nChanged 75 SP:Iteration 2F (96.949133 sec): 3 clusters Score: Raw -32388.810750 + Penalty 574.337019 = -31814.473731 nChanged 65 SP:Iteration 3F (96.950385 sec): 3 clusters Score: Raw -32447.183248 + Penalty 585.005479 = -31862.177769 nChanged 57 SP:Iteration 4F (96.951647 sec): 3 clusters Score: Raw -32509.586931 + Penalty 590.157119 = -31919.429813 nChanged 35 SP:Iteration 5F (96.952909 sec): 3 clusters Score: Raw -32547.021418 + Penalty 597.890807 = -31949.130611 nChanged 30 SP:Iteration 6F (96.954177 sec): 3 clusters Score: Raw -32569.283822 + Penalty 600.568596 = -31968.715226 nChanged 17 SP:Iteration 7Q (96.955423 sec): 3 clusters Score: Raw -32576.991383 + Penalty 601.775303 = -31975.216080 nChanged 5 SP:Iteration 8Q (96.956692 sec): 3 clusters Score: Raw -32579.562457 + Penalty 605.062092 = -31974.500365 nChanged 4 SP:Iteration 9F (96.957972 sec): 3 clusters Score: Raw -32582.051527 + Penalty 606.754513 = -31975.297014 nChanged 8 SP:Iteration 10F (96.959236 sec): 3 clusters Score: Raw -32586.567747 + Penalty 607.070408 = -31979.497338 nChanged 4 SP:Iteration 11Q (96.960464 sec): 3 clusters Score: Raw -32588.185163 + Penalty 605.668847 = -31982.516317 nChanged 4 SP:Iteration 12Q (96.961646 sec): 3 clusters Score: Raw -32590.935819 + Penalty 606.579075 = -31984.356744 nChanged 5 SP:Iteration 13Q (96.963019 sec): 3 clusters Score: Raw -32593.814192 + Penalty 611.774814 = -31982.039378 nChanged 8 SP:Iteration 14F (96.965015 sec): 3 clusters Score: Raw -32599.342434 + Penalty 617.024178 = -31982.318256 nChanged 6 SP:Iteration 15Q (96.967154 sec): 3 clusters Score: Raw -32604.108241 + Penalty 616.968583 = -31987.139658 nChanged 4 SP:Iteration 16Q (96.968610 sec): 3 clusters Score: Raw -32606.738411 + Penalty 627.878254 = -31978.860157 nChanged 7 SP:Iteration 17F (96.970366 sec): 3 clusters Score: Raw -32611.727467 + Penalty 628.839918 = -31982.887549 nChanged 2 SP:Iteration 18Q (96.972214 sec): 3 clusters Score: Raw -32613.620999 + Penalty 630.604992 = -31983.016007 nChanged 3 SP:Iteration 19Q (96.973743 sec): 3 clusters Score: Raw -32615.798011 + Penalty 624.987175 = -31990.810836 nChanged 3 SP:Iteration 20F (96.975058 sec): 3 clusters Score: Raw -32617.995413 + Penalty 627.233313 = -31990.762100 nChanged 2 SP:Iteration 21F (96.976395 sec): 3 clusters Score: Raw -32620.362213 + Penalty 627.233313 = -31993.128900 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 15 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.977147 sec): 2 clusters Score: Raw -2873.794468 + Penalty 202.920615 = -2670.873853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.977473 sec): 3 clusters Score: Raw -2881.782231 + Penalty 397.870851 = -2483.911380 nChanged 10 SP:Iteration 1F (96.977797 sec): 3 clusters Score: Raw -2897.328285 + Penalty 398.630475 = -2498.697810 nChanged 3 SP:Iteration 2F (96.978114 sec): 3 clusters Score: Raw -2903.683847 + Penalty 398.630475 = -2505.053371 nChanged 0 Memory request: 0.01 GB would take us to total of 0.45 GB. Trying to split cluster 16 (923 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.981205 sec): 2 clusters Score: Raw -55583.447503 + Penalty 215.713432 = -55367.734071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.983240 sec): 3 clusters Score: Raw -55060.260945 + Penalty 430.636542 = -54629.624402 nChanged 353 SP:Iteration 1F (96.985286 sec): 3 clusters Score: Raw -55267.633366 + Penalty 430.702177 = -54836.931189 nChanged 68 SP:Iteration 2F (96.987350 sec): 3 clusters Score: Raw -55292.775648 + Penalty 431.068854 = -54861.706793 nChanged 37 SP:Iteration 3Q (96.989403 sec): 3 clusters Score: Raw -55307.941096 + Penalty 430.862889 = -54877.078207 nChanged 38 SP:Iteration 4Q (96.991435 sec): 3 clusters Score: Raw -55324.200608 + Penalty 430.820843 = -54893.379765 nChanged 34 SP:Iteration 5Q (96.993475 sec): 3 clusters Score: Raw -55341.967403 + Penalty 429.679023 = -54912.288380 nChanged 35 SP:Iteration 6Q (96.995509 sec): 3 clusters Score: Raw -55357.065274 + Penalty 427.963192 = -54929.102082 nChanged 36 SP:Iteration 7Q (96.997562 sec): 3 clusters Score: Raw -55374.524287 + Penalty 426.659985 = -54947.864302 nChanged 33 SP:Iteration 8Q (96.999591 sec): 3 clusters Score: Raw -55390.828714 + Penalty 422.983205 = -54967.845508 nChanged 37 SP:Iteration 9Q (97.001605 sec): 3 clusters Score: Raw -55409.864965 + Penalty 421.421782 = -54988.443183 nChanged 29 SP:Iteration 10F (97.003645 sec): 3 clusters Score: Raw -55424.912691 + Penalty 419.126165 = -55005.786526 nChanged 26 SP:Iteration 11Q (97.005555 sec): 3 clusters Score: Raw -55440.430641 + Penalty 413.885716 = -55026.544925 nChanged 28 SP:Iteration 12Q (97.007509 sec): 3 clusters Score: Raw -55460.301904 + Penalty 412.393123 = -55047.908781 nChanged 24 SP:Iteration 13Q (97.009434 sec): 3 clusters Score: Raw -55473.381863 + Penalty 411.058442 = -55062.323421 nChanged 22 SP:Iteration 14Q (97.011350 sec): 3 clusters Score: Raw -55484.843237 + Penalty 412.319612 = -55072.523625 nChanged 25 SP:Iteration 15Q (97.013299 sec): 3 clusters Score: Raw -55500.703150 + Penalty 409.685625 = -55091.017525 nChanged 24 SP:Iteration 16Q (97.015215 sec): 3 clusters Score: Raw -55514.988121 + Penalty 411.426186 = -55103.561934 nChanged 21 SP:Iteration 17Q (97.017139 sec): 3 clusters Score: Raw -55527.341759 + Penalty 413.909661 = -55113.432098 nChanged 17 SP:Iteration 18Q (97.019021 sec): 3 clusters Score: Raw -55536.234437 + Penalty 418.962712 = -55117.271725 nChanged 15 SP:Iteration 19Q (97.020878 sec): 3 clusters Score: Raw -55543.125482 + Penalty 424.803118 = -55118.322364 nChanged 18 SP:Iteration 20F (97.022969 sec): 3 clusters Score: Raw -55554.743321 + Penalty 432.705893 = -55122.037428 nChanged 15 SP:Iteration 21Q (97.024797 sec): 3 clusters Score: Raw -55562.506595 + Penalty 438.155730 = -55124.350865 nChanged 16 SP:Iteration 22Q (97.026602 sec): 3 clusters Score: Raw -55572.562637 + Penalty 444.323847 = -55128.238790 nChanged 10 SP:Iteration 23Q (97.028511 sec): 3 clusters Score: Raw -55579.499316 + Penalty 441.412869 = -55138.086448 nChanged 6 SP:Iteration 24Q (97.030466 sec): 3 clusters Score: Raw -55583.719517 + Penalty 444.600121 = -55139.119396 nChanged 5 SP:Iteration 25Q (97.032554 sec): 3 clusters Score: Raw -55587.663297 + Penalty 435.699635 = -55151.963662 nChanged 3 SP:Iteration 26Q (97.034134 sec): 3 clusters Score: Raw -55589.074935 + Penalty 427.878508 = -55161.196427 nChanged 1 SP:Iteration 27Q (97.035939 sec): 3 clusters Score: Raw -55588.795779 + Penalty 427.878508 = -55160.917271 nChanged 0 SP:Iteration 28F (97.038375 sec): 3 clusters Score: Raw -55588.795779 + Penalty 427.878508 = -55160.917271 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 17 (359 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.040136 sec): 2 clusters Score: Raw -15216.063672 + Penalty 847.597252 = -14368.466420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.041019 sec): 3 clusters Score: Raw -15211.969941 + Penalty 1695.075286 = -13516.894655 nChanged 86 SP:Iteration 1F (97.041895 sec): 3 clusters Score: Raw -15414.333305 + Penalty 1695.154358 = -13719.178947 nChanged 31 SP:Iteration 2F (97.042759 sec): 3 clusters Score: Raw -15507.227951 + Penalty 1695.356958 = -13811.870993 nChanged 15 SP:Iteration 3Q (97.043553 sec): 3 clusters Score: Raw -15536.111989 + Penalty 1695.582302 = -13840.529687 nChanged 6 SP:Iteration 4Q (97.044349 sec): 3 clusters Score: Raw -15547.637946 + Penalty 1695.617189 = -13852.020757 nChanged 2 SP:Iteration 5Q (97.045143 sec): 3 clusters Score: Raw -15554.409421 + Penalty 1695.610422 = -13858.798999 nChanged 2 SP:Iteration 6Q (97.045945 sec): 3 clusters Score: Raw -15557.914825 + Penalty 1695.610422 = -13862.304403 nChanged 0 SP:Iteration 7F (97.046816 sec): 3 clusters Score: Raw -15557.914825 + Penalty 1695.610422 = -13862.304403 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 18 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.047508 sec): 2 clusters Score: Raw -4063.893659 + Penalty 367.393005 = -3696.500654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.047851 sec): 3 clusters Score: Raw -4071.112125 + Penalty 735.435842 = -3335.676283 nChanged 3 SP:Iteration 1Q (97.048182 sec): 3 clusters Score: Raw -4078.810301 + Penalty 736.361091 = -3342.449209 nChanged 1 SP:Iteration 2Q (97.048514 sec): 3 clusters Score: Raw -4085.063434 + Penalty 736.361091 = -3348.702343 nChanged 0 SP:Iteration 3F (97.048852 sec): 3 clusters Score: Raw -4085.063434 + Penalty 736.361091 = -3348.702343 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 19 (280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.050111 sec): 2 clusters Score: Raw -16996.442097 + Penalty 687.865724 = -16308.576373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.050834 sec): 3 clusters Score: Raw -17005.252569 + Penalty 1375.958058 = -15629.294511 nChanged 57 SP:Iteration 1F (97.051545 sec): 3 clusters Score: Raw -17070.823916 + Penalty 1376.432300 = -15694.391616 nChanged 18 SP:Iteration 2F (97.052270 sec): 3 clusters Score: Raw -17118.550591 + Penalty 1378.485172 = -15740.065419 nChanged 20 SP:Iteration 3F (97.052995 sec): 3 clusters Score: Raw -17190.326523 + Penalty 1380.947386 = -15809.379137 nChanged 16 SP:Iteration 4F (97.053725 sec): 3 clusters Score: Raw -17240.166558 + Penalty 1382.959907 = -15857.206651 nChanged 15 SP:Iteration 5F (97.054446 sec): 3 clusters Score: Raw -17285.462286 + Penalty 1387.276114 = -15898.186172 nChanged 10 SP:Iteration 6Q (97.055134 sec): 3 clusters Score: Raw -17305.016734 + Penalty 1387.187778 = -15917.828956 nChanged 6 SP:Iteration 7Q (97.055809 sec): 3 clusters Score: Raw -17341.405861 + Penalty 1388.059333 = -15953.346528 nChanged 7 SP:Iteration 8Q (97.056473 sec): 3 clusters Score: Raw -17362.868807 + Penalty 1388.624838 = -15974.243970 nChanged 4 SP:Iteration 9Q (97.057134 sec): 3 clusters Score: Raw -17376.813332 + Penalty 1388.624838 = -15988.188494 nChanged 0 SP:Iteration 10F (97.057853 sec): 3 clusters Score: Raw -17376.813332 + Penalty 1388.624838 = -15988.188494 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 20 (1137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.063928 sec): 2 clusters Score: Raw -65314.938944 + Penalty 273.313766 = -65041.625178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.066324 sec): 3 clusters Score: Raw -64655.035053 + Penalty 545.385037 = -64109.650016 nChanged 478 SP:Iteration 1F (97.068612 sec): 3 clusters Score: Raw -65051.641119 + Penalty 560.944885 = -64490.696234 nChanged 140 SP:Iteration 2F (97.070894 sec): 3 clusters Score: Raw -65201.063806 + Penalty 579.634561 = -64621.429245 nChanged 84 SP:Iteration 3F (97.073253 sec): 3 clusters Score: Raw -65284.336588 + Penalty 581.199967 = -64703.136621 nChanged 49 SP:Iteration 4Q (97.075576 sec): 3 clusters Score: Raw -65326.139815 + Penalty 584.362507 = -64741.777308 nChanged 15 SP:Iteration 5Q (97.077773 sec): 3 clusters Score: Raw -65335.324492 + Penalty 587.481506 = -64747.842986 nChanged 14 SP:Iteration 6Q (97.079855 sec): 3 clusters Score: Raw -65340.861832 + Penalty 586.748965 = -64754.112867 nChanged 5 SP:Iteration 7Q (97.082023 sec): 3 clusters Score: Raw -65342.387028 + Penalty 586.206271 = -64756.180756 nChanged 3 SP:Iteration 8Q (97.084186 sec): 3 clusters Score: Raw -65344.721829 + Penalty 583.618616 = -64761.103213 nChanged 6 SP:Iteration 9Q (97.086338 sec): 3 clusters Score: Raw -65350.108622 + Penalty 581.295107 = -64768.813515 nChanged 8 SP:Iteration 10F (97.088625 sec): 3 clusters Score: Raw -65356.258578 + Penalty 576.624163 = -64779.634415 nChanged 9 SP:Iteration 11Q (97.090752 sec): 3 clusters Score: Raw -65361.771160 + Penalty 568.633659 = -64793.137501 nChanged 14 SP:Iteration 12Q (97.092902 sec): 3 clusters Score: Raw -65370.973406 + Penalty 564.708173 = -64806.265233 nChanged 13 SP:Iteration 13Q (97.095009 sec): 3 clusters Score: Raw -65376.419658 + Penalty 563.126361 = -64813.293297 nChanged 9 SP:Iteration 14Q (97.097171 sec): 3 clusters Score: Raw -65379.661057 + Penalty 563.353220 = -64816.307837 nChanged 6 SP:Iteration 15Q (97.099362 sec): 3 clusters Score: Raw -65381.750190 + Penalty 562.524596 = -64819.225594 nChanged 2 SP:Iteration 16Q (97.101576 sec): 3 clusters Score: Raw -65382.225356 + Penalty 562.568740 = -64819.656616 nChanged 1 SP:Iteration 17Q (97.103771 sec): 3 clusters Score: Raw -65382.306653 + Penalty 562.480968 = -64819.825684 nChanged 2 SP:Iteration 18Q (97.105968 sec): 3 clusters Score: Raw -65382.819145 + Penalty 561.411794 = -64821.407351 nChanged 3 SP:Iteration 19Q (97.108133 sec): 3 clusters Score: Raw -65383.489337 + Penalty 560.652086 = -64822.837251 nChanged 4 SP:Iteration 20F (97.110472 sec): 3 clusters Score: Raw -65384.147108 + Penalty 560.289358 = -64823.857750 nChanged 3 SP:Iteration 21Q (97.112612 sec): 3 clusters Score: Raw -65384.884975 + Penalty 559.852518 = -64825.032457 nChanged 1 SP:Iteration 22Q (97.114756 sec): 3 clusters Score: Raw -65384.921242 + Penalty 559.852518 = -64825.068724 nChanged 0 SP:Iteration 23F (97.117017 sec): 3 clusters Score: Raw -65384.921242 + Penalty 559.852518 = -64825.068724 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 21 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.119261 sec): 2 clusters Score: Raw -375.883699 + Penalty 153.440357 = -222.443342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.119493 sec): 3 clusters Score: Raw -387.419990 + Penalty 306.880714 = -80.539276 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 23 (516 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.121832 sec): 2 clusters Score: Raw -33941.659734 + Penalty 420.277796 = -33521.381939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.123004 sec): 3 clusters Score: Raw -33702.439313 + Penalty 840.612491 = -32861.826822 nChanged 185 SP:Iteration 1F (97.124204 sec): 3 clusters Score: Raw -33809.095530 + Penalty 840.555591 = -32968.539939 nChanged 39 SP:Iteration 2F (97.125375 sec): 3 clusters Score: Raw -33830.732306 + Penalty 840.635105 = -32990.097201 nChanged 24 SP:Iteration 3Q (97.126819 sec): 3 clusters Score: Raw -33847.156489 + Penalty 840.719073 = -33006.437416 nChanged 16 SP:Iteration 4Q (97.127992 sec): 3 clusters Score: Raw -33859.049469 + Penalty 840.779242 = -33018.270227 nChanged 9 SP:Iteration 5Q (97.129140 sec): 3 clusters Score: Raw -33862.388023 + Penalty 841.102945 = -33021.285078 nChanged 8 SP:Iteration 6Q (97.130279 sec): 3 clusters Score: Raw -33864.633089 + Penalty 841.466928 = -33023.166162 nChanged 6 SP:Iteration 7Q (97.131406 sec): 3 clusters Score: Raw -33866.358353 + Penalty 841.591850 = -33024.766503 nChanged 5 SP:Iteration 8Q (97.132558 sec): 3 clusters Score: Raw -33868.048146 + Penalty 841.815880 = -33026.232267 nChanged 5 SP:Iteration 9Q (97.133736 sec): 3 clusters Score: Raw -33869.831154 + Penalty 842.180903 = -33027.650251 nChanged 4 SP:Iteration 10F (97.134880 sec): 3 clusters Score: Raw -33871.397054 + Penalty 842.095052 = -33029.302002 nChanged 2 SP:Iteration 11Q (97.136029 sec): 3 clusters Score: Raw -33872.038125 + Penalty 842.127188 = -33029.910937 nChanged 1 SP:Iteration 12Q (97.137200 sec): 3 clusters Score: Raw -33872.332655 + Penalty 842.052098 = -33030.280557 nChanged 2 SP:Iteration 13Q (97.138374 sec): 3 clusters Score: Raw -33872.828703 + Penalty 841.902304 = -33030.926399 nChanged 3 SP:Iteration 14Q (97.139551 sec): 3 clusters Score: Raw -33873.900567 + Penalty 841.875810 = -33032.024757 nChanged 3 SP:Iteration 15Q (97.140732 sec): 3 clusters Score: Raw -33875.671347 + Penalty 841.775509 = -33033.895838 nChanged 6 SP:Iteration 16Q (97.141972 sec): 3 clusters Score: Raw -33879.752311 + Penalty 842.033745 = -33037.718567 nChanged 3 SP:Iteration 17Q (97.143117 sec): 3 clusters Score: Raw -33880.150974 + Penalty 842.245090 = -33037.905883 nChanged 1 SP:Iteration 18Q (97.144253 sec): 3 clusters Score: Raw -33880.647292 + Penalty 842.592100 = -33038.055192 nChanged 3 SP:Iteration 19Q (97.145350 sec): 3 clusters Score: Raw -33881.912960 + Penalty 843.080497 = -33038.832463 nChanged 2 SP:Iteration 20F (97.146441 sec): 3 clusters Score: Raw -33882.829910 + Penalty 843.533566 = -33039.296344 nChanged 4 SP:Iteration 21Q (97.147522 sec): 3 clusters Score: Raw -33884.373341 + Penalty 843.980075 = -33040.393265 nChanged 3 SP:Iteration 22Q (97.148681 sec): 3 clusters Score: Raw -33885.680983 + Penalty 844.029456 = -33041.651527 nChanged 3 SP:Iteration 23Q (97.149811 sec): 3 clusters Score: Raw -33886.424760 + Penalty 844.029456 = -33042.395304 nChanged 0 SP:Iteration 24F (97.150916 sec): 3 clusters Score: Raw -33886.424760 + Penalty 844.029456 = -33042.395304 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 24 (115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.152197 sec): 2 clusters Score: Raw -6408.295170 + Penalty 288.147086 = -6120.148084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.152626 sec): 3 clusters Score: Raw -6411.167493 + Penalty 582.308011 = -5828.859483 nChanged 28 SP:Iteration 1F (97.153046 sec): 3 clusters Score: Raw -6463.377040 + Penalty 578.186605 = -5885.190435 nChanged 2 SP:Iteration 2Q (97.153455 sec): 3 clusters Score: Raw -6467.073216 + Penalty 576.079457 = -5890.993759 nChanged 1 SP:Iteration 3Q (97.153863 sec): 3 clusters Score: Raw -6468.248257 + Penalty 576.079457 = -5892.168800 nChanged 0 SP:Iteration 4F (97.154283 sec): 3 clusters Score: Raw -6468.248257 + Penalty 576.079457 = -5892.168800 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 25 (1439 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.162163 sec): 2 clusters Score: Raw -95201.674492 + Penalty 623.409152 = -94578.265341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.165444 sec): 3 clusters Score: Raw -94472.231319 + Penalty 1260.586699 = -93211.644620 nChanged 580 SP:Iteration 1F (97.168678 sec): 3 clusters Score: Raw -94924.658298 + Penalty 1285.829945 = -93638.828352 nChanged 159 SP:Iteration 2F (97.171974 sec): 3 clusters Score: Raw -95083.946708 + Penalty 1310.458734 = -93773.487974 nChanged 96 SP:Iteration 3F (97.175258 sec): 3 clusters Score: Raw -95179.684707 + Penalty 1332.813292 = -93846.871415 nChanged 62 SP:Iteration 4Q (97.178588 sec): 3 clusters Score: Raw -95242.533819 + Penalty 1352.705044 = -93889.828775 nChanged 47 SP:Iteration 5Q (97.181742 sec): 3 clusters Score: Raw -95284.514854 + Penalty 1368.119752 = -93916.395102 nChanged 29 SP:Iteration 6Q (97.184893 sec): 3 clusters Score: Raw -95307.490557 + Penalty 1377.175938 = -93930.314619 nChanged 20 SP:Iteration 7Q (97.187991 sec): 3 clusters Score: Raw -95323.097526 + Penalty 1383.091512 = -93940.006014 nChanged 12 SP:Iteration 8Q (97.191040 sec): 3 clusters Score: Raw -95330.602312 + Penalty 1387.365907 = -93943.236405 nChanged 7 SP:Iteration 9Q (97.194050 sec): 3 clusters Score: Raw -95335.514703 + Penalty 1389.589398 = -93945.925305 nChanged 4 SP:Iteration 10F (97.197139 sec): 3 clusters Score: Raw -95339.949043 + Penalty 1394.788630 = -93945.160413 nChanged 6 SP:Iteration 11F (97.200199 sec): 3 clusters Score: Raw -95345.985014 + Penalty 1398.271779 = -93947.713235 nChanged 5 SP:Iteration 12Q (97.203035 sec): 3 clusters Score: Raw -95349.395449 + Penalty 1400.360977 = -93949.034472 nChanged 3 SP:Iteration 13Q (97.205795 sec): 3 clusters Score: Raw -95350.241770 + Penalty 1400.360977 = -93949.880793 nChanged 0 SP:Iteration 14F (97.208792 sec): 3 clusters Score: Raw -95350.241770 + Penalty 1400.360977 = -93949.880793 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 26 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.210650 sec): 2 clusters Score: Raw -1203.802217 + Penalty 209.388069 = -994.414147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.210933 sec): 3 clusters Score: Raw -1241.826719 + Penalty 418.776138 = -823.050581 nChanged 1 SP:Iteration 1Q (97.211177 sec): 3 clusters Score: Raw -1244.140297 + Penalty 423.810567 = -820.329730 nChanged 1 SP:Iteration 2F (97.211425 sec): 3 clusters Score: Raw -1248.790732 + Penalty 423.810567 = -824.980165 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 28 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.212057 sec): 2 clusters Score: Raw -3051.061955 + Penalty 355.731053 = -2695.330902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.212365 sec): 3 clusters Score: Raw -3103.238188 + Penalty 711.678617 = -2391.559571 nChanged 4 SP:Iteration 1F (97.212670 sec): 3 clusters Score: Raw -3119.095725 + Penalty 711.487921 = -2407.607804 nChanged 2 SP:Iteration 2Q (97.212960 sec): 3 clusters Score: Raw -3125.978812 + Penalty 711.487921 = -2414.490891 nChanged 0 SP:Iteration 3F (97.213262 sec): 3 clusters Score: Raw -3125.978812 + Penalty 711.487921 = -2414.490891 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 33 (403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.214839 sec): 2 clusters Score: Raw -22552.906935 + Penalty 812.249667 = -21740.657268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.215784 sec): 3 clusters Score: Raw -22478.228112 + Penalty 1624.985148 = -20853.242964 nChanged 89 SP:Iteration 1F (97.216684 sec): 3 clusters Score: Raw -22588.998442 + Penalty 1625.202895 = -20963.795547 nChanged 20 SP:Iteration 2Q (97.217631 sec): 3 clusters Score: Raw -22651.506076 + Penalty 1626.312973 = -21025.193103 nChanged 14 SP:Iteration 3Q (97.218534 sec): 3 clusters Score: Raw -22692.101494 + Penalty 1627.187559 = -21064.913935 nChanged 5 SP:Iteration 4Q (97.219429 sec): 3 clusters Score: Raw -22703.228711 + Penalty 1627.235307 = -21075.993403 nChanged 2 SP:Iteration 5Q (97.220324 sec): 3 clusters Score: Raw -22705.510692 + Penalty 1628.010420 = -21077.500272 nChanged 3 SP:Iteration 6Q (97.221184 sec): 3 clusters Score: Raw -22709.757231 + Penalty 1628.426814 = -21081.330417 nChanged 3 SP:Iteration 7Q (97.222087 sec): 3 clusters Score: Raw -22713.122227 + Penalty 1628.741797 = -21084.380430 nChanged 1 SP:Iteration 8Q (97.222983 sec): 3 clusters Score: Raw -22713.497199 + Penalty 1629.062769 = -21084.434430 nChanged 1 SP:Iteration 9Q (97.223863 sec): 3 clusters Score: Raw -22713.825484 + Penalty 1629.316748 = -21084.508736 nChanged 1 SP:Iteration 10F (97.224757 sec): 3 clusters Score: Raw -22714.686099 + Penalty 1629.316748 = -21085.369351 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 35 (150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.225954 sec): 2 clusters Score: Raw -8643.706191 + Penalty 635.091831 = -8008.614359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.226456 sec): 3 clusters Score: Raw -8678.792279 + Penalty 1271.150985 = -7407.641294 nChanged 19 SP:Iteration 1F (97.226937 sec): 3 clusters Score: Raw -8725.120531 + Penalty 1271.395689 = -7453.724841 nChanged 7 SP:Iteration 2Q (97.227399 sec): 3 clusters Score: Raw -8751.209123 + Penalty 1273.273053 = -7477.936071 nChanged 4 SP:Iteration 3Q (97.227857 sec): 3 clusters Score: Raw -8765.429937 + Penalty 1274.471411 = -7490.958526 nChanged 2 SP:Iteration 4Q (97.228314 sec): 3 clusters Score: Raw -8769.012240 + Penalty 1274.471411 = -7494.540829 nChanged 0 SP:Iteration 5F (97.228796 sec): 3 clusters Score: Raw -8769.012240 + Penalty 1274.471411 = -7494.540829 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 36 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.229489 sec): 2 clusters Score: Raw -4540.289800 + Penalty 343.557311 = -4196.732489 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.229826 sec): 3 clusters Score: Raw -4538.431598 + Penalty 700.536552 = -3837.895046 nChanged 5 SP:Iteration 1F (97.230157 sec): 3 clusters Score: Raw -4547.005990 + Penalty 711.285020 = -3835.720970 nChanged 4 SP:Iteration 2F (97.230488 sec): 3 clusters Score: Raw -4556.302790 + Penalty 714.746166 = -3841.556625 nChanged 1 SP:Iteration 3Q (97.230813 sec): 3 clusters Score: Raw -4561.608519 + Penalty 714.746166 = -3846.862354 nChanged 0 SP:Iteration 4F (97.231144 sec): 3 clusters Score: Raw -4561.608519 + Penalty 714.746166 = -3846.862354 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 37 (162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.232349 sec): 2 clusters Score: Raw -9822.543640 + Penalty 487.295424 = -9335.248216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.232851 sec): 3 clusters Score: Raw -9841.283709 + Penalty 975.922089 = -8865.361620 nChanged 28 SP:Iteration 1F (97.233346 sec): 3 clusters Score: Raw -9897.906093 + Penalty 974.062691 = -8923.843402 nChanged 13 SP:Iteration 2F (97.233849 sec): 3 clusters Score: Raw -9920.365567 + Penalty 977.452305 = -8942.913261 nChanged 5 SP:Iteration 3Q (97.234332 sec): 3 clusters Score: Raw -9937.841351 + Penalty 981.363329 = -8956.478023 nChanged 4 SP:Iteration 4Q (97.234835 sec): 3 clusters Score: Raw -9943.334634 + Penalty 980.402433 = -8962.932202 nChanged 3 SP:Iteration 5Q (97.235318 sec): 3 clusters Score: Raw -9946.580689 + Penalty 983.792674 = -8962.788015 nChanged 2 SP:Iteration 6F (97.235816 sec): 3 clusters Score: Raw -9953.041972 + Penalty 983.792674 = -8969.249298 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 38 (200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.237271 sec): 2 clusters Score: Raw -10765.011145 + Penalty 570.938174 = -10194.072970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.237846 sec): 3 clusters Score: Raw -10769.325590 + Penalty 1141.335836 = -9627.989754 nChanged 35 SP:Iteration 1F (97.238414 sec): 3 clusters Score: Raw -10819.453417 + Penalty 1140.883264 = -9678.570153 nChanged 5 SP:Iteration 2Q (97.238991 sec): 3 clusters Score: Raw -10824.861692 + Penalty 1140.735569 = -9684.126123 nChanged 2 SP:Iteration 3Q (97.239539 sec): 3 clusters Score: Raw -10827.549933 + Penalty 1140.306841 = -9687.243092 nChanged 1 SP:Iteration 4Q (97.240086 sec): 3 clusters Score: Raw -10830.186047 + Penalty 1140.306841 = -9689.879205 nChanged 0 SP:Iteration 5F (97.240632 sec): 3 clusters Score: Raw -10830.186047 + Penalty 1140.306841 = -9689.879205 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 40 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.241192 sec): 2 clusters Score: Raw -680.350210 + Penalty 207.512784 = -472.837427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.241424 sec): 3 clusters Score: Raw -682.152752 + Penalty 401.496948 = -280.655804 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 42 (245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.242992 sec): 2 clusters Score: Raw -15870.426760 + Penalty 588.440007 = -15281.986753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.243655 sec): 3 clusters Score: Raw -15826.656718 + Penalty 1176.735081 = -14649.921637 nChanged 54 SP:Iteration 1F (97.244302 sec): 3 clusters Score: Raw -15895.548189 + Penalty 1176.753590 = -14718.794599 nChanged 12 SP:Iteration 2Q (97.244940 sec): 3 clusters Score: Raw -15910.281583 + Penalty 1177.248127 = -14733.033455 nChanged 3 SP:Iteration 3Q (97.245576 sec): 3 clusters Score: Raw -15912.031922 + Penalty 1177.150385 = -14734.881537 nChanged 3 SP:Iteration 4Q (97.246209 sec): 3 clusters Score: Raw -15913.917395 + Penalty 1177.294875 = -14736.622519 nChanged 2 SP:Iteration 5Q (97.246842 sec): 3 clusters Score: Raw -15914.953171 + Penalty 1177.027868 = -14737.925303 nChanged 1 SP:Iteration 6Q (97.247473 sec): 3 clusters Score: Raw -15914.924406 + Penalty 1177.027868 = -14737.896538 nChanged 0 SP:Iteration 7F (97.248117 sec): 3 clusters Score: Raw -15914.924406 + Penalty 1177.027868 = -14737.896538 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 43 (194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.249522 sec): 2 clusters Score: Raw -11777.741574 + Penalty 576.648769 = -11201.092805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.250073 sec): 3 clusters Score: Raw -11756.131904 + Penalty 1153.125499 = -10603.006405 nChanged 25 SP:Iteration 1F (97.250617 sec): 3 clusters Score: Raw -11805.001586 + Penalty 1155.919174 = -10649.082411 nChanged 8 SP:Iteration 2Q (97.251171 sec): 3 clusters Score: Raw -11819.483150 + Penalty 1157.920427 = -10661.562723 nChanged 9 SP:Iteration 3Q (97.251737 sec): 3 clusters Score: Raw -11830.640697 + Penalty 1161.422883 = -10669.217814 nChanged 5 SP:Iteration 4Q (97.252283 sec): 3 clusters Score: Raw -11839.532765 + Penalty 1162.158041 = -10677.374723 nChanged 3 SP:Iteration 5Q (97.252804 sec): 3 clusters Score: Raw -11843.632577 + Penalty 1160.643718 = -10682.988860 nChanged 3 SP:Iteration 6Q (97.253342 sec): 3 clusters Score: Raw -11849.430836 + Penalty 1160.783474 = -10688.647362 nChanged 1 SP:Iteration 7Q (97.253886 sec): 3 clusters Score: Raw -11854.673210 + Penalty 1160.783474 = -10693.889736 nChanged 0 SP:Iteration 8F (97.254450 sec): 3 clusters Score: Raw -11854.673210 + Penalty 1160.783474 = -10693.889736 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 44 (493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.256322 sec): 2 clusters Score: Raw -31647.629088 + Penalty 726.507185 = -30921.121903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.257467 sec): 3 clusters Score: Raw -31499.247680 + Penalty 1451.477762 = -30047.769918 nChanged 120 SP:Iteration 1F (97.258568 sec): 3 clusters Score: Raw -31627.054291 + Penalty 1451.667638 = -30175.386654 nChanged 28 SP:Iteration 2F (97.259692 sec): 3 clusters Score: Raw -31649.841960 + Penalty 1451.728827 = -30198.113133 nChanged 8 SP:Iteration 3Q (97.260741 sec): 3 clusters Score: Raw -31658.101412 + Penalty 1451.732052 = -30206.369360 nChanged 8 SP:Iteration 4Q (97.261830 sec): 3 clusters Score: Raw -31667.593913 + Penalty 1451.582683 = -30216.011230 nChanged 7 SP:Iteration 5Q (97.262916 sec): 3 clusters Score: Raw -31672.611645 + Penalty 1451.188945 = -30221.422700 nChanged 4 SP:Iteration 6Q (97.263991 sec): 3 clusters Score: Raw -31677.347772 + Penalty 1451.118209 = -30226.229563 nChanged 3 SP:Iteration 7Q (97.265061 sec): 3 clusters Score: Raw -31680.220529 + Penalty 1451.173488 = -30229.047041 nChanged 2 SP:Iteration 8Q (97.266131 sec): 3 clusters Score: Raw -31682.658359 + Penalty 1451.473567 = -30231.184793 nChanged 2 SP:Iteration 9Q (97.267187 sec): 3 clusters Score: Raw -31683.437520 + Penalty 1451.509477 = -30231.928043 nChanged 1 SP:Iteration 10F (97.268297 sec): 3 clusters Score: Raw -31684.101706 + Penalty 1451.509477 = -30232.592229 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 46 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.268847 sec): 2 clusters Score: Raw -974.532883 + Penalty 218.303808 = -756.229075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.269092 sec): 3 clusters Score: Raw -999.129018 + Penalty 430.871704 = -568.257315 nChanged 0 Memory request: 0.01 GB would take us to total of 0.45 GB. Trying to split cluster 47 (875 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.272585 sec): 2 clusters Score: Raw -54250.490658 + Penalty 582.691362 = -53667.799296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.274424 sec): 3 clusters Score: Raw -53804.235800 + Penalty 1177.169664 = -52627.066136 nChanged 291 SP:Iteration 1F (97.276218 sec): 3 clusters Score: Raw -54013.360063 + Penalty 1198.120381 = -52815.239681 nChanged 98 SP:Iteration 2F (97.278063 sec): 3 clusters Score: Raw -54098.440608 + Penalty 1218.407350 = -52880.033258 nChanged 53 SP:Iteration 3F (97.279938 sec): 3 clusters Score: Raw -54148.999030 + Penalty 1242.734970 = -52906.264060 nChanged 45 SP:Iteration 4F (97.281776 sec): 3 clusters Score: Raw -54200.377904 + Penalty 1273.688087 = -52926.689817 nChanged 35 SP:Iteration 5Q (97.283593 sec): 3 clusters Score: Raw -54244.173535 + Penalty 1292.263196 = -52951.910339 nChanged 21 SP:Iteration 6Q (97.285342 sec): 3 clusters Score: Raw -54266.807932 + Penalty 1306.444868 = -52960.363064 nChanged 9 SP:Iteration 7Q (97.287046 sec): 3 clusters Score: Raw -54281.233869 + Penalty 1321.349851 = -52959.884018 nChanged 7 SP:Iteration 8F (97.288850 sec): 3 clusters Score: Raw -54296.477185 + Penalty 1325.369713 = -52971.107472 nChanged 3 SP:Iteration 9Q (97.290445 sec): 3 clusters Score: Raw -54300.812045 + Penalty 1326.490365 = -52974.321681 nChanged 3 SP:Iteration 10F (97.292230 sec): 3 clusters Score: Raw -54307.581903 + Penalty 1331.594391 = -52975.987512 nChanged 4 SP:Iteration 11Q (97.293840 sec): 3 clusters Score: Raw -54320.229483 + Penalty 1329.794126 = -52990.435357 nChanged 1 SP:Iteration 12Q (97.295398 sec): 3 clusters Score: Raw -54322.102338 + Penalty 1329.794126 = -52992.308212 nChanged 0 SP:Iteration 13F (97.297208 sec): 3 clusters Score: Raw -54322.102338 + Penalty 1329.794126 = -52992.308212 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 48 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.297859 sec): 2 clusters Score: Raw -2015.079307 + Penalty 327.885569 = -1687.193738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.298143 sec): 3 clusters Score: Raw -2084.299442 + Penalty 652.098133 = -1432.201308 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 49 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.298882 sec): 2 clusters Score: Raw -3680.601652 + Penalty 411.282670 = -3269.318982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.299238 sec): 3 clusters Score: Raw -3744.826874 + Penalty 822.960421 = -2921.866453 nChanged 1 SP:Iteration 1Q (97.299571 sec): 3 clusters Score: Raw -3749.231425 + Penalty 822.960421 = -2926.271005 nChanged 0 SP:Iteration 2F (97.299918 sec): 3 clusters Score: Raw -3749.231425 + Penalty 822.960421 = -2926.271005 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 50 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.300522 sec): 2 clusters Score: Raw -2243.570447 + Penalty 278.118365 = -1965.452082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.300808 sec): 3 clusters Score: Raw -2262.625072 + Penalty 555.583157 = -1707.041914 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 51 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.301772 sec): 2 clusters Score: Raw -9467.697121 + Penalty 583.169189 = -8884.527932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.302296 sec): 3 clusters Score: Raw -9466.743376 + Penalty 1166.341392 = -8300.401984 nChanged 25 SP:Iteration 1F (97.302811 sec): 3 clusters Score: Raw -9520.935333 + Penalty 1165.331710 = -8355.603623 nChanged 6 SP:Iteration 2Q (97.303310 sec): 3 clusters Score: Raw -9532.711783 + Penalty 1165.199130 = -8367.512653 nChanged 1 SP:Iteration 3Q (97.303803 sec): 3 clusters Score: Raw -9535.083690 + Penalty 1165.345217 = -8369.738473 nChanged 1 SP:Iteration 4Q (97.304296 sec): 3 clusters Score: Raw -9535.344001 + Penalty 1165.345217 = -8369.998784 nChanged 0 SP:Iteration 5F (97.304809 sec): 3 clusters Score: Raw -9535.344001 + Penalty 1165.345217 = -8369.998784 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 52 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.305350 sec): 2 clusters Score: Raw -811.397785 + Penalty 211.793877 = -599.603908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.305587 sec): 3 clusters Score: Raw -840.231094 + Penalty 425.262132 = -414.968961 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 53 (111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.306386 sec): 2 clusters Score: Raw -5607.059433 + Penalty 287.456388 = -5319.603045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.306804 sec): 3 clusters Score: Raw -5602.191499 + Penalty 576.396827 = -5025.794672 nChanged 21 SP:Iteration 1F (97.307214 sec): 3 clusters Score: Raw -5628.050692 + Penalty 588.849735 = -5039.200957 nChanged 7 SP:Iteration 2F (97.307622 sec): 3 clusters Score: Raw -5638.315699 + Penalty 598.558793 = -5039.756906 nChanged 5 SP:Iteration 3Q (97.308024 sec): 3 clusters Score: Raw -5651.275447 + Penalty 605.922439 = -5045.353008 nChanged 3 SP:Iteration 4Q (97.308422 sec): 3 clusters Score: Raw -5657.401245 + Penalty 613.058289 = -5044.342956 nChanged 2 SP:Iteration 5F (97.308829 sec): 3 clusters Score: Raw -5661.129157 + Penalty 630.524118 = -5030.605039 nChanged 4 SP:Iteration 6F (97.309238 sec): 3 clusters Score: Raw -5671.883262 + Penalty 648.476257 = -5023.407005 nChanged 3 SP:Iteration 7F (97.309646 sec): 3 clusters Score: Raw -5679.706156 + Penalty 659.133448 = -5020.572707 nChanged 1 SP:Iteration 8F (97.310055 sec): 3 clusters Score: Raw -5680.941551 + Penalty 659.133448 = -5021.808103 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 55 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.310624 sec): 2 clusters Score: Raw -1631.500139 + Penalty 325.388555 = -1306.111584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.310887 sec): 3 clusters Score: Raw -1670.095994 + Penalty 657.381561 = -1012.714432 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 56 (98 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.311675 sec): 2 clusters Score: Raw -6251.693812 + Penalty 628.747971 = -5622.945841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.312075 sec): 3 clusters Score: Raw -6354.241945 + Penalty 1256.966459 = -5097.275486 nChanged 5 SP:Iteration 1F (97.312467 sec): 3 clusters Score: Raw -6376.603409 + Penalty 1257.592422 = -5119.010987 nChanged 1 SP:Iteration 2Q (97.312831 sec): 3 clusters Score: Raw -6380.891383 + Penalty 1257.592422 = -5123.298961 nChanged 0 SP:Iteration 3F (97.313217 sec): 3 clusters Score: Raw -6380.891383 + Penalty 1257.592422 = -5123.298961 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 57 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.314293 sec): 2 clusters Score: Raw -13741.868634 + Penalty 645.076771 = -13096.791863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.314916 sec): 3 clusters Score: Raw -13716.359416 + Penalty 1290.494203 = -12425.865213 nChanged 38 SP:Iteration 1F (97.315515 sec): 3 clusters Score: Raw -13771.943700 + Penalty 1290.524994 = -12481.418706 nChanged 8 SP:Iteration 2Q (97.316097 sec): 3 clusters Score: Raw -13788.084331 + Penalty 1290.486964 = -12497.597367 nChanged 3 SP:Iteration 3Q (97.316677 sec): 3 clusters Score: Raw -13791.653003 + Penalty 1290.237410 = -12501.415593 nChanged 3 SP:Iteration 4Q (97.317255 sec): 3 clusters Score: Raw -13795.250712 + Penalty 1290.357702 = -12504.893010 nChanged 1 SP:Iteration 5Q (97.317833 sec): 3 clusters Score: Raw -13797.352098 + Penalty 1290.327068 = -12507.025030 nChanged 1 SP:Iteration 6Q (97.318409 sec): 3 clusters Score: Raw -13799.386731 + Penalty 1290.476193 = -12508.910538 nChanged 1 SP:Iteration 7Q (97.318983 sec): 3 clusters Score: Raw -13804.213538 + Penalty 1290.492424 = -12513.721114 nChanged 3 SP:Iteration 8Q (97.319554 sec): 3 clusters Score: Raw -13810.020078 + Penalty 1290.372671 = -12519.647407 nChanged 2 SP:Iteration 9Q (97.320129 sec): 3 clusters Score: Raw -13814.176249 + Penalty 1290.736184 = -12523.440065 nChanged 1 SP:Iteration 10F (97.320717 sec): 3 clusters Score: Raw -13815.881511 + Penalty 1290.958205 = -12524.923306 nChanged 1 SP:Iteration 11Q (97.321288 sec): 3 clusters Score: Raw -13817.919164 + Penalty 1290.958205 = -12526.960959 nChanged 0 SP:Iteration 12F (97.321881 sec): 3 clusters Score: Raw -13817.919164 + Penalty 1290.958205 = -12526.960959 nChanged 0 Memory request: 0.13 GB would take us to total of 0.58 GB. Trying to split cluster 58 (28479 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.444301 sec): 2 clusters Score: Raw -1553697.662213 + Penalty 92.016021 = -1553605.646192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.500849 sec): 3 clusters Score: Raw -1534356.904956 + Penalty 184.481519 = -1534172.423437 nChanged 14052 SP:Iteration 1F (97.556063 sec): 3 clusters Score: Raw -1549133.206391 + Penalty 161.457269 = -1548971.749122 nChanged 1983 SP:Iteration 2F (97.609615 sec): 3 clusters Score: Raw -1550563.448747 + Penalty 158.891307 = -1550404.557440 nChanged 1225 SP:Iteration 3Q (97.668992 sec): 3 clusters Score: Raw -1551264.072592 + Penalty 158.056754 = -1551106.015838 nChanged 936 SP:Iteration 4Q (97.726978 sec): 3 clusters Score: Raw -1551786.047207 + Penalty 156.487086 = -1551629.560121 nChanged 759 SP:Iteration 5Q (97.782160 sec): 3 clusters Score: Raw -1552217.823426 + Penalty 155.882731 = -1552061.940695 nChanged 662 SP:Iteration 6Q (97.837747 sec): 3 clusters Score: Raw -1552616.252307 + Penalty 155.461374 = -1552460.790933 nChanged 575 SP:Iteration 7Q (97.893260 sec): 3 clusters Score: Raw -1552964.491936 + Penalty 154.848944 = -1552809.642992 nChanged 445 SP:Iteration 8Q (97.949505 sec): 3 clusters Score: Raw -1553232.912773 + Penalty 153.173665 = -1553079.739108 nChanged 350 SP:Iteration 9Q (98.006096 sec): 3 clusters Score: Raw -1553444.806292 + Penalty 153.346092 = -1553291.460200 nChanged 253 SP:Iteration 10F (98.058548 sec): 3 clusters Score: Raw -1553592.441796 + Penalty 154.787767 = -1553437.654028 nChanged 158 SP:Iteration 11Q (98.114022 sec): 3 clusters Score: Raw -1553673.938686 + Penalty 158.114764 = -1553515.823922 nChanged 100 SP:Iteration 12Q (98.167998 sec): 3 clusters Score: Raw -1553720.094879 + Penalty 159.555619 = -1553560.539260 nChanged 56 SP:Iteration 13Q (98.216925 sec): 3 clusters Score: Raw -1553738.888051 + Penalty 162.588909 = -1553576.299142 nChanged 33 SP:Iteration 14Q (98.263807 sec): 3 clusters Score: Raw -1553748.847669 + Penalty 164.874377 = -1553583.973292 nChanged 18 SP:Iteration 15Q (98.310364 sec): 3 clusters Score: Raw -1553753.391445 + Penalty 166.954664 = -1553586.436781 nChanged 13 SP:Iteration 16Q (98.355730 sec): 3 clusters Score: Raw -1553756.628627 + Penalty 168.540234 = -1553588.088393 nChanged 9 SP:Iteration 17Q (98.401026 sec): 3 clusters Score: Raw -1553758.638837 + Penalty 168.895340 = -1553589.743497 nChanged 5 SP:Iteration 18Q (98.446356 sec): 3 clusters Score: Raw -1553759.643516 + Penalty 169.110265 = -1553590.533250 nChanged 1 SP:Iteration 19Q (98.490980 sec): 3 clusters Score: Raw -1553760.001405 + Penalty 170.242335 = -1553589.759070 nChanged 5 SP:Iteration 20F (98.543591 sec): 3 clusters Score: Raw -1553764.044545 + Penalty 169.777619 = -1553594.266926 nChanged 12 SP:Iteration 21Q (98.588492 sec): 3 clusters Score: Raw -1553769.712703 + Penalty 170.036155 = -1553599.676548 nChanged 8 SP:Iteration 22Q (98.633124 sec): 3 clusters Score: Raw -1553774.256467 + Penalty 169.858727 = -1553604.397740 nChanged 9 SP:Iteration 23Q (98.680764 sec): 3 clusters Score: Raw -1553778.948732 + Penalty 168.831865 = -1553610.116867 nChanged 11 SP:Iteration 24Q (98.726600 sec): 3 clusters Score: Raw -1553785.271395 + Penalty 166.868458 = -1553618.402938 nChanged 15 SP:Iteration 25Q (98.772721 sec): 3 clusters Score: Raw -1553794.053959 + Penalty 164.330891 = -1553629.723068 nChanged 21 SP:Iteration 26Q (98.818281 sec): 3 clusters Score: Raw -1553804.190308 + Penalty 162.888180 = -1553641.302128 nChanged 20 SP:Iteration 27Q (98.861902 sec): 3 clusters Score: Raw -1553814.769900 + Penalty 161.415751 = -1553653.354149 nChanged 23 SP:Iteration 28Q (98.905055 sec): 3 clusters Score: Raw -1553820.973576 + Penalty 160.626882 = -1553660.346694 nChanged 13 SP:Iteration 29Q (98.948923 sec): 3 clusters Score: Raw -1553822.568894 + Penalty 160.265306 = -1553662.303587 nChanged 6 SP:Iteration 30F (99.002658 sec): 3 clusters Score: Raw -1553824.183089 + Penalty 160.090350 = -1553664.092739 nChanged 8 SP:Iteration 31Q (99.045188 sec): 3 clusters Score: Raw -1553828.818182 + Penalty 160.690601 = -1553668.127581 nChanged 13 SP:Iteration 32Q (99.088714 sec): 3 clusters Score: Raw -1553833.331973 + Penalty 160.513990 = -1553672.817982 nChanged 14 SP:Iteration 33Q (99.132177 sec): 3 clusters Score: Raw -1553835.849671 + Penalty 160.222756 = -1553675.626916 nChanged 8 SP:Iteration 34Q (99.176941 sec): 3 clusters Score: Raw -1553837.782352 + Penalty 159.890001 = -1553677.892352 nChanged 8 SP:Iteration 35Q (99.228571 sec): 3 clusters Score: Raw -1553838.477663 + Penalty 159.890001 = -1553678.587662 nChanged 4 SP:Iteration 36Q (99.270100 sec): 3 clusters Score: Raw -1553838.882564 + Penalty 161.424723 = -1553677.457841 nChanged 5 SP:Iteration 37F (99.322626 sec): 3 clusters Score: Raw -1553839.609492 + Penalty 161.706137 = -1553677.903355 nChanged 4 SP:Iteration 38Q (99.365240 sec): 3 clusters Score: Raw -1553840.042579 + Penalty 161.894368 = -1553678.148211 nChanged 2 SP:Iteration 39Q (99.406938 sec): 3 clusters Score: Raw -1553840.238930 + Penalty 162.184340 = -1553678.054590 nChanged 3 SP:Iteration 40F (99.459622 sec): 3 clusters Score: Raw -1553840.941314 + Penalty 162.421168 = -1553678.520146 nChanged 4 SP:Iteration 41Q (99.501412 sec): 3 clusters Score: Raw -1553841.292551 + Penalty 162.626840 = -1553678.665711 nChanged 2 SP:Iteration 42Q (99.543698 sec): 3 clusters Score: Raw -1553841.449548 + Penalty 162.731405 = -1553678.718143 nChanged 1 SP:Iteration 43Q (99.585403 sec): 3 clusters Score: Raw -1553841.529387 + Penalty 162.832232 = -1553678.697155 nChanged 1 SP:Iteration 44F (99.637789 sec): 3 clusters Score: Raw -1553841.570665 + Penalty 162.939145 = -1553678.631519 nChanged 1 SP:Iteration 45F (99.690146 sec): 3 clusters Score: Raw -1553841.592893 + Penalty 162.939145 = -1553678.653748 nChanged 0 Score: Raw -2684008.770222 + Penalty 77244.383513 = -2606764.386709 Splitting cluster 58 changes total score from -2579333.131779 to -2606764.386709 So it's getting split into cluster 22. Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 63 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.855630 sec): 2 clusters Score: Raw -248.874547 + Penalty 120.298342 = -128.576206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.855859 sec): 3 clusters Score: Raw -244.773433 + Penalty 227.297633 = -17.475800 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 71 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.856368 sec): 2 clusters Score: Raw -626.087483 + Penalty 213.463569 = -412.623913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.856595 sec): 3 clusters Score: Raw -653.865081 + Penalty 426.927138 = -226.937943 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 72 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.857253 sec): 2 clusters Score: Raw -3595.569660 + Penalty 256.618562 = -3338.951098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.857587 sec): 3 clusters Score: Raw -3610.898468 + Penalty 518.447785 = -3092.450683 nChanged 6 SP:Iteration 1F (101.857911 sec): 3 clusters Score: Raw -3619.767849 + Penalty 520.364406 = -3099.403444 nChanged 1 SP:Iteration 2Q (101.858229 sec): 3 clusters Score: Raw -3620.933409 + Penalty 525.147831 = -3095.785578 nChanged 2 SP:Iteration 3F (101.858553 sec): 3 clusters Score: Raw -3624.399145 + Penalty 529.426710 = -3094.972434 nChanged 1 SP:Iteration 4F (101.858890 sec): 3 clusters Score: Raw -3627.002093 + Penalty 534.858836 = -3092.143258 nChanged 2 SP:Iteration 5F (101.859230 sec): 3 clusters Score: Raw -3628.798370 + Penalty 541.887391 = -3086.910978 nChanged 1 SP:Iteration 6F (101.859555 sec): 3 clusters Score: Raw -3631.130382 + Penalty 547.295255 = -3083.835127 nChanged 1 SP:Iteration 7F (101.859889 sec): 3 clusters Score: Raw -3636.948228 + Penalty 547.295255 = -3089.652973 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 74 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.860986 sec): 2 clusters Score: Raw -7014.666141 + Penalty 158.457292 = -6856.208849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.861430 sec): 3 clusters Score: Raw -6969.111493 + Penalty 320.676890 = -6648.434603 nChanged 42 SP:Iteration 1F (101.861860 sec): 3 clusters Score: Raw -7017.609194 + Penalty 323.327911 = -6694.281282 nChanged 14 SP:Iteration 2F (101.862287 sec): 3 clusters Score: Raw -7034.626847 + Penalty 325.829882 = -6708.796965 nChanged 3 SP:Iteration 3Q (101.862711 sec): 3 clusters Score: Raw -7047.708827 + Penalty 324.628370 = -6723.080456 nChanged 1 SP:Iteration 4Q (101.863131 sec): 3 clusters Score: Raw -7049.174774 + Penalty 322.302590 = -6726.872183 nChanged 2 SP:Iteration 5Q (101.863549 sec): 3 clusters Score: Raw -7052.345679 + Penalty 322.302590 = -6730.043088 nChanged 0 SP:Iteration 6F (101.863980 sec): 3 clusters Score: Raw -7052.345679 + Penalty 322.302590 = -6730.043088 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 76 (166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.865420 sec): 2 clusters Score: Raw -11150.546415 + Penalty 643.154062 = -10507.392353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.865960 sec): 3 clusters Score: Raw -11153.441235 + Penalty 1285.767978 = -9867.673257 nChanged 22 SP:Iteration 1F (101.866455 sec): 3 clusters Score: Raw -11193.501715 + Penalty 1285.232301 = -9908.269414 nChanged 4 SP:Iteration 2Q (101.866937 sec): 3 clusters Score: Raw -11200.111275 + Penalty 1285.055662 = -9915.055612 nChanged 1 SP:Iteration 3Q (101.867419 sec): 3 clusters Score: Raw -11201.101184 + Penalty 1285.055662 = -9916.045522 nChanged 0 SP:Iteration 4F (101.867910 sec): 3 clusters Score: Raw -11201.101184 + Penalty 1285.055662 = -9916.045522 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 77 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.868450 sec): 2 clusters Score: Raw -998.973054 + Penalty 224.898898 = -774.074156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.868690 sec): 3 clusters Score: Raw -1023.377893 + Penalty 439.896098 = -583.481794 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 79 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.869216 sec): 2 clusters Score: Raw -1216.921338 + Penalty 279.448190 = -937.473148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.869459 sec): 3 clusters Score: Raw -1257.887025 + Penalty 584.123431 = -673.763594 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 81 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.869990 sec): 2 clusters Score: Raw -1391.008486 + Penalty 284.206297 = -1106.802189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.870241 sec): 3 clusters Score: Raw -1435.499709 + Penalty 577.674177 = -857.825533 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 85 (73 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.870909 sec): 2 clusters Score: Raw -3842.809566 + Penalty 263.303721 = -3579.505845 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.871251 sec): 3 clusters Score: Raw -3881.564366 + Penalty 527.954810 = -3353.609556 nChanged 3 SP:Iteration 1Q (101.871583 sec): 3 clusters Score: Raw -3883.686207 + Penalty 527.954810 = -3355.731397 nChanged 0 SP:Iteration 2F (101.871918 sec): 3 clusters Score: Raw -3883.686207 + Penalty 527.954810 = -3355.731397 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 88 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.872422 sec): 2 clusters Score: Raw -674.925051 + Penalty 182.428225 = -492.496826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.872649 sec): 3 clusters Score: Raw -684.616683 + Penalty 361.386532 = -323.230151 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 91 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.873151 sec): 2 clusters Score: Raw -781.885555 + Penalty 185.914011 = -595.971545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.873380 sec): 3 clusters Score: Raw -790.113634 + Penalty 371.828022 = -418.285612 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 93 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.873898 sec): 2 clusters Score: Raw -929.398210 + Penalty 64.337323 = -865.060887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.874137 sec): 3 clusters Score: Raw -942.787418 + Penalty 151.586434 = -791.200984 nChanged 2 SP:Iteration 1F (101.874373 sec): 3 clusters Score: Raw -947.438253 + Penalty 151.586434 = -795.851819 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 94 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.874886 sec): 2 clusters Score: Raw -368.259024 + Penalty 123.988914 = -244.270110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.875103 sec): 3 clusters Score: Raw -373.586175 + Penalty 247.977829 = -125.608347 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 95 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.875680 sec): 2 clusters Score: Raw -2196.812880 + Penalty 311.150789 = -1885.662091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.875967 sec): 3 clusters Score: Raw -2239.565689 + Penalty 619.650988 = -1619.914701 nChanged 1 SP:Iteration 1Q (101.876235 sec): 3 clusters Score: Raw -2240.786603 + Penalty 619.650988 = -1621.135614 nChanged 0 SP:Iteration 2F (101.876514 sec): 3 clusters Score: Raw -2240.786603 + Penalty 619.650988 = -1621.135614 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 96 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.877008 sec): 2 clusters Score: Raw -422.159257 + Penalty 127.693323 = -294.465934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.877224 sec): 3 clusters Score: Raw -428.616689 + Penalty 252.350350 = -176.266340 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 99 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.877748 sec): 2 clusters Score: Raw -1227.622939 + Penalty 267.066014 = -960.556925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.877992 sec): 3 clusters Score: Raw -1254.968573 + Penalty 552.443717 = -702.524856 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 105 (118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.878783 sec): 2 clusters Score: Raw -5311.488543 + Penalty 235.237248 = -5076.251295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.879212 sec): 3 clusters Score: Raw -5348.476011 + Penalty 473.848184 = -4874.627828 nChanged 25 SP:Iteration 1F (101.879636 sec): 3 clusters Score: Raw -5383.629169 + Penalty 476.946379 = -4906.682790 nChanged 6 SP:Iteration 2F (101.880057 sec): 3 clusters Score: Raw -5394.603017 + Penalty 479.001869 = -4915.601148 nChanged 1 SP:Iteration 3Q (101.880464 sec): 3 clusters Score: Raw -5396.950043 + Penalty 479.001869 = -4917.948174 nChanged 0 SP:Iteration 4F (101.880886 sec): 3 clusters Score: Raw -5396.950043 + Penalty 479.001869 = -4917.948174 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 107 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.881393 sec): 2 clusters Score: Raw -648.974916 + Penalty 82.909526 = -566.065390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.881617 sec): 3 clusters Score: Raw -665.380109 + Penalty 185.369128 = -480.010981 nChanged 2 SP:Iteration 1F (101.881840 sec): 3 clusters Score: Raw -674.431300 + Penalty 185.369128 = -489.062172 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 108 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.882328 sec): 2 clusters Score: Raw -365.366455 + Penalty 139.620510 = -225.745945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.882544 sec): 3 clusters Score: Raw -372.599189 + Penalty 288.475196 = -84.123992 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 109 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.883042 sec): 2 clusters Score: Raw -601.285120 + Penalty 163.226396 = -438.058724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.883266 sec): 3 clusters Score: Raw -619.573948 + Penalty 323.574145 = -295.999803 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 111 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.883783 sec): 2 clusters Score: Raw -560.920808 + Penalty 161.587323 = -399.333486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.884007 sec): 3 clusters Score: Raw -577.395548 + Penalty 323.201063 = -254.194485 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 112 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.884518 sec): 2 clusters Score: Raw -843.333406 + Penalty 222.598432 = -620.734974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.884750 sec): 3 clusters Score: Raw -874.480785 + Penalty 440.899102 = -433.581684 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 117 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.885237 sec): 2 clusters Score: Raw -377.063048 + Penalty 151.699400 = -225.363648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.885454 sec): 3 clusters Score: Raw -383.156967 + Penalty 294.014818 = -89.142149 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 118 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.885985 sec): 2 clusters Score: Raw -1515.101763 + Penalty 306.153186 = -1208.948576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.886235 sec): 3 clusters Score: Raw -1545.276794 + Penalty 612.351836 = -932.924959 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 119 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.886823 sec): 2 clusters Score: Raw -2496.884871 + Penalty 362.006754 = -2134.878117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.887115 sec): 3 clusters Score: Raw -2527.109045 + Penalty 724.013509 = -1803.095537 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 122 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.887665 sec): 2 clusters Score: Raw -1845.816587 + Penalty 216.779103 = -1629.037484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.887930 sec): 3 clusters Score: Raw -1862.185902 + Penalty 433.923536 = -1428.262366 nChanged 2 SP:Iteration 1F (101.888189 sec): 3 clusters Score: Raw -1868.406696 + Penalty 437.031828 = -1431.374868 nChanged 2 SP:Iteration 2F (101.888446 sec): 3 clusters Score: Raw -1870.619876 + Penalty 437.031828 = -1433.588048 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 124 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.888939 sec): 2 clusters Score: Raw -504.942506 + Penalty 163.822539 = -341.119967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.889161 sec): 3 clusters Score: Raw -514.231304 + Penalty 336.134963 = -178.096341 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 127 (147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.890021 sec): 2 clusters Score: Raw -7879.409501 + Penalty 647.058113 = -7232.351388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.890501 sec): 3 clusters Score: Raw -7914.193588 + Penalty 1293.589176 = -6620.604412 nChanged 11 SP:Iteration 1F (101.890975 sec): 3 clusters Score: Raw -7944.929386 + Penalty 1293.739290 = -6651.190096 nChanged 2 SP:Iteration 2Q (101.891433 sec): 3 clusters Score: Raw -7948.453182 + Penalty 1294.512801 = -6653.940382 nChanged 1 SP:Iteration 3Q (101.891906 sec): 3 clusters Score: Raw -7952.731480 + Penalty 1295.777268 = -6656.954212 nChanged 1 SP:Iteration 4Q (101.892360 sec): 3 clusters Score: Raw -7956.296402 + Penalty 1296.698411 = -6659.597991 nChanged 1 SP:Iteration 5Q (101.892828 sec): 3 clusters Score: Raw -7958.543233 + Penalty 1296.698411 = -6661.844822 nChanged 0 SP:Iteration 6F (101.893322 sec): 3 clusters Score: Raw -7958.543233 + Penalty 1296.698411 = -6661.844822 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 130 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.893812 sec): 2 clusters Score: Raw -263.360765 + Penalty 117.222994 = -146.137772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.894025 sec): 3 clusters Score: Raw -257.764575 + Penalty 234.445987 = -23.318588 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 133 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.894513 sec): 2 clusters Score: Raw -316.559433 + Penalty 107.843734 = -208.715699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.894725 sec): 3 clusters Score: Raw -318.295738 + Penalty 214.711324 = -103.584414 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 135 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.895211 sec): 2 clusters Score: Raw -308.272551 + Penalty 108.516949 = -199.755602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.895426 sec): 3 clusters Score: Raw -309.313091 + Penalty 218.505999 = -90.807092 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 146 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.895912 sec): 2 clusters Score: Raw -262.242887 + Penalty 123.633713 = -138.609175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.896125 sec): 3 clusters Score: Raw -257.776646 + Penalty 240.326625 = -17.450021 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 148 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.896616 sec): 2 clusters Score: Raw -313.113702 + Penalty 118.279302 = -194.834400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.896831 sec): 3 clusters Score: Raw -311.613552 + Penalty 239.515267 = -72.098284 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 150 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.897319 sec): 2 clusters Score: Raw -377.370415 + Penalty 149.859127 = -227.511288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.897534 sec): 3 clusters Score: Raw -379.451649 + Penalty 299.718254 = -79.733394 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 152 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.898029 sec): 2 clusters Score: Raw -538.711128 + Penalty 180.318028 = -358.393100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.898248 sec): 3 clusters Score: Raw -548.762267 + Penalty 280.687951 = -268.074316 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 157 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.898745 sec): 2 clusters Score: Raw -715.936780 + Penalty 207.000996 = -508.935784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.898972 sec): 3 clusters Score: Raw -727.405382 + Penalty 421.256075 = -306.149307 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 158 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.899454 sec): 2 clusters Score: Raw -255.840334 + Penalty 102.694266 = -153.146068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.899666 sec): 3 clusters Score: Raw -252.638500 + Penalty 205.388533 = -47.249967 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 160 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.900174 sec): 2 clusters Score: Raw -377.115498 + Penalty 132.630751 = -244.484747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.900390 sec): 3 clusters Score: Raw -375.249163 + Penalty 257.522993 = -117.726170 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 166 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.900898 sec): 2 clusters Score: Raw -751.740395 + Penalty 233.690761 = -518.049633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.901128 sec): 3 clusters Score: Raw -818.183930 + Penalty 476.281448 = -341.902482 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 171 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.901614 sec): 2 clusters Score: Raw -305.913483 + Penalty 107.314114 = -198.599368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.901812 sec): 2 clusters Score: Raw -305.913483 + Penalty 107.314114 = -198.599368 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 176 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.902320 sec): 2 clusters Score: Raw -871.888653 + Penalty 243.313992 = -628.574662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.902552 sec): 3 clusters Score: Raw -904.935365 + Penalty 479.128672 = -425.806694 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 178 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.903030 sec): 2 clusters Score: Raw -204.549301 + Penalty 91.233666 = -113.315634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.903225 sec): 2 clusters Score: Raw -204.549301 + Penalty 91.233666 = -113.315634 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 190 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.903694 sec): 2 clusters Score: Raw -61.984356 + Penalty 0.000000 = -61.984356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.903885 sec): 2 clusters Score: Raw -61.984356 + Penalty 0.000000 = -61.984356 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 207 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.904406 sec): 2 clusters Score: Raw -1040.146987 + Penalty 101.341719 = -938.805268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.904653 sec): 3 clusters Score: Raw -1048.428826 + Penalty 207.410693 = -841.018133 nChanged 1 SP:Iteration 1F (101.904894 sec): 3 clusters Score: Raw -1050.659147 + Penalty 203.271908 = -847.387239 nChanged 1 SP:Iteration 2F (101.905132 sec): 3 clusters Score: Raw -1051.918903 + Penalty 203.271908 = -848.646994 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 210 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.905618 sec): 2 clusters Score: Raw -279.696715 + Penalty 58.632443 = -221.064273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.905825 sec): 3 clusters Score: Raw -281.093071 + Penalty 116.871420 = -164.221650 nChanged 0 Deleting Class 118 (23 points): Lose 109.591107 but Gain 1054.618129 Iteration 119Q (103.362729 sec): 93 clusters Score: Raw -2656825.180762 + Penalty 76213.189456 = -2580611.991306 nChanged 77 Deleting Class 55 (26 points): Lose 133.609882 but Gain 1078.700247 Iteration 120F (105.513313 sec): 92 clusters Score: Raw -2656795.052053 + Penalty 75175.271868 = -2581619.780185 nChanged 90 Deleting Class 150 (9 points): Lose 47.837157 but Gain 1006.877884 Iteration 121Q (105.748091 sec): 91 clusters Score: Raw -2656838.950446 + Penalty 74286.622066 = -2582552.328380 nChanged 51 Deleting Class 146 (4 points): Lose 45.065007 but Gain 963.260845 Iteration 122Q (105.980450 sec): 90 clusters Score: Raw -2656831.411853 + Penalty 73313.584708 = -2583517.827145 nChanged 38 Deleting Class 35 (148 points): Lose 450.902179 but Gain 1369.457859 Iteration 123Q (106.220779 sec): 89 clusters Score: Raw -2656409.736716 + Penalty 72070.270026 = -2584339.466690 nChanged 186 Deleting Class 63 (5 points): Lose 26.238821 but Gain 931.024437 Iteration 124Q (106.456992 sec): 88 clusters Score: Raw -2656708.652222 + Penalty 71188.235707 = -2585520.416515 nChanged 71 Deleting Class 81 (23 points): Lose 78.958881 but Gain 979.016801 Iteration 125Q (106.685950 sec): 87 clusters Score: Raw -2656691.410592 + Penalty 70248.074863 = -2586443.335729 nChanged 59 Deleting Class 176 (14 points): Lose 97.226194 but Gain 995.819696 Iteration 126Q (106.933366 sec): 86 clusters Score: Raw -2656668.653727 + Penalty 69252.859086 = -2587415.794641 nChanged 34 Deleting Class 71 (10 points): Lose 108.647780 but Gain 1001.314559 Iteration 127Q (107.166833 sec): 85 clusters Score: Raw -2656593.804709 + Penalty 68256.850697 = -2588336.954011 nChanged 25 Deleting Class 157 (11 points): Lose 43.984988 but Gain 932.405177 Iteration 128Q (107.398094 sec): 84 clusters Score: Raw -2656593.089519 + Penalty 67341.552551 = -2589251.536968 nChanged 26 Deleting Class 79 (21 points): Lose 126.286867 but Gain 1014.101139 Iteration 129Q (107.631377 sec): 83 clusters Score: Raw -2656490.555440 + Penalty 66391.816486 = -2590098.738954 nChanged 35 Deleting Class 119 (42 points): Lose 165.137965 but Gain 1043.381510 Iteration 130F (109.506423 sec): 82 clusters Score: Raw -2656385.689980 + Penalty 65381.434271 = -2591004.255709 nChanged 59 Deleting Class 130 (4 points): Lose 36.402246 but Gain 913.313347 Iteration 131Q (109.737611 sec): 81 clusters Score: Raw -2656435.899060 + Penalty 64471.820713 = -2591964.078347 nChanged 20 Deleting Class 117 (6 points): Lose 39.948043 but Gain 914.463989 Iteration 132Q (109.965287 sec): 80 clusters Score: Raw -2656406.795067 + Penalty 63554.094737 = -2592852.700329 nChanged 13 Deleting Class 178 (3 points): Lose 26.156220 but Gain 896.960109 Iteration 133Q (110.191244 sec): 79 clusters Score: Raw -2656392.456304 + Penalty 62660.840079 = -2593731.616225 nChanged 11 Deleting Class 40 (12 points): Lose 83.774740 but Gain 952.909068 Iteration 134Q (110.417260 sec): 78 clusters Score: Raw -2656315.361104 + Penalty 61709.624844 = -2594605.736259 nChanged 15 Deleting Class 76 (178 points): Lose 503.743832 but Gain 1369.977184 Iteration 135Q (110.644365 sec): 77 clusters Score: Raw -2655830.774716 + Penalty 60400.435229 = -2595430.339487 nChanged 185 Deleting Class 21 (6 points): Lose 63.081569 but Gain 924.958706 Iteration 136Q (110.873207 sec): 76 clusters Score: Raw -2656052.331751 + Penalty 59486.455024 = -2596565.876728 nChanged 50 Deleting Class 166 (13 points): Lose 132.798433 but Gain 984.068209 Iteration 137Q (111.102824 sec): 75 clusters Score: Raw -2655962.628584 + Penalty 58514.693723 = -2597447.934861 nChanged 41 Deleting Class 190 (1 points): Lose 9.437927 but Gain 857.594740 Iteration 138Q (111.322486 sec): 74 clusters Score: Raw -2656014.012005 + Penalty 57666.814774 = -2598347.197230 nChanged 23 Deleting Class 112 (14 points): Lose 65.911051 but Gain 911.036398 Iteration 139Q (111.540038 sec): 73 clusters Score: Raw -2655968.806341 + Penalty 56751.161805 = -2599217.644537 nChanged 32 Deleting Class 152 (9 points): Lose 60.698094 but Gain 886.394705 Iteration 140F (113.215394 sec): 72 clusters Score: Raw -2655940.166955 + Penalty 55837.047837 = -2600103.119118 nChanged 25 Deleting Class 108 (6 points): Lose 36.951707 but Gain 841.650845 Iteration 141Q (113.423417 sec): 71 clusters Score: Raw -2655936.794192 + Penalty 55013.848607 = -2600922.945585 nChanged 19 Deleting Class 124 (8 points): Lose 46.252343 but Gain 850.921288 Iteration 142Q (113.630531 sec): 70 clusters Score: Raw -2655908.062337 + Penalty 54167.394506 = -2601740.667831 nChanged 14 Deleting Class 77 (17 points): Lose 77.406740 but Gain 857.374381 Iteration 143Q (113.837137 sec): 69 clusters Score: Raw -2655862.942540 + Penalty 53311.263789 = -2602551.678751 nChanged 21 Deleting Class 158 (4 points): Lose 23.064123 but Gain 800.116438 Iteration 144Q (114.042128 sec): 68 clusters Score: Raw -2655871.774540 + Penalty 52506.187724 = -2603365.586816 nChanged 10 Deleting Class 46 (17 points): Lose 60.936626 but Gain 832.232143 Iteration 145Q (114.245372 sec): 67 clusters Score: Raw -2655824.138356 + Penalty 51683.236799 = -2604140.901557 nChanged 27 Deleting Class 91 (13 points): Lose 38.923555 but Gain 809.445059 Iteration 146Q (114.448021 sec): 66 clusters Score: Raw -2655824.278625 + Penalty 50868.670777 = -2604955.607849 nChanged 25 Deleting Class 160 (6 points): Lose 30.350368 but Gain 799.515657 Iteration 147Q (114.648722 sec): 65 clusters Score: Raw -2655814.467951 + Penalty 50075.402393 = -2605739.065558 nChanged 19 Deleting Class 148 (5 points): Lose 28.880934 but Gain 793.774201 Iteration 148Q (114.847438 sec): 64 clusters Score: Raw -2655803.012263 + Penalty 49281.212559 = -2606521.799704 nChanged 15 Deleting Class 8 (8 points): Lose 28.927229 but Gain 793.256490 Iteration 149Q (115.046275 sec): 63 clusters Score: Raw -2655783.765047 + Penalty 48489.353474 = -2607294.411573 nChanged 19 Deleting Class 88 (9 points): Lose 28.935048 but Gain 792.122627 Iteration 150F (116.510759 sec): 62 clusters Score: Raw -2655768.229224 + Penalty 47702.418829 = -2608065.810395 nChanged 24 Deleting Class 52 (16 points): Lose 105.299625 but Gain 862.671938 Iteration 151Q (116.708069 sec): 61 clusters Score: Raw -2655680.997094 + Penalty 46840.061477 = -2608840.935617 nChanged 32 Deleting Class 18 (66 points): Lose 221.835274 but Gain 967.946477 Iteration 152Q (116.903289 sec): 60 clusters Score: Raw -2655490.334997 + Penalty 45847.813154 = -2609642.521843 nChanged 75 Deleting Class 111 (9 points): Lose 49.662885 but Gain 784.991447 Iteration 153Q (117.098935 sec): 59 clusters Score: Raw -2655534.452792 + Penalty 45062.223422 = -2610472.229370 nChanged 26 Deleting Class 94 (6 points): Lose 20.231248 but Gain 747.421526 Iteration 154Q (117.290944 sec): 58 clusters Score: Raw -2655538.699667 + Penalty 44318.552716 = -2611220.146951 nChanged 22 Deleting Class 109 (10 points): Lose 48.212052 but Gain 765.662109 Iteration 155Q (117.487137 sec): 57 clusters Score: Raw -2655507.639508 + Penalty 43542.574155 = -2611965.065353 nChanged 20 Deleting Class 135 (5 points): Lose 13.236626 but Gain 728.258897 Iteration 156Q (117.678584 sec): 56 clusters Score: Raw -2655515.085179 + Penalty 42812.399267 = -2612702.685912 nChanged 17 Deleting Class 99 (23 points): Lose 265.684618 but Gain 970.142747 Iteration 157Q (117.865713 sec): 55 clusters Score: Raw -2655261.500890 + Penalty 41877.120348 = -2613384.380541 nChanged 34 Deleting Class 36 (68 points): Lose 163.111858 but Gain 867.443401 Iteration 158Q (118.059179 sec): 54 clusters Score: Raw -2655203.640732 + Penalty 41042.276745 = -2614161.363987 nChanged 82 Deleting Class 133 (5 points): Lose 31.472056 but Gain 723.740943 Iteration 159Q (118.247026 sec): 53 clusters Score: Raw -2655293.106949 + Penalty 40322.843491 = -2614970.263459 nChanged 22 Deleting Class 171 (5 points): Lose 30.891968 but Gain 720.186656 Iteration 160F (119.487156 sec): 52 clusters Score: Raw -2655282.361075 + Penalty 39604.709013 = -2615677.652063 nChanged 15 Deleting Class 95 (48 points): Lose 234.132663 but Gain 913.322807 Iteration 161Q (119.671846 sec): 51 clusters Score: Raw -2655063.789372 + Penalty 38731.623414 = -2616332.165958 nChanged 53 Deleting Class 96 (7 points): Lose 37.208954 but Gain 708.774131 Iteration 162Q (119.854044 sec): 50 clusters Score: Raw -2655123.353660 + Penalty 38089.986600 = -2617033.367060 nChanged 21 Deleting Class 50 (42 points): Lose 161.699189 but Gain 820.281208 Iteration 163Q (120.049507 sec): 49 clusters Score: Raw -2654998.495672 + Penalty 37303.490369 = -2617695.005303 nChanged 51 Deleting Class 48 (37 points): Lose 349.929587 but Gain 987.696003 Iteration 164Q (120.228349 sec): 48 clusters Score: Raw -2654730.555800 + Penalty 36610.481506 = -2618120.074294 nChanged 55 Deleting Class 122 (30 points): Lose 63.184276 but Gain 688.411365 Iteration 165Q (120.407393 sec): 47 clusters Score: Raw -2654802.906802 + Penalty 35926.865931 = -2618876.040872 nChanged 55 Deleting Class 49 (77 points): Lose 508.764804 but Gain 1072.051339 Iteration 166Q (120.585166 sec): 46 clusters Score: Raw -2654366.329790 + Penalty 34994.683296 = -2619371.646494 nChanged 99 Deleting Class 26 (31 points): Lose 271.679046 but Gain 788.078939 Iteration 167Q (120.768665 sec): 45 clusters Score: Raw -2654374.812887 + Penalty 34269.705440 = -2620105.107447 nChanged 66 Deleting Class 28 (80 points): Lose 470.908203 but Gain 977.982512 Iteration 168Q (120.946865 sec): 44 clusters Score: Raw -2654064.809275 + Penalty 33378.677037 = -2620686.132238 nChanged 111 Deleting Class 107 (17 points): Lose 127.770019 but Gain 535.539163 Iteration 169Q (121.125071 sec): 43 clusters Score: Raw -2654188.087765 + Penalty 32924.043171 = -2621264.044594 nChanged 64 Deleting Class 43 (210 points): Lose 798.991288 but Gain 1182.091982 Iteration 170F (122.127581 sec): 42 clusters Score: Raw -2653472.414661 + Penalty 31913.347667 = -2621559.066994 nChanged 254 Deleting Class 210 (6 points): Lose 82.519497 but Gain 436.602875 Iteration 171Q (122.307381 sec): 41 clusters Score: Raw -2653849.311684 + Penalty 31488.289319 = -2622361.022365 nChanged 57 Deleting Class 85 (105 points): Lose 455.536166 but Gain 753.881719 Iteration 172Q (122.475486 sec): 40 clusters Score: Raw -2653450.202314 + Penalty 30767.863000 = -2622682.339314 nChanged 138 Deleting Class 42 (369 points): Lose 930.244600 but Gain 1224.159005 Iteration 173Q (122.643727 sec): 39 clusters Score: Raw -2652796.786247 + Penalty 29631.341801 = -2623165.444447 nChanged 430 Deleting Class 57 (178 points): Lose 1028.855929 but Gain 1318.487163 Iteration 174Q (122.815388 sec): 38 clusters Score: Raw -2652386.632539 + Penalty 28439.726716 = -2623946.905823 nChanged 298 Deleting Class 207 (22 points): Lose 100.646551 but Gain 366.414131 Iteration 175Q (122.982884 sec): 37 clusters Score: Raw -2652991.315704 + Penalty 28048.523575 = -2624942.792129 nChanged 117 Deleting Class 93 (19 points): Lose 138.875544 but Gain 282.420357 Iteration 176Q (123.146643 sec): 36 clusters Score: Raw -2652974.882533 + Penalty 27737.375275 = -2625237.507257 nChanged 82 Deleting Class 127 (244 points): Lose 1201.764853 but Gain 1309.905174 Iteration 177Q (123.312050 sec): 35 clusters Score: Raw -2651856.701069 + Penalty 26720.227558 = -2625136.473511 nChanged 279 Deleting Class 1 (158 points): Lose 489.103629 but Gain 584.165109 Iteration 178F (124.132004 sec): 34 clusters Score: Raw -2651925.463018 + Penalty 26122.701277 = -2625802.761741 nChanged 239 Deleting Class 12 (56 points): Lose 245.059726 but Gain 280.172732 Iteration 179Q (124.293552 sec): 33 clusters Score: Raw -2651979.082903 + Penalty 25717.392323 = -2626261.690580 nChanged 128 Deleting Class 56 (104 points): Lose 1467.170512 but Gain 1476.553242 Iteration 180F (125.074179 sec): 32 clusters Score: Raw -2650693.260828 + Penalty 24276.275514 = -2626416.985313 nChanged 169 Iteration 181Q (125.233963 sec): 32 clusters Score: Raw -2651173.982503 + Penalty 24321.010297 = -2626852.972207 nChanged 82 Iteration 182Q (125.392507 sec): 32 clusters Score: Raw -2651370.100812 + Penalty 24360.233643 = -2627009.867169 nChanged 81 Iteration 183Q (125.550886 sec): 32 clusters Score: Raw -2651518.746939 + Penalty 24387.732013 = -2627131.014926 nChanged 46 Iteration 184Q (125.710320 sec): 32 clusters Score: Raw -2651567.369288 + Penalty 24407.632164 = -2627159.737124 nChanged 37 Iteration 185Q (125.868451 sec): 32 clusters Score: Raw -2651602.775116 + Penalty 24424.718873 = -2627178.056243 nChanged 36 Iteration 186Q (126.026656 sec): 32 clusters Score: Raw -2651640.237777 + Penalty 24436.483840 = -2627203.753936 nChanged 26 Iteration 187Q (126.184898 sec): 32 clusters Score: Raw -2651665.944382 + Penalty 24450.729997 = -2627215.214385 nChanged 25 Iteration 188Q (126.342658 sec): 32 clusters Score: Raw -2651686.740616 + Penalty 24467.511305 = -2627219.229311 nChanged 23 Iteration 189Q (126.500074 sec): 32 clusters Score: Raw -2651703.673211 + Penalty 24478.037011 = -2627225.636200 nChanged 19 Iteration 190F (127.256150 sec): 32 clusters Score: Raw -2651732.972200 + Penalty 24491.843549 = -2627241.128651 nChanged 20 Iteration 191Q (127.414454 sec): 32 clusters Score: Raw -2651768.204001 + Penalty 24506.606359 = -2627261.597642 nChanged 15 Iteration 192Q (127.572944 sec): 32 clusters Score: Raw -2651785.495441 + Penalty 24510.918735 = -2627274.576706 nChanged 7 Iteration 193Q (127.731289 sec): 32 clusters Score: Raw -2651789.890042 + Penalty 24517.301167 = -2627272.588875 nChanged 5 Iteration 194F (128.485193 sec): 32 clusters Score: Raw -2651798.787841 + Penalty 24520.802835 = -2627277.985006 nChanged 4 Iteration 195Q (128.644344 sec): 32 clusters Score: Raw -2651806.413860 + Penalty 24522.207912 = -2627284.205948 nChanged 9 Iteration 196Q (128.802541 sec): 32 clusters Score: Raw -2651811.027859 + Penalty 24523.671948 = -2627287.355911 nChanged 4 Iteration 197Q (128.961324 sec): 32 clusters Score: Raw -2651815.768463 + Penalty 24523.334640 = -2627292.433822 nChanged 5 Iteration 198Q (129.119881 sec): 32 clusters Score: Raw -2651817.099589 + Penalty 24526.825429 = -2627290.274160 nChanged 4 Iteration 199F (129.873778 sec): 32 clusters Score: Raw -2651818.957238 + Penalty 24529.088049 = -2627289.869188 nChanged 3 Iteration 200F (130.626434 sec): 32 clusters Score: Raw -2651819.508910 + Penalty 24529.107803 = -2627290.401107 nChanged 2 Iteration 201Q (130.784579 sec): 32 clusters Score: Raw -2651819.902454 + Penalty 24529.644500 = -2627290.257955 nChanged 1 Iteration 202F (131.537155 sec): 32 clusters Score: Raw -2651820.029923 + Penalty 24529.789411 = -2627290.240512 nChanged 1 Iteration 203F (132.290390 sec): 32 clusters Score: Raw -2651820.300593 + Penalty 24530.188437 = -2627290.112156 nChanged 1 Iteration 204F (133.046520 sec): 32 clusters Score: Raw -2651820.492314 + Penalty 24530.188437 = -2627290.303877 nChanged 0 Writing temp clu file Memory request: 0.22 GB would take us to total of 0.45 GB. Compute initial score before splitting: Score: Raw -2651820.492314 + Penalty 24530.188437 = -2627290.303877Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 2 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.200654 sec): 2 clusters Score: Raw -6859.811876 + Penalty 32.704227 = -6827.107650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.201122 sec): 3 clusters Score: Raw -6800.800075 + Penalty 80.177611 = -6720.622464 nChanged 58 SP:Iteration 1F (133.201557 sec): 3 clusters Score: Raw -6862.881223 + Penalty 76.762105 = -6786.119117 nChanged 9 SP:Iteration 2F (133.201991 sec): 3 clusters Score: Raw -6874.509825 + Penalty 76.465514 = -6798.044311 nChanged 4 SP:Iteration 3Q (133.202401 sec): 3 clusters Score: Raw -6876.318187 + Penalty 77.396981 = -6798.921206 nChanged 1 SP:Iteration 4Q (133.202812 sec): 3 clusters Score: Raw -6876.757261 + Penalty 77.396981 = -6799.360280 nChanged 0 SP:Iteration 5F (133.203245 sec): 3 clusters Score: Raw -6876.757261 + Penalty 77.396981 = -6799.360280 nChanged 0 Memory request: 0.01 GB would take us to total of 0.45 GB. Trying to split cluster 3 (1059 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.213179 sec): 2 clusters Score: Raw -58231.458347 + Penalty 953.151815 = -57278.306532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.216514 sec): 3 clusters Score: Raw -57881.525662 + Penalty 1907.870322 = -55973.655340 nChanged 332 SP:Iteration 1F (133.218675 sec): 3 clusters Score: Raw -58177.442302 + Penalty 1909.669037 = -56267.773266 nChanged 88 SP:Iteration 2F (133.220823 sec): 3 clusters Score: Raw -58288.858008 + Penalty 1911.471600 = -56377.386409 nChanged 68 SP:Iteration 3F (133.222999 sec): 3 clusters Score: Raw -58379.690608 + Penalty 1912.437441 = -56467.253168 nChanged 48 SP:Iteration 4Q (133.225184 sec): 3 clusters Score: Raw -58433.283019 + Penalty 1913.635361 = -56519.647658 nChanged 34 SP:Iteration 5Q (133.227342 sec): 3 clusters Score: Raw -58456.132200 + Penalty 1914.568395 = -56541.563805 nChanged 17 SP:Iteration 6Q (133.229518 sec): 3 clusters Score: Raw -58467.474813 + Penalty 1915.340436 = -56552.134377 nChanged 10 SP:Iteration 7Q (133.231624 sec): 3 clusters Score: Raw -58475.271012 + Penalty 1915.659399 = -56559.611614 nChanged 11 SP:Iteration 8Q (133.233789 sec): 3 clusters Score: Raw -58481.614767 + Penalty 1915.639408 = -56565.975360 nChanged 8 SP:Iteration 9Q (133.235959 sec): 3 clusters Score: Raw -58485.259871 + Penalty 1915.495860 = -56569.764010 nChanged 3 SP:Iteration 10F (133.238126 sec): 3 clusters Score: Raw -58487.109816 + Penalty 1915.584867 = -56571.524949 nChanged 1 SP:Iteration 11Q (133.240247 sec): 3 clusters Score: Raw -58487.927441 + Penalty 1915.990974 = -56571.936468 nChanged 3 SP:Iteration 12Q (133.242342 sec): 3 clusters Score: Raw -58490.005426 + Penalty 1916.182416 = -56573.823011 nChanged 2 SP:Iteration 13Q (133.244460 sec): 3 clusters Score: Raw -58490.975538 + Penalty 1916.340662 = -56574.634876 nChanged 1 SP:Iteration 14Q (133.246549 sec): 3 clusters Score: Raw -58491.323756 + Penalty 1916.500413 = -56574.823343 nChanged 1 SP:Iteration 15Q (133.248636 sec): 3 clusters Score: Raw -58491.474409 + Penalty 1916.491417 = -56574.982992 nChanged 1 SP:Iteration 16Q (133.250723 sec): 3 clusters Score: Raw -58492.094020 + Penalty 1916.491417 = -56575.602603 nChanged 0 SP:Iteration 17F (133.252884 sec): 3 clusters Score: Raw -58492.094020 + Penalty 1916.491417 = -56575.602603 nChanged 0 Memory request: 0.01 GB would take us to total of 0.45 GB. Trying to split cluster 4 (851 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.256623 sec): 2 clusters Score: Raw -55210.860403 + Penalty 892.917368 = -54317.943035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.258458 sec): 3 clusters Score: Raw -54892.653616 + Penalty 1785.274098 = -53107.379518 nChanged 260 SP:Iteration 1F (133.260222 sec): 3 clusters Score: Raw -55119.062488 + Penalty 1785.233373 = -53333.829115 nChanged 72 SP:Iteration 2F (133.261938 sec): 3 clusters Score: Raw -55193.448179 + Penalty 1785.790057 = -53407.658123 nChanged 39 SP:Iteration 3Q (133.263647 sec): 3 clusters Score: Raw -55230.631129 + Penalty 1785.934332 = -53444.696797 nChanged 21 SP:Iteration 4Q (133.265342 sec): 3 clusters Score: Raw -55256.145183 + Penalty 1784.951791 = -53471.193393 nChanged 16 SP:Iteration 5Q (133.267028 sec): 3 clusters Score: Raw -55277.750171 + Penalty 1785.547722 = -53492.202450 nChanged 11 SP:Iteration 6Q (133.268711 sec): 3 clusters Score: Raw -55287.288282 + Penalty 1785.602798 = -53501.685484 nChanged 8 SP:Iteration 7Q (133.270462 sec): 3 clusters Score: Raw -55292.933822 + Penalty 1785.913519 = -53507.020303 nChanged 4 SP:Iteration 8Q (133.272167 sec): 3 clusters Score: Raw -55298.005671 + Penalty 1786.391633 = -53511.614038 nChanged 6 SP:Iteration 9Q (133.273914 sec): 3 clusters Score: Raw -55305.322115 + Penalty 1786.263497 = -53519.058618 nChanged 6 SP:Iteration 10F (133.275657 sec): 3 clusters Score: Raw -55310.027619 + Penalty 1786.017950 = -53524.009670 nChanged 2 SP:Iteration 11Q (133.277357 sec): 3 clusters Score: Raw -55311.357325 + Penalty 1786.617565 = -53524.739760 nChanged 3 SP:Iteration 12Q (133.279045 sec): 3 clusters Score: Raw -55313.583651 + Penalty 1786.509636 = -53527.074015 nChanged 3 SP:Iteration 13Q (133.280711 sec): 3 clusters Score: Raw -55317.547354 + Penalty 1786.268013 = -53531.279341 nChanged 4 SP:Iteration 14Q (133.282426 sec): 3 clusters Score: Raw -55319.503384 + Penalty 1786.346298 = -53533.157086 nChanged 2 SP:Iteration 15Q (133.284123 sec): 3 clusters Score: Raw -55320.219588 + Penalty 1786.650017 = -53533.569571 nChanged 3 SP:Iteration 16Q (133.285782 sec): 3 clusters Score: Raw -55321.988718 + Penalty 1786.650017 = -53535.338701 nChanged 0 SP:Iteration 17F (133.287480 sec): 3 clusters Score: Raw -55321.988718 + Penalty 1786.650017 = -53535.338701 nChanged 0 Memory request: 0.01 GB would take us to total of 0.45 GB. Trying to split cluster 5 (763 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.290888 sec): 2 clusters Score: Raw -44192.694696 + Penalty 402.181699 = -43790.512997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.292537 sec): 3 clusters Score: Raw -43783.749791 + Penalty 785.620818 = -42998.128973 nChanged 259 SP:Iteration 1F (133.294185 sec): 3 clusters Score: Raw -43962.822134 + Penalty 766.832527 = -43195.989607 nChanged 95 SP:Iteration 2F (133.295793 sec): 3 clusters Score: Raw -44039.787180 + Penalty 749.427336 = -43290.359843 nChanged 70 SP:Iteration 3F (133.297417 sec): 3 clusters Score: Raw -44118.440349 + Penalty 747.353779 = -43371.086571 nChanged 45 SP:Iteration 4F (133.299034 sec): 3 clusters Score: Raw -44162.888400 + Penalty 748.147043 = -43414.741358 nChanged 30 SP:Iteration 5Q (133.300637 sec): 3 clusters Score: Raw -44200.152929 + Penalty 747.253787 = -43452.899143 nChanged 19 SP:Iteration 6Q (133.302267 sec): 3 clusters Score: Raw -44216.453196 + Penalty 749.461836 = -43466.991360 nChanged 11 SP:Iteration 7Q (133.303862 sec): 3 clusters Score: Raw -44221.641603 + Penalty 751.444337 = -43470.197265 nChanged 7 SP:Iteration 8Q (133.305426 sec): 3 clusters Score: Raw -44223.170590 + Penalty 753.478383 = -43469.692206 nChanged 5 SP:Iteration 9F (133.307102 sec): 3 clusters Score: Raw -44224.374127 + Penalty 755.013382 = -43469.360744 nChanged 5 SP:Iteration 10F (133.308749 sec): 3 clusters Score: Raw -44225.403727 + Penalty 756.061893 = -43469.341834 nChanged 3 SP:Iteration 11F (133.310417 sec): 3 clusters Score: Raw -44225.655282 + Penalty 756.434359 = -43469.220923 nChanged 1 SP:Iteration 12F (133.312058 sec): 3 clusters Score: Raw -44225.719080 + Penalty 756.928914 = -43468.790166 nChanged 1 SP:Iteration 13F (133.313719 sec): 3 clusters Score: Raw -44225.798713 + Penalty 757.494575 = -43468.304139 nChanged 1 SP:Iteration 14F (133.315358 sec): 3 clusters Score: Raw -44225.866074 + Penalty 757.494575 = -43468.371499 nChanged 0 Memory request: 0.01 GB would take us to total of 0.45 GB. Trying to split cluster 6 (633 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.318298 sec): 2 clusters Score: Raw -35911.388553 + Penalty 103.016361 = -35808.372192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.319644 sec): 3 clusters Score: Raw -35523.980097 + Penalty 206.487705 = -35317.492392 nChanged 271 SP:Iteration 1F (133.320967 sec): 3 clusters Score: Raw -35759.029067 + Penalty 206.544977 = -35552.484090 nChanged 64 SP:Iteration 2F (133.322288 sec): 3 clusters Score: Raw -35821.427615 + Penalty 206.388473 = -35615.039142 nChanged 33 SP:Iteration 3F (133.323627 sec): 3 clusters Score: Raw -35845.876214 + Penalty 206.583224 = -35639.292990 nChanged 26 SP:Iteration 4Q (133.324923 sec): 3 clusters Score: Raw -35859.180756 + Penalty 206.302583 = -35652.878174 nChanged 15 SP:Iteration 5Q (133.326213 sec): 3 clusters Score: Raw -35870.158702 + Penalty 206.274038 = -35663.884664 nChanged 19 SP:Iteration 6Q (133.327502 sec): 3 clusters Score: Raw -35883.774851 + Penalty 205.755206 = -35678.019644 nChanged 18 SP:Iteration 7Q (133.328812 sec): 3 clusters Score: Raw -35889.969444 + Penalty 205.559249 = -35684.410194 nChanged 8 SP:Iteration 8Q (133.330156 sec): 3 clusters Score: Raw -35891.392927 + Penalty 205.527170 = -35685.865757 nChanged 8 SP:Iteration 9Q (133.331490 sec): 3 clusters Score: Raw -35893.049426 + Penalty 205.455702 = -35687.593724 nChanged 9 SP:Iteration 10F (133.332842 sec): 3 clusters Score: Raw -35894.873285 + Penalty 206.161706 = -35688.711579 nChanged 9 SP:Iteration 11Q (133.334157 sec): 3 clusters Score: Raw -35897.142817 + Penalty 206.160810 = -35690.982007 nChanged 9 SP:Iteration 12Q (133.335451 sec): 3 clusters Score: Raw -35899.328973 + Penalty 206.001826 = -35693.327147 nChanged 10 SP:Iteration 13Q (133.336727 sec): 3 clusters Score: Raw -35902.570908 + Penalty 205.065196 = -35697.505712 nChanged 12 SP:Iteration 14Q (133.338001 sec): 3 clusters Score: Raw -35906.781203 + Penalty 204.208627 = -35702.572576 nChanged 9 SP:Iteration 15Q (133.339304 sec): 3 clusters Score: Raw -35909.757242 + Penalty 204.947853 = -35704.809389 nChanged 9 SP:Iteration 16Q (133.340595 sec): 3 clusters Score: Raw -35913.170835 + Penalty 204.520861 = -35708.649975 nChanged 9 SP:Iteration 17Q (133.341885 sec): 3 clusters Score: Raw -35916.587423 + Penalty 203.906327 = -35712.681095 nChanged 11 SP:Iteration 18Q (133.343175 sec): 3 clusters Score: Raw -35923.633054 + Penalty 200.022961 = -35723.610094 nChanged 8 SP:Iteration 19Q (133.344450 sec): 3 clusters Score: Raw -35930.615855 + Penalty 196.827329 = -35733.788525 nChanged 4 SP:Iteration 20F (133.345757 sec): 3 clusters Score: Raw -35933.193170 + Penalty 194.993419 = -35738.199751 nChanged 5 SP:Iteration 21Q (133.347011 sec): 3 clusters Score: Raw -35937.452647 + Penalty 194.789015 = -35742.663633 nChanged 2 SP:Iteration 22Q (133.348256 sec): 3 clusters Score: Raw -35940.670043 + Penalty 192.478277 = -35748.191766 nChanged 3 SP:Iteration 23Q (133.349492 sec): 3 clusters Score: Raw -35942.741381 + Penalty 192.465696 = -35750.275685 nChanged 1 SP:Iteration 24Q (133.350718 sec): 3 clusters Score: Raw -35943.856364 + Penalty 192.653043 = -35751.203321 nChanged 1 SP:Iteration 25Q (133.352016 sec): 3 clusters Score: Raw -35944.564764 + Penalty 192.470187 = -35752.094577 nChanged 1 SP:Iteration 26Q (133.353238 sec): 3 clusters Score: Raw -35944.622620 + Penalty 192.470187 = -35752.152433 nChanged 0 SP:Iteration 27F (133.354548 sec): 3 clusters Score: Raw -35944.622620 + Penalty 192.470187 = -35752.152433 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 7 (251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.356201 sec): 2 clusters Score: Raw -13964.989703 + Penalty 41.106830 = -13923.882873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.356878 sec): 3 clusters Score: Raw -13807.468705 + Penalty 84.279025 = -13723.189680 nChanged 111 SP:Iteration 1F (133.357542 sec): 3 clusters Score: Raw -13897.766755 + Penalty 81.890929 = -13815.875826 nChanged 19 SP:Iteration 2F (133.358196 sec): 3 clusters Score: Raw -13940.223046 + Penalty 79.879540 = -13860.343506 nChanged 15 SP:Iteration 3F (133.358851 sec): 3 clusters Score: Raw -13963.741521 + Penalty 78.373886 = -13885.367635 nChanged 17 SP:Iteration 4F (133.359470 sec): 3 clusters Score: Raw -13988.165018 + Penalty 79.055740 = -13909.109279 nChanged 16 SP:Iteration 5F (133.360103 sec): 3 clusters Score: Raw -14001.122211 + Penalty 80.150951 = -13920.971260 nChanged 11 SP:Iteration 6Q (133.360700 sec): 3 clusters Score: Raw -14008.877596 + Penalty 80.742585 = -13928.135012 nChanged 5 SP:Iteration 7Q (133.361301 sec): 3 clusters Score: Raw -14011.948840 + Penalty 81.635415 = -13930.313424 nChanged 6 SP:Iteration 8Q (133.361917 sec): 3 clusters Score: Raw -14015.519213 + Penalty 82.542709 = -13932.976504 nChanged 7 SP:Iteration 9Q (133.362533 sec): 3 clusters Score: Raw -14021.925672 + Penalty 83.190811 = -13938.734862 nChanged 7 SP:Iteration 10F (133.363201 sec): 3 clusters Score: Raw -14030.116639 + Penalty 83.594896 = -13946.521743 nChanged 4 SP:Iteration 11Q (133.363821 sec): 3 clusters Score: Raw -14033.255551 + Penalty 83.986867 = -13949.268684 nChanged 4 SP:Iteration 12Q (133.364435 sec): 3 clusters Score: Raw -14036.047212 + Penalty 84.195328 = -13951.851884 nChanged 2 SP:Iteration 13Q (133.365044 sec): 3 clusters Score: Raw -14036.641575 + Penalty 84.486122 = -13952.155453 nChanged 2 SP:Iteration 14Q (133.365649 sec): 3 clusters Score: Raw -14037.602961 + Penalty 84.638473 = -13952.964488 nChanged 1 SP:Iteration 15Q (133.366252 sec): 3 clusters Score: Raw -14037.888963 + Penalty 84.795594 = -13953.093369 nChanged 1 SP:Iteration 16Q (133.366852 sec): 3 clusters Score: Raw -14038.136183 + Penalty 84.795594 = -13953.340589 nChanged 0 SP:Iteration 17F (133.367521 sec): 3 clusters Score: Raw -14038.136183 + Penalty 84.795594 = -13953.340589 nChanged 0 Score: Raw -2678197.086876 + Penalty 24615.589707 = -2653581.497169 Splitting cluster 7 changes total score from -2627290.303877 to -2653581.497169 So it's getting split into cluster 1. Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 9 (544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.137482 sec): 2 clusters Score: Raw -32472.118722 + Penalty 387.369936 = -32084.748786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.138703 sec): 3 clusters Score: Raw -32180.890119 + Penalty 772.979393 = -31407.910727 nChanged 189 SP:Iteration 1F (134.139897 sec): 3 clusters Score: Raw -32268.770523 + Penalty 773.022863 = -31495.747660 nChanged 61 SP:Iteration 2F (134.141069 sec): 3 clusters Score: Raw -32300.752524 + Penalty 773.827750 = -31526.924775 nChanged 33 SP:Iteration 3F (134.142212 sec): 3 clusters Score: Raw -32317.520878 + Penalty 776.117897 = -31541.402981 nChanged 32 SP:Iteration 4F (134.143380 sec): 3 clusters Score: Raw -32337.722463 + Penalty 782.081242 = -31555.641221 nChanged 42 SP:Iteration 5F (134.144520 sec): 3 clusters Score: Raw -32376.034628 + Penalty 796.232961 = -31579.801666 nChanged 45 SP:Iteration 6F (134.145662 sec): 3 clusters Score: Raw -32426.509628 + Penalty 811.411300 = -31615.098328 nChanged 39 SP:Iteration 7F (134.146807 sec): 3 clusters Score: Raw -32464.331538 + Penalty 821.416573 = -31642.914966 nChanged 23 SP:Iteration 8Q (134.148008 sec): 3 clusters Score: Raw -32485.018564 + Penalty 829.011743 = -31656.006820 nChanged 14 SP:Iteration 9Q (134.149194 sec): 3 clusters Score: Raw -32499.391633 + Penalty 838.370639 = -31661.020994 nChanged 9 SP:Iteration 10F (134.150386 sec): 3 clusters Score: Raw -32507.851483 + Penalty 853.754449 = -31654.097033 nChanged 11 SP:Iteration 11F (134.151584 sec): 3 clusters Score: Raw -32517.661045 + Penalty 863.929421 = -31653.731625 nChanged 7 SP:Iteration 12F (134.152815 sec): 3 clusters Score: Raw -32523.440526 + Penalty 869.225573 = -31654.214952 nChanged 6 SP:Iteration 13Q (134.154043 sec): 3 clusters Score: Raw -32527.251781 + Penalty 876.597753 = -31650.654029 nChanged 5 SP:Iteration 14F (134.155275 sec): 3 clusters Score: Raw -32530.654040 + Penalty 879.151236 = -31651.502804 nChanged 1 SP:Iteration 15Q (134.156461 sec): 3 clusters Score: Raw -32531.427864 + Penalty 881.693850 = -31649.734015 nChanged 1 SP:Iteration 16F (134.157644 sec): 3 clusters Score: Raw -32532.244440 + Penalty 883.887130 = -31648.357309 nChanged 2 SP:Iteration 17F (134.158811 sec): 3 clusters Score: Raw -32533.684773 + Penalty 886.006901 = -31647.677872 nChanged 1 SP:Iteration 18F (134.159950 sec): 3 clusters Score: Raw -32534.325722 + Penalty 885.565363 = -31648.760358 nChanged 1 SP:Iteration 19Q (134.161042 sec): 3 clusters Score: Raw -32534.758222 + Penalty 885.565363 = -31649.192858 nChanged 0 SP:Iteration 20F (134.162179 sec): 3 clusters Score: Raw -32534.758222 + Penalty 885.565363 = -31649.192858 nChanged 0 Memory request: 0.02 GB would take us to total of 0.46 GB. Trying to split cluster 10 (2877 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.175750 sec): 2 clusters Score: Raw -179444.214972 + Penalty 517.276501 = -178926.938471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.181115 sec): 3 clusters Score: Raw -177660.553616 + Penalty 1034.630964 = -176625.922652 nChanged 1261 SP:Iteration 1F (134.186259 sec): 3 clusters Score: Raw -178262.128813 + Penalty 1034.444985 = -177227.683828 nChanged 334 SP:Iteration 2F (134.191425 sec): 3 clusters Score: Raw -178423.047029 + Penalty 1034.624377 = -177388.422652 nChanged 224 SP:Iteration 3F (134.196563 sec): 3 clusters Score: Raw -178525.664419 + Penalty 1035.260752 = -177490.403667 nChanged 164 SP:Iteration 4F (134.201690 sec): 3 clusters Score: Raw -178601.212660 + Penalty 1035.897273 = -177565.315387 nChanged 135 SP:Iteration 5Q (134.206832 sec): 3 clusters Score: Raw -178663.244300 + Penalty 1036.480906 = -177626.763394 nChanged 116 SP:Iteration 6Q (134.212086 sec): 3 clusters Score: Raw -178722.520317 + Penalty 1037.364249 = -177685.156067 nChanged 115 SP:Iteration 7Q (134.217240 sec): 3 clusters Score: Raw -178781.045178 + Penalty 1038.608822 = -177742.436355 nChanged 108 SP:Iteration 8Q (134.222509 sec): 3 clusters Score: Raw -178846.003054 + Penalty 1039.818294 = -177806.184759 nChanged 105 SP:Iteration 9Q (134.227727 sec): 3 clusters Score: Raw -178897.384449 + Penalty 1041.437709 = -177855.946741 nChanged 87 SP:Iteration 10F (134.232852 sec): 3 clusters Score: Raw -178940.387022 + Penalty 1043.447549 = -177896.939473 nChanged 70 SP:Iteration 11Q (134.237928 sec): 3 clusters Score: Raw -178970.551249 + Penalty 1045.695222 = -177924.856028 nChanged 56 SP:Iteration 12Q (134.243046 sec): 3 clusters Score: Raw -178993.010789 + Penalty 1046.939118 = -177946.071671 nChanged 33 SP:Iteration 13Q (134.248145 sec): 3 clusters Score: Raw -179001.209478 + Penalty 1048.364220 = -177952.845257 nChanged 27 SP:Iteration 14Q (134.253544 sec): 3 clusters Score: Raw -179007.588029 + Penalty 1050.218766 = -177957.369263 nChanged 34 SP:Iteration 15Q (134.263709 sec): 3 clusters Score: Raw -179017.467224 + Penalty 1052.889870 = -177964.577354 nChanged 38 SP:Iteration 16Q (134.269664 sec): 3 clusters Score: Raw -179030.659151 + Penalty 1055.683570 = -177974.975581 nChanged 43 SP:Iteration 17Q (134.274677 sec): 3 clusters Score: Raw -179041.084626 + Penalty 1058.908578 = -177982.176048 nChanged 39 SP:Iteration 18Q (134.279839 sec): 3 clusters Score: Raw -179054.672880 + Penalty 1061.242652 = -177993.430228 nChanged 30 SP:Iteration 19Q (134.284776 sec): 3 clusters Score: Raw -179062.543394 + Penalty 1064.348834 = -177998.194560 nChanged 41 SP:Iteration 20F (134.289874 sec): 3 clusters Score: Raw -179075.701348 + Penalty 1068.713017 = -178006.988330 nChanged 48 SP:Iteration 21Q (134.294846 sec): 3 clusters Score: Raw -179093.240704 + Penalty 1073.513246 = -178019.727458 nChanged 55 SP:Iteration 22Q (134.299725 sec): 3 clusters Score: Raw -179114.495991 + Penalty 1077.657780 = -178036.838212 nChanged 42 SP:Iteration 23Q (134.304606 sec): 3 clusters Score: Raw -179127.026803 + Penalty 1080.167891 = -178046.858912 nChanged 35 SP:Iteration 24Q (134.309636 sec): 3 clusters Score: Raw -179136.382925 + Penalty 1084.074204 = -178052.308720 nChanged 35 SP:Iteration 25Q (134.314508 sec): 3 clusters Score: Raw -179146.794305 + Penalty 1086.185404 = -178060.608901 nChanged 45 SP:Iteration 26Q (134.319292 sec): 3 clusters Score: Raw -179163.431830 + Penalty 1088.673269 = -178074.758561 nChanged 49 SP:Iteration 27Q (134.324032 sec): 3 clusters Score: Raw -179182.294677 + Penalty 1092.453509 = -178089.841169 nChanged 46 SP:Iteration 28Q (134.328888 sec): 3 clusters Score: Raw -179203.902928 + Penalty 1094.812233 = -178109.090695 nChanged 55 SP:Iteration 29Q (134.333547 sec): 3 clusters Score: Raw -179230.778256 + Penalty 1099.022073 = -178131.756183 nChanged 52 SP:Iteration 30F (134.338626 sec): 3 clusters Score: Raw -179258.346578 + Penalty 1107.845189 = -178150.501389 nChanged 66 SP:Iteration 31Q (134.343353 sec): 3 clusters Score: Raw -179297.323210 + Penalty 1123.399230 = -178173.923980 nChanged 65 SP:Iteration 32Q (134.347929 sec): 3 clusters Score: Raw -179345.859680 + Penalty 1149.535869 = -178196.323812 nChanged 55 SP:Iteration 33Q (134.352635 sec): 3 clusters Score: Raw -179386.150833 + Penalty 1181.590360 = -178204.560472 nChanged 49 SP:Iteration 34Q (134.357123 sec): 3 clusters Score: Raw -179429.241986 + Penalty 1204.753539 = -178224.488447 nChanged 45 SP:Iteration 35Q (134.361479 sec): 3 clusters Score: Raw -179475.938694 + Penalty 1239.847874 = -178236.090820 nChanged 39 SP:Iteration 36Q (134.365830 sec): 3 clusters Score: Raw -179518.956612 + Penalty 1267.258936 = -178251.697676 nChanged 18 SP:Iteration 37Q (134.370065 sec): 3 clusters Score: Raw -179543.751607 + Penalty 1275.579877 = -178268.171729 nChanged 8 SP:Iteration 38Q (134.374510 sec): 3 clusters Score: Raw -179554.888707 + Penalty 1275.501324 = -178279.387382 nChanged 4 SP:Iteration 39Q (134.378717 sec): 3 clusters Score: Raw -179556.970474 + Penalty 1276.375203 = -178280.595272 nChanged 1 SP:Iteration 40F (134.383826 sec): 3 clusters Score: Raw -179557.071504 + Penalty 1277.793918 = -178279.277585 nChanged 1 SP:Iteration 41F (134.388900 sec): 3 clusters Score: Raw -179557.104294 + Penalty 1277.793918 = -178279.310376 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 11 (2567 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.398962 sec): 2 clusters Score: Raw -152417.846891 + Penalty 333.239118 = -152084.607772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.403650 sec): 3 clusters Score: Raw -150786.861001 + Penalty 665.040870 = -150121.820131 nChanged 1128 SP:Iteration 1F (134.408303 sec): 3 clusters Score: Raw -151335.326358 + Penalty 668.081498 = -150667.244860 nChanged 369 SP:Iteration 2F (134.412910 sec): 3 clusters Score: Raw -151523.175147 + Penalty 671.142545 = -150852.032601 nChanged 224 SP:Iteration 3F (134.417517 sec): 3 clusters Score: Raw -151628.351770 + Penalty 674.660298 = -150953.691472 nChanged 169 SP:Iteration 4F (134.422226 sec): 3 clusters Score: Raw -151707.692479 + Penalty 679.358400 = -151028.334079 nChanged 128 SP:Iteration 5Q (134.426873 sec): 3 clusters Score: Raw -151793.040273 + Penalty 683.637380 = -151109.402893 nChanged 116 SP:Iteration 6Q (134.431540 sec): 3 clusters Score: Raw -151886.491694 + Penalty 687.236117 = -151199.255577 nChanged 96 SP:Iteration 7Q (134.436226 sec): 3 clusters Score: Raw -151968.936834 + Penalty 689.918977 = -151279.017857 nChanged 85 SP:Iteration 8Q (134.440928 sec): 3 clusters Score: Raw -152052.087714 + Penalty 692.492957 = -151359.594757 nChanged 87 SP:Iteration 9Q (134.445591 sec): 3 clusters Score: Raw -152118.576784 + Penalty 694.701992 = -151423.874793 nChanged 67 SP:Iteration 10F (134.450290 sec): 3 clusters Score: Raw -152164.478292 + Penalty 696.334791 = -151468.143501 nChanged 72 SP:Iteration 11Q (134.454883 sec): 3 clusters Score: Raw -152215.134927 + Penalty 697.625463 = -151517.509464 nChanged 67 SP:Iteration 12Q (134.459492 sec): 3 clusters Score: Raw -152267.104386 + Penalty 700.302785 = -151566.801601 nChanged 58 SP:Iteration 13Q (134.464016 sec): 3 clusters Score: Raw -152305.886900 + Penalty 702.198098 = -151603.688802 nChanged 54 SP:Iteration 14Q (134.468401 sec): 3 clusters Score: Raw -152336.863588 + Penalty 705.524062 = -151631.339526 nChanged 48 SP:Iteration 15Q (134.472707 sec): 3 clusters Score: Raw -152363.098247 + Penalty 710.039713 = -151653.058535 nChanged 30 SP:Iteration 16Q (134.477066 sec): 3 clusters Score: Raw -152382.989780 + Penalty 708.524859 = -151674.464921 nChanged 27 SP:Iteration 17Q (134.481283 sec): 3 clusters Score: Raw -152400.002803 + Penalty 711.788646 = -151688.214158 nChanged 25 SP:Iteration 18Q (134.485429 sec): 3 clusters Score: Raw -152414.735515 + Penalty 714.770340 = -151699.965175 nChanged 22 SP:Iteration 19Q (134.489532 sec): 3 clusters Score: Raw -152425.552473 + Penalty 716.069631 = -151709.482842 nChanged 15 SP:Iteration 20F (134.494235 sec): 3 clusters Score: Raw -152431.198466 + Penalty 717.731300 = -151713.467166 nChanged 5 SP:Iteration 21Q (134.498305 sec): 3 clusters Score: Raw -152432.536834 + Penalty 719.084919 = -151713.451915 nChanged 3 SP:Iteration 22F (134.502876 sec): 3 clusters Score: Raw -152433.543995 + Penalty 719.482855 = -151714.061140 nChanged 6 SP:Iteration 23Q (134.506965 sec): 3 clusters Score: Raw -152435.672544 + Penalty 721.418883 = -151714.253661 nChanged 5 SP:Iteration 24Q (134.511058 sec): 3 clusters Score: Raw -152436.584582 + Penalty 721.807205 = -151714.777377 nChanged 3 SP:Iteration 25Q (134.515104 sec): 3 clusters Score: Raw -152437.198104 + Penalty 723.024249 = -151714.173856 nChanged 2 SP:Iteration 26F (134.519691 sec): 3 clusters Score: Raw -152437.262771 + Penalty 723.662420 = -151713.600351 nChanged 1 SP:Iteration 27F (134.524283 sec): 3 clusters Score: Raw -152437.534714 + Penalty 723.662420 = -151713.872294 nChanged 0 Memory request: 0.01 GB would take us to total of 0.45 GB. Trying to split cluster 13 (821 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.528819 sec): 2 clusters Score: Raw -48894.449660 + Penalty 506.508975 = -48387.940685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.530558 sec): 3 clusters Score: Raw -48482.766561 + Penalty 1019.341826 = -47463.424735 nChanged 277 SP:Iteration 1F (134.532264 sec): 3 clusters Score: Raw -48671.788307 + Penalty 1035.471615 = -47636.316692 nChanged 109 SP:Iteration 2F (134.533852 sec): 3 clusters Score: Raw -48766.567643 + Penalty 1059.629960 = -47706.937682 nChanged 70 SP:Iteration 3F (134.535460 sec): 3 clusters Score: Raw -48834.981837 + Penalty 1088.510676 = -47746.471161 nChanged 56 SP:Iteration 4F (134.537104 sec): 3 clusters Score: Raw -48891.307412 + Penalty 1106.567630 = -47784.739782 nChanged 29 SP:Iteration 5Q (134.538798 sec): 3 clusters Score: Raw -48916.754185 + Penalty 1117.413798 = -47799.340387 nChanged 18 SP:Iteration 6Q (134.540471 sec): 3 clusters Score: Raw -48934.060991 + Penalty 1120.745580 = -47813.315411 nChanged 8 SP:Iteration 7Q (134.542080 sec): 3 clusters Score: Raw -48941.113937 + Penalty 1122.031617 = -47819.082320 nChanged 10 SP:Iteration 8Q (134.543825 sec): 3 clusters Score: Raw -48950.179285 + Penalty 1123.612295 = -47826.566991 nChanged 5 SP:Iteration 9Q (134.545694 sec): 3 clusters Score: Raw -48953.779965 + Penalty 1123.853127 = -47829.926838 nChanged 3 SP:Iteration 10F (134.547507 sec): 3 clusters Score: Raw -48955.420704 + Penalty 1128.378032 = -47827.042671 nChanged 5 SP:Iteration 11F (134.549171 sec): 3 clusters Score: Raw -48958.131093 + Penalty 1130.647870 = -47827.483223 nChanged 3 SP:Iteration 12Q (134.550671 sec): 3 clusters Score: Raw -48959.394654 + Penalty 1130.478294 = -47828.916360 nChanged 1 SP:Iteration 13Q (134.552223 sec): 3 clusters Score: Raw -48959.818057 + Penalty 1130.478294 = -47829.339763 nChanged 0 SP:Iteration 14F (134.553849 sec): 3 clusters Score: Raw -48959.818057 + Penalty 1130.478294 = -47829.339763 nChanged 0 Memory request: 0.01 GB would take us to total of 0.45 GB. Trying to split cluster 14 (628 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.556219 sec): 2 clusters Score: Raw -36601.153039 + Penalty 298.259251 = -36302.893787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.557593 sec): 3 clusters Score: Raw -36230.580606 + Penalty 595.140976 = -35635.439630 nChanged 228 SP:Iteration 1F (134.558944 sec): 3 clusters Score: Raw -36332.453716 + Penalty 597.349486 = -35735.104230 nChanged 91 SP:Iteration 2F (134.560299 sec): 3 clusters Score: Raw -36410.830934 + Penalty 613.304625 = -35797.526309 nChanged 85 SP:Iteration 3F (134.561597 sec): 3 clusters Score: Raw -36498.436236 + Penalty 652.827748 = -35845.608488 nChanged 62 SP:Iteration 4F (134.562877 sec): 3 clusters Score: Raw -36573.405125 + Penalty 693.584952 = -35879.820173 nChanged 36 SP:Iteration 5F (134.564159 sec): 3 clusters Score: Raw -36613.228774 + Penalty 713.193947 = -35900.034827 nChanged 18 SP:Iteration 6Q (134.565440 sec): 3 clusters Score: Raw -36630.783827 + Penalty 723.105108 = -35907.678719 nChanged 8 SP:Iteration 7Q (134.566712 sec): 3 clusters Score: Raw -36637.682643 + Penalty 715.987833 = -35921.694810 nChanged 3 SP:Iteration 8Q (134.568002 sec): 3 clusters Score: Raw -36639.369549 + Penalty 723.730675 = -35915.638875 nChanged 1 SP:Iteration 9F (134.569281 sec): 3 clusters Score: Raw -36640.420282 + Penalty 723.422899 = -35916.997383 nChanged 1 SP:Iteration 10F (134.570563 sec): 3 clusters Score: Raw -36641.974962 + Penalty 726.568448 = -35915.406514 nChanged 2 SP:Iteration 11F (134.571860 sec): 3 clusters Score: Raw -36644.689598 + Penalty 715.298504 = -35929.391093 nChanged 2 SP:Iteration 12Q (134.573106 sec): 3 clusters Score: Raw -36648.348185 + Penalty 714.325278 = -35934.022908 nChanged 1 SP:Iteration 13Q (134.574376 sec): 3 clusters Score: Raw -36649.951578 + Penalty 714.325278 = -35935.626301 nChanged 0 SP:Iteration 14F (134.575694 sec): 3 clusters Score: Raw -36649.951578 + Penalty 714.325278 = -35935.626301 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 15 (222 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.576807 sec): 2 clusters Score: Raw -10372.684500 + Penalty 310.903435 = -10061.781065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.577449 sec): 3 clusters Score: Raw -10367.483287 + Penalty 623.014229 = -9744.469058 nChanged 54 SP:Iteration 1F (134.578056 sec): 3 clusters Score: Raw -10456.901597 + Penalty 623.503852 = -9833.397744 nChanged 16 SP:Iteration 2F (134.578662 sec): 3 clusters Score: Raw -10491.107385 + Penalty 628.660893 = -9862.446492 nChanged 7 SP:Iteration 3Q (134.579248 sec): 3 clusters Score: Raw -10519.954452 + Penalty 633.694163 = -9886.260289 nChanged 2 SP:Iteration 4Q (134.579817 sec): 3 clusters Score: Raw -10522.005358 + Penalty 637.547176 = -9884.458182 nChanged 2 SP:Iteration 5F (134.580420 sec): 3 clusters Score: Raw -10525.341477 + Penalty 645.186492 = -9880.154985 nChanged 4 SP:Iteration 6F (134.581015 sec): 3 clusters Score: Raw -10536.781245 + Penalty 646.719151 = -9890.062094 nChanged 1 SP:Iteration 7Q (134.581570 sec): 3 clusters Score: Raw -10545.932882 + Penalty 649.890478 = -9896.042405 nChanged 1 SP:Iteration 8Q (134.582121 sec): 3 clusters Score: Raw -10549.923202 + Penalty 649.890478 = -9900.032724 nChanged 0 SP:Iteration 9F (134.582707 sec): 3 clusters Score: Raw -10549.923202 + Penalty 649.890478 = -9900.032724 nChanged 0 Memory request: 0.01 GB would take us to total of 0.45 GB. Trying to split cluster 16 (865 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.585499 sec): 2 clusters Score: Raw -52263.409145 + Penalty 210.124058 = -52053.285086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.587210 sec): 3 clusters Score: Raw -51762.725750 + Penalty 419.816339 = -51342.909411 nChanged 364 SP:Iteration 1F (134.588879 sec): 3 clusters Score: Raw -51967.869146 + Penalty 420.087507 = -51547.781639 nChanged 77 SP:Iteration 2F (134.590553 sec): 3 clusters Score: Raw -52005.636114 + Penalty 419.758821 = -51585.877293 nChanged 43 SP:Iteration 3Q (134.592298 sec): 3 clusters Score: Raw -52037.695549 + Penalty 419.339284 = -51618.356265 nChanged 41 SP:Iteration 4Q (134.593998 sec): 3 clusters Score: Raw -52064.100994 + Penalty 420.249098 = -51643.851897 nChanged 39 SP:Iteration 5Q (134.595657 sec): 3 clusters Score: Raw -52090.699332 + Penalty 420.579338 = -51670.119994 nChanged 29 SP:Iteration 6Q (134.597303 sec): 3 clusters Score: Raw -52106.556465 + Penalty 420.448940 = -51686.107525 nChanged 21 SP:Iteration 7Q (134.598943 sec): 3 clusters Score: Raw -52116.384189 + Penalty 420.597393 = -51695.786797 nChanged 15 SP:Iteration 8Q (134.600571 sec): 3 clusters Score: Raw -52119.795198 + Penalty 420.927438 = -51698.867760 nChanged 11 SP:Iteration 9Q (134.602236 sec): 3 clusters Score: Raw -52121.964370 + Penalty 421.325997 = -51700.638373 nChanged 10 SP:Iteration 10F (134.603934 sec): 3 clusters Score: Raw -52123.834051 + Penalty 422.664265 = -51701.169786 nChanged 12 SP:Iteration 11Q (134.605558 sec): 3 clusters Score: Raw -52126.655660 + Penalty 423.514401 = -51703.141259 nChanged 10 SP:Iteration 12Q (134.607231 sec): 3 clusters Score: Raw -52129.131303 + Penalty 423.618765 = -51705.512539 nChanged 9 SP:Iteration 13Q (134.608933 sec): 3 clusters Score: Raw -52131.535927 + Penalty 424.661810 = -51706.874118 nChanged 8 SP:Iteration 14Q (134.610580 sec): 3 clusters Score: Raw -52133.638667 + Penalty 424.915661 = -51708.723006 nChanged 7 SP:Iteration 15Q (134.612244 sec): 3 clusters Score: Raw -52135.353067 + Penalty 425.048063 = -51710.305004 nChanged 5 SP:Iteration 16Q (134.613887 sec): 3 clusters Score: Raw -52135.897000 + Penalty 425.276493 = -51710.620507 nChanged 3 SP:Iteration 17Q (134.615527 sec): 3 clusters Score: Raw -52136.622753 + Penalty 425.684902 = -51710.937850 nChanged 6 SP:Iteration 18Q (134.617334 sec): 3 clusters Score: Raw -52138.409134 + Penalty 425.507311 = -51712.901823 nChanged 6 SP:Iteration 19Q (134.619063 sec): 3 clusters Score: Raw -52139.444573 + Penalty 425.890138 = -51713.554436 nChanged 10 SP:Iteration 20F (134.620728 sec): 3 clusters Score: Raw -52142.966499 + Penalty 427.027596 = -51715.938903 nChanged 18 SP:Iteration 21Q (134.622371 sec): 3 clusters Score: Raw -52149.076091 + Penalty 429.936579 = -51719.139512 nChanged 14 SP:Iteration 22Q (134.623990 sec): 3 clusters Score: Raw -52153.006226 + Penalty 431.713905 = -51721.292321 nChanged 13 SP:Iteration 23Q (134.625641 sec): 3 clusters Score: Raw -52156.200647 + Penalty 435.219062 = -51720.981585 nChanged 13 SP:Iteration 24F (134.627335 sec): 3 clusters Score: Raw -52160.173150 + Penalty 438.576382 = -51721.596769 nChanged 20 SP:Iteration 25Q (134.628935 sec): 3 clusters Score: Raw -52170.830289 + Penalty 444.807410 = -51726.022879 nChanged 27 SP:Iteration 26Q (134.630513 sec): 3 clusters Score: Raw -52191.755569 + Penalty 453.356770 = -51738.398799 nChanged 30 SP:Iteration 27Q (134.632125 sec): 3 clusters Score: Raw -52218.844588 + Penalty 475.566275 = -51743.278313 nChanged 33 SP:Iteration 28Q (134.633708 sec): 3 clusters Score: Raw -52251.678857 + Penalty 506.877898 = -51744.800959 nChanged 22 SP:Iteration 29Q (134.635256 sec): 3 clusters Score: Raw -52271.999567 + Penalty 537.471046 = -51734.528521 nChanged 15 SP:Iteration 30F (134.636939 sec): 3 clusters Score: Raw -52282.524341 + Penalty 543.582571 = -51738.941770 nChanged 5 SP:Iteration 31Q (134.638433 sec): 3 clusters Score: Raw -52284.965219 + Penalty 560.533330 = -51724.431889 nChanged 3 SP:Iteration 32F (134.640140 sec): 3 clusters Score: Raw -52291.642250 + Penalty 571.098917 = -51720.543333 nChanged 2 SP:Iteration 33F (134.641829 sec): 3 clusters Score: Raw -52292.958726 + Penalty 571.098917 = -51721.859809 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 17 (328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.643820 sec): 2 clusters Score: Raw -13804.192953 + Penalty 835.502169 = -12968.690784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.644656 sec): 3 clusters Score: Raw -13823.445676 + Penalty 1674.012364 = -12149.433311 nChanged 65 SP:Iteration 1F (134.645435 sec): 3 clusters Score: Raw -14142.741276 + Penalty 1675.194200 = -12467.547075 nChanged 36 SP:Iteration 2F (134.646204 sec): 3 clusters Score: Raw -14288.664654 + Penalty 1672.902018 = -12615.762637 nChanged 14 SP:Iteration 3Q (134.646914 sec): 3 clusters Score: Raw -14342.781029 + Penalty 1672.459267 = -12670.321762 nChanged 8 SP:Iteration 4Q (134.647599 sec): 3 clusters Score: Raw -14377.968212 + Penalty 1671.736173 = -12706.232039 nChanged 2 SP:Iteration 5Q (134.648275 sec): 3 clusters Score: Raw -14380.744608 + Penalty 1672.120784 = -12708.623824 nChanged 2 SP:Iteration 6Q (134.648949 sec): 3 clusters Score: Raw -14384.780147 + Penalty 1672.120784 = -12712.659363 nChanged 0 SP:Iteration 7F (134.649714 sec): 3 clusters Score: Raw -14384.780147 + Penalty 1672.120784 = -12712.659363 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 19 (271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.650963 sec): 2 clusters Score: Raw -16567.301203 + Penalty 679.894894 = -15887.406310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.651646 sec): 3 clusters Score: Raw -16557.233058 + Penalty 1358.908468 = -15198.324591 nChanged 48 SP:Iteration 1F (134.652317 sec): 3 clusters Score: Raw -16623.142300 + Penalty 1357.845755 = -15265.296545 nChanged 12 SP:Iteration 2Q (134.652974 sec): 3 clusters Score: Raw -16641.853435 + Penalty 1356.939240 = -15284.914195 nChanged 8 SP:Iteration 3Q (134.653626 sec): 3 clusters Score: Raw -16653.196515 + Penalty 1358.162012 = -15295.034502 nChanged 5 SP:Iteration 4Q (134.654312 sec): 3 clusters Score: Raw -16665.969732 + Penalty 1357.988650 = -15307.981083 nChanged 2 SP:Iteration 5Q (134.654987 sec): 3 clusters Score: Raw -16667.312851 + Penalty 1358.341038 = -15308.971813 nChanged 3 SP:Iteration 6Q (134.655682 sec): 3 clusters Score: Raw -16676.839787 + Penalty 1357.938565 = -15318.901222 nChanged 3 SP:Iteration 7Q (134.656327 sec): 3 clusters Score: Raw -16680.779895 + Penalty 1357.215912 = -15323.563982 nChanged 2 SP:Iteration 8Q (134.656975 sec): 3 clusters Score: Raw -16696.763316 + Penalty 1356.558400 = -15340.204916 nChanged 7 SP:Iteration 9Q (134.657632 sec): 3 clusters Score: Raw -16705.466926 + Penalty 1356.089346 = -15349.377580 nChanged 3 SP:Iteration 10F (134.658328 sec): 3 clusters Score: Raw -16708.923832 + Penalty 1355.332134 = -15353.591698 nChanged 2 SP:Iteration 11Q (134.658995 sec): 3 clusters Score: Raw -16711.607404 + Penalty 1355.774061 = -15355.833344 nChanged 3 SP:Iteration 12Q (134.659662 sec): 3 clusters Score: Raw -16728.213188 + Penalty 1354.903069 = -15373.310119 nChanged 4 SP:Iteration 13Q (134.660330 sec): 3 clusters Score: Raw -16754.348810 + Penalty 1353.207968 = -15401.140842 nChanged 9 SP:Iteration 14Q (134.661002 sec): 3 clusters Score: Raw -16795.604806 + Penalty 1352.239220 = -15443.365586 nChanged 10 SP:Iteration 15Q (134.661661 sec): 3 clusters Score: Raw -16814.715089 + Penalty 1350.411089 = -15464.304000 nChanged 5 SP:Iteration 16Q (134.662318 sec): 3 clusters Score: Raw -16822.308345 + Penalty 1350.000706 = -15472.307639 nChanged 2 SP:Iteration 17Q (134.662972 sec): 3 clusters Score: Raw -16824.362422 + Penalty 1350.000706 = -15474.361716 nChanged 0 SP:Iteration 18F (134.663664 sec): 3 clusters Score: Raw -16824.362422 + Penalty 1350.000706 = -15474.361716 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 20 (1203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.669902 sec): 2 clusters Score: Raw -68887.043666 + Penalty 293.808232 = -68593.235434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.672195 sec): 3 clusters Score: Raw -68184.424693 + Penalty 603.775888 = -67580.648804 nChanged 517 SP:Iteration 1F (134.674629 sec): 3 clusters Score: Raw -68642.687297 + Penalty 626.093027 = -68016.594270 nChanged 147 SP:Iteration 2F (134.677113 sec): 3 clusters Score: Raw -68790.508919 + Penalty 650.795783 = -68139.713137 nChanged 74 SP:Iteration 3F (134.679662 sec): 3 clusters Score: Raw -68879.337357 + Penalty 669.671941 = -68209.665416 nChanged 38 SP:Iteration 4Q (134.682183 sec): 3 clusters Score: Raw -68912.189956 + Penalty 681.142483 = -68231.047473 nChanged 22 SP:Iteration 5Q (134.684611 sec): 3 clusters Score: Raw -68930.113972 + Penalty 684.517486 = -68245.596485 nChanged 13 SP:Iteration 6Q (134.686731 sec): 3 clusters Score: Raw -68939.604051 + Penalty 688.014754 = -68251.589297 nChanged 8 SP:Iteration 7Q (134.688801 sec): 3 clusters Score: Raw -68942.584103 + Penalty 689.686952 = -68252.897151 nChanged 3 SP:Iteration 8Q (134.690856 sec): 3 clusters Score: Raw -68943.400869 + Penalty 689.686952 = -68253.713917 nChanged 0 SP:Iteration 9F (134.693124 sec): 3 clusters Score: Raw -68943.400869 + Penalty 689.686952 = -68253.713917 nChanged 0 Memory request: 0.13 GB would take us to total of 0.58 GB. Trying to split cluster 22 (28588 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.816816 sec): 2 clusters Score: Raw -1560877.134791 + Penalty 94.910799 = -1560782.223992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.870359 sec): 3 clusters Score: Raw -1541597.608329 + Penalty 185.886691 = -1541411.721638 nChanged 14046 SP:Iteration 1F (134.922906 sec): 3 clusters Score: Raw -1555886.123598 + Penalty 161.737401 = -1555724.386197 nChanged 2202 SP:Iteration 2F (134.976279 sec): 3 clusters Score: Raw -1557580.885460 + Penalty 158.732330 = -1557422.153130 nChanged 1264 SP:Iteration 3Q (135.031795 sec): 3 clusters Score: Raw -1558524.082147 + Penalty 157.767970 = -1558366.314177 nChanged 943 SP:Iteration 4Q (135.087299 sec): 3 clusters Score: Raw -1559244.405820 + Penalty 157.079786 = -1559087.326034 nChanged 715 SP:Iteration 5Q (135.143295 sec): 3 clusters Score: Raw -1559822.399524 + Penalty 153.453903 = -1559668.945621 nChanged 561 SP:Iteration 6Q (135.199808 sec): 3 clusters Score: Raw -1560277.212641 + Penalty 152.279408 = -1560124.933233 nChanged 382 SP:Iteration 7Q (135.255613 sec): 3 clusters Score: Raw -1560561.885984 + Penalty 149.635012 = -1560412.250973 nChanged 223 SP:Iteration 8Q (135.308831 sec): 3 clusters Score: Raw -1560712.067784 + Penalty 149.590827 = -1560562.476957 nChanged 116 SP:Iteration 9Q (135.357491 sec): 3 clusters Score: Raw -1560776.881443 + Penalty 147.855695 = -1560629.025749 nChanged 59 SP:Iteration 10F (135.407166 sec): 3 clusters Score: Raw -1560810.168169 + Penalty 147.685886 = -1560662.482284 nChanged 41 SP:Iteration 11Q (135.452365 sec): 3 clusters Score: Raw -1560836.526831 + Penalty 146.314207 = -1560690.212624 nChanged 38 SP:Iteration 12Q (135.498332 sec): 3 clusters Score: Raw -1560862.922546 + Penalty 146.403002 = -1560716.519544 nChanged 18 SP:Iteration 13Q (135.541572 sec): 3 clusters Score: Raw -1560876.393915 + Penalty 146.439327 = -1560729.954588 nChanged 12 SP:Iteration 14Q (135.584597 sec): 3 clusters Score: Raw -1560888.128178 + Penalty 150.532959 = -1560737.595218 nChanged 8 SP:Iteration 15Q (135.626440 sec): 3 clusters Score: Raw -1560891.630448 + Penalty 150.702737 = -1560740.927711 nChanged 1 SP:Iteration 16Q (135.668775 sec): 3 clusters Score: Raw -1560892.272839 + Penalty 150.886791 = -1560741.386048 nChanged 1 SP:Iteration 17Q (135.711548 sec): 3 clusters Score: Raw -1560892.624983 + Penalty 150.886791 = -1560741.738193 nChanged 0 SP:Iteration 18F (135.761318 sec): 3 clusters Score: Raw -1560892.624983 + Penalty 150.886791 = -1560741.738193 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 23 (508 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (135.779630 sec): 2 clusters Score: Raw -33406.482717 + Penalty 419.862954 = -32986.619763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (135.780724 sec): 3 clusters Score: Raw -33171.015729 + Penalty 838.902395 = -32332.113334 nChanged 166 SP:Iteration 1F (135.781841 sec): 3 clusters Score: Raw -33283.036174 + Penalty 838.632620 = -32444.403553 nChanged 42 SP:Iteration 2F (135.783046 sec): 3 clusters Score: Raw -33318.468863 + Penalty 838.249567 = -32480.219296 nChanged 24 SP:Iteration 3Q (135.784134 sec): 3 clusters Score: Raw -33331.975674 + Penalty 837.297972 = -32494.677701 nChanged 10 SP:Iteration 4Q (135.785210 sec): 3 clusters Score: Raw -33339.368250 + Penalty 837.278964 = -32502.089286 nChanged 7 SP:Iteration 5Q (135.786299 sec): 3 clusters Score: Raw -33342.248328 + Penalty 836.821066 = -32505.427262 nChanged 6 SP:Iteration 6Q (135.787402 sec): 3 clusters Score: Raw -33344.096598 + Penalty 838.137080 = -32505.959519 nChanged 5 SP:Iteration 7Q (135.788510 sec): 3 clusters Score: Raw -33348.169952 + Penalty 838.910547 = -32509.259405 nChanged 6 SP:Iteration 8Q (135.789617 sec): 3 clusters Score: Raw -33353.613378 + Penalty 839.778356 = -32513.835022 nChanged 4 SP:Iteration 9Q (135.790713 sec): 3 clusters Score: Raw -33355.318322 + Penalty 838.655909 = -32516.662413 nChanged 5 SP:Iteration 10F (135.791784 sec): 3 clusters Score: Raw -33360.508416 + Penalty 838.560940 = -32521.947476 nChanged 6 SP:Iteration 11Q (135.792842 sec): 3 clusters Score: Raw -33364.851380 + Penalty 839.474365 = -32525.377015 nChanged 6 SP:Iteration 12Q (135.793899 sec): 3 clusters Score: Raw -33368.550477 + Penalty 841.331282 = -32527.219195 nChanged 8 SP:Iteration 13Q (135.794955 sec): 3 clusters Score: Raw -33372.556645 + Penalty 840.042851 = -32532.513794 nChanged 6 SP:Iteration 14Q (135.796008 sec): 3 clusters Score: Raw -33375.020298 + Penalty 841.597967 = -32533.422331 nChanged 6 SP:Iteration 15Q (135.797114 sec): 3 clusters Score: Raw -33378.092219 + Penalty 842.678422 = -32535.413798 nChanged 4 SP:Iteration 16Q (135.798163 sec): 3 clusters Score: Raw -33379.855970 + Penalty 843.148521 = -32536.707449 nChanged 2 SP:Iteration 17Q (135.799211 sec): 3 clusters Score: Raw -33380.276981 + Penalty 843.684924 = -32536.592057 nChanged 1 SP:Iteration 18F (135.800279 sec): 3 clusters Score: Raw -33380.505816 + Penalty 843.684924 = -32536.820892 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 24 (222 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (135.801892 sec): 2 clusters Score: Raw -12596.427201 + Penalty 471.345887 = -12125.081314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (135.802491 sec): 3 clusters Score: Raw -12565.393448 + Penalty 951.881971 = -11613.511476 nChanged 52 SP:Iteration 1F (135.803081 sec): 3 clusters Score: Raw -12632.375091 + Penalty 966.827688 = -11665.547404 nChanged 16 SP:Iteration 2F (135.803669 sec): 3 clusters Score: Raw -12665.601775 + Penalty 979.916833 = -11685.684942 nChanged 11 SP:Iteration 3Q (135.804239 sec): 3 clusters Score: Raw -12692.958186 + Penalty 997.258062 = -11695.700124 nChanged 12 SP:Iteration 4F (135.804825 sec): 3 clusters Score: Raw -12735.881198 + Penalty 1010.069962 = -11725.811236 nChanged 12 SP:Iteration 5F (135.805412 sec): 3 clusters Score: Raw -12767.137119 + Penalty 1008.376736 = -11758.760384 nChanged 5 SP:Iteration 6Q (135.805948 sec): 3 clusters Score: Raw -12776.996806 + Penalty 1011.651823 = -11765.344983 nChanged 1 SP:Iteration 7Q (135.806483 sec): 3 clusters Score: Raw -12782.370276 + Penalty 1011.651823 = -11770.718453 nChanged 0 SP:Iteration 8F (135.807070 sec): 3 clusters Score: Raw -12782.370276 + Penalty 1011.651823 = -11770.718453 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 25 (1461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (135.814932 sec): 2 clusters Score: Raw -96401.283417 + Penalty 627.295694 = -95773.987723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (135.817689 sec): 3 clusters Score: Raw -95649.227283 + Penalty 1254.868083 = -94394.359200 nChanged 547 SP:Iteration 1F (135.820369 sec): 3 clusters Score: Raw -95966.963701 + Penalty 1254.972584 = -94711.991118 nChanged 124 SP:Iteration 2F (135.823047 sec): 3 clusters Score: Raw -96028.494770 + Penalty 1255.076051 = -94773.418719 nChanged 91 SP:Iteration 3F (135.825721 sec): 3 clusters Score: Raw -96086.763492 + Penalty 1254.730699 = -94832.032793 nChanged 75 SP:Iteration 4F (135.828477 sec): 3 clusters Score: Raw -96130.601022 + Penalty 1254.403888 = -94876.197134 nChanged 57 SP:Iteration 5Q (135.831195 sec): 3 clusters Score: Raw -96166.924455 + Penalty 1254.081819 = -94912.842637 nChanged 54 SP:Iteration 6Q (135.833873 sec): 3 clusters Score: Raw -96191.067921 + Penalty 1254.096999 = -94936.970922 nChanged 44 SP:Iteration 7Q (135.836534 sec): 3 clusters Score: Raw -96210.176398 + Penalty 1254.129262 = -94956.047136 nChanged 32 SP:Iteration 8Q (135.839177 sec): 3 clusters Score: Raw -96222.467227 + Penalty 1254.133013 = -94968.334214 nChanged 33 SP:Iteration 9Q (135.841817 sec): 3 clusters Score: Raw -96236.892777 + Penalty 1254.237709 = -94982.655068 nChanged 32 SP:Iteration 10F (135.844520 sec): 3 clusters Score: Raw -96251.720891 + Penalty 1254.504166 = -94997.216724 nChanged 28 SP:Iteration 11Q (135.847164 sec): 3 clusters Score: Raw -96263.144259 + Penalty 1254.699796 = -95008.444462 nChanged 25 SP:Iteration 12Q (135.849791 sec): 3 clusters Score: Raw -96278.651632 + Penalty 1254.732084 = -95023.919548 nChanged 32 SP:Iteration 13Q (135.852415 sec): 3 clusters Score: Raw -96297.746470 + Penalty 1254.629308 = -95043.117162 nChanged 29 SP:Iteration 14Q (135.855040 sec): 3 clusters Score: Raw -96317.974680 + Penalty 1254.354679 = -95063.620001 nChanged 29 SP:Iteration 15Q (135.857652 sec): 3 clusters Score: Raw -96335.568428 + Penalty 1254.287267 = -95081.281161 nChanged 30 SP:Iteration 16Q (135.860437 sec): 3 clusters Score: Raw -96348.372507 + Penalty 1254.409970 = -95093.962537 nChanged 19 SP:Iteration 17Q (135.863109 sec): 3 clusters Score: Raw -96353.585443 + Penalty 1254.377425 = -95099.208018 nChanged 9 SP:Iteration 18Q (135.865725 sec): 3 clusters Score: Raw -96355.624226 + Penalty 1254.398290 = -95101.225936 nChanged 5 SP:Iteration 19Q (135.868306 sec): 3 clusters Score: Raw -96357.706019 + Penalty 1254.432566 = -95103.273453 nChanged 3 SP:Iteration 20F (135.871059 sec): 3 clusters Score: Raw -96358.697372 + Penalty 1254.463506 = -95104.233866 nChanged 3 SP:Iteration 21Q (135.873746 sec): 3 clusters Score: Raw -96359.893710 + Penalty 1254.470379 = -95105.423330 nChanged 4 SP:Iteration 22Q (135.876464 sec): 3 clusters Score: Raw -96361.912191 + Penalty 1254.477973 = -95107.434218 nChanged 4 SP:Iteration 23Q (135.879211 sec): 3 clusters Score: Raw -96363.572777 + Penalty 1254.485632 = -95109.087145 nChanged 5 SP:Iteration 24Q (135.881897 sec): 3 clusters Score: Raw -96364.872296 + Penalty 1254.524903 = -95110.347393 nChanged 6 SP:Iteration 25Q (135.884768 sec): 3 clusters Score: Raw -96366.736875 + Penalty 1254.562635 = -95112.174239 nChanged 2 SP:Iteration 26Q (135.887441 sec): 3 clusters Score: Raw -96367.156530 + Penalty 1254.581729 = -95112.574801 nChanged 1 SP:Iteration 27Q (135.890195 sec): 3 clusters Score: Raw -96367.237857 + Penalty 1254.621747 = -95112.616110 nChanged 2 SP:Iteration 28Q (135.892952 sec): 3 clusters Score: Raw -96367.636580 + Penalty 1254.665125 = -95112.971456 nChanged 2 SP:Iteration 29Q (135.895548 sec): 3 clusters Score: Raw -96368.459912 + Penalty 1254.697856 = -95113.762056 nChanged 5 SP:Iteration 30F (135.898362 sec): 3 clusters Score: Raw -96369.404432 + Penalty 1254.750650 = -95114.653782 nChanged 2 SP:Iteration 31Q (135.900959 sec): 3 clusters Score: Raw -96369.994676 + Penalty 1254.781973 = -95115.212703 nChanged 1 SP:Iteration 32Q (135.903536 sec): 3 clusters Score: Raw -96370.033290 + Penalty 1254.810270 = -95115.223020 nChanged 1 SP:Iteration 33Q (135.906114 sec): 3 clusters Score: Raw -96370.138773 + Penalty 1254.839012 = -95115.299761 nChanged 1 SP:Iteration 34Q (135.908781 sec): 3 clusters Score: Raw -96370.207555 + Penalty 1254.891497 = -95115.316058 nChanged 2 SP:Iteration 35Q (135.911394 sec): 3 clusters Score: Raw -96370.975051 + Penalty 1254.948198 = -95116.026853 nChanged 2 SP:Iteration 36Q (135.913969 sec): 3 clusters Score: Raw -96371.336963 + Penalty 1255.022206 = -95116.314756 nChanged 2 SP:Iteration 37Q (135.916544 sec): 3 clusters Score: Raw -96371.713467 + Penalty 1255.059587 = -95116.653880 nChanged 1 SP:Iteration 38Q (135.919115 sec): 3 clusters Score: Raw -96371.810525 + Penalty 1255.144175 = -95116.666349 nChanged 2 SP:Iteration 39Q (135.921699 sec): 3 clusters Score: Raw -96372.103105 + Penalty 1255.191215 = -95116.911891 nChanged 2 SP:Iteration 40F (135.924361 sec): 3 clusters Score: Raw -96372.643098 + Penalty 1255.233019 = -95117.410079 nChanged 2 SP:Iteration 41Q (135.926968 sec): 3 clusters Score: Raw -96372.938861 + Penalty 1255.233019 = -95117.705842 nChanged 0 SP:Iteration 42F (135.929629 sec): 3 clusters Score: Raw -96372.938861 + Penalty 1255.233019 = -95117.705842 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 33 (454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (135.941031 sec): 2 clusters Score: Raw -25159.921652 + Penalty 817.591411 = -24342.330241 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (135.942083 sec): 3 clusters Score: Raw -25089.125410 + Penalty 1636.040716 = -23453.084694 nChanged 93 SP:Iteration 1F (135.943083 sec): 3 clusters Score: Raw -25225.776637 + Penalty 1637.374345 = -23588.402292 nChanged 21 SP:Iteration 2Q (135.944044 sec): 3 clusters Score: Raw -25268.212500 + Penalty 1638.510948 = -23629.701552 nChanged 17 SP:Iteration 3Q (135.945000 sec): 3 clusters Score: Raw -25304.774450 + Penalty 1640.187914 = -23664.586536 nChanged 15 SP:Iteration 4Q (135.945981 sec): 3 clusters Score: Raw -25344.801230 + Penalty 1641.054297 = -23703.746933 nChanged 9 SP:Iteration 5Q (135.946924 sec): 3 clusters Score: Raw -25353.643975 + Penalty 1641.856897 = -23711.787078 nChanged 6 SP:Iteration 6Q (135.947858 sec): 3 clusters Score: Raw -25360.241703 + Penalty 1643.524106 = -23716.717597 nChanged 6 SP:Iteration 7Q (135.948794 sec): 3 clusters Score: Raw -25367.464572 + Penalty 1645.059118 = -23722.405454 nChanged 8 SP:Iteration 8Q (135.949727 sec): 3 clusters Score: Raw -25381.349683 + Penalty 1646.564205 = -23734.785478 nChanged 6 SP:Iteration 9Q (135.950655 sec): 3 clusters Score: Raw -25399.861710 + Penalty 1647.760969 = -23752.100741 nChanged 6 SP:Iteration 10F (135.951635 sec): 3 clusters Score: Raw -25408.611842 + Penalty 1648.803610 = -23759.808232 nChanged 5 SP:Iteration 11Q (135.952568 sec): 3 clusters Score: Raw -25413.056315 + Penalty 1649.689669 = -23763.366646 nChanged 3 SP:Iteration 12Q (135.953492 sec): 3 clusters Score: Raw -25415.073483 + Penalty 1650.476961 = -23764.596522 nChanged 2 SP:Iteration 13Q (135.954419 sec): 3 clusters Score: Raw -25419.616447 + Penalty 1650.880133 = -23768.736314 nChanged 3 SP:Iteration 14Q (135.955342 sec): 3 clusters Score: Raw -25422.025316 + Penalty 1651.331149 = -23770.694167 nChanged 2 SP:Iteration 15Q (135.956263 sec): 3 clusters Score: Raw -25423.931907 + Penalty 1651.331149 = -23772.600758 nChanged 0 SP:Iteration 16F (135.957241 sec): 3 clusters Score: Raw -25423.931907 + Penalty 1651.331149 = -23772.600758 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 37 (352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (135.958699 sec): 2 clusters Score: Raw -22125.942567 + Penalty 651.642457 = -21474.300111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (135.959521 sec): 3 clusters Score: Raw -22033.356732 + Penalty 1305.718560 = -20727.638172 nChanged 79 SP:Iteration 1F (135.960341 sec): 3 clusters Score: Raw -22148.168648 + Penalty 1304.511944 = -20843.656704 nChanged 34 SP:Iteration 2F (135.961184 sec): 3 clusters Score: Raw -22206.090126 + Penalty 1304.865103 = -20901.225024 nChanged 22 SP:Iteration 3F (135.962042 sec): 3 clusters Score: Raw -22249.366677 + Penalty 1302.675070 = -20946.691607 nChanged 18 SP:Iteration 4F (135.962887 sec): 3 clusters Score: Raw -22297.218176 + Penalty 1301.955106 = -20995.263070 nChanged 17 SP:Iteration 5Q (135.963686 sec): 3 clusters Score: Raw -22337.945323 + Penalty 1303.955681 = -21033.989642 nChanged 13 SP:Iteration 6Q (135.964482 sec): 3 clusters Score: Raw -22374.305641 + Penalty 1301.200326 = -21073.105315 nChanged 8 SP:Iteration 7Q (135.965229 sec): 3 clusters Score: Raw -22390.811398 + Penalty 1297.506580 = -21093.304817 nChanged 5 SP:Iteration 8Q (135.965971 sec): 3 clusters Score: Raw -22404.513629 + Penalty 1297.434890 = -21107.078739 nChanged 4 SP:Iteration 9Q (135.966712 sec): 3 clusters Score: Raw -22408.264081 + Penalty 1298.253301 = -21110.010780 nChanged 1 SP:Iteration 10F (135.967519 sec): 3 clusters Score: Raw -22411.099996 + Penalty 1300.408249 = -21110.691747 nChanged 3 SP:Iteration 11Q (135.968255 sec): 3 clusters Score: Raw -22415.095745 + Penalty 1299.639971 = -21115.455774 nChanged 1 SP:Iteration 12Q (135.968989 sec): 3 clusters Score: Raw -22418.574129 + Penalty 1298.801197 = -21119.772932 nChanged 1 SP:Iteration 13Q (135.969722 sec): 3 clusters Score: Raw -22422.130058 + Penalty 1298.801197 = -21123.328861 nChanged 0 SP:Iteration 14F (135.970528 sec): 3 clusters Score: Raw -22422.130058 + Penalty 1298.801197 = -21123.328861 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 38 (383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (135.972087 sec): 2 clusters Score: Raw -21073.171074 + Penalty 694.013704 = -20379.157369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (135.972995 sec): 3 clusters Score: Raw -20982.278673 + Penalty 1378.504269 = -19603.774404 nChanged 103 SP:Iteration 1F (135.973856 sec): 3 clusters Score: Raw -21138.203386 + Penalty 1374.558342 = -19763.645044 nChanged 23 SP:Iteration 2F (135.974721 sec): 3 clusters Score: Raw -21180.607740 + Penalty 1374.788633 = -19805.819107 nChanged 15 SP:Iteration 3Q (135.975556 sec): 3 clusters Score: Raw -21212.667692 + Penalty 1375.035029 = -19837.632663 nChanged 13 SP:Iteration 4Q (135.976374 sec): 3 clusters Score: Raw -21243.415863 + Penalty 1373.401182 = -19870.014681 nChanged 11 SP:Iteration 5Q (135.977208 sec): 3 clusters Score: Raw -21285.909823 + Penalty 1376.267761 = -19909.642062 nChanged 16 SP:Iteration 6Q (135.978012 sec): 3 clusters Score: Raw -21321.113870 + Penalty 1379.974744 = -19941.139126 nChanged 13 SP:Iteration 7Q (135.978828 sec): 3 clusters Score: Raw -21349.493369 + Penalty 1384.640368 = -19964.853000 nChanged 10 SP:Iteration 8Q (135.979632 sec): 3 clusters Score: Raw -21363.327080 + Penalty 1388.311426 = -19975.015654 nChanged 7 SP:Iteration 9Q (135.980418 sec): 3 clusters Score: Raw -21371.099463 + Penalty 1391.280884 = -19979.818578 nChanged 5 SP:Iteration 10F (135.981277 sec): 3 clusters Score: Raw -21377.267761 + Penalty 1394.376992 = -19982.890770 nChanged 5 SP:Iteration 11Q (135.982060 sec): 3 clusters Score: Raw -21389.933110 + Penalty 1399.285452 = -19990.647658 nChanged 8 SP:Iteration 12Q (135.982835 sec): 3 clusters Score: Raw -21409.573563 + Penalty 1401.503705 = -20008.069858 nChanged 4 SP:Iteration 13Q (135.983606 sec): 3 clusters Score: Raw -21421.974182 + Penalty 1403.950659 = -20018.023523 nChanged 4 SP:Iteration 14Q (135.984374 sec): 3 clusters Score: Raw -21427.516097 + Penalty 1406.221812 = -20021.294285 nChanged 4 SP:Iteration 15Q (135.985134 sec): 3 clusters Score: Raw -21435.819583 + Penalty 1407.737437 = -20028.082145 nChanged 2 SP:Iteration 16Q (135.985893 sec): 3 clusters Score: Raw -21440.417922 + Penalty 1409.692693 = -20030.725229 nChanged 3 SP:Iteration 17Q (135.986651 sec): 3 clusters Score: Raw -21445.856690 + Penalty 1412.326899 = -20033.529791 nChanged 4 SP:Iteration 18Q (135.987406 sec): 3 clusters Score: Raw -21457.610947 + Penalty 1416.500156 = -20041.110791 nChanged 5 SP:Iteration 19Q (135.988156 sec): 3 clusters Score: Raw -21465.044493 + Penalty 1417.559071 = -20047.485422 nChanged 1 SP:Iteration 20F (135.989021 sec): 3 clusters Score: Raw -21467.474283 + Penalty 1418.199959 = -20049.274324 nChanged 1 SP:Iteration 21Q (135.989779 sec): 3 clusters Score: Raw -21468.226602 + Penalty 1418.810423 = -20049.416179 nChanged 1 SP:Iteration 22Q (135.990531 sec): 3 clusters Score: Raw -21470.126251 + Penalty 1419.813502 = -20050.312749 nChanged 2 SP:Iteration 23Q (135.991335 sec): 3 clusters Score: Raw -21473.035886 + Penalty 1418.957540 = -20054.078346 nChanged 2 SP:Iteration 24Q (135.992107 sec): 3 clusters Score: Raw -21476.493465 + Penalty 1419.166144 = -20057.327322 nChanged 1 SP:Iteration 25Q (135.992875 sec): 3 clusters Score: Raw -21480.391555 + Penalty 1420.256577 = -20060.134978 nChanged 2 SP:Iteration 26Q (135.993644 sec): 3 clusters Score: Raw -21490.767588 + Penalty 1420.704481 = -20070.063107 nChanged 1 SP:Iteration 27Q (135.994416 sec): 3 clusters Score: Raw -21494.542753 + Penalty 1421.209133 = -20073.333620 nChanged 1 SP:Iteration 28Q (135.995150 sec): 3 clusters Score: Raw -21498.416640 + Penalty 1421.373476 = -20077.043164 nChanged 1 SP:Iteration 29Q (135.995880 sec): 3 clusters Score: Raw -21506.727143 + Penalty 1421.373476 = -20085.353667 nChanged 0 SP:Iteration 30F (135.996738 sec): 3 clusters Score: Raw -21506.727143 + Penalty 1421.373476 = -20085.353667 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 44 (521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (135.999648 sec): 2 clusters Score: Raw -33437.822949 + Penalty 737.045490 = -32700.777458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.000760 sec): 3 clusters Score: Raw -33290.051616 + Penalty 1473.923877 = -31816.127739 nChanged 126 SP:Iteration 1F (136.001888 sec): 3 clusters Score: Raw -33412.727279 + Penalty 1477.501537 = -31935.225742 nChanged 39 SP:Iteration 2F (136.002982 sec): 3 clusters Score: Raw -33465.820337 + Penalty 1480.815471 = -31985.004865 nChanged 23 SP:Iteration 3Q (136.004065 sec): 3 clusters Score: Raw -33489.563277 + Penalty 1483.138555 = -32006.424722 nChanged 13 SP:Iteration 4Q (136.005149 sec): 3 clusters Score: Raw -33501.123364 + Penalty 1484.523630 = -32016.599734 nChanged 10 SP:Iteration 5Q (136.006229 sec): 3 clusters Score: Raw -33510.574266 + Penalty 1486.217842 = -32024.356425 nChanged 6 SP:Iteration 6Q (136.007310 sec): 3 clusters Score: Raw -33518.373092 + Penalty 1487.742448 = -32030.630644 nChanged 6 SP:Iteration 7Q (136.008388 sec): 3 clusters Score: Raw -33524.451496 + Penalty 1490.155234 = -32034.296262 nChanged 4 SP:Iteration 8Q (136.009467 sec): 3 clusters Score: Raw -33530.162138 + Penalty 1491.193692 = -32038.968446 nChanged 2 SP:Iteration 9Q (136.010543 sec): 3 clusters Score: Raw -33534.193679 + Penalty 1491.857661 = -32042.336018 nChanged 4 SP:Iteration 10F (136.011654 sec): 3 clusters Score: Raw -33538.665473 + Penalty 1493.293856 = -32045.371617 nChanged 2 SP:Iteration 11Q (136.012729 sec): 3 clusters Score: Raw -33539.602914 + Penalty 1493.293856 = -32046.309058 nChanged 0 SP:Iteration 12F (136.013822 sec): 3 clusters Score: Raw -33539.602914 + Penalty 1493.293856 = -32046.309058 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 47 (1138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.018080 sec): 2 clusters Score: Raw -70214.379361 + Penalty 655.096493 = -69559.282868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.020236 sec): 3 clusters Score: Raw -69630.860304 + Penalty 1310.716749 = -68320.143555 nChanged 422 SP:Iteration 1F (136.022360 sec): 3 clusters Score: Raw -69880.565868 + Penalty 1314.689131 = -68565.876736 nChanged 126 SP:Iteration 2F (136.024483 sec): 3 clusters Score: Raw -69994.878915 + Penalty 1315.446075 = -68679.432840 nChanged 91 SP:Iteration 3F (136.026638 sec): 3 clusters Score: Raw -70079.231780 + Penalty 1311.252845 = -68767.978935 nChanged 57 SP:Iteration 4F (136.028820 sec): 3 clusters Score: Raw -70126.505032 + Penalty 1309.429222 = -68817.075810 nChanged 40 SP:Iteration 5Q (136.030973 sec): 3 clusters Score: Raw -70158.586030 + Penalty 1306.510579 = -68852.075450 nChanged 23 SP:Iteration 6Q (136.033088 sec): 3 clusters Score: Raw -70175.934381 + Penalty 1304.993437 = -68870.940944 nChanged 23 SP:Iteration 7Q (136.035200 sec): 3 clusters Score: Raw -70197.595934 + Penalty 1303.709165 = -68893.886769 nChanged 22 SP:Iteration 8Q (136.037304 sec): 3 clusters Score: Raw -70218.362936 + Penalty 1303.610054 = -68914.752882 nChanged 18 SP:Iteration 9Q (136.039386 sec): 3 clusters Score: Raw -70235.205908 + Penalty 1305.116046 = -68930.089861 nChanged 12 SP:Iteration 10F (136.041501 sec): 3 clusters Score: Raw -70244.852717 + Penalty 1311.764020 = -68933.088697 nChanged 9 SP:Iteration 11Q (136.043619 sec): 3 clusters Score: Raw -70251.268270 + Penalty 1317.528456 = -68933.739814 nChanged 7 SP:Iteration 12Q (136.045647 sec): 3 clusters Score: Raw -70255.766648 + Penalty 1323.495754 = -68932.270894 nChanged 8 SP:Iteration 13F (136.047890 sec): 3 clusters Score: Raw -70261.270858 + Penalty 1331.653655 = -68929.617203 nChanged 8 SP:Iteration 14F (136.050053 sec): 3 clusters Score: Raw -70266.251134 + Penalty 1333.781851 = -68932.469283 nChanged 6 SP:Iteration 15Q (136.052052 sec): 3 clusters Score: Raw -70269.815407 + Penalty 1334.758227 = -68935.057181 nChanged 6 SP:Iteration 16Q (136.054047 sec): 3 clusters Score: Raw -70274.473410 + Penalty 1343.057592 = -68931.415818 nChanged 5 SP:Iteration 17F (136.056164 sec): 3 clusters Score: Raw -70276.551177 + Penalty 1342.281833 = -68934.269344 nChanged 2 SP:Iteration 18Q (136.058149 sec): 3 clusters Score: Raw -70278.744244 + Penalty 1348.335039 = -68930.409204 nChanged 3 SP:Iteration 19F (136.060326 sec): 3 clusters Score: Raw -70281.084373 + Penalty 1362.096252 = -68918.988120 nChanged 5 SP:Iteration 20F (136.062448 sec): 3 clusters Score: Raw -70284.642548 + Penalty 1367.312211 = -68917.330337 nChanged 2 SP:Iteration 21F (136.064567 sec): 3 clusters Score: Raw -70286.055862 + Penalty 1372.704916 = -68913.350946 nChanged 3 SP:Iteration 22F (136.066686 sec): 3 clusters Score: Raw -70289.222039 + Penalty 1375.973081 = -68913.248958 nChanged 1 SP:Iteration 23F (136.068802 sec): 3 clusters Score: Raw -70289.708452 + Penalty 1381.180074 = -68908.528378 nChanged 2 SP:Iteration 24F (136.070916 sec): 3 clusters Score: Raw -70291.939771 + Penalty 1387.505878 = -68904.433894 nChanged 2 SP:Iteration 25F (136.073050 sec): 3 clusters Score: Raw -70295.654278 + Penalty 1397.420740 = -68898.233539 nChanged 3 SP:Iteration 26F (136.075167 sec): 3 clusters Score: Raw -70299.721193 + Penalty 1405.117952 = -68894.603242 nChanged 3 SP:Iteration 27F (136.077314 sec): 3 clusters Score: Raw -70303.363488 + Penalty 1407.367215 = -68895.996273 nChanged 1 SP:Iteration 28Q (136.079228 sec): 3 clusters Score: Raw -70304.114839 + Penalty 1409.956779 = -68894.158060 nChanged 1 SP:Iteration 29F (136.081391 sec): 3 clusters Score: Raw -70305.747543 + Penalty 1414.885024 = -68890.862519 nChanged 1 SP:Iteration 30F (136.083564 sec): 3 clusters Score: Raw -70307.051448 + Penalty 1414.885024 = -68892.166423 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 51 (316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.086162 sec): 2 clusters Score: Raw -17032.619579 + Penalty 668.546913 = -16364.072667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.086931 sec): 3 clusters Score: Raw -16957.497610 + Penalty 1341.898624 = -15615.598985 nChanged 64 SP:Iteration 1F (136.087679 sec): 3 clusters Score: Raw -17036.168547 + Penalty 1350.467526 = -15685.701021 nChanged 21 SP:Iteration 2F (136.088426 sec): 3 clusters Score: Raw -17074.475466 + Penalty 1358.699359 = -15715.776106 nChanged 11 SP:Iteration 3Q (136.089156 sec): 3 clusters Score: Raw -17098.669142 + Penalty 1377.577100 = -15721.092041 nChanged 14 SP:Iteration 4Q (136.089882 sec): 3 clusters Score: Raw -17123.781781 + Penalty 1389.518749 = -15734.263032 nChanged 8 SP:Iteration 5Q (136.090600 sec): 3 clusters Score: Raw -17136.769172 + Penalty 1392.297638 = -15744.471534 nChanged 4 SP:Iteration 6Q (136.091364 sec): 3 clusters Score: Raw -17150.715992 + Penalty 1393.430957 = -15757.285035 nChanged 3 SP:Iteration 7Q (136.092106 sec): 3 clusters Score: Raw -17158.934390 + Penalty 1396.152452 = -15762.781938 nChanged 2 SP:Iteration 8Q (136.092844 sec): 3 clusters Score: Raw -17160.656614 + Penalty 1396.121854 = -15764.534760 nChanged 1 SP:Iteration 9Q (136.093581 sec): 3 clusters Score: Raw -17163.361354 + Penalty 1396.121854 = -15767.239501 nChanged 0 SP:Iteration 10F (136.094356 sec): 3 clusters Score: Raw -17163.361354 + Penalty 1396.121854 = -15767.239501 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 53 (271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.095578 sec): 2 clusters Score: Raw -13152.223754 + Penalty 437.025703 = -12715.198052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.096285 sec): 3 clusters Score: Raw -13103.769479 + Penalty 887.530502 = -12216.238977 nChanged 65 SP:Iteration 1F (136.096979 sec): 3 clusters Score: Raw -13192.449089 + Penalty 896.643073 = -12295.806017 nChanged 16 SP:Iteration 2F (136.097672 sec): 3 clusters Score: Raw -13213.604501 + Penalty 899.996785 = -12313.607716 nChanged 5 SP:Iteration 3Q (136.098344 sec): 3 clusters Score: Raw -13217.439142 + Penalty 905.876307 = -12311.562835 nChanged 4 SP:Iteration 4F (136.099024 sec): 3 clusters Score: Raw -13220.526776 + Penalty 910.607879 = -12309.918898 nChanged 2 SP:Iteration 5F (136.099725 sec): 3 clusters Score: Raw -13223.014276 + Penalty 921.849787 = -12301.164489 nChanged 5 SP:Iteration 6F (136.100395 sec): 3 clusters Score: Raw -13229.154534 + Penalty 940.663217 = -12288.491316 nChanged 6 SP:Iteration 7F (136.101064 sec): 3 clusters Score: Raw -13239.712859 + Penalty 948.338087 = -12291.374772 nChanged 4 SP:Iteration 8Q (136.101702 sec): 3 clusters Score: Raw -13242.673954 + Penalty 952.618007 = -12290.055947 nChanged 4 SP:Iteration 9F (136.102372 sec): 3 clusters Score: Raw -13248.084158 + Penalty 954.550780 = -12293.533377 nChanged 1 SP:Iteration 10F (136.103041 sec): 3 clusters Score: Raw -13248.582867 + Penalty 954.550780 = -12294.032086 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 58 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.103970 sec): 2 clusters Score: Raw -9755.247389 + Penalty 35.801103 = -9719.446286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.104494 sec): 3 clusters Score: Raw -9663.292253 + Penalty 73.815045 = -9589.477208 nChanged 77 SP:Iteration 1F (136.105021 sec): 3 clusters Score: Raw -9733.843976 + Penalty 85.773234 = -9648.070742 nChanged 16 SP:Iteration 2F (136.105513 sec): 3 clusters Score: Raw -9752.046640 + Penalty 92.322370 = -9659.724271 nChanged 8 SP:Iteration 3Q (136.106014 sec): 3 clusters Score: Raw -9759.147688 + Penalty 101.041974 = -9658.105714 nChanged 7 SP:Iteration 4F (136.106522 sec): 3 clusters Score: Raw -9766.122984 + Penalty 109.057243 = -9657.065741 nChanged 5 SP:Iteration 5F (136.107028 sec): 3 clusters Score: Raw -9769.912584 + Penalty 116.449903 = -9653.462681 nChanged 3 SP:Iteration 6F (136.107527 sec): 3 clusters Score: Raw -9772.803714 + Penalty 130.168716 = -9642.634998 nChanged 4 SP:Iteration 7F (136.108028 sec): 3 clusters Score: Raw -9776.895990 + Penalty 145.283666 = -9631.612324 nChanged 3 SP:Iteration 8F (136.108527 sec): 3 clusters Score: Raw -9780.838839 + Penalty 159.248532 = -9621.590306 nChanged 2 SP:Iteration 9F (136.109015 sec): 3 clusters Score: Raw -9782.000680 + Penalty 159.248532 = -9622.752148 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 72 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.109950 sec): 2 clusters Score: Raw -9291.173364 + Penalty 300.002275 = -8991.171089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.110473 sec): 3 clusters Score: Raw -9240.317892 + Penalty 601.560530 = -8638.757362 nChanged 42 SP:Iteration 1F (136.110987 sec): 3 clusters Score: Raw -9292.040161 + Penalty 606.578352 = -8685.461809 nChanged 14 SP:Iteration 2F (136.111500 sec): 3 clusters Score: Raw -9307.051693 + Penalty 615.069970 = -8691.981724 nChanged 9 SP:Iteration 3F (136.112014 sec): 3 clusters Score: Raw -9318.806449 + Penalty 626.491689 = -8692.314760 nChanged 6 SP:Iteration 4Q (136.112515 sec): 3 clusters Score: Raw -9324.564790 + Penalty 630.307311 = -8694.257479 nChanged 4 SP:Iteration 5Q (136.113014 sec): 3 clusters Score: Raw -9335.239522 + Penalty 643.199001 = -8692.040520 nChanged 6 SP:Iteration 6F (136.113527 sec): 3 clusters Score: Raw -9345.691259 + Penalty 649.060816 = -8696.630443 nChanged 2 SP:Iteration 7Q (136.114026 sec): 3 clusters Score: Raw -9347.677319 + Penalty 651.713705 = -8695.963615 nChanged 1 SP:Iteration 8F (136.114542 sec): 3 clusters Score: Raw -9348.104175 + Penalty 651.713705 = -8696.390470 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 74 (240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.115664 sec): 2 clusters Score: Raw -12659.442657 + Penalty 221.545735 = -12437.896922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.116319 sec): 3 clusters Score: Raw -12584.028525 + Penalty 459.671186 = -12124.357339 nChanged 67 SP:Iteration 1F (136.116938 sec): 3 clusters Score: Raw -12672.516643 + Penalty 466.355798 = -12206.160845 nChanged 17 SP:Iteration 2F (136.117602 sec): 3 clusters Score: Raw -12694.690287 + Penalty 470.050180 = -12224.640107 nChanged 5 SP:Iteration 3Q (136.118210 sec): 3 clusters Score: Raw -12698.958811 + Penalty 474.425983 = -12224.532828 nChanged 4 SP:Iteration 4F (136.118825 sec): 3 clusters Score: Raw -12702.482778 + Penalty 475.667893 = -12226.814885 nChanged 5 SP:Iteration 5Q (136.119452 sec): 3 clusters Score: Raw -12706.501192 + Penalty 473.433966 = -12233.067226 nChanged 2 SP:Iteration 6Q (136.120055 sec): 3 clusters Score: Raw -12708.412196 + Penalty 473.433966 = -12234.978230 nChanged 0 SP:Iteration 7F (136.120672 sec): 3 clusters Score: Raw -12708.412196 + Penalty 473.433966 = -12234.978230 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 105 (238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.121761 sec): 2 clusters Score: Raw -10905.249607 + Penalty 448.665586 = -10456.584021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.122386 sec): 3 clusters Score: Raw -10901.502076 + Penalty 897.331171 = -10004.170905 nChanged 49 SP:Iteration 1F (136.123001 sec): 3 clusters Score: Raw -10991.967820 + Penalty 902.333026 = -10089.634794 nChanged 22 SP:Iteration 2F (136.123616 sec): 3 clusters Score: Raw -11050.346323 + Penalty 903.016310 = -10147.330013 nChanged 16 SP:Iteration 3F (136.124230 sec): 3 clusters Score: Raw -11082.348848 + Penalty 901.681913 = -10180.666934 nChanged 5 SP:Iteration 4Q (136.125161 sec): 3 clusters Score: Raw -11087.688908 + Penalty 903.065455 = -10184.623453 nChanged 1 SP:Iteration 5Q (136.126088 sec): 3 clusters Score: Raw -11089.182042 + Penalty 903.065455 = -10186.116587 nChanged 0 SP:Iteration 6F (136.126996 sec): 3 clusters Score: Raw -11089.182042 + Penalty 903.065455 = -10186.116587 nChanged 0 Iteration 205F (136.937079 sec): 33 clusters Score: Raw -2651896.927287 + Penalty 24615.307321 = -2627281.619966 nChanged 8 Iteration 206F (137.712321 sec): 33 clusters Score: Raw -2651898.984755 + Penalty 24614.938485 = -2627284.046270 nChanged 6 Iteration 207Q (137.871212 sec): 33 clusters Score: Raw -2651899.757711 + Penalty 24614.929393 = -2627284.828318 nChanged 3 Iteration 208Q (138.029681 sec): 33 clusters Score: Raw -2651899.960636 + Penalty 24614.756604 = -2627285.204032 nChanged 2 Iteration 209Q (138.189095 sec): 33 clusters Score: Raw -2651900.013121 + Penalty 24614.756604 = -2627285.256517 nChanged 0 Iteration 210F (138.963529 sec): 33 clusters Score: Raw -2651900.013121 + Penalty 24614.756604 = -2627285.256517 nChanged 0 Writing temp clu file Memory request: 0.22 GB would take us to total of 0.45 GB. Compute initial score before splitting: Score: Raw -2651900.013121 + Penalty 24614.756604 = -2627285.256517Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 1 (166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (139.122635 sec): 2 clusters Score: Raw -9412.014190 + Penalty 32.390601 = -9379.623589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (139.123159 sec): 3 clusters Score: Raw -9327.005905 + Penalty 65.814196 = -9261.191708 nChanged 66 SP:Iteration 1F (139.123655 sec): 3 clusters Score: Raw -9381.712450 + Penalty 70.908497 = -9310.803953 nChanged 15 SP:Iteration 2F (139.124147 sec): 3 clusters Score: Raw -9395.505303 + Penalty 73.014826 = -9322.490477 nChanged 7 SP:Iteration 3Q (139.124618 sec): 3 clusters Score: Raw -9399.138835 + Penalty 75.232493 = -9323.906342 nChanged 4 SP:Iteration 4Q (139.125085 sec): 3 clusters Score: Raw -9401.368988 + Penalty 76.145051 = -9325.223937 nChanged 3 SP:Iteration 5Q (139.125546 sec): 3 clusters Score: Raw -9402.835999 + Penalty 77.710880 = -9325.125119 nChanged 2 SP:Iteration 6F (139.126036 sec): 3 clusters Score: Raw -9403.375230 + Penalty 79.548641 = -9323.826589 nChanged 2 SP:Iteration 7F (139.126531 sec): 3 clusters Score: Raw -9405.171935 + Penalty 80.591515 = -9324.580420 nChanged 1 SP:Iteration 8Q (139.126984 sec): 3 clusters Score: Raw -9405.586996 + Penalty 82.983981 = -9322.603015 nChanged 2 SP:Iteration 9F (139.127507 sec): 3 clusters Score: Raw -9406.304820 + Penalty 82.532788 = -9323.772032 nChanged 2 SP:Iteration 10F (139.127999 sec): 3 clusters Score: Raw -9408.572047 + Penalty 84.016508 = -9324.555539 nChanged 3 SP:Iteration 11Q (139.128448 sec): 3 clusters Score: Raw -9410.225202 + Penalty 85.678499 = -9324.546703 nChanged 3 SP:Iteration 12F (139.128939 sec): 3 clusters Score: Raw -9412.141550 + Penalty 87.552108 = -9324.589441 nChanged 1 SP:Iteration 13Q (139.129377 sec): 3 clusters Score: Raw -9412.536539 + Penalty 87.552108 = -9324.984431 nChanged 0 SP:Iteration 14F (139.129865 sec): 3 clusters Score: Raw -9412.536539 + Penalty 87.552108 = -9324.984431 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 2 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (139.130678 sec): 2 clusters Score: Raw -6912.102219 + Penalty 32.692348 = -6879.409872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (139.131161 sec): 3 clusters Score: Raw -6844.969077 + Penalty 64.878007 = -6780.091070 nChanged 62 SP:Iteration 1F (139.131624 sec): 3 clusters Score: Raw -6892.604825 + Penalty 64.651224 = -6827.953601 nChanged 14 SP:Iteration 2F (139.132087 sec): 3 clusters Score: Raw -6907.585330 + Penalty 65.159453 = -6842.425878 nChanged 10 SP:Iteration 3F (139.132549 sec): 3 clusters Score: Raw -6919.206262 + Penalty 65.093901 = -6854.112361 nChanged 4 SP:Iteration 4Q (139.133006 sec): 3 clusters Score: Raw -6922.576598 + Penalty 65.054491 = -6857.522107 nChanged 4 SP:Iteration 5Q (139.133460 sec): 3 clusters Score: Raw -6927.254339 + Penalty 65.164212 = -6862.090127 nChanged 4 SP:Iteration 6Q (139.133908 sec): 3 clusters Score: Raw -6932.062828 + Penalty 65.199119 = -6866.863708 nChanged 4 SP:Iteration 7Q (139.134351 sec): 3 clusters Score: Raw -6936.635371 + Penalty 65.438471 = -6871.196899 nChanged 3 SP:Iteration 8Q (139.134791 sec): 3 clusters Score: Raw -6944.251793 + Penalty 65.405594 = -6878.846199 nChanged 3 SP:Iteration 9Q (139.135220 sec): 3 clusters Score: Raw -6947.248063 + Penalty 65.364196 = -6881.883867 nChanged 3 SP:Iteration 10F (139.135668 sec): 3 clusters Score: Raw -6950.231509 + Penalty 65.300721 = -6884.930787 nChanged 2 SP:Iteration 11Q (139.136096 sec): 3 clusters Score: Raw -6951.593429 + Penalty 65.300721 = -6886.292708 nChanged 0 SP:Iteration 12F (139.136554 sec): 3 clusters Score: Raw -6951.593429 + Penalty 65.300721 = -6886.292708 nChanged 0 Score: Raw -2678242.951389 + Penalty 24686.776373 = -2653556.175015 Splitting cluster 2 changes total score from -2627285.256517 to -2653556.175015 So it's getting split into cluster 8. Memory request: 0.01 GB would take us to total of 0.45 GB. Trying to split cluster 3 (1059 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (139.925138 sec): 2 clusters Score: Raw -58231.458347 + Penalty 953.151815 = -57278.306532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (139.927172 sec): 3 clusters Score: Raw -57884.261998 + Penalty 1906.162058 = -55978.099940 nChanged 329 SP:Iteration 1F (139.929167 sec): 3 clusters Score: Raw -58193.469149 + Penalty 1906.580232 = -56286.888917 nChanged 86 SP:Iteration 2F (139.931180 sec): 3 clusters Score: Raw -58284.329867 + Penalty 1906.647622 = -56377.682245 nChanged 45 SP:Iteration 3Q (139.933138 sec): 3 clusters Score: Raw -58327.247887 + Penalty 1906.626847 = -56420.621040 nChanged 32 SP:Iteration 4Q (139.935109 sec): 3 clusters Score: Raw -58363.378325 + Penalty 1907.007942 = -56456.370383 nChanged 32 SP:Iteration 5Q (139.937073 sec): 3 clusters Score: Raw -58390.624308 + Penalty 1907.491763 = -56483.132545 nChanged 23 SP:Iteration 6Q (139.939015 sec): 3 clusters Score: Raw -58408.196218 + Penalty 1907.444308 = -56500.751910 nChanged 18 SP:Iteration 7Q (139.940948 sec): 3 clusters Score: Raw -58420.292170 + Penalty 1907.429769 = -56512.862401 nChanged 8 SP:Iteration 8Q (139.942914 sec): 3 clusters Score: Raw -58425.649182 + Penalty 1907.610708 = -56518.038474 nChanged 8 SP:Iteration 9Q (139.944845 sec): 3 clusters Score: Raw -58431.321987 + Penalty 1907.844563 = -56523.477424 nChanged 6 SP:Iteration 10F (139.946888 sec): 3 clusters Score: Raw -58434.709198 + Penalty 1908.184302 = -56526.524895 nChanged 5 SP:Iteration 11Q (139.948850 sec): 3 clusters Score: Raw -58440.461646 + Penalty 1908.433329 = -56532.028317 nChanged 7 SP:Iteration 12Q (139.950827 sec): 3 clusters Score: Raw -58448.988977 + Penalty 1908.561969 = -56540.427008 nChanged 6 SP:Iteration 13Q (139.952746 sec): 3 clusters Score: Raw -58456.332704 + Penalty 1908.594745 = -56547.737959 nChanged 6 SP:Iteration 14Q (139.954667 sec): 3 clusters Score: Raw -58460.221913 + Penalty 1908.956140 = -56551.265773 nChanged 7 SP:Iteration 15Q (139.956611 sec): 3 clusters Score: Raw -58462.924074 + Penalty 1909.199506 = -56553.724568 nChanged 4 SP:Iteration 16Q (139.958538 sec): 3 clusters Score: Raw -58464.148249 + Penalty 1909.185282 = -56554.962967 nChanged 3 SP:Iteration 17Q (139.960454 sec): 3 clusters Score: Raw -58466.600405 + Penalty 1908.990214 = -56557.610192 nChanged 3 SP:Iteration 18Q (139.962374 sec): 3 clusters Score: Raw -58468.148592 + Penalty 1909.053274 = -56559.095317 nChanged 4 SP:Iteration 19Q (139.964317 sec): 3 clusters Score: Raw -58470.953219 + Penalty 1909.213106 = -56561.740113 nChanged 6 SP:Iteration 20F (139.966317 sec): 3 clusters Score: Raw -58472.721887 + Penalty 1909.224166 = -56563.497721 nChanged 3 SP:Iteration 21Q (139.968311 sec): 3 clusters Score: Raw -58474.426228 + Penalty 1909.347912 = -56565.078317 nChanged 2 SP:Iteration 22Q (139.970355 sec): 3 clusters Score: Raw -58475.444516 + Penalty 1909.494015 = -56565.950501 nChanged 3 SP:Iteration 23Q (139.972438 sec): 3 clusters Score: Raw -58478.359087 + Penalty 1909.203915 = -56569.155171 nChanged 6 SP:Iteration 24Q (139.974530 sec): 3 clusters Score: Raw -58485.025309 + Penalty 1909.331039 = -56575.694271 nChanged 2 SP:Iteration 25Q (139.976491 sec): 3 clusters Score: Raw -58485.825268 + Penalty 1909.434743 = -56576.390526 nChanged 1 SP:Iteration 26Q (139.978413 sec): 3 clusters Score: Raw -58486.513443 + Penalty 1909.433774 = -56577.079670 nChanged 2 SP:Iteration 27Q (139.980352 sec): 3 clusters Score: Raw -58488.061856 + Penalty 1909.342705 = -56578.719151 nChanged 2 SP:Iteration 28Q (139.982289 sec): 3 clusters Score: Raw -58490.254159 + Penalty 1909.629328 = -56580.624831 nChanged 3 SP:Iteration 29Q (139.984279 sec): 3 clusters Score: Raw -58494.403490 + Penalty 1909.572979 = -56584.830512 nChanged 3 SP:Iteration 30F (139.986320 sec): 3 clusters Score: Raw -58496.995101 + Penalty 1909.668295 = -56587.326807 nChanged 2 SP:Iteration 31Q (139.988281 sec): 3 clusters Score: Raw -58498.055815 + Penalty 1909.661658 = -56588.394157 nChanged 2 SP:Iteration 32Q (139.990198 sec): 3 clusters Score: Raw -58499.617363 + Penalty 1909.661658 = -56589.955705 nChanged 0 SP:Iteration 33F (139.992207 sec): 3 clusters Score: Raw -58499.617363 + Penalty 1909.661658 = -56589.955705 nChanged 0 Memory request: 0.01 GB would take us to total of 0.45 GB. Trying to split cluster 4 (851 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (139.995167 sec): 2 clusters Score: Raw -55210.860403 + Penalty 892.917368 = -54317.943035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (139.996869 sec): 3 clusters Score: Raw -54881.747162 + Penalty 1785.996741 = -53095.750421 nChanged 274 SP:Iteration 1F (139.998554 sec): 3 clusters Score: Raw -55065.491666 + Penalty 1787.051714 = -53278.439952 nChanged 77 SP:Iteration 2F (140.000231 sec): 3 clusters Score: Raw -55150.027915 + Penalty 1788.627539 = -53361.400375 nChanged 53 SP:Iteration 3F (140.001872 sec): 3 clusters Score: Raw -55202.858443 + Penalty 1789.382814 = -53413.475629 nChanged 34 SP:Iteration 4Q (140.003509 sec): 3 clusters Score: Raw -55241.118696 + Penalty 1790.359568 = -53450.759128 nChanged 31 SP:Iteration 5Q (140.005180 sec): 3 clusters Score: Raw -55265.112480 + Penalty 1790.802616 = -53474.309864 nChanged 17 SP:Iteration 6Q (140.006818 sec): 3 clusters Score: Raw -55273.577653 + Penalty 1791.006615 = -53482.571038 nChanged 7 SP:Iteration 7Q (140.008451 sec): 3 clusters Score: Raw -55278.737053 + Penalty 1791.565923 = -53487.171130 nChanged 9 SP:Iteration 8Q (140.010086 sec): 3 clusters Score: Raw -55287.546054 + Penalty 1791.672241 = -53495.873812 nChanged 9 SP:Iteration 9Q (140.011716 sec): 3 clusters Score: Raw -55296.414142 + Penalty 1792.035171 = -53504.378971 nChanged 5 SP:Iteration 10F (140.013386 sec): 3 clusters Score: Raw -55300.421166 + Penalty 1791.961247 = -53508.459919 nChanged 5 SP:Iteration 11Q (140.015019 sec): 3 clusters Score: Raw -55304.078370 + Penalty 1792.059172 = -53512.019198 nChanged 5 SP:Iteration 12Q (140.016655 sec): 3 clusters Score: Raw -55309.097552 + Penalty 1792.332858 = -53516.764694 nChanged 6 SP:Iteration 13Q (140.018322 sec): 3 clusters Score: Raw -55317.432462 + Penalty 1792.909814 = -53524.522648 nChanged 6 SP:Iteration 14Q (140.019981 sec): 3 clusters Score: Raw -55321.392009 + Penalty 1792.995862 = -53528.396147 nChanged 3 SP:Iteration 15Q (140.021610 sec): 3 clusters Score: Raw -55322.700058 + Penalty 1793.060070 = -53529.639988 nChanged 3 SP:Iteration 16Q (140.023239 sec): 3 clusters Score: Raw -55324.042533 + Penalty 1793.060070 = -53530.982463 nChanged 0 SP:Iteration 17F (140.024884 sec): 3 clusters Score: Raw -55324.042533 + Penalty 1793.060070 = -53530.982463 nChanged 0 Memory request: 0.01 GB would take us to total of 0.45 GB. Trying to split cluster 5 (763 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.027482 sec): 2 clusters Score: Raw -44192.694696 + Penalty 402.181699 = -43790.512997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.029039 sec): 3 clusters Score: Raw -43777.246690 + Penalty 809.280443 = -42967.966247 nChanged 267 SP:Iteration 1F (140.030573 sec): 3 clusters Score: Raw -43983.325474 + Penalty 828.706071 = -43154.619403 nChanged 99 SP:Iteration 2F (140.032115 sec): 3 clusters Score: Raw -44066.613993 + Penalty 846.049285 = -43220.564708 nChanged 55 SP:Iteration 3F (140.033636 sec): 3 clusters Score: Raw -44127.366347 + Penalty 859.120274 = -43268.246073 nChanged 42 SP:Iteration 4F (140.035139 sec): 3 clusters Score: Raw -44168.801078 + Penalty 878.473987 = -43290.327092 nChanged 35 SP:Iteration 5Q (140.036624 sec): 3 clusters Score: Raw -44206.401787 + Penalty 888.070028 = -43318.331759 nChanged 20 SP:Iteration 6Q (140.038136 sec): 3 clusters Score: Raw -44231.931813 + Penalty 899.899084 = -43332.032728 nChanged 16 SP:Iteration 7Q (140.039609 sec): 3 clusters Score: Raw -44253.271198 + Penalty 906.782668 = -43346.488530 nChanged 13 SP:Iteration 8Q (140.041043 sec): 3 clusters Score: Raw -44264.206233 + Penalty 910.197632 = -43354.008601 nChanged 8 SP:Iteration 9Q (140.042450 sec): 3 clusters Score: Raw -44269.766833 + Penalty 911.849827 = -43357.917006 nChanged 7 SP:Iteration 10F (140.043986 sec): 3 clusters Score: Raw -44274.844994 + Penalty 912.729943 = -43362.115050 nChanged 5 SP:Iteration 11Q (140.045403 sec): 3 clusters Score: Raw -44277.169142 + Penalty 912.487486 = -43364.681657 nChanged 1 SP:Iteration 12Q (140.046829 sec): 3 clusters Score: Raw -44277.646356 + Penalty 913.553385 = -43364.092971 nChanged 3 SP:Iteration 13F (140.048355 sec): 3 clusters Score: Raw -44279.298121 + Penalty 915.471758 = -43363.826363 nChanged 3 SP:Iteration 14F (140.049873 sec): 3 clusters Score: Raw -44281.732969 + Penalty 918.158857 = -43363.574112 nChanged 5 SP:Iteration 15F (140.051383 sec): 3 clusters Score: Raw -44287.118930 + Penalty 921.144513 = -43365.974417 nChanged 5 SP:Iteration 16Q (140.052760 sec): 3 clusters Score: Raw -44292.181472 + Penalty 924.615885 = -43367.565587 nChanged 5 SP:Iteration 17Q (140.054129 sec): 3 clusters Score: Raw -44297.199173 + Penalty 923.653959 = -43373.545214 nChanged 7 SP:Iteration 18Q (140.055489 sec): 3 clusters Score: Raw -44302.887700 + Penalty 925.643455 = -43377.244245 nChanged 7 SP:Iteration 19Q (140.056876 sec): 3 clusters Score: Raw -44306.918292 + Penalty 925.723303 = -43381.194989 nChanged 2 SP:Iteration 20F (140.058370 sec): 3 clusters Score: Raw -44307.470264 + Penalty 925.723303 = -43381.746961 nChanged 0 Memory request: 0.01 GB would take us to total of 0.45 GB. Trying to split cluster 6 (633 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.060529 sec): 2 clusters Score: Raw -35911.388553 + Penalty 103.016361 = -35808.372192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.061844 sec): 3 clusters Score: Raw -35513.100165 + Penalty 205.615227 = -35307.484938 nChanged 295 SP:Iteration 1F (140.063143 sec): 3 clusters Score: Raw -35796.708101 + Penalty 205.288858 = -35591.419243 nChanged 53 SP:Iteration 2F (140.064444 sec): 3 clusters Score: Raw -35818.005554 + Penalty 205.494502 = -35612.511052 nChanged 11 SP:Iteration 3Q (140.065724 sec): 3 clusters Score: Raw -35824.040569 + Penalty 205.489632 = -35618.550938 nChanged 8 SP:Iteration 4Q (140.066988 sec): 3 clusters Score: Raw -35829.226882 + Penalty 205.683113 = -35623.543769 nChanged 7 SP:Iteration 5Q (140.068242 sec): 3 clusters Score: Raw -35830.221906 + Penalty 205.846055 = -35624.375851 nChanged 2 SP:Iteration 6Q (140.069518 sec): 3 clusters Score: Raw -35830.321837 + Penalty 205.563423 = -35624.758415 nChanged 2 SP:Iteration 7Q (140.070789 sec): 3 clusters Score: Raw -35830.703768 + Penalty 205.648768 = -35625.055001 nChanged 1 SP:Iteration 8Q (140.072042 sec): 3 clusters Score: Raw -35830.794022 + Penalty 205.857451 = -35624.936570 nChanged 4 SP:Iteration 9F (140.073308 sec): 3 clusters Score: Raw -35831.308280 + Penalty 206.258215 = -35625.050065 nChanged 9 SP:Iteration 10F (140.074578 sec): 3 clusters Score: Raw -35833.250640 + Penalty 206.767153 = -35626.483487 nChanged 7 SP:Iteration 11Q (140.075850 sec): 3 clusters Score: Raw -35834.811298 + Penalty 207.340593 = -35627.470705 nChanged 9 SP:Iteration 12Q (140.077103 sec): 3 clusters Score: Raw -35839.528100 + Penalty 209.342299 = -35630.185801 nChanged 17 SP:Iteration 13Q (140.078353 sec): 3 clusters Score: Raw -35847.635588 + Penalty 212.521828 = -35635.113760 nChanged 21 SP:Iteration 14Q (140.079603 sec): 3 clusters Score: Raw -35858.987904 + Penalty 215.444522 = -35643.543382 nChanged 25 SP:Iteration 15Q (140.080834 sec): 3 clusters Score: Raw -35872.631338 + Penalty 218.990191 = -35653.641147 nChanged 20 SP:Iteration 16Q (140.082058 sec): 3 clusters Score: Raw -35882.521416 + Penalty 221.554857 = -35660.966559 nChanged 16 SP:Iteration 17Q (140.083281 sec): 3 clusters Score: Raw -35890.502112 + Penalty 226.045729 = -35664.456382 nChanged 13 SP:Iteration 18Q (140.084497 sec): 3 clusters Score: Raw -35895.552077 + Penalty 228.747782 = -35666.804296 nChanged 10 SP:Iteration 19Q (140.085724 sec): 3 clusters Score: Raw -35899.842124 + Penalty 227.679768 = -35672.162357 nChanged 15 SP:Iteration 20F (140.087073 sec): 3 clusters Score: Raw -35908.120432 + Penalty 234.474055 = -35673.646377 nChanged 11 SP:Iteration 21Q (140.088339 sec): 3 clusters Score: Raw -35913.073272 + Penalty 235.178157 = -35677.895115 nChanged 6 SP:Iteration 22Q (140.089593 sec): 3 clusters Score: Raw -35915.153359 + Penalty 242.142310 = -35673.011049 nChanged 9 SP:Iteration 23F (140.090918 sec): 3 clusters Score: Raw -35920.736742 + Penalty 240.092299 = -35680.644443 nChanged 6 SP:Iteration 24Q (140.092090 sec): 3 clusters Score: Raw -35922.770173 + Penalty 241.441783 = -35681.328390 nChanged 3 SP:Iteration 25Q (140.093253 sec): 3 clusters Score: Raw -35923.448360 + Penalty 242.059112 = -35681.389248 nChanged 4 SP:Iteration 26Q (140.094411 sec): 3 clusters Score: Raw -35924.981912 + Penalty 231.296612 = -35693.685300 nChanged 4 SP:Iteration 27Q (140.095565 sec): 3 clusters Score: Raw -35927.314173 + Penalty 229.800929 = -35697.513243 nChanged 2 SP:Iteration 28Q (140.096720 sec): 3 clusters Score: Raw -35928.383886 + Penalty 234.218590 = -35694.165296 nChanged 4 SP:Iteration 29F (140.098058 sec): 3 clusters Score: Raw -35930.161795 + Penalty 241.972778 = -35688.189018 nChanged 3 SP:Iteration 30F (140.099350 sec): 3 clusters Score: Raw -35931.052726 + Penalty 247.974763 = -35683.077963 nChanged 2 SP:Iteration 31F (140.100637 sec): 3 clusters Score: Raw -35931.631463 + Penalty 241.760733 = -35689.870729 nChanged 2 SP:Iteration 32Q (140.101757 sec): 3 clusters Score: Raw -35932.024210 + Penalty 245.260987 = -35686.763222 nChanged 1 SP:Iteration 33F (140.103044 sec): 3 clusters Score: Raw -35932.121900 + Penalty 245.260987 = -35686.860913 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 7 (101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.104004 sec): 2 clusters Score: Raw -5699.969147 + Penalty 41.350273 = -5658.618874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.104393 sec): 3 clusters Score: Raw -5654.217450 + Penalty 81.207190 = -5573.010261 nChanged 43 SP:Iteration 1F (140.104773 sec): 3 clusters Score: Raw -5688.308140 + Penalty 82.409035 = -5605.899105 nChanged 7 SP:Iteration 2F (140.105178 sec): 3 clusters Score: Raw -5699.359294 + Penalty 82.644083 = -5616.715211 nChanged 4 SP:Iteration 3Q (140.105560 sec): 3 clusters Score: Raw -5705.609625 + Penalty 82.873777 = -5622.735848 nChanged 1 SP:Iteration 4Q (140.105923 sec): 3 clusters Score: Raw -5706.526163 + Penalty 83.806805 = -5622.719358 nChanged 1 SP:Iteration 5F (140.106305 sec): 3 clusters Score: Raw -5714.288764 + Penalty 89.272318 = -5625.016445 nChanged 3 SP:Iteration 6Q (140.106658 sec): 3 clusters Score: Raw -5716.834368 + Penalty 89.272318 = -5627.562049 nChanged 0 SP:Iteration 7F (140.107041 sec): 3 clusters Score: Raw -5716.834368 + Penalty 89.272318 = -5627.562049 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 9 (544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.108989 sec): 2 clusters Score: Raw -32472.118722 + Penalty 387.369936 = -32084.748786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.110147 sec): 3 clusters Score: Raw -32173.812267 + Penalty 778.587671 = -31395.224596 nChanged 166 SP:Iteration 1F (140.111287 sec): 3 clusters Score: Raw -32324.140280 + Penalty 799.112275 = -31525.028005 nChanged 98 SP:Iteration 2F (140.112422 sec): 3 clusters Score: Raw -32420.184192 + Penalty 813.876979 = -31606.307213 nChanged 37 SP:Iteration 3F (140.113657 sec): 3 clusters Score: Raw -32449.006483 + Penalty 822.749941 = -31626.256542 nChanged 20 SP:Iteration 4Q (140.114850 sec): 3 clusters Score: Raw -32465.472268 + Penalty 829.955860 = -31635.516408 nChanged 14 SP:Iteration 5Q (140.116031 sec): 3 clusters Score: Raw -32477.417416 + Penalty 836.499161 = -31640.918255 nChanged 13 SP:Iteration 6Q (140.117163 sec): 3 clusters Score: Raw -32492.431113 + Penalty 844.570692 = -31647.860422 nChanged 12 SP:Iteration 7Q (140.118289 sec): 3 clusters Score: Raw -32505.893586 + Penalty 849.823623 = -31656.069963 nChanged 6 SP:Iteration 8Q (140.119404 sec): 3 clusters Score: Raw -32509.859700 + Penalty 851.847044 = -31658.012656 nChanged 3 SP:Iteration 9Q (140.120511 sec): 3 clusters Score: Raw -32511.819606 + Penalty 855.474704 = -31656.344902 nChanged 3 SP:Iteration 10F (140.121643 sec): 3 clusters Score: Raw -32515.762895 + Penalty 859.168180 = -31656.594715 nChanged 2 SP:Iteration 11Q (140.122747 sec): 3 clusters Score: Raw -32517.686394 + Penalty 859.358398 = -31658.327996 nChanged 1 SP:Iteration 12Q (140.123847 sec): 3 clusters Score: Raw -32518.691061 + Penalty 860.194581 = -31658.496481 nChanged 1 SP:Iteration 13Q (140.124932 sec): 3 clusters Score: Raw -32519.570954 + Penalty 860.194581 = -31659.376374 nChanged 0 SP:Iteration 14F (140.126052 sec): 3 clusters Score: Raw -32519.570954 + Penalty 860.194581 = -31659.376374 nChanged 0 Memory request: 0.02 GB would take us to total of 0.46 GB. Trying to split cluster 10 (2877 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.139460 sec): 2 clusters Score: Raw -179444.214972 + Penalty 517.276501 = -178926.938471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.144735 sec): 3 clusters Score: Raw -177677.859792 + Penalty 1034.601729 = -176643.258064 nChanged 1229 SP:Iteration 1F (140.149928 sec): 3 clusters Score: Raw -178295.028655 + Penalty 1034.987182 = -177260.041473 nChanged 299 SP:Iteration 2F (140.155091 sec): 3 clusters Score: Raw -178413.395703 + Penalty 1035.310636 = -177378.085067 nChanged 196 SP:Iteration 3F (140.160225 sec): 3 clusters Score: Raw -178489.912233 + Penalty 1033.648796 = -177456.263437 nChanged 170 SP:Iteration 4F (140.165368 sec): 3 clusters Score: Raw -178577.250526 + Penalty 1030.977226 = -177546.273300 nChanged 172 SP:Iteration 5F (140.170534 sec): 3 clusters Score: Raw -178679.911002 + Penalty 1028.249060 = -177651.661942 nChanged 166 SP:Iteration 6F (140.176033 sec): 3 clusters Score: Raw -178800.748176 + Penalty 1022.712278 = -177778.035898 nChanged 177 SP:Iteration 7F (140.181234 sec): 3 clusters Score: Raw -178949.912393 + Penalty 1013.577512 = -177936.334881 nChanged 151 SP:Iteration 8F (140.186574 sec): 3 clusters Score: Raw -179103.873923 + Penalty 1021.891810 = -178081.982113 nChanged 152 SP:Iteration 9F (140.195639 sec): 3 clusters Score: Raw -179266.704288 + Penalty 1060.038302 = -178206.665986 nChanged 105 SP:Iteration 10F (140.201211 sec): 3 clusters Score: Raw -179382.532584 + Penalty 1123.479477 = -178259.053107 nChanged 41 SP:Iteration 11Q (140.206394 sec): 3 clusters Score: Raw -179441.219107 + Penalty 1238.390745 = -178202.828362 nChanged 23 SP:Iteration 12F (140.212074 sec): 3 clusters Score: Raw -179482.635733 + Penalty 1309.482314 = -178173.153420 nChanged 9 SP:Iteration 13F (140.217802 sec): 3 clusters Score: Raw -179499.551512 + Penalty 1345.794801 = -178153.756711 nChanged 4 SP:Iteration 14F (140.222911 sec): 3 clusters Score: Raw -179509.949148 + Penalty 1356.529098 = -178153.420049 nChanged 1 SP:Iteration 15F (140.228042 sec): 3 clusters Score: Raw -179513.755670 + Penalty 1356.529098 = -178157.226572 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 11 (2567 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.238181 sec): 2 clusters Score: Raw -152417.846891 + Penalty 333.239118 = -152084.607772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.243227 sec): 3 clusters Score: Raw -150821.514180 + Penalty 664.884709 = -150156.629471 nChanged 1120 SP:Iteration 1F (140.248323 sec): 3 clusters Score: Raw -151537.272627 + Penalty 667.409475 = -150869.863152 nChanged 310 SP:Iteration 2F (140.253146 sec): 3 clusters Score: Raw -151715.847801 + Penalty 667.722430 = -151048.125371 nChanged 165 SP:Iteration 3F (140.257904 sec): 3 clusters Score: Raw -151805.985953 + Penalty 666.023970 = -151139.961984 nChanged 147 SP:Iteration 4F (140.262615 sec): 3 clusters Score: Raw -151897.313253 + Penalty 663.082605 = -151234.230648 nChanged 135 SP:Iteration 5F (140.267344 sec): 3 clusters Score: Raw -152005.238346 + Penalty 664.225740 = -151341.012606 nChanged 128 SP:Iteration 6Q (140.272094 sec): 3 clusters Score: Raw -152128.280583 + Penalty 677.800956 = -151450.479627 nChanged 124 SP:Iteration 7Q (140.277209 sec): 3 clusters Score: Raw -152264.588583 + Penalty 707.634889 = -151556.953694 nChanged 73 SP:Iteration 8Q (140.282132 sec): 3 clusters Score: Raw -152362.064446 + Penalty 732.594000 = -151629.470446 nChanged 32 SP:Iteration 9Q (140.286666 sec): 3 clusters Score: Raw -152411.758989 + Penalty 757.411226 = -151654.347763 nChanged 20 SP:Iteration 10F (140.291792 sec): 3 clusters Score: Raw -152435.364905 + Penalty 765.348752 = -151670.016154 nChanged 12 SP:Iteration 11Q (140.295963 sec): 3 clusters Score: Raw -152449.220481 + Penalty 773.476884 = -151675.743597 nChanged 13 SP:Iteration 12Q (140.300089 sec): 3 clusters Score: Raw -152463.083085 + Penalty 775.742545 = -151687.340540 nChanged 7 SP:Iteration 13Q (140.304348 sec): 3 clusters Score: Raw -152470.063262 + Penalty 782.823962 = -151687.239299 nChanged 5 SP:Iteration 14F (140.309304 sec): 3 clusters Score: Raw -152473.563063 + Penalty 784.947273 = -151688.615790 nChanged 1 SP:Iteration 15Q (140.313350 sec): 3 clusters Score: Raw -152473.781503 + Penalty 784.947273 = -151688.834230 nChanged 0 SP:Iteration 16F (140.318462 sec): 3 clusters Score: Raw -152473.781503 + Penalty 784.947273 = -151688.834230 nChanged 0 Memory request: 0.01 GB would take us to total of 0.45 GB. Trying to split cluster 13 (821 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.322913 sec): 2 clusters Score: Raw -48894.449660 + Penalty 506.508975 = -48387.940685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.324691 sec): 3 clusters Score: Raw -48486.741863 + Penalty 1013.059610 = -47473.682253 nChanged 272 SP:Iteration 1F (140.326478 sec): 3 clusters Score: Raw -48679.931622 + Penalty 1013.412077 = -47666.519544 nChanged 87 SP:Iteration 2F (140.328341 sec): 3 clusters Score: Raw -48756.956895 + Penalty 1013.763079 = -47743.193816 nChanged 46 SP:Iteration 3F (140.330176 sec): 3 clusters Score: Raw -48800.588364 + Penalty 1014.095885 = -47786.492479 nChanged 32 SP:Iteration 4Q (140.331854 sec): 3 clusters Score: Raw -48821.264013 + Penalty 1014.155909 = -47807.108103 nChanged 22 SP:Iteration 5Q (140.333534 sec): 3 clusters Score: Raw -48834.578559 + Penalty 1013.715898 = -47820.862660 nChanged 16 SP:Iteration 6Q (140.335214 sec): 3 clusters Score: Raw -48840.414918 + Penalty 1013.088111 = -47827.326807 nChanged 12 SP:Iteration 7Q (140.336887 sec): 3 clusters Score: Raw -48847.223539 + Penalty 1012.497000 = -47834.726538 nChanged 15 SP:Iteration 8Q (140.338554 sec): 3 clusters Score: Raw -48854.124983 + Penalty 1012.531080 = -47841.593902 nChanged 19 SP:Iteration 9Q (140.340275 sec): 3 clusters Score: Raw -48866.757118 + Penalty 1012.283249 = -47854.473869 nChanged 11 SP:Iteration 10F (140.341999 sec): 3 clusters Score: Raw -48871.678657 + Penalty 1012.520665 = -47859.157991 nChanged 16 SP:Iteration 11Q (140.343699 sec): 3 clusters Score: Raw -48878.822836 + Penalty 1012.783135 = -47866.039700 nChanged 13 SP:Iteration 12Q (140.345379 sec): 3 clusters Score: Raw -48885.228132 + Penalty 1013.346268 = -47871.881864 nChanged 14 SP:Iteration 13Q (140.347066 sec): 3 clusters Score: Raw -48893.304349 + Penalty 1013.652719 = -47879.651629 nChanged 10 SP:Iteration 14Q (140.348754 sec): 3 clusters Score: Raw -48900.224129 + Penalty 1013.781440 = -47886.442689 nChanged 8 SP:Iteration 15Q (140.350432 sec): 3 clusters Score: Raw -48907.840621 + Penalty 1013.798095 = -47894.042526 nChanged 10 SP:Iteration 16Q (140.352098 sec): 3 clusters Score: Raw -48913.462258 + Penalty 1013.966522 = -47899.495736 nChanged 6 SP:Iteration 17Q (140.353723 sec): 3 clusters Score: Raw -48916.748773 + Penalty 1014.170530 = -47902.578243 nChanged 9 SP:Iteration 18Q (140.355423 sec): 3 clusters Score: Raw -48922.364322 + Penalty 1014.221784 = -47908.142538 nChanged 5 SP:Iteration 19Q (140.357082 sec): 3 clusters Score: Raw -48927.074533 + Penalty 1014.397696 = -47912.676837 nChanged 2 SP:Iteration 20F (140.358785 sec): 3 clusters Score: Raw -48927.509047 + Penalty 1014.397696 = -47913.111351 nChanged 0 Memory request: 0.01 GB would take us to total of 0.45 GB. Trying to split cluster 14 (628 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.360972 sec): 2 clusters Score: Raw -36601.153039 + Penalty 298.259251 = -36302.893787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.362346 sec): 3 clusters Score: Raw -36266.791404 + Penalty 604.581373 = -35662.210031 nChanged 221 SP:Iteration 1F (140.363678 sec): 3 clusters Score: Raw -36469.141055 + Penalty 633.735851 = -35835.405204 nChanged 76 SP:Iteration 2F (140.364982 sec): 3 clusters Score: Raw -36542.161688 + Penalty 660.146403 = -35882.015285 nChanged 37 SP:Iteration 3F (140.366311 sec): 3 clusters Score: Raw -36585.427340 + Penalty 693.429118 = -35891.998222 nChanged 26 SP:Iteration 4Q (140.367613 sec): 3 clusters Score: Raw -36614.655186 + Penalty 702.458966 = -35912.196220 nChanged 11 SP:Iteration 5Q (140.368907 sec): 3 clusters Score: Raw -36626.488984 + Penalty 678.738826 = -35947.750159 nChanged 7 SP:Iteration 6Q (140.370159 sec): 3 clusters Score: Raw -36632.501508 + Penalty 677.035951 = -35955.465558 nChanged 1 SP:Iteration 7Q (140.371468 sec): 3 clusters Score: Raw -36633.987041 + Penalty 677.035951 = -35956.951090 nChanged 0 SP:Iteration 8F (140.372826 sec): 3 clusters Score: Raw -36633.987041 + Penalty 677.035951 = -35956.951090 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 15 (222 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.373929 sec): 2 clusters Score: Raw -10372.684500 + Penalty 310.903435 = -10061.781065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.374551 sec): 3 clusters Score: Raw -10344.321406 + Penalty 620.511233 = -9723.810173 nChanged 65 SP:Iteration 1F (140.375170 sec): 3 clusters Score: Raw -10442.299123 + Penalty 618.845653 = -9823.453471 nChanged 11 SP:Iteration 2Q (140.375771 sec): 3 clusters Score: Raw -10459.147174 + Penalty 615.508254 = -9843.638920 nChanged 7 SP:Iteration 3Q (140.376361 sec): 3 clusters Score: Raw -10467.709258 + Penalty 612.966338 = -9854.742920 nChanged 5 SP:Iteration 4Q (140.376972 sec): 3 clusters Score: Raw -10473.981015 + Penalty 609.876067 = -9864.104948 nChanged 6 SP:Iteration 5Q (140.377570 sec): 3 clusters Score: Raw -10484.862427 + Penalty 609.819269 = -9875.043158 nChanged 6 SP:Iteration 6Q (140.378163 sec): 3 clusters Score: Raw -10495.213029 + Penalty 611.139647 = -9884.073381 nChanged 2 SP:Iteration 7Q (140.378752 sec): 3 clusters Score: Raw -10497.075583 + Penalty 611.139647 = -9885.935936 nChanged 0 SP:Iteration 8F (140.379374 sec): 3 clusters Score: Raw -10497.075583 + Penalty 611.139647 = -9885.935936 nChanged 0 Memory request: 0.01 GB would take us to total of 0.45 GB. Trying to split cluster 16 (865 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.382352 sec): 2 clusters Score: Raw -52263.409145 + Penalty 210.124058 = -52053.285086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.384189 sec): 3 clusters Score: Raw -51799.456134 + Penalty 420.470906 = -51378.985228 nChanged 324 SP:Iteration 1F (140.385957 sec): 3 clusters Score: Raw -51971.867663 + Penalty 421.899095 = -51549.968568 nChanged 64 SP:Iteration 2F (140.387714 sec): 3 clusters Score: Raw -52026.451957 + Penalty 423.510195 = -51602.941762 nChanged 52 SP:Iteration 3F (140.389491 sec): 3 clusters Score: Raw -52080.500574 + Penalty 425.307934 = -51655.192640 nChanged 58 SP:Iteration 4F (140.391277 sec): 3 clusters Score: Raw -52135.508238 + Penalty 426.987133 = -51708.521105 nChanged 40 SP:Iteration 5Q (140.393089 sec): 3 clusters Score: Raw -52154.376180 + Penalty 427.889910 = -51726.486270 nChanged 17 SP:Iteration 6Q (140.394922 sec): 3 clusters Score: Raw -52159.294935 + Penalty 428.384222 = -51730.910713 nChanged 13 SP:Iteration 7Q (140.396735 sec): 3 clusters Score: Raw -52164.877481 + Penalty 429.059914 = -51735.817567 nChanged 12 SP:Iteration 8Q (140.398459 sec): 3 clusters Score: Raw -52171.859274 + Penalty 429.890211 = -51741.969063 nChanged 9 SP:Iteration 9Q (140.400139 sec): 3 clusters Score: Raw -52175.218462 + Penalty 429.861426 = -51745.357036 nChanged 9 SP:Iteration 10F (140.401879 sec): 3 clusters Score: Raw -52177.771963 + Penalty 430.563859 = -51747.208104 nChanged 8 SP:Iteration 11Q (140.403550 sec): 3 clusters Score: Raw -52179.011290 + Penalty 431.331928 = -51747.679361 nChanged 4 SP:Iteration 12Q (140.405315 sec): 3 clusters Score: Raw -52179.395784 + Penalty 431.772841 = -51747.622943 nChanged 2 SP:Iteration 13F (140.407051 sec): 3 clusters Score: Raw -52179.892094 + Penalty 432.533419 = -51747.358675 nChanged 5 SP:Iteration 14F (140.408815 sec): 3 clusters Score: Raw -52183.515172 + Penalty 433.650882 = -51749.864289 nChanged 11 SP:Iteration 15Q (140.410479 sec): 3 clusters Score: Raw -52188.736604 + Penalty 435.190243 = -51753.546361 nChanged 10 SP:Iteration 16Q (140.412186 sec): 3 clusters Score: Raw -52191.853490 + Penalty 436.472426 = -51755.381064 nChanged 12 SP:Iteration 17Q (140.413879 sec): 3 clusters Score: Raw -52196.053408 + Penalty 436.089706 = -51759.963702 nChanged 9 SP:Iteration 18Q (140.415525 sec): 3 clusters Score: Raw -52199.701810 + Penalty 438.171639 = -51761.530171 nChanged 12 SP:Iteration 19Q (140.417164 sec): 3 clusters Score: Raw -52204.036892 + Penalty 440.982125 = -51763.054767 nChanged 13 SP:Iteration 20F (140.418887 sec): 3 clusters Score: Raw -52208.544872 + Penalty 443.487001 = -51765.057871 nChanged 15 SP:Iteration 21Q (140.420502 sec): 3 clusters Score: Raw -52214.048962 + Penalty 448.413676 = -51765.635286 nChanged 14 SP:Iteration 22Q (140.422171 sec): 3 clusters Score: Raw -52218.988976 + Penalty 450.173625 = -51768.815351 nChanged 11 SP:Iteration 23Q (140.423788 sec): 3 clusters Score: Raw -52223.781944 + Penalty 451.762777 = -51772.019167 nChanged 11 SP:Iteration 24Q (140.425395 sec): 3 clusters Score: Raw -52228.688181 + Penalty 452.829501 = -51775.858680 nChanged 14 SP:Iteration 25Q (140.427001 sec): 3 clusters Score: Raw -52236.491210 + Penalty 457.325726 = -51779.165484 nChanged 11 SP:Iteration 26Q (140.428578 sec): 3 clusters Score: Raw -52241.688926 + Penalty 458.780742 = -51782.908184 nChanged 4 SP:Iteration 27Q (140.430146 sec): 3 clusters Score: Raw -52242.487848 + Penalty 460.761846 = -51781.726002 nChanged 3 SP:Iteration 28F (140.431873 sec): 3 clusters Score: Raw -52244.014772 + Penalty 462.278936 = -51781.735835 nChanged 5 SP:Iteration 29Q (140.433406 sec): 3 clusters Score: Raw -52247.935249 + Penalty 465.780542 = -51782.154707 nChanged 10 SP:Iteration 30F (140.435103 sec): 3 clusters Score: Raw -52254.594583 + Penalty 469.599647 = -51784.994936 nChanged 5 SP:Iteration 31Q (140.436618 sec): 3 clusters Score: Raw -52258.184385 + Penalty 472.879628 = -51785.304757 nChanged 7 SP:Iteration 32Q (140.438163 sec): 3 clusters Score: Raw -52264.556659 + Penalty 473.648116 = -51790.908544 nChanged 2 SP:Iteration 33Q (140.439695 sec): 3 clusters Score: Raw -52267.043564 + Penalty 474.124268 = -51792.919296 nChanged 1 SP:Iteration 34Q (140.441195 sec): 3 clusters Score: Raw -52268.068786 + Penalty 475.648597 = -51792.420189 nChanged 2 SP:Iteration 35F (140.442881 sec): 3 clusters Score: Raw -52270.326071 + Penalty 476.422064 = -51793.904007 nChanged 2 SP:Iteration 36Q (140.444367 sec): 3 clusters Score: Raw -52271.245759 + Penalty 478.662823 = -51792.582936 nChanged 3 SP:Iteration 37F (140.446100 sec): 3 clusters Score: Raw -52272.083988 + Penalty 481.276130 = -51790.807859 nChanged 2 SP:Iteration 38F (140.447829 sec): 3 clusters Score: Raw -52273.382739 + Penalty 479.210660 = -51794.172079 nChanged 2 SP:Iteration 39Q (140.449299 sec): 3 clusters Score: Raw -52274.601619 + Penalty 479.384060 = -51795.217559 nChanged 1 SP:Iteration 40F (140.451037 sec): 3 clusters Score: Raw -52275.202647 + Penalty 479.818082 = -51795.384565 nChanged 1 SP:Iteration 41Q (140.452533 sec): 3 clusters Score: Raw -52275.426529 + Penalty 479.818082 = -51795.608447 nChanged 0 SP:Iteration 42F (140.454251 sec): 3 clusters Score: Raw -52275.426529 + Penalty 479.818082 = -51795.608447 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 17 (328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.456200 sec): 2 clusters Score: Raw -13804.192953 + Penalty 835.502169 = -12968.690784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.457050 sec): 3 clusters Score: Raw -13827.680557 + Penalty 1670.511475 = -12157.169082 nChanged 72 SP:Iteration 1F (140.457884 sec): 3 clusters Score: Raw -14008.540451 + Penalty 1668.430754 = -12340.109697 nChanged 20 SP:Iteration 2F (140.458747 sec): 3 clusters Score: Raw -14112.336652 + Penalty 1668.171362 = -12444.165290 nChanged 19 SP:Iteration 3F (140.459630 sec): 3 clusters Score: Raw -14180.513865 + Penalty 1669.628660 = -12510.885205 nChanged 10 SP:Iteration 4Q (140.460426 sec): 3 clusters Score: Raw -14220.333209 + Penalty 1670.375890 = -12549.957318 nChanged 8 SP:Iteration 5Q (140.461247 sec): 3 clusters Score: Raw -14237.086015 + Penalty 1670.533046 = -12566.552969 nChanged 2 SP:Iteration 6Q (140.462071 sec): 3 clusters Score: Raw -14240.160949 + Penalty 1670.628046 = -12569.532903 nChanged 1 SP:Iteration 7Q (140.462867 sec): 3 clusters Score: Raw -14240.876264 + Penalty 1670.628046 = -12570.248218 nChanged 0 SP:Iteration 8F (140.463740 sec): 3 clusters Score: Raw -14240.876264 + Penalty 1670.628046 = -12570.248218 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 19 (271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.465059 sec): 2 clusters Score: Raw -16567.301203 + Penalty 679.894894 = -15887.406310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.465817 sec): 3 clusters Score: Raw -16552.535411 + Penalty 1360.036194 = -15192.499217 nChanged 60 SP:Iteration 1F (140.466546 sec): 3 clusters Score: Raw -16692.768389 + Penalty 1359.366332 = -15333.402057 nChanged 22 SP:Iteration 2F (140.467283 sec): 3 clusters Score: Raw -16747.972968 + Penalty 1359.958833 = -15388.014135 nChanged 15 SP:Iteration 3F (140.468034 sec): 3 clusters Score: Raw -16788.027690 + Penalty 1361.374184 = -15426.653507 nChanged 10 SP:Iteration 4Q (140.468723 sec): 3 clusters Score: Raw -16808.203520 + Penalty 1361.268837 = -15446.934683 nChanged 4 SP:Iteration 5Q (140.469402 sec): 3 clusters Score: Raw -16814.507014 + Penalty 1362.924283 = -15451.582731 nChanged 3 SP:Iteration 6Q (140.470079 sec): 3 clusters Score: Raw -16819.947770 + Penalty 1364.566167 = -15455.381603 nChanged 1 SP:Iteration 7Q (140.470755 sec): 3 clusters Score: Raw -16824.853491 + Penalty 1365.684814 = -15459.168676 nChanged 1 SP:Iteration 8Q (140.471430 sec): 3 clusters Score: Raw -16829.709929 + Penalty 1367.208069 = -15462.501860 nChanged 1 SP:Iteration 9Q (140.472105 sec): 3 clusters Score: Raw -16830.118678 + Penalty 1367.208069 = -15462.910608 nChanged 0 SP:Iteration 10F (140.472820 sec): 3 clusters Score: Raw -16830.118678 + Penalty 1367.208069 = -15462.910608 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 20 (1204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.479307 sec): 2 clusters Score: Raw -68944.723910 + Penalty 293.731407 = -68650.992503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.481855 sec): 3 clusters Score: Raw -68260.432375 + Penalty 632.370388 = -67628.061986 nChanged 506 SP:Iteration 1F (140.484211 sec): 3 clusters Score: Raw -68690.481512 + Penalty 690.452335 = -68000.029177 nChanged 168 SP:Iteration 2F (140.486533 sec): 3 clusters Score: Raw -68864.664435 + Penalty 741.040204 = -68123.624230 nChanged 79 SP:Iteration 3F (140.488838 sec): 3 clusters Score: Raw -68947.669982 + Penalty 776.058774 = -68171.611208 nChanged 47 SP:Iteration 4Q (140.491133 sec): 3 clusters Score: Raw -68984.647911 + Penalty 794.314119 = -68190.333792 nChanged 24 SP:Iteration 5Q (140.493400 sec): 3 clusters Score: Raw -68996.716626 + Penalty 807.065067 = -68189.651560 nChanged 15 SP:Iteration 6F (140.495757 sec): 3 clusters Score: Raw -69007.458974 + Penalty 814.264250 = -68193.194724 nChanged 8 SP:Iteration 7Q (140.498024 sec): 3 clusters Score: Raw -69012.162271 + Penalty 816.116088 = -68196.046183 nChanged 4 SP:Iteration 8Q (140.500219 sec): 3 clusters Score: Raw -69013.845098 + Penalty 819.188014 = -68194.657084 nChanged 2 SP:Iteration 9F (140.502504 sec): 3 clusters Score: Raw -69014.665813 + Penalty 818.167855 = -68196.497958 nChanged 1 SP:Iteration 10F (140.504785 sec): 3 clusters Score: Raw -69015.184819 + Penalty 820.674394 = -68194.510425 nChanged 1 SP:Iteration 11F (140.507115 sec): 3 clusters Score: Raw -69016.103770 + Penalty 820.674394 = -68195.429376 nChanged 0 Memory request: 0.13 GB would take us to total of 0.58 GB. Trying to split cluster 22 (28570 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.637232 sec): 2 clusters Score: Raw -1559959.601379 + Penalty 94.922763 = -1559864.678616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.693649 sec): 3 clusters Score: Raw -1540549.035203 + Penalty 198.389015 = -1540350.646188 nChanged 13977 SP:Iteration 1F (140.753778 sec): 3 clusters Score: Raw -1555350.339649 + Penalty 163.026876 = -1555187.312774 nChanged 2510 SP:Iteration 2F (140.807317 sec): 3 clusters Score: Raw -1557852.325266 + Penalty 161.166508 = -1557691.158758 nChanged 1056 SP:Iteration 3Q (140.862738 sec): 3 clusters Score: Raw -1558950.907821 + Penalty 156.456661 = -1558794.451159 nChanged 609 SP:Iteration 4Q (140.919243 sec): 3 clusters Score: Raw -1559574.363727 + Penalty 152.192066 = -1559422.171661 nChanged 291 SP:Iteration 5Q (140.975360 sec): 3 clusters Score: Raw -1559833.271880 + Penalty 149.359047 = -1559683.912832 nChanged 126 SP:Iteration 6Q (141.027575 sec): 3 clusters Score: Raw -1559929.925945 + Penalty 149.231004 = -1559780.694941 nChanged 39 SP:Iteration 7Q (141.072762 sec): 3 clusters Score: Raw -1559955.087979 + Penalty 149.133977 = -1559805.954001 nChanged 16 SP:Iteration 8Q (141.116762 sec): 3 clusters Score: Raw -1559965.114693 + Penalty 149.858488 = -1559815.256205 nChanged 8 SP:Iteration 9Q (141.159400 sec): 3 clusters Score: Raw -1559968.707679 + Penalty 150.384470 = -1559818.323209 nChanged 4 SP:Iteration 10F (141.208394 sec): 3 clusters Score: Raw -1559970.647556 + Penalty 150.541547 = -1559820.106009 nChanged 1 SP:Iteration 11Q (141.250457 sec): 3 clusters Score: Raw -1559971.433086 + Penalty 150.711313 = -1559820.721773 nChanged 1 SP:Iteration 12Q (141.292424 sec): 3 clusters Score: Raw -1559971.883180 + Penalty 151.314046 = -1559820.569133 nChanged 3 SP:Iteration 13F (141.341396 sec): 3 clusters Score: Raw -1559973.926602 + Penalty 151.314046 = -1559822.612556 nChanged 2 SP:Iteration 14Q (141.383935 sec): 3 clusters Score: Raw -1559975.855544 + Penalty 151.314046 = -1559824.541497 nChanged 2 SP:Iteration 15Q (141.425930 sec): 3 clusters Score: Raw -1559976.530682 + Penalty 151.314046 = -1559825.216635 nChanged 0 SP:Iteration 16F (141.474833 sec): 3 clusters Score: Raw -1559976.530682 + Penalty 151.314046 = -1559825.216635 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 23 (508 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (141.493206 sec): 2 clusters Score: Raw -33406.482717 + Penalty 419.862954 = -32986.619763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (141.494298 sec): 3 clusters Score: Raw -33178.332027 + Penalty 839.177474 = -32339.154554 nChanged 171 SP:Iteration 1F (141.495395 sec): 3 clusters Score: Raw -33311.368461 + Penalty 838.370761 = -32472.997699 nChanged 46 SP:Iteration 2F (141.496475 sec): 3 clusters Score: Raw -33339.600560 + Penalty 838.151219 = -32501.449341 nChanged 15 SP:Iteration 3Q (141.497551 sec): 3 clusters Score: Raw -33347.652737 + Penalty 838.332666 = -32509.320071 nChanged 10 SP:Iteration 4Q (141.498621 sec): 3 clusters Score: Raw -33353.281000 + Penalty 838.843117 = -32514.437882 nChanged 8 SP:Iteration 5Q (141.499714 sec): 3 clusters Score: Raw -33356.068136 + Penalty 838.774154 = -32517.293982 nChanged 5 SP:Iteration 6Q (141.500801 sec): 3 clusters Score: Raw -33357.806289 + Penalty 838.623904 = -32519.182385 nChanged 8 SP:Iteration 7Q (141.501872 sec): 3 clusters Score: Raw -33360.689805 + Penalty 838.817365 = -32521.872440 nChanged 4 SP:Iteration 8Q (141.502938 sec): 3 clusters Score: Raw -33361.598662 + Penalty 839.074669 = -32522.523993 nChanged 4 SP:Iteration 9Q (141.504009 sec): 3 clusters Score: Raw -33362.754305 + Penalty 839.145813 = -32523.608492 nChanged 2 SP:Iteration 10F (141.505085 sec): 3 clusters Score: Raw -33363.053976 + Penalty 839.754938 = -32523.299037 nChanged 4 SP:Iteration 11F (141.506200 sec): 3 clusters Score: Raw -33364.120726 + Penalty 839.763896 = -32524.356830 nChanged 1 SP:Iteration 12Q (141.507274 sec): 3 clusters Score: Raw -33364.185421 + Penalty 839.741742 = -32524.443679 nChanged 1 SP:Iteration 13Q (141.508342 sec): 3 clusters Score: Raw -33364.405337 + Penalty 839.731756 = -32524.673580 nChanged 1 SP:Iteration 14Q (141.509409 sec): 3 clusters Score: Raw -33364.444247 + Penalty 839.719651 = -32524.724596 nChanged 3 SP:Iteration 15Q (141.510479 sec): 3 clusters Score: Raw -33365.066010 + Penalty 839.890544 = -32525.175467 nChanged 1 SP:Iteration 16Q (141.511549 sec): 3 clusters Score: Raw -33365.586163 + Penalty 840.304912 = -32525.281251 nChanged 2 SP:Iteration 17Q (141.512698 sec): 3 clusters Score: Raw -33366.532631 + Penalty 840.611399 = -32525.921233 nChanged 3 SP:Iteration 18Q (141.513894 sec): 3 clusters Score: Raw -33367.649884 + Penalty 840.956083 = -32526.693802 nChanged 2 SP:Iteration 19Q (141.515030 sec): 3 clusters Score: Raw -33368.638752 + Penalty 842.077868 = -32526.560884 nChanged 6 SP:Iteration 20F (141.516193 sec): 3 clusters Score: Raw -33373.756345 + Penalty 843.717281 = -32530.039064 nChanged 8 SP:Iteration 21Q (141.517391 sec): 3 clusters Score: Raw -33377.202634 + Penalty 842.525632 = -32534.677002 nChanged 6 SP:Iteration 22Q (141.518546 sec): 3 clusters Score: Raw -33380.111094 + Penalty 842.772948 = -32537.338147 nChanged 4 SP:Iteration 23Q (141.519705 sec): 3 clusters Score: Raw -33381.050908 + Penalty 842.288481 = -32538.762427 nChanged 2 SP:Iteration 24Q (141.520856 sec): 3 clusters Score: Raw -33382.196660 + Penalty 842.245668 = -32539.950992 nChanged 3 SP:Iteration 25Q (141.521999 sec): 3 clusters Score: Raw -33383.487907 + Penalty 841.702217 = -32541.785690 nChanged 4 SP:Iteration 26Q (141.523076 sec): 3 clusters Score: Raw -33384.880709 + Penalty 842.118212 = -32542.762498 nChanged 5 SP:Iteration 27Q (141.524147 sec): 3 clusters Score: Raw -33386.245677 + Penalty 842.753799 = -32543.491878 nChanged 6 SP:Iteration 28Q (141.525226 sec): 3 clusters Score: Raw -33389.114297 + Penalty 844.227517 = -32544.886779 nChanged 10 SP:Iteration 29Q (141.526296 sec): 3 clusters Score: Raw -33394.893119 + Penalty 847.307564 = -32547.585555 nChanged 12 SP:Iteration 30F (141.527375 sec): 3 clusters Score: Raw -33404.532570 + Penalty 848.288410 = -32556.244160 nChanged 13 SP:Iteration 31Q (141.528450 sec): 3 clusters Score: Raw -33414.382560 + Penalty 848.504599 = -32565.877961 nChanged 10 SP:Iteration 32Q (141.529525 sec): 3 clusters Score: Raw -33421.402423 + Penalty 850.497732 = -32570.904691 nChanged 9 SP:Iteration 33Q (141.530599 sec): 3 clusters Score: Raw -33432.799258 + Penalty 853.653812 = -32579.145446 nChanged 9 SP:Iteration 34Q (141.531670 sec): 3 clusters Score: Raw -33440.653830 + Penalty 856.143293 = -32584.510537 nChanged 10 SP:Iteration 35Q (141.532737 sec): 3 clusters Score: Raw -33451.949603 + Penalty 858.798952 = -32593.150651 nChanged 5 SP:Iteration 36Q (141.533803 sec): 3 clusters Score: Raw -33456.893252 + Penalty 861.658227 = -32595.235025 nChanged 3 SP:Iteration 37Q (141.534858 sec): 3 clusters Score: Raw -33460.248898 + Penalty 859.400075 = -32600.848823 nChanged 3 SP:Iteration 38Q (141.535912 sec): 3 clusters Score: Raw -33463.826020 + Penalty 859.232275 = -32604.593745 nChanged 2 SP:Iteration 39Q (141.536994 sec): 3 clusters Score: Raw -33467.265692 + Penalty 859.232275 = -32608.033417 nChanged 0 SP:Iteration 40F (141.538070 sec): 3 clusters Score: Raw -33467.265692 + Penalty 859.232275 = -32608.033417 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 24 (222 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (141.539680 sec): 2 clusters Score: Raw -12596.427201 + Penalty 471.345887 = -12125.081314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (141.540281 sec): 3 clusters Score: Raw -12545.091272 + Penalty 953.152973 = -11591.938299 nChanged 57 SP:Iteration 1F (141.540903 sec): 3 clusters Score: Raw -12647.504535 + Penalty 965.253676 = -11682.250858 nChanged 15 SP:Iteration 2F (141.541490 sec): 3 clusters Score: Raw -12688.196505 + Penalty 984.410537 = -11703.785968 nChanged 11 SP:Iteration 3Q (141.542056 sec): 3 clusters Score: Raw -12723.130865 + Penalty 999.997856 = -11723.133009 nChanged 8 SP:Iteration 4Q (141.542610 sec): 3 clusters Score: Raw -12758.305234 + Penalty 1016.575758 = -11741.729476 nChanged 6 SP:Iteration 5Q (141.543151 sec): 3 clusters Score: Raw -12769.359631 + Penalty 1019.283249 = -11750.076382 nChanged 1 SP:Iteration 6Q (141.543686 sec): 3 clusters Score: Raw -12770.242873 + Penalty 1022.154288 = -11748.088585 nChanged 1 SP:Iteration 7F (141.544271 sec): 3 clusters Score: Raw -12771.337033 + Penalty 1022.154288 = -11749.182745 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 25 (1461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (141.552458 sec): 2 clusters Score: Raw -96401.283417 + Penalty 627.295694 = -95773.987723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (141.555267 sec): 3 clusters Score: Raw -95617.072626 + Penalty 1253.577685 = -94363.494941 nChanged 560 SP:Iteration 1F (141.558049 sec): 3 clusters Score: Raw -95958.154309 + Penalty 1253.065228 = -94705.089081 nChanged 152 SP:Iteration 2F (141.560742 sec): 3 clusters Score: Raw -96065.083467 + Penalty 1256.064043 = -94809.019424 nChanged 107 SP:Iteration 3F (141.563436 sec): 3 clusters Score: Raw -96148.954640 + Penalty 1263.749096 = -94885.205544 nChanged 84 SP:Iteration 4F (141.566145 sec): 3 clusters Score: Raw -96222.786450 + Penalty 1272.277889 = -94950.508561 nChanged 83 SP:Iteration 5F (141.568840 sec): 3 clusters Score: Raw -96298.299902 + Penalty 1280.680559 = -95017.619343 nChanged 68 SP:Iteration 6Q (141.571647 sec): 3 clusters Score: Raw -96366.622348 + Penalty 1292.584490 = -95074.037858 nChanged 51 SP:Iteration 7Q (141.574311 sec): 3 clusters Score: Raw -96418.369548 + Penalty 1304.527775 = -95113.841773 nChanged 37 SP:Iteration 8Q (141.576934 sec): 3 clusters Score: Raw -96456.294517 + Penalty 1313.821701 = -95142.472816 nChanged 30 SP:Iteration 9Q (141.579498 sec): 3 clusters Score: Raw -96487.715645 + Penalty 1321.482760 = -95166.232885 nChanged 18 SP:Iteration 10F (141.582264 sec): 3 clusters Score: Raw -96503.980310 + Penalty 1336.310383 = -95167.669927 nChanged 16 SP:Iteration 11Q (141.584846 sec): 3 clusters Score: Raw -96522.625497 + Penalty 1344.551458 = -95178.074039 nChanged 8 SP:Iteration 12Q (141.587369 sec): 3 clusters Score: Raw -96529.333876 + Penalty 1348.783409 = -95180.550468 nChanged 3 SP:Iteration 13Q (141.589763 sec): 3 clusters Score: Raw -96532.069120 + Penalty 1350.402581 = -95181.666539 nChanged 4 SP:Iteration 14Q (141.592131 sec): 3 clusters Score: Raw -96538.055895 + Penalty 1351.033447 = -95187.022447 nChanged 4 SP:Iteration 15Q (141.594478 sec): 3 clusters Score: Raw -96541.483100 + Penalty 1354.851156 = -95186.631944 nChanged 3 SP:Iteration 16F (141.597169 sec): 3 clusters Score: Raw -96544.001074 + Penalty 1354.851156 = -95189.149918 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 33 (454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (141.608703 sec): 2 clusters Score: Raw -25159.921652 + Penalty 817.591411 = -24342.330241 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (141.609716 sec): 3 clusters Score: Raw -25066.253641 + Penalty 1633.871090 = -23432.382550 nChanged 116 SP:Iteration 1F (141.610703 sec): 3 clusters Score: Raw -25223.785070 + Penalty 1634.158120 = -23589.626950 nChanged 36 SP:Iteration 2F (141.611687 sec): 3 clusters Score: Raw -25284.266268 + Penalty 1634.218566 = -23650.047702 nChanged 16 SP:Iteration 3Q (141.612637 sec): 3 clusters Score: Raw -25306.605844 + Penalty 1635.033639 = -23671.572205 nChanged 9 SP:Iteration 4Q (141.613617 sec): 3 clusters Score: Raw -25323.288556 + Penalty 1636.212870 = -23687.075686 nChanged 7 SP:Iteration 5Q (141.614558 sec): 3 clusters Score: Raw -25338.994159 + Penalty 1636.928801 = -23702.065358 nChanged 6 SP:Iteration 6Q (141.615493 sec): 3 clusters Score: Raw -25350.674993 + Penalty 1637.824368 = -23712.850626 nChanged 4 SP:Iteration 7Q (141.616426 sec): 3 clusters Score: Raw -25359.291389 + Penalty 1637.824368 = -23721.467021 nChanged 0 SP:Iteration 8F (141.617431 sec): 3 clusters Score: Raw -25359.291389 + Penalty 1637.824368 = -23721.467021 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 37 (352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (141.618931 sec): 2 clusters Score: Raw -22125.942567 + Penalty 651.642457 = -21474.300111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (141.619766 sec): 3 clusters Score: Raw -22029.946466 + Penalty 1303.115303 = -20726.831163 nChanged 81 SP:Iteration 1F (141.620578 sec): 3 clusters Score: Raw -22139.525594 + Penalty 1309.872275 = -20829.653319 nChanged 29 SP:Iteration 2F (141.621400 sec): 3 clusters Score: Raw -22183.923340 + Penalty 1320.914449 = -20863.008892 nChanged 15 SP:Iteration 3Q (141.622207 sec): 3 clusters Score: Raw -22208.326956 + Penalty 1328.715249 = -20879.611707 nChanged 10 SP:Iteration 4Q (141.623018 sec): 3 clusters Score: Raw -22227.396785 + Penalty 1334.635724 = -20892.761061 nChanged 6 SP:Iteration 5Q (141.623823 sec): 3 clusters Score: Raw -22245.561108 + Penalty 1343.155049 = -20902.406060 nChanged 6 SP:Iteration 6Q (141.624614 sec): 3 clusters Score: Raw -22269.416366 + Penalty 1349.002111 = -20920.414255 nChanged 7 SP:Iteration 7Q (141.625392 sec): 3 clusters Score: Raw -22298.043954 + Penalty 1348.534876 = -20949.509077 nChanged 4 SP:Iteration 8Q (141.626161 sec): 3 clusters Score: Raw -22305.628201 + Penalty 1348.534876 = -20957.093325 nChanged 0 SP:Iteration 9F (141.626966 sec): 3 clusters Score: Raw -22305.628201 + Penalty 1348.534876 = -20957.093325 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 38 (383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (141.628527 sec): 2 clusters Score: Raw -21073.171074 + Penalty 694.013704 = -20379.157369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (141.629407 sec): 3 clusters Score: Raw -20955.795826 + Penalty 1388.283666 = -19567.512159 nChanged 90 SP:Iteration 1F (141.630273 sec): 3 clusters Score: Raw -21071.914006 + Penalty 1389.517555 = -19682.396451 nChanged 35 SP:Iteration 2F (141.631136 sec): 3 clusters Score: Raw -21138.850609 + Penalty 1387.826178 = -19751.024431 nChanged 22 SP:Iteration 3F (141.631998 sec): 3 clusters Score: Raw -21182.042430 + Penalty 1387.770206 = -19794.272225 nChanged 16 SP:Iteration 4Q (141.632830 sec): 3 clusters Score: Raw -21236.187858 + Penalty 1388.920102 = -19847.267755 nChanged 14 SP:Iteration 5Q (141.633648 sec): 3 clusters Score: Raw -21270.928991 + Penalty 1394.192171 = -19876.736820 nChanged 14 SP:Iteration 6Q (141.634453 sec): 3 clusters Score: Raw -21315.530544 + Penalty 1398.979169 = -19916.551375 nChanged 18 SP:Iteration 7Q (141.635246 sec): 3 clusters Score: Raw -21360.175446 + Penalty 1404.448036 = -19955.727410 nChanged 14 SP:Iteration 8Q (141.636027 sec): 3 clusters Score: Raw -21385.515257 + Penalty 1409.606519 = -19975.908738 nChanged 8 SP:Iteration 9Q (141.636803 sec): 3 clusters Score: Raw -21400.120404 + Penalty 1412.658129 = -19987.462275 nChanged 4 SP:Iteration 10F (141.637668 sec): 3 clusters Score: Raw -21405.041812 + Penalty 1418.722247 = -19986.319565 nChanged 6 SP:Iteration 11F (141.638530 sec): 3 clusters Score: Raw -21435.527441 + Penalty 1422.847554 = -20012.679887 nChanged 5 SP:Iteration 12Q (141.639293 sec): 3 clusters Score: Raw -21451.793829 + Penalty 1427.887940 = -20023.905888 nChanged 6 SP:Iteration 13Q (141.640053 sec): 3 clusters Score: Raw -21471.701065 + Penalty 1431.256938 = -20040.444127 nChanged 4 SP:Iteration 14Q (141.640835 sec): 3 clusters Score: Raw -21479.523718 + Penalty 1432.448851 = -20047.074867 nChanged 2 SP:Iteration 15Q (141.641586 sec): 3 clusters Score: Raw -21491.685087 + Penalty 1433.103129 = -20058.581958 nChanged 1 SP:Iteration 16Q (141.642330 sec): 3 clusters Score: Raw -21493.486935 + Penalty 1433.103129 = -20060.383806 nChanged 0 SP:Iteration 17F (141.643192 sec): 3 clusters Score: Raw -21493.486935 + Penalty 1433.103129 = -20060.383806 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 44 (521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (141.645915 sec): 2 clusters Score: Raw -33437.822949 + Penalty 737.045490 = -32700.777458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (141.647043 sec): 3 clusters Score: Raw -33273.589059 + Penalty 1475.611594 = -31797.977465 nChanged 132 SP:Iteration 1F (141.648145 sec): 3 clusters Score: Raw -33405.715713 + Penalty 1475.021724 = -31930.693989 nChanged 35 SP:Iteration 2F (141.649245 sec): 3 clusters Score: Raw -33447.486828 + Penalty 1476.661122 = -31970.825706 nChanged 21 SP:Iteration 3Q (141.650334 sec): 3 clusters Score: Raw -33476.401025 + Penalty 1479.399970 = -31997.001055 nChanged 16 SP:Iteration 4Q (141.651417 sec): 3 clusters Score: Raw -33496.227952 + Penalty 1482.260280 = -32013.967673 nChanged 13 SP:Iteration 5Q (141.652515 sec): 3 clusters Score: Raw -33504.946974 + Penalty 1482.665893 = -32022.281081 nChanged 6 SP:Iteration 6Q (141.653617 sec): 3 clusters Score: Raw -33510.991880 + Penalty 1483.861237 = -32027.130643 nChanged 7 SP:Iteration 7Q (141.654694 sec): 3 clusters Score: Raw -33516.855877 + Penalty 1485.543940 = -32031.311937 nChanged 5 SP:Iteration 8Q (141.655767 sec): 3 clusters Score: Raw -33522.234357 + Penalty 1486.445798 = -32035.788559 nChanged 1 SP:Iteration 9Q (141.656838 sec): 3 clusters Score: Raw -33522.295760 + Penalty 1486.445798 = -32035.849962 nChanged 0 SP:Iteration 10F (141.657939 sec): 3 clusters Score: Raw -33522.295760 + Penalty 1486.445798 = -32035.849962 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 47 (1138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (141.662268 sec): 2 clusters Score: Raw -70214.379361 + Penalty 655.096493 = -69559.282868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (141.664461 sec): 3 clusters Score: Raw -69610.373465 + Penalty 1311.596396 = -68298.777069 nChanged 374 SP:Iteration 1F (141.666603 sec): 3 clusters Score: Raw -69826.368470 + Penalty 1323.067952 = -68503.300518 nChanged 145 SP:Iteration 2F (141.668739 sec): 3 clusters Score: Raw -69957.025809 + Penalty 1337.758561 = -68619.267248 nChanged 93 SP:Iteration 3F (141.670922 sec): 3 clusters Score: Raw -70040.971974 + Penalty 1355.281701 = -68685.690274 nChanged 74 SP:Iteration 4F (141.673102 sec): 3 clusters Score: Raw -70106.504493 + Penalty 1374.545723 = -68731.958770 nChanged 57 SP:Iteration 5F (141.675229 sec): 3 clusters Score: Raw -70161.242225 + Penalty 1386.972532 = -68774.269692 nChanged 36 SP:Iteration 6Q (141.677356 sec): 3 clusters Score: Raw -70194.405200 + Penalty 1395.417717 = -68798.987484 nChanged 28 SP:Iteration 7Q (141.679662 sec): 3 clusters Score: Raw -70224.566047 + Penalty 1398.375536 = -68826.190511 nChanged 31 SP:Iteration 8Q (141.681767 sec): 3 clusters Score: Raw -70254.809789 + Penalty 1400.088926 = -68854.720863 nChanged 25 SP:Iteration 9Q (141.683872 sec): 3 clusters Score: Raw -70274.781179 + Penalty 1402.749111 = -68872.032067 nChanged 12 SP:Iteration 10F (141.685999 sec): 3 clusters Score: Raw -70285.875202 + Penalty 1403.164539 = -68882.710663 nChanged 9 SP:Iteration 11Q (141.688094 sec): 3 clusters Score: Raw -70291.121484 + Penalty 1403.179907 = -68887.941578 nChanged 10 SP:Iteration 12Q (141.690142 sec): 3 clusters Score: Raw -70298.624076 + Penalty 1404.252442 = -68894.371634 nChanged 14 SP:Iteration 13Q (141.692130 sec): 3 clusters Score: Raw -70310.899869 + Penalty 1404.240871 = -68906.658997 nChanged 13 SP:Iteration 14Q (141.694150 sec): 3 clusters Score: Raw -70326.823671 + Penalty 1402.400323 = -68924.423348 nChanged 14 SP:Iteration 15Q (141.696122 sec): 3 clusters Score: Raw -70336.981590 + Penalty 1401.378382 = -68935.603208 nChanged 12 SP:Iteration 16Q (141.698105 sec): 3 clusters Score: Raw -70344.411407 + Penalty 1399.211790 = -68945.199617 nChanged 7 SP:Iteration 17Q (141.700060 sec): 3 clusters Score: Raw -70347.323657 + Penalty 1397.735587 = -68949.588070 nChanged 5 SP:Iteration 18Q (141.702011 sec): 3 clusters Score: Raw -70350.022982 + Penalty 1397.395432 = -68952.627550 nChanged 2 SP:Iteration 19Q (141.704027 sec): 3 clusters Score: Raw -70350.811084 + Penalty 1397.395432 = -68953.415651 nChanged 0 SP:Iteration 20F (141.706184 sec): 3 clusters Score: Raw -70350.811084 + Penalty 1397.395432 = -68953.415651 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 51 (316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (141.708778 sec): 2 clusters Score: Raw -17032.619579 + Penalty 668.546913 = -16364.072667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (141.709550 sec): 3 clusters Score: Raw -16938.589731 + Penalty 1337.093825 = -15601.495905 nChanged 69 SP:Iteration 1F (141.710299 sec): 3 clusters Score: Raw -17009.005350 + Penalty 1337.093825 = -15671.911525 nChanged 22 SP:Iteration 2F (141.711050 sec): 3 clusters Score: Raw -17053.674397 + Penalty 1337.093825 = -15716.580572 nChanged 14 SP:Iteration 3Q (141.711788 sec): 3 clusters Score: Raw -17079.101169 + Penalty 1338.501145 = -15740.600024 nChanged 10 SP:Iteration 4Q (141.712521 sec): 3 clusters Score: Raw -17094.729938 + Penalty 1340.345932 = -15754.384006 nChanged 8 SP:Iteration 5Q (141.713252 sec): 3 clusters Score: Raw -17107.452120 + Penalty 1342.460361 = -15764.991759 nChanged 4 SP:Iteration 6Q (141.713977 sec): 3 clusters Score: Raw -17116.025577 + Penalty 1345.027712 = -15770.997865 nChanged 6 SP:Iteration 7Q (141.714698 sec): 3 clusters Score: Raw -17126.828747 + Penalty 1345.027712 = -15781.801035 nChanged 0 SP:Iteration 8F (141.715445 sec): 3 clusters Score: Raw -17126.828747 + Penalty 1345.027712 = -15781.801035 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 53 (271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (141.716645 sec): 2 clusters Score: Raw -13152.223754 + Penalty 437.025703 = -12715.198052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (141.717343 sec): 3 clusters Score: Raw -13102.324614 + Penalty 876.182971 = -12226.141643 nChanged 59 SP:Iteration 1F (141.718015 sec): 3 clusters Score: Raw -13162.660679 + Penalty 876.853998 = -12285.806681 nChanged 12 SP:Iteration 2Q (141.718677 sec): 3 clusters Score: Raw -13173.853540 + Penalty 876.372529 = -12297.481012 nChanged 7 SP:Iteration 3Q (141.719338 sec): 3 clusters Score: Raw -13180.950737 + Penalty 876.962804 = -12303.987933 nChanged 4 SP:Iteration 4Q (141.719996 sec): 3 clusters Score: Raw -13182.850543 + Penalty 876.762522 = -12306.088021 nChanged 1 SP:Iteration 5Q (141.720661 sec): 3 clusters Score: Raw -13183.556604 + Penalty 876.951099 = -12306.605505 nChanged 1 SP:Iteration 6Q (141.721318 sec): 3 clusters Score: Raw -13190.441512 + Penalty 878.372990 = -12312.068522 nChanged 3 SP:Iteration 7Q (141.721974 sec): 3 clusters Score: Raw -13196.435013 + Penalty 880.034984 = -12316.400029 nChanged 5 SP:Iteration 8Q (141.722635 sec): 3 clusters Score: Raw -13204.295323 + Penalty 880.755465 = -12323.539858 nChanged 1 SP:Iteration 9Q (141.723300 sec): 3 clusters Score: Raw -13207.938842 + Penalty 880.203448 = -12327.735394 nChanged 1 SP:Iteration 10F (141.723983 sec): 3 clusters Score: Raw -13208.078395 + Penalty 880.203448 = -12327.874947 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 58 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (141.724986 sec): 2 clusters Score: Raw -9755.247389 + Penalty 35.801103 = -9719.446286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (141.725522 sec): 3 clusters Score: Raw -9669.153374 + Penalty 77.647504 = -9591.505870 nChanged 72 SP:Iteration 1F (141.726037 sec): 3 clusters Score: Raw -9734.870685 + Penalty 84.042952 = -9650.827733 nChanged 10 SP:Iteration 2F (141.726550 sec): 3 clusters Score: Raw -9744.228359 + Penalty 119.531839 = -9624.696520 nChanged 10 SP:Iteration 3F (141.727064 sec): 3 clusters Score: Raw -9762.786775 + Penalty 139.613474 = -9623.173301 nChanged 5 SP:Iteration 4F (141.727584 sec): 3 clusters Score: Raw -9770.229958 + Penalty 159.248532 = -9610.981425 nChanged 3 SP:Iteration 5F (141.728087 sec): 3 clusters Score: Raw -9774.115984 + Penalty 178.302952 = -9595.813032 nChanged 2 SP:Iteration 6F (141.728610 sec): 3 clusters Score: Raw -9782.823360 + Penalty 178.302952 = -9604.520408 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 72 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (141.729560 sec): 2 clusters Score: Raw -9291.173364 + Penalty 300.002275 = -8991.171089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (141.730102 sec): 3 clusters Score: Raw -9247.164761 + Penalty 606.942655 = -8640.222106 nChanged 38 SP:Iteration 1F (141.730621 sec): 3 clusters Score: Raw -9290.560648 + Penalty 607.280245 = -8683.280403 nChanged 15 SP:Iteration 2F (141.731141 sec): 3 clusters Score: Raw -9313.648652 + Penalty 613.534776 = -8700.113875 nChanged 11 SP:Iteration 3F (141.731659 sec): 3 clusters Score: Raw -9329.595358 + Penalty 617.297023 = -8712.298334 nChanged 5 SP:Iteration 4Q (141.732156 sec): 3 clusters Score: Raw -9335.749030 + Penalty 618.817129 = -8716.931901 nChanged 1 SP:Iteration 5Q (141.732649 sec): 3 clusters Score: Raw -9336.178887 + Penalty 618.817129 = -8717.361759 nChanged 0 SP:Iteration 6F (141.733166 sec): 3 clusters Score: Raw -9336.178887 + Penalty 618.817129 = -8717.361759 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 74 (240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (141.734270 sec): 2 clusters Score: Raw -12659.442657 + Penalty 221.545735 = -12437.896922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (141.734898 sec): 3 clusters Score: Raw -12588.828318 + Penalty 459.447573 = -12129.380744 nChanged 65 SP:Iteration 1F (141.735516 sec): 3 clusters Score: Raw -12669.613144 + Penalty 469.367890 = -12200.245253 nChanged 18 SP:Iteration 2F (141.736132 sec): 3 clusters Score: Raw -12692.290841 + Penalty 475.439463 = -12216.851378 nChanged 5 SP:Iteration 3Q (141.736735 sec): 3 clusters Score: Raw -12696.752804 + Penalty 474.648828 = -12222.103977 nChanged 5 SP:Iteration 4Q (141.737341 sec): 3 clusters Score: Raw -12700.370112 + Penalty 475.821921 = -12224.548191 nChanged 3 SP:Iteration 5Q (141.737943 sec): 3 clusters Score: Raw -12702.571507 + Penalty 475.151614 = -12227.419893 nChanged 1 SP:Iteration 6Q (141.738543 sec): 3 clusters Score: Raw -12703.524213 + Penalty 476.829852 = -12226.694361 nChanged 4 SP:Iteration 7F (141.739158 sec): 3 clusters Score: Raw -12708.413367 + Penalty 474.107711 = -12234.305656 nChanged 1 SP:Iteration 8Q (141.739757 sec): 3 clusters Score: Raw -12710.643402 + Penalty 474.107711 = -12236.535691 nChanged 0 SP:Iteration 9F (141.740370 sec): 3 clusters Score: Raw -12710.643402 + Penalty 474.107711 = -12236.535691 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 105 (238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (141.741474 sec): 2 clusters Score: Raw -10905.249607 + Penalty 448.665586 = -10456.584021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (141.742100 sec): 3 clusters Score: Raw -10889.929079 + Penalty 911.214754 = -9978.714324 nChanged 45 SP:Iteration 1F (141.742716 sec): 3 clusters Score: Raw -10958.785840 + Penalty 919.162836 = -10039.623005 nChanged 14 SP:Iteration 2F (141.743387 sec): 3 clusters Score: Raw -10988.230410 + Penalty 931.270294 = -10056.960116 nChanged 10 SP:Iteration 3Q (141.744000 sec): 3 clusters Score: Raw -11010.569114 + Penalty 938.959397 = -10071.609717 nChanged 5 SP:Iteration 4Q (141.744606 sec): 3 clusters Score: Raw -11017.666250 + Penalty 941.576897 = -10076.089353 nChanged 2 SP:Iteration 5Q (141.745211 sec): 3 clusters Score: Raw -11019.852296 + Penalty 941.576897 = -10078.275399 nChanged 0 SP:Iteration 6F (141.745843 sec): 3 clusters Score: Raw -11019.852296 + Penalty 941.576897 = -10078.275399 nChanged 0 Iteration 211F (142.569086 sec): 34 clusters Score: Raw -2651967.587392 + Penalty 24683.408118 = -2627284.179273 nChanged 40 Iteration 212F (143.368134 sec): 34 clusters Score: Raw -2651996.853471 + Penalty 24674.141540 = -2627322.711931 nChanged 36 Iteration 213Q (143.527895 sec): 34 clusters Score: Raw -2652014.630248 + Penalty 24673.823273 = -2627340.806975 nChanged 25 Iteration 214Q (143.687454 sec): 34 clusters Score: Raw -2652020.196771 + Penalty 24673.671875 = -2627346.524896 nChanged 24 Iteration 215Q (143.845064 sec): 34 clusters Score: Raw -2652028.340392 + Penalty 24673.282368 = -2627355.058025 nChanged 32 Iteration 216Q (144.005396 sec): 34 clusters Score: Raw -2652039.487164 + Penalty 24675.826978 = -2627363.660185 nChanged 25 Iteration 217Q (144.172337 sec): 34 clusters Score: Raw -2652043.554120 + Penalty 24676.711533 = -2627366.842587 nChanged 16 Iteration 218Q (144.336411 sec): 34 clusters Score: Raw -2652046.334040 + Penalty 24677.614108 = -2627368.719932 nChanged 19 Writing temp clu file Memory request: 0.22 GB would take us to total of 0.45 GB. Compute initial score before splitting: Score: Raw -2652046.334040 + Penalty 24677.614108 = -2627368.719932Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 1 (166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (144.486689 sec): 2 clusters Score: Raw -9412.014190 + Penalty 32.390601 = -9379.623589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (144.487194 sec): 3 clusters Score: Raw -9313.784546 + Penalty 64.926918 = -9248.857628 nChanged 69 SP:Iteration 1F (144.487688 sec): 3 clusters Score: Raw -9376.866814 + Penalty 64.690381 = -9312.176433 nChanged 16 SP:Iteration 2F (144.488191 sec): 3 clusters Score: Raw -9393.197652 + Penalty 64.732155 = -9328.465498 nChanged 8 SP:Iteration 3Q (144.488689 sec): 3 clusters Score: Raw -9398.509057 + Penalty 64.744559 = -9333.764498 nChanged 5 SP:Iteration 4Q (144.489179 sec): 3 clusters Score: Raw -9399.117625 + Penalty 64.754059 = -9334.363567 nChanged 2 SP:Iteration 5Q (144.489669 sec): 3 clusters Score: Raw -9399.279702 + Penalty 64.754059 = -9334.525643 nChanged 0 SP:Iteration 6F (144.490170 sec): 3 clusters Score: Raw -9399.279702 + Penalty 64.754059 = -9334.525643 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 2 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (144.490818 sec): 2 clusters Score: Raw -3442.467327 + Penalty 29.052952 = -3413.414375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (144.491150 sec): 3 clusters Score: Raw -3419.746692 + Penalty 59.028135 = -3360.718557 nChanged 30 SP:Iteration 1F (144.491483 sec): 3 clusters Score: Raw -3457.354501 + Penalty 67.318584 = -3390.035916 nChanged 6 SP:Iteration 2F (144.491805 sec): 3 clusters Score: Raw -3469.635116 + Penalty 67.318584 = -3402.316531 nChanged 0 Memory request: 0.01 GB would take us to total of 0.45 GB. Trying to split cluster 3 (1059 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (144.497333 sec): 2 clusters Score: Raw -58231.458347 + Penalty 953.151815 = -57278.306532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (144.499497 sec): 3 clusters Score: Raw -57865.400160 + Penalty 1906.340373 = -55959.059787 nChanged 334 SP:Iteration 1F (144.501670 sec): 3 clusters Score: Raw -58224.562822 + Penalty 1906.394822 = -56318.168000 nChanged 94 SP:Iteration 2F (144.503801 sec): 3 clusters Score: Raw -58338.970552 + Penalty 1906.569421 = -56432.401131 nChanged 52 SP:Iteration 3Q (144.505874 sec): 3 clusters Score: Raw -58396.627199 + Penalty 1906.627326 = -56489.999873 nChanged 38 SP:Iteration 4Q (144.507956 sec): 3 clusters Score: Raw -58428.456524 + Penalty 1906.693597 = -56521.762927 nChanged 16 SP:Iteration 5Q (144.510059 sec): 3 clusters Score: Raw -58441.006265 + Penalty 1906.600447 = -56534.405818 nChanged 7 SP:Iteration 6Q (144.512144 sec): 3 clusters Score: Raw -58446.002296 + Penalty 1906.591981 = -56539.410315 nChanged 9 SP:Iteration 7Q (144.514179 sec): 3 clusters Score: Raw -58452.423562 + Penalty 1906.558700 = -56545.864861 nChanged 6 SP:Iteration 8Q (144.516218 sec): 3 clusters Score: Raw -58456.942576 + Penalty 1906.455034 = -56550.487542 nChanged 4 SP:Iteration 9Q (144.518268 sec): 3 clusters Score: Raw -58459.771150 + Penalty 1906.476020 = -56553.295130 nChanged 3 SP:Iteration 10F (144.520434 sec): 3 clusters Score: Raw -58462.725440 + Penalty 1906.432006 = -56556.293433 nChanged 2 SP:Iteration 11Q (144.522519 sec): 3 clusters Score: Raw -58463.230491 + Penalty 1906.364188 = -56556.866303 nChanged 2 SP:Iteration 12Q (144.524570 sec): 3 clusters Score: Raw -58465.286222 + Penalty 1906.308118 = -56558.978104 nChanged 3 SP:Iteration 13Q (144.526623 sec): 3 clusters Score: Raw -58467.451061 + Penalty 1906.219560 = -56561.231501 nChanged 2 SP:Iteration 14Q (144.528675 sec): 3 clusters Score: Raw -58468.507921 + Penalty 1906.269935 = -56562.237987 nChanged 1 SP:Iteration 15Q (144.530707 sec): 3 clusters Score: Raw -58468.637197 + Penalty 1906.340578 = -56562.296620 nChanged 1 SP:Iteration 16Q (144.532746 sec): 3 clusters Score: Raw -58469.105395 + Penalty 1906.412083 = -56562.693311 nChanged 2 SP:Iteration 17Q (144.534795 sec): 3 clusters Score: Raw -58471.301337 + Penalty 1906.445928 = -56564.855409 nChanged 4 SP:Iteration 18Q (144.536827 sec): 3 clusters Score: Raw -58476.790098 + Penalty 1906.529123 = -56570.260976 nChanged 5 SP:Iteration 19Q (144.538855 sec): 3 clusters Score: Raw -58480.528489 + Penalty 1906.413677 = -56574.114813 nChanged 3 SP:Iteration 20F (144.540942 sec): 3 clusters Score: Raw -58482.145420 + Penalty 1906.213866 = -56575.931555 nChanged 3 SP:Iteration 21Q (144.543055 sec): 3 clusters Score: Raw -58483.244140 + Penalty 1906.159115 = -56577.085025 nChanged 1 SP:Iteration 22Q (144.545387 sec): 3 clusters Score: Raw -58483.599647 + Penalty 1906.090219 = -56577.509428 nChanged 1 SP:Iteration 23Q (144.547909 sec): 3 clusters Score: Raw -58483.964593 + Penalty 1906.090219 = -56577.874374 nChanged 0 SP:Iteration 24F (144.550288 sec): 3 clusters Score: Raw -58483.964593 + Penalty 1906.090219 = -56577.874374 nChanged 0 Memory request: 0.01 GB would take us to total of 0.45 GB. Trying to split cluster 4 (851 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (144.553242 sec): 2 clusters Score: Raw -55210.860403 + Penalty 892.917368 = -54317.943035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (144.555067 sec): 3 clusters Score: Raw -54886.895501 + Penalty 1786.222938 = -53100.672563 nChanged 264 SP:Iteration 1F (144.556829 sec): 3 clusters Score: Raw -55090.010672 + Penalty 1786.661572 = -53303.349100 nChanged 64 SP:Iteration 2F (144.558643 sec): 3 clusters Score: Raw -55152.921620 + Penalty 1787.194236 = -53365.727384 nChanged 36 SP:Iteration 3Q (144.560527 sec): 3 clusters Score: Raw -55222.130026 + Penalty 1787.462984 = -53434.667042 nChanged 37 SP:Iteration 4Q (144.562358 sec): 3 clusters Score: Raw -55253.059610 + Penalty 1787.924766 = -53465.134845 nChanged 22 SP:Iteration 5Q (144.564119 sec): 3 clusters Score: Raw -55274.105826 + Penalty 1788.576322 = -53485.529504 nChanged 18 SP:Iteration 6Q (144.565854 sec): 3 clusters Score: Raw -55295.054154 + Penalty 1789.281086 = -53505.773069 nChanged 12 SP:Iteration 7Q (144.567594 sec): 3 clusters Score: Raw -55304.284516 + Penalty 1789.477513 = -53514.807003 nChanged 9 SP:Iteration 8Q (144.569287 sec): 3 clusters Score: Raw -55310.983097 + Penalty 1789.638831 = -53521.344266 nChanged 3 SP:Iteration 9Q (144.570977 sec): 3 clusters Score: Raw -55313.832283 + Penalty 1789.663959 = -53524.168324 nChanged 1 SP:Iteration 10F (144.572698 sec): 3 clusters Score: Raw -55314.284906 + Penalty 1789.663959 = -53524.620947 nChanged 0 Memory request: 0.01 GB would take us to total of 0.45 GB. Trying to split cluster 5 (759 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (144.575295 sec): 2 clusters Score: Raw -43963.331114 + Penalty 402.923005 = -43560.408108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (144.576941 sec): 3 clusters Score: Raw -43542.312454 + Penalty 795.389966 = -42746.922488 nChanged 275 SP:Iteration 1F (144.578596 sec): 3 clusters Score: Raw -43717.878074 + Penalty 787.134953 = -42930.743121 nChanged 95 SP:Iteration 2F (144.580261 sec): 3 clusters Score: Raw -43797.858814 + Penalty 788.449419 = -43009.409395 nChanged 61 SP:Iteration 3F (144.581929 sec): 3 clusters Score: Raw -43859.362665 + Penalty 801.987590 = -43057.375075 nChanged 48 SP:Iteration 4F (144.583592 sec): 3 clusters Score: Raw -43912.393830 + Penalty 831.270490 = -43081.123340 nChanged 35 SP:Iteration 5Q (144.585222 sec): 3 clusters Score: Raw -43957.350024 + Penalty 860.270384 = -43097.079640 nChanged 18 SP:Iteration 6Q (144.586835 sec): 3 clusters Score: Raw -43982.098458 + Penalty 887.551719 = -43094.546739 nChanged 11 SP:Iteration 7F (144.588510 sec): 3 clusters Score: Raw -43995.812991 + Penalty 902.086888 = -43093.726104 nChanged 2 SP:Iteration 8F (144.590231 sec): 3 clusters Score: Raw -43999.191349 + Penalty 907.240579 = -43091.950771 nChanged 1 SP:Iteration 9F (144.591970 sec): 3 clusters Score: Raw -43999.624242 + Penalty 907.240579 = -43092.383663 nChanged 0 Memory request: 0.01 GB would take us to total of 0.45 GB. Trying to split cluster 6 (627 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (144.594170 sec): 2 clusters Score: Raw -35566.483444 + Penalty 102.784270 = -35463.699174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (144.595648 sec): 3 clusters Score: Raw -35180.129273 + Penalty 200.040155 = -34980.089118 nChanged 276 SP:Iteration 1F (144.597043 sec): 3 clusters Score: Raw -35374.381396 + Penalty 193.797531 = -35180.583865 nChanged 119 SP:Iteration 2F (144.598439 sec): 3 clusters Score: Raw -35520.236816 + Penalty 185.143419 = -35335.093397 nChanged 62 SP:Iteration 3F (144.599864 sec): 3 clusters Score: Raw -35561.557293 + Penalty 184.767351 = -35376.789942 nChanged 18 SP:Iteration 4Q (144.601257 sec): 3 clusters Score: Raw -35570.176241 + Penalty 185.993900 = -35384.182341 nChanged 9 SP:Iteration 5Q (144.602637 sec): 3 clusters Score: Raw -35572.216999 + Penalty 185.783169 = -35386.433830 nChanged 5 SP:Iteration 6Q (144.603999 sec): 3 clusters Score: Raw -35573.482421 + Penalty 187.164810 = -35386.317611 nChanged 7 SP:Iteration 7F (144.605376 sec): 3 clusters Score: Raw -35575.224323 + Penalty 189.605357 = -35385.618966 nChanged 8 SP:Iteration 8F (144.606751 sec): 3 clusters Score: Raw -35577.725222 + Penalty 191.267381 = -35386.457840 nChanged 4 SP:Iteration 9Q (144.608115 sec): 3 clusters Score: Raw -35579.303224 + Penalty 191.050586 = -35388.252638 nChanged 2 SP:Iteration 10F (144.609533 sec): 3 clusters Score: Raw -35580.027153 + Penalty 190.946668 = -35389.080485 nChanged 3 SP:Iteration 11Q (144.610903 sec): 3 clusters Score: Raw -35580.300898 + Penalty 190.946668 = -35389.354230 nChanged 0 SP:Iteration 12F (144.612301 sec): 3 clusters Score: Raw -35580.300898 + Penalty 190.946668 = -35389.354230 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 7 (101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (144.613342 sec): 2 clusters Score: Raw -5699.969147 + Penalty 41.350273 = -5658.618874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (144.613774 sec): 3 clusters Score: Raw -5648.161779 + Penalty 84.369650 = -5563.792130 nChanged 40 SP:Iteration 1F (144.614167 sec): 3 clusters Score: Raw -5672.281908 + Penalty 88.411314 = -5583.870594 nChanged 9 SP:Iteration 2F (144.614558 sec): 3 clusters Score: Raw -5682.536686 + Penalty 90.957107 = -5591.579579 nChanged 11 SP:Iteration 3F (144.614947 sec): 3 clusters Score: Raw -5694.497335 + Penalty 96.099832 = -5598.397503 nChanged 3 SP:Iteration 4Q (144.615322 sec): 3 clusters Score: Raw -5696.917965 + Penalty 99.789944 = -5597.128022 nChanged 4 SP:Iteration 5F (144.615710 sec): 3 clusters Score: Raw -5699.706970 + Penalty 110.345287 = -5589.361683 nChanged 2 SP:Iteration 6F (144.616097 sec): 3 clusters Score: Raw -5703.233535 + Penalty 131.735358 = -5571.498176 nChanged 2 SP:Iteration 7F (144.616473 sec): 3 clusters Score: Raw -5705.190414 + Penalty 154.709905 = -5550.480509 nChanged 1 SP:Iteration 8F (144.616874 sec): 3 clusters Score: Raw -5705.984252 + Penalty 200.827287 = -5505.156966 nChanged 1 SP:Iteration 9F (144.617266 sec): 3 clusters Score: Raw -5708.459383 + Penalty 200.827287 = -5507.632096 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 8 (214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (144.618284 sec): 2 clusters Score: Raw -11689.310548 + Penalty 29.133020 = -11660.177527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (144.618910 sec): 3 clusters Score: Raw -11585.194579 + Penalty 57.676076 = -11527.518503 nChanged 89 SP:Iteration 1F (144.619480 sec): 3 clusters Score: Raw -11684.267132 + Penalty 57.962748 = -11626.304384 nChanged 5 SP:Iteration 2Q (144.620037 sec): 3 clusters Score: Raw -11690.949782 + Penalty 58.220239 = -11632.729542 nChanged 3 SP:Iteration 3Q (144.620576 sec): 3 clusters Score: Raw -11692.453704 + Penalty 58.446915 = -11634.006789 nChanged 2 SP:Iteration 4Q (144.621122 sec): 3 clusters Score: Raw -11693.438571 + Penalty 58.582511 = -11634.856060 nChanged 1 SP:Iteration 5Q (144.621655 sec): 3 clusters Score: Raw -11694.311986 + Penalty 58.912931 = -11635.399055 nChanged 2 SP:Iteration 6Q (144.622198 sec): 3 clusters Score: Raw -11696.709160 + Penalty 59.116162 = -11637.592998 nChanged 1 SP:Iteration 7Q (144.622748 sec): 3 clusters Score: Raw -11699.673043 + Penalty 59.352503 = -11640.320540 nChanged 1 SP:Iteration 8Q (144.623287 sec): 3 clusters Score: Raw -11706.863912 + Penalty 59.630200 = -11647.233712 nChanged 1 SP:Iteration 9Q (144.623793 sec): 3 clusters Score: Raw -11708.060272 + Penalty 59.630200 = -11648.430072 nChanged 0 SP:Iteration 10F (144.624383 sec): 3 clusters Score: Raw -11708.060272 + Penalty 59.630200 = -11648.430072 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 9 (544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (144.626383 sec): 2 clusters Score: Raw -32472.118722 + Penalty 387.369936 = -32084.748786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (144.627664 sec): 3 clusters Score: Raw -32198.368325 + Penalty 783.286375 = -31415.081951 nChanged 189 SP:Iteration 1F (144.628877 sec): 3 clusters Score: Raw -32341.096403 + Penalty 803.373312 = -31537.723091 nChanged 64 SP:Iteration 2F (144.630061 sec): 3 clusters Score: Raw -32428.330775 + Penalty 836.866527 = -31591.464248 nChanged 52 SP:Iteration 3F (144.631235 sec): 3 clusters Score: Raw -32492.785653 + Penalty 862.785422 = -31630.000232 nChanged 26 SP:Iteration 4Q (144.632361 sec): 3 clusters Score: Raw -32518.947377 + Penalty 882.881678 = -31636.065700 nChanged 21 SP:Iteration 5Q (144.633468 sec): 3 clusters Score: Raw -32536.563938 + Penalty 899.118814 = -31637.445124 nChanged 11 SP:Iteration 6Q (144.634555 sec): 3 clusters Score: Raw -32543.853931 + Penalty 905.878694 = -31637.975237 nChanged 3 SP:Iteration 7Q (144.635624 sec): 3 clusters Score: Raw -32546.923313 + Penalty 910.461049 = -31636.462264 nChanged 3 SP:Iteration 8F (144.636812 sec): 3 clusters Score: Raw -32548.948251 + Penalty 911.774762 = -31637.173489 nChanged 3 SP:Iteration 9Q (144.637874 sec): 3 clusters Score: Raw -32551.318221 + Penalty 915.145245 = -31636.172976 nChanged 1 SP:Iteration 10F (144.639028 sec): 3 clusters Score: Raw -32551.745696 + Penalty 915.145245 = -31636.600451 nChanged 0 Memory request: 0.02 GB would take us to total of 0.46 GB. Trying to split cluster 10 (2877 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (144.652527 sec): 2 clusters Score: Raw -179444.214972 + Penalty 517.276501 = -178926.938471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (144.658136 sec): 3 clusters Score: Raw -177697.583240 + Penalty 1033.904658 = -176663.678582 nChanged 1242 SP:Iteration 1F (144.663826 sec): 3 clusters Score: Raw -178405.197024 + Penalty 1032.711626 = -177372.485398 nChanged 301 SP:Iteration 2F (144.669516 sec): 3 clusters Score: Raw -178565.256513 + Penalty 1031.407333 = -177533.849180 nChanged 191 SP:Iteration 3F (144.675044 sec): 3 clusters Score: Raw -178731.552765 + Penalty 1031.026401 = -177700.526364 nChanged 204 SP:Iteration 4F (144.680550 sec): 3 clusters Score: Raw -178904.713282 + Penalty 1031.472950 = -177873.240333 nChanged 171 SP:Iteration 5F (144.686076 sec): 3 clusters Score: Raw -179010.531577 + Penalty 1031.934531 = -177978.597046 nChanged 111 SP:Iteration 6Q (144.691511 sec): 3 clusters Score: Raw -179064.878348 + Penalty 1032.434168 = -178032.444180 nChanged 61 SP:Iteration 7Q (144.697085 sec): 3 clusters Score: Raw -179101.535121 + Penalty 1032.864666 = -178068.670456 nChanged 60 SP:Iteration 8Q (144.702450 sec): 3 clusters Score: Raw -179128.059457 + Penalty 1032.778740 = -178095.280716 nChanged 67 SP:Iteration 9Q (144.707793 sec): 3 clusters Score: Raw -179166.053934 + Penalty 1032.930306 = -178133.123628 nChanged 75 SP:Iteration 10F (144.713293 sec): 3 clusters Score: Raw -179203.713000 + Penalty 1032.594608 = -178171.118392 nChanged 58 SP:Iteration 11Q (144.718604 sec): 3 clusters Score: Raw -179231.624276 + Penalty 1032.103952 = -178199.520323 nChanged 60 SP:Iteration 12Q (144.723890 sec): 3 clusters Score: Raw -179259.456951 + Penalty 1031.499348 = -178227.957604 nChanged 46 SP:Iteration 13Q (144.729182 sec): 3 clusters Score: Raw -179274.388976 + Penalty 1031.163894 = -178243.225083 nChanged 26 SP:Iteration 14Q (144.734507 sec): 3 clusters Score: Raw -179279.451713 + Penalty 1030.796156 = -178248.655557 nChanged 17 SP:Iteration 15Q (144.739767 sec): 3 clusters Score: Raw -179282.479240 + Penalty 1030.595548 = -178251.883692 nChanged 12 SP:Iteration 16Q (144.745042 sec): 3 clusters Score: Raw -179283.537841 + Penalty 1030.505235 = -178253.032605 nChanged 7 SP:Iteration 17Q (144.750323 sec): 3 clusters Score: Raw -179284.263851 + Penalty 1030.403292 = -178253.860559 nChanged 6 SP:Iteration 18Q (144.755590 sec): 3 clusters Score: Raw -179285.063490 + Penalty 1030.338525 = -178254.724965 nChanged 6 SP:Iteration 19Q (144.760885 sec): 3 clusters Score: Raw -179285.568214 + Penalty 1030.181333 = -178255.386881 nChanged 5 SP:Iteration 20F (144.766499 sec): 3 clusters Score: Raw -179286.058566 + Penalty 1030.139118 = -178255.919448 nChanged 2 SP:Iteration 21Q (144.771855 sec): 3 clusters Score: Raw -179286.256557 + Penalty 1030.110055 = -178256.146501 nChanged 1 SP:Iteration 22Q (144.777174 sec): 3 clusters Score: Raw -179286.287093 + Penalty 1030.048497 = -178256.238596 nChanged 1 SP:Iteration 23Q (144.782473 sec): 3 clusters Score: Raw -179286.342988 + Penalty 1030.013140 = -178256.329848 nChanged 1 SP:Iteration 24Q (144.787768 sec): 3 clusters Score: Raw -179286.392626 + Penalty 1029.945690 = -178256.446936 nChanged 1 SP:Iteration 25Q (144.793110 sec): 3 clusters Score: Raw -179286.473832 + Penalty 1029.945690 = -178256.528142 nChanged 0 SP:Iteration 26F (144.798709 sec): 3 clusters Score: Raw -179286.473832 + Penalty 1029.945690 = -178256.528142 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 11 (2547 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (144.809734 sec): 2 clusters Score: Raw -151251.537358 + Penalty 334.090500 = -150917.446859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (144.814717 sec): 3 clusters Score: Raw -149655.839614 + Penalty 673.782439 = -148982.057175 nChanged 1126 SP:Iteration 1F (144.819541 sec): 3 clusters Score: Raw -150380.882981 + Penalty 682.860163 = -149698.022818 nChanged 340 SP:Iteration 2F (144.824293 sec): 3 clusters Score: Raw -150587.748508 + Penalty 688.008741 = -149899.739767 nChanged 212 SP:Iteration 3F (144.829024 sec): 3 clusters Score: Raw -150774.924214 + Penalty 689.042575 = -150085.881638 nChanged 163 SP:Iteration 4F (144.833733 sec): 3 clusters Score: Raw -150913.731879 + Penalty 682.486718 = -150231.245161 nChanged 115 SP:Iteration 5Q (144.838426 sec): 3 clusters Score: Raw -150990.354602 + Penalty 674.364291 = -150315.990311 nChanged 72 SP:Iteration 6Q (144.843116 sec): 3 clusters Score: Raw -151015.687947 + Penalty 667.009220 = -150348.678727 nChanged 47 SP:Iteration 7Q (144.847833 sec): 3 clusters Score: Raw -151029.643879 + Penalty 663.115144 = -150366.528736 nChanged 33 SP:Iteration 8Q (144.852522 sec): 3 clusters Score: Raw -151037.424285 + Penalty 659.924210 = -150377.500075 nChanged 23 SP:Iteration 9Q (144.857191 sec): 3 clusters Score: Raw -151041.415907 + Penalty 658.081516 = -150383.334391 nChanged 21 SP:Iteration 10F (144.861914 sec): 3 clusters Score: Raw -151044.275551 + Penalty 657.315868 = -150386.959683 nChanged 11 SP:Iteration 11Q (144.866647 sec): 3 clusters Score: Raw -151045.091575 + Penalty 657.451067 = -150387.640508 nChanged 6 SP:Iteration 12Q (144.871461 sec): 3 clusters Score: Raw -151045.538784 + Penalty 657.390509 = -150388.148276 nChanged 4 SP:Iteration 13Q (144.876163 sec): 3 clusters Score: Raw -151045.735194 + Penalty 657.743483 = -150387.991711 nChanged 5 SP:Iteration 14F (144.880880 sec): 3 clusters Score: Raw -151046.033621 + Penalty 657.815553 = -150388.218067 nChanged 3 SP:Iteration 15Q (144.885668 sec): 3 clusters Score: Raw -151046.186339 + Penalty 657.830015 = -150388.356324 nChanged 2 SP:Iteration 16Q (144.890482 sec): 3 clusters Score: Raw -151046.321188 + Penalty 657.823166 = -150388.498022 nChanged 1 SP:Iteration 17Q (144.895319 sec): 3 clusters Score: Raw -151046.392260 + Penalty 657.823166 = -150388.569093 nChanged 0 SP:Iteration 18F (144.900206 sec): 3 clusters Score: Raw -151046.392260 + Penalty 657.823166 = -150388.569093 nChanged 0 Memory request: 0.01 GB would take us to total of 0.45 GB. Trying to split cluster 13 (820 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (144.904405 sec): 2 clusters Score: Raw -48842.772228 + Penalty 506.199017 = -48336.573211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (144.906178 sec): 3 clusters Score: Raw -48440.896385 + Penalty 1015.904230 = -47424.992155 nChanged 286 SP:Iteration 1F (144.907889 sec): 3 clusters Score: Raw -48622.247192 + Penalty 1022.339997 = -47599.907195 nChanged 74 SP:Iteration 2F (144.909574 sec): 3 clusters Score: Raw -48690.719458 + Penalty 1033.725719 = -47656.993739 nChanged 51 SP:Iteration 3F (144.911239 sec): 3 clusters Score: Raw -48742.550314 + Penalty 1044.583218 = -47697.967096 nChanged 33 SP:Iteration 4Q (144.912895 sec): 3 clusters Score: Raw -48781.147415 + Penalty 1061.178828 = -47719.968587 nChanged 37 SP:Iteration 5Q (144.914532 sec): 3 clusters Score: Raw -48817.022124 + Penalty 1075.909917 = -47741.112208 nChanged 29 SP:Iteration 6Q (144.916151 sec): 3 clusters Score: Raw -48840.040073 + Penalty 1091.569555 = -47748.470517 nChanged 25 SP:Iteration 7Q (144.917770 sec): 3 clusters Score: Raw -48860.453857 + Penalty 1106.428127 = -47754.025730 nChanged 20 SP:Iteration 8Q (144.919363 sec): 3 clusters Score: Raw -48877.724691 + Penalty 1124.316023 = -47753.408668 nChanged 21 SP:Iteration 9F (144.921014 sec): 3 clusters Score: Raw -48900.979638 + Penalty 1140.177231 = -47760.802408 nChanged 15 SP:Iteration 10F (144.922678 sec): 3 clusters Score: Raw -48916.189910 + Penalty 1146.488128 = -47769.701781 nChanged 8 SP:Iteration 11Q (144.924221 sec): 3 clusters Score: Raw -48923.302271 + Penalty 1151.240651 = -47772.061620 nChanged 5 SP:Iteration 12Q (144.925789 sec): 3 clusters Score: Raw -48927.123337 + Penalty 1152.462365 = -47774.660973 nChanged 2 SP:Iteration 13Q (144.927332 sec): 3 clusters Score: Raw -48927.955729 + Penalty 1152.462365 = -47775.493364 nChanged 0 SP:Iteration 14F (144.928962 sec): 3 clusters Score: Raw -48927.955729 + Penalty 1152.462365 = -47775.493364 nChanged 0 Memory request: 0.01 GB would take us to total of 0.45 GB. Trying to split cluster 14 (628 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (144.931159 sec): 2 clusters Score: Raw -36601.153039 + Penalty 298.259251 = -36302.893787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (144.932544 sec): 3 clusters Score: Raw -36247.711345 + Penalty 597.903218 = -35649.808127 nChanged 217 SP:Iteration 1F (144.933914 sec): 3 clusters Score: Raw -36389.986536 + Penalty 609.310935 = -35780.675601 nChanged 89 SP:Iteration 2F (144.935265 sec): 3 clusters Score: Raw -36461.979055 + Penalty 616.917905 = -35845.061151 nChanged 67 SP:Iteration 3F (144.936630 sec): 3 clusters Score: Raw -36531.833573 + Penalty 623.623247 = -35908.210326 nChanged 48 SP:Iteration 4F (144.938004 sec): 3 clusters Score: Raw -36567.588894 + Penalty 625.760190 = -35941.828704 nChanged 22 SP:Iteration 5Q (144.939382 sec): 3 clusters Score: Raw -36580.949436 + Penalty 633.660693 = -35947.288743 nChanged 16 SP:Iteration 6Q (144.940764 sec): 3 clusters Score: Raw -36591.674890 + Penalty 637.872059 = -35953.802831 nChanged 21 SP:Iteration 7Q (144.942162 sec): 3 clusters Score: Raw -36606.033970 + Penalty 652.920680 = -35953.113289 nChanged 17 SP:Iteration 8F (144.943591 sec): 3 clusters Score: Raw -36619.356681 + Penalty 658.361370 = -35960.995311 nChanged 10 SP:Iteration 9Q (144.945006 sec): 3 clusters Score: Raw -36625.995835 + Penalty 665.525979 = -35960.469856 nChanged 8 SP:Iteration 10F (144.946424 sec): 3 clusters Score: Raw -36632.221982 + Penalty 669.981202 = -35962.240781 nChanged 5 SP:Iteration 11Q (144.947865 sec): 3 clusters Score: Raw -36636.741131 + Penalty 674.114754 = -35962.626376 nChanged 4 SP:Iteration 12Q (144.949285 sec): 3 clusters Score: Raw -36638.841898 + Penalty 678.236312 = -35960.605586 nChanged 3 SP:Iteration 13F (144.950712 sec): 3 clusters Score: Raw -36641.303515 + Penalty 680.015086 = -35961.288429 nChanged 3 SP:Iteration 14Q (144.952112 sec): 3 clusters Score: Raw -36642.149231 + Penalty 680.015086 = -35962.134145 nChanged 0 SP:Iteration 15F (144.953548 sec): 3 clusters Score: Raw -36642.149231 + Penalty 680.015086 = -35962.134145 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 15 (222 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (144.954641 sec): 2 clusters Score: Raw -10372.684500 + Penalty 310.903435 = -10061.781065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (144.955290 sec): 3 clusters Score: Raw -10348.266237 + Penalty 620.947526 = -9727.318710 nChanged 55 SP:Iteration 1F (144.955905 sec): 3 clusters Score: Raw -10422.422954 + Penalty 618.580720 = -9803.842234 nChanged 19 SP:Iteration 2F (144.956515 sec): 3 clusters Score: Raw -10446.357929 + Penalty 621.197797 = -9825.160132 nChanged 9 SP:Iteration 3Q (144.957101 sec): 3 clusters Score: Raw -10458.708295 + Penalty 623.252583 = -9835.455712 nChanged 7 SP:Iteration 4Q (144.957681 sec): 3 clusters Score: Raw -10464.230456 + Penalty 626.353165 = -9837.877290 nChanged 6 SP:Iteration 5Q (144.958256 sec): 3 clusters Score: Raw -10469.485626 + Penalty 626.452568 = -9843.033058 nChanged 5 SP:Iteration 6Q (144.958830 sec): 3 clusters Score: Raw -10483.174152 + Penalty 627.506391 = -9855.667761 nChanged 3 SP:Iteration 7Q (144.959403 sec): 3 clusters Score: Raw -10485.616942 + Penalty 627.630068 = -9857.986875 nChanged 2 SP:Iteration 8Q (144.960005 sec): 3 clusters Score: Raw -10487.160990 + Penalty 632.312751 = -9854.848239 nChanged 2 SP:Iteration 9F (144.960608 sec): 3 clusters Score: Raw -10488.049070 + Penalty 632.312751 = -9855.736319 nChanged 0 Memory request: 0.01 GB would take us to total of 0.45 GB. Trying to split cluster 16 (865 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (144.963552 sec): 2 clusters Score: Raw -52263.409145 + Penalty 210.124058 = -52053.285086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (144.965414 sec): 3 clusters Score: Raw -51758.500260 + Penalty 423.507242 = -51334.993018 nChanged 366 SP:Iteration 1F (144.967270 sec): 3 clusters Score: Raw -52007.104858 + Penalty 426.969694 = -51580.135164 nChanged 85 SP:Iteration 2F (144.969091 sec): 3 clusters Score: Raw -52063.512081 + Penalty 430.307583 = -51633.204498 nChanged 59 SP:Iteration 3F (144.970928 sec): 3 clusters Score: Raw -52100.352159 + Penalty 435.138986 = -51665.213173 nChanged 41 SP:Iteration 4Q (144.972760 sec): 3 clusters Score: Raw -52134.474282 + Penalty 440.483276 = -51693.991006 nChanged 38 SP:Iteration 5Q (144.974567 sec): 3 clusters Score: Raw -52173.111939 + Penalty 446.752035 = -51726.359903 nChanged 31 SP:Iteration 6Q (144.976370 sec): 3 clusters Score: Raw -52206.283599 + Penalty 449.498347 = -51756.785252 nChanged 24 SP:Iteration 7Q (144.978128 sec): 3 clusters Score: Raw -52226.681766 + Penalty 452.788132 = -51773.893634 nChanged 22 SP:Iteration 8Q (144.979855 sec): 3 clusters Score: Raw -52244.064875 + Penalty 457.625249 = -51786.439626 nChanged 16 SP:Iteration 9Q (144.981558 sec): 3 clusters Score: Raw -52258.415472 + Penalty 458.304513 = -51800.110959 nChanged 14 SP:Iteration 10F (144.983397 sec): 3 clusters Score: Raw -52264.339416 + Penalty 459.910715 = -51804.428701 nChanged 7 SP:Iteration 11Q (144.985083 sec): 3 clusters Score: Raw -52266.999897 + Penalty 462.231122 = -51804.768775 nChanged 7 SP:Iteration 12Q (144.986792 sec): 3 clusters Score: Raw -52269.262886 + Penalty 463.037040 = -51806.225846 nChanged 2 SP:Iteration 13Q (144.988473 sec): 3 clusters Score: Raw -52269.880926 + Penalty 464.858499 = -51805.022427 nChanged 3 SP:Iteration 14F (144.990348 sec): 3 clusters Score: Raw -52272.694005 + Penalty 466.640171 = -51806.053834 nChanged 4 SP:Iteration 15Q (144.992059 sec): 3 clusters Score: Raw -52273.955353 + Penalty 466.601826 = -51807.353527 nChanged 1 SP:Iteration 16Q (144.993765 sec): 3 clusters Score: Raw -52274.977711 + Penalty 467.457387 = -51807.520324 nChanged 3 SP:Iteration 17Q (144.995453 sec): 3 clusters Score: Raw -52278.472360 + Penalty 468.136787 = -51810.335573 nChanged 1 SP:Iteration 18Q (144.997119 sec): 3 clusters Score: Raw -52279.748348 + Penalty 468.136787 = -51811.611561 nChanged 0 SP:Iteration 19F (144.998962 sec): 3 clusters Score: Raw -52279.748348 + Penalty 468.136787 = -51811.611561 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 17 (328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (145.001006 sec): 2 clusters Score: Raw -13804.192953 + Penalty 835.502169 = -12968.690784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (145.001841 sec): 3 clusters Score: Raw -13874.176657 + Penalty 1668.716456 = -12205.460201 nChanged 72 SP:Iteration 1F (145.002659 sec): 3 clusters Score: Raw -14047.129409 + Penalty 1670.412176 = -12376.717233 nChanged 26 SP:Iteration 2F (145.004985 sec): 3 clusters Score: Raw -14101.564562 + Penalty 1673.261107 = -12428.303456 nChanged 10 SP:Iteration 3Q (145.006667 sec): 3 clusters Score: Raw -14128.956776 + Penalty 1673.702176 = -12455.254600 nChanged 5 SP:Iteration 4Q (145.008236 sec): 3 clusters Score: Raw -14145.557037 + Penalty 1673.760309 = -12471.796729 nChanged 7 SP:Iteration 5Q (145.009703 sec): 3 clusters Score: Raw -14166.792129 + Penalty 1674.175700 = -12492.616429 nChanged 1 SP:Iteration 6Q (145.010929 sec): 3 clusters Score: Raw -14168.083388 + Penalty 1674.538362 = -12493.545026 nChanged 1 SP:Iteration 7Q (145.012195 sec): 3 clusters Score: Raw -14170.838760 + Penalty 1674.940957 = -12495.897803 nChanged 1 SP:Iteration 8Q (145.013405 sec): 3 clusters Score: Raw -14175.705015 + Penalty 1675.260305 = -12500.444711 nChanged 1 SP:Iteration 9Q (145.014460 sec): 3 clusters Score: Raw -14182.088463 + Penalty 1675.719174 = -12506.369288 nChanged 1 SP:Iteration 10F (145.015608 sec): 3 clusters Score: Raw -14185.002351 + Penalty 1675.719174 = -12509.283177 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 19 (271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (145.016945 sec): 2 clusters Score: Raw -16567.301203 + Penalty 679.894894 = -15887.406310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (145.017660 sec): 3 clusters Score: Raw -16564.679687 + Penalty 1361.280085 = -15203.399601 nChanged 49 SP:Iteration 1F (145.018352 sec): 3 clusters Score: Raw -16679.740996 + Penalty 1364.028577 = -15315.712418 nChanged 20 SP:Iteration 2F (145.019044 sec): 3 clusters Score: Raw -16722.502368 + Penalty 1364.377873 = -15358.124496 nChanged 13 SP:Iteration 3Q (145.019710 sec): 3 clusters Score: Raw -16749.278080 + Penalty 1365.662254 = -15383.615826 nChanged 5 SP:Iteration 4Q (145.020365 sec): 3 clusters Score: Raw -16759.944088 + Penalty 1366.836325 = -15393.107763 nChanged 4 SP:Iteration 5Q (145.021004 sec): 3 clusters Score: Raw -16765.860637 + Penalty 1368.365566 = -15397.495071 nChanged 3 SP:Iteration 6Q (145.021640 sec): 3 clusters Score: Raw -16769.039367 + Penalty 1368.076987 = -15400.962380 nChanged 4 SP:Iteration 7Q (145.022278 sec): 3 clusters Score: Raw -16777.787056 + Penalty 1371.874378 = -15405.912678 nChanged 5 SP:Iteration 8Q (145.022938 sec): 3 clusters Score: Raw -16784.287206 + Penalty 1374.383824 = -15409.903382 nChanged 8 SP:Iteration 9Q (145.023574 sec): 3 clusters Score: Raw -16797.484561 + Penalty 1376.004185 = -15421.480376 nChanged 3 SP:Iteration 10F (145.024240 sec): 3 clusters Score: Raw -16799.029353 + Penalty 1376.837383 = -15422.191970 nChanged 1 SP:Iteration 11Q (145.024872 sec): 3 clusters Score: Raw -16800.022005 + Penalty 1376.837383 = -15423.184622 nChanged 0 SP:Iteration 12F (145.025545 sec): 3 clusters Score: Raw -16800.022005 + Penalty 1376.837383 = -15423.184622 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 20 (1202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (145.031641 sec): 2 clusters Score: Raw -68830.452420 + Penalty 293.922865 = -68536.529555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (145.033935 sec): 3 clusters Score: Raw -68157.891045 + Penalty 585.551398 = -67572.339648 nChanged 469 SP:Iteration 1F (145.036175 sec): 3 clusters Score: Raw -68473.478596 + Penalty 583.223887 = -67890.254709 nChanged 133 SP:Iteration 2F (145.038406 sec): 3 clusters Score: Raw -68556.843131 + Penalty 581.494166 = -67975.348965 nChanged 89 SP:Iteration 3F (145.040639 sec): 3 clusters Score: Raw -68610.164069 + Penalty 585.415260 = -68024.748810 nChanged 80 SP:Iteration 4F (145.042878 sec): 3 clusters Score: Raw -68665.972605 + Penalty 597.443846 = -68068.528759 nChanged 73 SP:Iteration 5F (145.045113 sec): 3 clusters Score: Raw -68733.542912 + Penalty 622.522048 = -68111.020864 nChanged 70 SP:Iteration 6F (145.047345 sec): 3 clusters Score: Raw -68812.441276 + Penalty 654.345270 = -68158.096005 nChanged 39 SP:Iteration 7Q (145.049478 sec): 3 clusters Score: Raw -68852.973393 + Penalty 678.859960 = -68174.113433 nChanged 21 SP:Iteration 8Q (145.051573 sec): 3 clusters Score: Raw -68870.417050 + Penalty 694.900970 = -68175.516080 nChanged 10 SP:Iteration 9Q (145.053570 sec): 3 clusters Score: Raw -68874.967278 + Penalty 701.298319 = -68173.668958 nChanged 6 SP:Iteration 10F (145.055800 sec): 3 clusters Score: Raw -68878.435236 + Penalty 710.650224 = -68167.785013 nChanged 3 SP:Iteration 11F (145.058133 sec): 3 clusters Score: Raw -68882.910937 + Penalty 715.207405 = -68167.703532 nChanged 1 SP:Iteration 12F (145.060509 sec): 3 clusters Score: Raw -68883.382979 + Penalty 715.207405 = -68168.175574 nChanged 0 Memory request: 0.13 GB would take us to total of 0.58 GB. Trying to split cluster 22 (28436 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (145.184136 sec): 2 clusters Score: Raw -1553606.402795 + Penalty 95.300277 = -1553511.102518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (145.237893 sec): 3 clusters Score: Raw -1534195.651973 + Penalty 188.688892 = -1534006.963081 nChanged 13974 SP:Iteration 1F (145.290750 sec): 3 clusters Score: Raw -1546906.134500 + Penalty 164.683632 = -1546741.450868 nChanged 2837 SP:Iteration 2F (145.343921 sec): 3 clusters Score: Raw -1549349.213730 + Penalty 160.560420 = -1549188.653310 nChanged 1480 SP:Iteration 3F (145.396665 sec): 3 clusters Score: Raw -1550324.517390 + Penalty 158.923168 = -1550165.594222 nChanged 1176 SP:Iteration 4Q (145.452924 sec): 3 clusters Score: Raw -1551181.583478 + Penalty 156.699141 = -1551024.884337 nChanged 961 SP:Iteration 5Q (145.508668 sec): 3 clusters Score: Raw -1551956.051334 + Penalty 155.258156 = -1551800.793178 nChanged 736 SP:Iteration 6Q (145.563950 sec): 3 clusters Score: Raw -1552557.872690 + Penalty 154.309792 = -1552403.562898 nChanged 479 SP:Iteration 7Q (145.618169 sec): 3 clusters Score: Raw -1552940.980794 + Penalty 154.001550 = -1552786.979244 nChanged 281 SP:Iteration 8Q (145.664464 sec): 3 clusters Score: Raw -1553186.218063 + Penalty 154.297258 = -1553031.920805 nChanged 142 SP:Iteration 9Q (145.709045 sec): 3 clusters Score: Raw -1553333.202640 + Penalty 154.601336 = -1553178.601304 nChanged 100 SP:Iteration 10F (145.761860 sec): 3 clusters Score: Raw -1553427.735456 + Penalty 154.781192 = -1553272.954264 nChanged 79 SP:Iteration 11Q (145.805023 sec): 3 clusters Score: Raw -1553465.960479 + Penalty 154.963456 = -1553310.997023 nChanged 35 SP:Iteration 12Q (145.847466 sec): 3 clusters Score: Raw -1553479.233194 + Penalty 155.344648 = -1553323.888546 nChanged 32 SP:Iteration 13Q (145.890038 sec): 3 clusters Score: Raw -1553491.526719 + Penalty 155.824858 = -1553335.701861 nChanged 32 SP:Iteration 14Q (145.932602 sec): 3 clusters Score: Raw -1553501.285988 + Penalty 156.308429 = -1553344.977558 nChanged 36 SP:Iteration 15Q (145.974562 sec): 3 clusters Score: Raw -1553513.278919 + Penalty 155.331710 = -1553357.947209 nChanged 30 SP:Iteration 16Q (146.016356 sec): 3 clusters Score: Raw -1553522.395916 + Penalty 155.855530 = -1553366.540386 nChanged 26 SP:Iteration 17Q (146.058428 sec): 3 clusters Score: Raw -1553531.124961 + Penalty 155.711003 = -1553375.413958 nChanged 21 SP:Iteration 18Q (146.100534 sec): 3 clusters Score: Raw -1553537.849434 + Penalty 156.249248 = -1553381.600186 nChanged 23 SP:Iteration 19Q (146.143559 sec): 3 clusters Score: Raw -1553544.285266 + Penalty 156.125627 = -1553388.159640 nChanged 19 SP:Iteration 20F (146.195690 sec): 3 clusters Score: Raw -1553549.218053 + Penalty 156.712740 = -1553392.505313 nChanged 20 SP:Iteration 21Q (146.237203 sec): 3 clusters Score: Raw -1553554.773448 + Penalty 157.172612 = -1553397.600836 nChanged 17 SP:Iteration 22Q (146.278445 sec): 3 clusters Score: Raw -1553559.062820 + Penalty 157.570766 = -1553401.492054 nChanged 12 SP:Iteration 23Q (146.319957 sec): 3 clusters Score: Raw -1553563.975460 + Penalty 158.012251 = -1553405.963209 nChanged 11 SP:Iteration 24Q (146.361195 sec): 3 clusters Score: Raw -1553571.074468 + Penalty 153.138634 = -1553417.935834 nChanged 8 SP:Iteration 25Q (146.402767 sec): 3 clusters Score: Raw -1553575.256180 + Penalty 153.354346 = -1553421.901833 nChanged 9 SP:Iteration 26Q (146.444104 sec): 3 clusters Score: Raw -1553579.804228 + Penalty 153.052517 = -1553426.751710 nChanged 7 SP:Iteration 27Q (146.485532 sec): 3 clusters Score: Raw -1553583.596391 + Penalty 153.119853 = -1553430.476537 nChanged 9 SP:Iteration 28Q (146.526771 sec): 3 clusters Score: Raw -1553585.332224 + Penalty 153.279797 = -1553432.052427 nChanged 6 SP:Iteration 29Q (146.568499 sec): 3 clusters Score: Raw -1553586.645861 + Penalty 153.420274 = -1553433.225587 nChanged 5 SP:Iteration 30F (146.621537 sec): 3 clusters Score: Raw -1553587.600885 + Penalty 153.659877 = -1553433.941008 nChanged 8 SP:Iteration 31Q (146.663722 sec): 3 clusters Score: Raw -1553589.109077 + Penalty 153.710976 = -1553435.398101 nChanged 3 SP:Iteration 32Q (146.704911 sec): 3 clusters Score: Raw -1553589.357025 + Penalty 153.808208 = -1553435.548817 nChanged 3 SP:Iteration 33Q (146.746836 sec): 3 clusters Score: Raw -1553589.596450 + Penalty 153.874728 = -1553435.721721 nChanged 2 SP:Iteration 34Q (146.791892 sec): 3 clusters Score: Raw -1553589.715949 + Penalty 153.754865 = -1553435.961084 nChanged 3 SP:Iteration 35Q (146.844643 sec): 3 clusters Score: Raw -1553590.213600 + Penalty 153.836035 = -1553436.377566 nChanged 4 SP:Iteration 36Q (146.893132 sec): 3 clusters Score: Raw -1553590.703738 + Penalty 153.978034 = -1553436.725704 nChanged 4 SP:Iteration 37Q (146.941840 sec): 3 clusters Score: Raw -1553591.187107 + Penalty 154.126448 = -1553437.060660 nChanged 4 SP:Iteration 38Q (146.990236 sec): 3 clusters Score: Raw -1553591.644349 + Penalty 154.281699 = -1553437.362650 nChanged 4 SP:Iteration 39Q (147.038842 sec): 3 clusters Score: Raw -1553592.270853 + Penalty 154.440679 = -1553437.830175 nChanged 5 SP:Iteration 40F (147.098512 sec): 3 clusters Score: Raw -1553593.328175 + Penalty 154.885070 = -1553438.443104 nChanged 10 SP:Iteration 41Q (147.146892 sec): 3 clusters Score: Raw -1553597.884628 + Penalty 155.230582 = -1553442.654046 nChanged 9 SP:Iteration 42Q (147.198433 sec): 3 clusters Score: Raw -1553601.266404 + Penalty 155.608931 = -1553445.657473 nChanged 7 SP:Iteration 43Q (147.240018 sec): 3 clusters Score: Raw -1553603.408767 + Penalty 155.611039 = -1553447.797728 nChanged 7 SP:Iteration 44Q (147.281484 sec): 3 clusters Score: Raw -1553606.145322 + Penalty 155.919423 = -1553450.225899 nChanged 7 SP:Iteration 45Q (147.322971 sec): 3 clusters Score: Raw -1553607.551708 + Penalty 155.853305 = -1553451.698402 nChanged 3 SP:Iteration 46Q (147.364173 sec): 3 clusters Score: Raw -1553608.104078 + Penalty 156.052507 = -1553452.051571 nChanged 3 SP:Iteration 47Q (147.405586 sec): 3 clusters Score: Raw -1553608.388701 + Penalty 156.052507 = -1553452.336193 nChanged 0 SP:Iteration 48F (147.458336 sec): 3 clusters Score: Raw -1553608.388701 + Penalty 156.052507 = -1553452.336193 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 23 (508 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.476453 sec): 2 clusters Score: Raw -33406.482717 + Penalty 419.862954 = -32986.619763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.477537 sec): 3 clusters Score: Raw -33176.735170 + Penalty 840.604599 = -32336.130571 nChanged 180 SP:Iteration 1F (147.478617 sec): 3 clusters Score: Raw -33305.959905 + Penalty 841.127781 = -32464.832124 nChanged 36 SP:Iteration 2F (147.479691 sec): 3 clusters Score: Raw -33327.390302 + Penalty 841.451757 = -32485.938545 nChanged 15 SP:Iteration 3Q (147.480758 sec): 3 clusters Score: Raw -33334.489078 + Penalty 841.377068 = -32493.112010 nChanged 10 SP:Iteration 4Q (147.481822 sec): 3 clusters Score: Raw -33338.766091 + Penalty 841.531206 = -32497.234885 nChanged 3 SP:Iteration 5Q (147.482886 sec): 3 clusters Score: Raw -33341.617729 + Penalty 841.432751 = -32500.184978 nChanged 2 SP:Iteration 6Q (147.483950 sec): 3 clusters Score: Raw -33341.970261 + Penalty 841.432751 = -32500.537509 nChanged 0 SP:Iteration 7F (147.485025 sec): 3 clusters Score: Raw -33341.970261 + Penalty 841.432751 = -32500.537509 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 24 (222 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.486630 sec): 2 clusters Score: Raw -12596.427201 + Penalty 471.345887 = -12125.081314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.487263 sec): 3 clusters Score: Raw -12531.118349 + Penalty 942.024439 = -11589.093910 nChanged 48 SP:Iteration 1F (147.487850 sec): 3 clusters Score: Raw -12588.055071 + Penalty 940.787023 = -11647.268049 nChanged 22 SP:Iteration 2F (147.488436 sec): 3 clusters Score: Raw -12627.122885 + Penalty 939.906713 = -11687.216172 nChanged 11 SP:Iteration 3Q (147.489010 sec): 3 clusters Score: Raw -12645.355118 + Penalty 937.276639 = -11708.078479 nChanged 11 SP:Iteration 4Q (147.489578 sec): 3 clusters Score: Raw -12668.724171 + Penalty 935.047350 = -11733.676821 nChanged 11 SP:Iteration 5Q (147.490144 sec): 3 clusters Score: Raw -12682.684305 + Penalty 931.475374 = -11751.208931 nChanged 6 SP:Iteration 6Q (147.490706 sec): 3 clusters Score: Raw -12689.493200 + Penalty 932.608091 = -11756.885109 nChanged 1 SP:Iteration 7Q (147.491266 sec): 3 clusters Score: Raw -12690.402321 + Penalty 932.608091 = -11757.794230 nChanged 0 SP:Iteration 8F (147.491849 sec): 3 clusters Score: Raw -12690.402321 + Penalty 932.608091 = -11757.794230 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 25 (1461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.499229 sec): 2 clusters Score: Raw -96401.283417 + Penalty 627.295694 = -95773.987723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.502016 sec): 3 clusters Score: Raw -95619.988475 + Penalty 1256.320403 = -94363.668072 nChanged 564 SP:Iteration 1F (147.504742 sec): 3 clusters Score: Raw -95994.815081 + Penalty 1261.051799 = -94733.763282 nChanged 135 SP:Iteration 2F (147.507426 sec): 3 clusters Score: Raw -96084.945106 + Penalty 1271.066706 = -94813.878399 nChanged 111 SP:Iteration 3F (147.510099 sec): 3 clusters Score: Raw -96169.681401 + Penalty 1284.104322 = -94885.577079 nChanged 92 SP:Iteration 4F (147.512770 sec): 3 clusters Score: Raw -96250.761588 + Penalty 1299.325936 = -94951.435652 nChanged 83 SP:Iteration 5F (147.515489 sec): 3 clusters Score: Raw -96332.094371 + Penalty 1315.125603 = -95016.968768 nChanged 73 SP:Iteration 6Q (147.518169 sec): 3 clusters Score: Raw -96395.622553 + Penalty 1330.340807 = -95065.281747 nChanged 58 SP:Iteration 7Q (147.520904 sec): 3 clusters Score: Raw -96444.048202 + Penalty 1347.179065 = -95096.869137 nChanged 51 SP:Iteration 8Q (147.523576 sec): 3 clusters Score: Raw -96487.043837 + Penalty 1362.977924 = -95124.065913 nChanged 31 SP:Iteration 9Q (147.526207 sec): 3 clusters Score: Raw -96510.085403 + Penalty 1374.995234 = -95135.090169 nChanged 21 SP:Iteration 10F (147.528890 sec): 3 clusters Score: Raw -96526.509456 + Penalty 1385.136617 = -95141.372838 nChanged 16 SP:Iteration 11Q (147.531487 sec): 3 clusters Score: Raw -96537.290513 + Penalty 1391.167762 = -95146.122751 nChanged 13 SP:Iteration 12Q (147.534054 sec): 3 clusters Score: Raw -96543.729257 + Penalty 1394.471384 = -95149.257873 nChanged 10 SP:Iteration 13Q (147.536638 sec): 3 clusters Score: Raw -96548.108733 + Penalty 1396.637026 = -95151.471707 nChanged 8 SP:Iteration 14Q (147.539220 sec): 3 clusters Score: Raw -96552.308187 + Penalty 1397.586971 = -95154.721217 nChanged 2 SP:Iteration 15Q (147.541720 sec): 3 clusters Score: Raw -96553.028575 + Penalty 1397.692203 = -95155.336372 nChanged 2 SP:Iteration 16Q (147.544218 sec): 3 clusters Score: Raw -96553.426871 + Penalty 1397.716628 = -95155.710243 nChanged 1 SP:Iteration 17Q (147.546730 sec): 3 clusters Score: Raw -96553.796279 + Penalty 1397.716628 = -95156.079650 nChanged 0 SP:Iteration 18F (147.549391 sec): 3 clusters Score: Raw -96553.796279 + Penalty 1397.716628 = -95156.079650 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 33 (454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.561022 sec): 2 clusters Score: Raw -25159.921652 + Penalty 817.591411 = -24342.330241 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.562103 sec): 3 clusters Score: Raw -25107.058296 + Penalty 1641.941660 = -23465.116636 nChanged 116 SP:Iteration 1F (147.563129 sec): 3 clusters Score: Raw -25295.952026 + Penalty 1644.523541 = -23651.428485 nChanged 30 SP:Iteration 2F (147.564153 sec): 3 clusters Score: Raw -25355.267708 + Penalty 1649.238058 = -23706.029650 nChanged 20 SP:Iteration 3Q (147.565095 sec): 3 clusters Score: Raw -25390.828865 + Penalty 1649.410870 = -23741.417995 nChanged 9 SP:Iteration 4Q (147.566027 sec): 3 clusters Score: Raw -25406.632503 + Penalty 1649.334797 = -23757.297706 nChanged 7 SP:Iteration 5Q (147.566953 sec): 3 clusters Score: Raw -25414.957794 + Penalty 1650.827610 = -23764.130184 nChanged 3 SP:Iteration 6Q (147.567878 sec): 3 clusters Score: Raw -25427.646839 + Penalty 1651.512915 = -23776.133923 nChanged 4 SP:Iteration 7Q (147.568820 sec): 3 clusters Score: Raw -25433.925991 + Penalty 1650.821991 = -23783.104000 nChanged 2 SP:Iteration 8Q (147.569748 sec): 3 clusters Score: Raw -25439.151712 + Penalty 1651.241592 = -23787.910120 nChanged 1 SP:Iteration 9Q (147.570670 sec): 3 clusters Score: Raw -25440.274542 + Penalty 1651.261351 = -23789.013191 nChanged 1 SP:Iteration 10F (147.571647 sec): 3 clusters Score: Raw -25441.034779 + Penalty 1651.261351 = -23789.773428 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 37 (352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.573099 sec): 2 clusters Score: Raw -22125.942567 + Penalty 651.642457 = -21474.300111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.573922 sec): 3 clusters Score: Raw -22035.380924 + Penalty 1303.780521 = -20731.600403 nChanged 94 SP:Iteration 1F (147.574729 sec): 3 clusters Score: Raw -22189.491820 + Penalty 1303.284914 = -20886.206907 nChanged 37 SP:Iteration 2F (147.576395 sec): 3 clusters Score: Raw -22275.038646 + Penalty 1308.826636 = -20966.212009 nChanged 18 SP:Iteration 3F (147.578198 sec): 3 clusters Score: Raw -22312.836753 + Penalty 1303.987394 = -21008.849359 nChanged 13 SP:Iteration 4Q (147.579581 sec): 3 clusters Score: Raw -22336.989204 + Penalty 1301.824069 = -21035.165135 nChanged 11 SP:Iteration 5Q (147.580905 sec): 3 clusters Score: Raw -22353.647742 + Penalty 1302.548914 = -21051.098828 nChanged 5 SP:Iteration 6Q (147.582220 sec): 3 clusters Score: Raw -22364.370465 + Penalty 1303.284914 = -21061.085552 nChanged 5 SP:Iteration 7Q (147.583352 sec): 3 clusters Score: Raw -22379.122798 + Penalty 1306.202321 = -21072.920477 nChanged 6 SP:Iteration 8Q (147.584477 sec): 3 clusters Score: Raw -22390.125612 + Penalty 1306.284066 = -21083.841546 nChanged 6 SP:Iteration 9Q (147.585322 sec): 3 clusters Score: Raw -22405.488029 + Penalty 1306.359567 = -21099.128462 nChanged 6 SP:Iteration 10F (147.586187 sec): 3 clusters Score: Raw -22412.525279 + Penalty 1305.579490 = -21106.945789 nChanged 1 SP:Iteration 11Q (147.586992 sec): 3 clusters Score: Raw -22414.478413 + Penalty 1306.276970 = -21108.201442 nChanged 1 SP:Iteration 12Q (147.587791 sec): 3 clusters Score: Raw -22415.984067 + Penalty 1306.276970 = -21109.707097 nChanged 0 SP:Iteration 13F (147.588646 sec): 3 clusters Score: Raw -22415.984067 + Penalty 1306.276970 = -21109.707097 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 38 (383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.590209 sec): 2 clusters Score: Raw -21073.171074 + Penalty 694.013704 = -20379.157369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.591083 sec): 3 clusters Score: Raw -20971.027220 + Penalty 1391.833126 = -19579.194093 nChanged 99 SP:Iteration 1F (147.591942 sec): 3 clusters Score: Raw -21075.376840 + Penalty 1397.332791 = -19678.044049 nChanged 28 SP:Iteration 2F (147.592799 sec): 3 clusters Score: Raw -21135.727657 + Penalty 1404.398935 = -19731.328722 nChanged 25 SP:Iteration 3F (147.593657 sec): 3 clusters Score: Raw -21184.288415 + Penalty 1408.662292 = -19775.626122 nChanged 16 SP:Iteration 4Q (147.594515 sec): 3 clusters Score: Raw -21233.779292 + Penalty 1413.035825 = -19820.743467 nChanged 16 SP:Iteration 5Q (147.595331 sec): 3 clusters Score: Raw -21285.181776 + Penalty 1419.345137 = -19865.836638 nChanged 13 SP:Iteration 6Q (147.596126 sec): 3 clusters Score: Raw -21331.345221 + Penalty 1425.737169 = -19905.608053 nChanged 9 SP:Iteration 7Q (147.596918 sec): 3 clusters Score: Raw -21367.700743 + Penalty 1429.164141 = -19938.536603 nChanged 9 SP:Iteration 8Q (147.597691 sec): 3 clusters Score: Raw -21407.376582 + Penalty 1433.241948 = -19974.134634 nChanged 7 SP:Iteration 9Q (147.598454 sec): 3 clusters Score: Raw -21436.687662 + Penalty 1441.140773 = -19995.546889 nChanged 7 SP:Iteration 10F (147.599313 sec): 3 clusters Score: Raw -21468.171558 + Penalty 1446.420167 = -20021.751391 nChanged 5 SP:Iteration 11Q (147.600065 sec): 3 clusters Score: Raw -21481.436598 + Penalty 1451.032391 = -20030.404207 nChanged 4 SP:Iteration 12Q (147.600806 sec): 3 clusters Score: Raw -21495.523607 + Penalty 1452.525518 = -20042.998089 nChanged 2 SP:Iteration 13Q (147.601542 sec): 3 clusters Score: Raw -21515.320809 + Penalty 1452.999218 = -20062.321591 nChanged 1 SP:Iteration 14Q (147.602273 sec): 3 clusters Score: Raw -21520.902485 + Penalty 1455.201739 = -20065.700746 nChanged 1 SP:Iteration 15Q (147.603050 sec): 3 clusters Score: Raw -21527.872230 + Penalty 1455.201739 = -20072.670491 nChanged 0 SP:Iteration 16F (147.603909 sec): 3 clusters Score: Raw -21527.872230 + Penalty 1455.201739 = -20072.670491 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 44 (521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.606820 sec): 2 clusters Score: Raw -33437.822949 + Penalty 737.045490 = -32700.777458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.607938 sec): 3 clusters Score: Raw -33265.835804 + Penalty 1476.072945 = -31789.762859 nChanged 135 SP:Iteration 1F (147.609038 sec): 3 clusters Score: Raw -33394.733103 + Penalty 1477.777742 = -31916.955361 nChanged 39 SP:Iteration 2F (147.610132 sec): 3 clusters Score: Raw -33435.932182 + Penalty 1479.345325 = -31956.586856 nChanged 17 SP:Iteration 3Q (147.611207 sec): 3 clusters Score: Raw -33452.292131 + Penalty 1480.372278 = -31971.919853 nChanged 12 SP:Iteration 4Q (147.612283 sec): 3 clusters Score: Raw -33463.650748 + Penalty 1481.175170 = -31982.475578 nChanged 12 SP:Iteration 5Q (147.613367 sec): 3 clusters Score: Raw -33480.107746 + Penalty 1481.905652 = -31998.202094 nChanged 6 SP:Iteration 6Q (147.614433 sec): 3 clusters Score: Raw -33485.574448 + Penalty 1482.510044 = -32003.064404 nChanged 8 SP:Iteration 7Q (147.615523 sec): 3 clusters Score: Raw -33494.127687 + Penalty 1483.258006 = -32010.869681 nChanged 5 SP:Iteration 8Q (147.616604 sec): 3 clusters Score: Raw -33501.119597 + Penalty 1483.945616 = -32017.173982 nChanged 5 SP:Iteration 9Q (147.617659 sec): 3 clusters Score: Raw -33509.670113 + Penalty 1484.688230 = -32024.981882 nChanged 5 SP:Iteration 10F (147.618751 sec): 3 clusters Score: Raw -33513.392702 + Penalty 1485.126423 = -32028.266278 nChanged 3 SP:Iteration 11Q (147.619820 sec): 3 clusters Score: Raw -33517.436834 + Penalty 1484.807015 = -32032.629819 nChanged 2 SP:Iteration 12Q (147.620873 sec): 3 clusters Score: Raw -33519.408858 + Penalty 1484.524757 = -32034.884101 nChanged 1 SP:Iteration 13Q (147.621924 sec): 3 clusters Score: Raw -33525.541599 + Penalty 1484.447123 = -32041.094476 nChanged 1 SP:Iteration 14Q (147.622974 sec): 3 clusters Score: Raw -33526.038057 + Penalty 1483.877990 = -32042.160067 nChanged 2 SP:Iteration 15Q (147.624024 sec): 3 clusters Score: Raw -33527.856332 + Penalty 1483.877990 = -32043.978342 nChanged 0 SP:Iteration 16F (147.625117 sec): 3 clusters Score: Raw -33527.856332 + Penalty 1483.877990 = -32043.978342 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 47 (1138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.629463 sec): 2 clusters Score: Raw -70214.379361 + Penalty 655.096493 = -69559.282868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.631644 sec): 3 clusters Score: Raw -69635.834112 + Penalty 1311.011946 = -68324.822166 nChanged 413 SP:Iteration 1F (147.633776 sec): 3 clusters Score: Raw -69895.782848 + Penalty 1315.814617 = -68579.968231 nChanged 141 SP:Iteration 2F (147.635941 sec): 3 clusters Score: Raw -70010.111905 + Penalty 1320.509275 = -68689.602630 nChanged 78 SP:Iteration 3F (147.638072 sec): 3 clusters Score: Raw -70062.656959 + Penalty 1325.817307 = -68736.839652 nChanged 55 SP:Iteration 4Q (147.640247 sec): 3 clusters Score: Raw -70094.874376 + Penalty 1327.999302 = -68766.875074 nChanged 38 SP:Iteration 5Q (147.642379 sec): 3 clusters Score: Raw -70115.642110 + Penalty 1333.107870 = -68782.534239 nChanged 34 SP:Iteration 6Q (147.644508 sec): 3 clusters Score: Raw -70131.493231 + Penalty 1337.312917 = -68794.180313 nChanged 23 SP:Iteration 7Q (147.646646 sec): 3 clusters Score: Raw -70141.095473 + Penalty 1342.319596 = -68798.775877 nChanged 24 SP:Iteration 8Q (147.648775 sec): 3 clusters Score: Raw -70158.824109 + Penalty 1349.827239 = -68808.996870 nChanged 24 SP:Iteration 9Q (147.650959 sec): 3 clusters Score: Raw -70173.987287 + Penalty 1361.538188 = -68812.449099 nChanged 18 SP:Iteration 10F (147.653146 sec): 3 clusters Score: Raw -70189.390248 + Penalty 1373.751639 = -68815.638610 nChanged 23 SP:Iteration 11Q (147.655292 sec): 3 clusters Score: Raw -70206.568376 + Penalty 1382.920499 = -68823.647877 nChanged 18 SP:Iteration 12Q (147.657420 sec): 3 clusters Score: Raw -70220.648788 + Penalty 1387.765227 = -68832.883561 nChanged 14 SP:Iteration 13Q (147.659573 sec): 3 clusters Score: Raw -70229.695458 + Penalty 1394.054765 = -68835.640694 nChanged 10 SP:Iteration 14Q (147.661690 sec): 3 clusters Score: Raw -70238.166066 + Penalty 1401.548525 = -68836.617541 nChanged 14 SP:Iteration 15Q (147.663874 sec): 3 clusters Score: Raw -70248.703550 + Penalty 1407.669768 = -68841.033782 nChanged 12 SP:Iteration 16Q (147.666046 sec): 3 clusters Score: Raw -70261.550256 + Penalty 1410.770791 = -68850.779465 nChanged 9 SP:Iteration 17Q (147.668160 sec): 3 clusters Score: Raw -70267.265311 + Penalty 1416.980968 = -68850.284343 nChanged 6 SP:Iteration 18F (147.670344 sec): 3 clusters Score: Raw -70273.772582 + Penalty 1423.990157 = -68849.782425 nChanged 6 SP:Iteration 19F (147.672472 sec): 3 clusters Score: Raw -70279.556512 + Penalty 1428.536223 = -68851.020289 nChanged 4 SP:Iteration 20F (147.674598 sec): 3 clusters Score: Raw -70285.789099 + Penalty 1434.321341 = -68851.467759 nChanged 7 SP:Iteration 21Q (147.676650 sec): 3 clusters Score: Raw -70296.881385 + Penalty 1436.640126 = -68860.241259 nChanged 5 SP:Iteration 22Q (147.678673 sec): 3 clusters Score: Raw -70304.817224 + Penalty 1439.074962 = -68865.742262 nChanged 5 SP:Iteration 23Q (147.680694 sec): 3 clusters Score: Raw -70310.528866 + Penalty 1438.906434 = -68871.622432 nChanged 1 SP:Iteration 24Q (147.682664 sec): 3 clusters Score: Raw -70310.775638 + Penalty 1438.906434 = -68871.869204 nChanged 0 SP:Iteration 25F (147.684819 sec): 3 clusters Score: Raw -70310.775638 + Penalty 1438.906434 = -68871.869204 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 51 (316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.687515 sec): 2 clusters Score: Raw -17032.619579 + Penalty 668.546913 = -16364.072667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.688323 sec): 3 clusters Score: Raw -16975.489507 + Penalty 1332.217056 = -15643.272451 nChanged 71 SP:Iteration 1F (147.689114 sec): 3 clusters Score: Raw -17069.937009 + Penalty 1330.954492 = -15738.982517 nChanged 20 SP:Iteration 2F (147.689937 sec): 3 clusters Score: Raw -17098.179157 + Penalty 1328.571590 = -15769.607566 nChanged 6 SP:Iteration 3Q (147.690777 sec): 3 clusters Score: Raw -17108.965713 + Penalty 1327.780699 = -15781.185014 nChanged 9 SP:Iteration 4Q (147.691561 sec): 3 clusters Score: Raw -17119.662062 + Penalty 1325.913495 = -15793.748567 nChanged 6 SP:Iteration 5Q (147.692314 sec): 3 clusters Score: Raw -17132.267454 + Penalty 1325.940293 = -15806.327161 nChanged 2 SP:Iteration 6Q (147.693065 sec): 3 clusters Score: Raw -17133.768914 + Penalty 1325.080062 = -15808.688852 nChanged 3 SP:Iteration 7Q (147.693818 sec): 3 clusters Score: Raw -17137.595301 + Penalty 1324.396812 = -15813.198489 nChanged 1 SP:Iteration 8Q (147.694565 sec): 3 clusters Score: Raw -17139.222366 + Penalty 1324.396812 = -15814.825554 nChanged 0 SP:Iteration 9F (147.695344 sec): 3 clusters Score: Raw -17139.222366 + Penalty 1324.396812 = -15814.825554 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 53 (271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.696585 sec): 2 clusters Score: Raw -13152.223754 + Penalty 437.025703 = -12715.198052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.697293 sec): 3 clusters Score: Raw -13113.548597 + Penalty 896.819006 = -12216.729591 nChanged 64 SP:Iteration 1F (147.697988 sec): 3 clusters Score: Raw -13235.180441 + Penalty 924.474193 = -12310.706248 nChanged 29 SP:Iteration 2F (147.698672 sec): 3 clusters Score: Raw -13305.160176 + Penalty 936.117550 = -12369.042626 nChanged 9 SP:Iteration 3Q (147.699317 sec): 3 clusters Score: Raw -13317.314504 + Penalty 941.134221 = -12376.180283 nChanged 7 SP:Iteration 4Q (147.699960 sec): 3 clusters Score: Raw -13330.169292 + Penalty 945.888519 = -12384.280774 nChanged 2 SP:Iteration 5Q (147.700599 sec): 3 clusters Score: Raw -13333.906528 + Penalty 948.167241 = -12385.739287 nChanged 1 SP:Iteration 6Q (147.701237 sec): 3 clusters Score: Raw -13335.560380 + Penalty 951.458151 = -12384.102229 nChanged 1 SP:Iteration 7F (147.701922 sec): 3 clusters Score: Raw -13339.762679 + Penalty 951.458151 = -12388.304528 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 58 (198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.702919 sec): 2 clusters Score: Raw -10789.033021 + Penalty 35.544967 = -10753.488054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.703433 sec): 3 clusters Score: Raw -10681.162674 + Penalty 72.705212 = -10608.457462 nChanged 90 SP:Iteration 1F (147.703934 sec): 3 clusters Score: Raw -10756.139306 + Penalty 74.700405 = -10681.438901 nChanged 18 SP:Iteration 2F (147.704431 sec): 3 clusters Score: Raw -10766.605264 + Penalty 76.190855 = -10690.414409 nChanged 10 SP:Iteration 3F (147.704930 sec): 3 clusters Score: Raw -10772.412464 + Penalty 77.691606 = -10694.720858 nChanged 13 SP:Iteration 4F (147.705424 sec): 3 clusters Score: Raw -10777.371011 + Penalty 79.434904 = -10697.936107 nChanged 7 SP:Iteration 5Q (147.705907 sec): 3 clusters Score: Raw -10779.892929 + Penalty 81.094552 = -10698.798376 nChanged 6 SP:Iteration 6Q (147.706372 sec): 3 clusters Score: Raw -10782.169692 + Penalty 83.518539 = -10698.651153 nChanged 5 SP:Iteration 7F (147.706851 sec): 3 clusters Score: Raw -10783.939388 + Penalty 85.846752 = -10698.092636 nChanged 4 SP:Iteration 8F (147.707327 sec): 3 clusters Score: Raw -10785.137899 + Penalty 87.880872 = -10697.257026 nChanged 3 SP:Iteration 9F (147.707802 sec): 3 clusters Score: Raw -10786.872069 + Penalty 89.403169 = -10697.468900 nChanged 2 SP:Iteration 10F (147.708276 sec): 3 clusters Score: Raw -10787.523799 + Penalty 91.081530 = -10696.442269 nChanged 2 SP:Iteration 11F (147.708752 sec): 3 clusters Score: Raw -10788.211414 + Penalty 93.829979 = -10694.381435 nChanged 3 SP:Iteration 12F (147.709225 sec): 3 clusters Score: Raw -10790.851023 + Penalty 104.376516 = -10686.474507 nChanged 8 SP:Iteration 13F (147.709696 sec): 3 clusters Score: Raw -10798.956178 + Penalty 108.001447 = -10690.954731 nChanged 2 SP:Iteration 14Q (147.710168 sec): 3 clusters Score: Raw -10799.667070 + Penalty 111.322227 = -10688.344843 nChanged 2 SP:Iteration 15F (147.710639 sec): 3 clusters Score: Raw -10800.220871 + Penalty 111.322227 = -10688.898644 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 72 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.711581 sec): 2 clusters Score: Raw -9291.173364 + Penalty 300.002275 = -8991.171089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.712105 sec): 3 clusters Score: Raw -9237.581003 + Penalty 600.151233 = -8637.429771 nChanged 38 SP:Iteration 1F (147.712645 sec): 3 clusters Score: Raw -9294.617647 + Penalty 601.054834 = -8693.562813 nChanged 18 SP:Iteration 2F (147.713183 sec): 3 clusters Score: Raw -9319.584072 + Penalty 601.873208 = -8717.710863 nChanged 10 SP:Iteration 3F (147.713709 sec): 3 clusters Score: Raw -9329.741811 + Penalty 603.166200 = -8726.575611 nChanged 4 SP:Iteration 4Q (147.714222 sec): 3 clusters Score: Raw -9333.286625 + Penalty 602.928537 = -8730.358088 nChanged 1 SP:Iteration 5Q (147.714734 sec): 3 clusters Score: Raw -9334.671498 + Penalty 603.293493 = -8731.378005 nChanged 1 SP:Iteration 6Q (147.715250 sec): 3 clusters Score: Raw -9335.406207 + Penalty 601.459438 = -8733.946769 nChanged 1 SP:Iteration 7Q (147.715761 sec): 3 clusters Score: Raw -9335.934305 + Penalty 601.022657 = -8734.911648 nChanged 1 SP:Iteration 8Q (147.716266 sec): 3 clusters Score: Raw -9336.461412 + Penalty 601.562253 = -8734.899159 nChanged 1 SP:Iteration 9F (147.716778 sec): 3 clusters Score: Raw -9336.954137 + Penalty 601.562253 = -8735.391884 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 74 (240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.717907 sec): 2 clusters Score: Raw -12659.442657 + Penalty 221.545735 = -12437.896922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.718549 sec): 3 clusters Score: Raw -12596.510287 + Penalty 437.545980 = -12158.964307 nChanged 68 SP:Iteration 1F (147.719168 sec): 3 clusters Score: Raw -12685.399154 + Penalty 433.505510 = -12251.893643 nChanged 22 SP:Iteration 2F (147.719797 sec): 3 clusters Score: Raw -12717.435397 + Penalty 435.001742 = -12282.433655 nChanged 14 SP:Iteration 3F (147.720413 sec): 3 clusters Score: Raw -12735.332074 + Penalty 436.892933 = -12298.439141 nChanged 3 SP:Iteration 4Q (147.721043 sec): 3 clusters Score: Raw -12736.150734 + Penalty 436.892933 = -12299.257801 nChanged 0 SP:Iteration 5F (147.721676 sec): 3 clusters Score: Raw -12736.150734 + Penalty 436.892933 = -12299.257801 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 105 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.722781 sec): 2 clusters Score: Raw -10945.683719 + Penalty 448.886574 = -10496.797145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.723428 sec): 3 clusters Score: Raw -10940.234055 + Penalty 898.059387 = -10042.174668 nChanged 54 SP:Iteration 1F (147.724069 sec): 3 clusters Score: Raw -11004.915876 + Penalty 895.886213 = -10109.029663 nChanged 12 SP:Iteration 2F (147.724684 sec): 3 clusters Score: Raw -11022.504391 + Penalty 894.554383 = -10127.950008 nChanged 6 SP:Iteration 3Q (147.725282 sec): 3 clusters Score: Raw -11033.769525 + Penalty 894.215722 = -10139.553803 nChanged 2 SP:Iteration 4Q (147.725874 sec): 3 clusters Score: Raw -11035.731650 + Penalty 893.532953 = -10142.198697 nChanged 1 SP:Iteration 5Q (147.726467 sec): 3 clusters Score: Raw -11036.710221 + Penalty 891.834992 = -10144.875230 nChanged 2 SP:Iteration 6Q (147.727058 sec): 3 clusters Score: Raw -11038.646358 + Penalty 891.008249 = -10147.638109 nChanged 1 SP:Iteration 7Q (147.727649 sec): 3 clusters Score: Raw -11039.644143 + Penalty 891.008249 = -10148.635894 nChanged 0 SP:Iteration 8F (147.728265 sec): 3 clusters Score: Raw -11039.644143 + Penalty 891.008249 = -10148.635894 nChanged 0 Iteration 219Q (147.912730 sec): 34 clusters Score: Raw -2652048.827682 + Penalty 24677.753813 = -2627371.073869 nChanged 12 Iteration 220F (148.705364 sec): 34 clusters Score: Raw -2652050.177811 + Penalty 24679.303833 = -2627370.873978 nChanged 12 Iteration 221F (149.497827 sec): 34 clusters Score: Raw -2652051.184125 + Penalty 24680.626262 = -2627370.557863 nChanged 15 Iteration 222F (150.300865 sec): 34 clusters Score: Raw -2652052.715539 + Penalty 24681.377647 = -2627371.337892 nChanged 11 Iteration 223Q (150.460227 sec): 34 clusters Score: Raw -2652053.414227 + Penalty 24681.238413 = -2627372.175815 nChanged 10 Iteration 224Q (150.621030 sec): 34 clusters Score: Raw -2652054.596717 + Penalty 24681.428235 = -2627373.168482 nChanged 11 Iteration 225Q (150.780526 sec): 34 clusters Score: Raw -2652056.329455 + Penalty 24681.496237 = -2627374.833218 nChanged 12 Iteration 226Q (150.941514 sec): 34 clusters Score: Raw -2652058.734738 + Penalty 24680.439005 = -2627378.295734 nChanged 10 Iteration 227Q (151.101083 sec): 34 clusters Score: Raw -2652062.322860 + Penalty 24679.888885 = -2627382.433975 nChanged 16 Iteration 228Q (151.261098 sec): 34 clusters Score: Raw -2652064.773316 + Penalty 24679.489181 = -2627385.284135 nChanged 16 Iteration 229Q (151.421056 sec): 34 clusters Score: Raw -2652066.746851 + Penalty 24679.319427 = -2627387.427424 nChanged 20 Iteration 230F (152.230593 sec): 34 clusters Score: Raw -2652069.328953 + Penalty 24681.186005 = -2627388.142948 nChanged 18 Iteration 231Q (152.390055 sec): 34 clusters Score: Raw -2652071.276165 + Penalty 24681.356417 = -2627389.919748 nChanged 10 Iteration 232Q (152.550061 sec): 34 clusters Score: Raw -2652072.130038 + Penalty 24681.129838 = -2627391.000200 nChanged 9 Iteration 233Q (152.710307 sec): 34 clusters Score: Raw -2652072.601680 + Penalty 24682.304346 = -2627390.297334 nChanged 10 Iteration 234F (153.506895 sec): 34 clusters Score: Raw -2652073.020119 + Penalty 24682.978128 = -2627390.041992 nChanged 9 Iteration 235F (154.304198 sec): 34 clusters Score: Raw -2652073.584948 + Penalty 24686.307493 = -2627387.277455 nChanged 9 Iteration 236F (155.110862 sec): 34 clusters Score: Raw -2652074.077338 + Penalty 24686.798575 = -2627387.278762 nChanged 5 Iteration 237Q (155.270325 sec): 34 clusters Score: Raw -2652074.485872 + Penalty 24686.406655 = -2627388.079217 nChanged 3 Iteration 238Q (155.429943 sec): 34 clusters Score: Raw -2652074.678699 + Penalty 24686.868904 = -2627387.809795 nChanged 1 Iteration 239F (156.226377 sec): 34 clusters Score: Raw -2652074.707383 + Penalty 24686.868904 = -2627387.838479 nChanged 0 Writing temp clu file Memory request: 0.22 GB would take us to total of 0.45 GB. Compute initial score before splitting: Score: Raw -2652074.707383 + Penalty 24686.868904 = -2627387.838479Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 1 (166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (156.379632 sec): 2 clusters Score: Raw -9412.014190 + Penalty 32.390601 = -9379.623589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (156.380141 sec): 3 clusters Score: Raw -9320.384418 + Penalty 71.277309 = -9249.107108 nChanged 66 SP:Iteration 1F (156.380651 sec): 3 clusters Score: Raw -9397.935308 + Penalty 79.036697 = -9318.898611 nChanged 6 SP:Iteration 2Q (156.381114 sec): 3 clusters Score: Raw -9403.844704 + Penalty 32.390601 = -9371.454103 nChanged 6 SP:Iteration 3Q (156.381518 sec): 2 clusters Score: Raw -9412.014190 + Penalty 32.390601 = -9379.623589 nChanged 0 SP:Iteration 4F (156.381919 sec): 2 clusters Score: Raw -9412.014190 + Penalty 32.390601 = -9379.623589 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 2 (70 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (156.382579 sec): 2 clusters Score: Raw -3647.130317 + Penalty 29.074227 = -3618.056090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (156.382916 sec): 3 clusters Score: Raw -3640.377580 + Penalty 70.784448 = -3569.593132 nChanged 30 SP:Iteration 1F (156.383351 sec): 3 clusters Score: Raw -3687.127355 + Penalty 74.060688 = -3613.066667 nChanged 2 SP:Iteration 2Q (156.383671 sec): 3 clusters Score: Raw -3688.759501 + Penalty 74.060688 = -3614.698813 nChanged 0 SP:Iteration 3F (156.384000 sec): 3 clusters Score: Raw -3688.759501 + Penalty 74.060688 = -3614.698813 nChanged 0 Memory request: 0.01 GB would take us to total of 0.45 GB. Trying to split cluster 3 (1059 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (156.389313 sec): 2 clusters Score: Raw -58231.458347 + Penalty 953.151815 = -57278.306532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (156.393973 sec): 3 clusters Score: Raw -57851.446259 + Penalty 1906.200319 = -55945.245940 nChanged 332 SP:Iteration 1F (156.397637 sec): 3 clusters Score: Raw -58139.984841 + Penalty 1907.854827 = -56232.130014 nChanged 91 SP:Iteration 2F (156.400818 sec): 3 clusters Score: Raw -58245.827264 + Penalty 1911.385586 = -56334.441678 nChanged 55 SP:Iteration 3F (156.402935 sec): 3 clusters Score: Raw -58314.547304 + Penalty 1913.604978 = -56400.942326 nChanged 42 SP:Iteration 4Q (156.405007 sec): 3 clusters Score: Raw -58357.210253 + Penalty 1916.127530 = -56441.082723 nChanged 24 SP:Iteration 5Q (156.407066 sec): 3 clusters Score: Raw -58382.528561 + Penalty 1917.061565 = -56465.466996 nChanged 21 SP:Iteration 6Q (156.409087 sec): 3 clusters Score: Raw -58399.272881 + Penalty 1918.990135 = -56480.282746 nChanged 13 SP:Iteration 7Q (156.411190 sec): 3 clusters Score: Raw -58413.284202 + Penalty 1920.320725 = -56492.963478 nChanged 10 SP:Iteration 8Q (156.413234 sec): 3 clusters Score: Raw -58422.256031 + Penalty 1922.014609 = -56500.241422 nChanged 7 SP:Iteration 9Q (156.415312 sec): 3 clusters Score: Raw -58427.123803 + Penalty 1922.825361 = -56504.298443 nChanged 5 SP:Iteration 10F (156.417395 sec): 3 clusters Score: Raw -58430.607564 + Penalty 1923.110345 = -56507.497219 nChanged 3 SP:Iteration 11Q (156.419397 sec): 3 clusters Score: Raw -58432.851205 + Penalty 1923.499086 = -56509.352119 nChanged 2 SP:Iteration 12Q (156.421718 sec): 3 clusters Score: Raw -58434.884961 + Penalty 1924.267515 = -56510.617446 nChanged 2 SP:Iteration 13Q (156.423752 sec): 3 clusters Score: Raw -58436.212399 + Penalty 1924.267515 = -56511.944884 nChanged 0 SP:Iteration 14F (156.425809 sec): 3 clusters Score: Raw -58436.212399 + Penalty 1924.267515 = -56511.944884 nChanged 0 Memory request: 0.01 GB would take us to total of 0.45 GB. Trying to split cluster 4 (851 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (156.428666 sec): 2 clusters Score: Raw -55210.860403 + Penalty 892.917368 = -54317.943035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (156.430359 sec): 3 clusters Score: Raw -54928.823703 + Penalty 1786.293158 = -53142.530545 nChanged 253 SP:Iteration 1F (156.431995 sec): 3 clusters Score: Raw -55158.889620 + Penalty 1786.592726 = -53372.296894 nChanged 66 SP:Iteration 2F (156.433628 sec): 3 clusters Score: Raw -55233.090895 + Penalty 1786.973096 = -53446.117798 nChanged 30 SP:Iteration 3Q (156.435243 sec): 3 clusters Score: Raw -55260.716686 + Penalty 1786.799698 = -53473.916988 nChanged 19 SP:Iteration 4Q (156.436857 sec): 3 clusters Score: Raw -55273.848950 + Penalty 1787.113049 = -53486.735901 nChanged 15 SP:Iteration 5Q (156.438468 sec): 3 clusters Score: Raw -55284.964082 + Penalty 1786.947849 = -53498.016233 nChanged 10 SP:Iteration 6Q (156.440082 sec): 3 clusters Score: Raw -55296.487566 + Penalty 1787.313121 = -53509.174446 nChanged 13 SP:Iteration 7Q (156.441692 sec): 3 clusters Score: Raw -55307.537847 + Penalty 1787.269264 = -53520.268583 nChanged 5 SP:Iteration 8Q (156.443321 sec): 3 clusters Score: Raw -55314.092176 + Penalty 1787.426717 = -53526.665459 nChanged 7 SP:Iteration 9Q (156.444971 sec): 3 clusters Score: Raw -55321.397185 + Penalty 1787.527190 = -53533.869996 nChanged 8 SP:Iteration 10F (156.446635 sec): 3 clusters Score: Raw -55331.015769 + Penalty 1787.483415 = -53543.532354 nChanged 5 SP:Iteration 11Q (156.448289 sec): 3 clusters Score: Raw -55335.979461 + Penalty 1787.585478 = -53548.393983 nChanged 2 SP:Iteration 12Q (156.449915 sec): 3 clusters Score: Raw -55336.794227 + Penalty 1787.659647 = -53549.134580 nChanged 1 SP:Iteration 13Q (156.451535 sec): 3 clusters Score: Raw -55337.409278 + Penalty 1787.526418 = -53549.882860 nChanged 1 SP:Iteration 14Q (156.453165 sec): 3 clusters Score: Raw -55337.825584 + Penalty 1787.594558 = -53550.231026 nChanged 1 SP:Iteration 15Q (156.454774 sec): 3 clusters Score: Raw -55338.688287 + Penalty 1787.625563 = -53551.062724 nChanged 1 SP:Iteration 16Q (156.456410 sec): 3 clusters Score: Raw -55338.932690 + Penalty 1787.695562 = -53551.237128 nChanged 1 SP:Iteration 17Q (156.458025 sec): 3 clusters Score: Raw -55339.354182 + Penalty 1787.707307 = -53551.646874 nChanged 1 SP:Iteration 18Q (156.459646 sec): 3 clusters Score: Raw -55339.837422 + Penalty 1787.707307 = -53552.130115 nChanged 0 SP:Iteration 19F (156.461309 sec): 3 clusters Score: Raw -55339.837422 + Penalty 1787.707307 = -53552.130115 nChanged 0 Memory request: 0.01 GB would take us to total of 0.45 GB. Trying to split cluster 5 (747 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (156.463867 sec): 2 clusters Score: Raw -43272.296361 + Penalty 406.845624 = -42865.450737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (156.465395 sec): 3 clusters Score: Raw -42884.631562 + Penalty 824.433763 = -42060.197799 nChanged 275 SP:Iteration 1F (156.466891 sec): 3 clusters Score: Raw -43073.439558 + Penalty 835.819972 = -42237.619586 nChanged 73 SP:Iteration 2F (156.468391 sec): 3 clusters Score: Raw -43149.298358 + Penalty 846.303866 = -42302.994491 nChanged 46 SP:Iteration 3F (156.469910 sec): 3 clusters Score: Raw -43186.305225 + Penalty 851.827519 = -42334.477706 nChanged 41 SP:Iteration 4F (156.471405 sec): 3 clusters Score: Raw -43225.194865 + Penalty 855.358255 = -42369.836611 nChanged 28 SP:Iteration 5Q (156.472820 sec): 3 clusters Score: Raw -43265.293120 + Penalty 861.209643 = -42404.083477 nChanged 34 SP:Iteration 6Q (156.474221 sec): 3 clusters Score: Raw -43314.897478 + Penalty 872.416299 = -42442.481179 nChanged 29 SP:Iteration 7Q (156.475645 sec): 3 clusters Score: Raw -43357.959175 + Penalty 880.247519 = -42477.711656 nChanged 27 SP:Iteration 8Q (156.477024 sec): 3 clusters Score: Raw -43392.405560 + Penalty 883.412994 = -42508.992566 nChanged 14 SP:Iteration 9Q (156.478361 sec): 3 clusters Score: Raw -43401.601915 + Penalty 885.454690 = -42516.147225 nChanged 7 SP:Iteration 10F (156.479864 sec): 3 clusters Score: Raw -43404.220240 + Penalty 888.858124 = -42515.362116 nChanged 4 SP:Iteration 11F (156.481357 sec): 3 clusters Score: Raw -43405.588323 + Penalty 889.908335 = -42515.679988 nChanged 1 SP:Iteration 12Q (156.482673 sec): 3 clusters Score: Raw -43405.875841 + Penalty 890.635578 = -42515.240263 nChanged 1 SP:Iteration 13F (156.484195 sec): 3 clusters Score: Raw -43406.162689 + Penalty 891.348140 = -42514.814549 nChanged 1 SP:Iteration 14F (156.485710 sec): 3 clusters Score: Raw -43406.532258 + Penalty 891.654046 = -42514.878212 nChanged 1 SP:Iteration 15Q (156.487041 sec): 3 clusters Score: Raw -43406.812287 + Penalty 892.522575 = -42514.289712 nChanged 1 SP:Iteration 16F (156.488525 sec): 3 clusters Score: Raw -43406.897446 + Penalty 892.522575 = -42514.374870 nChanged 0 Memory request: 0.01 GB would take us to total of 0.45 GB. Trying to split cluster 6 (623 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (156.490641 sec): 2 clusters Score: Raw -35332.454879 + Penalty 101.212727 = -35231.242152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (156.491930 sec): 3 clusters Score: Raw -34947.375448 + Penalty 202.675766 = -34744.699682 nChanged 283 SP:Iteration 1F (156.493200 sec): 3 clusters Score: Raw -35223.710594 + Penalty 201.502439 = -35022.208155 nChanged 74 SP:Iteration 2F (156.494519 sec): 3 clusters Score: Raw -35292.159074 + Penalty 199.359258 = -35092.799816 nChanged 33 SP:Iteration 3F (156.495816 sec): 3 clusters Score: Raw -35312.654187 + Penalty 199.020885 = -35113.633302 nChanged 16 SP:Iteration 4Q (156.497075 sec): 3 clusters Score: Raw -35318.273465 + Penalty 198.185428 = -35120.088037 nChanged 10 SP:Iteration 5Q (156.498309 sec): 3 clusters Score: Raw -35321.529004 + Penalty 197.751265 = -35123.777739 nChanged 10 SP:Iteration 6Q (156.499540 sec): 3 clusters Score: Raw -35324.741306 + Penalty 196.922477 = -35127.818829 nChanged 13 SP:Iteration 7Q (156.500750 sec): 3 clusters Score: Raw -35329.903559 + Penalty 195.009000 = -35134.894559 nChanged 13 SP:Iteration 8Q (156.501960 sec): 3 clusters Score: Raw -35339.684596 + Penalty 193.665635 = -35146.018961 nChanged 13 SP:Iteration 9Q (156.503198 sec): 3 clusters Score: Raw -35346.945681 + Penalty 193.725723 = -35153.219958 nChanged 9 SP:Iteration 10F (156.504534 sec): 3 clusters Score: Raw -35351.399808 + Penalty 193.112555 = -35158.287252 nChanged 9 SP:Iteration 11Q (156.505763 sec): 3 clusters Score: Raw -35355.023473 + Penalty 191.819171 = -35163.204302 nChanged 4 SP:Iteration 12Q (156.506982 sec): 3 clusters Score: Raw -35356.703122 + Penalty 192.055645 = -35164.647476 nChanged 3 SP:Iteration 13Q (156.508197 sec): 3 clusters Score: Raw -35357.835972 + Penalty 191.957838 = -35165.878134 nChanged 3 SP:Iteration 14Q (156.509409 sec): 3 clusters Score: Raw -35360.386845 + Penalty 192.080968 = -35168.305877 nChanged 1 SP:Iteration 15Q (156.512295 sec): 3 clusters Score: Raw -35362.866483 + Penalty 189.747302 = -35173.119181 nChanged 1 SP:Iteration 16Q (156.514752 sec): 3 clusters Score: Raw -35364.786944 + Penalty 189.917385 = -35174.869558 nChanged 2 SP:Iteration 17Q (156.516844 sec): 3 clusters Score: Raw -35366.383731 + Penalty 190.106510 = -35176.277221 nChanged 1 SP:Iteration 18Q (156.518812 sec): 3 clusters Score: Raw -35367.060882 + Penalty 190.106510 = -35176.954372 nChanged 0 SP:Iteration 19F (156.520678 sec): 3 clusters Score: Raw -35367.060882 + Penalty 190.106510 = -35176.954372 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 7 (101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (156.521719 sec): 2 clusters Score: Raw -5699.969147 + Penalty 41.350273 = -5658.618874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (156.522130 sec): 3 clusters Score: Raw -5653.984605 + Penalty 88.171091 = -5565.813515 nChanged 41 SP:Iteration 1F (156.522549 sec): 3 clusters Score: Raw -5702.954020 + Penalty 91.677874 = -5611.276147 nChanged 6 SP:Iteration 2F (156.522947 sec): 3 clusters Score: Raw -5714.904605 + Penalty 91.044224 = -5623.860382 nChanged 3 SP:Iteration 3Q (156.523328 sec): 3 clusters Score: Raw -5719.151067 + Penalty 90.417123 = -5628.733944 nChanged 1 SP:Iteration 4Q (156.523704 sec): 3 clusters Score: Raw -5720.112278 + Penalty 89.130333 = -5630.981945 nChanged 2 SP:Iteration 5Q (156.524073 sec): 3 clusters Score: Raw -5722.134197 + Penalty 89.130333 = -5633.003864 nChanged 0 SP:Iteration 6F (156.524466 sec): 3 clusters Score: Raw -5722.134197 + Penalty 89.130333 = -5633.003864 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 8 (302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (156.526205 sec): 2 clusters Score: Raw -16472.532250 + Penalty 30.532984 = -16441.999266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (156.526838 sec): 3 clusters Score: Raw -16312.024310 + Penalty 60.509317 = -16251.514993 nChanged 120 SP:Iteration 1F (156.527590 sec): 3 clusters Score: Raw -16433.722150 + Penalty 60.557592 = -16373.164558 nChanged 25 SP:Iteration 2F (156.528356 sec): 3 clusters Score: Raw -16457.356391 + Penalty 60.602442 = -16396.753949 nChanged 15 SP:Iteration 3Q (156.529118 sec): 3 clusters Score: Raw -16472.753696 + Penalty 60.880589 = -16411.873107 nChanged 6 SP:Iteration 4Q (156.529957 sec): 3 clusters Score: Raw -16480.116435 + Penalty 60.824489 = -16419.291946 nChanged 1 SP:Iteration 5Q (156.530743 sec): 3 clusters Score: Raw -16480.336545 + Penalty 60.824489 = -16419.512056 nChanged 0 SP:Iteration 6F (156.531540 sec): 3 clusters Score: Raw -16480.336545 + Penalty 60.824489 = -16419.512056 nChanged 0 Memory request: 0.01 GB would take us to total of 0.45 GB. Trying to split cluster 9 (547 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (156.533527 sec): 2 clusters Score: Raw -32660.269622 + Penalty 387.250562 = -32273.019060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (156.534766 sec): 3 clusters Score: Raw -32387.918852 + Penalty 780.012937 = -31607.905915 nChanged 183 SP:Iteration 1F (156.535984 sec): 3 clusters Score: Raw -32486.822089 + Penalty 793.552529 = -31693.269560 nChanged 64 SP:Iteration 2F (156.537212 sec): 3 clusters Score: Raw -32553.527255 + Penalty 818.509501 = -31735.017754 nChanged 55 SP:Iteration 3F (156.538448 sec): 3 clusters Score: Raw -32614.467665 + Penalty 855.103678 = -31759.363987 nChanged 47 SP:Iteration 4F (156.539700 sec): 3 clusters Score: Raw -32668.310864 + Penalty 877.533394 = -31790.777470 nChanged 32 SP:Iteration 5F (156.540952 sec): 3 clusters Score: Raw -32699.393702 + Penalty 904.109094 = -31795.284608 nChanged 19 SP:Iteration 6Q (156.542200 sec): 3 clusters Score: Raw -32718.093608 + Penalty 916.389951 = -31801.703657 nChanged 13 SP:Iteration 7Q (156.543495 sec): 3 clusters Score: Raw -32733.088481 + Penalty 920.922534 = -31812.165946 nChanged 4 SP:Iteration 8Q (156.544890 sec): 3 clusters Score: Raw -32737.246967 + Penalty 920.922534 = -31816.324433 nChanged 0 SP:Iteration 9F (156.546419 sec): 3 clusters Score: Raw -32737.246967 + Penalty 920.922534 = -31816.324433 nChanged 0 Memory request: 0.02 GB would take us to total of 0.46 GB. Trying to split cluster 10 (2876 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (156.560067 sec): 2 clusters Score: Raw -179384.099842 + Penalty 517.283434 = -178866.816409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (156.565962 sec): 3 clusters Score: Raw -177624.733896 + Penalty 1051.563851 = -176573.170044 nChanged 1240 SP:Iteration 1F (156.571647 sec): 3 clusters Score: Raw -178362.746631 + Penalty 1075.988070 = -177286.758561 nChanged 404 SP:Iteration 2F (156.577309 sec): 3 clusters Score: Raw -178657.428032 + Penalty 1097.945074 = -177559.482958 nChanged 221 SP:Iteration 3F (156.583149 sec): 3 clusters Score: Raw -178835.774549 + Penalty 1120.416244 = -177715.358306 nChanged 156 SP:Iteration 4F (156.589013 sec): 3 clusters Score: Raw -178995.049181 + Penalty 1140.982536 = -177854.066645 nChanged 114 SP:Iteration 5Q (156.594658 sec): 3 clusters Score: Raw -179089.419774 + Penalty 1155.479215 = -177933.940560 nChanged 79 SP:Iteration 6Q (156.600287 sec): 3 clusters Score: Raw -179137.344321 + Penalty 1173.678023 = -177963.666298 nChanged 84 SP:Iteration 7Q (156.605825 sec): 3 clusters Score: Raw -179195.106568 + Penalty 1188.445714 = -178006.660854 nChanged 78 SP:Iteration 8Q (156.611234 sec): 3 clusters Score: Raw -179253.691298 + Penalty 1204.103110 = -178049.588188 nChanged 72 SP:Iteration 9Q (156.616468 sec): 3 clusters Score: Raw -179316.401841 + Penalty 1225.461394 = -178090.940446 nChanged 56 SP:Iteration 10F (156.622235 sec): 3 clusters Score: Raw -179373.759912 + Penalty 1253.660256 = -178120.099655 nChanged 42 SP:Iteration 11Q (156.627361 sec): 3 clusters Score: Raw -179409.221302 + Penalty 1274.488386 = -178134.732917 nChanged 30 SP:Iteration 12Q (156.632406 sec): 3 clusters Score: Raw -179433.015705 + Penalty 1293.862503 = -178139.153202 nChanged 27 SP:Iteration 13Q (156.637289 sec): 3 clusters Score: Raw -179460.943855 + Penalty 1301.232095 = -178159.711760 nChanged 16 SP:Iteration 14Q (156.642108 sec): 3 clusters Score: Raw -179478.380817 + Penalty 1304.388836 = -178173.991981 nChanged 5 SP:Iteration 15Q (156.646983 sec): 3 clusters Score: Raw -179483.067603 + Penalty 1305.049990 = -178178.017613 nChanged 2 SP:Iteration 16Q (156.651857 sec): 3 clusters Score: Raw -179483.634579 + Penalty 1305.719069 = -178177.915510 nChanged 1 SP:Iteration 17F (156.657657 sec): 3 clusters Score: Raw -179485.186820 + Penalty 1306.627187 = -178178.559632 nChanged 2 SP:Iteration 18Q (156.662459 sec): 3 clusters Score: Raw -179486.775456 + Penalty 1308.018795 = -178178.756661 nChanged 2 SP:Iteration 19Q (156.667337 sec): 3 clusters Score: Raw -179487.358482 + Penalty 1308.018795 = -178179.339687 nChanged 0 SP:Iteration 20F (156.673611 sec): 3 clusters Score: Raw -179487.358482 + Penalty 1308.018795 = -178179.339687 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 11 (2528 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (156.683566 sec): 2 clusters Score: Raw -150187.575203 + Penalty 333.491599 = -149854.083605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (156.688346 sec): 3 clusters Score: Raw -148623.047208 + Penalty 665.517706 = -147957.529502 nChanged 1130 SP:Iteration 1F (156.693007 sec): 3 clusters Score: Raw -149262.115136 + Penalty 660.336321 = -148601.778815 nChanged 292 SP:Iteration 2F (156.697664 sec): 3 clusters Score: Raw -149474.842117 + Penalty 656.168775 = -148818.673343 nChanged 187 SP:Iteration 3F (156.702346 sec): 3 clusters Score: Raw -149617.047651 + Penalty 651.202131 = -148965.845521 nChanged 148 SP:Iteration 4F (156.706981 sec): 3 clusters Score: Raw -149720.287328 + Penalty 646.108691 = -149074.178637 nChanged 139 SP:Iteration 5F (156.711696 sec): 3 clusters Score: Raw -149822.748409 + Penalty 641.911461 = -149180.836949 nChanged 135 SP:Iteration 6F (156.716306 sec): 3 clusters Score: Raw -149920.258349 + Penalty 644.271480 = -149275.986869 nChanged 116 SP:Iteration 7Q (156.720596 sec): 3 clusters Score: Raw -150015.513094 + Penalty 655.860092 = -149359.653002 nChanged 97 SP:Iteration 8Q (156.724786 sec): 3 clusters Score: Raw -150093.427419 + Penalty 663.955344 = -149429.472075 nChanged 63 SP:Iteration 9Q (156.728932 sec): 3 clusters Score: Raw -150150.848017 + Penalty 678.220980 = -149472.627037 nChanged 42 SP:Iteration 10F (156.733452 sec): 3 clusters Score: Raw -150181.091091 + Penalty 688.936461 = -149492.154629 nChanged 22 SP:Iteration 11Q (156.737269 sec): 3 clusters Score: Raw -150190.933951 + Penalty 696.950538 = -149493.983412 nChanged 13 SP:Iteration 12Q (156.741041 sec): 3 clusters Score: Raw -150197.176880 + Penalty 701.033655 = -149496.143225 nChanged 4 SP:Iteration 13Q (156.744794 sec): 3 clusters Score: Raw -150198.086578 + Penalty 701.048274 = -149497.038304 nChanged 2 SP:Iteration 14Q (156.748583 sec): 3 clusters Score: Raw -150198.286389 + Penalty 704.030387 = -149494.256002 nChanged 3 SP:Iteration 15F (156.753103 sec): 3 clusters Score: Raw -150198.764415 + Penalty 704.417666 = -149494.346749 nChanged 2 SP:Iteration 16Q (156.756838 sec): 3 clusters Score: Raw -150199.270039 + Penalty 707.388277 = -149491.881763 nChanged 3 SP:Iteration 17F (156.761379 sec): 3 clusters Score: Raw -150200.532747 + Penalty 713.409192 = -149487.123555 nChanged 5 SP:Iteration 18F (156.766198 sec): 3 clusters Score: Raw -150200.874925 + Penalty 715.545956 = -149485.328969 nChanged 1 SP:Iteration 19F (156.771294 sec): 3 clusters Score: Raw -150200.957380 + Penalty 715.860843 = -149485.096537 nChanged 1 SP:Iteration 20F (156.776017 sec): 3 clusters Score: Raw -150201.570226 + Penalty 717.765168 = -149483.805058 nChanged 1 SP:Iteration 21F (156.780568 sec): 3 clusters Score: Raw -150201.792713 + Penalty 717.765168 = -149484.027546 nChanged 0 Memory request: 0.01 GB would take us to total of 0.45 GB. Trying to split cluster 13 (820 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (156.784978 sec): 2 clusters Score: Raw -48842.772228 + Penalty 506.199017 = -48336.573211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (156.786727 sec): 3 clusters Score: Raw -48431.729777 + Penalty 1014.945505 = -47416.784272 nChanged 281 SP:Iteration 1F (156.788479 sec): 3 clusters Score: Raw -48630.339764 + Penalty 1021.473295 = -47608.866470 nChanged 94 SP:Iteration 2F (156.790188 sec): 3 clusters Score: Raw -48706.859564 + Penalty 1028.467048 = -47678.392516 nChanged 56 SP:Iteration 3F (156.791951 sec): 3 clusters Score: Raw -48754.506444 + Penalty 1038.965942 = -47715.540502 nChanged 44 SP:Iteration 4F (156.793717 sec): 3 clusters Score: Raw -48797.639042 + Penalty 1047.110850 = -47750.528192 nChanged 33 SP:Iteration 5Q (156.795430 sec): 3 clusters Score: Raw -48827.845719 + Penalty 1052.916565 = -47774.929154 nChanged 18 SP:Iteration 6Q (156.797134 sec): 3 clusters Score: Raw -48842.049893 + Penalty 1056.139945 = -47785.909948 nChanged 12 SP:Iteration 7Q (156.798831 sec): 3 clusters Score: Raw -48853.247777 + Penalty 1060.952985 = -47792.294792 nChanged 14 SP:Iteration 8Q (156.800529 sec): 3 clusters Score: Raw -48862.357355 + Penalty 1066.276427 = -47796.080929 nChanged 6 SP:Iteration 9Q (156.802248 sec): 3 clusters Score: Raw -48868.823776 + Penalty 1073.957544 = -47794.866233 nChanged 11 SP:Iteration 10F (156.804050 sec): 3 clusters Score: Raw -48874.319045 + Penalty 1079.024343 = -47795.294702 nChanged 7 SP:Iteration 11Q (156.805779 sec): 3 clusters Score: Raw -48877.706506 + Penalty 1084.130441 = -47793.576065 nChanged 8 SP:Iteration 12F (156.807513 sec): 3 clusters Score: Raw -48883.562659 + Penalty 1084.716790 = -47798.845868 nChanged 4 SP:Iteration 13Q (156.809187 sec): 3 clusters Score: Raw -48886.493424 + Penalty 1084.716790 = -47801.776633 nChanged 0 SP:Iteration 14F (156.810974 sec): 3 clusters Score: Raw -48886.493424 + Penalty 1084.716790 = -47801.776633 nChanged 0 Memory request: 0.01 GB would take us to total of 0.45 GB. Trying to split cluster 14 (628 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (156.813267 sec): 2 clusters Score: Raw -36601.153039 + Penalty 298.259251 = -36302.893787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (156.814651 sec): 3 clusters Score: Raw -36246.518324 + Penalty 603.114104 = -35643.404220 nChanged 227 SP:Iteration 1F (156.816003 sec): 3 clusters Score: Raw -36417.614946 + Penalty 607.258966 = -35810.355979 nChanged 101 SP:Iteration 2F (156.817355 sec): 3 clusters Score: Raw -36510.639218 + Penalty 607.361918 = -35903.277300 nChanged 55 SP:Iteration 3F (156.818680 sec): 3 clusters Score: Raw -36558.942433 + Penalty 618.199809 = -35940.742624 nChanged 31 SP:Iteration 4Q (156.820025 sec): 3 clusters Score: Raw -36588.344859 + Penalty 627.860949 = -35960.483910 nChanged 28 SP:Iteration 5Q (156.821357 sec): 3 clusters Score: Raw -36616.385322 + Penalty 640.170011 = -35976.215311 nChanged 22 SP:Iteration 6Q (156.822660 sec): 3 clusters Score: Raw -36636.288343 + Penalty 647.766871 = -35988.521472 nChanged 10 SP:Iteration 7Q (156.823963 sec): 3 clusters Score: Raw -36643.596829 + Penalty 647.214496 = -35996.382333 nChanged 3 SP:Iteration 8Q (156.825262 sec): 3 clusters Score: Raw -36645.166772 + Penalty 647.214496 = -35997.952276 nChanged 0 SP:Iteration 9F (156.826563 sec): 3 clusters Score: Raw -36645.166772 + Penalty 647.214496 = -35997.952276 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 15 (221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (156.827658 sec): 2 clusters Score: Raw -10322.679807 + Penalty 311.650630 = -10011.029177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (156.828283 sec): 3 clusters Score: Raw -10320.700950 + Penalty 665.438857 = -9655.262093 nChanged 60 SP:Iteration 1F (156.828931 sec): 3 clusters Score: Raw -10424.469673 + Penalty 668.154605 = -9756.315069 nChanged 12 SP:Iteration 2F (156.829546 sec): 3 clusters Score: Raw -10445.942936 + Penalty 663.905333 = -9782.037603 nChanged 4 SP:Iteration 3Q (156.830132 sec): 3 clusters Score: Raw -10461.749228 + Penalty 662.754083 = -9798.995145 nChanged 3 SP:Iteration 4Q (156.830715 sec): 3 clusters Score: Raw -10467.617169 + Penalty 669.465795 = -9798.151373 nChanged 2 SP:Iteration 5F (156.831356 sec): 3 clusters Score: Raw -10472.870348 + Penalty 669.666390 = -9803.203958 nChanged 1 SP:Iteration 6Q (156.831937 sec): 3 clusters Score: Raw -10477.714356 + Penalty 666.184179 = -9811.530177 nChanged 2 SP:Iteration 7Q (156.832483 sec): 3 clusters Score: Raw -10483.844522 + Penalty 666.184179 = -9817.660343 nChanged 0 SP:Iteration 8F (156.833075 sec): 3 clusters Score: Raw -10483.844522 + Penalty 666.184179 = -9817.660343 nChanged 0 Memory request: 0.01 GB would take us to total of 0.45 GB. Trying to split cluster 16 (863 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (156.836014 sec): 2 clusters Score: Raw -52146.903102 + Penalty 210.143649 = -51936.759454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (156.837847 sec): 3 clusters Score: Raw -51636.510427 + Penalty 429.092450 = -51207.417977 nChanged 358 SP:Iteration 1F (156.839692 sec): 3 clusters Score: Raw -51878.017677 + Penalty 445.130154 = -51432.887522 nChanged 128 SP:Iteration 2F (156.841519 sec): 3 clusters Score: Raw -52006.586219 + Penalty 468.176870 = -51538.409349 nChanged 77 SP:Iteration 3F (156.843366 sec): 3 clusters Score: Raw -52098.868400 + Penalty 513.901866 = -51584.966535 nChanged 44 SP:Iteration 4F (156.845238 sec): 3 clusters Score: Raw -52153.172221 + Penalty 528.742666 = -51624.429555 nChanged 10 SP:Iteration 5Q (156.847067 sec): 3 clusters Score: Raw -52165.348132 + Penalty 549.995122 = -51615.353010 nChanged 5 SP:Iteration 6F (156.848927 sec): 3 clusters Score: Raw -52170.883804 + Penalty 558.479195 = -51612.404609 nChanged 2 SP:Iteration 7F (156.850791 sec): 3 clusters Score: Raw -52176.211618 + Penalty 558.479195 = -51617.732424 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 17 (328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (156.852868 sec): 2 clusters Score: Raw -13804.192953 + Penalty 835.502169 = -12968.690784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (156.853693 sec): 3 clusters Score: Raw -13825.019158 + Penalty 1670.982626 = -12154.036532 nChanged 66 SP:Iteration 1F (156.854503 sec): 3 clusters Score: Raw -13971.685556 + Penalty 1671.050024 = -12300.635532 nChanged 15 SP:Iteration 2Q (156.855280 sec): 3 clusters Score: Raw -14010.851072 + Penalty 1671.562379 = -12339.288692 nChanged 11 SP:Iteration 3Q (156.856073 sec): 3 clusters Score: Raw -14074.723136 + Penalty 1671.558339 = -12403.164797 nChanged 6 SP:Iteration 4Q (156.856834 sec): 3 clusters Score: Raw -14088.067973 + Penalty 1671.635383 = -12416.432590 nChanged 3 SP:Iteration 5Q (156.857589 sec): 3 clusters Score: Raw -14093.203059 + Penalty 1671.352444 = -12421.850616 nChanged 4 SP:Iteration 6Q (156.858340 sec): 3 clusters Score: Raw -14104.306457 + Penalty 1671.252112 = -12433.054346 nChanged 1 SP:Iteration 7Q (156.859090 sec): 3 clusters Score: Raw -14106.309667 + Penalty 1671.136083 = -12435.173584 nChanged 1 SP:Iteration 8Q (156.859843 sec): 3 clusters Score: Raw -14108.286541 + Penalty 1671.136083 = -12437.150457 nChanged 0 SP:Iteration 9F (156.860658 sec): 3 clusters Score: Raw -14108.286541 + Penalty 1671.136083 = -12437.150457 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 19 (271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (156.861904 sec): 2 clusters Score: Raw -16567.301203 + Penalty 679.894894 = -15887.406310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (156.862619 sec): 3 clusters Score: Raw -16594.773403 + Penalty 1360.288319 = -15234.485085 nChanged 60 SP:Iteration 1F (156.863321 sec): 3 clusters Score: Raw -16703.401619 + Penalty 1360.348732 = -15343.052887 nChanged 6 SP:Iteration 2Q (156.864005 sec): 3 clusters Score: Raw -16717.687100 + Penalty 1360.357308 = -15357.329792 nChanged 2 SP:Iteration 3Q (156.864681 sec): 3 clusters Score: Raw -16719.871240 + Penalty 1360.357308 = -15359.513932 nChanged 0 SP:Iteration 4F (156.865415 sec): 3 clusters Score: Raw -16719.871240 + Penalty 1360.357308 = -15359.513932 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 20 (1202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (156.871720 sec): 2 clusters Score: Raw -68826.628407 + Penalty 294.072490 = -68532.555917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (156.874150 sec): 3 clusters Score: Raw -68112.350778 + Penalty 594.627681 = -67517.723097 nChanged 482 SP:Iteration 1F (156.876545 sec): 3 clusters Score: Raw -68456.418480 + Penalty 610.510294 = -67845.908186 nChanged 134 SP:Iteration 2F (156.878955 sec): 3 clusters Score: Raw -68569.940895 + Penalty 630.965992 = -67938.974903 nChanged 106 SP:Iteration 3F (156.881507 sec): 3 clusters Score: Raw -68669.691897 + Penalty 665.464448 = -68004.227449 nChanged 94 SP:Iteration 4F (156.884041 sec): 3 clusters Score: Raw -68757.417816 + Penalty 695.423935 = -68061.993881 nChanged 66 SP:Iteration 5F (156.886353 sec): 3 clusters Score: Raw -68806.132899 + Penalty 710.978997 = -68095.153902 nChanged 42 SP:Iteration 6Q (156.888594 sec): 3 clusters Score: Raw -68829.549299 + Penalty 725.325975 = -68104.223324 nChanged 33 SP:Iteration 7Q (156.890827 sec): 3 clusters Score: Raw -68846.143827 + Penalty 747.682017 = -68098.461809 nChanged 25 SP:Iteration 8F (156.893193 sec): 3 clusters Score: Raw -68859.427660 + Penalty 764.257184 = -68095.170476 nChanged 18 SP:Iteration 9F (156.895615 sec): 3 clusters Score: Raw -68868.497009 + Penalty 775.407678 = -68093.089331 nChanged 17 SP:Iteration 10F (156.897998 sec): 3 clusters Score: Raw -68875.053538 + Penalty 779.406114 = -68095.647424 nChanged 5 SP:Iteration 11Q (156.900242 sec): 3 clusters Score: Raw -68876.563178 + Penalty 786.685599 = -68089.877579 nChanged 4 SP:Iteration 12F (156.902522 sec): 3 clusters Score: Raw -68879.178122 + Penalty 795.831884 = -68083.346239 nChanged 5 SP:Iteration 13F (156.904836 sec): 3 clusters Score: Raw -68884.847445 + Penalty 803.404547 = -68081.442898 nChanged 6 SP:Iteration 14F (156.907177 sec): 3 clusters Score: Raw -68887.977744 + Penalty 808.272287 = -68079.705457 nChanged 5 SP:Iteration 15F (156.909523 sec): 3 clusters Score: Raw -68891.133895 + Penalty 818.630881 = -68072.503015 nChanged 10 SP:Iteration 16F (156.911897 sec): 3 clusters Score: Raw -68895.877324 + Penalty 824.424143 = -68071.453181 nChanged 5 SP:Iteration 17F (156.914216 sec): 3 clusters Score: Raw -68897.887749 + Penalty 827.114909 = -68070.772839 nChanged 5 SP:Iteration 18F (156.916509 sec): 3 clusters Score: Raw -68899.793280 + Penalty 831.379120 = -68068.414160 nChanged 3 SP:Iteration 19F (156.918780 sec): 3 clusters Score: Raw -68900.393162 + Penalty 831.379120 = -68069.014042 nChanged 0 Memory request: 0.13 GB would take us to total of 0.58 GB. Trying to split cluster 22 (28329 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (157.049799 sec): 2 clusters Score: Raw -1548553.890844 + Penalty 95.883616 = -1548458.007228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (157.105968 sec): 3 clusters Score: Raw -1529220.717302 + Penalty 181.935859 = -1529038.781443 nChanged 13977 SP:Iteration 1F (157.160404 sec): 3 clusters Score: Raw -1540600.505541 + Penalty 172.558512 = -1540427.947029 nChanged 2712 SP:Iteration 2F (157.214504 sec): 3 clusters Score: Raw -1542491.094968 + Penalty 169.921778 = -1542321.173190 nChanged 1802 SP:Iteration 3F (157.268229 sec): 3 clusters Score: Raw -1543467.859034 + Penalty 168.504577 = -1543299.354456 nChanged 1283 SP:Iteration 4Q (157.333017 sec): 3 clusters Score: Raw -1543976.175630 + Penalty 167.192141 = -1543808.983489 nChanged 921 SP:Iteration 5Q (157.389004 sec): 3 clusters Score: Raw -1544306.817103 + Penalty 165.880940 = -1544140.936163 nChanged 756 SP:Iteration 6Q (157.445010 sec): 3 clusters Score: Raw -1544597.912897 + Penalty 164.708040 = -1544433.204856 nChanged 732 SP:Iteration 7Q (157.501065 sec): 3 clusters Score: Raw -1544913.623888 + Penalty 163.496300 = -1544750.127588 nChanged 775 SP:Iteration 8Q (157.556956 sec): 3 clusters Score: Raw -1545292.726047 + Penalty 163.062573 = -1545129.663473 nChanged 825 SP:Iteration 9Q (157.612576 sec): 3 clusters Score: Raw -1545762.159799 + Penalty 161.012553 = -1545601.147246 nChanged 838 SP:Iteration 10F (157.664887 sec): 3 clusters Score: Raw -1546309.103696 + Penalty 160.058142 = -1546149.045553 nChanged 809 SP:Iteration 11Q (157.720096 sec): 3 clusters Score: Raw -1546956.302912 + Penalty 158.490005 = -1546797.812907 nChanged 770 SP:Iteration 12Q (157.775667 sec): 3 clusters Score: Raw -1547679.225044 + Penalty 156.944260 = -1547522.280784 nChanged 548 SP:Iteration 13Q (157.835006 sec): 3 clusters Score: Raw -1548195.387018 + Penalty 152.507495 = -1548042.879524 nChanged 256 SP:Iteration 14Q (157.893445 sec): 3 clusters Score: Raw -1548424.268024 + Penalty 151.042634 = -1548273.225390 nChanged 110 SP:Iteration 15Q (157.943866 sec): 3 clusters Score: Raw -1548507.391182 + Penalty 151.064093 = -1548356.327089 nChanged 37 SP:Iteration 16Q (157.987731 sec): 3 clusters Score: Raw -1548532.839088 + Penalty 152.754965 = -1548380.084122 nChanged 15 SP:Iteration 17Q (158.031004 sec): 3 clusters Score: Raw -1548544.222085 + Penalty 154.238509 = -1548389.983576 nChanged 4 SP:Iteration 18Q (158.080350 sec): 3 clusters Score: Raw -1548549.953104 + Penalty 154.742417 = -1548395.210687 nChanged 3 SP:Iteration 19Q (158.130117 sec): 3 clusters Score: Raw -1548554.612441 + Penalty 156.002977 = -1548398.609463 nChanged 2 SP:Iteration 20F (158.187051 sec): 3 clusters Score: Raw -1548560.971392 + Penalty 150.349660 = -1548410.621732 nChanged 3 SP:Iteration 21Q (158.236149 sec): 3 clusters Score: Raw -1548583.200472 + Penalty 155.599661 = -1548427.600812 nChanged 3 SP:Iteration 22Q (158.284203 sec): 3 clusters Score: Raw -1548584.230589 + Penalty 155.038574 = -1548429.192015 nChanged 1 SP:Iteration 23Q (158.334408 sec): 3 clusters Score: Raw -1548585.233106 + Penalty 154.547821 = -1548430.685285 nChanged 1 SP:Iteration 24Q (158.382439 sec): 3 clusters Score: Raw -1548585.630897 + Penalty 153.730424 = -1548431.900473 nChanged 2 SP:Iteration 25Q (158.423033 sec): 3 clusters Score: Raw -1548586.340326 + Penalty 153.730424 = -1548432.609902 nChanged 0 SP:Iteration 26F (158.471775 sec): 3 clusters Score: Raw -1548586.340326 + Penalty 153.730424 = -1548432.609902 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 23 (508 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (158.489788 sec): 2 clusters Score: Raw -33406.482717 + Penalty 419.862954 = -32986.619763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (158.490887 sec): 3 clusters Score: Raw -33190.051670 + Penalty 840.258097 = -32349.793573 nChanged 171 SP:Iteration 1F (158.491970 sec): 3 clusters Score: Raw -33303.447752 + Penalty 841.124857 = -32462.322895 nChanged 38 SP:Iteration 2F (158.494892 sec): 3 clusters Score: Raw -33334.620276 + Penalty 844.335743 = -32490.284533 nChanged 27 SP:Iteration 3F (158.497236 sec): 3 clusters Score: Raw -33353.587965 + Penalty 848.038914 = -32505.549051 nChanged 21 SP:Iteration 4Q (158.499299 sec): 3 clusters Score: Raw -33368.652418 + Penalty 850.297301 = -32518.355117 nChanged 18 SP:Iteration 5Q (158.501099 sec): 3 clusters Score: Raw -33385.186629 + Penalty 850.591737 = -32534.594892 nChanged 18 SP:Iteration 6Q (158.502835 sec): 3 clusters Score: Raw -33401.780081 + Penalty 853.593412 = -32548.186669 nChanged 12 SP:Iteration 7Q (158.504383 sec): 3 clusters Score: Raw -33416.572785 + Penalty 857.177678 = -32559.395107 nChanged 12 SP:Iteration 8Q (158.505569 sec): 3 clusters Score: Raw -33428.868036 + Penalty 859.960707 = -32568.907328 nChanged 7 SP:Iteration 9Q (158.506630 sec): 3 clusters Score: Raw -33433.809909 + Penalty 866.594610 = -32567.215299 nChanged 5 SP:Iteration 10F (158.507738 sec): 3 clusters Score: Raw -33438.189955 + Penalty 867.559567 = -32570.630387 nChanged 4 SP:Iteration 11Q (158.508810 sec): 3 clusters Score: Raw -33443.164181 + Penalty 869.667917 = -32573.496263 nChanged 2 SP:Iteration 12Q (158.509819 sec): 3 clusters Score: Raw -33444.889109 + Penalty 869.300655 = -32575.588454 nChanged 1 SP:Iteration 13Q (158.510822 sec): 3 clusters Score: Raw -33444.955232 + Penalty 870.834229 = -32574.121003 nChanged 1 SP:Iteration 14F (158.511910 sec): 3 clusters Score: Raw -33445.991866 + Penalty 870.834229 = -32575.157637 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 24 (222 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (158.513539 sec): 2 clusters Score: Raw -12596.427201 + Penalty 471.345887 = -12125.081314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (158.514176 sec): 3 clusters Score: Raw -12535.749934 + Penalty 972.058220 = -11563.691714 nChanged 52 SP:Iteration 1F (158.514815 sec): 3 clusters Score: Raw -12619.789401 + Penalty 989.613346 = -11630.176055 nChanged 16 SP:Iteration 2F (158.515439 sec): 3 clusters Score: Raw -12648.027772 + Penalty 993.815103 = -11654.212669 nChanged 8 SP:Iteration 3Q (158.516039 sec): 3 clusters Score: Raw -12669.453148 + Penalty 1000.149545 = -11669.303603 nChanged 8 SP:Iteration 4Q (158.516674 sec): 3 clusters Score: Raw -12692.213463 + Penalty 1006.028046 = -11686.185417 nChanged 5 SP:Iteration 5Q (158.517282 sec): 3 clusters Score: Raw -12704.254462 + Penalty 1013.538869 = -11690.715593 nChanged 5 SP:Iteration 6Q (158.517885 sec): 3 clusters Score: Raw -12716.896869 + Penalty 1011.872174 = -11705.024695 nChanged 1 SP:Iteration 7Q (158.518483 sec): 3 clusters Score: Raw -12717.964794 + Penalty 1010.832078 = -11707.132716 nChanged 1 SP:Iteration 8Q (158.519081 sec): 3 clusters Score: Raw -12719.113263 + Penalty 1010.832078 = -11708.281186 nChanged 0 SP:Iteration 9F (158.519723 sec): 3 clusters Score: Raw -12719.113263 + Penalty 1010.832078 = -11708.281186 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 25 (1461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (158.527096 sec): 2 clusters Score: Raw -96401.283417 + Penalty 627.295694 = -95773.987723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (158.530038 sec): 3 clusters Score: Raw -95651.894573 + Penalty 1263.230048 = -94388.664525 nChanged 543 SP:Iteration 1F (158.532958 sec): 3 clusters Score: Raw -95987.660158 + Penalty 1275.609815 = -94712.050343 nChanged 138 SP:Iteration 2F (158.535767 sec): 3 clusters Score: Raw -96107.205724 + Penalty 1292.987749 = -94814.217975 nChanged 101 SP:Iteration 3F (158.538561 sec): 3 clusters Score: Raw -96209.713755 + Penalty 1314.727892 = -94894.985863 nChanged 89 SP:Iteration 4F (158.541419 sec): 3 clusters Score: Raw -96296.996938 + Penalty 1338.064221 = -94958.932718 nChanged 71 SP:Iteration 5Q (158.544507 sec): 3 clusters Score: Raw -96369.440088 + Penalty 1367.301673 = -95002.138415 nChanged 61 SP:Iteration 6Q (158.547474 sec): 3 clusters Score: Raw -96434.703682 + Penalty 1390.694055 = -95044.009626 nChanged 47 SP:Iteration 7Q (158.550183 sec): 3 clusters Score: Raw -96484.547156 + Penalty 1409.875612 = -95074.671544 nChanged 28 SP:Iteration 8Q (158.552748 sec): 3 clusters Score: Raw -96511.576341 + Penalty 1422.736861 = -95088.839480 nChanged 21 SP:Iteration 9Q (158.555204 sec): 3 clusters Score: Raw -96533.320888 + Penalty 1431.664834 = -95101.656054 nChanged 13 SP:Iteration 10F (158.557905 sec): 3 clusters Score: Raw -96544.760603 + Penalty 1439.778496 = -95104.982107 nChanged 14 SP:Iteration 11Q (158.560281 sec): 3 clusters Score: Raw -96558.311880 + Penalty 1447.080882 = -95111.230998 nChanged 12 SP:Iteration 12Q (158.562667 sec): 3 clusters Score: Raw -96570.078972 + Penalty 1453.916029 = -95116.162942 nChanged 7 SP:Iteration 13Q (158.565079 sec): 3 clusters Score: Raw -96577.691599 + Penalty 1461.784242 = -95115.907357 nChanged 8 SP:Iteration 14F (158.567844 sec): 3 clusters Score: Raw -96588.674911 + Penalty 1463.929966 = -95124.744945 nChanged 6 SP:Iteration 15Q (158.570169 sec): 3 clusters Score: Raw -96593.234691 + Penalty 1469.658926 = -95123.575764 nChanged 5 SP:Iteration 16F (158.572884 sec): 3 clusters Score: Raw -96597.623334 + Penalty 1471.294741 = -95126.328593 nChanged 2 SP:Iteration 17Q (158.575148 sec): 3 clusters Score: Raw -96599.294725 + Penalty 1473.683746 = -95125.610978 nChanged 2 SP:Iteration 18F (158.577876 sec): 3 clusters Score: Raw -96600.876539 + Penalty 1475.412073 = -95125.464466 nChanged 2 SP:Iteration 19F (158.580675 sec): 3 clusters Score: Raw -96601.917890 + Penalty 1475.412073 = -95126.505818 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 33 (454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (158.592662 sec): 2 clusters Score: Raw -25159.921652 + Penalty 817.591411 = -24342.330241 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (158.593720 sec): 3 clusters Score: Raw -25095.861113 + Penalty 1633.083850 = -23462.777263 nChanged 98 SP:Iteration 1F (158.594763 sec): 3 clusters Score: Raw -25221.502276 + Penalty 1632.815775 = -23588.686501 nChanged 21 SP:Iteration 2Q (158.595797 sec): 3 clusters Score: Raw -25255.014384 + Penalty 1632.386266 = -23622.628118 nChanged 9 SP:Iteration 3Q (158.596826 sec): 3 clusters Score: Raw -25266.093333 + Penalty 1632.229094 = -23633.864240 nChanged 8 SP:Iteration 4Q (158.597858 sec): 3 clusters Score: Raw -25283.033857 + Penalty 1633.066808 = -23649.967049 nChanged 13 SP:Iteration 5Q (158.598864 sec): 3 clusters Score: Raw -25305.417171 + Penalty 1632.701342 = -23672.715829 nChanged 7 SP:Iteration 6Q (158.599864 sec): 3 clusters Score: Raw -25320.694545 + Penalty 1632.734799 = -23687.959746 nChanged 6 SP:Iteration 7Q (158.600857 sec): 3 clusters Score: Raw -25333.053981 + Penalty 1633.205702 = -23699.848279 nChanged 6 SP:Iteration 8Q (158.601850 sec): 3 clusters Score: Raw -25340.479472 + Penalty 1633.922888 = -23706.556585 nChanged 5 SP:Iteration 9Q (158.602840 sec): 3 clusters Score: Raw -25348.048159 + Penalty 1633.905216 = -23714.142943 nChanged 4 SP:Iteration 10F (158.603877 sec): 3 clusters Score: Raw -25357.366949 + Penalty 1634.530446 = -23722.836502 nChanged 3 SP:Iteration 11Q (158.604868 sec): 3 clusters Score: Raw -25365.803874 + Penalty 1634.132039 = -23731.671835 nChanged 2 SP:Iteration 12Q (158.605856 sec): 3 clusters Score: Raw -25366.510163 + Penalty 1634.335564 = -23732.174599 nChanged 1 SP:Iteration 13Q (158.606845 sec): 3 clusters Score: Raw -25369.786538 + Penalty 1634.132039 = -23735.654498 nChanged 1 SP:Iteration 14Q (158.607833 sec): 3 clusters Score: Raw -25370.325493 + Penalty 1634.132039 = -23736.193453 nChanged 0 SP:Iteration 15F (158.608891 sec): 3 clusters Score: Raw -25370.325493 + Penalty 1634.132039 = -23736.193453 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 37 (352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (158.610341 sec): 2 clusters Score: Raw -22125.942567 + Penalty 651.642457 = -21474.300111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (158.611213 sec): 3 clusters Score: Raw -22019.817454 + Penalty 1307.898322 = -20711.919133 nChanged 83 SP:Iteration 1F (158.612087 sec): 3 clusters Score: Raw -22111.693102 + Penalty 1312.967923 = -20798.725179 nChanged 23 SP:Iteration 2F (158.612956 sec): 3 clusters Score: Raw -22140.946903 + Penalty 1320.038753 = -20820.908150 nChanged 16 SP:Iteration 3Q (158.613813 sec): 3 clusters Score: Raw -22170.349050 + Penalty 1326.084581 = -20844.264469 nChanged 13 SP:Iteration 4Q (158.614699 sec): 3 clusters Score: Raw -22200.366260 + Penalty 1335.137892 = -20865.228368 nChanged 15 SP:Iteration 5Q (158.615546 sec): 3 clusters Score: Raw -22237.532097 + Penalty 1335.934793 = -20901.597304 nChanged 15 SP:Iteration 6Q (158.616375 sec): 3 clusters Score: Raw -22274.855033 + Penalty 1336.429700 = -20938.425332 nChanged 20 SP:Iteration 7F (158.617276 sec): 3 clusters Score: Raw -22326.262369 + Penalty 1331.867467 = -20994.394902 nChanged 12 SP:Iteration 8Q (158.618077 sec): 3 clusters Score: Raw -22349.831237 + Penalty 1329.985071 = -21019.846166 nChanged 7 SP:Iteration 9Q (158.618877 sec): 3 clusters Score: Raw -22363.279992 + Penalty 1327.728826 = -21035.551166 nChanged 5 SP:Iteration 10F (158.619749 sec): 3 clusters Score: Raw -22378.566970 + Penalty 1324.068853 = -21054.498117 nChanged 6 SP:Iteration 11Q (158.620575 sec): 3 clusters Score: Raw -22389.435784 + Penalty 1321.096091 = -21068.339693 nChanged 5 SP:Iteration 12Q (158.621396 sec): 3 clusters Score: Raw -22396.085050 + Penalty 1320.001711 = -21076.083339 nChanged 2 SP:Iteration 13Q (158.622216 sec): 3 clusters Score: Raw -22399.002078 + Penalty 1319.250567 = -21079.751511 nChanged 1 SP:Iteration 14Q (158.623032 sec): 3 clusters Score: Raw -22400.040986 + Penalty 1319.250567 = -21080.790419 nChanged 0 SP:Iteration 15F (158.623922 sec): 3 clusters Score: Raw -22400.040986 + Penalty 1319.250567 = -21080.790419 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 38 (383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (158.625466 sec): 2 clusters Score: Raw -21073.171074 + Penalty 694.013704 = -20379.157369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (158.626391 sec): 3 clusters Score: Raw -20980.930765 + Penalty 1390.508519 = -19590.422245 nChanged 98 SP:Iteration 1F (158.627305 sec): 3 clusters Score: Raw -21094.445795 + Penalty 1394.385447 = -19700.060348 nChanged 27 SP:Iteration 2F (158.628220 sec): 3 clusters Score: Raw -21132.876323 + Penalty 1396.524321 = -19736.352002 nChanged 15 SP:Iteration 3Q (158.629131 sec): 3 clusters Score: Raw -21149.361349 + Penalty 1397.028662 = -19752.332687 nChanged 8 SP:Iteration 4Q (158.630026 sec): 3 clusters Score: Raw -21165.043103 + Penalty 1397.899675 = -19767.143427 nChanged 4 SP:Iteration 5Q (158.630917 sec): 3 clusters Score: Raw -21169.277674 + Penalty 1397.430418 = -19771.847257 nChanged 3 SP:Iteration 6Q (158.631815 sec): 3 clusters Score: Raw -21171.226566 + Penalty 1396.670527 = -19774.556039 nChanged 1 SP:Iteration 7Q (158.632731 sec): 3 clusters Score: Raw -21172.618447 + Penalty 1396.164890 = -19776.453556 nChanged 1 SP:Iteration 8Q (158.633626 sec): 3 clusters Score: Raw -21178.136113 + Penalty 1396.727103 = -19781.409011 nChanged 2 SP:Iteration 9Q (158.634516 sec): 3 clusters Score: Raw -21179.466573 + Penalty 1396.295233 = -19783.171339 nChanged 3 SP:Iteration 10F (158.635434 sec): 3 clusters Score: Raw -21183.077390 + Penalty 1397.397738 = -19785.679652 nChanged 3 SP:Iteration 11Q (158.636329 sec): 3 clusters Score: Raw -21188.832428 + Penalty 1397.945910 = -19790.886517 nChanged 2 SP:Iteration 12Q (158.637223 sec): 3 clusters Score: Raw -21193.045835 + Penalty 1398.366655 = -19794.679180 nChanged 2 SP:Iteration 13Q (158.638115 sec): 3 clusters Score: Raw -21195.273325 + Penalty 1398.622887 = -19796.650438 nChanged 3 SP:Iteration 14Q (158.639010 sec): 3 clusters Score: Raw -21198.031499 + Penalty 1400.009894 = -19798.021605 nChanged 3 SP:Iteration 15Q (158.639902 sec): 3 clusters Score: Raw -21201.187168 + Penalty 1400.009894 = -19801.177274 nChanged 0 SP:Iteration 16F (158.640824 sec): 3 clusters Score: Raw -21201.187168 + Penalty 1400.009894 = -19801.177274 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 44 (521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (158.643690 sec): 2 clusters Score: Raw -33437.822949 + Penalty 737.045490 = -32700.777458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (158.644871 sec): 3 clusters Score: Raw -33272.382250 + Penalty 1473.511800 = -31798.870451 nChanged 125 SP:Iteration 1F (158.646041 sec): 3 clusters Score: Raw -33403.032175 + Penalty 1472.470435 = -31930.561740 nChanged 42 SP:Iteration 2F (158.647196 sec): 3 clusters Score: Raw -33464.224234 + Penalty 1471.492708 = -31992.731527 nChanged 30 SP:Iteration 3F (158.648387 sec): 3 clusters Score: Raw -33505.653228 + Penalty 1471.208716 = -32034.444512 nChanged 24 SP:Iteration 4Q (158.649518 sec): 3 clusters Score: Raw -33536.317952 + Penalty 1470.805481 = -32065.512471 nChanged 11 SP:Iteration 5Q (158.650667 sec): 3 clusters Score: Raw -33548.512411 + Penalty 1471.300425 = -32077.211987 nChanged 13 SP:Iteration 6Q (158.651787 sec): 3 clusters Score: Raw -33562.886360 + Penalty 1471.706098 = -32091.180262 nChanged 6 SP:Iteration 7Q (158.652900 sec): 3 clusters Score: Raw -33567.361099 + Penalty 1471.930434 = -32095.430665 nChanged 2 SP:Iteration 8Q (158.654007 sec): 3 clusters Score: Raw -33571.097960 + Penalty 1471.802359 = -32099.295601 nChanged 1 SP:Iteration 9Q (158.655111 sec): 3 clusters Score: Raw -33571.383081 + Penalty 1471.802359 = -32099.580722 nChanged 0 SP:Iteration 10F (158.656248 sec): 3 clusters Score: Raw -33571.383081 + Penalty 1471.802359 = -32099.580722 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 47 (1130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (158.660522 sec): 2 clusters Score: Raw -69732.037349 + Penalty 656.895731 = -69075.141618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (158.662879 sec): 3 clusters Score: Raw -69107.199132 + Penalty 1315.495625 = -67791.703507 nChanged 402 SP:Iteration 1F (158.665182 sec): 3 clusters Score: Raw -69322.257056 + Penalty 1322.969898 = -67999.287158 nChanged 133 SP:Iteration 2F (158.667477 sec): 3 clusters Score: Raw -69428.160449 + Penalty 1340.981626 = -68087.178823 nChanged 101 SP:Iteration 3F (158.669787 sec): 3 clusters Score: Raw -69521.478245 + Penalty 1361.407232 = -68160.071013 nChanged 78 SP:Iteration 4F (158.672115 sec): 3 clusters Score: Raw -69596.270111 + Penalty 1378.811339 = -68217.458772 nChanged 70 SP:Iteration 5F (158.674453 sec): 3 clusters Score: Raw -69669.651795 + Penalty 1398.822647 = -68270.829148 nChanged 55 SP:Iteration 6Q (158.676804 sec): 3 clusters Score: Raw -69729.545514 + Penalty 1410.050832 = -68319.494682 nChanged 32 SP:Iteration 7Q (158.679170 sec): 3 clusters Score: Raw -69762.923361 + Penalty 1423.554015 = -68339.369345 nChanged 13 SP:Iteration 8Q (158.681493 sec): 3 clusters Score: Raw -69778.954502 + Penalty 1432.352520 = -68346.601982 nChanged 12 SP:Iteration 9Q (158.683783 sec): 3 clusters Score: Raw -69794.044538 + Penalty 1440.904497 = -68353.140042 nChanged 7 SP:Iteration 10F (158.686149 sec): 3 clusters Score: Raw -69803.061867 + Penalty 1444.527335 = -68358.534533 nChanged 1 SP:Iteration 11Q (158.688370 sec): 3 clusters Score: Raw -69804.775577 + Penalty 1444.903600 = -68359.871976 nChanged 1 SP:Iteration 12Q (158.690570 sec): 3 clusters Score: Raw -69806.583987 + Penalty 1444.475481 = -68362.108507 nChanged 2 SP:Iteration 13Q (158.692764 sec): 3 clusters Score: Raw -69807.689944 + Penalty 1444.475481 = -68363.214463 nChanged 0 SP:Iteration 14F (158.695143 sec): 3 clusters Score: Raw -69807.689944 + Penalty 1444.475481 = -68363.214463 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 51 (316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (158.697722 sec): 2 clusters Score: Raw -17032.619579 + Penalty 668.546913 = -16364.072667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (158.698569 sec): 3 clusters Score: Raw -16957.426366 + Penalty 1331.904618 = -15625.521747 nChanged 61 SP:Iteration 1F (158.699364 sec): 3 clusters Score: Raw -17029.067166 + Penalty 1326.902016 = -15702.165150 nChanged 19 SP:Iteration 2F (158.700159 sec): 3 clusters Score: Raw -17055.615344 + Penalty 1325.937837 = -15729.677507 nChanged 6 SP:Iteration 3Q (158.700945 sec): 3 clusters Score: Raw -17066.225216 + Penalty 1324.671512 = -15741.553704 nChanged 5 SP:Iteration 4Q (158.701727 sec): 3 clusters Score: Raw -17072.568074 + Penalty 1323.727720 = -15748.840355 nChanged 4 SP:Iteration 5Q (158.702544 sec): 3 clusters Score: Raw -17083.881694 + Penalty 1323.794827 = -15760.086868 nChanged 6 SP:Iteration 6Q (158.703325 sec): 3 clusters Score: Raw -17095.274417 + Penalty 1323.875864 = -15771.398554 nChanged 6 SP:Iteration 7Q (158.704102 sec): 3 clusters Score: Raw -17101.398843 + Penalty 1323.030069 = -15778.368774 nChanged 3 SP:Iteration 8Q (158.704878 sec): 3 clusters Score: Raw -17105.538180 + Penalty 1321.733368 = -15783.804813 nChanged 2 SP:Iteration 9Q (158.705652 sec): 3 clusters Score: Raw -17108.687669 + Penalty 1321.355220 = -15787.332449 nChanged 1 SP:Iteration 10F (158.706447 sec): 3 clusters Score: Raw -17110.191365 + Penalty 1321.133943 = -15789.057422 nChanged 2 SP:Iteration 11Q (158.707223 sec): 3 clusters Score: Raw -17112.456308 + Penalty 1321.133943 = -15791.322366 nChanged 0 SP:Iteration 12F (158.708020 sec): 3 clusters Score: Raw -17112.456308 + Penalty 1321.133943 = -15791.322366 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 53 (271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (158.709218 sec): 2 clusters Score: Raw -13152.223754 + Penalty 437.025703 = -12715.198052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (158.709939 sec): 3 clusters Score: Raw -13077.640706 + Penalty 874.773763 = -12202.866943 nChanged 67 SP:Iteration 1F (158.710670 sec): 3 clusters Score: Raw -13147.399573 + Penalty 873.985541 = -12273.414032 nChanged 29 SP:Iteration 2F (158.711382 sec): 3 clusters Score: Raw -13186.363206 + Penalty 873.765708 = -12312.597498 nChanged 15 SP:Iteration 3F (158.712103 sec): 3 clusters Score: Raw -13204.886151 + Penalty 873.716780 = -12331.169370 nChanged 7 SP:Iteration 4Q (158.712798 sec): 3 clusters Score: Raw -13213.199441 + Penalty 873.653022 = -12339.546420 nChanged 6 SP:Iteration 5Q (158.713490 sec): 3 clusters Score: Raw -13217.385116 + Penalty 873.992549 = -12343.392566 nChanged 1 SP:Iteration 6Q (158.714184 sec): 3 clusters Score: Raw -13217.698749 + Penalty 873.657899 = -12344.040849 nChanged 1 SP:Iteration 7Q (158.714907 sec): 3 clusters Score: Raw -13218.060322 + Penalty 873.750113 = -12344.310209 nChanged 1 SP:Iteration 8Q (158.715600 sec): 3 clusters Score: Raw -13218.251129 + Penalty 873.750113 = -12344.501015 nChanged 0 SP:Iteration 9F (158.716312 sec): 3 clusters Score: Raw -13218.251129 + Penalty 873.750113 = -12344.501015 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 58 (257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (158.717426 sec): 2 clusters Score: Raw -14001.949870 + Penalty 37.259606 = -13964.690264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (158.718046 sec): 3 clusters Score: Raw -13859.916037 + Penalty 70.923646 = -13788.992391 nChanged 107 SP:Iteration 1F (158.718702 sec): 3 clusters Score: Raw -13946.058407 + Penalty 70.579754 = -13875.478653 nChanged 13 SP:Iteration 2F (158.719351 sec): 3 clusters Score: Raw -13960.964068 + Penalty 70.861802 = -13890.102266 nChanged 18 SP:Iteration 3F (158.720000 sec): 3 clusters Score: Raw -13974.970850 + Penalty 70.520102 = -13904.450748 nChanged 5 SP:Iteration 4Q (158.720633 sec): 3 clusters Score: Raw -13975.732102 + Penalty 70.259535 = -13905.472567 nChanged 3 SP:Iteration 5Q (158.721299 sec): 3 clusters Score: Raw -13976.124366 + Penalty 70.205546 = -13905.918820 nChanged 1 SP:Iteration 6Q (158.721950 sec): 3 clusters Score: Raw -13976.165708 + Penalty 70.152904 = -13906.012804 nChanged 1 SP:Iteration 7Q (158.722620 sec): 3 clusters Score: Raw -13976.187148 + Penalty 70.152904 = -13906.034244 nChanged 0 SP:Iteration 8F (158.723293 sec): 3 clusters Score: Raw -13976.187148 + Penalty 70.152904 = -13906.034244 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 72 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (158.724243 sec): 2 clusters Score: Raw -9291.173364 + Penalty 300.002275 = -8991.171089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (158.724836 sec): 3 clusters Score: Raw -9241.353408 + Penalty 606.684319 = -8634.669089 nChanged 42 SP:Iteration 1F (158.725395 sec): 3 clusters Score: Raw -9301.161748 + Penalty 613.931585 = -8687.230162 nChanged 13 SP:Iteration 2F (158.725953 sec): 3 clusters Score: Raw -9325.318572 + Penalty 611.596491 = -8713.722082 nChanged 6 SP:Iteration 3Q (158.726500 sec): 3 clusters Score: Raw -9328.525522 + Penalty 611.596491 = -8716.929032 nChanged 0 SP:Iteration 4F (158.727056 sec): 3 clusters Score: Raw -9328.525522 + Penalty 611.596491 = -8716.929032 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 74 (240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (158.728147 sec): 2 clusters Score: Raw -12659.442657 + Penalty 221.545735 = -12437.896922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (158.728840 sec): 3 clusters Score: Raw -12577.080320 + Penalty 446.367675 = -12130.712646 nChanged 70 SP:Iteration 1F (158.729486 sec): 3 clusters Score: Raw -12657.242774 + Penalty 452.029265 = -12205.213509 nChanged 19 SP:Iteration 2F (158.730128 sec): 3 clusters Score: Raw -12679.849336 + Penalty 457.540471 = -12222.308865 nChanged 10 SP:Iteration 3Q (158.730757 sec): 3 clusters Score: Raw -12696.735142 + Penalty 469.261806 = -12227.473336 nChanged 12 SP:Iteration 4Q (158.731385 sec): 3 clusters Score: Raw -12710.462786 + Penalty 477.655377 = -12232.807409 nChanged 8 SP:Iteration 5Q (158.732007 sec): 3 clusters Score: Raw -12722.049443 + Penalty 484.499924 = -12237.549519 nChanged 4 SP:Iteration 6Q (158.733795 sec): 3 clusters Score: Raw -12725.828854 + Penalty 489.135042 = -12236.693812 nChanged 3 SP:Iteration 7F (158.735394 sec): 3 clusters Score: Raw -12731.515113 + Penalty 496.290906 = -12235.224208 nChanged 4 SP:Iteration 8F (158.736696 sec): 3 clusters Score: Raw -12747.050133 + Penalty 502.441410 = -12244.608723 nChanged 3 SP:Iteration 9Q (158.737930 sec): 3 clusters Score: Raw -12752.782929 + Penalty 502.441410 = -12250.341520 nChanged 0 SP:Iteration 10F (158.739148 sec): 3 clusters Score: Raw -12752.782929 + Penalty 502.441410 = -12250.341520 nChanged 0 Memory request: 0.00 GB would take us to total of 0.45 GB. Trying to split cluster 105 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (158.740948 sec): 2 clusters Score: Raw -10945.683719 + Penalty 448.886574 = -10496.797145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (158.742020 sec): 3 clusters Score: Raw -10925.453279 + Penalty 925.934926 = -9999.518353 nChanged 53 SP:Iteration 1F (158.743054 sec): 3 clusters Score: Raw -11020.864255 + Penalty 934.670717 = -10086.193539 nChanged 15 SP:Iteration 2F (158.743970 sec): 3 clusters Score: Raw -11054.545131 + Penalty 946.152595 = -10108.392536 nChanged 12 SP:Iteration 3F (158.744875 sec): 3 clusters Score: Raw -11075.615164 + Penalty 952.674180 = -10122.940984 nChanged 4 SP:Iteration 4Q (158.745614 sec): 3 clusters Score: Raw -11080.575532 + Penalty 958.501234 = -10122.074298 nChanged 4 SP:Iteration 5F (158.746272 sec): 3 clusters Score: Raw -11086.054662 + Penalty 958.142399 = -10127.912263 nChanged 3 SP:Iteration 6Q (158.746876 sec): 3 clusters Score: Raw -11089.418767 + Penalty 959.343996 = -10130.074771 nChanged 1 SP:Iteration 7Q (158.747476 sec): 3 clusters Score: Raw -11090.339911 + Penalty 959.343996 = -10130.995914 nChanged 0 SP:Iteration 8F (158.748133 sec): 3 clusters Score: Raw -11090.339911 + Penalty 959.343996 = -10130.995914 nChanged 0 Time taken for this iteration:157.400115 seconds. 300->34 Clusters: Score -2627387.838479, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 240 (time per iteration =661.670871 ms) Total iterations: 3819 (time per iteration =41.581830 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 12502363125.000000 (time per metric unit =12.701679ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 312559078125.000000 (time per metric unit=508.067179ps) That took 158.801009 seconds. FileBase PeterP-2013-10-10_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 0.25 and 0.38 GB of RAM. Memory request: 0.13 GB would take us to total of 0.13 GB. ---------------------------------------------------------- Loaded 27503 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 27503 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 200 (1 points): Lose 3.263170 but Gain 1635.409630 Iteration 0F (3.704481 sec): 225 clusters Score: Raw -1273949.104813 + Penalty 227978.832204 = -1045970.272608 nChanged 6636 Deleting Class 131 (4 points): Lose 72.615488 but Gain 1584.881466 Iteration 1F (6.458035 sec): 218 clusters Score: Raw -1288199.168228 + Penalty 226984.395243 = -1061214.772985 nChanged 2594 Deleting Class 162 (1 points): Lose 12.497426 but Gain 1503.787064 Iteration 2F (9.197444 sec): 217 clusters Score: Raw -1292797.155483 + Penalty 226230.023831 = -1066567.131652 nChanged 1668 Deleting Class 219 (1 points): Lose 8.521363 but Gain 1486.568943 Iteration 3F (11.923972 sec): 216 clusters Score: Raw -1295131.765029 + Penalty 225140.068628 = -1069991.696401 nChanged 1178 Deleting Class 197 (6 points): Lose 63.471550 but Gain 1507.628453 Iteration 4Q (12.233758 sec): 215 clusters Score: Raw -1296427.832857 + Penalty 224034.080270 = -1072393.752587 nChanged 853 Deleting Class 159 (1 points): Lose 2.273158 but Gain 1444.194313 Iteration 5Q (12.501691 sec): 214 clusters Score: Raw -1297203.364018 + Penalty 222950.806360 = -1074252.557658 nChanged 648 Deleting Class 199 (2 points): Lose 22.459153 but Gain 1451.282916 Iteration 6Q (12.743677 sec): 213 clusters Score: Raw -1297690.161145 + Penalty 221633.718841 = -1076056.442304 nChanged 475 Deleting Class 41 (10 points): Lose 146.178469 but Gain 1574.297803 Iteration 7Q (12.960898 sec): 212 clusters Score: Raw -1297914.252977 + Penalty 220254.204628 = -1077660.048349 nChanged 408 Deleting Class 210 (1 points): Lose 15.542806 but Gain 1432.249779 Iteration 8Q (13.170038 sec): 211 clusters Score: Raw -1298258.686213 + Penalty 218985.526255 = -1079273.159957 nChanged 326 Deleting Class 213 (2 points): Lose 33.038097 but Gain 1443.652868 Iteration 9Q (13.367237 sec): 210 clusters Score: Raw -1298476.696124 + Penalty 217592.726884 = -1080883.969240 nChanged 272 Deleting Class 215 (1 points): Lose 17.749169 but Gain 1407.198412 Iteration 10F (15.990602 sec): 209 clusters Score: Raw -1298656.853359 + Penalty 216250.688926 = -1082406.164433 nChanged 234 Deleting Class 204 (1 points): Lose 1.184725 but Gain 1384.123477 Iteration 11Q (16.178574 sec): 208 clusters Score: Raw -1298825.803885 + Penalty 214961.346826 = -1083864.457059 nChanged 180 Deleting Class 125 (11 points): Lose 134.639497 but Gain 1515.702133 Iteration 12Q (16.360537 sec): 207 clusters Score: Raw -1298818.519134 + Penalty 213523.874143 = -1085294.644992 nChanged 147 Deleting Class 161 (4 points): Lose 20.445003 but Gain 1397.527587 Iteration 13Q (16.537267 sec): 206 clusters Score: Raw -1298921.734353 + Penalty 212117.744028 = -1086803.990325 nChanged 122 Deleting Class 119 (9 points): Lose 99.286174 but Gain 1453.578716 Iteration 14Q (16.710952 sec): 205 clusters Score: Raw -1298910.493629 + Penalty 210712.672719 = -1088197.820910 nChanged 98 Deleting Class 91 (17 points): Lose 116.564330 but Gain 1455.802997 Iteration 15Q (16.880376 sec): 204 clusters Score: Raw -1298876.415689 + Penalty 209221.367107 = -1089655.048582 nChanged 96 Deleting Class 188 (7 points): Lose 101.018129 but Gain 1437.141552 Iteration 16Q (17.051044 sec): 203 clusters Score: Raw -1298859.421199 + Penalty 207947.465286 = -1090911.955914 nChanged 78 Deleting Class 211 (2 points): Lose 39.933352 but Gain 1375.929356 Iteration 17Q (17.217133 sec): 202 clusters Score: Raw -1298909.115670 + Penalty 206698.680046 = -1092210.435624 nChanged 67 Deleting Class 95 (13 points): Lose 128.544865 but Gain 1463.202401 Iteration 18Q (17.381990 sec): 201 clusters Score: Raw -1298844.751905 + Penalty 205307.120530 = -1093537.631375 nChanged 80 Deleting Class 85 (18 points): Lose 234.001933 but Gain 1566.862436 Iteration 19Q (17.548220 sec): 200 clusters Score: Raw -1298683.711944 + Penalty 203793.664619 = -1094890.047325 nChanged 91 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 -1298683.711944 + Penalty 203793.664619 = -1094890.047325Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 1 (937 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.652362 sec): 2 clusters Score: Raw -47865.894222 + Penalty 120.069506 = -47745.824716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.655082 sec): 3 clusters Score: Raw -47279.047145 + Penalty 232.539658 = -47046.507487 nChanged 421 SP:Iteration 1F (17.656881 sec): 3 clusters Score: Raw -47686.419761 + Penalty 228.486982 = -47457.932779 nChanged 92 SP:Iteration 2F (17.658677 sec): 3 clusters Score: Raw -47752.993874 + Penalty 227.276846 = -47525.717028 nChanged 59 SP:Iteration 3F (17.660468 sec): 3 clusters Score: Raw -47794.181878 + Penalty 228.404782 = -47565.777096 nChanged 53 SP:Iteration 4F (17.662264 sec): 3 clusters Score: Raw -47829.490908 + Penalty 229.326279 = -47600.164630 nChanged 32 SP:Iteration 5Q (17.664000 sec): 3 clusters Score: Raw -47838.816839 + Penalty 230.719929 = -47608.096910 nChanged 20 SP:Iteration 6Q (17.665720 sec): 3 clusters Score: Raw -47843.170898 + Penalty 231.076643 = -47612.094255 nChanged 5 SP:Iteration 7Q (17.667420 sec): 3 clusters Score: Raw -47843.558965 + Penalty 231.705427 = -47611.853538 nChanged 5 SP:Iteration 8F (17.669227 sec): 3 clusters Score: Raw -47843.919295 + Penalty 232.096172 = -47611.823124 nChanged 3 SP:Iteration 9F (17.671019 sec): 3 clusters Score: Raw -47844.054362 + Penalty 232.689063 = -47611.365299 nChanged 5 SP:Iteration 10F (17.672843 sec): 3 clusters Score: Raw -47845.216995 + Penalty 233.581959 = -47611.635036 nChanged 8 SP:Iteration 11Q (17.674571 sec): 3 clusters Score: Raw -47845.970571 + Penalty 234.470986 = -47611.499585 nChanged 7 SP:Iteration 12F (17.676391 sec): 3 clusters Score: Raw -47846.787056 + Penalty 235.408459 = -47611.378597 nChanged 8 SP:Iteration 13F (17.678205 sec): 3 clusters Score: Raw -47847.240577 + Penalty 236.203833 = -47611.036745 nChanged 7 SP:Iteration 14F (17.680051 sec): 3 clusters Score: Raw -47847.861334 + Penalty 237.271068 = -47610.590266 nChanged 8 SP:Iteration 15F (17.681880 sec): 3 clusters Score: Raw -47848.615105 + Penalty 237.782495 = -47610.832610 nChanged 4 SP:Iteration 16Q (17.683616 sec): 3 clusters Score: Raw -47848.697970 + Penalty 238.431181 = -47610.266789 nChanged 5 SP:Iteration 17F (17.685445 sec): 3 clusters Score: Raw -47849.001265 + Penalty 238.926459 = -47610.074806 nChanged 4 SP:Iteration 18F (17.687270 sec): 3 clusters Score: Raw -47849.845014 + Penalty 239.820677 = -47610.024337 nChanged 7 SP:Iteration 19F (17.689101 sec): 3 clusters Score: Raw -47851.537843 + Penalty 240.201725 = -47611.336118 nChanged 3 SP:Iteration 20F (17.690891 sec): 3 clusters Score: Raw -47851.666797 + Penalty 240.831983 = -47610.834814 nChanged 5 SP:Iteration 21F (17.692684 sec): 3 clusters Score: Raw -47851.905473 + Penalty 241.086982 = -47610.818491 nChanged 2 SP:Iteration 22F (17.694474 sec): 3 clusters Score: Raw -47851.886916 + Penalty 241.351412 = -47610.535504 nChanged 2 SP:Iteration 23F (17.696262 sec): 3 clusters Score: Raw -47851.862686 + Penalty 241.750988 = -47610.111698 nChanged 3 SP:Iteration 24F (17.698092 sec): 3 clusters Score: Raw -47851.843771 + Penalty 242.140975 = -47609.702796 nChanged 3 SP:Iteration 25F (17.699928 sec): 3 clusters Score: Raw -47851.925300 + Penalty 242.515106 = -47609.410193 nChanged 3 SP:Iteration 26F (17.701763 sec): 3 clusters Score: Raw -47852.015478 + Penalty 242.659030 = -47609.356448 nChanged 1 SP:Iteration 27F (17.703553 sec): 3 clusters Score: Raw -47852.197752 + Penalty 243.038110 = -47609.159642 nChanged 3 SP:Iteration 28F (17.705342 sec): 3 clusters Score: Raw -47852.308898 + Penalty 243.159802 = -47609.149096 nChanged 1 SP:Iteration 29F (17.707131 sec): 3 clusters Score: Raw -47852.353899 + Penalty 243.233758 = -47609.120141 nChanged 1 SP:Iteration 30F (17.708919 sec): 3 clusters Score: Raw -47852.323691 + Penalty 243.376179 = -47608.947512 nChanged 1 SP:Iteration 31F (17.710793 sec): 3 clusters Score: Raw -47852.268071 + Penalty 243.376179 = -47608.891892 nChanged 0 Memory request: 0.02 GB would take us to total of 0.27 GB. Trying to split cluster 2 (3828 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.729360 sec): 2 clusters Score: Raw -192956.195687 + Penalty 110.701439 = -192845.494248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.736517 sec): 3 clusters Score: Raw -190408.096419 + Penalty 222.948583 = -190185.147836 nChanged 1798 SP:Iteration 1F (17.743384 sec): 3 clusters Score: Raw -191525.959961 + Penalty 223.766605 = -191302.193356 nChanged 271 SP:Iteration 2F (17.750200 sec): 3 clusters Score: Raw -191643.137854 + Penalty 223.384848 = -191419.753005 nChanged 207 SP:Iteration 3F (17.757115 sec): 3 clusters Score: Raw -191849.669079 + Penalty 221.852116 = -191627.816962 nChanged 234 SP:Iteration 4F (17.763919 sec): 3 clusters Score: Raw -192263.116671 + Penalty 223.182774 = -192039.933897 nChanged 131 SP:Iteration 5Q (17.770830 sec): 3 clusters Score: Raw -192480.899528 + Penalty 224.251468 = -192256.648059 nChanged 90 SP:Iteration 6Q (17.777279 sec): 3 clusters Score: Raw -192561.844270 + Penalty 226.875337 = -192334.968933 nChanged 82 SP:Iteration 7Q (17.783577 sec): 3 clusters Score: Raw -192624.006278 + Penalty 228.775183 = -192395.231095 nChanged 71 SP:Iteration 8Q (17.789844 sec): 3 clusters Score: Raw -192662.441307 + Penalty 231.403881 = -192431.037426 nChanged 58 SP:Iteration 9Q (17.795922 sec): 3 clusters Score: Raw -192689.883538 + Penalty 233.267032 = -192456.616505 nChanged 49 SP:Iteration 10F (17.802794 sec): 3 clusters Score: Raw -192717.772133 + Penalty 234.856378 = -192482.915755 nChanged 53 SP:Iteration 11Q (17.808748 sec): 3 clusters Score: Raw -192749.326661 + Penalty 236.768258 = -192512.558403 nChanged 43 SP:Iteration 12Q (17.814631 sec): 3 clusters Score: Raw -192767.405981 + Penalty 236.916333 = -192530.489649 nChanged 33 SP:Iteration 13Q (17.820499 sec): 3 clusters Score: Raw -192778.459417 + Penalty 238.235012 = -192540.224405 nChanged 28 SP:Iteration 14Q (17.826302 sec): 3 clusters Score: Raw -192788.368210 + Penalty 239.362509 = -192549.005700 nChanged 28 SP:Iteration 15Q (17.832186 sec): 3 clusters Score: Raw -192795.449208 + Penalty 240.971170 = -192554.478039 nChanged 28 SP:Iteration 16Q (17.838058 sec): 3 clusters Score: Raw -192803.591631 + Penalty 239.891561 = -192563.700070 nChanged 29 SP:Iteration 17Q (17.844142 sec): 3 clusters Score: Raw -192816.557747 + Penalty 238.020676 = -192578.537071 nChanged 32 SP:Iteration 18Q (17.849882 sec): 3 clusters Score: Raw -192830.204651 + Penalty 239.805417 = -192590.399234 nChanged 32 SP:Iteration 19Q (17.855587 sec): 3 clusters Score: Raw -192846.326032 + Penalty 240.534274 = -192605.791758 nChanged 36 SP:Iteration 20F (17.862439 sec): 3 clusters Score: Raw -192863.889577 + Penalty 244.542678 = -192619.346899 nChanged 28 SP:Iteration 21Q (17.868037 sec): 3 clusters Score: Raw -192874.418963 + Penalty 248.265691 = -192626.153272 nChanged 22 SP:Iteration 22Q (17.873740 sec): 3 clusters Score: Raw -192881.766233 + Penalty 252.745847 = -192629.020385 nChanged 21 SP:Iteration 23Q (17.879285 sec): 3 clusters Score: Raw -192890.585366 + Penalty 257.692201 = -192632.893165 nChanged 26 SP:Iteration 24Q (17.884803 sec): 3 clusters Score: Raw -192903.724515 + Penalty 264.927032 = -192638.797483 nChanged 21 SP:Iteration 25Q (17.890249 sec): 3 clusters Score: Raw -192912.639925 + Penalty 275.117386 = -192637.522539 nChanged 23 SP:Iteration 26F (17.896998 sec): 3 clusters Score: Raw -192924.879447 + Penalty 280.001128 = -192644.878320 nChanged 20 SP:Iteration 27Q (17.902426 sec): 3 clusters Score: Raw -192938.466992 + Penalty 284.013660 = -192654.453332 nChanged 12 SP:Iteration 28Q (17.907790 sec): 3 clusters Score: Raw -192944.251217 + Penalty 280.271226 = -192663.979991 nChanged 5 SP:Iteration 29Q (17.913172 sec): 3 clusters Score: Raw -192945.553803 + Penalty 281.228725 = -192664.325077 nChanged 5 SP:Iteration 30F (17.919961 sec): 3 clusters Score: Raw -192947.310443 + Penalty 283.572794 = -192663.737649 nChanged 6 SP:Iteration 31F (17.926710 sec): 3 clusters Score: Raw -192949.931644 + Penalty 286.017484 = -192663.914160 nChanged 6 SP:Iteration 32Q (17.932031 sec): 3 clusters Score: Raw -192952.290420 + Penalty 288.443236 = -192663.847184 nChanged 5 SP:Iteration 33F (17.938808 sec): 3 clusters Score: Raw -192953.183066 + Penalty 288.443236 = -192664.739831 nChanged 0 Memory request: 0.06 GB would take us to total of 0.31 GB. Trying to split cluster 3 (12906 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.995246 sec): 2 clusters Score: Raw -625668.490148 + Penalty 206.479906 = -625462.010242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.019196 sec): 3 clusters Score: Raw -616957.595472 + Penalty 443.656573 = -616513.938899 nChanged 6255 SP:Iteration 1F (18.042587 sec): 3 clusters Score: Raw -623144.762118 + Penalty 433.199011 = -622711.563107 nChanged 1621 SP:Iteration 2F (18.065914 sec): 3 clusters Score: Raw -625125.473615 + Penalty 367.422531 = -624758.051084 nChanged 393 SP:Iteration 3Q (18.089729 sec): 3 clusters Score: Raw -625891.146087 + Penalty 347.371194 = -625543.774893 nChanged 201 SP:Iteration 4Q (18.108817 sec): 3 clusters Score: Raw -626205.279515 + Penalty 341.238181 = -625864.041334 nChanged 134 SP:Iteration 5Q (18.127494 sec): 3 clusters Score: Raw -626326.452323 + Penalty 340.660144 = -625985.792178 nChanged 131 SP:Iteration 6Q (18.146883 sec): 3 clusters Score: Raw -626456.121255 + Penalty 340.368948 = -626115.752307 nChanged 152 SP:Iteration 7Q (18.165791 sec): 3 clusters Score: Raw -626623.552233 + Penalty 342.843817 = -626280.708417 nChanged 172 SP:Iteration 8Q (18.185516 sec): 3 clusters Score: Raw -626833.321270 + Penalty 345.646400 = -626487.674870 nChanged 195 SP:Iteration 9Q (18.207019 sec): 3 clusters Score: Raw -627032.334328 + Penalty 346.897200 = -626685.437128 nChanged 176 SP:Iteration 10F (18.230500 sec): 3 clusters Score: Raw -627206.293883 + Penalty 349.401963 = -626856.891920 nChanged 177 SP:Iteration 11Q (18.249968 sec): 3 clusters Score: Raw -627347.447794 + Penalty 352.362941 = -626995.084852 nChanged 155 SP:Iteration 12Q (18.269889 sec): 3 clusters Score: Raw -627447.875937 + Penalty 354.761429 = -627093.114508 nChanged 128 SP:Iteration 13Q (18.289233 sec): 3 clusters Score: Raw -627511.351248 + Penalty 356.343797 = -627155.007451 nChanged 101 SP:Iteration 14Q (18.308507 sec): 3 clusters Score: Raw -627547.048647 + Penalty 357.257016 = -627189.791631 nChanged 63 SP:Iteration 15Q (18.327537 sec): 3 clusters Score: Raw -627559.533196 + Penalty 358.665855 = -627200.867342 nChanged 37 SP:Iteration 16Q (18.346939 sec): 3 clusters Score: Raw -627563.349504 + Penalty 358.747455 = -627204.602049 nChanged 12 SP:Iteration 17Q (18.366095 sec): 3 clusters Score: Raw -627564.007710 + Penalty 358.661999 = -627205.345710 nChanged 8 SP:Iteration 18Q (18.385702 sec): 3 clusters Score: Raw -627564.382087 + Penalty 358.466764 = -627205.915322 nChanged 10 SP:Iteration 19Q (18.404776 sec): 3 clusters Score: Raw -627565.054692 + Penalty 359.440060 = -627205.614632 nChanged 12 SP:Iteration 20F (18.428468 sec): 3 clusters Score: Raw -627566.028811 + Penalty 359.863757 = -627206.165054 nChanged 9 SP:Iteration 21Q (18.448752 sec): 3 clusters Score: Raw -627566.600593 + Penalty 359.937828 = -627206.662765 nChanged 4 SP:Iteration 22Q (18.468850 sec): 3 clusters Score: Raw -627566.710285 + Penalty 359.936935 = -627206.773350 nChanged 1 SP:Iteration 23Q (18.488814 sec): 3 clusters Score: Raw -627566.711810 + Penalty 359.936935 = -627206.774875 nChanged 0 SP:Iteration 24F (18.512333 sec): 3 clusters Score: Raw -627566.711810 + Penalty 359.936935 = -627206.774875 nChanged 0 Score: Raw -1318723.646942 + Penalty 203959.387947 = -1114764.258996 Splitting cluster 3 changes total score from -1094890.047325 to -1114764.258996 So it's getting split into cluster 14. Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 4 (90 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.034316 sec): 2 clusters Score: Raw -4849.689209 + Penalty 700.175177 = -4149.514033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.034701 sec): 3 clusters Score: Raw -4971.732533 + Penalty 1399.549383 = -3572.183151 nChanged 3 SP:Iteration 1Q (21.035050 sec): 3 clusters Score: Raw -4985.636649 + Penalty 1399.549383 = -3586.087266 nChanged 0 SP:Iteration 2F (21.035417 sec): 3 clusters Score: Raw -4985.636649 + Penalty 1399.549383 = -3586.087266 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 5 (1363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.042418 sec): 2 clusters Score: Raw -73864.888534 + Penalty 489.858159 = -73375.030375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.045183 sec): 3 clusters Score: Raw -73012.599637 + Penalty 980.424286 = -72032.175351 nChanged 542 SP:Iteration 1F (21.047861 sec): 3 clusters Score: Raw -73322.646585 + Penalty 982.568461 = -72340.078124 nChanged 234 SP:Iteration 2F (21.050505 sec): 3 clusters Score: Raw -73503.584470 + Penalty 983.159726 = -72520.424745 nChanged 131 SP:Iteration 3F (21.053171 sec): 3 clusters Score: Raw -73616.954490 + Penalty 983.871993 = -72633.082497 nChanged 69 SP:Iteration 4F (21.055799 sec): 3 clusters Score: Raw -73662.249406 + Penalty 984.038186 = -72678.211220 nChanged 35 SP:Iteration 5Q (21.058398 sec): 3 clusters Score: Raw -73681.329820 + Penalty 983.231640 = -72698.098180 nChanged 32 SP:Iteration 6Q (21.060936 sec): 3 clusters Score: Raw -73699.568015 + Penalty 984.583024 = -72714.984991 nChanged 31 SP:Iteration 7Q (21.063559 sec): 3 clusters Score: Raw -73715.085791 + Penalty 988.612707 = -72726.473084 nChanged 36 SP:Iteration 8Q (21.066112 sec): 3 clusters Score: Raw -73730.880966 + Penalty 991.430588 = -72739.450378 nChanged 44 SP:Iteration 9Q (21.068565 sec): 3 clusters Score: Raw -73753.359480 + Penalty 998.879505 = -72754.479975 nChanged 37 SP:Iteration 10F (21.071170 sec): 3 clusters Score: Raw -73772.784805 + Penalty 998.951814 = -72773.832992 nChanged 28 SP:Iteration 11Q (21.073573 sec): 3 clusters Score: Raw -73784.937615 + Penalty 1000.610117 = -72784.327498 nChanged 28 SP:Iteration 12Q (21.075939 sec): 3 clusters Score: Raw -73798.699881 + Penalty 1014.120075 = -72784.579806 nChanged 27 SP:Iteration 13Q (21.078268 sec): 3 clusters Score: Raw -73814.276356 + Penalty 1025.079054 = -72789.197302 nChanged 19 SP:Iteration 14Q (21.080605 sec): 3 clusters Score: Raw -73827.842275 + Penalty 1036.250444 = -72791.591831 nChanged 22 SP:Iteration 15Q (21.082883 sec): 3 clusters Score: Raw -73841.908206 + Penalty 1034.715116 = -72807.193090 nChanged 14 SP:Iteration 16Q (21.085133 sec): 3 clusters Score: Raw -73849.303649 + Penalty 1042.280211 = -72807.023438 nChanged 12 SP:Iteration 17F (21.087700 sec): 3 clusters Score: Raw -73855.610697 + Penalty 1050.404272 = -72805.206426 nChanged 8 SP:Iteration 18F (21.090242 sec): 3 clusters Score: Raw -73859.393729 + Penalty 1057.039588 = -72802.354141 nChanged 8 SP:Iteration 19F (21.092852 sec): 3 clusters Score: Raw -73863.235911 + Penalty 1055.233231 = -72808.002680 nChanged 9 SP:Iteration 20F (21.095415 sec): 3 clusters Score: Raw -73870.599691 + Penalty 1049.695353 = -72820.904338 nChanged 7 SP:Iteration 21Q (21.097580 sec): 3 clusters Score: Raw -73876.396666 + Penalty 1054.709611 = -72821.687054 nChanged 5 SP:Iteration 22Q (21.099761 sec): 3 clusters Score: Raw -73879.692542 + Penalty 1069.287543 = -72810.404999 nChanged 9 SP:Iteration 23F (21.102295 sec): 3 clusters Score: Raw -73887.027547 + Penalty 1077.304829 = -72809.722718 nChanged 6 SP:Iteration 24F (21.104855 sec): 3 clusters Score: Raw -73890.945412 + Penalty 1092.908183 = -72798.037230 nChanged 7 SP:Iteration 25F (21.107575 sec): 3 clusters Score: Raw -73897.049716 + Penalty 1092.980169 = -72804.069547 nChanged 1 SP:Iteration 26Q (21.109761 sec): 3 clusters Score: Raw -73898.584775 + Penalty 1092.980169 = -72805.604606 nChanged 0 SP:Iteration 27F (21.112282 sec): 3 clusters Score: Raw -73898.584775 + Penalty 1092.980169 = -72805.604606 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 6 (480 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.116639 sec): 2 clusters Score: Raw -20202.680387 + Penalty 994.075165 = -19208.605222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.117720 sec): 3 clusters Score: Raw -20224.022923 + Penalty 1987.473076 = -18236.549847 nChanged 144 SP:Iteration 1F (21.118757 sec): 3 clusters Score: Raw -20478.549784 + Penalty 1986.032657 = -18492.517126 nChanged 55 SP:Iteration 2F (21.119784 sec): 3 clusters Score: Raw -20693.766902 + Penalty 1984.329721 = -18709.437181 nChanged 45 SP:Iteration 3F (21.120859 sec): 3 clusters Score: Raw -20929.029990 + Penalty 1983.683909 = -18945.346081 nChanged 31 SP:Iteration 4F (21.121921 sec): 3 clusters Score: Raw -21153.938615 + Penalty 1983.986781 = -19169.951834 nChanged 24 SP:Iteration 5Q (21.122821 sec): 3 clusters Score: Raw -21425.621559 + Penalty 1985.394823 = -19440.226736 nChanged 24 SP:Iteration 6Q (21.123698 sec): 3 clusters Score: Raw -21649.729778 + Penalty 1986.029019 = -19663.700759 nChanged 9 SP:Iteration 7Q (21.124573 sec): 3 clusters Score: Raw -21700.944085 + Penalty 1986.347730 = -19714.596355 nChanged 5 SP:Iteration 8Q (21.125435 sec): 3 clusters Score: Raw -21743.340852 + Penalty 1986.460007 = -19756.880845 nChanged 5 SP:Iteration 9Q (21.126296 sec): 3 clusters Score: Raw -21776.181776 + Penalty 1986.583885 = -19789.597891 nChanged 2 SP:Iteration 10F (21.127321 sec): 3 clusters Score: Raw -21787.107110 + Penalty 1986.704396 = -19800.402714 nChanged 2 SP:Iteration 11Q (21.128183 sec): 3 clusters Score: Raw -21805.620367 + Penalty 1986.763413 = -19818.856954 nChanged 1 SP:Iteration 12Q (21.129043 sec): 3 clusters Score: Raw -21808.221527 + Penalty 1986.821614 = -19821.399913 nChanged 1 SP:Iteration 13Q (21.129902 sec): 3 clusters Score: Raw -21817.890234 + Penalty 1986.879010 = -19831.011224 nChanged 1 SP:Iteration 14Q (21.130760 sec): 3 clusters Score: Raw -21828.590080 + Penalty 1986.902222 = -19841.687858 nChanged 1 SP:Iteration 15Q (21.131652 sec): 3 clusters Score: Raw -21831.074091 + Penalty 1986.902222 = -19844.171869 nChanged 0 SP:Iteration 16F (21.132724 sec): 3 clusters Score: Raw -21831.074091 + Penalty 1986.902222 = -19844.171869 nChanged 0 Score: Raw -1320352.042736 + Penalty 205603.229831 = -1114748.812905 Splitting cluster 6 changes total score from -1094890.047325 to -1114748.812905 So it's getting split into cluster 41. Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 7 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.674520 sec): 2 clusters Score: Raw -992.739847 + Penalty 262.832156 = -729.907692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.674774 sec): 3 clusters Score: Raw -1076.792867 + Penalty 526.697359 = -550.095508 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 8 (80 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.675448 sec): 2 clusters Score: Raw -3447.961198 + Penalty 108.010725 = -3339.950474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.675808 sec): 3 clusters Score: Raw -3442.084043 + Penalty 281.183455 = -3160.900588 nChanged 21 SP:Iteration 1F (23.676155 sec): 3 clusters Score: Raw -3480.004165 + Penalty 320.277104 = -3159.727061 nChanged 6 SP:Iteration 2F (23.676504 sec): 3 clusters Score: Raw -3498.306449 + Penalty 335.334703 = -3162.971746 nChanged 1 SP:Iteration 3Q (23.676824 sec): 3 clusters Score: Raw -3506.477382 + Penalty 335.334703 = -3171.142678 nChanged 0 SP:Iteration 4F (23.677173 sec): 3 clusters Score: Raw -3506.477382 + Penalty 335.334703 = -3171.142678 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 9 (170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.678431 sec): 2 clusters Score: Raw -10127.776946 + Penalty 521.989375 = -9605.787571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.678945 sec): 3 clusters Score: Raw -10070.306625 + Penalty 1042.817289 = -9027.489336 nChanged 28 SP:Iteration 1F (23.679444 sec): 3 clusters Score: Raw -10099.377891 + Penalty 1042.862368 = -9056.515523 nChanged 9 SP:Iteration 2F (23.679946 sec): 3 clusters Score: Raw -10112.057282 + Penalty 1042.263131 = -9069.794151 nChanged 2 SP:Iteration 3Q (23.680446 sec): 3 clusters Score: Raw -10113.085030 + Penalty 1042.263131 = -9070.821899 nChanged 0 SP:Iteration 4F (23.680947 sec): 3 clusters Score: Raw -10113.085030 + Penalty 1042.263131 = -9070.821899 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 10 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.681506 sec): 2 clusters Score: Raw -1087.787735 + Penalty 236.734045 = -851.053690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.681759 sec): 3 clusters Score: Raw -1112.698755 + Penalty 457.281295 = -655.417459 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 11 (475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.683585 sec): 2 clusters Score: Raw -25653.548493 + Penalty 396.656106 = -25256.892387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.684669 sec): 3 clusters Score: Raw -25380.973833 + Penalty 802.143956 = -24578.829877 nChanged 169 SP:Iteration 1F (23.685736 sec): 3 clusters Score: Raw -25519.708768 + Penalty 829.203905 = -24690.504863 nChanged 69 SP:Iteration 2F (23.686748 sec): 3 clusters Score: Raw -25594.473423 + Penalty 864.851080 = -24729.622342 nChanged 35 SP:Iteration 3F (23.687762 sec): 3 clusters Score: Raw -25639.859386 + Penalty 888.191733 = -24751.667653 nChanged 16 SP:Iteration 4Q (23.688770 sec): 3 clusters Score: Raw -25656.802210 + Penalty 891.898243 = -24764.903966 nChanged 4 SP:Iteration 5Q (23.689726 sec): 3 clusters Score: Raw -25659.860333 + Penalty 903.737365 = -24756.122967 nChanged 2 SP:Iteration 6F (23.690738 sec): 3 clusters Score: Raw -25662.383437 + Penalty 917.709513 = -24744.673923 nChanged 2 SP:Iteration 7F (23.691764 sec): 3 clusters Score: Raw -25664.651295 + Penalty 917.785569 = -24746.865725 nChanged 1 SP:Iteration 8Q (23.692684 sec): 3 clusters Score: Raw -25665.137553 + Penalty 917.785569 = -24747.351984 nChanged 0 SP:Iteration 9F (23.693732 sec): 3 clusters Score: Raw -25665.137553 + Penalty 917.785569 = -24747.351984 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 12 (301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.695651 sec): 2 clusters Score: Raw -14555.493030 + Penalty 255.539088 = -14299.953942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.696422 sec): 3 clusters Score: Raw -14433.084582 + Penalty 491.604567 = -13941.480015 nChanged 95 SP:Iteration 1F (23.697171 sec): 3 clusters Score: Raw -14542.014595 + Penalty 479.755970 = -14062.258625 nChanged 23 SP:Iteration 2F (23.697923 sec): 3 clusters Score: Raw -14562.231800 + Penalty 470.758597 = -14091.473203 nChanged 9 SP:Iteration 3Q (23.698648 sec): 3 clusters Score: Raw -14570.051123 + Penalty 463.470182 = -14106.580941 nChanged 11 SP:Iteration 4Q (23.699362 sec): 3 clusters Score: Raw -14583.753578 + Penalty 458.228782 = -14125.524796 nChanged 13 SP:Iteration 5Q (23.700077 sec): 3 clusters Score: Raw -14640.556657 + Penalty 445.837550 = -14194.719107 nChanged 19 SP:Iteration 6F (23.700800 sec): 3 clusters Score: Raw -14660.410790 + Penalty 452.665603 = -14207.745187 nChanged 13 SP:Iteration 7Q (23.701513 sec): 3 clusters Score: Raw -14675.705851 + Penalty 456.871762 = -14218.834089 nChanged 10 SP:Iteration 8Q (23.702225 sec): 3 clusters Score: Raw -14686.038539 + Penalty 461.771915 = -14224.266624 nChanged 5 SP:Iteration 9Q (23.702934 sec): 3 clusters Score: Raw -14690.762292 + Penalty 461.771915 = -14228.990377 nChanged 0 SP:Iteration 10F (23.703674 sec): 3 clusters Score: Raw -14690.762292 + Penalty 461.771915 = -14228.990377 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 13 (71 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.704590 sec): 2 clusters Score: Raw -3260.393126 + Penalty 669.421800 = -2590.971326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.704928 sec): 3 clusters Score: Raw -3425.577899 + Penalty 1338.257509 = -2087.320389 nChanged 1 SP:Iteration 1Q (23.705235 sec): 3 clusters Score: Raw -3434.219382 + Penalty 1338.257509 = -2095.961873 nChanged 0 SP:Iteration 2F (23.705569 sec): 3 clusters Score: Raw -3434.219382 + Penalty 1338.257509 = -2095.961873 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 15 (106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.706317 sec): 2 clusters Score: Raw -6235.898177 + Penalty 417.250170 = -5818.648008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.706734 sec): 3 clusters Score: Raw -6198.522665 + Penalty 831.544896 = -5366.977769 nChanged 9 SP:Iteration 1F (23.707131 sec): 3 clusters Score: Raw -6213.666998 + Penalty 832.568212 = -5381.098785 nChanged 6 SP:Iteration 2F (23.707528 sec): 3 clusters Score: Raw -6222.947007 + Penalty 831.793381 = -5391.153626 nChanged 2 SP:Iteration 3Q (23.707922 sec): 3 clusters Score: Raw -6226.568364 + Penalty 828.416883 = -5398.151482 nChanged 2 SP:Iteration 4Q (23.708316 sec): 3 clusters Score: Raw -6231.015629 + Penalty 827.370792 = -5403.644837 nChanged 1 SP:Iteration 5Q (23.708708 sec): 3 clusters Score: Raw -6231.846622 + Penalty 826.990207 = -5404.856415 nChanged 1 SP:Iteration 6Q (23.709100 sec): 3 clusters Score: Raw -6232.642293 + Penalty 826.629285 = -5406.013009 nChanged 2 SP:Iteration 7Q (23.709492 sec): 3 clusters Score: Raw -6233.645574 + Penalty 828.129536 = -5405.516037 nChanged 1 SP:Iteration 8F (23.709890 sec): 3 clusters Score: Raw -6234.098179 + Penalty 828.339558 = -5405.758621 nChanged 1 SP:Iteration 9Q (23.710281 sec): 3 clusters Score: Raw -6234.931699 + Penalty 828.339558 = -5406.592141 nChanged 0 SP:Iteration 10F (23.710675 sec): 3 clusters Score: Raw -6234.931699 + Penalty 828.339558 = -5406.592141 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 16 (332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.712087 sec): 2 clusters Score: Raw -15279.170526 + Penalty 903.007881 = -14376.162644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.712897 sec): 3 clusters Score: Raw -15297.356561 + Penalty 1807.266948 = -13490.089613 nChanged 78 SP:Iteration 1F (23.713690 sec): 3 clusters Score: Raw -15454.889615 + Penalty 1806.850586 = -13648.039030 nChanged 18 SP:Iteration 2F (23.714464 sec): 3 clusters Score: Raw -15479.300952 + Penalty 1806.966568 = -13672.334384 nChanged 6 SP:Iteration 3Q (23.715198 sec): 3 clusters Score: Raw -15486.521356 + Penalty 1806.879590 = -13679.641766 nChanged 3 SP:Iteration 4Q (23.715937 sec): 3 clusters Score: Raw -15492.750155 + Penalty 1806.655802 = -13686.094354 nChanged 6 SP:Iteration 5Q (23.716671 sec): 3 clusters Score: Raw -15502.013613 + Penalty 1806.387312 = -13695.626302 nChanged 8 SP:Iteration 6Q (23.717405 sec): 3 clusters Score: Raw -15516.446039 + Penalty 1805.759056 = -13710.686984 nChanged 12 SP:Iteration 7Q (23.718136 sec): 3 clusters Score: Raw -15541.163114 + Penalty 1805.121351 = -13736.041762 nChanged 7 SP:Iteration 8Q (23.718863 sec): 3 clusters Score: Raw -15552.470877 + Penalty 1804.541639 = -13747.929238 nChanged 7 SP:Iteration 9Q (23.719590 sec): 3 clusters Score: Raw -15562.167877 + Penalty 1804.541639 = -13757.626238 nChanged 2 SP:Iteration 10F (23.720362 sec): 3 clusters Score: Raw -15564.800427 + Penalty 1804.461439 = -13760.338988 nChanged 1 SP:Iteration 11Q (23.721086 sec): 3 clusters Score: Raw -15566.852179 + Penalty 1804.444496 = -13762.407683 nChanged 1 SP:Iteration 12Q (23.721808 sec): 3 clusters Score: Raw -15567.851705 + Penalty 1804.396461 = -13763.455244 nChanged 1 SP:Iteration 13Q (23.722529 sec): 3 clusters Score: Raw -15568.522454 + Penalty 1804.396461 = -13764.125993 nChanged 0 SP:Iteration 14F (23.723301 sec): 3 clusters Score: Raw -15568.522454 + Penalty 1804.396461 = -13764.125993 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 17 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.723843 sec): 2 clusters Score: Raw -1502.348095 + Penalty 348.163434 = -1154.184661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.724107 sec): 3 clusters Score: Raw -1569.203846 + Penalty 696.326868 = -872.876979 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 18 (119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.724880 sec): 2 clusters Score: Raw -6371.015733 + Penalty 395.546465 = -5975.469268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.725306 sec): 3 clusters Score: Raw -6347.776748 + Penalty 790.517170 = -5557.259578 nChanged 28 SP:Iteration 1F (23.725727 sec): 3 clusters Score: Raw -6399.847702 + Penalty 780.529441 = -5619.318260 nChanged 7 SP:Iteration 2F (23.726149 sec): 3 clusters Score: Raw -6410.098219 + Penalty 770.138747 = -5639.959471 nChanged 6 SP:Iteration 3F (23.726566 sec): 3 clusters Score: Raw -6417.953700 + Penalty 763.146656 = -5654.807044 nChanged 4 SP:Iteration 4Q (23.726978 sec): 3 clusters Score: Raw -6421.797743 + Penalty 754.360172 = -5667.437571 nChanged 6 SP:Iteration 5F (23.727395 sec): 3 clusters Score: Raw -6429.319255 + Penalty 745.708620 = -5683.610634 nChanged 4 SP:Iteration 6Q (23.727808 sec): 3 clusters Score: Raw -6432.750726 + Penalty 741.474171 = -5691.276556 nChanged 1 SP:Iteration 7Q (23.728220 sec): 3 clusters Score: Raw -6434.728103 + Penalty 737.112244 = -5697.615859 nChanged 2 SP:Iteration 8Q (23.728637 sec): 3 clusters Score: Raw -6437.602856 + Penalty 727.060330 = -5710.542526 nChanged 2 SP:Iteration 9Q (23.729050 sec): 3 clusters Score: Raw -6448.649065 + Penalty 720.185394 = -5728.463671 nChanged 2 SP:Iteration 10F (23.729467 sec): 3 clusters Score: Raw -6452.223286 + Penalty 709.219637 = -5743.003649 nChanged 3 SP:Iteration 11Q (23.729903 sec): 3 clusters Score: Raw -6458.206019 + Penalty 700.491031 = -5757.714988 nChanged 2 SP:Iteration 12Q (23.730307 sec): 3 clusters Score: Raw -6463.953970 + Penalty 697.992087 = -5765.961883 nChanged 1 SP:Iteration 13Q (23.730707 sec): 3 clusters Score: Raw -6466.631347 + Penalty 687.354694 = -5779.276653 nChanged 2 SP:Iteration 14Q (23.731103 sec): 3 clusters Score: Raw -6470.116342 + Penalty 687.354694 = -5782.761648 nChanged 0 SP:Iteration 15F (23.731520 sec): 3 clusters Score: Raw -6470.116342 + Penalty 687.354694 = -5782.761648 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 19 (521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.733362 sec): 2 clusters Score: Raw -27522.242620 + Penalty 399.633123 = -27122.609497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.734481 sec): 3 clusters Score: Raw -27235.195161 + Penalty 796.064734 = -26439.130428 nChanged 191 SP:Iteration 1F (23.735588 sec): 3 clusters Score: Raw -27361.455090 + Penalty 795.461078 = -26565.994012 nChanged 48 SP:Iteration 2F (23.736688 sec): 3 clusters Score: Raw -27394.945983 + Penalty 796.517393 = -26598.428590 nChanged 41 SP:Iteration 3F (23.737792 sec): 3 clusters Score: Raw -27420.318945 + Penalty 796.910885 = -26623.408059 nChanged 27 SP:Iteration 4F (23.738889 sec): 3 clusters Score: Raw -27434.662618 + Penalty 798.401046 = -26636.261572 nChanged 24 SP:Iteration 5Q (23.739983 sec): 3 clusters Score: Raw -27444.865595 + Penalty 799.567165 = -26645.298429 nChanged 16 SP:Iteration 6Q (23.741089 sec): 3 clusters Score: Raw -27450.535901 + Penalty 801.701619 = -26648.834281 nChanged 14 SP:Iteration 7Q (23.742176 sec): 3 clusters Score: Raw -27456.947707 + Penalty 807.183732 = -26649.763975 nChanged 17 SP:Iteration 8Q (23.743280 sec): 3 clusters Score: Raw -27463.860700 + Penalty 813.937683 = -26649.923017 nChanged 15 SP:Iteration 9Q (23.744387 sec): 3 clusters Score: Raw -27471.236488 + Penalty 818.385647 = -26652.850840 nChanged 14 SP:Iteration 10F (23.745499 sec): 3 clusters Score: Raw -27476.803016 + Penalty 823.544499 = -26653.258517 nChanged 9 SP:Iteration 11Q (23.746585 sec): 3 clusters Score: Raw -27479.684139 + Penalty 827.138968 = -26652.545171 nChanged 9 SP:Iteration 12F (23.747681 sec): 3 clusters Score: Raw -27484.517680 + Penalty 828.656542 = -26655.861138 nChanged 10 SP:Iteration 13Q (23.748770 sec): 3 clusters Score: Raw -27490.304302 + Penalty 837.379686 = -26652.924617 nChanged 11 SP:Iteration 14F (23.749865 sec): 3 clusters Score: Raw -27497.441981 + Penalty 860.359248 = -26637.082732 nChanged 15 SP:Iteration 15F (23.750961 sec): 3 clusters Score: Raw -27511.450028 + Penalty 879.113185 = -26632.336843 nChanged 15 SP:Iteration 16F (23.752056 sec): 3 clusters Score: Raw -27524.838877 + Penalty 881.078803 = -26643.760074 nChanged 5 SP:Iteration 17Q (23.753123 sec): 3 clusters Score: Raw -27530.660348 + Penalty 885.582280 = -26645.078069 nChanged 2 SP:Iteration 18Q (23.754194 sec): 3 clusters Score: Raw -27531.602738 + Penalty 885.582280 = -26646.020458 nChanged 0 SP:Iteration 19F (23.755344 sec): 3 clusters Score: Raw -27531.602738 + Penalty 885.582280 = -26646.020458 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 20 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.755864 sec): 2 clusters Score: Raw -872.394863 + Penalty 383.607403 = -488.787460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.756103 sec): 3 clusters Score: Raw -898.330672 + Penalty 755.864340 = -142.466332 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 21 (102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.756848 sec): 2 clusters Score: Raw -4975.386423 + Penalty 696.622264 = -4278.764159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.757245 sec): 3 clusters Score: Raw -5058.496411 + Penalty 1393.244528 = -3665.251884 nChanged 7 SP:Iteration 1F (23.757662 sec): 3 clusters Score: Raw -5099.089035 + Penalty 1393.834662 = -3705.254372 nChanged 1 SP:Iteration 2Q (23.758027 sec): 3 clusters Score: Raw -5107.766928 + Penalty 1393.834662 = -3713.932265 nChanged 0 SP:Iteration 3F (23.758413 sec): 3 clusters Score: Raw -5107.766928 + Penalty 1393.834662 = -3713.932265 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 22 (121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.759186 sec): 2 clusters Score: Raw -6327.145027 + Penalty 273.285434 = -6053.859593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.759615 sec): 3 clusters Score: Raw -6280.475649 + Penalty 545.826161 = -5734.649488 nChanged 21 SP:Iteration 1F (23.760036 sec): 3 clusters Score: Raw -6314.585269 + Penalty 545.357421 = -5769.227848 nChanged 12 SP:Iteration 2F (23.760457 sec): 3 clusters Score: Raw -6334.751332 + Penalty 549.727858 = -5785.023474 nChanged 5 SP:Iteration 3Q (23.760874 sec): 3 clusters Score: Raw -6339.709557 + Penalty 549.890702 = -5789.818855 nChanged 4 SP:Iteration 4Q (23.761296 sec): 3 clusters Score: Raw -6344.409995 + Penalty 543.613671 = -5800.796325 nChanged 3 SP:Iteration 5Q (23.761724 sec): 3 clusters Score: Raw -6348.813085 + Penalty 544.101857 = -5804.711228 nChanged 2 SP:Iteration 6Q (23.762143 sec): 3 clusters Score: Raw -6351.778334 + Penalty 545.780864 = -5805.997471 nChanged 2 SP:Iteration 7Q (23.762561 sec): 3 clusters Score: Raw -6354.725255 + Penalty 549.802819 = -5804.922436 nChanged 2 SP:Iteration 8F (23.762982 sec): 3 clusters Score: Raw -6356.715962 + Penalty 549.802819 = -5806.913143 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 23 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.763765 sec): 2 clusters Score: Raw -6750.268280 + Penalty 554.995017 = -6195.273263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.764203 sec): 3 clusters Score: Raw -6790.376649 + Penalty 1110.405818 = -5679.970831 nChanged 12 SP:Iteration 1F (23.764632 sec): 3 clusters Score: Raw -6824.953418 + Penalty 1110.906483 = -5714.046936 nChanged 7 SP:Iteration 2F (23.765061 sec): 3 clusters Score: Raw -6841.755018 + Penalty 1112.172876 = -5729.582142 nChanged 4 SP:Iteration 3Q (23.765478 sec): 3 clusters Score: Raw -6849.549458 + Penalty 1111.526493 = -5738.022964 nChanged 2 SP:Iteration 4Q (23.765887 sec): 3 clusters Score: Raw -6855.128804 + Penalty 1110.536852 = -5744.591952 nChanged 1 SP:Iteration 5Q (23.766293 sec): 3 clusters Score: Raw -6859.360334 + Penalty 1111.229739 = -5748.130595 nChanged 1 SP:Iteration 6Q (23.766698 sec): 3 clusters Score: Raw -6860.550021 + Penalty 1111.511324 = -5749.038697 nChanged 1 SP:Iteration 7Q (23.767101 sec): 3 clusters Score: Raw -6862.393442 + Penalty 1111.511324 = -5750.882118 nChanged 0 SP:Iteration 8F (23.767530 sec): 3 clusters Score: Raw -6862.393442 + Penalty 1111.511324 = -5750.882118 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 24 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.768049 sec): 2 clusters Score: Raw -1277.985018 + Penalty 315.204052 = -962.780966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.768301 sec): 3 clusters Score: Raw -1313.934087 + Penalty 630.408104 = -683.525982 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 25 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.769393 sec): 2 clusters Score: Raw -11559.036580 + Penalty 496.549750 = -11062.486830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.770057 sec): 3 clusters Score: Raw -11523.932477 + Penalty 1017.905666 = -10506.026811 nChanged 53 SP:Iteration 1F (23.770678 sec): 3 clusters Score: Raw -11630.286076 + Penalty 1038.827413 = -10591.458663 nChanged 18 SP:Iteration 2F (23.771297 sec): 3 clusters Score: Raw -11670.550513 + Penalty 1051.294042 = -10619.256471 nChanged 10 SP:Iteration 3Q (23.771933 sec): 3 clusters Score: Raw -11690.039944 + Penalty 1052.104681 = -10637.935263 nChanged 2 SP:Iteration 4Q (23.772527 sec): 3 clusters Score: Raw -11692.225809 + Penalty 1053.434172 = -10638.791637 nChanged 1 SP:Iteration 5Q (23.773105 sec): 3 clusters Score: Raw -11693.774293 + Penalty 1055.962254 = -10637.812040 nChanged 1 SP:Iteration 6F (23.773720 sec): 3 clusters Score: Raw -11694.806916 + Penalty 1055.962254 = -10638.844662 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 26 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.774212 sec): 2 clusters Score: Raw -432.515970 + Penalty 189.511381 = -243.004589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.774441 sec): 3 clusters Score: Raw -447.998216 + Penalty 379.022762 = -68.975454 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 27 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.775049 sec): 2 clusters Score: Raw -3260.360491 + Penalty 400.114766 = -2860.245725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.775362 sec): 3 clusters Score: Raw -3277.823729 + Penalty 799.314140 = -2478.509590 nChanged 3 SP:Iteration 1F (23.775671 sec): 3 clusters Score: Raw -3286.067203 + Penalty 798.829672 = -2487.237531 nChanged 1 SP:Iteration 2Q (23.775972 sec): 3 clusters Score: Raw -3287.975771 + Penalty 798.829672 = -2489.146099 nChanged 0 SP:Iteration 3F (23.776278 sec): 3 clusters Score: Raw -3287.975771 + Penalty 798.829672 = -2489.146099 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 28 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.776752 sec): 2 clusters Score: Raw -472.845115 + Penalty 220.669806 = -252.175309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.776973 sec): 3 clusters Score: Raw -470.889647 + Penalty 428.726835 = -42.162812 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 29 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.777488 sec): 2 clusters Score: Raw -1128.852404 + Penalty 124.196189 = -1004.656215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.777739 sec): 3 clusters Score: Raw -1135.707625 + Penalty 252.806578 = -882.901047 nChanged 1 SP:Iteration 1Q (23.777982 sec): 3 clusters Score: Raw -1141.224774 + Penalty 252.806578 = -888.418196 nChanged 0 SP:Iteration 2F (23.778228 sec): 3 clusters Score: Raw -1141.224774 + Penalty 252.806578 = -888.418196 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 30 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.778707 sec): 2 clusters Score: Raw -483.505244 + Penalty 227.830097 = -255.675147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.778929 sec): 3 clusters Score: Raw -507.209631 + Penalty 454.689390 = -52.520241 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 31 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.779391 sec): 2 clusters Score: Raw -240.609138 + Penalty 145.953602 = -94.655537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.779604 sec): 3 clusters Score: Raw -232.785121 + Penalty 291.907204 = 59.122083 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 32 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.780075 sec): 2 clusters Score: Raw -393.955336 + Penalty 148.745743 = -245.209592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.780294 sec): 3 clusters Score: Raw -386.940765 + Penalty 322.698424 = -64.242342 nChanged 1 SP:Iteration 1F (23.780508 sec): 3 clusters Score: Raw -388.647978 + Penalty 322.698424 = -65.949555 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 33 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.781039 sec): 2 clusters Score: Raw -1206.629182 + Penalty 364.438227 = -842.190955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.781290 sec): 3 clusters Score: Raw -1304.857962 + Penalty 724.275869 = -580.582093 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 34 (98 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.781997 sec): 2 clusters Score: Raw -4616.760791 + Penalty 184.346014 = -4432.414776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.782385 sec): 3 clusters Score: Raw -4584.837053 + Penalty 366.061250 = -4218.775803 nChanged 21 SP:Iteration 1F (23.782767 sec): 3 clusters Score: Raw -4598.820495 + Penalty 367.531334 = -4231.289161 nChanged 7 SP:Iteration 2F (23.783148 sec): 3 clusters Score: Raw -4609.587157 + Penalty 367.700242 = -4241.886915 nChanged 4 SP:Iteration 3Q (23.783528 sec): 3 clusters Score: Raw -4616.370322 + Penalty 371.036660 = -4245.333662 nChanged 5 SP:Iteration 4F (23.783909 sec): 3 clusters Score: Raw -4624.339632 + Penalty 373.144501 = -4251.195131 nChanged 3 SP:Iteration 5Q (23.784284 sec): 3 clusters Score: Raw -4627.706223 + Penalty 373.797330 = -4253.908894 nChanged 2 SP:Iteration 6Q (23.784657 sec): 3 clusters Score: Raw -4630.585953 + Penalty 373.797330 = -4256.788623 nChanged 0 SP:Iteration 7F (23.785038 sec): 3 clusters Score: Raw -4630.585953 + Penalty 373.797330 = -4256.788623 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 35 (257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.786155 sec): 2 clusters Score: Raw -14764.267670 + Penalty 752.546401 = -14011.721269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.786805 sec): 3 clusters Score: Raw -14767.991171 + Penalty 1505.093532 = -13262.897639 nChanged 41 SP:Iteration 1F (23.787459 sec): 3 clusters Score: Raw -14823.723098 + Penalty 1505.206836 = -13318.516262 nChanged 16 SP:Iteration 2F (23.788105 sec): 3 clusters Score: Raw -14848.443477 + Penalty 1505.305572 = -13343.137905 nChanged 6 SP:Iteration 3Q (23.788767 sec): 3 clusters Score: Raw -14860.078387 + Penalty 1505.285048 = -13354.793339 nChanged 1 SP:Iteration 4Q (23.789391 sec): 3 clusters Score: Raw -14860.566506 + Penalty 1505.285048 = -13355.281458 nChanged 0 SP:Iteration 5F (23.790035 sec): 3 clusters Score: Raw -14860.566506 + Penalty 1505.285048 = -13355.281458 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 36 (251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.791092 sec): 2 clusters Score: Raw -12216.785645 + Penalty 846.719881 = -11370.065764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.791741 sec): 3 clusters Score: Raw -12266.962431 + Penalty 1693.551224 = -10573.411207 nChanged 35 SP:Iteration 1F (23.792380 sec): 3 clusters Score: Raw -12344.758852 + Penalty 1693.267284 = -10651.491568 nChanged 7 SP:Iteration 2Q (23.792990 sec): 3 clusters Score: Raw -12373.785019 + Penalty 1693.751815 = -10680.033204 nChanged 7 SP:Iteration 3Q (23.793596 sec): 3 clusters Score: Raw -12393.406273 + Penalty 1693.984923 = -10699.421351 nChanged 4 SP:Iteration 4Q (23.794201 sec): 3 clusters Score: Raw -12404.900605 + Penalty 1693.821305 = -10711.079300 nChanged 4 SP:Iteration 5Q (23.794802 sec): 3 clusters Score: Raw -12415.739011 + Penalty 1693.746231 = -10721.992780 nChanged 3 SP:Iteration 6Q (23.795393 sec): 3 clusters Score: Raw -12423.354184 + Penalty 1693.889068 = -10729.465116 nChanged 3 SP:Iteration 7Q (23.796237 sec): 3 clusters Score: Raw -12428.715678 + Penalty 1694.036511 = -10734.679168 nChanged 1 SP:Iteration 8Q (23.796877 sec): 3 clusters Score: Raw -12431.000929 + Penalty 1694.036511 = -10736.964419 nChanged 0 SP:Iteration 9F (23.797568 sec): 3 clusters Score: Raw -12431.000929 + Penalty 1694.036511 = -10736.964419 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 37 (639 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.800334 sec): 2 clusters Score: Raw -36147.297441 + Penalty 743.677889 = -35403.619553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.801732 sec): 3 clusters Score: Raw -35894.849686 + Penalty 1488.785017 = -34406.064670 nChanged 189 SP:Iteration 1F (23.803045 sec): 3 clusters Score: Raw -36019.790943 + Penalty 1489.330667 = -34530.460276 nChanged 39 SP:Iteration 2F (23.804347 sec): 3 clusters Score: Raw -36040.787942 + Penalty 1489.165847 = -34551.622096 nChanged 13 SP:Iteration 3Q (23.805677 sec): 3 clusters Score: Raw -36049.218413 + Penalty 1488.870660 = -34560.347753 nChanged 10 SP:Iteration 4Q (23.806995 sec): 3 clusters Score: Raw -36054.622914 + Penalty 1488.470136 = -34566.152778 nChanged 7 SP:Iteration 5Q (23.808295 sec): 3 clusters Score: Raw -36059.842953 + Penalty 1487.925232 = -34571.917721 nChanged 8 SP:Iteration 6Q (23.809595 sec): 3 clusters Score: Raw -36064.020646 + Penalty 1487.612370 = -34576.408276 nChanged 4 SP:Iteration 7Q (23.810893 sec): 3 clusters Score: Raw -36066.516137 + Penalty 1487.405573 = -34579.110564 nChanged 6 SP:Iteration 8Q (23.812219 sec): 3 clusters Score: Raw -36070.477859 + Penalty 1487.362285 = -34583.115574 nChanged 8 SP:Iteration 9Q (23.813544 sec): 3 clusters Score: Raw -36078.664742 + Penalty 1487.969804 = -34590.694938 nChanged 12 SP:Iteration 10F (23.814857 sec): 3 clusters Score: Raw -36090.734983 + Penalty 1489.169418 = -34601.565565 nChanged 11 SP:Iteration 11Q (23.816167 sec): 3 clusters Score: Raw -36103.656834 + Penalty 1492.264636 = -34611.392199 nChanged 16 SP:Iteration 12Q (23.817488 sec): 3 clusters Score: Raw -36120.400419 + Penalty 1496.364996 = -34624.035422 nChanged 19 SP:Iteration 13Q (23.818784 sec): 3 clusters Score: Raw -36145.261701 + Penalty 1497.858714 = -34647.402987 nChanged 14 SP:Iteration 14Q (23.820070 sec): 3 clusters Score: Raw -36157.248082 + Penalty 1500.702305 = -34656.545778 nChanged 9 SP:Iteration 15Q (23.821363 sec): 3 clusters Score: Raw -36161.963414 + Penalty 1503.836552 = -34658.126862 nChanged 10 SP:Iteration 16Q (23.822643 sec): 3 clusters Score: Raw -36167.859664 + Penalty 1505.669362 = -34662.190302 nChanged 7 SP:Iteration 17Q (23.823914 sec): 3 clusters Score: Raw -36174.224390 + Penalty 1508.070697 = -34666.153693 nChanged 11 SP:Iteration 18Q (23.825205 sec): 3 clusters Score: Raw -36184.024404 + Penalty 1512.479555 = -34671.544848 nChanged 13 SP:Iteration 19Q (23.826475 sec): 3 clusters Score: Raw -36196.496079 + Penalty 1514.651058 = -34681.845021 nChanged 12 SP:Iteration 20F (23.827783 sec): 3 clusters Score: Raw -36206.492222 + Penalty 1517.356501 = -34689.135722 nChanged 8 SP:Iteration 21Q (23.829054 sec): 3 clusters Score: Raw -36214.650403 + Penalty 1520.767783 = -34693.882621 nChanged 11 SP:Iteration 22Q (23.830313 sec): 3 clusters Score: Raw -36220.388512 + Penalty 1521.676085 = -34698.712427 nChanged 9 SP:Iteration 23Q (23.831572 sec): 3 clusters Score: Raw -36229.290526 + Penalty 1525.131028 = -34704.159498 nChanged 15 SP:Iteration 24Q (23.832811 sec): 3 clusters Score: Raw -36243.637371 + Penalty 1526.971346 = -34716.666024 nChanged 17 SP:Iteration 25Q (23.834048 sec): 3 clusters Score: Raw -36260.887201 + Penalty 1529.360035 = -34731.527166 nChanged 13 SP:Iteration 26Q (23.835313 sec): 3 clusters Score: Raw -36272.812447 + Penalty 1535.826692 = -34736.985756 nChanged 13 SP:Iteration 27Q (23.836590 sec): 3 clusters Score: Raw -36286.608950 + Penalty 1538.393463 = -34748.215487 nChanged 7 SP:Iteration 28Q (23.837833 sec): 3 clusters Score: Raw -36294.692349 + Penalty 1543.520478 = -34751.171871 nChanged 11 SP:Iteration 29Q (23.839121 sec): 3 clusters Score: Raw -36306.708246 + Penalty 1544.810590 = -34761.897656 nChanged 10 SP:Iteration 30F (23.840530 sec): 3 clusters Score: Raw -36319.417798 + Penalty 1544.881636 = -34774.536162 nChanged 6 SP:Iteration 31Q (23.841764 sec): 3 clusters Score: Raw -36326.582575 + Penalty 1543.646613 = -34782.935962 nChanged 5 SP:Iteration 32Q (23.842993 sec): 3 clusters Score: Raw -36331.592964 + Penalty 1541.697179 = -34789.895786 nChanged 3 SP:Iteration 33Q (23.844252 sec): 3 clusters Score: Raw -36334.050354 + Penalty 1541.328462 = -34792.721892 nChanged 1 SP:Iteration 34Q (23.845489 sec): 3 clusters Score: Raw -36334.457520 + Penalty 1541.328462 = -34793.129058 nChanged 0 SP:Iteration 35F (23.846880 sec): 3 clusters Score: Raw -36334.457520 + Penalty 1541.328462 = -34793.129058 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 38 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.847381 sec): 2 clusters Score: Raw -404.078852 + Penalty 192.559700 = -211.519152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.847601 sec): 3 clusters Score: Raw -403.362074 + Penalty 389.068805 = -14.293268 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 39 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.848165 sec): 2 clusters Score: Raw -2157.382847 + Penalty 396.244888 = -1761.137959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.848449 sec): 3 clusters Score: Raw -2186.586662 + Penalty 793.157817 = -1393.428845 nChanged 2 SP:Iteration 1F (23.848725 sec): 3 clusters Score: Raw -2194.330744 + Penalty 793.157817 = -1401.172928 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 40 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.849304 sec): 2 clusters Score: Raw -2267.433451 + Penalty 243.530954 = -2023.902497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.849610 sec): 3 clusters Score: Raw -2293.290354 + Penalty 484.305516 = -1808.984838 nChanged 2 SP:Iteration 1Q (23.849901 sec): 3 clusters Score: Raw -2297.067822 + Penalty 484.305516 = -1812.762305 nChanged 0 SP:Iteration 2F (23.850194 sec): 3 clusters Score: Raw -2297.067822 + Penalty 484.305516 = -1812.762305 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 42 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.850753 sec): 2 clusters Score: Raw -1973.450331 + Penalty 475.693924 = -1497.756407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.851036 sec): 3 clusters Score: Raw -2086.292640 + Penalty 950.487952 = -1135.804688 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 43 (505 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.852902 sec): 2 clusters Score: Raw -29243.053182 + Penalty 890.678957 = -28352.374225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.853984 sec): 3 clusters Score: Raw -29103.671830 + Penalty 1780.941503 = -27322.730327 nChanged 141 SP:Iteration 1F (23.855077 sec): 3 clusters Score: Raw -29245.742538 + Penalty 1781.004042 = -27464.738497 nChanged 35 SP:Iteration 2F (23.856166 sec): 3 clusters Score: Raw -29298.196387 + Penalty 1781.422601 = -27516.773786 nChanged 16 SP:Iteration 3Q (23.857220 sec): 3 clusters Score: Raw -29311.207056 + Penalty 1781.659583 = -27529.547473 nChanged 11 SP:Iteration 4Q (23.858272 sec): 3 clusters Score: Raw -29318.526647 + Penalty 1781.646970 = -27536.879677 nChanged 1 SP:Iteration 5Q (23.859321 sec): 3 clusters Score: Raw -29319.938053 + Penalty 1781.646970 = -27538.291083 nChanged 0 SP:Iteration 6F (23.860394 sec): 3 clusters Score: Raw -29319.938053 + Penalty 1781.646970 = -27538.291083 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 44 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.860936 sec): 2 clusters Score: Raw -1351.511587 + Penalty 384.090430 = -967.421158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.861225 sec): 3 clusters Score: Raw -1421.902009 + Penalty 775.900743 = -646.001266 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 45 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.861755 sec): 2 clusters Score: Raw -1109.615033 + Penalty 204.088603 = -905.526430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.862011 sec): 3 clusters Score: Raw -1140.554194 + Penalty 407.065657 = -733.488537 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 46 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.862520 sec): 2 clusters Score: Raw -999.548312 + Penalty 342.629748 = -656.918564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.862762 sec): 3 clusters Score: Raw -1075.010800 + Penalty 684.305151 = -390.705649 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 47 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.863352 sec): 2 clusters Score: Raw -2999.586679 + Penalty 400.872422 = -2598.714257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.863667 sec): 3 clusters Score: Raw -3008.591808 + Penalty 799.676641 = -2208.915167 nChanged 2 SP:Iteration 1Q (23.863968 sec): 3 clusters Score: Raw -3014.510528 + Penalty 796.180242 = -2218.330286 nChanged 2 SP:Iteration 2Q (23.864267 sec): 3 clusters Score: Raw -3019.601543 + Penalty 796.180242 = -2223.421301 nChanged 0 SP:Iteration 3F (23.864566 sec): 3 clusters Score: Raw -3019.601543 + Penalty 796.180242 = -2223.421301 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 48 (452 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.866201 sec): 2 clusters Score: Raw -21752.115888 + Penalty 149.189814 = -21602.926074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.867217 sec): 3 clusters Score: Raw -21509.274114 + Penalty 316.756111 = -21192.518003 nChanged 185 SP:Iteration 1F (23.868196 sec): 3 clusters Score: Raw -21684.126576 + Penalty 302.946008 = -21381.180568 nChanged 33 SP:Iteration 2F (23.869174 sec): 3 clusters Score: Raw -21709.743911 + Penalty 303.299742 = -21406.444169 nChanged 9 SP:Iteration 3Q (23.870154 sec): 3 clusters Score: Raw -21718.840732 + Penalty 290.354960 = -21428.485771 nChanged 9 SP:Iteration 4Q (23.871112 sec): 3 clusters Score: Raw -21731.962495 + Penalty 293.315725 = -21438.646770 nChanged 7 SP:Iteration 5Q (23.872061 sec): 3 clusters Score: Raw -21742.199229 + Penalty 291.640540 = -21450.558689 nChanged 3 SP:Iteration 6Q (23.872959 sec): 3 clusters Score: Raw -21742.689513 + Penalty 291.640540 = -21451.048974 nChanged 2 SP:Iteration 7Q (23.873852 sec): 3 clusters Score: Raw -21743.377652 + Penalty 288.584696 = -21454.792956 nChanged 2 SP:Iteration 8Q (23.874740 sec): 3 clusters Score: Raw -21744.081808 + Penalty 289.962584 = -21454.119223 nChanged 2 SP:Iteration 9F (23.875717 sec): 3 clusters Score: Raw -21745.457145 + Penalty 295.163144 = -21450.294001 nChanged 3 SP:Iteration 10F (23.876694 sec): 3 clusters Score: Raw -21748.399119 + Penalty 296.704208 = -21451.694911 nChanged 2 SP:Iteration 11Q (23.877566 sec): 3 clusters Score: Raw -21751.064918 + Penalty 301.711267 = -21449.353652 nChanged 4 SP:Iteration 12F (23.878576 sec): 3 clusters Score: Raw -21755.464392 + Penalty 299.638985 = -21455.825407 nChanged 2 SP:Iteration 13Q (23.879428 sec): 3 clusters Score: Raw -21756.800770 + Penalty 304.056270 = -21452.744500 nChanged 4 SP:Iteration 14F (23.880405 sec): 3 clusters Score: Raw -21760.370316 + Penalty 310.060297 = -21450.310019 nChanged 2 SP:Iteration 15F (23.881380 sec): 3 clusters Score: Raw -21761.545934 + Penalty 313.330890 = -21448.215044 nChanged 1 SP:Iteration 16F (23.882363 sec): 3 clusters Score: Raw -21761.711102 + Penalty 313.330890 = -21448.380212 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 49 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.882909 sec): 2 clusters Score: Raw -699.223853 + Penalty 289.866529 = -409.357323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.883143 sec): 3 clusters Score: Raw -730.569005 + Penalty 578.262391 = -152.306614 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 50 (115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.883895 sec): 2 clusters Score: Raw -5178.091165 + Penalty 88.241698 = -5089.849466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.884315 sec): 3 clusters Score: Raw -5146.452445 + Penalty 241.819844 = -4904.632601 nChanged 33 SP:Iteration 1F (23.884728 sec): 3 clusters Score: Raw -5205.907680 + Penalty 273.165858 = -4932.741821 nChanged 6 SP:Iteration 2F (23.885142 sec): 3 clusters Score: Raw -5226.466812 + Penalty 281.353178 = -4945.113634 nChanged 1 SP:Iteration 3Q (23.885520 sec): 3 clusters Score: Raw -5228.787162 + Penalty 283.864072 = -4944.923090 nChanged 1 SP:Iteration 4F (23.885934 sec): 3 clusters Score: Raw -5230.738340 + Penalty 283.864072 = -4946.874268 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 51 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.886460 sec): 2 clusters Score: Raw -1459.155054 + Penalty 420.085363 = -1039.069690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.886719 sec): 3 clusters Score: Raw -1558.002637 + Penalty 839.796799 = -718.205837 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 52 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.887273 sec): 2 clusters Score: Raw -1927.801521 + Penalty 503.939858 = -1423.861662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.887551 sec): 3 clusters Score: Raw -2050.063150 + Penalty 1008.598514 = -1041.464636 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 53 (216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.888612 sec): 2 clusters Score: Raw -12473.176147 + Penalty 820.083253 = -11653.092894 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.889215 sec): 3 clusters Score: Raw -12503.783900 + Penalty 1640.619247 = -10863.164653 nChanged 24 SP:Iteration 1F (23.889794 sec): 3 clusters Score: Raw -12553.077576 + Penalty 1641.035006 = -10912.042570 nChanged 7 SP:Iteration 2Q (23.890353 sec): 3 clusters Score: Raw -12571.055147 + Penalty 1640.755874 = -10930.299273 nChanged 1 SP:Iteration 3Q (23.890911 sec): 3 clusters Score: Raw -12573.364908 + Penalty 1640.755874 = -10932.609035 nChanged 0 SP:Iteration 4F (23.891486 sec): 3 clusters Score: Raw -12573.364908 + Penalty 1640.755874 = -10932.609035 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 54 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.891985 sec): 2 clusters Score: Raw -604.472818 + Penalty 172.035815 = -432.437003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.892221 sec): 3 clusters Score: Raw -616.704111 + Penalty 344.071629 = -272.632481 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 55 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.892710 sec): 2 clusters Score: Raw -582.826508 + Penalty 228.038262 = -354.788245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.892938 sec): 3 clusters Score: Raw -597.885673 + Penalty 493.137843 = -104.747830 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 56 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.893418 sec): 2 clusters Score: Raw -120.502539 + Penalty 87.569193 = -32.933346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.893612 sec): 2 clusters Score: Raw -120.502539 + Penalty 87.569193 = -32.933346 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 57 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.894101 sec): 2 clusters Score: Raw -794.800039 + Penalty 233.731447 = -561.068592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.894334 sec): 3 clusters Score: Raw -803.356080 + Penalty 460.369669 = -342.986411 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 58 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.894886 sec): 2 clusters Score: Raw -2136.176389 + Penalty 469.585998 = -1666.590391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.895182 sec): 3 clusters Score: Raw -2224.916955 + Penalty 939.829003 = -1285.087952 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 59 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.895722 sec): 2 clusters Score: Raw -1263.735727 + Penalty 126.170488 = -1137.565240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.895990 sec): 3 clusters Score: Raw -1305.881969 + Penalty 304.910670 = -1000.971298 nChanged 2 SP:Iteration 1F (23.896251 sec): 3 clusters Score: Raw -1312.284328 + Penalty 320.547513 = -991.736815 nChanged 1 SP:Iteration 2F (23.896511 sec): 3 clusters Score: Raw -1314.013545 + Penalty 320.547513 = -993.466031 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 60 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.897014 sec): 2 clusters Score: Raw -998.842385 + Penalty 279.621343 = -719.221041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.897257 sec): 3 clusters Score: Raw -1017.011099 + Penalty 520.131958 = -496.879141 nChanged 1 SP:Iteration 1F (23.897495 sec): 3 clusters Score: Raw -1020.326919 + Penalty 520.131958 = -500.194960 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 61 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.897970 sec): 2 clusters Score: Raw -390.857811 + Penalty 174.434094 = -216.423716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.898192 sec): 3 clusters Score: Raw -396.885398 + Penalty 357.946079 = -38.939318 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 62 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.898747 sec): 2 clusters Score: Raw -1950.044904 + Penalty 242.454717 = -1707.590187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.899029 sec): 3 clusters Score: Raw -1964.568419 + Penalty 481.610786 = -1482.957632 nChanged 3 SP:Iteration 1F (23.899303 sec): 3 clusters Score: Raw -1969.966738 + Penalty 479.585703 = -1490.381035 nChanged 2 SP:Iteration 2F (23.899577 sec): 3 clusters Score: Raw -1979.405555 + Penalty 475.826864 = -1503.578691 nChanged 1 SP:Iteration 3Q (23.899848 sec): 3 clusters Score: Raw -1985.405709 + Penalty 472.879347 = -1512.526362 nChanged 1 SP:Iteration 4Q (23.900114 sec): 3 clusters Score: Raw -1993.170815 + Penalty 472.879347 = -1520.291468 nChanged 0 SP:Iteration 5F (23.900391 sec): 3 clusters Score: Raw -1993.170815 + Penalty 472.879347 = -1520.291468 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 63 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.900858 sec): 2 clusters Score: Raw -242.914808 + Penalty 143.899033 = -99.015776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.901069 sec): 3 clusters Score: Raw -233.188597 + Penalty 287.798066 = 54.609469 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 64 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.901572 sec): 2 clusters Score: Raw -608.437595 + Penalty 244.669342 = -363.768254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.901799 sec): 3 clusters Score: Raw -632.836671 + Penalty 486.894453 = -145.942218 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 65 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.902278 sec): 2 clusters Score: Raw -558.487509 + Penalty 270.431581 = -288.055927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.902501 sec): 3 clusters Score: Raw -556.784636 + Penalty 539.106517 = -17.678119 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 66 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.903097 sec): 2 clusters Score: Raw -2996.509263 + Penalty 310.633252 = -2685.876011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.903406 sec): 3 clusters Score: Raw -2996.897154 + Penalty 621.567061 = -2375.330093 nChanged 5 SP:Iteration 1F (23.903717 sec): 3 clusters Score: Raw -3006.895345 + Penalty 621.288797 = -2385.606548 nChanged 2 SP:Iteration 2Q (23.904025 sec): 3 clusters Score: Raw -3008.969156 + Penalty 621.775994 = -2387.193162 nChanged 1 SP:Iteration 3Q (23.904329 sec): 3 clusters Score: Raw -3011.513411 + Penalty 622.369683 = -2389.143727 nChanged 1 SP:Iteration 4Q (23.904637 sec): 3 clusters Score: Raw -3014.715885 + Penalty 622.395684 = -2392.320201 nChanged 1 SP:Iteration 5Q (23.904940 sec): 3 clusters Score: Raw -3016.775291 + Penalty 625.476417 = -2391.298874 nChanged 2 SP:Iteration 6F (23.905262 sec): 3 clusters Score: Raw -3022.285389 + Penalty 625.537909 = -2396.747480 nChanged 1 SP:Iteration 7Q (23.905567 sec): 3 clusters Score: Raw -3023.931489 + Penalty 625.537909 = -2398.393580 nChanged 0 SP:Iteration 8F (23.905881 sec): 3 clusters Score: Raw -3023.931489 + Penalty 625.537909 = -2398.393580 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 67 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.906370 sec): 2 clusters Score: Raw -621.780096 + Penalty 151.231368 = -470.548728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.906601 sec): 3 clusters Score: Raw -634.775361 + Penalty 330.870292 = -303.905069 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 68 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.907192 sec): 2 clusters Score: Raw -3218.530449 + Penalty 485.157440 = -2733.373009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.907501 sec): 3 clusters Score: Raw -3265.307303 + Penalty 969.913993 = -2295.393310 nChanged 1 SP:Iteration 1Q (23.907796 sec): 3 clusters Score: Raw -3268.422961 + Penalty 969.913993 = -2298.508968 nChanged 0 SP:Iteration 2F (23.908099 sec): 3 clusters Score: Raw -3268.422961 + Penalty 969.913993 = -2298.508968 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 69 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.908691 sec): 2 clusters Score: Raw -3191.636359 + Penalty 490.839773 = -2700.796586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.909003 sec): 3 clusters Score: Raw -3231.536100 + Penalty 978.117474 = -2253.418625 nChanged 2 SP:Iteration 1Q (23.909301 sec): 3 clusters Score: Raw -3237.965581 + Penalty 979.477338 = -2258.488243 nChanged 1 SP:Iteration 2Q (23.909596 sec): 3 clusters Score: Raw -3240.913868 + Penalty 979.860237 = -2261.053631 nChanged 1 SP:Iteration 3Q (23.909890 sec): 3 clusters Score: Raw -3243.321228 + Penalty 982.445237 = -2260.875991 nChanged 2 SP:Iteration 4F (23.910195 sec): 3 clusters Score: Raw -3247.574804 + Penalty 982.445237 = -2265.129567 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 70 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.910804 sec): 2 clusters Score: Raw -3034.096203 + Penalty 436.701936 = -2597.394267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.911114 sec): 3 clusters Score: Raw -3061.163968 + Penalty 876.824246 = -2184.339723 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 71 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.911672 sec): 2 clusters Score: Raw -2116.376660 + Penalty 378.011149 = -1738.365511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.911958 sec): 3 clusters Score: Raw -2145.276680 + Penalty 755.891953 = -1389.384727 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 72 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.912441 sec): 2 clusters Score: Raw -631.324560 + Penalty 296.952390 = -334.372170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.912668 sec): 3 clusters Score: Raw -669.632684 + Penalty 594.321321 = -75.311362 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 73 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.913145 sec): 2 clusters Score: Raw -540.127729 + Penalty 245.565223 = -294.562505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.913369 sec): 3 clusters Score: Raw -543.014587 + Penalty 495.306851 = -47.707735 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 74 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.913855 sec): 2 clusters Score: Raw -762.354231 + Penalty 323.034374 = -439.319857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.914084 sec): 3 clusters Score: Raw -765.311125 + Penalty 651.989197 = -113.321929 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 75 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.914555 sec): 2 clusters Score: Raw -424.450601 + Penalty 195.576092 = -228.874509 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.914774 sec): 3 clusters Score: Raw -418.168092 + Penalty 195.576092 = -222.592000 nChanged 1 SP:Iteration 1F (23.914972 sec): 2 clusters Score: Raw -424.450601 + Penalty 195.576092 = -228.874509 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 76 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.915556 sec): 2 clusters Score: Raw -2761.364924 + Penalty 543.854919 = -2217.510005 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.915859 sec): 3 clusters Score: Raw -2872.192397 + Penalty 1085.957100 = -1786.235297 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 77 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.916340 sec): 2 clusters Score: Raw -589.804863 + Penalty 220.797313 = -369.007549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.916568 sec): 3 clusters Score: Raw -595.657893 + Penalty 441.594627 = -154.063266 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 78 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.917094 sec): 2 clusters Score: Raw -1514.446065 + Penalty 240.422106 = -1274.023959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.917356 sec): 3 clusters Score: Raw -1536.429282 + Penalty 480.893230 = -1055.536052 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 79 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.917886 sec): 2 clusters Score: Raw -1618.775683 + Penalty 370.357086 = -1248.418597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.918166 sec): 3 clusters Score: Raw -1682.926399 + Penalty 739.155994 = -943.770405 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 80 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.918675 sec): 2 clusters Score: Raw -1238.313030 + Penalty 309.084759 = -929.228271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.918921 sec): 3 clusters Score: Raw -1255.830354 + Penalty 615.139495 = -640.690859 nChanged 1 SP:Iteration 1Q (23.919158 sec): 3 clusters Score: Raw -1255.990678 + Penalty 615.139495 = -640.851183 nChanged 0 SP:Iteration 2F (23.919401 sec): 3 clusters Score: Raw -1255.990678 + Penalty 615.139495 = -640.851183 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 81 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.919873 sec): 2 clusters Score: Raw -423.655535 + Penalty 143.352511 = -280.303024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.920094 sec): 3 clusters Score: Raw -424.026814 + Penalty 303.824811 = -120.202003 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 82 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.920652 sec): 2 clusters Score: Raw -2083.991642 + Penalty 302.086681 = -1781.904962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.920939 sec): 3 clusters Score: Raw -2118.753336 + Penalty 604.177852 = -1514.575484 nChanged 3 SP:Iteration 1F (23.921219 sec): 3 clusters Score: Raw -2125.954538 + Penalty 604.177852 = -1521.776686 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 83 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.921700 sec): 2 clusters Score: Raw -499.122973 + Penalty 155.635850 = -343.487123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.921937 sec): 3 clusters Score: Raw -508.303415 + Penalty 295.048027 = -213.255388 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 84 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.922485 sec): 2 clusters Score: Raw -1969.411545 + Penalty 504.891129 = -1464.520415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.922758 sec): 3 clusters Score: Raw -2078.657269 + Penalty 1013.488868 = -1065.168401 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 86 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.923243 sec): 2 clusters Score: Raw -771.809107 + Penalty 340.575646 = -431.233460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.923474 sec): 3 clusters Score: Raw -817.269733 + Penalty 681.875046 = -135.394687 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 87 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.923944 sec): 2 clusters Score: Raw -370.577333 + Penalty 197.581032 = -172.996301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.924164 sec): 3 clusters Score: Raw -362.022706 + Penalty 395.162064 = 33.139359 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 88 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.924688 sec): 2 clusters Score: Raw -1647.184420 + Penalty 400.108762 = -1247.075658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.924948 sec): 3 clusters Score: Raw -1686.732623 + Penalty 801.002412 = -885.730211 nChanged 1 SP:Iteration 1Q (23.925197 sec): 3 clusters Score: Raw -1688.196744 + Penalty 801.002412 = -887.194332 nChanged 0 SP:Iteration 2F (23.925455 sec): 3 clusters Score: Raw -1688.196744 + Penalty 801.002412 = -887.194332 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 89 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.925988 sec): 2 clusters Score: Raw -1180.624764 + Penalty 115.458749 = -1065.166014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.926243 sec): 3 clusters Score: Raw -1195.147619 + Penalty 245.767390 = -949.380230 nChanged 1 SP:Iteration 1Q (23.926490 sec): 3 clusters Score: Raw -1200.266458 + Penalty 245.767390 = -954.499068 nChanged 0 SP:Iteration 2F (23.926741 sec): 3 clusters Score: Raw -1200.266458 + Penalty 245.767390 = -954.499068 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 90 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.927248 sec): 2 clusters Score: Raw -1166.286117 + Penalty 316.663648 = -849.622469 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.927494 sec): 3 clusters Score: Raw -1194.674822 + Penalty 634.153076 = -560.521746 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 92 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.927974 sec): 2 clusters Score: Raw -602.001529 + Penalty 189.045936 = -412.955593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.928200 sec): 3 clusters Score: Raw -606.394726 + Penalty 385.665665 = -220.729061 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 93 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.928679 sec): 2 clusters Score: Raw -467.558846 + Penalty 196.224487 = -271.334359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.928900 sec): 3 clusters Score: Raw -464.751032 + Penalty 376.990164 = -87.760868 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 94 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.929362 sec): 2 clusters Score: Raw -251.707499 + Penalty 186.333868 = -65.373631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.929576 sec): 3 clusters Score: Raw -242.654431 + Penalty 372.667737 = 130.013305 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 96 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.930086 sec): 2 clusters Score: Raw -1240.924005 + Penalty 248.248716 = -992.675289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.930338 sec): 3 clusters Score: Raw -1258.131028 + Penalty 491.723098 = -766.407931 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 97 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.930820 sec): 2 clusters Score: Raw -703.601010 + Penalty 315.556154 = -388.044856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.931050 sec): 3 clusters Score: Raw -741.847454 + Penalty 626.155521 = -115.691934 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 98 (118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.931853 sec): 2 clusters Score: Raw -6147.355279 + Penalty 424.863300 = -5722.491979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.932295 sec): 3 clusters Score: Raw -6147.513128 + Penalty 849.169265 = -5298.343863 nChanged 25 SP:Iteration 1F (23.932715 sec): 3 clusters Score: Raw -6184.746285 + Penalty 846.869329 = -5337.876956 nChanged 6 SP:Iteration 2F (23.933140 sec): 3 clusters Score: Raw -6196.343381 + Penalty 846.039345 = -5350.304036 nChanged 5 SP:Iteration 3Q (23.933549 sec): 3 clusters Score: Raw -6205.660581 + Penalty 845.181912 = -5360.478668 nChanged 4 SP:Iteration 4Q (23.933976 sec): 3 clusters Score: Raw -6211.203779 + Penalty 845.181912 = -5366.021867 nChanged 0 SP:Iteration 5F (23.934432 sec): 3 clusters Score: Raw -6211.203779 + Penalty 845.181912 = -5366.021867 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 99 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.935010 sec): 2 clusters Score: Raw -2501.567293 + Penalty 601.472531 = -1900.094763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.935312 sec): 3 clusters Score: Raw -2672.118382 + Penalty 1203.006824 = -1469.111558 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 100 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.935790 sec): 2 clusters Score: Raw -450.979169 + Penalty 211.400856 = -239.578313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.936011 sec): 3 clusters Score: Raw -462.684448 + Penalty 422.801711 = -39.882736 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 101 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.936492 sec): 2 clusters Score: Raw -573.859930 + Penalty 166.285003 = -407.574926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.936719 sec): 3 clusters Score: Raw -591.829549 + Penalty 343.575390 = -248.254159 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 102 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.937228 sec): 2 clusters Score: Raw -1050.881506 + Penalty 232.135880 = -818.745626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.937480 sec): 3 clusters Score: Raw -1121.774174 + Penalty 460.089552 = -661.684622 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 103 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.937954 sec): 2 clusters Score: Raw -345.408874 + Penalty 90.469912 = -254.938962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.938175 sec): 3 clusters Score: Raw -350.509870 + Penalty 174.703174 = -175.806696 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 104 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.938703 sec): 2 clusters Score: Raw -1597.229425 + Penalty 471.427304 = -1125.802122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.938965 sec): 3 clusters Score: Raw -1706.136646 + Penalty 942.176634 = -763.960013 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 105 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.939433 sec): 2 clusters Score: Raw -334.581719 + Penalty 194.087214 = -140.494506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.939650 sec): 3 clusters Score: Raw -339.997377 + Penalty 383.321810 = 43.324433 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 106 (77 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.940300 sec): 2 clusters Score: Raw -4601.555705 + Penalty 624.479845 = -3977.075860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.940648 sec): 3 clusters Score: Raw -4677.001166 + Penalty 1247.824789 = -3429.176377 nChanged 1 SP:Iteration 1Q (23.940975 sec): 3 clusters Score: Raw -4683.268061 + Penalty 1247.824789 = -3435.443272 nChanged 0 SP:Iteration 2F (23.941318 sec): 3 clusters Score: Raw -4683.268061 + Penalty 1247.824789 = -3435.443272 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 107 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.941803 sec): 2 clusters Score: Raw -710.536452 + Penalty 279.533018 = -431.003434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.942034 sec): 3 clusters Score: Raw -729.905974 + Penalty 559.066036 = -170.839938 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 108 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.942523 sec): 2 clusters Score: Raw -496.319411 + Penalty 274.210346 = -222.109065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.942743 sec): 3 clusters Score: Raw -496.655754 + Penalty 532.653329 = 35.997574 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 109 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.943215 sec): 2 clusters Score: Raw -389.276669 + Penalty 188.676598 = -200.600070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.943434 sec): 3 clusters Score: Raw -399.477539 + Penalty 369.182444 = -30.295095 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 110 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.943915 sec): 2 clusters Score: Raw -501.754083 + Penalty 157.239436 = -344.514647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.944142 sec): 3 clusters Score: Raw -534.986436 + Penalty 319.837862 = -215.148573 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 111 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.944649 sec): 2 clusters Score: Raw -1244.015400 + Penalty 371.970541 = -872.044859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.944895 sec): 3 clusters Score: Raw -1292.049889 + Penalty 744.856838 = -547.193052 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 112 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.945422 sec): 2 clusters Score: Raw -1596.914382 + Penalty 398.938061 = -1197.976321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.945681 sec): 3 clusters Score: Raw -1629.456961 + Penalty 799.311982 = -830.144979 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 113 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.946189 sec): 2 clusters Score: Raw -1292.911775 + Penalty 355.248608 = -937.663167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.946440 sec): 3 clusters Score: Raw -1323.809095 + Penalty 715.524175 = -608.284920 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 114 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.946915 sec): 2 clusters Score: Raw -428.875683 + Penalty 121.974137 = -306.901546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.947141 sec): 3 clusters Score: Raw -456.833227 + Penalty 274.193943 = -182.639285 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 115 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.947596 sec): 2 clusters Score: Raw -54.116508 + Penalty 0.000000 = -54.116508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.947785 sec): 2 clusters Score: Raw -54.116508 + Penalty 0.000000 = -54.116508 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 116 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.948295 sec): 2 clusters Score: Raw -1327.788193 + Penalty 398.448529 = -929.339664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.948546 sec): 3 clusters Score: Raw -1391.577758 + Penalty 796.926750 = -594.651008 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 117 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.949039 sec): 2 clusters Score: Raw -958.028196 + Penalty 325.645509 = -632.382687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.949278 sec): 3 clusters Score: Raw -992.669094 + Penalty 647.208194 = -345.460900 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 118 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.949758 sec): 2 clusters Score: Raw -304.429563 + Penalty 172.856795 = -131.572768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.949973 sec): 3 clusters Score: Raw -295.531063 + Penalty 350.929605 = 55.398543 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 120 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.950460 sec): 2 clusters Score: Raw -711.347318 + Penalty 240.582801 = -470.764517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.950692 sec): 3 clusters Score: Raw -728.208219 + Penalty 492.288435 = -235.919784 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 121 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.951164 sec): 2 clusters Score: Raw -486.038947 + Penalty 253.476017 = -232.562930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.951386 sec): 3 clusters Score: Raw -486.603651 + Penalty 518.467117 = 31.863466 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 122 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.951851 sec): 2 clusters Score: Raw -301.765567 + Penalty 182.081184 = -119.684383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.952065 sec): 3 clusters Score: Raw -295.706767 + Penalty 397.428042 = 101.721276 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 123 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.952532 sec): 2 clusters Score: Raw -315.759179 + Penalty 215.240787 = -100.518393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.952747 sec): 3 clusters Score: Raw -308.316092 + Penalty 437.976374 = 129.660282 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 124 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.953260 sec): 2 clusters Score: Raw -1277.007031 + Penalty 328.252252 = -948.754780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.953510 sec): 3 clusters Score: Raw -1325.837064 + Penalty 655.053593 = -670.783470 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 126 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.953972 sec): 2 clusters Score: Raw -175.225871 + Penalty 92.399947 = -82.825925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.954182 sec): 3 clusters Score: Raw -166.481254 + Penalty 187.009185 = 20.527931 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 127 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.954643 sec): 2 clusters Score: Raw -188.881278 + Penalty 127.029396 = -61.851882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.954853 sec): 3 clusters Score: Raw -176.133833 + Penalty 247.538967 = 71.405134 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 128 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.955337 sec): 2 clusters Score: Raw -607.915779 + Penalty 295.972014 = -311.943765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.955567 sec): 3 clusters Score: Raw -624.069088 + Penalty 591.944028 = -32.125059 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 129 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.956039 sec): 2 clusters Score: Raw -429.215310 + Penalty 166.748127 = -262.467183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.956275 sec): 3 clusters Score: Raw -442.261611 + Penalty 330.929580 = -111.332031 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 130 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.956736 sec): 2 clusters Score: Raw -184.724055 + Penalty 128.024755 = -56.699300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.956930 sec): 2 clusters Score: Raw -184.724055 + Penalty 128.024755 = -56.699300 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 132 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.957418 sec): 2 clusters Score: Raw -813.521750 + Penalty 325.139906 = -488.381845 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.957652 sec): 3 clusters Score: Raw -840.891702 + Penalty 640.848759 = -200.042942 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 133 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.958114 sec): 2 clusters Score: Raw -235.806336 + Penalty 143.606467 = -92.199869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.958326 sec): 3 clusters Score: Raw -230.381318 + Penalty 285.332010 = 54.950692 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 134 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.958782 sec): 2 clusters Score: Raw -112.611653 + Penalty 63.236513 = -49.375140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.958988 sec): 3 clusters Score: Raw -105.763869 + Penalty 126.473025 = 20.709156 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 135 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.959454 sec): 2 clusters Score: Raw -296.864398 + Penalty 162.653139 = -134.211259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.959667 sec): 3 clusters Score: Raw -292.044656 + Penalty 373.722613 = 81.677957 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 136 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.960132 sec): 2 clusters Score: Raw -271.188656 + Penalty 122.656007 = -148.532648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.960348 sec): 3 clusters Score: Raw -273.825344 + Penalty 247.822055 = -26.003289 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 137 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.960834 sec): 2 clusters Score: Raw -800.428281 + Penalty 266.337665 = -534.090616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.961068 sec): 3 clusters Score: Raw -825.954961 + Penalty 528.015260 = -297.939701 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 138 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.961527 sec): 2 clusters Score: Raw -176.077712 + Penalty 99.050076 = -77.027636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.961737 sec): 3 clusters Score: Raw -167.948631 + Penalty 209.430921 = 41.482289 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 139 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.962214 sec): 2 clusters Score: Raw -447.068792 + Penalty 189.436811 = -257.631981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.962436 sec): 3 clusters Score: Raw -456.089179 + Penalty 382.852940 = -73.236239 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 140 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.962891 sec): 2 clusters Score: Raw -115.468815 + Penalty 66.687682 = -48.781134 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.963112 sec): 3 clusters Score: Raw -107.358571 + Penalty 133.375364 = 26.016793 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 141 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.963620 sec): 2 clusters Score: Raw -1225.740923 + Penalty 399.898420 = -825.842503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.963871 sec): 3 clusters Score: Raw -1323.679753 + Penalty 800.145020 = -523.534733 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 142 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.964359 sec): 2 clusters Score: Raw -681.719698 + Penalty 271.676438 = -410.043260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.964592 sec): 3 clusters Score: Raw -705.130864 + Penalty 553.325457 = -151.805407 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 143 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.965064 sec): 2 clusters Score: Raw -288.560994 + Penalty 153.925982 = -134.635012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.965279 sec): 3 clusters Score: Raw -284.961132 + Penalty 311.261720 = 26.300588 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 144 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.965740 sec): 2 clusters Score: Raw -115.272416 + Penalty 63.054059 = -52.218357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.965933 sec): 2 clusters Score: Raw -115.272416 + Penalty 63.054059 = -52.218357 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 145 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.966401 sec): 2 clusters Score: Raw -346.752394 + Penalty 156.299754 = -190.452640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.966600 sec): 2 clusters Score: Raw -346.752394 + Penalty 156.299754 = -190.452640 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 146 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.967055 sec): 2 clusters Score: Raw -49.629559 + Penalty 0.000000 = -49.629559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.967241 sec): 2 clusters Score: Raw -49.629559 + Penalty 0.000000 = -49.629559 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 147 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.967702 sec): 2 clusters Score: Raw -176.434836 + Penalty 112.474120 = -63.960715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.967909 sec): 3 clusters Score: Raw -170.325046 + Penalty 219.222151 = 48.897105 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 148 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.968372 sec): 2 clusters Score: Raw -251.101407 + Penalty 185.617514 = -65.483893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.968586 sec): 3 clusters Score: Raw -241.042771 + Penalty 371.235028 = 130.192257 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 149 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.969056 sec): 2 clusters Score: Raw -395.564675 + Penalty 169.860850 = -225.703825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.969276 sec): 3 clusters Score: Raw -398.309549 + Penalty 340.475429 = -57.834120 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 150 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.969751 sec): 2 clusters Score: Raw -460.610169 + Penalty 233.119847 = -227.490323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.969992 sec): 3 clusters Score: Raw -464.438184 + Penalty 461.881427 = -2.556758 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 151 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.970463 sec): 2 clusters Score: Raw -380.784330 + Penalty 186.512135 = -194.272195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.970680 sec): 3 clusters Score: Raw -387.300254 + Penalty 349.201310 = -38.098944 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 152 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.971161 sec): 2 clusters Score: Raw -534.713596 + Penalty 186.225962 = -348.487635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.971388 sec): 3 clusters Score: Raw -556.599039 + Penalty 372.451923 = -184.147115 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 153 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.971889 sec): 2 clusters Score: Raw -1035.224729 + Penalty 385.854600 = -649.370129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.972137 sec): 3 clusters Score: Raw -1076.077998 + Penalty 762.240843 = -313.837156 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 154 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.972599 sec): 2 clusters Score: Raw -239.650680 + Penalty 152.780082 = -86.870598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.972812 sec): 3 clusters Score: Raw -233.602581 + Penalty 283.943291 = 50.340711 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 155 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.973367 sec): 2 clusters Score: Raw -2199.831052 + Penalty 539.135107 = -1660.695945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.973649 sec): 3 clusters Score: Raw -2333.910684 + Penalty 1076.486784 = -1257.423900 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 156 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.974101 sec): 2 clusters Score: Raw -52.694175 + Penalty 0.000000 = -52.694175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.974289 sec): 2 clusters Score: Raw -52.694175 + Penalty 0.000000 = -52.694175 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 157 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.974780 sec): 2 clusters Score: Raw -820.484014 + Penalty 322.748007 = -497.736006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.975014 sec): 3 clusters Score: Raw -873.633225 + Penalty 647.161315 = -226.471910 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 158 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.975502 sec): 2 clusters Score: Raw -825.491373 + Penalty 252.360870 = -573.130503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.975738 sec): 3 clusters Score: Raw -832.118813 + Penalty 503.205318 = -328.913495 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 160 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.976205 sec): 2 clusters Score: Raw -330.326963 + Penalty 138.302847 = -192.024116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.976422 sec): 3 clusters Score: Raw -328.565630 + Penalty 263.467312 = -65.098318 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 163 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.976894 sec): 2 clusters Score: Raw -421.200329 + Penalty 237.006618 = -184.193711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.977129 sec): 3 clusters Score: Raw -423.508770 + Penalty 475.006837 = 51.498067 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 164 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.977590 sec): 2 clusters Score: Raw -173.670080 + Penalty 109.434349 = -64.235731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.977799 sec): 3 clusters Score: Raw -165.933376 + Penalty 217.065340 = 51.131965 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 165 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.978259 sec): 2 clusters Score: Raw -185.130402 + Penalty 129.720748 = -55.409655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.978455 sec): 2 clusters Score: Raw -185.130402 + Penalty 129.720748 = -55.409655 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 166 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.978925 sec): 2 clusters Score: Raw -218.608195 + Penalty 111.612489 = -106.995706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.979122 sec): 2 clusters Score: Raw -218.608195 + Penalty 111.612489 = -106.995706 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 167 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.979582 sec): 2 clusters Score: Raw -166.837139 + Penalty 81.721003 = -85.116136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.979789 sec): 3 clusters Score: Raw -161.424860 + Penalty 165.735979 = 4.311118 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 168 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.980260 sec): 2 clusters Score: Raw -450.607483 + Penalty 226.103671 = -224.503812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.980479 sec): 3 clusters Score: Raw -441.435882 + Penalty 451.561117 = 10.125235 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 169 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.980947 sec): 2 clusters Score: Raw -390.696753 + Penalty 242.256241 = -148.440512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.981166 sec): 3 clusters Score: Raw -380.876100 + Penalty 484.512482 = 103.636382 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 170 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.981621 sec): 2 clusters Score: Raw -111.162903 + Penalty 58.834967 = -52.327936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.981823 sec): 3 clusters Score: Raw -105.947071 + Penalty 117.669934 = 11.722863 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 171 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.982338 sec): 2 clusters Score: Raw -1360.293609 + Penalty 364.879612 = -995.413997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.982590 sec): 3 clusters Score: Raw -1410.850733 + Penalty 730.200239 = -680.650493 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 172 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.983050 sec): 2 clusters Score: Raw -171.850194 + Penalty 94.838653 = -77.011541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.983259 sec): 3 clusters Score: Raw -165.928028 + Penalty 192.724886 = 26.796858 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 173 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.983754 sec): 2 clusters Score: Raw -529.761897 + Penalty 255.529942 = -274.231955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.983981 sec): 3 clusters Score: Raw -536.933285 + Penalty 489.501946 = -47.431339 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 174 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.984446 sec): 2 clusters Score: Raw -227.572702 + Penalty 99.552700 = -128.020003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.984659 sec): 3 clusters Score: Raw -220.983605 + Penalty 201.669164 = -19.314441 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 175 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.985125 sec): 2 clusters Score: Raw -322.233133 + Penalty 213.638064 = -108.595069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.985340 sec): 3 clusters Score: Raw -309.960070 + Penalty 431.591663 = 121.631593 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 176 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.985810 sec): 2 clusters Score: Raw -320.297819 + Penalty 211.822170 = -108.475649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.986026 sec): 3 clusters Score: Raw -313.683396 + Penalty 422.056572 = 108.373176 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 177 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.986483 sec): 2 clusters Score: Raw -117.164432 + Penalty 64.674444 = -52.489988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.986675 sec): 2 clusters Score: Raw -117.164432 + Penalty 64.674444 = -52.489988 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 178 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.987134 sec): 2 clusters Score: Raw -189.114460 + Penalty 142.001849 = -47.112612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.987344 sec): 3 clusters Score: Raw -177.271591 + Penalty 277.668283 = 100.396692 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 179 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.987823 sec): 2 clusters Score: Raw -498.866371 + Penalty 194.024372 = -304.841999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.988048 sec): 3 clusters Score: Raw -511.485679 + Penalty 395.163764 = -116.321915 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 180 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.988526 sec): 2 clusters Score: Raw -543.217961 + Penalty 244.327661 = -298.890301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.988759 sec): 3 clusters Score: Raw -549.789251 + Penalty 487.980812 = -61.808439 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 181 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.989217 sec): 2 clusters Score: Raw -116.836429 + Penalty 72.782669 = -44.053760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.989424 sec): 3 clusters Score: Raw -108.628090 + Penalty 145.565338 = 36.937248 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 183 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.989898 sec): 2 clusters Score: Raw -457.074322 + Penalty 165.574999 = -291.499322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.990122 sec): 3 clusters Score: Raw -456.754458 + Penalty 341.780398 = -114.974060 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 185 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.990611 sec): 2 clusters Score: Raw -501.684650 + Penalty 266.513206 = -235.171444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.990832 sec): 3 clusters Score: Raw -499.560196 + Penalty 532.893641 = 33.333445 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 186 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.991281 sec): 2 clusters Score: Raw -191.112675 + Penalty 7.418358 = -183.694317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.991470 sec): 3 clusters Score: Raw -189.463054 + Penalty 14.836717 = -174.626337 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 187 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.991942 sec): 2 clusters Score: Raw -483.755373 + Penalty 260.028303 = -223.727070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.992164 sec): 3 clusters Score: Raw -491.363685 + Penalty 524.878611 = 33.514926 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 189 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.992664 sec): 2 clusters Score: Raw -1206.868436 + Penalty 373.928293 = -832.940143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.992905 sec): 3 clusters Score: Raw -1212.261135 + Penalty 745.096436 = -467.164698 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 190 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.993368 sec): 2 clusters Score: Raw -234.549478 + Penalty 132.281524 = -102.267954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.993565 sec): 2 clusters Score: Raw -234.549478 + Penalty 132.281524 = -102.267954 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 191 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.994025 sec): 2 clusters Score: Raw -185.347870 + Penalty 140.716167 = -44.631703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.994234 sec): 3 clusters Score: Raw -175.482713 + Penalty 275.540018 = 100.057305 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 192 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.994710 sec): 2 clusters Score: Raw -568.838472 + Penalty 311.658289 = -257.180183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.994934 sec): 3 clusters Score: Raw -577.737206 + Penalty 626.414181 = 48.676975 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 193 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.995403 sec): 2 clusters Score: Raw -228.890685 + Penalty 111.274412 = -117.616272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.995618 sec): 3 clusters Score: Raw -222.268425 + Penalty 222.548824 = 0.280399 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 194 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.996069 sec): 2 clusters Score: Raw -56.251514 + Penalty 0.000000 = -56.251514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.996259 sec): 2 clusters Score: Raw -56.251514 + Penalty 0.000000 = -56.251514 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 195 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.996721 sec): 2 clusters Score: Raw -231.583118 + Penalty 138.286953 = -93.296164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.996934 sec): 3 clusters Score: Raw -227.167681 + Penalty 276.573907 = 49.406225 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 196 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.997409 sec): 2 clusters Score: Raw -247.477588 + Penalty 166.065096 = -81.412492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.997622 sec): 3 clusters Score: Raw -238.095571 + Penalty 332.130191 = 94.034621 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 198 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.998082 sec): 2 clusters Score: Raw -113.038189 + Penalty 62.695180 = -50.343009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.998272 sec): 2 clusters Score: Raw -113.038189 + Penalty 62.695180 = -50.343009 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 201 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.998756 sec): 2 clusters Score: Raw -748.876411 + Penalty 298.480319 = -450.396092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.998987 sec): 3 clusters Score: Raw -751.874064 + Penalty 603.686859 = -148.187205 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 203 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.999448 sec): 2 clusters Score: Raw -240.988581 + Penalty 146.513326 = -94.475255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.999661 sec): 3 clusters Score: Raw -231.847609 + Penalty 293.026651 = 61.179042 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 205 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.000118 sec): 2 clusters Score: Raw -121.721227 + Penalty 86.761770 = -34.959458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.000314 sec): 2 clusters Score: Raw -121.721227 + Penalty 86.761770 = -34.959458 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 206 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.000774 sec): 2 clusters Score: Raw -160.214720 + Penalty 68.128162 = -92.086558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.000982 sec): 3 clusters Score: Raw -154.672406 + Penalty 142.107416 = -12.564990 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 207 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.001435 sec): 2 clusters Score: Raw -119.752427 + Penalty 69.673113 = -50.079315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.001629 sec): 2 clusters Score: Raw -119.752427 + Penalty 69.673113 = -50.079315 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 209 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.002085 sec): 2 clusters Score: Raw -107.022152 + Penalty 63.911526 = -43.110626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.002277 sec): 2 clusters Score: Raw -107.022152 + Penalty 63.911526 = -43.110626 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 212 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.002737 sec): 2 clusters Score: Raw -176.586430 + Penalty 99.130420 = -77.456011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.002944 sec): 3 clusters Score: Raw -168.946589 + Penalty 210.463679 = 41.517089 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 214 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.003404 sec): 2 clusters Score: Raw -121.807447 + Penalty 92.406223 = -29.401224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.003597 sec): 2 clusters Score: Raw -121.807447 + Penalty 92.406223 = -29.401224 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 216 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.004064 sec): 2 clusters Score: Raw -54.671095 + Penalty 0.000000 = -54.671095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.004253 sec): 2 clusters Score: Raw -54.671095 + Penalty 0.000000 = -54.671095 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 218 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.004703 sec): 2 clusters Score: Raw -50.444051 + Penalty 0.000000 = -50.444051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.004889 sec): 2 clusters Score: Raw -50.444051 + Penalty 0.000000 = -50.444051 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 220 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.005342 sec): 2 clusters Score: Raw -145.258200 + Penalty 6.021320 = -139.236880 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.005535 sec): 3 clusters Score: Raw -141.311064 + Penalty 6.021320 = -135.289744 nChanged 1 SP:Iteration 1F (24.005714 sec): 2 clusters Score: Raw -145.258200 + Penalty 6.021320 = -139.236880 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 221 (82 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.006378 sec): 2 clusters Score: Raw -3472.163856 + Penalty 107.588999 = -3364.574858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.006738 sec): 3 clusters Score: Raw -3476.853814 + Penalty 230.086558 = -3246.767256 nChanged 21 SP:Iteration 1F (24.007091 sec): 3 clusters Score: Raw -3499.356509 + Penalty 232.715804 = -3266.640705 nChanged 4 SP:Iteration 2Q (24.007438 sec): 3 clusters Score: Raw -3504.785269 + Penalty 234.017492 = -3270.767777 nChanged 1 SP:Iteration 3Q (24.007783 sec): 3 clusters Score: Raw -3505.195400 + Penalty 234.017492 = -3271.177908 nChanged 0 SP:Iteration 4F (24.008137 sec): 3 clusters Score: Raw -3505.195400 + Penalty 234.017492 = -3271.177908 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 222 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.008593 sec): 2 clusters Score: Raw -54.874393 + Penalty 0.000000 = -54.874393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.008784 sec): 2 clusters Score: Raw -54.874393 + Penalty 0.000000 = -54.874393 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 223 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.009234 sec): 2 clusters Score: Raw -55.968724 + Penalty 0.000000 = -55.968724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.009421 sec): 2 clusters Score: Raw -55.968724 + Penalty 0.000000 = -55.968724 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 224 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.009876 sec): 2 clusters Score: Raw -117.489817 + Penalty 74.558372 = -42.931445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.010067 sec): 2 clusters Score: Raw -117.489817 + Penalty 74.558372 = -42.931445 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 225 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.010516 sec): 2 clusters Score: Raw -55.952754 + Penalty 0.000000 = -55.952754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.010702 sec): 2 clusters Score: Raw -55.952754 + Penalty 0.000000 = -55.952754 nChanged 0 Deleting Class 214 (2 points): Lose 34.753845 but Gain 1362.742424 Iteration 20F (26.621886 sec): 201 clusters Score: Raw -1302384.809956 + Penalty 204117.256614 = -1098267.553342 nChanged 406 Deleting Class 94 (4 points): Lose 46.793144 but Gain 1373.960856 Iteration 21Q (26.831530 sec): 200 clusters Score: Raw -1302597.385505 + Penalty 202888.080380 = -1099709.305124 nChanged 274 Deleting Class 192 (9 points): Lose 123.245610 but Gain 1449.914026 Iteration 22Q (27.024364 sec): 199 clusters Score: Raw -1302607.601423 + Penalty 201464.863648 = -1101142.737775 nChanged 221 Deleting Class 20 (14 points): Lose 160.661422 but Gain 1485.854116 Iteration 23Q (27.211797 sec): 198 clusters Score: Raw -1302558.246695 + Penalty 200202.451198 = -1102355.795497 nChanged 170 Deleting Class 169 (6 points): Lose 59.171966 but Gain 1382.080320 Iteration 24Q (27.388710 sec): 197 clusters Score: Raw -1302624.687629 + Penalty 198927.996508 = -1103696.691121 nChanged 157 Deleting Class 148 (4 points): Lose 49.547658 but Gain 1368.678710 Iteration 25Q (27.571080 sec): 196 clusters Score: Raw -1302639.373476 + Penalty 197565.912103 = -1105073.461373 nChanged 121 Deleting Class 178 (3 points): Lose 20.530103 but Gain 1321.257796 Iteration 26Q (27.743867 sec): 195 clusters Score: Raw -1302666.048033 + Penalty 196296.433564 = -1106369.614469 nChanged 115 Deleting Class 175 (5 points): Lose 58.433197 but Gain 1356.883064 Iteration 27Q (27.919282 sec): 194 clusters Score: Raw -1302662.574248 + Penalty 194992.820778 = -1107669.753470 nChanged 113 Deleting Class 123 (5 points): Lose 83.697338 but Gain 1367.062468 Iteration 28Q (28.092126 sec): 193 clusters Score: Raw -1302637.727425 + Penalty 193693.586147 = -1108944.141278 nChanged 94 Deleting Class 74 (10 points): Lose 64.397982 but Gain 1346.982998 Iteration 29Q (28.259667 sec): 192 clusters Score: Raw -1302627.913719 + Penalty 192370.086388 = -1110257.827331 nChanged 77 Deleting Class 176 (5 points): Lose 64.676896 but Gain 1345.349752 Iteration 30F (30.647439 sec): 191 clusters Score: Raw -1302608.112778 + Penalty 191092.670831 = -1111515.441947 nChanged 71 Deleting Class 56 (2 points): Lose 19.114275 but Gain 1291.409277 Iteration 31Q (30.807629 sec): 190 clusters Score: Raw -1302643.977292 + Penalty 189838.041136 = -1112805.936156 nChanged 61 Deleting Class 191 (3 points): Lose 42.760005 but Gain 1309.295156 Iteration 32Q (30.965174 sec): 189 clusters Score: Raw -1302638.338015 + Penalty 188558.506698 = -1114079.831317 nChanged 44 Deleting Class 205 (2 points): Lose 26.803546 but Gain 1279.501969 Iteration 33Q (31.121057 sec): 188 clusters Score: Raw -1302638.720829 + Penalty 187305.921096 = -1115332.799733 nChanged 35 Deleting Class 108 (8 points): Lose 108.333372 but Gain 1347.954205 Iteration 34Q (31.296249 sec): 187 clusters Score: Raw -1302558.762489 + Penalty 186048.633985 = -1116510.128504 nChanged 36 Deleting Class 185 (8 points): Lose 77.183558 but Gain 1310.116858 Iteration 35Q (31.452973 sec): 186 clusters Score: Raw -1302523.954613 + Penalty 184785.281189 = -1117738.673424 nChanged 32 Deleting Class 194 (1 points): Lose 7.645486 but Gain 1239.261849 Iteration 36Q (31.607119 sec): 185 clusters Score: Raw -1302571.927837 + Penalty 183554.460474 = -1119017.467363 nChanged 17 Deleting Class 153 (16 points): Lose 163.057532 but Gain 1389.312265 Iteration 37Q (31.758522 sec): 184 clusters Score: Raw -1302414.599902 + Penalty 182248.913262 = -1120165.686640 nChanged 25 Deleting Class 84 (38 points): Lose 227.940689 but Gain 1446.502308 Iteration 38Q (31.912258 sec): 183 clusters Score: Raw -1302256.210274 + Penalty 180873.636534 = -1121382.573740 nChanged 51 Deleting Class 155 (40 points): Lose 279.112609 but Gain 1493.967554 Iteration 39Q (32.068357 sec): 182 clusters Score: Raw -1302082.769029 + Penalty 179651.173179 = -1122431.595850 nChanged 63 Deleting Class 128 (10 points): Lose 105.341683 but Gain 1313.932260 Iteration 40F (34.346943 sec): 181 clusters Score: Raw -1302169.133714 + Penalty 178467.653573 = -1123701.480142 nChanged 39 Deleting Class 189 (18 points): Lose 121.171211 but Gain 1322.429834 Iteration 41Q (34.498648 sec): 180 clusters Score: Raw -1302189.752978 + Penalty 177158.301649 = -1125031.451329 nChanged 42 Deleting Class 187 (8 points): Lose 79.837261 but Gain 1278.238585 Iteration 42Q (34.651657 sec): 179 clusters Score: Raw -1302201.011913 + Penalty 175901.054860 = -1126299.957053 nChanged 26 Deleting Class 196 (4 points): Lose 29.139307 but Gain 1224.506007 Iteration 43Q (34.810003 sec): 178 clusters Score: Raw -1302206.524567 + Penalty 174705.565802 = -1127500.958765 nChanged 17 Deleting Class 104 (30 points): Lose 237.857033 but Gain 1430.642830 Iteration 44Q (34.963305 sec): 177 clusters Score: Raw -1302003.099431 + Penalty 173414.338634 = -1128588.760797 nChanged 34 Deleting Class 165 (3 points): Lose 17.478616 but Gain 1206.988152 Iteration 45Q (35.114389 sec): 176 clusters Score: Raw -1302114.219779 + Penalty 172224.920281 = -1129889.299498 nChanged 10 Deleting Class 163 (8 points): Lose 66.688304 but Gain 1250.206034 Iteration 46Q (35.261887 sec): 175 clusters Score: Raw -1302074.105289 + Penalty 171133.141443 = -1130940.963846 nChanged 11 Deleting Class 97 (12 points): Lose 115.839049 but Gain 1298.089367 Iteration 47Q (35.409290 sec): 174 clusters Score: Raw -1301995.997444 + Penalty 169867.667618 = -1132128.329827 nChanged 14 Deleting Class 116 (23 points): Lose 120.670636 but Gain 1298.985313 Iteration 48Q (35.556843 sec): 173 clusters Score: Raw -1301917.699888 + Penalty 168751.362858 = -1133166.337031 nChanged 29 Deleting Class 86 (13 points): Lose 189.363046 but Gain 1357.290507 Iteration 49Q (35.706831 sec): 172 clusters Score: Raw -1301802.772675 + Penalty 167509.435871 = -1134293.336805 nChanged 24 Deleting Class 99 (54 points): Lose 390.867036 but Gain 1570.705940 Iteration 50F (37.857006 sec): 171 clusters Score: Raw -1301478.233762 + Penalty 166125.554181 = -1135352.679581 nChanged 64 Deleting Class 130 (3 points): Lose 23.550282 but Gain 1191.207769 Iteration 51Q (38.006892 sec): 170 clusters Score: Raw -1301687.319710 + Penalty 165024.520447 = -1136662.799264 nChanged 17 Deleting Class 52 (37 points): Lose 250.710533 but Gain 1417.272248 Iteration 52Q (38.153051 sec): 169 clusters Score: Raw -1301481.050128 + Penalty 163679.146162 = -1137801.903966 nChanged 47 Deleting Class 127 (3 points): Lose 17.991682 but Gain 1181.946441 Iteration 53Q (38.300312 sec): 168 clusters Score: Raw -1301582.615737 + Penalty 162511.100559 = -1139071.515179 nChanged 15 Deleting Class 201 (12 points): Lose 70.137977 but Gain 1227.845261 Iteration 54Q (38.447494 sec): 167 clusters Score: Raw -1301545.324970 + Penalty 161331.379842 = -1140213.945128 nChanged 24 Deleting Class 150 (7 points): Lose 39.321803 but Gain 1196.836464 Iteration 55Q (38.593433 sec): 166 clusters Score: Raw -1301544.480071 + Penalty 160188.648139 = -1141355.831932 nChanged 14 Deleting Class 65 (13 points): Lose 129.678835 but Gain 1280.242260 Iteration 56Q (38.736351 sec): 165 clusters Score: Raw -1301440.817142 + Penalty 158961.221480 = -1142479.595661 nChanged 26 Deleting Class 4 (92 points): Lose 439.682926 but Gain 1588.535728 Iteration 57Q (38.892691 sec): 164 clusters Score: Raw -1301054.119936 + Penalty 157481.097291 = -1143573.022645 nChanged 110 Deleting Class 121 (9 points): Lose 117.038621 but Gain 1263.260123 Iteration 58Q (39.052948 sec): 163 clusters Score: Raw -1301174.970326 + Penalty 156274.192118 = -1144900.778207 nChanged 34 Deleting Class 157 (21 points): Lose 154.742219 but Gain 1297.305678 Iteration 59Q (39.197092 sec): 162 clusters Score: Raw -1301085.703744 + Penalty 155187.233895 = -1145898.469850 nChanged 37 Deleting Class 132 (15 points): Lose 122.503047 but Gain 1268.581254 Iteration 60F (41.216426 sec): 161 clusters Score: Raw -1301100.715513 + Penalty 153971.719776 = -1147128.995737 nChanged 25 Deleting Class 171 (32 points): Lose 151.128810 but Gain 1297.678686 Iteration 61Q (41.358888 sec): 160 clusters Score: Raw -1301007.935320 + Penalty 152752.099266 = -1148255.836054 nChanged 44 Deleting Class 168 (7 points): Lose 46.990560 but Gain 1187.744005 Iteration 62Q (41.502555 sec): 159 clusters Score: Raw -1301050.866931 + Penalty 151589.087613 = -1149461.779318 nChanged 16 Deleting Class 173 (8 points): Lose 68.451853 but Gain 1209.101068 Iteration 63Q (41.642110 sec): 158 clusters Score: Raw -1301010.035891 + Penalty 150447.355294 = -1150562.680597 nChanged 18 Deleting Class 141 (23 points): Lose 166.380375 but Gain 1303.712114 Iteration 64Q (41.783156 sec): 157 clusters Score: Raw -1300875.852217 + Penalty 149118.972259 = -1151756.879959 nChanged 30 Deleting Class 216 (1 points): Lose 14.119002 but Gain 1132.553310 Iteration 65Q (41.922662 sec): 156 clusters Score: Raw -1300928.567492 + Penalty 148009.768850 = -1152918.798641 nChanged 7 Deleting Class 117 (17 points): Lose 110.933175 but Gain 1227.685473 Iteration 66Q (42.062347 sec): 155 clusters Score: Raw -1300828.419882 + Penalty 146785.947241 = -1154042.472641 nChanged 20 Deleting Class 122 (5 points): Lose 42.459566 but Gain 1156.455321 Iteration 67Q (42.217990 sec): 154 clusters Score: Raw -1300822.561014 + Penalty 145650.997017 = -1155171.563998 nChanged 12 Deleting Class 51 (26 points): Lose 199.465569 but Gain 1310.037322 Iteration 68Q (42.361053 sec): 153 clusters Score: Raw -1300641.406176 + Penalty 144365.765374 = -1156275.640803 nChanged 32 Deleting Class 111 (22 points): Lose 128.318884 but Gain 1237.664841 Iteration 69Q (42.502777 sec): 152 clusters Score: Raw -1300586.382320 + Penalty 143115.145958 = -1157471.236363 nChanged 27 Deleting Class 76 (53 points): Lose 295.732547 but Gain 1410.204510 Iteration 70F (44.405763 sec): 151 clusters Score: Raw -1300352.035153 + Penalty 141797.490882 = -1158554.544271 nChanged 59 Deleting Class 87 (6 points): Lose 24.335564 but Gain 1127.206692 Iteration 71Q (44.551291 sec): 150 clusters Score: Raw -1300473.012688 + Penalty 140709.833815 = -1159763.178873 nChanged 19 Deleting Class 118 (6 points): Lose 34.352933 but Gain 1133.223123 Iteration 72Q (44.695282 sec): 149 clusters Score: Raw -1300476.420325 + Penalty 139575.002050 = -1160901.418275 nChanged 15 Deleting Class 133 (5 points): Lose 67.945765 but Gain 1164.552680 Iteration 73Q (44.836944 sec): 148 clusters Score: Raw -1300434.063840 + Penalty 138660.327722 = -1161773.736117 nChanged 11 Deleting Class 140 (3 points): Lose 40.390960 but Gain 1184.691463 Iteration 74Q (44.985339 sec): 147 clusters Score: Raw -1300433.878982 + Penalty 137505.221182 = -1162928.657800 nChanged 7 Deleting Class 223 (1 points): Lose 7.248160 but Gain 1102.519144 Iteration 75Q (45.120011 sec): 146 clusters Score: Raw -1300438.820995 + Penalty 136428.342321 = -1164010.478674 nChanged 6 Deleting Class 225 (1 points): Lose 10.535471 but Gain 1105.461843 Iteration 76Q (45.254561 sec): 145 clusters Score: Raw -1300442.094352 + Penalty 135330.987029 = -1165111.107322 nChanged 5 Deleting Class 107 (10 points): Lose 55.264872 but Gain 1149.890350 Iteration 77Q (45.388715 sec): 144 clusters Score: Raw -1300391.949650 + Penalty 134193.714435 = -1166198.235215 nChanged 10 Deleting Class 72 (12 points): Lose 152.484287 but Gain 1244.610899 Iteration 78Q (45.522034 sec): 143 clusters Score: Raw -1300262.886069 + Penalty 132989.686802 = -1167273.199266 nChanged 17 Deleting Class 112 (27 points): Lose 166.171989 but Gain 1257.823489 Iteration 79Q (45.656012 sec): 142 clusters Score: Raw -1300132.195798 + Penalty 131793.173451 = -1168339.022347 nChanged 35 Deleting Class 105 (7 points): Lose 70.606177 but Gain 1156.816348 Iteration 80F (47.442012 sec): 141 clusters Score: Raw -1300125.559028 + Penalty 130723.539183 = -1169402.019845 nChanged 16 Deleting Class 49 (13 points): Lose 124.644408 but Gain 1206.940891 Iteration 81Q (47.577308 sec): 140 clusters Score: Raw -1300037.274228 + Penalty 129537.773626 = -1170499.500602 nChanged 22 Deleting Class 180 (10 points): Lose 62.163532 but Gain 1142.439065 Iteration 82Q (47.710888 sec): 139 clusters Score: Raw -1300005.435936 + Penalty 128434.657675 = -1171570.778260 nChanged 17 Deleting Class 73 (9 points): Lose 64.373992 but Gain 1142.432189 Iteration 83Q (47.843466 sec): 138 clusters Score: Raw -1299970.818636 + Penalty 127334.662829 = -1172636.155807 nChanged 15 Deleting Class 142 (15 points): Lose 109.554527 but Gain 1185.898793 Iteration 84Q (47.975502 sec): 137 clusters Score: Raw -1299884.323163 + Penalty 126188.715993 = -1173695.607170 nChanged 23 Deleting Class 224 (2 points): Lose 26.135352 but Gain 1099.534777 Iteration 85Q (48.109336 sec): 136 clusters Score: Raw -1299893.292598 + Penalty 125090.416254 = -1174802.876344 nChanged 6 Deleting Class 46 (16 points): Lose 134.481831 but Gain 1207.418347 Iteration 86Q (48.240242 sec): 135 clusters Score: Raw -1299776.847983 + Penalty 123950.621456 = -1175826.226527 nChanged 20 Deleting Class 203 (4 points): Lose 10.507464 but Gain 1080.338083 Iteration 87Q (48.371991 sec): 134 clusters Score: Raw -1299807.651239 + Penalty 122899.072430 = -1176908.578809 nChanged 9 Deleting Class 222 (1 points): Lose 5.671775 but Gain 1073.964047 Iteration 88Q (48.501433 sec): 133 clusters Score: Raw -1299814.337152 + Penalty 121827.332790 = -1177987.004362 nChanged 3 Deleting Class 88 (29 points): Lose 172.617839 but Gain 1237.123888 Iteration 89Q (48.632380 sec): 132 clusters Score: Raw -1299645.625350 + Penalty 120978.638512 = -1178666.986838 nChanged 31 Deleting Class 154 (5 points): Lose 80.862131 but Gain 1144.974217 Iteration 90F (50.287234 sec): 131 clusters Score: Raw -1299645.609581 + Penalty 119895.380153 = -1179750.229428 nChanged 15 Deleting Class 181 (2 points): Lose 11.847121 but Gain 1073.347953 Iteration 91Q (50.419477 sec): 130 clusters Score: Raw -1299671.256083 + Penalty 118860.958020 = -1180810.298063 nChanged 9 Deleting Class 113 (25 points): Lose 123.062331 but Gain 1183.645213 Iteration 92Q (50.548407 sec): 129 clusters Score: Raw -1299571.986508 + Penalty 117697.517113 = -1181874.469394 nChanged 30 Deleting Class 33 (24 points): Lose 136.380609 but Gain 1190.678447 Iteration 93Q (50.680123 sec): 128 clusters Score: Raw -1299497.491329 + Penalty 116532.493137 = -1182964.998192 nChanged 31 Deleting Class 42 (39 points): Lose 304.908088 but Gain 1360.955238 Iteration 94Q (50.809201 sec): 127 clusters Score: Raw -1299266.882438 + Penalty 115284.511840 = -1183982.370598 nChanged 47 Deleting Class 31 (4 points): Lose 25.184928 but Gain 1076.210877 Iteration 95Q (50.938997 sec): 126 clusters Score: Raw -1299364.272487 + Penalty 114224.524048 = -1185139.748439 nChanged 14 Deleting Class 106 (75 points): Lose 418.635990 but Gain 1468.908386 Iteration 96Q (51.066012 sec): 125 clusters Score: Raw -1298961.226626 + Penalty 112810.602771 = -1186150.623855 nChanged 81 Deleting Class 28 (10 points): Lose 86.945750 but Gain 1135.626233 Iteration 97Q (51.196786 sec): 124 clusters Score: Raw -1299080.448903 + Penalty 111712.845757 = -1187367.603146 nChanged 24 Deleting Class 68 (63 points): Lose 253.769518 but Gain 1280.727250 Iteration 98Q (51.322567 sec): 123 clusters Score: Raw -1298877.349513 + Penalty 110482.644789 = -1188394.704724 nChanged 71 Deleting Class 79 (26 points): Lose 139.301497 but Gain 1163.384795 Iteration 99Q (51.460493 sec): 122 clusters Score: Raw -1298863.123674 + Penalty 109578.805443 = -1189284.318231 nChanged 52 Deleting Class 151 (8 points): Lose 52.917512 but Gain 1111.660347 Iteration 100F (52.993062 sec): 121 clusters Score: Raw -1298918.800163 + Penalty 108602.416890 = -1190316.383273 nChanged 33 Deleting Class 147 (6 points): Lose 84.216974 but Gain 1111.960077 Iteration 101Q (53.120361 sec): 120 clusters Score: Raw -1298884.733801 + Penalty 107549.794233 = -1191334.939568 nChanged 22 Deleting Class 207 (2 points): Lose 4.885274 but Gain 1027.490391 Iteration 102Q (53.244542 sec): 119 clusters Score: Raw -1298924.891480 + Penalty 106559.388937 = -1192365.502542 nChanged 19 Deleting Class 124 (29 points): Lose 137.958239 but Gain 1157.688912 Iteration 103Q (53.370206 sec): 118 clusters Score: Raw -1298799.748284 + Penalty 105538.497878 = -1193261.250406 nChanged 43 Deleting Class 30 (13 points): Lose 116.460195 but Gain 1135.016661 Iteration 104Q (53.495052 sec): 117 clusters Score: Raw -1298756.177855 + Penalty 104484.184750 = -1194271.993105 nChanged 24 Deleting Class 164 (2 points): Lose 18.203718 but Gain 1035.012484 Iteration 105Q (53.619700 sec): 116 clusters Score: Raw -1298782.851498 + Penalty 103457.484408 = -1195325.367090 nChanged 9 Deleting Class 190 (5 points): Lose 33.813749 but Gain 1050.372782 Iteration 106Q (53.742378 sec): 115 clusters Score: Raw -1298764.235418 + Penalty 102422.435000 = -1196341.800418 nChanged 9 Deleting Class 100 (10 points): Lose 66.492383 but Gain 1079.420059 Iteration 107Q (53.863639 sec): 114 clusters Score: Raw -1298710.675942 + Penalty 101364.655011 = -1197346.020931 nChanged 14 Deleting Class 135 (6 points): Lose 39.432839 but Gain 1047.299264 Iteration 108Q (53.984287 sec): 113 clusters Score: Raw -1298690.332300 + Penalty 100395.027031 = -1198295.305269 nChanged 13 Deleting Class 44 (27 points): Lose 217.209854 but Gain 1222.812994 Iteration 109Q (54.105008 sec): 112 clusters Score: Raw -1298503.117840 + Penalty 99302.649503 = -1199200.468337 nChanged 36 Deleting Class 137 (15 points): Lose 81.253165 but Gain 1084.703023 Iteration 110F (55.510816 sec): 111 clusters Score: Raw -1298548.344544 + Penalty 98285.836993 = -1200262.507551 nChanged 24 Deleting Class 39 (35 points): Lose 133.421568 but Gain 1131.530577 Iteration 111Q (55.631038 sec): 110 clusters Score: Raw -1298474.397806 + Penalty 97195.845240 = -1201278.552566 nChanged 41 Deleting Class 63 (3 points): Lose 24.032601 but Gain 1019.626676 Iteration 112Q (55.751610 sec): 109 clusters Score: Raw -1298521.781363 + Penalty 96192.234534 = -1202329.546829 nChanged 10 Deleting Class 90 (23 points): Lose 85.496913 but Gain 1080.428759 Iteration 113Q (55.869975 sec): 108 clusters Score: Raw -1298448.224484 + Penalty 95150.896189 = -1203297.328295 nChanged 28 Deleting Class 115 (1 points): Lose 7.646617 but Gain 998.806687 Iteration 114Q (55.988913 sec): 107 clusters Score: Raw -1298494.843337 + Penalty 94158.119176 = -1204336.724162 nChanged 11 Deleting Class 75 (7 points): Lose 40.755295 but Gain 1027.379739 Iteration 115Q (56.115799 sec): 106 clusters Score: Raw -1298469.187695 + Penalty 93137.425476 = -1205331.762219 nChanged 16 Deleting Class 195 (4 points): Lose 41.362858 but Gain 1019.679689 Iteration 116Q (56.233129 sec): 105 clusters Score: Raw -1298449.246079 + Penalty 92127.240833 = -1206322.005246 nChanged 11 Deleting Class 80 (18 points): Lose 70.744948 but Gain 1038.739491 Iteration 117Q (56.351614 sec): 104 clusters Score: Raw -1298392.209401 + Penalty 91131.140475 = -1207261.068926 nChanged 24 Deleting Class 218 (2 points): Lose 49.788411 but Gain 1016.364582 Iteration 118Q (56.470173 sec): 103 clusters Score: Raw -1298381.586537 + Penalty 90117.556271 = -1208264.030266 nChanged 12 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 -1298381.586537 + Penalty 90117.556271 = -1208264.030266Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 1 (112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.522939 sec): 2 clusters Score: Raw -6015.852251 + Penalty 100.157719 = -5915.694532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.524074 sec): 3 clusters Score: Raw -5949.367332 + Penalty 205.716888 = -5743.650443 nChanged 38 SP:Iteration 1F (56.525084 sec): 3 clusters Score: Raw -5972.367425 + Penalty 216.138147 = -5756.229278 nChanged 14 SP:Iteration 2F (56.525898 sec): 3 clusters Score: Raw -5984.677065 + Penalty 226.495524 = -5758.181541 nChanged 6 SP:Iteration 3F (56.526669 sec): 3 clusters Score: Raw -5989.529215 + Penalty 283.968208 = -5705.561008 nChanged 13 SP:Iteration 4F (56.527447 sec): 3 clusters Score: Raw -6009.083204 + Penalty 349.260619 = -5659.822585 nChanged 8 SP:Iteration 5F (56.528213 sec): 3 clusters Score: Raw -6019.093068 + Penalty 354.197420 = -5664.895648 nChanged 1 SP:Iteration 6Q (56.528889 sec): 3 clusters Score: Raw -6019.692451 + Penalty 345.605305 = -5674.087146 nChanged 2 SP:Iteration 7Q (56.529527 sec): 3 clusters Score: Raw -6021.114641 + Penalty 345.605305 = -5675.509336 nChanged 0 SP:Iteration 8F (56.530158 sec): 3 clusters Score: Raw -6021.114641 + Penalty 345.605305 = -5675.509336 nChanged 0 Memory request: 0.02 GB would take us to total of 0.27 GB. Trying to split cluster 2 (3626 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.548001 sec): 2 clusters Score: Raw -183046.054252 + Penalty 103.544389 = -182942.509863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.554754 sec): 3 clusters Score: Raw -180723.455876 + Penalty 206.865219 = -180516.590658 nChanged 1677 SP:Iteration 1F (56.561363 sec): 3 clusters Score: Raw -181859.382831 + Penalty 209.413037 = -181649.969793 nChanged 280 SP:Iteration 2F (56.568046 sec): 3 clusters Score: Raw -182081.925782 + Penalty 214.900451 = -181867.025331 nChanged 321 SP:Iteration 3F (56.574493 sec): 3 clusters Score: Raw -182425.836869 + Penalty 230.255061 = -182195.581808 nChanged 290 SP:Iteration 4F (56.580968 sec): 3 clusters Score: Raw -182778.908762 + Penalty 267.916168 = -182510.992594 nChanged 157 SP:Iteration 5Q (56.587552 sec): 3 clusters Score: Raw -182952.525634 + Penalty 346.769719 = -182605.755915 nChanged 60 SP:Iteration 6Q (56.593266 sec): 3 clusters Score: Raw -183017.579669 + Penalty 420.634676 = -182596.944993 nChanged 18 SP:Iteration 7F (56.599814 sec): 3 clusters Score: Raw -183037.874262 + Penalty 570.695803 = -182467.178459 nChanged 9 SP:Iteration 8F (56.606249 sec): 3 clusters Score: Raw -183049.127310 + Penalty 708.682738 = -182340.444572 nChanged 2 SP:Iteration 9F (56.613070 sec): 3 clusters Score: Raw -183050.129423 + Penalty 794.651153 = -182255.478270 nChanged 1 SP:Iteration 10F (56.620123 sec): 3 clusters Score: Raw -183051.330474 + Penalty 794.651153 = -182256.679321 nChanged 0 Memory request: 0.06 GB would take us to total of 0.31 GB. Trying to split cluster 3 (12395 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.680324 sec): 2 clusters Score: Raw -608705.748285 + Penalty 235.146025 = -608470.602260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.704715 sec): 3 clusters Score: Raw -600399.746465 + Penalty 548.346598 = -599851.399867 nChanged 5956 SP:Iteration 1F (56.729594 sec): 3 clusters Score: Raw -606068.959787 + Penalty 628.192321 = -605440.767465 nChanged 1675 SP:Iteration 2F (56.754755 sec): 3 clusters Score: Raw -607947.510876 + Penalty 656.581707 = -607290.929169 nChanged 481 SP:Iteration 3Q (56.779297 sec): 3 clusters Score: Raw -608459.156618 + Penalty 626.305741 = -607832.850877 nChanged 184 SP:Iteration 4Q (56.800631 sec): 3 clusters Score: Raw -608648.369739 + Penalty 579.657239 = -608068.712499 nChanged 68 SP:Iteration 5Q (56.821247 sec): 3 clusters Score: Raw -608717.568448 + Penalty 534.953254 = -608182.615193 nChanged 23 SP:Iteration 6Q (56.841821 sec): 3 clusters Score: Raw -608736.826731 + Penalty 511.272216 = -608225.554514 nChanged 15 SP:Iteration 7Q (56.862154 sec): 3 clusters Score: Raw -608746.156132 + Penalty 506.359001 = -608239.797131 nChanged 7 SP:Iteration 8Q (56.882877 sec): 3 clusters Score: Raw -608750.493083 + Penalty 509.172360 = -608241.320723 nChanged 3 SP:Iteration 9Q (56.903250 sec): 3 clusters Score: Raw -608751.425889 + Penalty 502.181405 = -608249.244484 nChanged 2 SP:Iteration 10F (56.928583 sec): 3 clusters Score: Raw -608753.578741 + Penalty 502.181405 = -608251.397336 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 5 (1172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.942226 sec): 2 clusters Score: Raw -63453.898276 + Penalty 567.265601 = -62886.632675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.944486 sec): 3 clusters Score: Raw -62776.481506 + Penalty 1136.911935 = -61639.569572 nChanged 448 SP:Iteration 1F (56.946705 sec): 3 clusters Score: Raw -63069.965898 + Penalty 1139.633177 = -61930.332721 nChanged 166 SP:Iteration 2F (56.948926 sec): 3 clusters Score: Raw -63191.489339 + Penalty 1143.712487 = -62047.776852 nChanged 85 SP:Iteration 3F (56.951158 sec): 3 clusters Score: Raw -63250.720514 + Penalty 1146.211868 = -62104.508646 nChanged 48 SP:Iteration 4Q (56.953370 sec): 3 clusters Score: Raw -63281.574552 + Penalty 1148.810460 = -62132.764092 nChanged 39 SP:Iteration 5Q (56.955574 sec): 3 clusters Score: Raw -63300.290760 + Penalty 1151.401656 = -62148.889104 nChanged 39 SP:Iteration 6Q (56.957817 sec): 3 clusters Score: Raw -63317.037821 + Penalty 1153.623369 = -62163.414451 nChanged 18 SP:Iteration 7Q (56.960025 sec): 3 clusters Score: Raw -63324.375972 + Penalty 1156.415632 = -62167.960341 nChanged 16 SP:Iteration 8Q (56.962219 sec): 3 clusters Score: Raw -63330.215970 + Penalty 1160.855780 = -62169.360189 nChanged 15 SP:Iteration 9Q (56.964435 sec): 3 clusters Score: Raw -63336.442747 + Penalty 1166.037561 = -62170.405186 nChanged 16 SP:Iteration 10F (56.966672 sec): 3 clusters Score: Raw -63343.865438 + Penalty 1174.575766 = -62169.289671 nChanged 25 SP:Iteration 11F (56.968889 sec): 3 clusters Score: Raw -63357.424756 + Penalty 1185.132927 = -62172.291829 nChanged 33 SP:Iteration 12Q (56.971083 sec): 3 clusters Score: Raw -63375.810485 + Penalty 1196.193374 = -62179.617112 nChanged 24 SP:Iteration 13Q (56.973283 sec): 3 clusters Score: Raw -63390.713176 + Penalty 1204.974510 = -62185.738666 nChanged 20 SP:Iteration 14Q (56.975529 sec): 3 clusters Score: Raw -63402.593397 + Penalty 1213.869867 = -62188.723529 nChanged 20 SP:Iteration 15Q (56.977715 sec): 3 clusters Score: Raw -63411.395999 + Penalty 1223.808052 = -62187.587947 nChanged 19 SP:Iteration 16F (56.979931 sec): 3 clusters Score: Raw -63419.861176 + Penalty 1234.802110 = -62185.059066 nChanged 22 SP:Iteration 17F (56.982175 sec): 3 clusters Score: Raw -63428.922868 + Penalty 1241.738912 = -62187.183956 nChanged 12 SP:Iteration 18Q (56.984360 sec): 3 clusters Score: Raw -63434.771878 + Penalty 1249.029594 = -62185.742284 nChanged 20 SP:Iteration 19F (56.986630 sec): 3 clusters Score: Raw -63445.139670 + Penalty 1257.852472 = -62187.287198 nChanged 15 SP:Iteration 20F (56.988853 sec): 3 clusters Score: Raw -63452.942974 + Penalty 1267.752148 = -62185.190826 nChanged 16 SP:Iteration 21F (56.991069 sec): 3 clusters Score: Raw -63460.089186 + Penalty 1279.995835 = -62180.093351 nChanged 15 SP:Iteration 22F (56.993277 sec): 3 clusters Score: Raw -63467.863347 + Penalty 1287.921529 = -62179.941818 nChanged 15 SP:Iteration 23F (56.995487 sec): 3 clusters Score: Raw -63479.696368 + Penalty 1294.060829 = -62185.635539 nChanged 11 SP:Iteration 24Q (56.997508 sec): 3 clusters Score: Raw -63488.017974 + Penalty 1297.931464 = -62190.086510 nChanged 10 SP:Iteration 25Q (57.002002 sec): 3 clusters Score: Raw -63493.257417 + Penalty 1304.950596 = -62188.306821 nChanged 8 SP:Iteration 26F (57.005843 sec): 3 clusters Score: Raw -63495.687307 + Penalty 1311.595268 = -62184.092038 nChanged 5 SP:Iteration 27F (57.009188 sec): 3 clusters Score: Raw -63497.838958 + Penalty 1316.792559 = -62181.046399 nChanged 4 SP:Iteration 28F (57.011413 sec): 3 clusters Score: Raw -63499.676746 + Penalty 1321.409337 = -62178.267409 nChanged 4 SP:Iteration 29F (57.013607 sec): 3 clusters Score: Raw -63500.876659 + Penalty 1322.782799 = -62178.093859 nChanged 2 SP:Iteration 30F (57.015790 sec): 3 clusters Score: Raw -63502.149394 + Penalty 1324.565893 = -62177.583502 nChanged 3 SP:Iteration 31F (57.017988 sec): 3 clusters Score: Raw -63503.605132 + Penalty 1327.549235 = -62176.055897 nChanged 3 SP:Iteration 32F (57.020170 sec): 3 clusters Score: Raw -63505.843809 + Penalty 1328.288571 = -62177.555237 nChanged 2 SP:Iteration 33Q (57.022101 sec): 3 clusters Score: Raw -63506.553011 + Penalty 1329.288653 = -62177.264358 nChanged 3 SP:Iteration 34F (57.024285 sec): 3 clusters Score: Raw -63506.855813 + Penalty 1333.634913 = -62173.220900 nChanged 3 SP:Iteration 35F (57.026467 sec): 3 clusters Score: Raw -63508.618036 + Penalty 1336.817894 = -62171.800143 nChanged 3 SP:Iteration 36F (57.028676 sec): 3 clusters Score: Raw -63509.748362 + Penalty 1339.264603 = -62170.483759 nChanged 2 SP:Iteration 37F (57.030864 sec): 3 clusters Score: Raw -63510.589679 + Penalty 1339.264603 = -62171.325076 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 6 (267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.035063 sec): 2 clusters Score: Raw -13864.009110 + Penalty 904.295671 = -12959.713439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.035748 sec): 3 clusters Score: Raw -13960.066671 + Penalty 1808.606579 = -12151.460092 nChanged 34 SP:Iteration 1F (57.036412 sec): 3 clusters Score: Raw -14031.027679 + Penalty 1808.799164 = -12222.228515 nChanged 15 SP:Iteration 2F (57.037076 sec): 3 clusters Score: Raw -14063.219122 + Penalty 1808.721292 = -12254.497830 nChanged 3 SP:Iteration 3Q (57.037735 sec): 3 clusters Score: Raw -14072.290606 + Penalty 1808.721292 = -12263.569314 nChanged 2 SP:Iteration 4Q (57.038369 sec): 3 clusters Score: Raw -14081.732980 + Penalty 1808.721292 = -12273.011688 nChanged 0 SP:Iteration 5F (57.039032 sec): 3 clusters Score: Raw -14081.732980 + Penalty 1808.721292 = -12273.011688 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 7 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.039799 sec): 2 clusters Score: Raw -910.328437 + Penalty 256.977680 = -653.350757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.040043 sec): 3 clusters Score: Raw -982.211466 + Penalty 513.255038 = -468.956428 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 8 (97 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.040806 sec): 2 clusters Score: Raw -4102.151709 + Penalty 175.075440 = -3927.076269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.041207 sec): 3 clusters Score: Raw -4091.897597 + Penalty 349.702149 = -3742.195447 nChanged 24 SP:Iteration 1F (57.041599 sec): 3 clusters Score: Raw -4115.660230 + Penalty 347.878499 = -3767.781731 nChanged 6 SP:Iteration 2F (57.041990 sec): 3 clusters Score: Raw -4121.347785 + Penalty 348.868697 = -3772.479088 nChanged 1 SP:Iteration 3Q (57.042368 sec): 3 clusters Score: Raw -4121.560523 + Penalty 348.868697 = -3772.691825 nChanged 0 SP:Iteration 4F (57.042759 sec): 3 clusters Score: Raw -4121.560523 + Penalty 348.868697 = -3772.691825 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 9 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.043568 sec): 2 clusters Score: Raw -7505.779908 + Penalty 567.009793 = -6938.770115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.044014 sec): 3 clusters Score: Raw -7487.500288 + Penalty 1134.182790 = -6353.317498 nChanged 13 SP:Iteration 1F (57.044453 sec): 3 clusters Score: Raw -7509.770320 + Penalty 1134.650586 = -6375.119733 nChanged 6 SP:Iteration 2Q (57.044887 sec): 3 clusters Score: Raw -7519.677541 + Penalty 1134.596576 = -6385.080965 nChanged 2 SP:Iteration 3Q (57.045321 sec): 3 clusters Score: Raw -7523.769532 + Penalty 1135.094134 = -6388.675398 nChanged 2 SP:Iteration 4Q (57.045755 sec): 3 clusters Score: Raw -7528.192212 + Penalty 1135.077482 = -6393.114730 nChanged 1 SP:Iteration 5Q (57.046187 sec): 3 clusters Score: Raw -7531.716975 + Penalty 1135.680019 = -6396.036956 nChanged 1 SP:Iteration 6Q (57.046620 sec): 3 clusters Score: Raw -7532.849289 + Penalty 1136.492816 = -6396.356474 nChanged 1 SP:Iteration 7Q (57.047052 sec): 3 clusters Score: Raw -7536.414353 + Penalty 1136.645388 = -6399.768965 nChanged 1 SP:Iteration 8Q (57.047482 sec): 3 clusters Score: Raw -7537.838487 + Penalty 1136.645388 = -6401.193098 nChanged 0 SP:Iteration 9F (57.047924 sec): 3 clusters Score: Raw -7537.838487 + Penalty 1136.645388 = -6401.193098 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 10 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.048443 sec): 2 clusters Score: Raw -1186.081263 + Penalty 249.039340 = -937.041924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.048694 sec): 3 clusters Score: Raw -1213.647814 + Penalty 491.012191 = -722.635622 nChanged 2 SP:Iteration 1F (57.048965 sec): 3 clusters Score: Raw -1217.654534 + Penalty 491.012191 = -726.642343 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 11 (358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.050658 sec): 2 clusters Score: Raw -20104.711941 + Penalty 491.249181 = -19613.462760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.051501 sec): 3 clusters Score: Raw -19926.762498 + Penalty 982.498361 = -18944.264137 nChanged 107 SP:Iteration 1F (57.052347 sec): 3 clusters Score: Raw -20017.442174 + Penalty 984.210970 = -19033.231204 nChanged 42 SP:Iteration 2F (57.053165 sec): 3 clusters Score: Raw -20051.497867 + Penalty 986.586930 = -19064.910937 nChanged 18 SP:Iteration 3F (57.054023 sec): 3 clusters Score: Raw -20068.749142 + Penalty 989.415990 = -19079.333151 nChanged 16 SP:Iteration 4Q (57.054866 sec): 3 clusters Score: Raw -20079.277582 + Penalty 990.277160 = -19089.000421 nChanged 6 SP:Iteration 5Q (57.055703 sec): 3 clusters Score: Raw -20083.182712 + Penalty 992.443597 = -19090.739115 nChanged 8 SP:Iteration 6Q (57.056540 sec): 3 clusters Score: Raw -20091.183903 + Penalty 998.989244 = -19092.194659 nChanged 10 SP:Iteration 7Q (57.057340 sec): 3 clusters Score: Raw -20098.876616 + Penalty 1004.076139 = -19094.800477 nChanged 8 SP:Iteration 8Q (57.058140 sec): 3 clusters Score: Raw -20105.696624 + Penalty 1009.217747 = -19096.478877 nChanged 7 SP:Iteration 9Q (57.058937 sec): 3 clusters Score: Raw -20108.860588 + Penalty 1013.031191 = -19095.829397 nChanged 4 SP:Iteration 10F (57.059752 sec): 3 clusters Score: Raw -20111.397833 + Penalty 1014.084458 = -19097.313376 nChanged 2 SP:Iteration 11Q (57.060542 sec): 3 clusters Score: Raw -20113.100639 + Penalty 1016.194185 = -19096.906454 nChanged 3 SP:Iteration 12F (57.061357 sec): 3 clusters Score: Raw -20115.081848 + Penalty 1017.585582 = -19097.496266 nChanged 2 SP:Iteration 13Q (57.062140 sec): 3 clusters Score: Raw -20115.985822 + Penalty 1019.173889 = -19096.811933 nChanged 2 SP:Iteration 14F (57.062955 sec): 3 clusters Score: Raw -20117.225721 + Penalty 1023.320776 = -19093.904944 nChanged 3 SP:Iteration 15F (57.063770 sec): 3 clusters Score: Raw -20119.687718 + Penalty 1029.361838 = -19090.325880 nChanged 4 SP:Iteration 16F (57.064584 sec): 3 clusters Score: Raw -20122.154671 + Penalty 1033.328315 = -19088.826356 nChanged 4 SP:Iteration 17F (57.065398 sec): 3 clusters Score: Raw -20124.662346 + Penalty 1038.120503 = -19086.541843 nChanged 3 SP:Iteration 18F (57.066228 sec): 3 clusters Score: Raw -20125.788596 + Penalty 1040.458827 = -19085.329769 nChanged 2 SP:Iteration 19F (57.067044 sec): 3 clusters Score: Raw -20126.587773 + Penalty 1043.780407 = -19082.807366 nChanged 2 SP:Iteration 20F (57.067859 sec): 3 clusters Score: Raw -20127.812468 + Penalty 1047.378244 = -19080.434224 nChanged 2 SP:Iteration 21F (57.068674 sec): 3 clusters Score: Raw -20129.088308 + Penalty 1048.559695 = -19080.528613 nChanged 2 SP:Iteration 22Q (57.069448 sec): 3 clusters Score: Raw -20130.757521 + Penalty 1047.470270 = -19083.287252 nChanged 1 SP:Iteration 23Q (57.070225 sec): 3 clusters Score: Raw -20131.190513 + Penalty 1047.470270 = -19083.720244 nChanged 0 SP:Iteration 24F (57.071039 sec): 3 clusters Score: Raw -20131.190513 + Penalty 1047.470270 = -19083.720244 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 12 (351 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.072406 sec): 2 clusters Score: Raw -17010.530168 + Penalty 321.024950 = -16689.505218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.073249 sec): 3 clusters Score: Raw -16848.061686 + Penalty 669.359147 = -16178.702539 nChanged 118 SP:Iteration 1F (57.074059 sec): 3 clusters Score: Raw -16956.316456 + Penalty 688.239622 = -16268.076834 nChanged 39 SP:Iteration 2F (57.074865 sec): 3 clusters Score: Raw -17001.742861 + Penalty 693.348588 = -16308.394272 nChanged 16 SP:Iteration 3Q (57.075720 sec): 3 clusters Score: Raw -17016.175603 + Penalty 699.200217 = -16316.975385 nChanged 10 SP:Iteration 4Q (57.076528 sec): 3 clusters Score: Raw -17025.081705 + Penalty 712.144519 = -16312.937186 nChanged 9 SP:Iteration 5F (57.077344 sec): 3 clusters Score: Raw -17034.738150 + Penalty 722.989857 = -16311.748293 nChanged 5 SP:Iteration 6F (57.078185 sec): 3 clusters Score: Raw -17037.517457 + Penalty 731.993093 = -16305.524364 nChanged 5 SP:Iteration 7F (57.079021 sec): 3 clusters Score: Raw -17040.726562 + Penalty 731.052752 = -16309.673810 nChanged 2 SP:Iteration 8Q (57.079823 sec): 3 clusters Score: Raw -17042.429671 + Penalty 735.406362 = -16307.023308 nChanged 2 SP:Iteration 9F (57.080658 sec): 3 clusters Score: Raw -17043.015199 + Penalty 737.320175 = -16305.695024 nChanged 1 SP:Iteration 10F (57.081469 sec): 3 clusters Score: Raw -17043.459724 + Penalty 742.612623 = -16300.847100 nChanged 3 SP:Iteration 11F (57.082273 sec): 3 clusters Score: Raw -17044.601783 + Penalty 746.164583 = -16298.437199 nChanged 2 SP:Iteration 12F (57.083088 sec): 3 clusters Score: Raw -17045.034878 + Penalty 749.378011 = -16295.656867 nChanged 2 SP:Iteration 13F (57.083891 sec): 3 clusters Score: Raw -17046.636691 + Penalty 753.660859 = -16292.975832 nChanged 2 SP:Iteration 14F (57.084694 sec): 3 clusters Score: Raw -17047.961025 + Penalty 756.292822 = -16291.668203 nChanged 1 SP:Iteration 15F (57.085497 sec): 3 clusters Score: Raw -17048.270802 + Penalty 758.448482 = -16289.822320 nChanged 1 SP:Iteration 16F (57.086299 sec): 3 clusters Score: Raw -17048.581185 + Penalty 762.746340 = -16285.834845 nChanged 3 SP:Iteration 17F (57.087102 sec): 3 clusters Score: Raw -17049.965595 + Penalty 773.891634 = -16276.073961 nChanged 6 SP:Iteration 18F (57.087908 sec): 3 clusters Score: Raw -17054.087242 + Penalty 784.932176 = -16269.155066 nChanged 6 SP:Iteration 19F (57.088710 sec): 3 clusters Score: Raw -17059.796793 + Penalty 797.489193 = -16262.307600 nChanged 5 SP:Iteration 20F (57.089513 sec): 3 clusters Score: Raw -17064.528349 + Penalty 807.948798 = -16256.579551 nChanged 4 SP:Iteration 21F (57.090326 sec): 3 clusters Score: Raw -17068.803014 + Penalty 817.822702 = -16250.980312 nChanged 4 SP:Iteration 22F (57.091129 sec): 3 clusters Score: Raw -17075.227756 + Penalty 828.030568 = -16247.197188 nChanged 3 SP:Iteration 23F (57.091933 sec): 3 clusters Score: Raw -17076.745239 + Penalty 830.045112 = -16246.700127 nChanged 1 SP:Iteration 24F (57.092734 sec): 3 clusters Score: Raw -17077.814098 + Penalty 832.216539 = -16245.597559 nChanged 1 SP:Iteration 25F (57.093536 sec): 3 clusters Score: Raw -17078.628273 + Penalty 832.216539 = -16246.411734 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 13 (111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.094298 sec): 2 clusters Score: Raw -4954.960098 + Penalty 698.994934 = -4255.965164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.094708 sec): 3 clusters Score: Raw -5064.862617 + Penalty 1397.658973 = -3667.203644 nChanged 9 SP:Iteration 1F (57.095110 sec): 3 clusters Score: Raw -5099.468792 + Penalty 1397.711451 = -3701.757341 nChanged 2 SP:Iteration 2Q (57.095486 sec): 3 clusters Score: Raw -5102.650318 + Penalty 1397.711451 = -3704.938867 nChanged 0 SP:Iteration 3F (57.095887 sec): 3 clusters Score: Raw -5102.650318 + Penalty 1397.711451 = -3704.938867 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 14 (2189 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.106195 sec): 2 clusters Score: Raw -106981.224992 + Penalty 109.925473 = -106871.299519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.110302 sec): 3 clusters Score: Raw -105587.516471 + Penalty 223.760095 = -105363.756376 nChanged 1005 SP:Iteration 1F (57.114271 sec): 3 clusters Score: Raw -106357.608128 + Penalty 223.532465 = -106134.075663 nChanged 167 SP:Iteration 2F (57.118277 sec): 3 clusters Score: Raw -106515.857562 + Penalty 221.539145 = -106294.318418 nChanged 148 SP:Iteration 3F (57.122229 sec): 3 clusters Score: Raw -106715.152266 + Penalty 220.551960 = -106494.600306 nChanged 103 SP:Iteration 4Q (57.126193 sec): 3 clusters Score: Raw -106794.360361 + Penalty 220.105533 = -106574.254828 nChanged 50 SP:Iteration 5Q (57.129991 sec): 3 clusters Score: Raw -106818.001002 + Penalty 220.013595 = -106597.987407 nChanged 27 SP:Iteration 6Q (57.133815 sec): 3 clusters Score: Raw -106826.471630 + Penalty 219.936676 = -106606.534954 nChanged 17 SP:Iteration 7Q (57.137576 sec): 3 clusters Score: Raw -106828.326846 + Penalty 219.802957 = -106608.523889 nChanged 5 SP:Iteration 8Q (57.141331 sec): 3 clusters Score: Raw -106828.883404 + Penalty 219.831788 = -106609.051615 nChanged 4 SP:Iteration 9Q (57.145110 sec): 3 clusters Score: Raw -106829.146983 + Penalty 219.892340 = -106609.254643 nChanged 4 SP:Iteration 10F (57.149105 sec): 3 clusters Score: Raw -106829.527997 + Penalty 219.902619 = -106609.625378 nChanged 3 SP:Iteration 11Q (57.152879 sec): 3 clusters Score: Raw -106829.620785 + Penalty 219.913890 = -106609.706895 nChanged 3 SP:Iteration 12Q (57.156652 sec): 3 clusters Score: Raw -106829.753201 + Penalty 219.930307 = -106609.822894 nChanged 1 SP:Iteration 13Q (57.160400 sec): 3 clusters Score: Raw -106829.781214 + Penalty 219.941556 = -106609.839658 nChanged 1 SP:Iteration 14Q (57.164142 sec): 3 clusters Score: Raw -106829.799837 + Penalty 219.957898 = -106609.841939 nChanged 1 SP:Iteration 15Q (57.167950 sec): 3 clusters Score: Raw -106829.816649 + Penalty 219.957898 = -106609.858751 nChanged 0 SP:Iteration 16F (57.171905 sec): 3 clusters Score: Raw -106829.816649 + Penalty 219.957898 = -106609.858751 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 15 (151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.177940 sec): 2 clusters Score: Raw -8813.436356 + Penalty 493.846293 = -8319.590063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.178456 sec): 3 clusters Score: Raw -8774.493388 + Penalty 991.837881 = -7782.655506 nChanged 27 SP:Iteration 1F (57.178940 sec): 3 clusters Score: Raw -8806.089484 + Penalty 1012.689211 = -7793.400272 nChanged 13 SP:Iteration 2F (57.179442 sec): 3 clusters Score: Raw -8828.481149 + Penalty 1024.217748 = -7804.263401 nChanged 5 SP:Iteration 3Q (57.179915 sec): 3 clusters Score: Raw -8833.894630 + Penalty 1027.026985 = -7806.867645 nChanged 1 SP:Iteration 4Q (57.180383 sec): 3 clusters Score: Raw -8834.498625 + Penalty 1030.967641 = -7803.530985 nChanged 1 SP:Iteration 5F (57.180859 sec): 3 clusters Score: Raw -8834.887398 + Penalty 1036.031092 = -7798.856307 nChanged 1 SP:Iteration 6F (57.181335 sec): 3 clusters Score: Raw -8836.323147 + Penalty 1036.031092 = -7800.292056 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 16 (324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.183203 sec): 2 clusters Score: Raw -15129.128911 + Penalty 892.594849 = -14236.534062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.184012 sec): 3 clusters Score: Raw -15178.750829 + Penalty 1785.206813 = -13393.544016 nChanged 62 SP:Iteration 1F (57.184802 sec): 3 clusters Score: Raw -15307.481070 + Penalty 1785.182885 = -13522.298185 nChanged 25 SP:Iteration 2F (57.185563 sec): 3 clusters Score: Raw -15362.533917 + Penalty 1785.183547 = -13577.350370 nChanged 11 SP:Iteration 3Q (57.186276 sec): 3 clusters Score: Raw -15385.576771 + Penalty 1785.227516 = -13600.349255 nChanged 5 SP:Iteration 4Q (57.186986 sec): 3 clusters Score: Raw -15393.516277 + Penalty 1785.149486 = -13608.366792 nChanged 3 SP:Iteration 5Q (57.187696 sec): 3 clusters Score: Raw -15402.437403 + Penalty 1785.292335 = -13617.145068 nChanged 4 SP:Iteration 6Q (57.188400 sec): 3 clusters Score: Raw -15433.585384 + Penalty 1785.221501 = -13648.363883 nChanged 1 SP:Iteration 7Q (57.189137 sec): 3 clusters Score: Raw -15434.116033 + Penalty 1785.221501 = -13648.894533 nChanged 0 SP:Iteration 8F (57.189896 sec): 3 clusters Score: Raw -15434.116033 + Penalty 1785.221501 = -13648.894533 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 17 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.190842 sec): 2 clusters Score: Raw -1501.626579 + Penalty 359.952017 = -1141.674561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.191107 sec): 3 clusters Score: Raw -1541.729223 + Penalty 703.054229 = -838.674993 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 18 (140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.192230 sec): 2 clusters Score: Raw -7343.144948 + Penalty 443.890096 = -6899.254852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.192694 sec): 3 clusters Score: Raw -7330.093674 + Penalty 887.539398 = -6442.554276 nChanged 26 SP:Iteration 1F (57.193154 sec): 3 clusters Score: Raw -7377.461590 + Penalty 891.611671 = -6485.849919 nChanged 14 SP:Iteration 2F (57.193611 sec): 3 clusters Score: Raw -7403.180976 + Penalty 894.069766 = -6509.111210 nChanged 8 SP:Iteration 3F (57.194072 sec): 3 clusters Score: Raw -7426.225941 + Penalty 889.398312 = -6536.827629 nChanged 7 SP:Iteration 4Q (57.194519 sec): 3 clusters Score: Raw -7438.688167 + Penalty 880.982142 = -6557.706025 nChanged 6 SP:Iteration 5Q (57.194965 sec): 3 clusters Score: Raw -7448.870598 + Penalty 880.948146 = -6567.922453 nChanged 3 SP:Iteration 6Q (57.195407 sec): 3 clusters Score: Raw -7454.339214 + Penalty 880.948146 = -6573.391068 nChanged 0 SP:Iteration 7F (57.195864 sec): 3 clusters Score: Raw -7454.339214 + Penalty 880.948146 = -6573.391068 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 19 (591 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.198369 sec): 2 clusters Score: Raw -30950.036986 + Penalty 433.478482 = -30516.558504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.199719 sec): 3 clusters Score: Raw -30648.742206 + Penalty 884.857498 = -29763.884707 nChanged 216 SP:Iteration 1F (57.201038 sec): 3 clusters Score: Raw -30811.199369 + Penalty 906.359887 = -29904.839481 nChanged 77 SP:Iteration 2F (57.202388 sec): 3 clusters Score: Raw -30870.671068 + Penalty 930.823733 = -29939.847335 nChanged 39 SP:Iteration 3F (57.203712 sec): 3 clusters Score: Raw -30907.204296 + Penalty 965.715459 = -29941.488837 nChanged 31 SP:Iteration 4F (57.205027 sec): 3 clusters Score: Raw -30946.798699 + Penalty 1001.798786 = -29944.999913 nChanged 23 SP:Iteration 5Q (57.206324 sec): 3 clusters Score: Raw -30976.318169 + Penalty 1025.640638 = -29950.677531 nChanged 15 SP:Iteration 6Q (57.207577 sec): 3 clusters Score: Raw -30992.536129 + Penalty 1038.087487 = -29954.448642 nChanged 8 SP:Iteration 7Q (57.208781 sec): 3 clusters Score: Raw -30999.917566 + Penalty 1045.389520 = -29954.528047 nChanged 4 SP:Iteration 8Q (57.209910 sec): 3 clusters Score: Raw -31002.869524 + Penalty 1049.109096 = -29953.760428 nChanged 4 SP:Iteration 9F (57.211130 sec): 3 clusters Score: Raw -31005.483855 + Penalty 1048.867788 = -29956.616067 nChanged 2 SP:Iteration 10F (57.212353 sec): 3 clusters Score: Raw -31009.187828 + Penalty 1058.148575 = -29951.039253 nChanged 4 SP:Iteration 11F (57.213576 sec): 3 clusters Score: Raw -31015.460048 + Penalty 1065.466234 = -29949.993814 nChanged 3 SP:Iteration 12F (57.214796 sec): 3 clusters Score: Raw -31019.711418 + Penalty 1072.575761 = -29947.135657 nChanged 5 SP:Iteration 13F (57.216017 sec): 3 clusters Score: Raw -31032.973592 + Penalty 1078.080945 = -29954.892647 nChanged 8 SP:Iteration 14Q (57.217102 sec): 3 clusters Score: Raw -31046.142541 + Penalty 1085.204286 = -29960.938255 nChanged 5 SP:Iteration 15Q (57.218186 sec): 3 clusters Score: Raw -31051.172399 + Penalty 1085.204286 = -29965.968113 nChanged 0 SP:Iteration 16F (57.219443 sec): 3 clusters Score: Raw -31051.172399 + Penalty 1085.204286 = -29965.968113 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 21 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.220803 sec): 2 clusters Score: Raw -7843.628020 + Penalty 770.507422 = -7073.120598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.221297 sec): 3 clusters Score: Raw -7899.473544 + Penalty 1540.790821 = -6358.682723 nChanged 11 SP:Iteration 1F (57.221806 sec): 3 clusters Score: Raw -7931.415193 + Penalty 1540.636787 = -6390.778406 nChanged 2 SP:Iteration 2Q (57.222273 sec): 3 clusters Score: Raw -7936.741389 + Penalty 1540.636787 = -6396.104602 nChanged 0 SP:Iteration 3F (57.222756 sec): 3 clusters Score: Raw -7936.741389 + Penalty 1540.636787 = -6396.104602 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 22 (103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.223878 sec): 2 clusters Score: Raw -5376.564513 + Penalty 256.221084 = -5120.343429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.224280 sec): 3 clusters Score: Raw -5353.417024 + Penalty 512.627569 = -4840.789454 nChanged 19 SP:Iteration 1F (57.224675 sec): 3 clusters Score: Raw -5371.980981 + Penalty 511.176124 = -4860.804856 nChanged 5 SP:Iteration 2Q (57.225065 sec): 3 clusters Score: Raw -5376.219608 + Penalty 510.511894 = -4865.707715 nChanged 2 SP:Iteration 3Q (57.225454 sec): 3 clusters Score: Raw -5377.303989 + Penalty 509.902307 = -4867.401682 nChanged 2 SP:Iteration 4Q (57.225843 sec): 3 clusters Score: Raw -5377.985356 + Penalty 509.902307 = -4868.083049 nChanged 0 SP:Iteration 5F (57.226235 sec): 3 clusters Score: Raw -5377.985356 + Penalty 509.902307 = -4868.083049 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 23 (136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.227360 sec): 2 clusters Score: Raw -7321.759719 + Penalty 568.392717 = -6753.367002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.227823 sec): 3 clusters Score: Raw -7364.551824 + Penalty 1145.589848 = -6218.961976 nChanged 17 SP:Iteration 1F (57.228274 sec): 3 clusters Score: Raw -7404.900347 + Penalty 1148.515306 = -6256.385041 nChanged 4 SP:Iteration 2Q (57.228712 sec): 3 clusters Score: Raw -7417.506732 + Penalty 1148.069270 = -6269.437462 nChanged 3 SP:Iteration 3Q (57.229132 sec): 3 clusters Score: Raw -7424.625316 + Penalty 1148.793600 = -6275.831715 nChanged 2 SP:Iteration 4Q (57.229549 sec): 3 clusters Score: Raw -7429.672137 + Penalty 1148.793600 = -6280.878537 nChanged 0 SP:Iteration 5F (57.229992 sec): 3 clusters Score: Raw -7429.672137 + Penalty 1148.793600 = -6280.878537 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 24 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.230844 sec): 2 clusters Score: Raw -1290.878749 + Penalty 333.220719 = -957.658030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.231103 sec): 3 clusters Score: Raw -1342.726906 + Penalty 666.441438 = -676.285468 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 25 (363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.232879 sec): 2 clusters Score: Raw -17303.011428 + Penalty 641.792678 = -16661.218750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.233745 sec): 3 clusters Score: Raw -17197.871532 + Penalty 1296.286554 = -15901.584978 nChanged 100 SP:Iteration 1F (57.234574 sec): 3 clusters Score: Raw -17334.560727 + Penalty 1306.747197 = -16027.813530 nChanged 29 SP:Iteration 2F (57.235402 sec): 3 clusters Score: Raw -17391.250451 + Penalty 1313.963918 = -16077.286533 nChanged 19 SP:Iteration 3F (57.236227 sec): 3 clusters Score: Raw -17419.345770 + Penalty 1319.018795 = -16100.326975 nChanged 9 SP:Iteration 4Q (57.237057 sec): 3 clusters Score: Raw -17434.012761 + Penalty 1322.020654 = -16111.992107 nChanged 6 SP:Iteration 5Q (57.237854 sec): 3 clusters Score: Raw -17443.707226 + Penalty 1325.425084 = -16118.282142 nChanged 7 SP:Iteration 6Q (57.238642 sec): 3 clusters Score: Raw -17455.227250 + Penalty 1325.203700 = -16130.023550 nChanged 3 SP:Iteration 7Q (57.239428 sec): 3 clusters Score: Raw -17466.634373 + Penalty 1322.289049 = -16144.345325 nChanged 3 SP:Iteration 8Q (57.240212 sec): 3 clusters Score: Raw -17470.253087 + Penalty 1321.429117 = -16148.823970 nChanged 1 SP:Iteration 9Q (57.240993 sec): 3 clusters Score: Raw -17471.056730 + Penalty 1321.429117 = -16149.627613 nChanged 0 SP:Iteration 10F (57.241816 sec): 3 clusters Score: Raw -17471.056730 + Penalty 1321.429117 = -16149.627613 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 26 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.242722 sec): 2 clusters Score: Raw -432.515970 + Penalty 189.511381 = -243.004589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.242933 sec): 2 clusters Score: Raw -432.515970 + Penalty 189.511381 = -243.004589 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 27 (73 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.243886 sec): 2 clusters Score: Raw -4192.717700 + Penalty 453.149168 = -3739.568532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.244235 sec): 3 clusters Score: Raw -4197.353611 + Penalty 902.939592 = -3294.414019 nChanged 3 SP:Iteration 1Q (57.244572 sec): 3 clusters Score: Raw -4202.813466 + Penalty 905.091932 = -3297.721535 nChanged 1 SP:Iteration 2Q (57.244907 sec): 3 clusters Score: Raw -4205.173195 + Penalty 904.729163 = -3300.444032 nChanged 1 SP:Iteration 3Q (57.245243 sec): 3 clusters Score: Raw -4207.109936 + Penalty 904.729163 = -3302.380773 nChanged 0 SP:Iteration 4F (57.245585 sec): 3 clusters Score: Raw -4207.109936 + Penalty 904.729163 = -3302.380773 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 29 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.246404 sec): 2 clusters Score: Raw -974.121559 + Penalty 123.505622 = -850.615937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.246650 sec): 3 clusters Score: Raw -980.378110 + Penalty 253.038468 = -727.339642 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 32 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.247414 sec): 2 clusters Score: Raw -393.955336 + Penalty 148.745743 = -245.209592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.247638 sec): 3 clusters Score: Raw -389.907910 + Penalty 258.601776 = -131.306133 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 34 (158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.248775 sec): 2 clusters Score: Raw -7407.067117 + Penalty 194.149866 = -7212.917251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.249271 sec): 3 clusters Score: Raw -7362.138986 + Penalty 441.849371 = -6920.289615 nChanged 42 SP:Iteration 1F (57.249766 sec): 3 clusters Score: Raw -7408.868954 + Penalty 458.941286 = -6949.927668 nChanged 11 SP:Iteration 2F (57.250257 sec): 3 clusters Score: Raw -7424.545415 + Penalty 467.889627 = -6956.655788 nChanged 4 SP:Iteration 3Q (57.250736 sec): 3 clusters Score: Raw -7432.880675 + Penalty 469.199337 = -6963.681338 nChanged 4 SP:Iteration 4Q (57.251221 sec): 3 clusters Score: Raw -7437.796169 + Penalty 469.199337 = -6968.596832 nChanged 0 SP:Iteration 5F (57.251700 sec): 3 clusters Score: Raw -7437.796169 + Penalty 469.199337 = -6968.596832 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 35 (276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.253660 sec): 2 clusters Score: Raw -15733.552243 + Penalty 770.339658 = -14963.212585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.254363 sec): 3 clusters Score: Raw -15728.427067 + Penalty 1538.648799 = -14189.778269 nChanged 50 SP:Iteration 1F (57.255045 sec): 3 clusters Score: Raw -15825.395526 + Penalty 1537.883335 = -14287.512191 nChanged 14 SP:Iteration 2F (57.255723 sec): 3 clusters Score: Raw -15860.111048 + Penalty 1537.277096 = -14322.833952 nChanged 5 SP:Iteration 3Q (57.256384 sec): 3 clusters Score: Raw -15871.406898 + Penalty 1536.924828 = -14334.482071 nChanged 3 SP:Iteration 4Q (57.257038 sec): 3 clusters Score: Raw -15875.278357 + Penalty 1536.359746 = -14338.918611 nChanged 2 SP:Iteration 5Q (57.257696 sec): 3 clusters Score: Raw -15878.218931 + Penalty 1536.382826 = -14341.836105 nChanged 4 SP:Iteration 6Q (57.258348 sec): 3 clusters Score: Raw -15930.709920 + Penalty 1533.449865 = -14397.260055 nChanged 12 SP:Iteration 7Q (57.259000 sec): 3 clusters Score: Raw -15958.408784 + Penalty 1533.247193 = -14425.161591 nChanged 8 SP:Iteration 8Q (57.259648 sec): 3 clusters Score: Raw -15969.574672 + Penalty 1532.833120 = -14436.741553 nChanged 4 SP:Iteration 9Q (57.260294 sec): 3 clusters Score: Raw -15975.503257 + Penalty 1535.061685 = -14440.441572 nChanged 3 SP:Iteration 10F (57.260971 sec): 3 clusters Score: Raw -15986.296891 + Penalty 1534.441435 = -14451.855456 nChanged 2 SP:Iteration 11Q (57.261615 sec): 3 clusters Score: Raw -15993.957374 + Penalty 1535.968341 = -14457.989033 nChanged 4 SP:Iteration 12Q (57.262257 sec): 3 clusters Score: Raw -16003.231262 + Penalty 1538.328757 = -14464.902505 nChanged 4 SP:Iteration 13Q (57.262897 sec): 3 clusters Score: Raw -16012.435110 + Penalty 1535.928615 = -14476.506496 nChanged 2 SP:Iteration 14Q (57.263533 sec): 3 clusters Score: Raw -16015.679549 + Penalty 1535.928615 = -14479.750934 nChanged 0 SP:Iteration 15F (57.264210 sec): 3 clusters Score: Raw -16015.679549 + Penalty 1535.928615 = -14479.750934 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 36 (277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.266412 sec): 2 clusters Score: Raw -13309.983558 + Penalty 852.646702 = -12457.336856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.267112 sec): 3 clusters Score: Raw -13335.881348 + Penalty 1705.107904 = -11630.773443 nChanged 45 SP:Iteration 1F (57.267795 sec): 3 clusters Score: Raw -13432.046310 + Penalty 1704.862470 = -11727.183839 nChanged 14 SP:Iteration 2F (57.268475 sec): 3 clusters Score: Raw -13472.997387 + Penalty 1703.852030 = -11769.145357 nChanged 11 SP:Iteration 3Q (57.269118 sec): 3 clusters Score: Raw -13497.728124 + Penalty 1703.713541 = -11794.014583 nChanged 2 SP:Iteration 4Q (57.269755 sec): 3 clusters Score: Raw -13505.425222 + Penalty 1703.349744 = -11802.075477 nChanged 5 SP:Iteration 5Q (57.270388 sec): 3 clusters Score: Raw -13518.964779 + Penalty 1703.563947 = -11815.400833 nChanged 4 SP:Iteration 6Q (57.271015 sec): 3 clusters Score: Raw -13542.581937 + Penalty 1703.594475 = -11838.987462 nChanged 4 SP:Iteration 7Q (57.271638 sec): 3 clusters Score: Raw -13558.998324 + Penalty 1703.382204 = -11855.616121 nChanged 2 SP:Iteration 8Q (57.272259 sec): 3 clusters Score: Raw -13568.587677 + Penalty 1703.811474 = -11864.776203 nChanged 2 SP:Iteration 9Q (57.272880 sec): 3 clusters Score: Raw -13578.355892 + Penalty 1704.157944 = -11874.197948 nChanged 2 SP:Iteration 10F (57.273557 sec): 3 clusters Score: Raw -13583.734759 + Penalty 1704.018858 = -11879.715900 nChanged 2 SP:Iteration 11Q (57.274176 sec): 3 clusters Score: Raw -13586.532647 + Penalty 1703.827963 = -11882.704684 nChanged 1 SP:Iteration 12Q (57.274792 sec): 3 clusters Score: Raw -13588.627082 + Penalty 1703.827963 = -11884.799119 nChanged 0 SP:Iteration 13F (57.275471 sec): 3 clusters Score: Raw -13588.627082 + Penalty 1703.827963 = -11884.799119 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 37 (618 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.278172 sec): 2 clusters Score: Raw -35167.796325 + Penalty 733.083598 = -34434.712727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.279469 sec): 3 clusters Score: Raw -34916.443885 + Penalty 1463.546631 = -33452.897254 nChanged 175 SP:Iteration 1F (57.280785 sec): 3 clusters Score: Raw -35056.319573 + Penalty 1462.296791 = -33594.022782 nChanged 51 SP:Iteration 2F (57.282103 sec): 3 clusters Score: Raw -35109.697384 + Penalty 1462.716669 = -33646.980715 nChanged 37 SP:Iteration 3F (57.283393 sec): 3 clusters Score: Raw -35142.860147 + Penalty 1463.406234 = -33679.453913 nChanged 23 SP:Iteration 4Q (57.284662 sec): 3 clusters Score: Raw -35161.505409 + Penalty 1465.523195 = -33695.982213 nChanged 11 SP:Iteration 5Q (57.285932 sec): 3 clusters Score: Raw -35170.994075 + Penalty 1466.059200 = -33704.934875 nChanged 5 SP:Iteration 6Q (57.287186 sec): 3 clusters Score: Raw -35173.881650 + Penalty 1466.636950 = -33707.244700 nChanged 6 SP:Iteration 7Q (57.288464 sec): 3 clusters Score: Raw -35181.196185 + Penalty 1468.063006 = -33713.133180 nChanged 7 SP:Iteration 8Q (57.289719 sec): 3 clusters Score: Raw -35188.989563 + Penalty 1468.649336 = -33720.340227 nChanged 5 SP:Iteration 9Q (57.290972 sec): 3 clusters Score: Raw -35193.901302 + Penalty 1471.705655 = -33722.195648 nChanged 8 SP:Iteration 10F (57.292246 sec): 3 clusters Score: Raw -35199.137673 + Penalty 1474.322451 = -33724.815221 nChanged 6 SP:Iteration 11Q (57.293496 sec): 3 clusters Score: Raw -35203.511355 + Penalty 1476.080220 = -33727.431135 nChanged 4 SP:Iteration 12Q (57.294777 sec): 3 clusters Score: Raw -35207.388850 + Penalty 1476.446948 = -33730.941902 nChanged 4 SP:Iteration 13Q (57.296046 sec): 3 clusters Score: Raw -35209.556851 + Penalty 1476.732164 = -33732.824687 nChanged 1 SP:Iteration 14Q (57.297293 sec): 3 clusters Score: Raw -35209.980962 + Penalty 1476.732164 = -33733.248798 nChanged 0 SP:Iteration 15F (57.298570 sec): 3 clusters Score: Raw -35209.980962 + Penalty 1476.732164 = -33733.248798 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 38 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.299563 sec): 2 clusters Score: Raw -345.505954 + Penalty 173.655467 = -171.850487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.299803 sec): 3 clusters Score: Raw -344.466549 + Penalty 344.108751 = -0.357798 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 40 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.300708 sec): 2 clusters Score: Raw -2317.825612 + Penalty 246.872753 = -2070.952860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.301012 sec): 3 clusters Score: Raw -2339.929037 + Penalty 486.608052 = -1853.320985 nChanged 5 SP:Iteration 1F (57.301311 sec): 3 clusters Score: Raw -2350.645743 + Penalty 488.562154 = -1862.083589 nChanged 1 SP:Iteration 2Q (57.301605 sec): 3 clusters Score: Raw -2358.907835 + Penalty 488.562154 = -1870.345681 nChanged 0 SP:Iteration 3F (57.301902 sec): 3 clusters Score: Raw -2358.907835 + Penalty 488.562154 = -1870.345681 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 41 (274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.303483 sec): 2 clusters Score: Raw -10343.138874 + Penalty 872.796814 = -9470.342060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.304172 sec): 3 clusters Score: Raw -10393.361743 + Penalty 1745.682241 = -8647.679502 nChanged 47 SP:Iteration 1F (57.304850 sec): 3 clusters Score: Raw -10479.864293 + Penalty 1745.392579 = -8734.471715 nChanged 10 SP:Iteration 2Q (57.305518 sec): 3 clusters Score: Raw -10499.992972 + Penalty 1745.040320 = -8754.952653 nChanged 8 SP:Iteration 3Q (57.306190 sec): 3 clusters Score: Raw -10510.829976 + Penalty 1745.040320 = -8765.789656 nChanged 0 SP:Iteration 4F (57.306863 sec): 3 clusters Score: Raw -10510.829976 + Penalty 1745.040320 = -8765.789656 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 43 (636 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.309732 sec): 2 clusters Score: Raw -36084.250516 + Penalty 920.471622 = -35163.778894 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.311049 sec): 3 clusters Score: Raw -35900.290954 + Penalty 1840.398882 = -34059.892072 nChanged 167 SP:Iteration 1F (57.312336 sec): 3 clusters Score: Raw -36054.859866 + Penalty 1840.674555 = -34214.185310 nChanged 43 SP:Iteration 2F (57.313614 sec): 3 clusters Score: Raw -36101.798266 + Penalty 1840.944632 = -34260.853634 nChanged 15 SP:Iteration 3Q (57.314901 sec): 3 clusters Score: Raw -36126.720453 + Penalty 1842.184343 = -34284.536109 nChanged 16 SP:Iteration 4Q (57.316201 sec): 3 clusters Score: Raw -36143.029957 + Penalty 1843.384833 = -34299.645124 nChanged 8 SP:Iteration 5Q (57.317489 sec): 3 clusters Score: Raw -36154.841377 + Penalty 1844.146199 = -34310.695178 nChanged 8 SP:Iteration 6Q (57.318765 sec): 3 clusters Score: Raw -36162.613483 + Penalty 1844.153693 = -34318.459791 nChanged 6 SP:Iteration 7Q (57.320050 sec): 3 clusters Score: Raw -36167.441401 + Penalty 1844.424949 = -34323.016452 nChanged 5 SP:Iteration 8Q (57.321322 sec): 3 clusters Score: Raw -36177.131566 + Penalty 1844.359607 = -34332.771960 nChanged 2 SP:Iteration 9Q (57.322587 sec): 3 clusters Score: Raw -36178.544624 + Penalty 1844.616966 = -34333.927658 nChanged 1 SP:Iteration 10F (57.323889 sec): 3 clusters Score: Raw -36179.637320 + Penalty 1844.634988 = -34335.002333 nChanged 2 SP:Iteration 11Q (57.325163 sec): 3 clusters Score: Raw -36181.406490 + Penalty 1845.059885 = -34336.346605 nChanged 1 SP:Iteration 12Q (57.326434 sec): 3 clusters Score: Raw -36181.759889 + Penalty 1845.059885 = -34336.700004 nChanged 0 SP:Iteration 13F (57.327734 sec): 3 clusters Score: Raw -36181.759889 + Penalty 1845.059885 = -34336.700004 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 45 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.329305 sec): 2 clusters Score: Raw -1843.053488 + Penalty 242.032327 = -1601.021160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.329586 sec): 3 clusters Score: Raw -1869.867406 + Penalty 476.974302 = -1392.893103 nChanged 1 SP:Iteration 1Q (57.329855 sec): 3 clusters Score: Raw -1872.082127 + Penalty 476.974302 = -1395.107825 nChanged 0 SP:Iteration 2F (57.330134 sec): 3 clusters Score: Raw -1872.082127 + Penalty 476.974302 = -1395.107825 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 47 (85 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.331142 sec): 2 clusters Score: Raw -4766.900778 + Penalty 511.340922 = -4255.559856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.331513 sec): 3 clusters Score: Raw -4783.583737 + Penalty 1032.580818 = -3751.002919 nChanged 5 SP:Iteration 1F (57.331878 sec): 3 clusters Score: Raw -4793.805443 + Penalty 1040.952517 = -3752.852926 nChanged 3 SP:Iteration 2Q (57.332233 sec): 3 clusters Score: Raw -4801.314075 + Penalty 1040.952517 = -3760.361558 nChanged 0 SP:Iteration 3F (57.332596 sec): 3 clusters Score: Raw -4801.314075 + Penalty 1040.952517 = -3760.361558 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 48 (483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.334641 sec): 2 clusters Score: Raw -23150.519525 + Penalty 173.280941 = -22977.238583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.335711 sec): 3 clusters Score: Raw -22884.884915 + Penalty 347.944200 = -22536.940715 nChanged 189 SP:Iteration 1F (57.336781 sec): 3 clusters Score: Raw -23042.652511 + Penalty 368.009564 = -22674.642947 nChanged 55 SP:Iteration 2F (57.337840 sec): 3 clusters Score: Raw -23089.913843 + Penalty 375.780734 = -22714.133109 nChanged 15 SP:Iteration 3Q (57.338867 sec): 3 clusters Score: Raw -23100.983101 + Penalty 383.589910 = -22717.393191 nChanged 7 SP:Iteration 4Q (57.339886 sec): 3 clusters Score: Raw -23112.495233 + Penalty 391.305543 = -22721.189690 nChanged 5 SP:Iteration 5Q (57.340890 sec): 3 clusters Score: Raw -23116.766913 + Penalty 393.198001 = -22723.568912 nChanged 4 SP:Iteration 6Q (57.341889 sec): 3 clusters Score: Raw -23119.696769 + Penalty 394.827283 = -22724.869487 nChanged 3 SP:Iteration 7Q (57.342881 sec): 3 clusters Score: Raw -23123.593662 + Penalty 399.934649 = -22723.659013 nChanged 4 SP:Iteration 8F (57.343910 sec): 3 clusters Score: Raw -23128.729436 + Penalty 405.028530 = -22723.700906 nChanged 6 SP:Iteration 9Q (57.344895 sec): 3 clusters Score: Raw -23136.808774 + Penalty 406.126081 = -22730.682693 nChanged 4 SP:Iteration 10F (57.345926 sec): 3 clusters Score: Raw -23145.083151 + Penalty 407.321546 = -22737.761606 nChanged 3 SP:Iteration 11Q (57.346929 sec): 3 clusters Score: Raw -23152.057133 + Penalty 405.094598 = -22746.962535 nChanged 1 SP:Iteration 12Q (57.347942 sec): 3 clusters Score: Raw -23155.911130 + Penalty 400.734163 = -22755.176967 nChanged 1 SP:Iteration 13Q (57.348923 sec): 3 clusters Score: Raw -23157.403893 + Penalty 398.847284 = -22758.556608 nChanged 2 SP:Iteration 14Q (57.349913 sec): 3 clusters Score: Raw -23159.949632 + Penalty 397.397016 = -22762.552616 nChanged 2 SP:Iteration 15Q (57.350896 sec): 3 clusters Score: Raw -23162.798418 + Penalty 395.240819 = -22767.557600 nChanged 1 SP:Iteration 16Q (57.351877 sec): 3 clusters Score: Raw -23163.412889 + Penalty 391.868486 = -22771.544402 nChanged 1 SP:Iteration 17Q (57.352840 sec): 3 clusters Score: Raw -23165.893386 + Penalty 391.868486 = -22774.024900 nChanged 0 SP:Iteration 18F (57.353917 sec): 3 clusters Score: Raw -23165.893386 + Penalty 391.868486 = -22774.024900 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 50 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.355240 sec): 2 clusters Score: Raw -7190.026866 + Penalty 94.417926 = -7095.608940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.355729 sec): 3 clusters Score: Raw -7142.836322 + Penalty 204.943426 = -6937.892896 nChanged 53 SP:Iteration 1F (57.356210 sec): 3 clusters Score: Raw -7209.525195 + Penalty 219.867524 = -6989.657671 nChanged 16 SP:Iteration 2F (57.356690 sec): 3 clusters Score: Raw -7230.111475 + Penalty 235.487959 = -6994.623515 nChanged 8 SP:Iteration 3F (57.357170 sec): 3 clusters Score: Raw -7243.976595 + Penalty 254.216545 = -6989.760049 nChanged 7 SP:Iteration 4F (57.357653 sec): 3 clusters Score: Raw -7255.333636 + Penalty 259.441947 = -6995.891689 nChanged 4 SP:Iteration 5Q (57.358117 sec): 3 clusters Score: Raw -7261.103734 + Penalty 283.502237 = -6977.601497 nChanged 3 SP:Iteration 6F (57.358598 sec): 3 clusters Score: Raw -7267.643614 + Penalty 282.885898 = -6984.757716 nChanged 1 SP:Iteration 7Q (57.359044 sec): 3 clusters Score: Raw -7269.392619 + Penalty 285.889865 = -6983.502754 nChanged 1 SP:Iteration 8F (57.359537 sec): 3 clusters Score: Raw -7270.426922 + Penalty 288.320421 = -6982.106501 nChanged 1 SP:Iteration 9F (57.360026 sec): 3 clusters Score: Raw -7273.567223 + Penalty 294.765721 = -6978.801502 nChanged 1 SP:Iteration 10F (57.360515 sec): 3 clusters Score: Raw -7274.777956 + Penalty 294.765721 = -6980.012235 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 53 (231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.361963 sec): 2 clusters Score: Raw -13437.086274 + Penalty 839.110209 = -12597.976065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.362620 sec): 3 clusters Score: Raw -13456.858958 + Penalty 1678.186586 = -11778.672372 nChanged 30 SP:Iteration 1F (57.363221 sec): 3 clusters Score: Raw -13519.984076 + Penalty 1678.187661 = -11841.796415 nChanged 4 SP:Iteration 2Q (57.363806 sec): 3 clusters Score: Raw -13535.026111 + Penalty 1678.143804 = -11856.882307 nChanged 3 SP:Iteration 3Q (57.364389 sec): 3 clusters Score: Raw -13541.883637 + Penalty 1678.045932 = -11863.837705 nChanged 2 SP:Iteration 4Q (57.364971 sec): 3 clusters Score: Raw -13546.596338 + Penalty 1678.045932 = -11868.550406 nChanged 0 SP:Iteration 5F (57.365590 sec): 3 clusters Score: Raw -13546.596338 + Penalty 1678.045932 = -11868.550406 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 54 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.366474 sec): 2 clusters Score: Raw -849.690096 + Penalty 196.429576 = -653.260520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.366720 sec): 3 clusters Score: Raw -872.422184 + Penalty 387.466025 = -484.956159 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 55 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.367526 sec): 2 clusters Score: Raw -785.573513 + Penalty 275.543464 = -510.030049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.367767 sec): 3 clusters Score: Raw -830.240825 + Penalty 535.902689 = -294.338137 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 57 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.368550 sec): 2 clusters Score: Raw -846.233379 + Penalty 265.583851 = -580.649528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.368787 sec): 3 clusters Score: Raw -857.204520 + Penalty 538.368720 = -318.835800 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 58 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.369732 sec): 2 clusters Score: Raw -4022.602323 + Penalty 591.341206 = -3431.261117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.370081 sec): 3 clusters Score: Raw -4107.582216 + Penalty 1183.190063 = -2924.392153 nChanged 4 SP:Iteration 1F (57.370426 sec): 3 clusters Score: Raw -4126.438559 + Penalty 1184.018845 = -2942.419714 nChanged 1 SP:Iteration 2Q (57.370752 sec): 3 clusters Score: Raw -4131.268819 + Penalty 1184.018845 = -2947.249974 nChanged 0 SP:Iteration 3F (57.371096 sec): 3 clusters Score: Raw -4131.268819 + Penalty 1184.018845 = -2947.249974 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 59 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.371978 sec): 2 clusters Score: Raw -1711.076116 + Penalty 209.679543 = -1501.396573 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.372270 sec): 3 clusters Score: Raw -1752.828119 + Penalty 449.991342 = -1302.836777 nChanged 4 SP:Iteration 1F (57.372554 sec): 3 clusters Score: Raw -1764.958891 + Penalty 459.804296 = -1305.154595 nChanged 1 SP:Iteration 2Q (57.372825 sec): 3 clusters Score: Raw -1768.527021 + Penalty 459.804296 = -1308.722725 nChanged 0 SP:Iteration 3F (57.373109 sec): 3 clusters Score: Raw -1768.527021 + Penalty 459.804296 = -1308.722725 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 60 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.373931 sec): 2 clusters Score: Raw -1436.101769 + Penalty 355.011777 = -1081.089993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.374189 sec): 3 clusters Score: Raw -1478.150532 + Penalty 708.186340 = -769.964192 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 61 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.374972 sec): 2 clusters Score: Raw -390.857811 + Penalty 174.434094 = -216.423716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.375193 sec): 3 clusters Score: Raw -390.084869 + Penalty 349.505645 = -40.579224 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 62 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.376039 sec): 2 clusters Score: Raw -1989.270884 + Penalty 251.529509 = -1737.741375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.376324 sec): 3 clusters Score: Raw -2006.314575 + Penalty 502.501542 = -1503.813034 nChanged 2 SP:Iteration 1F (57.376602 sec): 3 clusters Score: Raw -2011.972574 + Penalty 501.441646 = -1510.530929 nChanged 1 SP:Iteration 2Q (57.376875 sec): 3 clusters Score: Raw -2013.965821 + Penalty 503.760034 = -1510.205787 nChanged 1 SP:Iteration 3F (57.377151 sec): 3 clusters Score: Raw -2014.439762 + Penalty 500.992956 = -1513.446806 nChanged 1 SP:Iteration 4Q (57.377425 sec): 3 clusters Score: Raw -2015.012000 + Penalty 499.630181 = -1515.381819 nChanged 1 SP:Iteration 5Q (57.377699 sec): 3 clusters Score: Raw -2017.588679 + Penalty 496.942579 = -1520.646099 nChanged 1 SP:Iteration 6Q (57.377971 sec): 3 clusters Score: Raw -2020.043275 + Penalty 496.942579 = -1523.100696 nChanged 0 SP:Iteration 7F (57.378248 sec): 3 clusters Score: Raw -2020.043275 + Penalty 496.942579 = -1523.100696 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 64 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.379029 sec): 2 clusters Score: Raw -604.025787 + Penalty 243.645000 = -360.380787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.379258 sec): 3 clusters Score: Raw -631.318720 + Penalty 485.773059 = -145.545661 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 66 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.380122 sec): 2 clusters Score: Raw -2335.323057 + Penalty 308.150722 = -2027.172335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.380414 sec): 3 clusters Score: Raw -2349.013860 + Penalty 630.846972 = -1718.166887 nChanged 4 SP:Iteration 1F (57.380699 sec): 3 clusters Score: Raw -2355.689991 + Penalty 630.846972 = -1724.843019 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 67 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.381489 sec): 2 clusters Score: Raw -751.797095 + Penalty 184.790492 = -567.006603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.381729 sec): 3 clusters Score: Raw -775.207380 + Penalty 394.118705 = -381.088675 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 69 (96 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.382750 sec): 2 clusters Score: Raw -5536.122784 + Penalty 624.364919 = -4911.757866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.383166 sec): 3 clusters Score: Raw -5597.200091 + Penalty 1247.275804 = -4349.924287 nChanged 1 SP:Iteration 1Q (57.383554 sec): 3 clusters Score: Raw -5600.674128 + Penalty 1247.213011 = -4353.461116 nChanged 2 SP:Iteration 2Q (57.383927 sec): 3 clusters Score: Raw -5611.047655 + Penalty 1246.703467 = -4364.344187 nChanged 1 SP:Iteration 3Q (57.384298 sec): 3 clusters Score: Raw -5613.264295 + Penalty 1246.703467 = -4366.560828 nChanged 0 SP:Iteration 4F (57.384685 sec): 3 clusters Score: Raw -5613.264295 + Penalty 1246.703467 = -4366.560828 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 70 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.385714 sec): 2 clusters Score: Raw -3775.155160 + Penalty 505.376144 = -3269.779015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.386060 sec): 3 clusters Score: Raw -3815.180020 + Penalty 1012.245005 = -2802.935015 nChanged 2 SP:Iteration 1Q (57.386414 sec): 3 clusters Score: Raw -3824.312834 + Penalty 1012.245005 = -2812.067828 nChanged 0 SP:Iteration 2F (57.386754 sec): 3 clusters Score: Raw -3824.312834 + Penalty 1012.245005 = -2812.067828 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 71 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.387649 sec): 2 clusters Score: Raw -2543.163213 + Penalty 414.718495 = -2128.444718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.387943 sec): 3 clusters Score: Raw -2571.775629 + Penalty 828.909908 = -1742.865721 nChanged 2 SP:Iteration 1Q (57.388229 sec): 3 clusters Score: Raw -2579.206461 + Penalty 828.909908 = -1750.296553 nChanged 0 SP:Iteration 2F (57.388521 sec): 3 clusters Score: Raw -2579.206461 + Penalty 828.909908 = -1750.296553 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 77 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.389301 sec): 2 clusters Score: Raw -585.980391 + Penalty 223.006728 = -362.973663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.389529 sec): 3 clusters Score: Raw -587.070855 + Penalty 451.689215 = -135.381640 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 78 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.390363 sec): 2 clusters Score: Raw -1908.638486 + Penalty 273.864145 = -1634.774341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.390641 sec): 3 clusters Score: Raw -1953.002701 + Penalty 548.573574 = -1404.429127 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 81 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.391415 sec): 2 clusters Score: Raw -525.327654 + Penalty 153.244875 = -372.082780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.391642 sec): 3 clusters Score: Raw -528.494647 + Penalty 299.208699 = -229.285947 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 82 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.392496 sec): 2 clusters Score: Raw -2283.480623 + Penalty 330.949543 = -1952.531081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.392789 sec): 3 clusters Score: Raw -2330.123103 + Penalty 663.902350 = -1666.220753 nChanged 3 SP:Iteration 1F (57.393076 sec): 3 clusters Score: Raw -2338.456416 + Penalty 663.902350 = -1674.554067 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 83 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.393856 sec): 2 clusters Score: Raw -463.826470 + Penalty 163.795258 = -300.031212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.394082 sec): 3 clusters Score: Raw -480.102674 + Penalty 322.330249 = -157.772424 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 89 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.394928 sec): 2 clusters Score: Raw -1758.671352 + Penalty 297.346897 = -1461.324456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.395207 sec): 3 clusters Score: Raw -1790.281843 + Penalty 600.236691 = -1190.045152 nChanged 1 SP:Iteration 1Q (57.395475 sec): 3 clusters Score: Raw -1796.118679 + Penalty 617.317324 = -1178.801355 nChanged 2 SP:Iteration 2F (57.395755 sec): 3 clusters Score: Raw -1804.322199 + Penalty 626.091629 = -1178.230570 nChanged 1 SP:Iteration 3F (57.396031 sec): 3 clusters Score: Raw -1809.117822 + Penalty 626.091629 = -1183.026194 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 92 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.396822 sec): 2 clusters Score: Raw -898.275087 + Penalty 290.808894 = -607.466193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.397082 sec): 3 clusters Score: Raw -922.567001 + Penalty 585.555859 = -337.011142 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 93 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.397851 sec): 2 clusters Score: Raw -408.676903 + Penalty 177.736121 = -230.940782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.398072 sec): 3 clusters Score: Raw -407.885288 + Penalty 354.104506 = -53.780782 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 96 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.398897 sec): 2 clusters Score: Raw -1792.044718 + Penalty 304.489199 = -1487.555519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.399168 sec): 3 clusters Score: Raw -1816.539987 + Penalty 604.676573 = -1211.863414 nChanged 1 SP:Iteration 1Q (57.399435 sec): 3 clusters Score: Raw -1821.139653 + Penalty 604.676573 = -1216.463080 nChanged 0 SP:Iteration 2F (57.399701 sec): 3 clusters Score: Raw -1821.139653 + Penalty 604.676573 = -1216.463080 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 98 (209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.401048 sec): 2 clusters Score: Raw -10605.873172 + Penalty 582.240719 = -10023.632453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.401630 sec): 3 clusters Score: Raw -10581.445684 + Penalty 1164.454552 = -9416.991132 nChanged 29 SP:Iteration 1F (57.402197 sec): 3 clusters Score: Raw -10628.322991 + Penalty 1163.476923 = -9464.846068 nChanged 15 SP:Iteration 2F (57.402762 sec): 3 clusters Score: Raw -10660.880353 + Penalty 1164.588086 = -9496.292266 nChanged 10 SP:Iteration 3Q (57.403311 sec): 3 clusters Score: Raw -10674.195883 + Penalty 1165.997676 = -9508.198208 nChanged 10 SP:Iteration 4Q (57.403859 sec): 3 clusters Score: Raw -10685.476226 + Penalty 1166.849770 = -9518.626456 nChanged 4 SP:Iteration 5Q (57.404404 sec): 3 clusters Score: Raw -10691.941302 + Penalty 1166.654778 = -9525.286523 nChanged 2 SP:Iteration 6Q (57.404949 sec): 3 clusters Score: Raw -10700.216931 + Penalty 1167.288918 = -9532.928012 nChanged 4 SP:Iteration 7Q (57.405531 sec): 3 clusters Score: Raw -10707.227907 + Penalty 1167.450449 = -9539.777458 nChanged 2 SP:Iteration 8Q (57.406095 sec): 3 clusters Score: Raw -10710.957940 + Penalty 1168.037692 = -9542.920248 nChanged 2 SP:Iteration 9Q (57.406653 sec): 3 clusters Score: Raw -10715.945884 + Penalty 1168.037692 = -9547.908192 nChanged 0 SP:Iteration 10F (57.407232 sec): 3 clusters Score: Raw -10715.945884 + Penalty 1168.037692 = -9547.908192 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 101 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.408111 sec): 2 clusters Score: Raw -579.471506 + Penalty 188.723652 = -390.747853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.408340 sec): 3 clusters Score: Raw -592.498801 + Penalty 386.407123 = -206.091678 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 102 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.409145 sec): 2 clusters Score: Raw -1090.754063 + Penalty 252.004799 = -838.749264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.409399 sec): 3 clusters Score: Raw -1172.565960 + Penalty 506.731119 = -665.834841 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 103 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.410163 sec): 2 clusters Score: Raw -301.007781 + Penalty 106.911674 = -194.096108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.410380 sec): 3 clusters Score: Raw -307.775516 + Penalty 186.917436 = -120.858080 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 109 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.411168 sec): 2 clusters Score: Raw -446.142444 + Penalty 200.881473 = -245.260972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.411392 sec): 3 clusters Score: Raw -454.525476 + Penalty 410.317814 = -44.207662 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 110 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.412158 sec): 2 clusters Score: Raw -506.146687 + Penalty 164.435596 = -341.711091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.412385 sec): 3 clusters Score: Raw -524.261969 + Penalty 364.219474 = -160.042495 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 114 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.413143 sec): 2 clusters Score: Raw -378.991716 + Penalty 99.979645 = -279.012070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.413364 sec): 3 clusters Score: Raw -385.510470 + Penalty 189.435714 = -196.074756 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 120 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.414159 sec): 2 clusters Score: Raw -1095.995838 + Penalty 307.919394 = -788.076444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.414407 sec): 3 clusters Score: Raw -1120.154543 + Penalty 638.929606 = -481.224937 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 126 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.415156 sec): 2 clusters Score: Raw -175.225871 + Penalty 92.399947 = -82.825925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.415363 sec): 3 clusters Score: Raw -167.332845 + Penalty 169.153817 = 1.820972 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 129 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.416134 sec): 2 clusters Score: Raw -484.753182 + Penalty 178.297719 = -306.455463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.416359 sec): 3 clusters Score: Raw -504.624991 + Penalty 358.167789 = -146.457201 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 134 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.417123 sec): 2 clusters Score: Raw -112.611653 + Penalty 63.236513 = -49.375140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.417331 sec): 3 clusters Score: Raw -105.763869 + Penalty 126.473025 = 20.709156 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 136 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.418090 sec): 2 clusters Score: Raw -271.188656 + Penalty 122.656007 = -148.532648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.418307 sec): 3 clusters Score: Raw -274.101272 + Penalty 245.539696 = -28.561576 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 138 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.419054 sec): 2 clusters Score: Raw -176.077712 + Penalty 99.050076 = -77.027636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.419265 sec): 3 clusters Score: Raw -168.296487 + Penalty 187.821422 = 19.524936 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 139 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.420024 sec): 2 clusters Score: Raw -447.068792 + Penalty 189.436811 = -257.631981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.420260 sec): 3 clusters Score: Raw -455.929814 + Penalty 357.134468 = -98.795346 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 143 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.421015 sec): 2 clusters Score: Raw -288.560994 + Penalty 153.925982 = -134.635012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.421215 sec): 2 clusters Score: Raw -288.560994 + Penalty 153.925982 = -134.635012 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 144 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.421957 sec): 2 clusters Score: Raw -115.272416 + Penalty 63.054059 = -52.218357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.422151 sec): 2 clusters Score: Raw -115.272416 + Penalty 63.054059 = -52.218357 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 145 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.422904 sec): 2 clusters Score: Raw -346.752394 + Penalty 156.299754 = -190.452640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.423121 sec): 3 clusters Score: Raw -342.798897 + Penalty 306.578007 = -36.220891 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 146 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.423854 sec): 2 clusters Score: Raw -49.629559 + Penalty 0.000000 = -49.629559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.424042 sec): 2 clusters Score: Raw -49.629559 + Penalty 0.000000 = -49.629559 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 149 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.424796 sec): 2 clusters Score: Raw -395.564675 + Penalty 169.860850 = -225.703825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.425016 sec): 3 clusters Score: Raw -401.464046 + Penalty 327.284326 = -74.179720 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 152 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.425787 sec): 2 clusters Score: Raw -698.582221 + Penalty 221.191479 = -477.390742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.426020 sec): 3 clusters Score: Raw -722.243730 + Penalty 452.329597 = -269.914133 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 156 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.426758 sec): 2 clusters Score: Raw -52.694175 + Penalty 0.000000 = -52.694175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.426946 sec): 2 clusters Score: Raw -52.694175 + Penalty 0.000000 = -52.694175 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 158 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.427717 sec): 2 clusters Score: Raw -647.151629 + Penalty 232.657575 = -414.494054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.427946 sec): 3 clusters Score: Raw -647.967560 + Penalty 476.973714 = -170.993846 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 160 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.428714 sec): 2 clusters Score: Raw -330.326963 + Penalty 138.302847 = -192.024116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.428935 sec): 3 clusters Score: Raw -330.115090 + Penalty 276.605694 = -53.509396 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 166 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.429692 sec): 2 clusters Score: Raw -328.151882 + Penalty 162.832871 = -165.319011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.429926 sec): 3 clusters Score: Raw -328.761858 + Penalty 316.609087 = -12.152771 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 167 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.430675 sec): 2 clusters Score: Raw -222.122484 + Penalty 104.667586 = -117.454898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.430890 sec): 3 clusters Score: Raw -216.938703 + Penalty 209.335172 = -7.603531 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 170 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.431632 sec): 2 clusters Score: Raw -111.162903 + Penalty 58.834967 = -52.327936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.431840 sec): 3 clusters Score: Raw -105.947071 + Penalty 117.669934 = 11.722863 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 172 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.432587 sec): 2 clusters Score: Raw -171.850194 + Penalty 94.838653 = -77.011541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.432782 sec): 2 clusters Score: Raw -171.850194 + Penalty 94.838653 = -77.011541 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 174 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.433541 sec): 2 clusters Score: Raw -227.572702 + Penalty 99.552700 = -128.020003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.433757 sec): 3 clusters Score: Raw -221.083283 + Penalty 199.105399 = -21.977883 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 177 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.434498 sec): 2 clusters Score: Raw -117.164432 + Penalty 64.674444 = -52.489988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.434692 sec): 2 clusters Score: Raw -117.164432 + Penalty 64.674444 = -52.489988 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 179 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.435462 sec): 2 clusters Score: Raw -564.331441 + Penalty 221.886571 = -342.444870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.435689 sec): 3 clusters Score: Raw -579.413347 + Penalty 457.919958 = -121.493390 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 183 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.436459 sec): 2 clusters Score: Raw -570.997265 + Penalty 207.406943 = -363.590322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.436687 sec): 3 clusters Score: Raw -578.754458 + Penalty 414.813886 = -163.940572 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 186 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.437420 sec): 2 clusters Score: Raw -191.112675 + Penalty 7.418358 = -183.694317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.437610 sec): 3 clusters Score: Raw -189.158901 + Penalty 14.512126 = -174.646775 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 193 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.438356 sec): 2 clusters Score: Raw -172.591363 + Penalty 94.714142 = -77.877221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.438568 sec): 3 clusters Score: Raw -164.806762 + Penalty 181.287191 = 16.480429 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 198 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.439307 sec): 2 clusters Score: Raw -113.038189 + Penalty 62.695180 = -50.343009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.439528 sec): 3 clusters Score: Raw -106.665153 + Penalty 125.390360 = 18.725208 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 206 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.440276 sec): 2 clusters Score: Raw -160.214720 + Penalty 68.128162 = -92.086558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.440484 sec): 3 clusters Score: Raw -156.044575 + Penalty 128.773374 = -27.271201 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 209 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.441229 sec): 2 clusters Score: Raw -107.022152 + Penalty 63.911526 = -43.110626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.441423 sec): 2 clusters Score: Raw -107.022152 + Penalty 63.911526 = -43.110626 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 212 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.442179 sec): 2 clusters Score: Raw -176.586430 + Penalty 99.130420 = -77.456011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.442377 sec): 2 clusters Score: Raw -176.586430 + Penalty 99.130420 = -77.456011 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 220 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.443126 sec): 2 clusters Score: Raw -145.258200 + Penalty 6.021320 = -139.236880 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.443315 sec): 3 clusters Score: Raw -141.544885 + Penalty 6.021320 = -135.523565 nChanged 1 SP:Iteration 1F (57.443497 sec): 2 clusters Score: Raw -145.258200 + Penalty 6.021320 = -139.236880 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 221 (65 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.444406 sec): 2 clusters Score: Raw -2640.988017 + Penalty 161.472977 = -2479.515040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.444737 sec): 3 clusters Score: Raw -2665.086647 + Penalty 350.904699 = -2314.181948 nChanged 12 SP:Iteration 1F (57.445062 sec): 3 clusters Score: Raw -2699.753693 + Penalty 384.396144 = -2315.357550 nChanged 5 SP:Iteration 2F (57.445388 sec): 3 clusters Score: Raw -2711.850479 + Penalty 392.458971 = -2319.391509 nChanged 1 SP:Iteration 3Q (57.445696 sec): 3 clusters Score: Raw -2716.480623 + Penalty 392.458971 = -2324.021652 nChanged 0 SP:Iteration 4F (57.446021 sec): 3 clusters Score: Raw -2716.480623 + Penalty 392.458971 = -2324.021652 nChanged 0 Deleting Class 158 (11 points): Lose 29.604577 but Gain 991.802050 Iteration 119Q (57.584184 sec): 102 clusters Score: Raw -1298372.971146 + Penalty 89132.304731 = -1209240.666415 nChanged 15 Deleting Class 60 (27 points): Lose 140.632990 but Gain 1101.070353 Iteration 120F (58.866454 sec): 101 clusters Score: Raw -1298247.837393 + Penalty 88213.620254 = -1210034.217139 nChanged 30 Deleting Class 92 (16 points): Lose 112.882981 but Gain 1072.161601 Iteration 121Q (58.984540 sec): 100 clusters Score: Raw -1298200.560943 + Penalty 87196.948701 = -1211003.612242 nChanged 25 Deleting Class 17 (28 points): Lose 146.597479 but Gain 1104.208232 Iteration 122Q (59.102093 sec): 99 clusters Score: Raw -1298090.907426 + Penalty 86133.906410 = -1211957.001016 nChanged 36 Deleting Class 143 (5 points): Lose 25.877908 but Gain 977.632709 Iteration 123Q (59.218511 sec): 98 clusters Score: Raw -1298121.886402 + Penalty 85237.687756 = -1212884.198646 nChanged 15 Deleting Class 77 (10 points): Lose 41.726914 but Gain 990.011622 Iteration 124Q (59.333664 sec): 97 clusters Score: Raw -1298133.391746 + Penalty 84269.400701 = -1213863.991045 nChanged 20 Deleting Class 38 (6 points): Lose 44.277991 but Gain 990.710505 Iteration 125Q (59.450965 sec): 96 clusters Score: Raw -1298111.753344 + Penalty 83291.863185 = -1214819.890160 nChanged 14 Deleting Class 71 (47 points): Lose 180.261294 but Gain 1116.745325 Iteration 126Q (59.563996 sec): 95 clusters Score: Raw -1297943.846165 + Penalty 82227.345358 = -1215716.500807 nChanged 54 Deleting Class 177 (2 points): Lose 20.000288 but Gain 953.773524 Iteration 127Q (59.678820 sec): 94 clusters Score: Raw -1298020.068219 + Penalty 81269.656576 = -1216750.411643 nChanged 12 Deleting Class 57 (15 points): Lose 72.626754 but Gain 1002.496742 Iteration 128Q (59.792327 sec): 93 clusters Score: Raw -1297959.297827 + Penalty 80266.667603 = -1217692.630224 nChanged 21 Deleting Class 120 (20 points): Lose 125.292562 but Gain 1050.683863 Iteration 129Q (59.904453 sec): 92 clusters Score: Raw -1297864.881781 + Penalty 79415.830434 = -1218449.051346 nChanged 26 Deleting Class 109 (8 points): Lose 66.261702 but Gain 987.486539 Iteration 130F (61.096261 sec): 91 clusters Score: Raw -1297865.221340 + Penalty 78505.929165 = -1219359.292175 nChanged 18 Deleting Class 64 (11 points): Lose 117.584265 but Gain 1038.640633 Iteration 131Q (61.209442 sec): 90 clusters Score: Raw -1297777.386828 + Penalty 77549.373452 = -1220228.013375 nChanged 21 Deleting Class 144 (2 points): Lose 9.121501 but Gain 929.877210 Iteration 132Q (61.323881 sec): 89 clusters Score: Raw -1297818.195391 + Penalty 76614.752241 = -1221203.443151 nChanged 7 Deleting Class 134 (2 points): Lose 16.483260 but Gain 932.567908 Iteration 133Q (61.435335 sec): 88 clusters Score: Raw -1297811.234921 + Penalty 75693.608679 = -1222117.626241 nChanged 5 Deleting Class 24 (24 points): Lose 157.495343 but Gain 1071.787689 Iteration 134Q (61.548058 sec): 87 clusters Score: Raw -1297660.693932 + Penalty 74638.178605 = -1223022.515327 nChanged 27 Deleting Class 55 (15 points): Lose 126.152041 but Gain 1040.091193 Iteration 135Q (61.660132 sec): 86 clusters Score: Raw -1297577.580699 + Penalty 73630.950967 = -1223946.629732 nChanged 24 Deleting Class 138 (3 points): Lose 9.971829 but Gain 921.612542 Iteration 136Q (61.769223 sec): 85 clusters Score: Raw -1297620.620400 + Penalty 72652.354320 = -1224968.266080 nChanged 11 Deleting Class 212 (3 points): Lose 15.037678 but Gain 922.360105 Iteration 137Q (61.878036 sec): 84 clusters Score: Raw -1297624.268838 + Penalty 71733.280690 = -1225890.988148 nChanged 11 Deleting Class 166 (9 points): Lose 123.486145 but Gain 1029.518156 Iteration 138Q (61.998856 sec): 83 clusters Score: Raw -1297514.226232 + Penalty 70728.752697 = -1226785.473535 nChanged 14 Deleting Class 27 (74 points): Lose 182.074476 but Gain 1084.846879 Iteration 139Q (62.107787 sec): 82 clusters Score: Raw -1297360.235045 + Penalty 69656.030821 = -1227704.204224 nChanged 77 Deleting Class 209 (2 points): Lose 39.392232 but Gain 942.522542 Iteration 140F (63.158033 sec): 81 clusters Score: Raw -1297423.927874 + Penalty 68763.721560 = -1228660.206314 nChanged 22 Deleting Class 70 (69 points): Lose 326.168067 but Gain 1227.752169 Iteration 141Q (63.266500 sec): 80 clusters Score: Raw -1297119.822397 + Penalty 67692.505660 = -1229427.316736 nChanged 86 Deleting Class 93 (7 points): Lose 42.198229 but Gain 933.664683 Iteration 142Q (63.376260 sec): 79 clusters Score: Raw -1297218.880327 + Penalty 66765.204834 = -1230453.675493 nChanged 26 Deleting Class 26 (8 points): Lose 49.499653 but Gain 931.593816 Iteration 143Q (63.483794 sec): 78 clusters Score: Raw -1297209.215626 + Penalty 65857.701048 = -1231351.514578 nChanged 21 Deleting Class 61 (7 points): Lose 37.776103 but Gain 916.318824 Iteration 144Q (63.591213 sec): 77 clusters Score: Raw -1297191.733954 + Penalty 64954.356129 = -1232237.377825 nChanged 12 Deleting Class 179 (11 points): Lose 75.114886 but Gain 952.236814 Iteration 145Q (63.699034 sec): 76 clusters Score: Raw -1297130.019399 + Penalty 64023.907960 = -1233106.111439 nChanged 16 Deleting Class 9 (124 points): Lose 320.115039 but Gain 1197.363598 Iteration 146Q (63.808249 sec): 75 clusters Score: Raw -1296831.041348 + Penalty 62874.621998 = -1233956.419350 nChanged 132 Deleting Class 193 (3 points): Lose 7.118929 but Gain 881.268800 Iteration 147Q (63.916776 sec): 74 clusters Score: Raw -1297012.756019 + Penalty 62009.065604 = -1235003.690415 nChanged 35 Deleting Class 13 (113 points): Lose 644.246108 but Gain 1516.699692 Iteration 148Q (64.022708 sec): 73 clusters Score: Raw -1296397.539021 + Penalty 60869.065260 = -1235528.473761 nChanged 148 Deleting Class 198 (2 points): Lose 52.215416 but Gain 924.584717 Iteration 149Q (64.131090 sec): 72 clusters Score: Raw -1296713.409513 + Penalty 59970.025086 = -1236743.384427 nChanged 32 Deleting Class 145 (6 points): Lose 21.302629 but Gain 891.695559 Iteration 150F (65.051018 sec): 71 clusters Score: Raw -1296745.239670 + Penalty 59094.110937 = -1237651.128733 nChanged 32 Deleting Class 139 (8 points): Lose 61.527898 but Gain 931.227249 Iteration 151Q (65.155417 sec): 70 clusters Score: Raw -1296703.090546 + Penalty 58179.209797 = -1238523.880749 nChanged 23 Deleting Class 58 (89 points): Lose 526.812194 but Gain 1389.057209 Iteration 152Q (65.261647 sec): 69 clusters Score: Raw -1296196.613160 + Penalty 56898.190946 = -1239298.422214 nChanged 104 Deleting Class 183 (10 points): Lose 58.578164 but Gain 920.758249 Iteration 153Q (65.372374 sec): 68 clusters Score: Raw -1296374.297685 + Penalty 56002.932038 = -1240371.365647 nChanged 35 Deleting Class 149 (7 points): Lose 30.728546 but Gain 892.295139 Iteration 154Q (65.473744 sec): 67 clusters Score: Raw -1296382.141883 + Penalty 55143.606337 = -1241238.535546 nChanged 26 Deleting Class 126 (3 points): Lose 2.675450 but Gain 859.736340 Iteration 155Q (65.575956 sec): 66 clusters Score: Raw -1296417.955738 + Penalty 54266.244689 = -1242151.711049 nChanged 19 Deleting Class 47 (93 points): Lose 355.322079 but Gain 1206.661400 Iteration 156Q (65.679064 sec): 65 clusters Score: Raw -1296085.921248 + Penalty 53101.878618 = -1242984.042630 nChanged 106 Deleting Class 172 (3 points): Lose 33.692435 but Gain 882.427310 Iteration 157Q (65.781630 sec): 64 clusters Score: Raw -1296229.484780 + Penalty 52242.244035 = -1243987.240745 nChanged 32 Deleting Class 152 (14 points): Lose 76.895474 but Gain 923.662237 Iteration 158Q (65.881342 sec): 63 clusters Score: Raw -1296184.652092 + Penalty 51357.663479 = -1244826.988613 nChanged 39 Deleting Class 170 (2 points): Lose 26.753707 but Gain 867.656989 Iteration 159Q (65.980621 sec): 62 clusters Score: Raw -1296196.917226 + Penalty 50508.405729 = -1245688.511497 nChanged 16 Deleting Class 101 (13 points): Lose 83.052176 but Gain 907.140417 Iteration 160F (66.763497 sec): 61 clusters Score: Raw -1296128.981204 + Penalty 49602.854049 = -1246526.127155 nChanged 23 Deleting Class 129 (11 points): Lose 81.736909 but Gain 901.037921 Iteration 161Q (66.865610 sec): 60 clusters Score: Raw -1296076.324661 + Penalty 48715.246080 = -1247361.078581 nChanged 16 Deleting Class 32 (8 points): Lose 49.253095 but Gain 836.027275 Iteration 162Q (66.965939 sec): 59 clusters Score: Raw -1296054.437245 + Penalty 47889.211546 = -1248165.225699 nChanged 14 Deleting Class 160 (5 points): Lose 8.929563 but Gain 790.508402 Iteration 163Q (67.066255 sec): 58 clusters Score: Raw -1296060.665132 + Penalty 47106.028261 = -1248954.636871 nChanged 8 Deleting Class 96 (50 points): Lose 182.497940 but Gain 956.405354 Iteration 164Q (67.166152 sec): 57 clusters Score: Raw -1295887.187373 + Penalty 46162.330885 = -1249724.856488 nChanged 54 Deleting Class 10 (17 points): Lose 67.383821 but Gain 838.350569 Iteration 165Q (67.266025 sec): 56 clusters Score: Raw -1295897.800245 + Penalty 45335.143239 = -1250562.657006 nChanged 27 Deleting Class 206 (9 points): Lose 65.266900 but Gain 834.637121 Iteration 166Q (67.365142 sec): 55 clusters Score: Raw -1295865.819614 + Penalty 44510.456972 = -1251355.362642 nChanged 18 Deleting Class 167 (4 points): Lose 10.820837 but Gain 771.782216 Iteration 167Q (67.460050 sec): 54 clusters Score: Raw -1295870.197213 + Penalty 43736.530980 = -1252133.666233 nChanged 9 Deleting Class 136 (5 points): Lose 24.854946 but Gain 779.027184 Iteration 168Q (67.554523 sec): 53 clusters Score: Raw -1295853.172825 + Penalty 42968.261868 = -1252884.910957 nChanged 7 Deleting Class 156 (1 points): Lose 21.135010 but Gain 762.393082 Iteration 169Q (67.648835 sec): 52 clusters Score: Raw -1295842.769779 + Penalty 42218.489243 = -1253624.280536 nChanged 5 Deleting Class 174 (4 points): Lose 16.735554 but Gain 734.066833 Iteration 170F (68.309939 sec): 51 clusters Score: Raw -1295841.290953 + Penalty 41504.983649 = -1254336.307305 nChanged 8 Deleting Class 54 (19 points): Lose 117.084630 but Gain 831.868191 Iteration 171Q (68.402723 sec): 50 clusters Score: Raw -1295740.353160 + Penalty 40683.678982 = -1255056.674178 nChanged 22 Deleting Class 83 (9 points): Lose 59.297364 but Gain 762.017407 Iteration 172Q (68.495785 sec): 49 clusters Score: Raw -1295718.629212 + Penalty 39921.939242 = -1255796.689970 nChanged 13 Deleting Class 69 (112 points): Lose 711.400501 but Gain 1412.637074 Iteration 173Q (68.588473 sec): 48 clusters Score: Raw -1295027.362210 + Penalty 38528.529294 = -1256498.832916 nChanged 121 Deleting Class 82 (45 points): Lose 191.503981 but Gain 895.007700 Iteration 174Q (68.683452 sec): 47 clusters Score: Raw -1295096.276560 + Penalty 37649.729708 = -1257446.546852 nChanged 72 Deleting Class 7 (18 points): Lose 180.283050 but Gain 879.021795 Iteration 175Q (68.775423 sec): 46 clusters Score: Raw -1295055.689862 + Penalty 36763.966593 = -1258291.723269 nChanged 54 Deleting Class 110 (12 points): Lose 64.588844 but Gain 751.437231 Iteration 176Q (68.868173 sec): 45 clusters Score: Raw -1295119.312726 + Penalty 36064.921978 = -1259054.390748 nChanged 49 Deleting Class 89 (54 points): Lose 295.848217 but Gain 964.878934 Iteration 177Q (68.958529 sec): 44 clusters Score: Raw -1294909.834525 + Penalty 35225.003774 = -1259684.830751 nChanged 72 Deleting Class 66 (65 points): Lose 288.588245 but Gain 923.346686 Iteration 178Q (69.048771 sec): 43 clusters Score: Raw -1294788.804418 + Penalty 34347.631934 = -1260441.172485 nChanged 105 Deleting Class 81 (13 points): Lose 66.876537 but Gain 699.987354 Iteration 179Q (69.138937 sec): 42 clusters Score: Raw -1294871.552476 + Penalty 33663.822939 = -1261207.729537 nChanged 52 Deleting Class 62 (20 points): Lose 77.061897 but Gain 685.394745 Iteration 180F (69.675537 sec): 41 clusters Score: Raw -1294863.143747 + Penalty 33013.926091 = -1261849.217656 nChanged 54 Deleting Class 102 (26 points): Lose 222.782488 but Gain 817.810731 Iteration 181Q (69.763921 sec): 40 clusters Score: Raw -1294706.366784 + Penalty 32139.020908 = -1262567.345876 nChanged 60 Deleting Class 103 (6 points): Lose 39.658771 but Gain 609.934832 Iteration 182Q (69.852918 sec): 39 clusters Score: Raw -1294789.227741 + Penalty 31582.945778 = -1263206.281963 nChanged 35 Deleting Class 67 (25 points): Lose 170.477884 but Gain 717.710784 Iteration 183Q (69.941899 sec): 38 clusters Score: Raw -1294683.249528 + Penalty 30897.110924 = -1263786.138604 nChanged 47 Deleting Class 114 (8 points): Lose 82.394533 but Gain 580.029515 Iteration 184Q (70.029963 sec): 37 clusters Score: Raw -1294718.645726 + Penalty 30325.843752 = -1264392.801974 nChanged 25 Deleting Class 15 (165 points): Lose 534.022020 but Gain 1023.504039 Iteration 185Q (70.116449 sec): 36 clusters Score: Raw -1294271.634351 + Penalty 29361.850923 = -1264909.783428 nChanged 186 Deleting Class 78 (57 points): Lose 372.375572 but Gain 858.727076 Iteration 186Q (70.204444 sec): 35 clusters Score: Raw -1294179.155365 + Penalty 28490.266641 = -1265688.888723 nChanged 118 Deleting Class 45 (39 points): Lose 195.729348 but Gain 679.284487 Iteration 187Q (70.291602 sec): 34 clusters Score: Raw -1294171.086468 + Penalty 27862.626921 = -1266308.459546 nChanged 86 Deleting Class 40 (77 points): Lose 307.409364 but Gain 692.357452 Iteration 188Q (70.376257 sec): 33 clusters Score: Raw -1293977.648618 + Penalty 27133.002749 = -1266844.645869 nChanged 117 Deleting Class 22 (116 points): Lose 343.480043 but Gain 726.326378 Iteration 189Q (70.460308 sec): 32 clusters Score: Raw -1293841.539949 + Penalty 26428.339074 = -1267413.200876 nChanged 159 Deleting Class 53 (284 points): Lose 1226.792603 but Gain 1558.051635 Iteration 190F (70.869948 sec): 31 clusters Score: Raw -1292834.847551 + Penalty 25029.576071 = -1267805.271480 nChanged 332 Deleting Class 29 (33 points): Lose 110.197756 but Gain 425.743606 Iteration 191Q (70.956789 sec): 30 clusters Score: Raw -1293406.356268 + Penalty 24622.852517 = -1268783.503750 nChanged 106 Deleting Class 146 (1 points): Lose 0.323793 but Gain 282.354849 Iteration 192Q (71.040579 sec): 29 clusters Score: Raw -1293506.496273 + Penalty 24342.115236 = -1269164.381038 nChanged 34 Deleting Class 23 (171 points): Lose 991.812702 but Gain 1146.901737 Iteration 193Q (71.123260 sec): 28 clusters Score: Raw -1292547.973570 + Penalty 23176.838678 = -1269371.134892 nChanged 188 Deleting Class 1 (108 points): Lose 92.462170 but Gain 218.636862 Iteration 194Q (71.206067 sec): 27 clusters Score: Raw -1293053.521892 + Penalty 22973.112845 = -1270080.409047 nChanged 169 Deleting Class 98 (248 points): Lose 1114.204197 but Gain 1144.177604 Iteration 195Q (71.287480 sec): 26 clusters Score: Raw -1292146.303510 + Penalty 22056.876379 = -1270089.427131 nChanged 280 Deleting Class 186 (4 points): Lose 35.728804 but Gain 54.700383 Iteration 196Q (71.369741 sec): 25 clusters Score: Raw -1292947.002801 + Penalty 22041.544965 = -1270905.457836 nChanged 80 Deleting Class 220 (3 points): Lose 38.473858 but Gain 56.025439 Iteration 197Q (71.448899 sec): 24 clusters Score: Raw -1292974.451765 + Penalty 21981.478790 = -1270992.972975 nChanged 44 Iteration 198Q (71.526543 sec): 24 clusters Score: Raw -1293006.190939 + Penalty 22000.352749 = -1271005.838190 nChanged 14 Iteration 199Q (71.603521 sec): 24 clusters Score: Raw -1293018.223409 + Penalty 22004.907366 = -1271013.316043 nChanged 7 Iteration 200F (71.926183 sec): 24 clusters Score: Raw -1293021.834518 + Penalty 22006.627889 = -1271015.206629 nChanged 3 Iteration 201Q (72.005079 sec): 24 clusters Score: Raw -1293025.038241 + Penalty 22006.372356 = -1271018.665885 nChanged 3 Iteration 202Q (72.083292 sec): 24 clusters Score: Raw -1293027.271256 + Penalty 22008.560642 = -1271018.710614 nChanged 3 Iteration 203Q (72.161464 sec): 24 clusters Score: Raw -1293028.642326 + Penalty 22006.630389 = -1271022.011936 nChanged 1 Iteration 204Q (72.239343 sec): 24 clusters Score: Raw -1293028.793775 + Penalty 22006.630389 = -1271022.163385 nChanged 0 Iteration 205F (72.570757 sec): 24 clusters Score: Raw -1293028.793775 + Penalty 22006.630389 = -1271022.163385 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 -1293028.793775 + Penalty 22006.630389 = -1271022.163385Memory request: 0.02 GB would take us to total of 0.27 GB. Trying to split cluster 2 (3636 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.637804 sec): 2 clusters Score: Raw -183531.306158 + Penalty 105.846943 = -183425.459215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.644986 sec): 3 clusters Score: Raw -181171.713978 + Penalty 210.698676 = -180961.015301 nChanged 1700 SP:Iteration 1F (72.651618 sec): 3 clusters Score: Raw -182426.195257 + Penalty 222.068261 = -182204.126995 nChanged 428 SP:Iteration 2F (72.658059 sec): 3 clusters Score: Raw -182826.362702 + Penalty 229.163205 = -182597.199497 nChanged 254 SP:Iteration 3F (72.664685 sec): 3 clusters Score: Raw -183112.825935 + Penalty 232.716722 = -182880.109213 nChanged 173 SP:Iteration 4Q (72.670992 sec): 3 clusters Score: Raw -183321.331123 + Penalty 234.687764 = -183086.643358 nChanged 82 SP:Iteration 5Q (72.676745 sec): 3 clusters Score: Raw -183405.526310 + Penalty 238.245712 = -183167.280598 nChanged 42 SP:Iteration 6Q (72.682153 sec): 3 clusters Score: Raw -183443.214167 + Penalty 245.864402 = -183197.349766 nChanged 30 SP:Iteration 7Q (72.687413 sec): 3 clusters Score: Raw -183468.278208 + Penalty 246.111448 = -183222.166760 nChanged 20 SP:Iteration 8Q (72.692670 sec): 3 clusters Score: Raw -183477.033559 + Penalty 254.443656 = -183222.589903 nChanged 17 SP:Iteration 9Q (72.698117 sec): 3 clusters Score: Raw -183483.684346 + Penalty 264.527246 = -183219.157100 nChanged 13 SP:Iteration 10F (72.704684 sec): 3 clusters Score: Raw -183489.403079 + Penalty 264.225177 = -183225.177902 nChanged 10 SP:Iteration 11Q (72.709882 sec): 3 clusters Score: Raw -183494.340279 + Penalty 261.923333 = -183232.416946 nChanged 9 SP:Iteration 12Q (72.715216 sec): 3 clusters Score: Raw -183497.079754 + Penalty 259.436432 = -183237.643322 nChanged 8 SP:Iteration 13Q (72.720796 sec): 3 clusters Score: Raw -183499.331490 + Penalty 266.553354 = -183232.778136 nChanged 11 SP:Iteration 14F (72.727260 sec): 3 clusters Score: Raw -183504.708168 + Penalty 267.821356 = -183236.886811 nChanged 10 SP:Iteration 15Q (72.732411 sec): 3 clusters Score: Raw -183513.501976 + Penalty 277.575099 = -183235.926877 nChanged 7 SP:Iteration 16F (72.738853 sec): 3 clusters Score: Raw -183519.853358 + Penalty 280.865261 = -183238.988097 nChanged 5 SP:Iteration 17Q (72.744046 sec): 3 clusters Score: Raw -183522.763265 + Penalty 280.778129 = -183241.985137 nChanged 5 SP:Iteration 18Q (72.749241 sec): 3 clusters Score: Raw -183525.192703 + Penalty 286.928779 = -183238.263924 nChanged 5 SP:Iteration 19F (72.755642 sec): 3 clusters Score: Raw -183527.289473 + Penalty 293.542437 = -183233.747035 nChanged 6 SP:Iteration 20F (72.762051 sec): 3 clusters Score: Raw -183530.163495 + Penalty 304.413741 = -183225.749754 nChanged 4 SP:Iteration 21F (72.768607 sec): 3 clusters Score: Raw -183532.879973 + Penalty 297.105084 = -183235.774889 nChanged 2 SP:Iteration 22Q (72.773740 sec): 3 clusters Score: Raw -183535.062114 + Penalty 292.166881 = -183242.895233 nChanged 2 SP:Iteration 23Q (72.778792 sec): 3 clusters Score: Raw -183535.376442 + Penalty 289.818125 = -183245.558317 nChanged 1 SP:Iteration 24Q (72.783829 sec): 3 clusters Score: Raw -183535.370486 + Penalty 289.818125 = -183245.552361 nChanged 0 SP:Iteration 25F (72.790220 sec): 3 clusters Score: Raw -183535.370486 + Penalty 289.818125 = -183245.552361 nChanged 0 Memory request: 0.06 GB would take us to total of 0.31 GB. Trying to split cluster 3 (12817 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.846769 sec): 2 clusters Score: Raw -628743.373304 + Penalty 241.397688 = -628501.975616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.870518 sec): 3 clusters Score: Raw -620080.662810 + Penalty 486.508642 = -619594.154168 nChanged 6116 SP:Iteration 1F (72.893828 sec): 3 clusters Score: Raw -623373.445051 + Penalty 496.039728 = -622877.405323 nChanged 1781 SP:Iteration 2F (72.917124 sec): 3 clusters Score: Raw -624916.503793 + Penalty 521.029292 = -624395.474500 nChanged 1556 SP:Iteration 3F (72.940307 sec): 3 clusters Score: Raw -626747.648531 + Penalty 571.573127 = -626176.075404 nChanged 1120 SP:Iteration 4F (72.963446 sec): 3 clusters Score: Raw -628058.532621 + Penalty 595.072169 = -627463.460452 nChanged 484 SP:Iteration 5Q (72.986054 sec): 3 clusters Score: Raw -628577.307395 + Penalty 585.260809 = -627992.046587 nChanged 147 SP:Iteration 6Q (73.011332 sec): 3 clusters Score: Raw -628742.992839 + Penalty 561.007922 = -628181.984917 nChanged 36 SP:Iteration 7Q (73.029937 sec): 3 clusters Score: Raw -628788.994038 + Penalty 534.699867 = -628254.294171 nChanged 17 SP:Iteration 8Q (73.048005 sec): 3 clusters Score: Raw -628803.932293 + Penalty 540.489089 = -628263.443205 nChanged 6 SP:Iteration 9Q (73.066286 sec): 3 clusters Score: Raw -628806.059445 + Penalty 535.199737 = -628270.859708 nChanged 3 SP:Iteration 10F (73.090283 sec): 3 clusters Score: Raw -628806.751681 + Penalty 537.366651 = -628269.385030 nChanged 1 SP:Iteration 11F (73.113903 sec): 3 clusters Score: Raw -628806.797815 + Penalty 537.366651 = -628269.431164 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 5 (1485 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.129012 sec): 2 clusters Score: Raw -79211.302302 + Penalty 642.590765 = -78568.711537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.131916 sec): 3 clusters Score: Raw -78345.291897 + Penalty 1282.564666 = -77062.727232 nChanged 578 SP:Iteration 1F (73.134710 sec): 3 clusters Score: Raw -78715.818624 + Penalty 1294.883614 = -77420.935010 nChanged 243 SP:Iteration 2F (73.137497 sec): 3 clusters Score: Raw -78974.517245 + Penalty 1308.029735 = -77666.487510 nChanged 142 SP:Iteration 3F (73.140277 sec): 3 clusters Score: Raw -79095.835813 + Penalty 1312.875225 = -77782.960588 nChanged 73 SP:Iteration 4Q (73.143104 sec): 3 clusters Score: Raw -79145.229631 + Penalty 1315.811357 = -77829.418274 nChanged 32 SP:Iteration 5Q (73.145885 sec): 3 clusters Score: Raw -79166.310207 + Penalty 1320.176886 = -77846.133321 nChanged 17 SP:Iteration 6Q (73.148811 sec): 3 clusters Score: Raw -79178.032337 + Penalty 1326.335629 = -77851.696708 nChanged 14 SP:Iteration 7Q (73.151492 sec): 3 clusters Score: Raw -79182.923957 + Penalty 1332.304397 = -77850.619561 nChanged 10 SP:Iteration 8F (73.154355 sec): 3 clusters Score: Raw -79187.576255 + Penalty 1337.319258 = -77850.256996 nChanged 10 SP:Iteration 9F (73.157351 sec): 3 clusters Score: Raw -79194.943640 + Penalty 1343.086880 = -77851.856760 nChanged 9 SP:Iteration 10F (73.160153 sec): 3 clusters Score: Raw -79204.856373 + Penalty 1346.027989 = -77858.828384 nChanged 13 SP:Iteration 11Q (73.162846 sec): 3 clusters Score: Raw -79211.265881 + Penalty 1348.592264 = -77862.673617 nChanged 7 SP:Iteration 12Q (73.165469 sec): 3 clusters Score: Raw -79214.217342 + Penalty 1351.359064 = -77862.858278 nChanged 6 SP:Iteration 13Q (73.168057 sec): 3 clusters Score: Raw -79216.668220 + Penalty 1354.384888 = -77862.283331 nChanged 4 SP:Iteration 14F (73.170830 sec): 3 clusters Score: Raw -79217.911999 + Penalty 1355.836859 = -77862.075140 nChanged 2 SP:Iteration 15F (73.173602 sec): 3 clusters Score: Raw -79218.982079 + Penalty 1356.633548 = -77862.348531 nChanged 2 SP:Iteration 16Q (73.176209 sec): 3 clusters Score: Raw -79219.639185 + Penalty 1357.753579 = -77861.885606 nChanged 1 SP:Iteration 17F (73.179064 sec): 3 clusters Score: Raw -79219.665033 + Penalty 1357.403399 = -77862.261634 nChanged 1 SP:Iteration 18Q (73.181674 sec): 3 clusters Score: Raw -79220.257260 + Penalty 1357.022149 = -77863.235111 nChanged 1 SP:Iteration 19Q (73.184247 sec): 3 clusters Score: Raw -79222.257204 + Penalty 1356.950568 = -77865.306636 nChanged 1 SP:Iteration 20F (73.187025 sec): 3 clusters Score: Raw -79222.992436 + Penalty 1358.842508 = -77864.149928 nChanged 2 SP:Iteration 21F (73.189795 sec): 3 clusters Score: Raw -79223.559303 + Penalty 1359.726927 = -77863.832376 nChanged 1 SP:Iteration 22F (73.192568 sec): 3 clusters Score: Raw -79226.068984 + Penalty 1361.666245 = -77864.402739 nChanged 3 SP:Iteration 23Q (73.195148 sec): 3 clusters Score: Raw -79226.976179 + Penalty 1363.566405 = -77863.409775 nChanged 2 SP:Iteration 24F (73.198019 sec): 3 clusters Score: Raw -79227.368788 + Penalty 1367.785212 = -77859.583576 nChanged 3 SP:Iteration 25F (73.200858 sec): 3 clusters Score: Raw -79228.208799 + Penalty 1368.097896 = -77860.110903 nChanged 1 SP:Iteration 26Q (73.203430 sec): 3 clusters Score: Raw -79229.056765 + Penalty 1370.579735 = -77858.477030 nChanged 3 SP:Iteration 27F (73.206201 sec): 3 clusters Score: Raw -79230.093824 + Penalty 1370.353515 = -77859.740310 nChanged 1 SP:Iteration 28Q (73.208770 sec): 3 clusters Score: Raw -79230.808284 + Penalty 1370.353515 = -77860.454769 nChanged 0 SP:Iteration 29F (73.211560 sec): 3 clusters Score: Raw -79230.808284 + Penalty 1370.353515 = -77860.454769 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 6 (269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.215770 sec): 2 clusters Score: Raw -13954.436962 + Penalty 905.530553 = -13048.906409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.216474 sec): 3 clusters Score: Raw -13994.435779 + Penalty 1811.038791 = -12183.396989 nChanged 37 SP:Iteration 1F (73.217214 sec): 3 clusters Score: Raw -14088.664765 + Penalty 1811.053868 = -12277.610897 nChanged 17 SP:Iteration 2F (73.217899 sec): 3 clusters Score: Raw -14136.271480 + Penalty 1811.068144 = -12325.203336 nChanged 9 SP:Iteration 3Q (73.218544 sec): 3 clusters Score: Raw -14166.110520 + Penalty 1811.094314 = -12355.016206 nChanged 6 SP:Iteration 4Q (73.219198 sec): 3 clusters Score: Raw -14179.012886 + Penalty 1811.145991 = -12367.866894 nChanged 7 SP:Iteration 5Q (73.219832 sec): 3 clusters Score: Raw -14208.657228 + Penalty 1811.117330 = -12397.539898 nChanged 7 SP:Iteration 6Q (73.220458 sec): 3 clusters Score: Raw -14240.743959 + Penalty 1811.145991 = -12429.597968 nChanged 7 SP:Iteration 7Q (73.221079 sec): 3 clusters Score: Raw -14273.750899 + Penalty 1811.145991 = -12462.604908 nChanged 2 SP:Iteration 8Q (73.221692 sec): 3 clusters Score: Raw -14285.964436 + Penalty 1811.117330 = -12474.847106 nChanged 3 SP:Iteration 9Q (73.222304 sec): 3 clusters Score: Raw -14301.935921 + Penalty 1811.137217 = -12490.798704 nChanged 2 SP:Iteration 10F (73.222986 sec): 3 clusters Score: Raw -14305.662067 + Penalty 1811.137217 = -12494.524850 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 8 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.223833 sec): 2 clusters Score: Raw -5525.155879 + Penalty 253.110754 = -5272.045124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.224295 sec): 3 clusters Score: Raw -5518.089484 + Penalty 507.020996 = -5011.068488 nChanged 25 SP:Iteration 1F (73.224749 sec): 3 clusters Score: Raw -5557.481059 + Penalty 514.254429 = -5043.226630 nChanged 7 SP:Iteration 2F (73.225223 sec): 3 clusters Score: Raw -5572.225472 + Penalty 517.484530 = -5054.740942 nChanged 7 SP:Iteration 3F (73.225704 sec): 3 clusters Score: Raw -5580.914382 + Penalty 523.696706 = -5057.217676 nChanged 6 SP:Iteration 4Q (73.226142 sec): 3 clusters Score: Raw -5594.439620 + Penalty 521.518868 = -5072.920752 nChanged 2 SP:Iteration 5Q (73.226577 sec): 3 clusters Score: Raw -5604.931273 + Penalty 521.518868 = -5083.412405 nChanged 0 SP:Iteration 6F (73.227052 sec): 3 clusters Score: Raw -5604.931273 + Penalty 521.518868 = -5083.412405 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 11 (493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.229322 sec): 2 clusters Score: Raw -27559.569653 + Penalty 587.139025 = -26972.430627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.230469 sec): 3 clusters Score: Raw -27323.306350 + Penalty 1171.254888 = -26152.051462 nChanged 146 SP:Iteration 1F (73.231554 sec): 3 clusters Score: Raw -27422.163265 + Penalty 1176.831385 = -26245.331880 nChanged 59 SP:Iteration 2F (73.232654 sec): 3 clusters Score: Raw -27473.256495 + Penalty 1187.233821 = -26286.022673 nChanged 31 SP:Iteration 3F (73.233736 sec): 3 clusters Score: Raw -27504.031050 + Penalty 1196.542590 = -26307.488460 nChanged 24 SP:Iteration 4Q (73.234817 sec): 3 clusters Score: Raw -27525.284946 + Penalty 1204.838208 = -26320.446738 nChanged 16 SP:Iteration 5Q (73.235890 sec): 3 clusters Score: Raw -27537.933007 + Penalty 1207.334919 = -26330.598088 nChanged 6 SP:Iteration 6Q (73.236966 sec): 3 clusters Score: Raw -27541.020170 + Penalty 1211.337879 = -26329.682291 nChanged 6 SP:Iteration 7F (73.238062 sec): 3 clusters Score: Raw -27543.629119 + Penalty 1216.226016 = -26327.403103 nChanged 7 SP:Iteration 8F (73.239141 sec): 3 clusters Score: Raw -27546.693131 + Penalty 1219.640998 = -26327.052133 nChanged 4 SP:Iteration 9F (73.240217 sec): 3 clusters Score: Raw -27548.865789 + Penalty 1226.611546 = -26322.254243 nChanged 8 SP:Iteration 10F (73.241293 sec): 3 clusters Score: Raw -27554.632651 + Penalty 1231.870944 = -26322.761708 nChanged 6 SP:Iteration 11Q (73.242359 sec): 3 clusters Score: Raw -27557.485512 + Penalty 1234.481280 = -26323.004232 nChanged 4 SP:Iteration 12Q (73.243474 sec): 3 clusters Score: Raw -27559.873882 + Penalty 1236.832938 = -26323.040944 nChanged 6 SP:Iteration 13Q (73.244538 sec): 3 clusters Score: Raw -27563.199733 + Penalty 1238.104105 = -26325.095628 nChanged 4 SP:Iteration 14Q (73.245664 sec): 3 clusters Score: Raw -27565.018491 + Penalty 1239.720108 = -26325.298383 nChanged 3 SP:Iteration 15Q (73.246773 sec): 3 clusters Score: Raw -27567.070123 + Penalty 1240.775317 = -26326.294806 nChanged 2 SP:Iteration 16Q (73.247873 sec): 3 clusters Score: Raw -27568.431761 + Penalty 1240.775317 = -26327.656444 nChanged 0 SP:Iteration 17F (73.248954 sec): 3 clusters Score: Raw -27568.431761 + Penalty 1240.775317 = -26327.656444 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 12 (474 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.250701 sec): 2 clusters Score: Raw -22869.527265 + Penalty 417.117279 = -22452.409986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.251767 sec): 3 clusters Score: Raw -22666.041416 + Penalty 904.140033 = -21761.901384 nChanged 158 SP:Iteration 1F (73.252823 sec): 3 clusters Score: Raw -22851.604686 + Penalty 1010.140704 = -21841.463982 nChanged 58 SP:Iteration 2F (73.253869 sec): 3 clusters Score: Raw -22960.188996 + Penalty 1045.420161 = -21914.768835 nChanged 24 SP:Iteration 3F (73.254912 sec): 3 clusters Score: Raw -23005.088443 + Penalty 1058.864975 = -21946.223468 nChanged 8 SP:Iteration 4Q (73.255855 sec): 3 clusters Score: Raw -23024.400968 + Penalty 1074.856915 = -21949.544053 nChanged 8 SP:Iteration 5Q (73.256788 sec): 3 clusters Score: Raw -23037.919735 + Penalty 1074.856915 = -21963.062821 nChanged 0 SP:Iteration 6F (73.257838 sec): 3 clusters Score: Raw -23037.919735 + Penalty 1074.856915 = -21963.062821 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 14 (2204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.268039 sec): 2 clusters Score: Raw -107659.620063 + Penalty 110.215265 = -107549.404798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.272352 sec): 3 clusters Score: Raw -106267.309124 + Penalty 231.999603 = -106035.309521 nChanged 1011 SP:Iteration 1F (73.276533 sec): 3 clusters Score: Raw -107084.814324 + Penalty 230.333268 = -106854.481056 nChanged 168 SP:Iteration 2F (73.280978 sec): 3 clusters Score: Raw -107266.831238 + Penalty 225.828895 = -107041.002343 nChanged 108 SP:Iteration 3Q (73.285081 sec): 3 clusters Score: Raw -107412.985779 + Penalty 219.983807 = -107193.001972 nChanged 68 SP:Iteration 4Q (73.288954 sec): 3 clusters Score: Raw -107483.711477 + Penalty 216.968203 = -107266.743274 nChanged 27 SP:Iteration 5Q (73.292654 sec): 3 clusters Score: Raw -107500.628839 + Penalty 213.492406 = -107287.136433 nChanged 29 SP:Iteration 6Q (73.296294 sec): 3 clusters Score: Raw -107509.602726 + Penalty 214.163956 = -107295.438769 nChanged 23 SP:Iteration 7Q (73.299886 sec): 3 clusters Score: Raw -107515.254193 + Penalty 214.786930 = -107300.467264 nChanged 20 SP:Iteration 8Q (73.303443 sec): 3 clusters Score: Raw -107520.469473 + Penalty 215.951885 = -107304.517587 nChanged 18 SP:Iteration 9Q (73.307012 sec): 3 clusters Score: Raw -107524.716354 + Penalty 217.581951 = -107307.134403 nChanged 18 SP:Iteration 10F (73.311177 sec): 3 clusters Score: Raw -107528.742862 + Penalty 219.211310 = -107309.531552 nChanged 21 SP:Iteration 11Q (73.314694 sec): 3 clusters Score: Raw -107533.807878 + Penalty 221.017892 = -107312.789986 nChanged 14 SP:Iteration 12Q (73.318172 sec): 3 clusters Score: Raw -107537.679665 + Penalty 221.247792 = -107316.431874 nChanged 10 SP:Iteration 13Q (73.321612 sec): 3 clusters Score: Raw -107539.006477 + Penalty 222.611974 = -107316.394503 nChanged 9 SP:Iteration 14F (73.325646 sec): 3 clusters Score: Raw -107540.278434 + Penalty 223.717427 = -107316.561008 nChanged 8 SP:Iteration 15Q (73.329230 sec): 3 clusters Score: Raw -107541.035713 + Penalty 224.971298 = -107316.064415 nChanged 6 SP:Iteration 16F (73.333357 sec): 3 clusters Score: Raw -107541.408891 + Penalty 225.167774 = -107316.241117 nChanged 1 SP:Iteration 17Q (73.336790 sec): 3 clusters Score: Raw -107541.428127 + Penalty 225.167774 = -107316.260353 nChanged 0 SP:Iteration 18F (73.340828 sec): 3 clusters Score: Raw -107541.428127 + Penalty 225.167774 = -107316.260353 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 16 (298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.347847 sec): 2 clusters Score: Raw -14146.011966 + Penalty 883.320168 = -13262.691798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.348595 sec): 3 clusters Score: Raw -14177.762698 + Penalty 1765.957240 = -12411.805459 nChanged 50 SP:Iteration 1F (73.349352 sec): 3 clusters Score: Raw -14264.493940 + Penalty 1765.656684 = -12498.837256 nChanged 13 SP:Iteration 2Q (73.350063 sec): 3 clusters Score: Raw -14296.489301 + Penalty 1765.498993 = -12530.990308 nChanged 10 SP:Iteration 3Q (73.350765 sec): 3 clusters Score: Raw -14318.316985 + Penalty 1764.996424 = -12553.320561 nChanged 8 SP:Iteration 4Q (73.351466 sec): 3 clusters Score: Raw -14334.084042 + Penalty 1764.728203 = -12569.355839 nChanged 11 SP:Iteration 5Q (73.352164 sec): 3 clusters Score: Raw -14373.917086 + Penalty 1764.054652 = -12609.862434 nChanged 6 SP:Iteration 6Q (73.352857 sec): 3 clusters Score: Raw -14386.072715 + Penalty 1763.745556 = -12622.327159 nChanged 2 SP:Iteration 7Q (73.353545 sec): 3 clusters Score: Raw -14389.407262 + Penalty 1763.745556 = -12625.661706 nChanged 0 SP:Iteration 8F (73.354277 sec): 3 clusters Score: Raw -14389.407262 + Penalty 1763.745556 = -12625.661706 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 18 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.355704 sec): 2 clusters Score: Raw -7439.007479 + Penalty 444.992035 = -6994.015444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.356174 sec): 3 clusters Score: Raw -7436.122656 + Penalty 904.666347 = -6531.456308 nChanged 28 SP:Iteration 1F (73.356640 sec): 3 clusters Score: Raw -7494.283815 + Penalty 918.613275 = -6575.670541 nChanged 10 SP:Iteration 2F (73.357122 sec): 3 clusters Score: Raw -7512.707005 + Penalty 927.380903 = -6585.326102 nChanged 7 SP:Iteration 3Q (73.357584 sec): 3 clusters Score: Raw -7526.378780 + Penalty 947.027590 = -6579.351189 nChanged 6 SP:Iteration 4F (73.358056 sec): 3 clusters Score: Raw -7549.483385 + Penalty 960.744621 = -6588.738763 nChanged 2 SP:Iteration 5Q (73.358496 sec): 3 clusters Score: Raw -7555.465444 + Penalty 966.700799 = -6588.764644 nChanged 1 SP:Iteration 6Q (73.358926 sec): 3 clusters Score: Raw -7558.198947 + Penalty 966.700799 = -6591.498147 nChanged 0 SP:Iteration 7F (73.359394 sec): 3 clusters Score: Raw -7558.198947 + Penalty 966.700799 = -6591.498147 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 19 (744 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.362894 sec): 2 clusters Score: Raw -38265.779878 + Penalty 509.965008 = -37755.814871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.364525 sec): 3 clusters Score: Raw -37888.602170 + Penalty 1051.873880 = -36836.728291 nChanged 289 SP:Iteration 1F (73.366071 sec): 3 clusters Score: Raw -38210.072208 + Penalty 1091.185977 = -37118.886232 nChanged 94 SP:Iteration 2F (73.367605 sec): 3 clusters Score: Raw -38314.737705 + Penalty 1113.007952 = -37201.729752 nChanged 40 SP:Iteration 3F (73.369115 sec): 3 clusters Score: Raw -38364.711939 + Penalty 1128.949358 = -37235.762582 nChanged 30 SP:Iteration 4Q (73.370605 sec): 3 clusters Score: Raw -38401.885339 + Penalty 1134.116437 = -37267.768902 nChanged 20 SP:Iteration 5Q (73.372136 sec): 3 clusters Score: Raw -38430.082766 + Penalty 1136.235174 = -37293.847592 nChanged 15 SP:Iteration 6Q (73.373662 sec): 3 clusters Score: Raw -38448.240809 + Penalty 1140.027244 = -37308.213565 nChanged 11 SP:Iteration 7Q (73.375123 sec): 3 clusters Score: Raw -38459.119895 + Penalty 1139.572894 = -37319.547001 nChanged 6 SP:Iteration 8Q (73.376582 sec): 3 clusters Score: Raw -38465.132047 + Penalty 1139.137069 = -37325.994977 nChanged 3 SP:Iteration 9Q (73.378149 sec): 3 clusters Score: Raw -38466.878557 + Penalty 1139.137069 = -37327.741488 nChanged 0 SP:Iteration 10F (73.379673 sec): 3 clusters Score: Raw -38466.878557 + Penalty 1139.137069 = -37327.741488 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 21 (387 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.382408 sec): 2 clusters Score: Raw -18843.476049 + Penalty 886.967915 = -17956.508134 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.383313 sec): 3 clusters Score: Raw -18786.054695 + Penalty 1777.502951 = -17008.551743 nChanged 79 SP:Iteration 1F (73.384206 sec): 3 clusters Score: Raw -18904.186306 + Penalty 1781.569037 = -17122.617269 nChanged 26 SP:Iteration 2F (73.385095 sec): 3 clusters Score: Raw -18953.269797 + Penalty 1782.393501 = -17170.876295 nChanged 12 SP:Iteration 3Q (73.385951 sec): 3 clusters Score: Raw -18972.616258 + Penalty 1782.495021 = -17190.121237 nChanged 9 SP:Iteration 4Q (73.386804 sec): 3 clusters Score: Raw -18988.074283 + Penalty 1783.133256 = -17204.941027 nChanged 4 SP:Iteration 5Q (73.387648 sec): 3 clusters Score: Raw -19001.284377 + Penalty 1782.975084 = -17218.309294 nChanged 1 SP:Iteration 6Q (73.388487 sec): 3 clusters Score: Raw -19004.957443 + Penalty 1782.975084 = -17221.982359 nChanged 0 SP:Iteration 7F (73.389373 sec): 3 clusters Score: Raw -19004.957443 + Penalty 1782.975084 = -17221.982359 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 25 (538 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.391729 sec): 2 clusters Score: Raw -25086.608887 + Penalty 647.269281 = -24439.339605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.392908 sec): 3 clusters Score: Raw -24885.162405 + Penalty 1295.570403 = -23589.592002 nChanged 157 SP:Iteration 1F (73.394083 sec): 3 clusters Score: Raw -25020.777763 + Penalty 1295.053279 = -23725.724484 nChanged 45 SP:Iteration 2F (73.395238 sec): 3 clusters Score: Raw -25069.194272 + Penalty 1294.689606 = -23774.504666 nChanged 28 SP:Iteration 3F (73.396394 sec): 3 clusters Score: Raw -25105.179448 + Penalty 1294.306768 = -23810.872680 nChanged 21 SP:Iteration 4Q (73.397533 sec): 3 clusters Score: Raw -25133.857834 + Penalty 1293.640532 = -23840.217302 nChanged 17 SP:Iteration 5Q (73.398663 sec): 3 clusters Score: Raw -25152.409384 + Penalty 1293.311479 = -23859.097905 nChanged 8 SP:Iteration 6Q (73.399813 sec): 3 clusters Score: Raw -25162.202337 + Penalty 1292.524930 = -23869.677407 nChanged 9 SP:Iteration 7Q (73.400937 sec): 3 clusters Score: Raw -25172.649298 + Penalty 1292.760297 = -23879.889000 nChanged 8 SP:Iteration 8Q (73.402057 sec): 3 clusters Score: Raw -25182.389052 + Penalty 1292.873993 = -23889.515059 nChanged 3 SP:Iteration 9Q (73.403211 sec): 3 clusters Score: Raw -25184.252077 + Penalty 1293.250573 = -23891.001504 nChanged 2 SP:Iteration 10F (73.404372 sec): 3 clusters Score: Raw -25184.890436 + Penalty 1293.250573 = -23891.639863 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 34 (281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.406183 sec): 2 clusters Score: Raw -13014.973963 + Penalty 382.255958 = -12632.718005 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.406932 sec): 3 clusters Score: Raw -12899.751717 + Penalty 760.722260 = -12139.029458 nChanged 86 SP:Iteration 1F (73.407664 sec): 3 clusters Score: Raw -12969.678127 + Penalty 764.674824 = -12205.003304 nChanged 31 SP:Iteration 2F (73.408396 sec): 3 clusters Score: Raw -12995.984368 + Penalty 766.649788 = -12229.334580 nChanged 12 SP:Iteration 3Q (73.409127 sec): 3 clusters Score: Raw -13004.888067 + Penalty 766.575484 = -12238.312583 nChanged 8 SP:Iteration 4Q (73.409817 sec): 3 clusters Score: Raw -13011.935082 + Penalty 765.821202 = -12246.113881 nChanged 6 SP:Iteration 5Q (73.410513 sec): 3 clusters Score: Raw -13019.038820 + Penalty 765.615321 = -12253.423499 nChanged 5 SP:Iteration 6Q (73.411205 sec): 3 clusters Score: Raw -13026.938952 + Penalty 765.031360 = -12261.907593 nChanged 2 SP:Iteration 7Q (73.411888 sec): 3 clusters Score: Raw -13029.344163 + Penalty 765.031360 = -12264.312803 nChanged 0 SP:Iteration 8F (73.412593 sec): 3 clusters Score: Raw -13029.344163 + Penalty 765.031360 = -12264.312803 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 35 (411 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.414660 sec): 2 clusters Score: Raw -22834.607938 + Penalty 782.445327 = -22052.162611 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.415627 sec): 3 clusters Score: Raw -22714.181846 + Penalty 1565.707725 = -21148.474121 nChanged 92 SP:Iteration 1F (73.416566 sec): 3 clusters Score: Raw -22813.935538 + Penalty 1565.349473 = -21248.586065 nChanged 25 SP:Iteration 2F (73.417499 sec): 3 clusters Score: Raw -22843.374201 + Penalty 1564.643599 = -21278.730602 nChanged 20 SP:Iteration 3Q (73.418416 sec): 3 clusters Score: Raw -22868.823277 + Penalty 1563.513315 = -21305.309962 nChanged 17 SP:Iteration 4Q (73.419329 sec): 3 clusters Score: Raw -22904.974702 + Penalty 1561.335748 = -21343.638954 nChanged 19 SP:Iteration 5Q (73.420237 sec): 3 clusters Score: Raw -22947.900139 + Penalty 1556.254275 = -21391.645864 nChanged 24 SP:Iteration 6F (73.421166 sec): 3 clusters Score: Raw -23004.623568 + Penalty 1551.855532 = -21452.768036 nChanged 18 SP:Iteration 7Q (73.422065 sec): 3 clusters Score: Raw -23040.776175 + Penalty 1549.990055 = -21490.786121 nChanged 12 SP:Iteration 8Q (73.422950 sec): 3 clusters Score: Raw -23066.678786 + Penalty 1548.486225 = -21518.192561 nChanged 8 SP:Iteration 9Q (73.423830 sec): 3 clusters Score: Raw -23082.195739 + Penalty 1548.593046 = -21533.602693 nChanged 4 SP:Iteration 10F (73.424835 sec): 3 clusters Score: Raw -23087.642059 + Penalty 1547.811742 = -21539.830317 nChanged 2 SP:Iteration 11Q (73.425778 sec): 3 clusters Score: Raw -23088.722742 + Penalty 1547.811742 = -21540.911000 nChanged 0 SP:Iteration 12F (73.426778 sec): 3 clusters Score: Raw -23088.722742 + Penalty 1547.811742 = -21540.911000 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 36 (351 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.428717 sec): 2 clusters Score: Raw -16883.447291 + Penalty 858.568293 = -16024.878997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.429615 sec): 3 clusters Score: Raw -16845.500991 + Penalty 1717.068602 = -15128.432389 nChanged 67 SP:Iteration 1F (73.430498 sec): 3 clusters Score: Raw -16969.544282 + Penalty 1717.337987 = -15252.206295 nChanged 24 SP:Iteration 2F (73.431382 sec): 3 clusters Score: Raw -17011.516810 + Penalty 1717.682378 = -15293.834432 nChanged 9 SP:Iteration 3Q (73.432228 sec): 3 clusters Score: Raw -17029.849464 + Penalty 1718.520499 = -15311.328965 nChanged 10 SP:Iteration 4Q (73.433068 sec): 3 clusters Score: Raw -17071.673096 + Penalty 1720.405024 = -15351.268071 nChanged 16 SP:Iteration 5Q (73.433897 sec): 3 clusters Score: Raw -17144.942437 + Penalty 1724.096598 = -15420.845840 nChanged 14 SP:Iteration 6Q (73.434717 sec): 3 clusters Score: Raw -17187.087818 + Penalty 1725.250205 = -15461.837613 nChanged 7 SP:Iteration 7Q (73.435526 sec): 3 clusters Score: Raw -17216.151701 + Penalty 1725.664825 = -15490.486876 nChanged 6 SP:Iteration 8Q (73.436335 sec): 3 clusters Score: Raw -17236.382932 + Penalty 1725.613354 = -15510.769578 nChanged 4 SP:Iteration 9Q (73.437147 sec): 3 clusters Score: Raw -17245.342619 + Penalty 1726.422808 = -15518.919811 nChanged 4 SP:Iteration 10F (73.438058 sec): 3 clusters Score: Raw -17253.538182 + Penalty 1726.459905 = -15527.078277 nChanged 2 SP:Iteration 11Q (73.438866 sec): 3 clusters Score: Raw -17258.948974 + Penalty 1726.114853 = -15532.834121 nChanged 1 SP:Iteration 12Q (73.439673 sec): 3 clusters Score: Raw -17260.424684 + Penalty 1726.114853 = -15534.309831 nChanged 0 SP:Iteration 13F (73.440543 sec): 3 clusters Score: Raw -17260.424684 + Penalty 1726.114853 = -15534.309831 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 37 (763 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.444147 sec): 2 clusters Score: Raw -43464.716742 + Penalty 812.986856 = -42651.729886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.445867 sec): 3 clusters Score: Raw -43154.222271 + Penalty 1626.159151 = -41528.063119 nChanged 237 SP:Iteration 1F (73.447559 sec): 3 clusters Score: Raw -43334.067079 + Penalty 1627.306584 = -41706.760494 nChanged 56 SP:Iteration 2F (73.449196 sec): 3 clusters Score: Raw -43381.929965 + Penalty 1627.401960 = -41754.528006 nChanged 35 SP:Iteration 3Q (73.450818 sec): 3 clusters Score: Raw -43408.975422 + Penalty 1626.883592 = -41782.091830 nChanged 18 SP:Iteration 4Q (73.452431 sec): 3 clusters Score: Raw -43422.871064 + Penalty 1627.572052 = -41795.299012 nChanged 15 SP:Iteration 5Q (73.454123 sec): 3 clusters Score: Raw -43434.322343 + Penalty 1628.159352 = -41806.162992 nChanged 13 SP:Iteration 6Q (73.455809 sec): 3 clusters Score: Raw -43444.991828 + Penalty 1629.012970 = -41815.978858 nChanged 8 SP:Iteration 7Q (73.457371 sec): 3 clusters Score: Raw -43449.825456 + Penalty 1630.203089 = -41819.622367 nChanged 5 SP:Iteration 8Q (73.458995 sec): 3 clusters Score: Raw -43453.798343 + Penalty 1631.798708 = -41821.999635 nChanged 8 SP:Iteration 9Q (73.460558 sec): 3 clusters Score: Raw -43458.492350 + Penalty 1632.190928 = -41826.301422 nChanged 5 SP:Iteration 10F (73.462132 sec): 3 clusters Score: Raw -43461.864819 + Penalty 1632.215920 = -41829.648899 nChanged 5 SP:Iteration 11Q (73.463672 sec): 3 clusters Score: Raw -43464.412333 + Penalty 1632.190149 = -41832.222184 nChanged 1 SP:Iteration 12Q (73.465191 sec): 3 clusters Score: Raw -43464.990533 + Penalty 1632.190149 = -41832.800384 nChanged 0 SP:Iteration 13F (73.466726 sec): 3 clusters Score: Raw -43464.990533 + Penalty 1632.190149 = -41832.800384 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 41 (317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.469763 sec): 2 clusters Score: Raw -11866.783622 + Penalty 888.723777 = -10978.059845 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.470545 sec): 3 clusters Score: Raw -11911.522872 + Penalty 1775.834288 = -10135.688583 nChanged 53 SP:Iteration 1F (73.471339 sec): 3 clusters Score: Raw -12019.321663 + Penalty 1775.464768 = -10243.856895 nChanged 10 SP:Iteration 2Q (73.472074 sec): 3 clusters Score: Raw -12037.643761 + Penalty 1774.393789 = -10263.249972 nChanged 8 SP:Iteration 3Q (73.472807 sec): 3 clusters Score: Raw -12058.005594 + Penalty 1773.920421 = -10284.085174 nChanged 6 SP:Iteration 4Q (73.473532 sec): 3 clusters Score: Raw -12071.176357 + Penalty 1774.638246 = -10296.538110 nChanged 2 SP:Iteration 5Q (73.474252 sec): 3 clusters Score: Raw -12086.213031 + Penalty 1774.411304 = -10311.801727 nChanged 2 SP:Iteration 6Q (73.474967 sec): 3 clusters Score: Raw -12092.634381 + Penalty 1773.936519 = -10318.697862 nChanged 2 SP:Iteration 7Q (73.475682 sec): 3 clusters Score: Raw -12097.184268 + Penalty 1773.884001 = -10323.300267 nChanged 2 SP:Iteration 8Q (73.476415 sec): 3 clusters Score: Raw -12103.515364 + Penalty 1773.840009 = -10329.675355 nChanged 3 SP:Iteration 9Q (73.478198 sec): 3 clusters Score: Raw -12109.680306 + Penalty 1773.316058 = -10336.364247 nChanged 2 SP:Iteration 10F (73.479890 sec): 3 clusters Score: Raw -12114.067564 + Penalty 1773.316058 = -10340.751505 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 43 (672 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.486515 sec): 2 clusters Score: Raw -38082.434344 + Penalty 928.830478 = -37153.603866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.488530 sec): 3 clusters Score: Raw -37858.241532 + Penalty 1856.915330 = -36001.326202 nChanged 174 SP:Iteration 1F (73.490158 sec): 3 clusters Score: Raw -38020.000979 + Penalty 1857.709857 = -36162.291121 nChanged 58 SP:Iteration 2F (73.491497 sec): 3 clusters Score: Raw -38099.016466 + Penalty 1859.080085 = -36239.936380 nChanged 37 SP:Iteration 3F (73.492840 sec): 3 clusters Score: Raw -38143.699417 + Penalty 1860.116042 = -36283.583376 nChanged 20 SP:Iteration 4Q (73.494170 sec): 3 clusters Score: Raw -38179.598632 + Penalty 1862.841053 = -36316.757579 nChanged 16 SP:Iteration 5Q (73.495514 sec): 3 clusters Score: Raw -38204.232978 + Penalty 1864.799327 = -36339.433651 nChanged 16 SP:Iteration 6Q (73.496857 sec): 3 clusters Score: Raw -38223.007298 + Penalty 1865.426850 = -36357.580448 nChanged 8 SP:Iteration 7Q (73.498185 sec): 3 clusters Score: Raw -38235.770047 + Penalty 1866.257952 = -36369.512095 nChanged 4 SP:Iteration 8Q (73.499512 sec): 3 clusters Score: Raw -38241.035495 + Penalty 1866.554596 = -36374.480899 nChanged 1 SP:Iteration 9Q (73.500830 sec): 3 clusters Score: Raw -38243.299817 + Penalty 1866.839899 = -36376.459918 nChanged 3 SP:Iteration 10F (73.502191 sec): 3 clusters Score: Raw -38246.176571 + Penalty 1867.349450 = -36378.827121 nChanged 1 SP:Iteration 11Q (73.503514 sec): 3 clusters Score: Raw -38247.706583 + Penalty 1867.212221 = -36380.494362 nChanged 1 SP:Iteration 12Q (73.504904 sec): 3 clusters Score: Raw -38248.491165 + Penalty 1867.212221 = -36381.278944 nChanged 0 SP:Iteration 13F (73.506245 sec): 3 clusters Score: Raw -38248.491165 + Penalty 1867.212221 = -36381.278944 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 48 (606 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.510230 sec): 2 clusters Score: Raw -28933.033013 + Penalty 268.340414 = -28664.692598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.511516 sec): 3 clusters Score: Raw -28591.300800 + Penalty 554.005944 = -28037.294856 nChanged 233 SP:Iteration 1F (73.512770 sec): 3 clusters Score: Raw -28788.884330 + Penalty 580.189894 = -28208.694436 nChanged 84 SP:Iteration 2F (73.514029 sec): 3 clusters Score: Raw -28861.230993 + Penalty 608.395076 = -28252.835917 nChanged 32 SP:Iteration 3F (73.515278 sec): 3 clusters Score: Raw -28891.893428 + Penalty 637.025962 = -28254.867466 nChanged 23 SP:Iteration 4Q (73.516531 sec): 3 clusters Score: Raw -28916.472979 + Penalty 686.051676 = -28230.421304 nChanged 19 SP:Iteration 5F (73.517801 sec): 3 clusters Score: Raw -28940.285468 + Penalty 740.594556 = -28199.690913 nChanged 16 SP:Iteration 6F (73.519049 sec): 3 clusters Score: Raw -28961.238161 + Penalty 772.983136 = -28188.255025 nChanged 11 SP:Iteration 7F (73.520309 sec): 3 clusters Score: Raw -28976.836025 + Penalty 792.260856 = -28184.575169 nChanged 5 SP:Iteration 8F (73.521573 sec): 3 clusters Score: Raw -28984.937113 + Penalty 803.932365 = -28181.004748 nChanged 2 SP:Iteration 9F (73.522846 sec): 3 clusters Score: Raw -28986.990522 + Penalty 807.171597 = -28179.818924 nChanged 1 SP:Iteration 10F (73.524100 sec): 3 clusters Score: Raw -28987.851898 + Penalty 812.284622 = -28175.567276 nChanged 1 SP:Iteration 11F (73.525350 sec): 3 clusters Score: Raw -28988.836300 + Penalty 814.229726 = -28174.606575 nChanged 2 SP:Iteration 12F (73.526604 sec): 3 clusters Score: Raw -28990.577651 + Penalty 818.316359 = -28172.261292 nChanged 1 SP:Iteration 13F (73.527867 sec): 3 clusters Score: Raw -28992.910961 + Penalty 829.115014 = -28163.795948 nChanged 3 SP:Iteration 14F (73.529126 sec): 3 clusters Score: Raw -28999.639853 + Penalty 856.630646 = -28143.009207 nChanged 5 SP:Iteration 15F (73.530424 sec): 3 clusters Score: Raw -29008.037988 + Penalty 863.840004 = -28144.197985 nChanged 4 SP:Iteration 16Q (73.531533 sec): 3 clusters Score: Raw -29012.972924 + Penalty 869.824051 = -28143.148873 nChanged 2 SP:Iteration 17F (73.532780 sec): 3 clusters Score: Raw -29017.106892 + Penalty 874.712946 = -28142.393946 nChanged 2 SP:Iteration 18F (73.534030 sec): 3 clusters Score: Raw -29023.303313 + Penalty 874.172428 = -28149.130884 nChanged 1 SP:Iteration 19Q (73.535104 sec): 3 clusters Score: Raw -29024.476255 + Penalty 882.117846 = -28142.358408 nChanged 2 SP:Iteration 20F (73.536353 sec): 3 clusters Score: Raw -29027.670895 + Penalty 888.262998 = -28139.407897 nChanged 1 SP:Iteration 21F (73.537604 sec): 3 clusters Score: Raw -29028.324838 + Penalty 888.262998 = -28140.061840 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 50 (185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.538632 sec): 2 clusters Score: Raw -8256.146808 + Penalty 121.271039 = -8134.875770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.539167 sec): 3 clusters Score: Raw -8194.430994 + Penalty 282.458596 = -7911.972398 nChanged 62 SP:Iteration 1F (73.539694 sec): 3 clusters Score: Raw -8277.444575 + Penalty 303.659148 = -7973.785427 nChanged 22 SP:Iteration 2F (73.540218 sec): 3 clusters Score: Raw -8303.405289 + Penalty 320.735625 = -7982.669664 nChanged 6 SP:Iteration 3Q (73.540736 sec): 3 clusters Score: Raw -8310.824178 + Penalty 322.219311 = -7988.604868 nChanged 1 SP:Iteration 4Q (73.541243 sec): 3 clusters Score: Raw -8311.675356 + Penalty 317.319519 = -7994.355837 nChanged 1 SP:Iteration 5Q (73.541751 sec): 3 clusters Score: Raw -8312.377720 + Penalty 317.319519 = -7995.058202 nChanged 0 SP:Iteration 6F (73.542273 sec): 3 clusters Score: Raw -8312.377720 + Penalty 317.319519 = -7995.058202 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 59 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.543211 sec): 2 clusters Score: Raw -7033.379805 + Penalty 388.933225 = -6644.446581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.543760 sec): 3 clusters Score: Raw -7033.780917 + Penalty 783.878983 = -6249.901934 nChanged 37 SP:Iteration 1F (73.544289 sec): 3 clusters Score: Raw -7091.911651 + Penalty 785.956982 = -6305.954669 nChanged 10 SP:Iteration 2F (73.544816 sec): 3 clusters Score: Raw -7121.791179 + Penalty 787.658456 = -6334.132723 nChanged 6 SP:Iteration 3Q (73.545319 sec): 3 clusters Score: Raw -7137.284932 + Penalty 792.311701 = -6344.973231 nChanged 6 SP:Iteration 4Q (73.545817 sec): 3 clusters Score: Raw -7151.240882 + Penalty 791.060734 = -6360.180148 nChanged 1 SP:Iteration 5Q (73.546303 sec): 3 clusters Score: Raw -7151.832025 + Penalty 791.060734 = -6360.771291 nChanged 0 SP:Iteration 6F (73.546837 sec): 3 clusters Score: Raw -7151.832025 + Penalty 791.060734 = -6360.771291 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 221 (105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.547846 sec): 2 clusters Score: Raw -3900.766863 + Penalty 267.392241 = -3633.374622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.548249 sec): 3 clusters Score: Raw -3949.428394 + Penalty 531.003057 = -3418.425337 nChanged 18 SP:Iteration 1F (73.548634 sec): 3 clusters Score: Raw -3979.274452 + Penalty 529.698746 = -3449.575705 nChanged 5 SP:Iteration 2Q (73.549035 sec): 3 clusters Score: Raw -3984.240070 + Penalty 529.698746 = -3454.541323 nChanged 0 SP:Iteration 3F (73.549429 sec): 3 clusters Score: Raw -3984.240070 + Penalty 529.698746 = -3454.541323 nChanged 0 Time taken for this iteration:72.791706 seconds. 300->24 Clusters: Score -1271022.163385, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 206 (time per iteration =357.198597 ms) Total iterations: 1873 (time per iteration =39.286124 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 4456546875.000000 (time per metric unit =16.511194ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 111413671875.000000 (time per metric unit=660.447769ps) That took 73.582911 seconds. FileBase PeterP-2013-10-10_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 0.21 and 0.32 GB of RAM. Memory request: 0.11 GB would take us to total of 0.11 GB. ---------------------------------------------------------- Loaded 22738 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 22738 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 169 (3 points): Lose 36.119672 but Gain 1584.250386 Iteration 0F (3.097988 sec): 232 clusters Score: Raw -1038579.042645 + Penalty 242208.115445 = -796370.927200 nChanged 5177 Deleting Class 207 (3 points): Lose 48.041935 but Gain 1539.345991 Iteration 1F (5.542768 sec): 227 clusters Score: Raw -1048393.219834 + Penalty 238546.581007 = -809846.638827 nChanged 1834 Deleting Class 181 (1 points): Lose 9.605213 but Gain 1491.117384 Iteration 2F (7.872960 sec): 224 clusters Score: Raw -1052860.851661 + Penalty 236583.951279 = -816276.900383 nChanged 1545 Deleting Class 231 (1 points): Lose 21.242139 but Gain 1500.655311 Iteration 3F (10.214409 sec): 222 clusters Score: Raw -1055416.000492 + Penalty 235773.917345 = -819642.083147 nChanged 1405 Deleting Class 215 (4 points): Lose 70.465934 but Gain 1548.829746 Iteration 4F (12.552881 sec): 221 clusters Score: Raw -1057326.868353 + Penalty 234030.463623 = -823296.404730 nChanged 1218 Deleting Class 35 (1 points): Lose 3.573482 but Gain 1478.161773 Iteration 5F (14.878824 sec): 219 clusters Score: Raw -1058921.641507 + Penalty 232924.904402 = -825996.737105 nChanged 986 Deleting Class 222 (1 points): Lose 2.012749 but Gain 1470.288505 Iteration 6Q (15.127399 sec): 218 clusters Score: Raw -1059968.096460 + Penalty 231688.041198 = -828280.055262 nChanged 763 Deleting Class 202 (5 points): Lose 85.651507 but Gain 1535.900878 Iteration 7Q (15.348945 sec): 217 clusters Score: Raw -1060488.178370 + Penalty 230346.061724 = -830142.116646 nChanged 542 Deleting Class 149 (3 points): Lose 17.250021 but Gain 1460.603040 Iteration 8Q (15.551216 sec): 216 clusters Score: Raw -1060846.235629 + Penalty 229042.045021 = -831804.190608 nChanged 411 Deleting Class 140 (1 points): Lose 1.669631 but Gain 1438.982847 Iteration 9Q (15.728517 sec): 215 clusters Score: Raw -1061101.926256 + Penalty 227836.869131 = -833265.057125 nChanged 330 Deleting Class 197 (2 points): Lose 38.839601 but Gain 1474.761469 Iteration 10F (18.036490 sec): 214 clusters Score: Raw -1061268.112041 + Penalty 226705.834256 = -834562.277785 nChanged 278 Deleting Class 95 (8 points): Lose 156.605136 but Gain 1577.241520 Iteration 11Q (18.199692 sec): 213 clusters Score: Raw -1061348.122302 + Penalty 225376.868569 = -835971.253733 nChanged 254 Deleting Class 206 (3 points): Lose 41.578175 but Gain 1461.469592 Iteration 12Q (18.358130 sec): 212 clusters Score: Raw -1061532.859107 + Penalty 224034.430833 = -837498.428274 nChanged 205 Deleting Class 232 (1 points): Lose 1.187934 but Gain 1404.359506 Iteration 13Q (18.510715 sec): 211 clusters Score: Raw -1061701.679785 + Penalty 222665.861221 = -839035.818564 nChanged 151 Deleting Class 175 (2 points): Lose 25.175302 but Gain 1409.068117 Iteration 14Q (18.657291 sec): 210 clusters Score: Raw -1061811.076622 + Penalty 221313.146209 = -840497.930412 nChanged 130 Deleting Class 208 (2 points): Lose 44.288575 but Gain 1417.063294 Iteration 15Q (18.798209 sec): 209 clusters Score: Raw -1061885.755421 + Penalty 219899.582363 = -841986.173058 nChanged 128 Deleting Class 230 (1 points): Lose 13.693620 but Gain 1377.024810 Iteration 16Q (18.938497 sec): 208 clusters Score: Raw -1061961.282315 + Penalty 218530.144386 = -843431.137928 nChanged 129 Deleting Class 195 (2 points): Lose 24.760077 but Gain 1385.651383 Iteration 17Q (19.078383 sec): 207 clusters Score: Raw -1062026.019656 + Penalty 217203.392156 = -844822.627499 nChanged 125 Deleting Class 44 (3 points): Lose 25.300001 but Gain 1384.907929 Iteration 18Q (19.218092 sec): 206 clusters Score: Raw -1062080.578597 + Penalty 215846.005575 = -846234.573022 nChanged 111 Deleting Class 163 (8 points): Lose 92.941372 but Gain 1448.684073 Iteration 19Q (19.355898 sec): 205 clusters Score: Raw -1062064.800822 + Penalty 214535.413284 = -847529.387537 nChanged 101 Writing temp clu file Memory request: 0.11 GB would take us to total of 0.21 GB. Compute initial score before splitting: Score: Raw -1062064.800822 + Penalty 214535.413284 = -847529.387537Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 1 (555 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.437255 sec): 2 clusters Score: Raw -29052.461299 + Penalty 981.553580 = -28070.907719 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.438455 sec): 3 clusters Score: Raw -28957.255831 + Penalty 1963.447248 = -26993.808583 nChanged 144 SP:Iteration 1F (19.439610 sec): 3 clusters Score: Raw -29182.596866 + Penalty 1965.602286 = -27216.994580 nChanged 48 SP:Iteration 2F (19.440762 sec): 3 clusters Score: Raw -29274.114668 + Penalty 1967.474542 = -27306.640126 nChanged 30 SP:Iteration 3F (19.441914 sec): 3 clusters Score: Raw -29355.189741 + Penalty 1971.296469 = -27383.893272 nChanged 26 SP:Iteration 4Q (19.443016 sec): 3 clusters Score: Raw -29408.438744 + Penalty 1973.099517 = -27435.339227 nChanged 16 SP:Iteration 5Q (19.444099 sec): 3 clusters Score: Raw -29437.014796 + Penalty 1974.456142 = -27462.558654 nChanged 12 SP:Iteration 6Q (19.445164 sec): 3 clusters Score: Raw -29467.772650 + Penalty 1974.815821 = -27492.956829 nChanged 9 SP:Iteration 7Q (19.446213 sec): 3 clusters Score: Raw -29486.411220 + Penalty 1974.618024 = -27511.793196 nChanged 5 SP:Iteration 8Q (19.447255 sec): 3 clusters Score: Raw -29514.929430 + Penalty 1973.753177 = -27541.176252 nChanged 12 SP:Iteration 9Q (19.448296 sec): 3 clusters Score: Raw -29557.077214 + Penalty 1973.108717 = -27583.968496 nChanged 7 SP:Iteration 10F (19.449445 sec): 3 clusters Score: Raw -29578.672826 + Penalty 1972.546243 = -27606.126583 nChanged 5 SP:Iteration 11Q (19.450476 sec): 3 clusters Score: Raw -29587.325504 + Penalty 1971.937626 = -27615.387878 nChanged 2 SP:Iteration 12Q (19.451506 sec): 3 clusters Score: Raw -29592.448078 + Penalty 1971.407723 = -27621.040355 nChanged 2 SP:Iteration 13Q (19.452534 sec): 3 clusters Score: Raw -29600.191074 + Penalty 1970.750996 = -27629.440078 nChanged 2 SP:Iteration 14Q (19.453562 sec): 3 clusters Score: Raw -29604.524055 + Penalty 1970.198938 = -27634.325116 nChanged 2 SP:Iteration 15Q (19.454607 sec): 3 clusters Score: Raw -29611.385713 + Penalty 1969.854451 = -27641.531262 nChanged 5 SP:Iteration 16Q (19.455641 sec): 3 clusters Score: Raw -29629.932188 + Penalty 1969.396786 = -27660.535402 nChanged 2 SP:Iteration 17Q (19.456663 sec): 3 clusters Score: Raw -29636.782866 + Penalty 1969.249335 = -27667.533530 nChanged 2 SP:Iteration 18Q (19.457704 sec): 3 clusters Score: Raw -29639.959900 + Penalty 1969.197226 = -27670.762674 nChanged 2 SP:Iteration 19Q (19.458773 sec): 3 clusters Score: Raw -29643.872696 + Penalty 1968.962272 = -27674.910424 nChanged 1 SP:Iteration 20F (19.459924 sec): 3 clusters Score: Raw -29645.165596 + Penalty 1968.771914 = -27676.393682 nChanged 2 SP:Iteration 21Q (19.460951 sec): 3 clusters Score: Raw -29651.861818 + Penalty 1968.694480 = -27683.167338 nChanged 1 SP:Iteration 22Q (19.461974 sec): 3 clusters Score: Raw -29653.016739 + Penalty 1968.457610 = -27684.559130 nChanged 1 SP:Iteration 23Q (19.463001 sec): 3 clusters Score: Raw -29654.876305 + Penalty 1968.297601 = -27686.578703 nChanged 1 SP:Iteration 24Q (19.464025 sec): 3 clusters Score: Raw -29656.079566 + Penalty 1968.297601 = -27687.781965 nChanged 0 SP:Iteration 25F (19.465193 sec): 3 clusters Score: Raw -29656.079566 + Penalty 1968.297601 = -27687.781965 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 2 (1717 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.473467 sec): 2 clusters Score: Raw -87962.655275 + Penalty 208.141118 = -87754.514158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.476671 sec): 3 clusters Score: Raw -86858.253603 + Penalty 416.595266 = -86441.658337 nChanged 763 SP:Iteration 1F (19.479785 sec): 3 clusters Score: Raw -87382.922888 + Penalty 417.568851 = -86965.354037 nChanged 212 SP:Iteration 2F (19.482901 sec): 3 clusters Score: Raw -87595.093329 + Penalty 418.558017 = -87176.535312 nChanged 153 SP:Iteration 3F (19.486035 sec): 3 clusters Score: Raw -87691.767390 + Penalty 420.450799 = -87271.316591 nChanged 65 SP:Iteration 4Q (19.489100 sec): 3 clusters Score: Raw -87707.434242 + Penalty 422.125705 = -87285.308537 nChanged 33 SP:Iteration 5Q (19.492128 sec): 3 clusters Score: Raw -87713.720766 + Penalty 423.699936 = -87290.020830 nChanged 23 SP:Iteration 6Q (19.495148 sec): 3 clusters Score: Raw -87717.067654 + Penalty 424.692015 = -87292.375639 nChanged 14 SP:Iteration 7Q (19.498257 sec): 3 clusters Score: Raw -87719.451763 + Penalty 425.827156 = -87293.624607 nChanged 16 SP:Iteration 8Q (19.501345 sec): 3 clusters Score: Raw -87723.065986 + Penalty 426.974336 = -87296.091649 nChanged 15 SP:Iteration 9Q (19.504543 sec): 3 clusters Score: Raw -87725.853162 + Penalty 427.659127 = -87298.194035 nChanged 9 SP:Iteration 10F (19.507867 sec): 3 clusters Score: Raw -87726.908456 + Penalty 428.091539 = -87298.816918 nChanged 6 SP:Iteration 11Q (19.510938 sec): 3 clusters Score: Raw -87727.467553 + Penalty 428.738438 = -87298.729115 nChanged 4 SP:Iteration 12F (19.514439 sec): 3 clusters Score: Raw -87727.646188 + Penalty 429.112099 = -87298.534089 nChanged 3 SP:Iteration 13F (19.517661 sec): 3 clusters Score: Raw -87727.785853 + Penalty 429.124219 = -87298.661634 nChanged 4 SP:Iteration 14Q (19.520746 sec): 3 clusters Score: Raw -87728.063257 + Penalty 429.678770 = -87298.384488 nChanged 5 SP:Iteration 15F (19.523858 sec): 3 clusters Score: Raw -87728.433188 + Penalty 430.223326 = -87298.209862 nChanged 7 SP:Iteration 16F (19.526965 sec): 3 clusters Score: Raw -87728.964963 + Penalty 430.672480 = -87298.292483 nChanged 5 SP:Iteration 17Q (19.529979 sec): 3 clusters Score: Raw -87729.613685 + Penalty 431.305594 = -87298.308091 nChanged 7 SP:Iteration 18Q (19.532976 sec): 3 clusters Score: Raw -87730.644304 + Penalty 431.664687 = -87298.979618 nChanged 7 SP:Iteration 19Q (19.535983 sec): 3 clusters Score: Raw -87732.193429 + Penalty 432.672452 = -87299.520977 nChanged 14 SP:Iteration 20F (19.539265 sec): 3 clusters Score: Raw -87735.346154 + Penalty 434.088387 = -87301.257767 nChanged 13 SP:Iteration 21Q (19.542259 sec): 3 clusters Score: Raw -87738.702629 + Penalty 435.959728 = -87302.742902 nChanged 18 SP:Iteration 22Q (19.545354 sec): 3 clusters Score: Raw -87743.426591 + Penalty 437.537005 = -87305.889586 nChanged 18 SP:Iteration 23Q (19.548394 sec): 3 clusters Score: Raw -87748.627252 + Penalty 439.224994 = -87309.402259 nChanged 24 SP:Iteration 24Q (19.551427 sec): 3 clusters Score: Raw -87756.842084 + Penalty 440.942223 = -87315.899861 nChanged 26 SP:Iteration 25Q (19.554399 sec): 3 clusters Score: Raw -87765.851681 + Penalty 443.261547 = -87322.590134 nChanged 37 SP:Iteration 26Q (19.557330 sec): 3 clusters Score: Raw -87783.521784 + Penalty 444.211017 = -87339.310767 nChanged 37 SP:Iteration 27Q (19.560229 sec): 3 clusters Score: Raw -87801.096423 + Penalty 446.109774 = -87354.986648 nChanged 36 SP:Iteration 28Q (19.563112 sec): 3 clusters Score: Raw -87818.688356 + Penalty 450.137241 = -87368.551115 nChanged 30 SP:Iteration 29Q (19.565954 sec): 3 clusters Score: Raw -87834.452225 + Penalty 453.411652 = -87381.040573 nChanged 25 SP:Iteration 30F (19.569172 sec): 3 clusters Score: Raw -87843.549532 + Penalty 456.017869 = -87387.531663 nChanged 17 SP:Iteration 31Q (19.572151 sec): 3 clusters Score: Raw -87850.074614 + Penalty 455.037385 = -87395.037229 nChanged 16 SP:Iteration 32Q (19.574954 sec): 3 clusters Score: Raw -87856.219464 + Penalty 454.058460 = -87402.161005 nChanged 18 SP:Iteration 33Q (19.577706 sec): 3 clusters Score: Raw -87863.536524 + Penalty 453.086474 = -87410.450050 nChanged 19 SP:Iteration 34Q (19.580452 sec): 3 clusters Score: Raw -87873.993372 + Penalty 451.409910 = -87422.583461 nChanged 14 SP:Iteration 35Q (19.583188 sec): 3 clusters Score: Raw -87880.068129 + Penalty 455.211243 = -87424.856886 nChanged 13 SP:Iteration 36Q (19.586017 sec): 3 clusters Score: Raw -87885.782274 + Penalty 460.172400 = -87425.609875 nChanged 16 SP:Iteration 37Q (19.588719 sec): 3 clusters Score: Raw -87890.745902 + Penalty 462.010827 = -87428.735075 nChanged 10 SP:Iteration 38Q (19.591382 sec): 3 clusters Score: Raw -87894.519308 + Penalty 465.785118 = -87428.734189 nChanged 13 SP:Iteration 39F (19.594482 sec): 3 clusters Score: Raw -87898.812152 + Penalty 469.985449 = -87428.826704 nChanged 10 SP:Iteration 40F (19.597577 sec): 3 clusters Score: Raw -87902.799678 + Penalty 471.345682 = -87431.453996 nChanged 13 SP:Iteration 41Q (19.600193 sec): 3 clusters Score: Raw -87908.306303 + Penalty 472.965392 = -87435.340911 nChanged 12 SP:Iteration 42Q (19.602822 sec): 3 clusters Score: Raw -87912.927226 + Penalty 473.896784 = -87439.030442 nChanged 9 SP:Iteration 43Q (19.605444 sec): 3 clusters Score: Raw -87914.515310 + Penalty 473.014878 = -87441.500432 nChanged 6 SP:Iteration 44Q (19.608047 sec): 3 clusters Score: Raw -87915.285416 + Penalty 475.878332 = -87439.407083 nChanged 7 SP:Iteration 45F (19.611141 sec): 3 clusters Score: Raw -87917.617289 + Penalty 480.898677 = -87436.718612 nChanged 10 SP:Iteration 46F (19.614473 sec): 3 clusters Score: Raw -87920.753373 + Penalty 487.716477 = -87433.036896 nChanged 10 SP:Iteration 47F (19.617600 sec): 3 clusters Score: Raw -87924.852554 + Penalty 499.892056 = -87424.960498 nChanged 11 SP:Iteration 48F (19.620702 sec): 3 clusters Score: Raw -87928.723119 + Penalty 499.085736 = -87429.637383 nChanged 10 SP:Iteration 49Q (19.623285 sec): 3 clusters Score: Raw -87933.676120 + Penalty 512.964653 = -87420.711467 nChanged 13 SP:Iteration 50F (19.626402 sec): 3 clusters Score: Raw -87942.264061 + Penalty 531.506740 = -87410.757322 nChanged 16 SP:Iteration 51F (19.629501 sec): 3 clusters Score: Raw -87953.431747 + Penalty 578.697896 = -87374.733850 nChanged 11 SP:Iteration 52F (19.632597 sec): 3 clusters Score: Raw -87965.410958 + Penalty 655.667276 = -87309.743682 nChanged 9 SP:Iteration 53F (19.635774 sec): 3 clusters Score: Raw -87979.780227 + Penalty 681.342988 = -87298.437239 nChanged 4 SP:Iteration 54F (19.638948 sec): 3 clusters Score: Raw -87990.165495 + Penalty 697.191106 = -87292.974389 nChanged 2 SP:Iteration 55F (19.642108 sec): 3 clusters Score: Raw -87994.179302 + Penalty 707.528928 = -87286.650375 nChanged 1 SP:Iteration 56F (19.645265 sec): 3 clusters Score: Raw -87995.746114 + Penalty 716.947592 = -87278.798522 nChanged 1 SP:Iteration 57F (19.648647 sec): 3 clusters Score: Raw -87995.858040 + Penalty 716.947592 = -87278.910449 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 3 (158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.649633 sec): 2 clusters Score: Raw -7936.787084 + Penalty 311.490993 = -7625.296091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.650123 sec): 3 clusters Score: Raw -7870.029362 + Penalty 636.300261 = -7233.729101 nChanged 34 SP:Iteration 1F (19.650603 sec): 3 clusters Score: Raw -7904.313094 + Penalty 640.068008 = -7264.245086 nChanged 18 SP:Iteration 2F (19.651082 sec): 3 clusters Score: Raw -7932.526125 + Penalty 637.534533 = -7294.991592 nChanged 5 SP:Iteration 3Q (19.651562 sec): 3 clusters Score: Raw -7944.010061 + Penalty 638.679948 = -7305.330113 nChanged 1 SP:Iteration 4Q (19.652048 sec): 3 clusters Score: Raw -7946.998821 + Penalty 640.847946 = -7306.150874 nChanged 1 SP:Iteration 5Q (19.652526 sec): 3 clusters Score: Raw -7947.994642 + Penalty 642.464248 = -7305.530393 nChanged 1 SP:Iteration 6F (19.653017 sec): 3 clusters Score: Raw -7948.482857 + Penalty 642.464248 = -7306.018609 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 4 (1952 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.662730 sec): 2 clusters Score: Raw -100035.178919 + Penalty 337.506250 = -99697.672668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.666318 sec): 3 clusters Score: Raw -98843.514223 + Penalty 672.040976 = -98171.473247 nChanged 826 SP:Iteration 1F (19.670167 sec): 3 clusters Score: Raw -99466.614426 + Penalty 662.769476 = -98803.844951 nChanged 256 SP:Iteration 2F (19.673868 sec): 3 clusters Score: Raw -99711.500182 + Penalty 653.915574 = -99057.584608 nChanged 153 SP:Iteration 3F (19.677397 sec): 3 clusters Score: Raw -99840.628875 + Penalty 648.883982 = -99191.744893 nChanged 85 SP:Iteration 4Q (19.680875 sec): 3 clusters Score: Raw -99911.143617 + Penalty 646.181795 = -99264.961821 nChanged 53 SP:Iteration 5Q (19.684306 sec): 3 clusters Score: Raw -99934.723219 + Penalty 643.421496 = -99291.301722 nChanged 34 SP:Iteration 6Q (19.687801 sec): 3 clusters Score: Raw -99949.614150 + Penalty 640.991230 = -99308.622920 nChanged 37 SP:Iteration 7Q (19.691243 sec): 3 clusters Score: Raw -99964.367408 + Penalty 640.861197 = -99323.506211 nChanged 36 SP:Iteration 8Q (19.694623 sec): 3 clusters Score: Raw -99971.934670 + Penalty 641.868093 = -99330.066577 nChanged 21 SP:Iteration 9Q (19.697970 sec): 3 clusters Score: Raw -99976.450355 + Penalty 642.686853 = -99333.763503 nChanged 16 SP:Iteration 10F (19.701521 sec): 3 clusters Score: Raw -99979.806837 + Penalty 643.864236 = -99335.942601 nChanged 17 SP:Iteration 11Q (19.704949 sec): 3 clusters Score: Raw -99983.196391 + Penalty 645.181079 = -99338.015312 nChanged 12 SP:Iteration 12Q (19.708286 sec): 3 clusters Score: Raw -99985.222373 + Penalty 646.332330 = -99338.890043 nChanged 10 SP:Iteration 13Q (19.711619 sec): 3 clusters Score: Raw -99987.094165 + Penalty 648.054106 = -99339.040059 nChanged 13 SP:Iteration 14Q (19.714978 sec): 3 clusters Score: Raw -99991.388629 + Penalty 649.494793 = -99341.893836 nChanged 15 SP:Iteration 15Q (19.718350 sec): 3 clusters Score: Raw -99995.014778 + Penalty 650.836886 = -99344.177892 nChanged 13 SP:Iteration 16Q (19.721971 sec): 3 clusters Score: Raw -99997.382590 + Penalty 651.714921 = -99345.667668 nChanged 10 SP:Iteration 17Q (19.725416 sec): 3 clusters Score: Raw -99999.230494 + Penalty 651.964225 = -99347.266269 nChanged 7 SP:Iteration 18Q (19.728815 sec): 3 clusters Score: Raw -99999.927845 + Penalty 652.550333 = -99347.377512 nChanged 8 SP:Iteration 19Q (19.732190 sec): 3 clusters Score: Raw -100000.717852 + Penalty 653.241754 = -99347.476098 nChanged 6 SP:Iteration 20F (19.735782 sec): 3 clusters Score: Raw -100001.485111 + Penalty 653.081909 = -99348.403201 nChanged 2 SP:Iteration 21Q (19.739177 sec): 3 clusters Score: Raw -100001.814534 + Penalty 652.976658 = -99348.837876 nChanged 1 SP:Iteration 22Q (19.742502 sec): 3 clusters Score: Raw -100001.861482 + Penalty 652.885471 = -99348.976011 nChanged 1 SP:Iteration 23Q (19.745870 sec): 3 clusters Score: Raw -100001.891327 + Penalty 652.885471 = -99349.005856 nChanged 0 SP:Iteration 24F (19.749393 sec): 3 clusters Score: Raw -100001.891327 + Penalty 652.885471 = -99349.005856 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 5 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.751015 sec): 2 clusters Score: Raw -1780.307320 + Penalty 232.796455 = -1547.510865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.751300 sec): 3 clusters Score: Raw -1794.945607 + Penalty 470.314993 = -1324.630615 nChanged 1 SP:Iteration 1Q (19.751566 sec): 3 clusters Score: Raw -1798.642075 + Penalty 472.367009 = -1326.275066 nChanged 1 SP:Iteration 2Q (19.751835 sec): 3 clusters Score: Raw -1800.273051 + Penalty 472.367009 = -1327.906042 nChanged 0 SP:Iteration 3F (19.752104 sec): 3 clusters Score: Raw -1800.273051 + Penalty 472.367009 = -1327.906042 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 6 (489 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.753835 sec): 2 clusters Score: Raw -20206.241274 + Penalty 1001.640301 = -19204.600973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.754925 sec): 3 clusters Score: Raw -20220.306499 + Penalty 2002.705005 = -18217.601494 nChanged 140 SP:Iteration 1F (19.756016 sec): 3 clusters Score: Raw -20498.626024 + Penalty 2002.013613 = -18496.612411 nChanged 46 SP:Iteration 2F (19.757131 sec): 3 clusters Score: Raw -20654.440615 + Penalty 2000.908167 = -18653.532447 nChanged 44 SP:Iteration 3F (19.758252 sec): 3 clusters Score: Raw -20863.831136 + Penalty 2000.899926 = -18862.931210 nChanged 36 SP:Iteration 4F (19.759464 sec): 3 clusters Score: Raw -21079.060213 + Penalty 2001.455690 = -19077.604523 nChanged 28 SP:Iteration 5F (19.760592 sec): 3 clusters Score: Raw -21371.281757 + Penalty 2002.056872 = -19369.224885 nChanged 30 SP:Iteration 6F (19.761710 sec): 3 clusters Score: Raw -21664.448609 + Penalty 2002.163945 = -19662.284664 nChanged 14 SP:Iteration 7Q (19.762665 sec): 3 clusters Score: Raw -21739.523802 + Penalty 2002.379908 = -19737.143894 nChanged 9 SP:Iteration 8Q (19.763593 sec): 3 clusters Score: Raw -21780.323744 + Penalty 2002.448580 = -19777.875163 nChanged 6 SP:Iteration 9Q (19.764518 sec): 3 clusters Score: Raw -21808.637042 + Penalty 2002.532340 = -19806.104702 nChanged 6 SP:Iteration 10F (19.765607 sec): 3 clusters Score: Raw -21826.547885 + Penalty 2002.591735 = -19823.956150 nChanged 2 SP:Iteration 11Q (19.766518 sec): 3 clusters Score: Raw -21831.120999 + Penalty 2002.591735 = -19828.529264 nChanged 0 SP:Iteration 12F (19.767586 sec): 3 clusters Score: Raw -21831.120999 + Penalty 2002.591735 = -19828.529264 nChanged 0 Score: Raw -1083857.006016 + Penalty 216156.981372 = -867700.024644 Splitting cluster 6 changes total score from -847529.387537 to -867700.024644 So it's getting split into cluster 35. Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 7 (77 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.915387 sec): 2 clusters Score: Raw -4236.503198 + Penalty 351.643320 = -3884.859878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.915742 sec): 3 clusters Score: Raw -4222.459665 + Penalty 701.742692 = -3520.716973 nChanged 11 SP:Iteration 1F (21.916093 sec): 3 clusters Score: Raw -4232.248810 + Penalty 701.511745 = -3530.737065 nChanged 2 SP:Iteration 2Q (21.916436 sec): 3 clusters Score: Raw -4233.363331 + Penalty 712.123009 = -3521.240323 nChanged 3 SP:Iteration 3F (21.916782 sec): 3 clusters Score: Raw -4238.120175 + Penalty 720.370785 = -3517.749390 nChanged 3 SP:Iteration 4F (21.917128 sec): 3 clusters Score: Raw -4241.547065 + Penalty 725.886560 = -3515.660505 nChanged 1 SP:Iteration 5F (21.917472 sec): 3 clusters Score: Raw -4243.361962 + Penalty 725.377145 = -3517.984817 nChanged 1 SP:Iteration 6Q (21.918201 sec): 3 clusters Score: Raw -4245.206952 + Penalty 725.377145 = -3519.829807 nChanged 0 SP:Iteration 7F (21.918577 sec): 3 clusters Score: Raw -4245.206952 + Penalty 725.377145 = -3519.829807 nChanged 0 Memory request: 0.04 GB would take us to total of 0.25 GB. Trying to split cluster 8 (9077 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.958665 sec): 2 clusters Score: Raw -439148.121525 + Penalty 290.445660 = -438857.675865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.977153 sec): 3 clusters Score: Raw -433065.104872 + Penalty 619.327757 = -432445.777116 nChanged 4223 SP:Iteration 1F (21.994392 sec): 3 clusters Score: Raw -436059.576816 + Penalty 683.988336 = -435375.588480 nChanged 1702 SP:Iteration 2F (22.011661 sec): 3 clusters Score: Raw -437853.689105 + Penalty 697.126548 = -437156.562557 nChanged 638 SP:Iteration 3F (22.028460 sec): 3 clusters Score: Raw -438665.449852 + Penalty 686.123632 = -437979.326220 nChanged 226 SP:Iteration 4Q (22.043225 sec): 3 clusters Score: Raw -438878.230662 + Penalty 673.307575 = -438204.923087 nChanged 107 SP:Iteration 5Q (22.063354 sec): 3 clusters Score: Raw -438941.523162 + Penalty 670.367524 = -438271.155638 nChanged 71 SP:Iteration 6Q (22.078556 sec): 3 clusters Score: Raw -438963.870519 + Penalty 673.959056 = -438289.911463 nChanged 59 SP:Iteration 7Q (22.093121 sec): 3 clusters Score: Raw -438980.185000 + Penalty 676.338407 = -438303.846593 nChanged 59 SP:Iteration 8Q (22.108267 sec): 3 clusters Score: Raw -438996.974575 + Penalty 680.137031 = -438316.837544 nChanged 53 SP:Iteration 9Q (22.122790 sec): 3 clusters Score: Raw -439012.730201 + Penalty 686.184302 = -438326.545899 nChanged 58 SP:Iteration 10F (22.140090 sec): 3 clusters Score: Raw -439031.453034 + Penalty 692.170653 = -438339.282381 nChanged 59 SP:Iteration 11Q (22.154548 sec): 3 clusters Score: Raw -439050.537585 + Penalty 693.419159 = -438357.118426 nChanged 53 SP:Iteration 12Q (22.168989 sec): 3 clusters Score: Raw -439069.610754 + Penalty 700.951848 = -438368.658906 nChanged 59 SP:Iteration 13Q (22.183601 sec): 3 clusters Score: Raw -439095.973609 + Penalty 719.140975 = -438376.832634 nChanged 67 SP:Iteration 14Q (22.197876 sec): 3 clusters Score: Raw -439127.374948 + Penalty 740.212033 = -438387.162915 nChanged 54 SP:Iteration 15Q (22.212012 sec): 3 clusters Score: Raw -439154.479347 + Penalty 746.751122 = -438407.728224 nChanged 54 SP:Iteration 16Q (22.226195 sec): 3 clusters Score: Raw -439180.099730 + Penalty 748.847215 = -438431.252516 nChanged 41 SP:Iteration 17Q (22.240223 sec): 3 clusters Score: Raw -439199.541514 + Penalty 744.150271 = -438455.391243 nChanged 33 SP:Iteration 18Q (22.254526 sec): 3 clusters Score: Raw -439217.424675 + Penalty 746.781408 = -438470.643267 nChanged 23 SP:Iteration 19Q (22.268638 sec): 3 clusters Score: Raw -439227.183858 + Penalty 747.676710 = -438479.507148 nChanged 14 SP:Iteration 20F (22.286460 sec): 3 clusters Score: Raw -439231.662174 + Penalty 750.954202 = -438480.707972 nChanged 9 SP:Iteration 21Q (22.300305 sec): 3 clusters Score: Raw -439234.741162 + Penalty 739.346450 = -438495.394713 nChanged 6 SP:Iteration 22Q (22.314340 sec): 3 clusters Score: Raw -439237.776222 + Penalty 733.070607 = -438504.705615 nChanged 8 SP:Iteration 23Q (22.328484 sec): 3 clusters Score: Raw -439240.438067 + Penalty 714.959115 = -438525.478952 nChanged 9 SP:Iteration 24Q (22.342646 sec): 3 clusters Score: Raw -439244.063822 + Penalty 692.081500 = -438551.982322 nChanged 7 SP:Iteration 25Q (22.356440 sec): 3 clusters Score: Raw -439246.883426 + Penalty 686.676179 = -438560.207247 nChanged 4 SP:Iteration 26Q (22.370232 sec): 3 clusters Score: Raw -439248.312787 + Penalty 686.254956 = -438562.057831 nChanged 1 SP:Iteration 27Q (22.384843 sec): 3 clusters Score: Raw -439248.443023 + Penalty 686.254956 = -438562.188067 nChanged 0 SP:Iteration 28F (22.401888 sec): 3 clusters Score: Raw -439248.443023 + Penalty 686.254956 = -438562.188067 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 9 (429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.408113 sec): 2 clusters Score: Raw -23377.980567 + Penalty 543.285401 = -22834.695166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.409169 sec): 3 clusters Score: Raw -23167.646447 + Penalty 1082.448649 = -22085.197798 nChanged 112 SP:Iteration 1F (22.410181 sec): 3 clusters Score: Raw -23262.783519 + Penalty 1073.637880 = -22189.145639 nChanged 51 SP:Iteration 2F (22.411198 sec): 3 clusters Score: Raw -23305.870168 + Penalty 1064.949896 = -22240.920272 nChanged 24 SP:Iteration 3F (22.412216 sec): 3 clusters Score: Raw -23325.381630 + Penalty 1059.187100 = -22266.194530 nChanged 14 SP:Iteration 4Q (22.413232 sec): 3 clusters Score: Raw -23338.786178 + Penalty 1058.023102 = -22280.763076 nChanged 9 SP:Iteration 5Q (22.414253 sec): 3 clusters Score: Raw -23344.793263 + Penalty 1055.918530 = -22288.874733 nChanged 6 SP:Iteration 6Q (22.415271 sec): 3 clusters Score: Raw -23348.067003 + Penalty 1054.311598 = -22293.755405 nChanged 8 SP:Iteration 7Q (22.416315 sec): 3 clusters Score: Raw -23352.011156 + Penalty 1053.082765 = -22298.928390 nChanged 8 SP:Iteration 8Q (22.417338 sec): 3 clusters Score: Raw -23357.146494 + Penalty 1051.985243 = -22305.161252 nChanged 9 SP:Iteration 9Q (22.418363 sec): 3 clusters Score: Raw -23363.707775 + Penalty 1051.987390 = -22311.720385 nChanged 10 SP:Iteration 10F (22.419414 sec): 3 clusters Score: Raw -23373.819591 + Penalty 1064.073569 = -22309.746022 nChanged 10 SP:Iteration 11F (22.420450 sec): 3 clusters Score: Raw -23381.821723 + Penalty 1078.076733 = -22303.744990 nChanged 9 SP:Iteration 12F (22.421486 sec): 3 clusters Score: Raw -23389.651773 + Penalty 1081.226529 = -22308.425244 nChanged 7 SP:Iteration 13Q (22.422532 sec): 3 clusters Score: Raw -23394.965739 + Penalty 1077.219229 = -22317.746510 nChanged 7 SP:Iteration 14Q (22.423571 sec): 3 clusters Score: Raw -23400.222604 + Penalty 1081.024382 = -22319.198222 nChanged 4 SP:Iteration 15Q (22.426341 sec): 3 clusters Score: Raw -23403.238537 + Penalty 1083.406709 = -22319.831829 nChanged 2 SP:Iteration 16Q (22.428406 sec): 3 clusters Score: Raw -23404.221462 + Penalty 1087.786653 = -22316.434809 nChanged 1 SP:Iteration 17F (22.430497 sec): 3 clusters Score: Raw -23404.705744 + Penalty 1090.760151 = -22313.945592 nChanged 1 SP:Iteration 18F (22.432196 sec): 3 clusters Score: Raw -23405.004232 + Penalty 1090.760151 = -22314.244080 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 10 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.433014 sec): 2 clusters Score: Raw -960.737479 + Penalty 285.737314 = -675.000165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.433396 sec): 3 clusters Score: Raw -975.293282 + Penalty 615.297327 = -359.995955 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 11 (108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.434547 sec): 2 clusters Score: Raw -4860.296021 + Penalty 142.340017 = -4717.956004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.435112 sec): 3 clusters Score: Raw -4826.501572 + Penalty 283.546798 = -4542.954773 nChanged 22 SP:Iteration 1F (22.435667 sec): 3 clusters Score: Raw -4845.454416 + Penalty 283.795606 = -4561.658810 nChanged 9 SP:Iteration 2F (22.436218 sec): 3 clusters Score: Raw -4857.827575 + Penalty 288.782348 = -4569.045227 nChanged 7 SP:Iteration 3F (22.436758 sec): 3 clusters Score: Raw -4865.549540 + Penalty 291.586258 = -4573.963283 nChanged 2 SP:Iteration 4Q (22.437163 sec): 3 clusters Score: Raw -4867.318137 + Penalty 294.569960 = -4572.748177 nChanged 4 SP:Iteration 5F (22.437562 sec): 3 clusters Score: Raw -4873.941131 + Penalty 301.855914 = -4572.085217 nChanged 3 SP:Iteration 6F (22.437995 sec): 3 clusters Score: Raw -4877.214449 + Penalty 301.855914 = -4575.358534 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 12 (2668 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.450557 sec): 2 clusters Score: Raw -135772.774722 + Penalty 153.993753 = -135618.780968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.455651 sec): 3 clusters Score: Raw -134028.594102 + Penalty 332.388850 = -133696.205252 nChanged 1240 SP:Iteration 1F (22.461536 sec): 3 clusters Score: Raw -135051.181425 + Penalty 346.527346 = -134704.654080 nChanged 275 SP:Iteration 2F (22.468747 sec): 3 clusters Score: Raw -135340.941413 + Penalty 350.157634 = -134990.783779 nChanged 151 SP:Iteration 3F (22.474083 sec): 3 clusters Score: Raw -135461.604013 + Penalty 354.110345 = -135107.493668 nChanged 73 SP:Iteration 4Q (22.479020 sec): 3 clusters Score: Raw -135490.609018 + Penalty 357.584392 = -135133.024626 nChanged 43 SP:Iteration 5Q (22.484169 sec): 3 clusters Score: Raw -135508.366708 + Penalty 360.713504 = -135147.653204 nChanged 49 SP:Iteration 6Q (22.488989 sec): 3 clusters Score: Raw -135529.466444 + Penalty 366.199488 = -135163.266956 nChanged 48 SP:Iteration 7Q (22.493686 sec): 3 clusters Score: Raw -135550.448496 + Penalty 374.176466 = -135176.272030 nChanged 51 SP:Iteration 8Q (22.498376 sec): 3 clusters Score: Raw -135576.451153 + Penalty 381.303205 = -135195.147948 nChanged 50 SP:Iteration 9Q (22.503111 sec): 3 clusters Score: Raw -135600.558744 + Penalty 384.650046 = -135215.908698 nChanged 45 SP:Iteration 10F (22.508439 sec): 3 clusters Score: Raw -135622.662287 + Penalty 390.283695 = -135232.378593 nChanged 38 SP:Iteration 11Q (22.512931 sec): 3 clusters Score: Raw -135642.355529 + Penalty 397.922793 = -135244.432736 nChanged 32 SP:Iteration 12Q (22.517375 sec): 3 clusters Score: Raw -135658.015284 + Penalty 403.533311 = -135254.481973 nChanged 34 SP:Iteration 13Q (22.521780 sec): 3 clusters Score: Raw -135674.541204 + Penalty 409.066665 = -135265.474538 nChanged 32 SP:Iteration 14Q (22.526299 sec): 3 clusters Score: Raw -135696.599025 + Penalty 415.749923 = -135280.849101 nChanged 29 SP:Iteration 15Q (22.530700 sec): 3 clusters Score: Raw -135715.517665 + Penalty 419.392741 = -135296.124923 nChanged 23 SP:Iteration 16Q (22.535073 sec): 3 clusters Score: Raw -135725.646053 + Penalty 423.466383 = -135302.179671 nChanged 16 SP:Iteration 17Q (22.539535 sec): 3 clusters Score: Raw -135732.661235 + Penalty 424.615162 = -135308.046073 nChanged 8 SP:Iteration 18Q (22.543953 sec): 3 clusters Score: Raw -135734.617881 + Penalty 425.709815 = -135308.908066 nChanged 6 SP:Iteration 19Q (22.548333 sec): 3 clusters Score: Raw -135736.142248 + Penalty 426.717903 = -135309.424345 nChanged 3 SP:Iteration 20F (22.553616 sec): 3 clusters Score: Raw -135737.462361 + Penalty 428.976704 = -135308.485658 nChanged 4 SP:Iteration 21F (22.558868 sec): 3 clusters Score: Raw -135738.189331 + Penalty 430.895407 = -135307.293923 nChanged 3 SP:Iteration 22F (22.564056 sec): 3 clusters Score: Raw -135739.107762 + Penalty 426.166931 = -135312.940831 nChanged 4 SP:Iteration 23Q (22.568256 sec): 3 clusters Score: Raw -135740.608107 + Penalty 424.591546 = -135316.016561 nChanged 4 SP:Iteration 24Q (22.572487 sec): 3 clusters Score: Raw -135741.332685 + Penalty 426.305947 = -135315.026739 nChanged 4 SP:Iteration 25F (22.577794 sec): 3 clusters Score: Raw -135741.908204 + Penalty 427.883730 = -135314.024474 nChanged 2 SP:Iteration 26F (22.583062 sec): 3 clusters Score: Raw -135742.101345 + Penalty 430.601292 = -135311.500053 nChanged 2 SP:Iteration 27F (22.588507 sec): 3 clusters Score: Raw -135742.123721 + Penalty 430.950802 = -135311.172920 nChanged 3 SP:Iteration 28F (22.593800 sec): 3 clusters Score: Raw -135742.379799 + Penalty 432.763953 = -135309.615846 nChanged 2 SP:Iteration 29F (22.598924 sec): 3 clusters Score: Raw -135742.492862 + Penalty 432.763953 = -135309.728909 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 13 (366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.602702 sec): 2 clusters Score: Raw -19560.713150 + Penalty 509.774279 = -19050.938871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.603613 sec): 3 clusters Score: Raw -19400.666262 + Penalty 1020.181648 = -18380.484615 nChanged 105 SP:Iteration 1F (22.604517 sec): 3 clusters Score: Raw -19463.463392 + Penalty 1018.032989 = -18445.430404 nChanged 30 SP:Iteration 2F (22.605409 sec): 3 clusters Score: Raw -19496.886628 + Penalty 1016.002277 = -18480.884351 nChanged 19 SP:Iteration 3F (22.606300 sec): 3 clusters Score: Raw -19515.578145 + Penalty 1017.504607 = -18498.073538 nChanged 10 SP:Iteration 4Q (22.607209 sec): 3 clusters Score: Raw -19525.205615 + Penalty 1019.601977 = -18505.603639 nChanged 9 SP:Iteration 5Q (22.608094 sec): 3 clusters Score: Raw -19535.102597 + Penalty 1019.404449 = -18515.698149 nChanged 7 SP:Iteration 6Q (22.608976 sec): 3 clusters Score: Raw -19540.425913 + Penalty 1020.979164 = -18519.446750 nChanged 4 SP:Iteration 7Q (22.609855 sec): 3 clusters Score: Raw -19544.904087 + Penalty 1020.877228 = -18524.026859 nChanged 2 SP:Iteration 8Q (22.610733 sec): 3 clusters Score: Raw -19547.252134 + Penalty 1021.417938 = -18525.834196 nChanged 2 SP:Iteration 9Q (22.611610 sec): 3 clusters Score: Raw -19547.899166 + Penalty 1021.417938 = -18526.481228 nChanged 0 SP:Iteration 10F (22.612493 sec): 3 clusters Score: Raw -19547.899166 + Penalty 1021.417938 = -18526.481228 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 14 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.613048 sec): 2 clusters Score: Raw -1778.435671 + Penalty 165.984213 = -1612.451458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.613320 sec): 3 clusters Score: Raw -1768.226520 + Penalty 336.941000 = -1431.285520 nChanged 4 SP:Iteration 1F (22.613590 sec): 3 clusters Score: Raw -1774.784534 + Penalty 336.941000 = -1437.843534 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 15 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.614213 sec): 2 clusters Score: Raw -2769.789881 + Penalty 582.055851 = -2187.734030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.614535 sec): 3 clusters Score: Raw -2944.220762 + Penalty 1164.456244 = -1779.764518 nChanged 1 SP:Iteration 1Q (22.614832 sec): 3 clusters Score: Raw -2951.783232 + Penalty 1164.456244 = -1787.326989 nChanged 0 SP:Iteration 2F (22.615148 sec): 3 clusters Score: Raw -2951.783232 + Penalty 1164.456244 = -1787.326989 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 16 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.615657 sec): 2 clusters Score: Raw -1164.821912 + Penalty 296.286037 = -868.535874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.615906 sec): 3 clusters Score: Raw -1199.929943 + Penalty 595.018307 = -604.911636 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 17 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.616373 sec): 2 clusters Score: Raw -316.421247 + Penalty 132.801008 = -183.620239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.616590 sec): 3 clusters Score: Raw -317.782731 + Penalty 276.823950 = -40.958781 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 18 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.617205 sec): 2 clusters Score: Raw -3000.328561 + Penalty 284.013863 = -2716.314698 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.617528 sec): 3 clusters Score: Raw -2995.009906 + Penalty 567.941455 = -2427.068451 nChanged 8 SP:Iteration 1F (22.617846 sec): 3 clusters Score: Raw -3011.498810 + Penalty 573.208532 = -2438.290277 nChanged 3 SP:Iteration 2F (22.618196 sec): 3 clusters Score: Raw -3019.052234 + Penalty 573.360188 = -2445.692047 nChanged 1 SP:Iteration 3Q (22.618506 sec): 3 clusters Score: Raw -3021.024260 + Penalty 577.816180 = -2443.208080 nChanged 1 SP:Iteration 4F (22.618822 sec): 3 clusters Score: Raw -3022.696724 + Penalty 577.816180 = -2444.880544 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 19 (200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.620183 sec): 2 clusters Score: Raw -10436.568991 + Penalty 322.842203 = -10113.726789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.620765 sec): 3 clusters Score: Raw -10350.915079 + Penalty 658.821545 = -9692.093534 nChanged 52 SP:Iteration 1F (22.621338 sec): 3 clusters Score: Raw -10408.162531 + Penalty 669.743649 = -9738.418882 nChanged 26 SP:Iteration 2F (22.621913 sec): 3 clusters Score: Raw -10430.149444 + Penalty 668.854756 = -9761.294688 nChanged 7 SP:Iteration 3Q (22.622476 sec): 3 clusters Score: Raw -10434.872553 + Penalty 668.841407 = -9766.031146 nChanged 3 SP:Iteration 4Q (22.623054 sec): 3 clusters Score: Raw -10437.307365 + Penalty 667.718997 = -9769.588369 nChanged 1 SP:Iteration 5Q (22.623615 sec): 3 clusters Score: Raw -10438.052668 + Penalty 667.718997 = -9770.333672 nChanged 0 SP:Iteration 6F (22.624183 sec): 3 clusters Score: Raw -10438.052668 + Penalty 667.718997 = -9770.333672 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 20 (185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.625308 sec): 2 clusters Score: Raw -8880.867449 + Penalty 820.569864 = -8060.297585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.625859 sec): 3 clusters Score: Raw -8969.157752 + Penalty 1641.541877 = -7327.615875 nChanged 20 SP:Iteration 1F (22.626404 sec): 3 clusters Score: Raw -9036.328339 + Penalty 1641.701438 = -7394.626901 nChanged 4 SP:Iteration 2Q (22.626918 sec): 3 clusters Score: Raw -9042.311309 + Penalty 1641.762150 = -7400.549159 nChanged 1 SP:Iteration 3Q (22.627434 sec): 3 clusters Score: Raw -9043.284900 + Penalty 1641.995935 = -7401.288966 nChanged 1 SP:Iteration 4Q (22.627947 sec): 3 clusters Score: Raw -9044.880347 + Penalty 1642.097513 = -7402.782834 nChanged 1 SP:Iteration 5Q (22.628459 sec): 3 clusters Score: Raw -9046.948745 + Penalty 1642.097513 = -7404.851232 nChanged 0 SP:Iteration 6F (22.629002 sec): 3 clusters Score: Raw -9046.948745 + Penalty 1642.097513 = -7404.851232 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 21 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.629660 sec): 2 clusters Score: Raw -3677.567481 + Penalty 476.350394 = -3201.217087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.629998 sec): 3 clusters Score: Raw -3720.767624 + Penalty 953.816188 = -2766.951436 nChanged 4 SP:Iteration 1F (22.630333 sec): 3 clusters Score: Raw -3727.405226 + Penalty 953.816188 = -2773.589038 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 22 (136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.631168 sec): 2 clusters Score: Raw -7542.508948 + Penalty 454.838947 = -7087.670001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.631658 sec): 3 clusters Score: Raw -7506.554877 + Penalty 915.959652 = -6590.595225 nChanged 21 SP:Iteration 1F (22.632131 sec): 3 clusters Score: Raw -7530.325216 + Penalty 915.364380 = -6614.960836 nChanged 8 SP:Iteration 2F (22.632603 sec): 3 clusters Score: Raw -7542.902732 + Penalty 916.646187 = -6626.256544 nChanged 4 SP:Iteration 3Q (22.633074 sec): 3 clusters Score: Raw -7550.599739 + Penalty 917.820724 = -6632.779015 nChanged 2 SP:Iteration 4Q (22.633542 sec): 3 clusters Score: Raw -7554.875225 + Penalty 917.820724 = -6637.054501 nChanged 0 SP:Iteration 5F (22.634042 sec): 3 clusters Score: Raw -7554.875225 + Penalty 917.820724 = -6637.054501 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 23 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.634536 sec): 2 clusters Score: Raw -728.496432 + Penalty 186.984523 = -541.511909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.634770 sec): 3 clusters Score: Raw -732.638611 + Penalty 381.422516 = -351.216095 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 24 (699 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.638622 sec): 2 clusters Score: Raw -36580.187410 + Penalty 937.406460 = -35642.780950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.640106 sec): 3 clusters Score: Raw -36396.975488 + Penalty 1875.639123 = -34521.336365 nChanged 195 SP:Iteration 1F (22.641527 sec): 3 clusters Score: Raw -36579.197840 + Penalty 1875.395069 = -34703.802771 nChanged 47 SP:Iteration 2F (22.642969 sec): 3 clusters Score: Raw -36633.428048 + Penalty 1875.496088 = -34757.931961 nChanged 29 SP:Iteration 3Q (22.644399 sec): 3 clusters Score: Raw -36665.795799 + Penalty 1874.670456 = -34791.125343 nChanged 20 SP:Iteration 4Q (22.645812 sec): 3 clusters Score: Raw -36683.395934 + Penalty 1873.811068 = -34809.584866 nChanged 18 SP:Iteration 5Q (22.647227 sec): 3 clusters Score: Raw -36707.997704 + Penalty 1872.640485 = -34835.357218 nChanged 22 SP:Iteration 6Q (22.648656 sec): 3 clusters Score: Raw -36732.144233 + Penalty 1872.145711 = -34859.998523 nChanged 15 SP:Iteration 7Q (22.650062 sec): 3 clusters Score: Raw -36743.939763 + Penalty 1871.618186 = -34872.321577 nChanged 10 SP:Iteration 8Q (22.651464 sec): 3 clusters Score: Raw -36750.729720 + Penalty 1870.792863 = -34879.936857 nChanged 11 SP:Iteration 9Q (22.652848 sec): 3 clusters Score: Raw -36758.453172 + Penalty 1870.091611 = -34888.361561 nChanged 11 SP:Iteration 10F (22.654271 sec): 3 clusters Score: Raw -36766.395579 + Penalty 1869.770494 = -34896.625085 nChanged 9 SP:Iteration 11Q (22.655667 sec): 3 clusters Score: Raw -36773.740935 + Penalty 1869.418819 = -34904.322116 nChanged 7 SP:Iteration 12Q (22.657104 sec): 3 clusters Score: Raw -36782.720336 + Penalty 1869.679632 = -34913.040703 nChanged 8 SP:Iteration 13Q (22.658538 sec): 3 clusters Score: Raw -36787.871466 + Penalty 1870.738034 = -34917.133432 nChanged 8 SP:Iteration 14Q (22.659958 sec): 3 clusters Score: Raw -36791.507549 + Penalty 1870.315629 = -34921.191919 nChanged 4 SP:Iteration 15Q (22.661375 sec): 3 clusters Score: Raw -36793.409728 + Penalty 1870.595691 = -34922.814036 nChanged 3 SP:Iteration 16Q (22.662802 sec): 3 clusters Score: Raw -36795.251373 + Penalty 1870.794192 = -34924.457181 nChanged 1 SP:Iteration 17Q (22.664220 sec): 3 clusters Score: Raw -36795.930831 + Penalty 1870.794192 = -34925.136639 nChanged 0 SP:Iteration 18F (22.665658 sec): 3 clusters Score: Raw -36795.930831 + Penalty 1870.794192 = -34925.136639 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 25 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.669513 sec): 2 clusters Score: Raw -819.851338 + Penalty 206.042059 = -613.809278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.669768 sec): 3 clusters Score: Raw -840.567819 + Penalty 413.352403 = -427.215416 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 26 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.670508 sec): 2 clusters Score: Raw -4609.027095 + Penalty 353.994349 = -4255.032746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.670904 sec): 3 clusters Score: Raw -4612.576177 + Penalty 708.636539 = -3903.939639 nChanged 6 SP:Iteration 1F (22.671291 sec): 3 clusters Score: Raw -4619.680334 + Penalty 707.992451 = -3911.687884 nChanged 2 SP:Iteration 2Q (22.671704 sec): 3 clusters Score: Raw -4624.135990 + Penalty 707.989746 = -3916.146244 nChanged 2 SP:Iteration 3Q (22.672084 sec): 3 clusters Score: Raw -4626.138949 + Penalty 707.989746 = -3918.149204 nChanged 0 SP:Iteration 4F (22.672471 sec): 3 clusters Score: Raw -4626.138949 + Penalty 707.989746 = -3918.149204 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 27 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.672941 sec): 2 clusters Score: Raw -348.605740 + Penalty 199.128977 = -149.476762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.673159 sec): 3 clusters Score: Raw -346.224410 + Penalty 409.118909 = 62.894499 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 28 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.673648 sec): 2 clusters Score: Raw -838.035365 + Penalty 341.276936 = -496.758429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.673882 sec): 3 clusters Score: Raw -889.984213 + Penalty 688.560784 = -201.423429 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 29 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.674350 sec): 2 clusters Score: Raw -361.106373 + Penalty 123.171365 = -237.935008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.674570 sec): 3 clusters Score: Raw -365.268216 + Penalty 242.731374 = -122.536842 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 30 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.675046 sec): 2 clusters Score: Raw -593.413376 + Penalty 219.861598 = -373.551778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.675269 sec): 3 clusters Score: Raw -585.308126 + Penalty 432.404675 = -152.903451 nChanged 1 SP:Iteration 1F (22.675489 sec): 3 clusters Score: Raw -588.390194 + Penalty 219.861598 = -368.528596 nChanged 1 SP:Iteration 2F (22.675691 sec): 2 clusters Score: Raw -593.413376 + Penalty 219.861598 = -373.551778 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 31 (342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.677128 sec): 2 clusters Score: Raw -17043.285094 + Penalty 646.473694 = -16396.811400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.677959 sec): 3 clusters Score: Raw -16982.827013 + Penalty 1295.808132 = -15687.018882 nChanged 82 SP:Iteration 1F (22.678772 sec): 3 clusters Score: Raw -17085.634445 + Penalty 1300.770415 = -15784.864031 nChanged 26 SP:Iteration 2F (22.679589 sec): 3 clusters Score: Raw -17123.539591 + Penalty 1304.025859 = -15819.513731 nChanged 11 SP:Iteration 3Q (22.680384 sec): 3 clusters Score: Raw -17134.351123 + Penalty 1306.616819 = -15827.734304 nChanged 5 SP:Iteration 4Q (22.681180 sec): 3 clusters Score: Raw -17138.943992 + Penalty 1307.661247 = -15831.282745 nChanged 4 SP:Iteration 5Q (22.681977 sec): 3 clusters Score: Raw -17143.100944 + Penalty 1306.196579 = -15836.904364 nChanged 4 SP:Iteration 6Q (22.682776 sec): 3 clusters Score: Raw -17148.308779 + Penalty 1305.484638 = -15842.824141 nChanged 3 SP:Iteration 7Q (22.683574 sec): 3 clusters Score: Raw -17153.329027 + Penalty 1304.684721 = -15848.644306 nChanged 2 SP:Iteration 8Q (22.684370 sec): 3 clusters Score: Raw -17155.844343 + Penalty 1305.660116 = -15850.184226 nChanged 2 SP:Iteration 9Q (22.685166 sec): 3 clusters Score: Raw -17157.412529 + Penalty 1305.814028 = -15851.598502 nChanged 1 SP:Iteration 10F (22.685986 sec): 3 clusters Score: Raw -17159.277329 + Penalty 1306.841982 = -15852.435346 nChanged 1 SP:Iteration 11Q (22.686781 sec): 3 clusters Score: Raw -17160.566192 + Penalty 1308.490130 = -15852.076062 nChanged 2 SP:Iteration 12F (22.687606 sec): 3 clusters Score: Raw -17161.974771 + Penalty 1309.709747 = -15852.265024 nChanged 2 SP:Iteration 13Q (22.688426 sec): 3 clusters Score: Raw -17163.789218 + Penalty 1308.583728 = -15855.205490 nChanged 2 SP:Iteration 14Q (22.689221 sec): 3 clusters Score: Raw -17167.305531 + Penalty 1308.583728 = -15858.721803 nChanged 0 SP:Iteration 15F (22.690056 sec): 3 clusters Score: Raw -17167.305531 + Penalty 1308.583728 = -15858.721803 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 32 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.690575 sec): 2 clusters Score: Raw -725.139709 + Penalty 275.148539 = -449.991169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.690808 sec): 3 clusters Score: Raw -742.504109 + Penalty 555.834571 = -186.669537 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 33 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.691394 sec): 2 clusters Score: Raw -2256.870544 + Penalty 609.878620 = -1646.991924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.691695 sec): 3 clusters Score: Raw -2445.680236 + Penalty 1215.488204 = -1230.192033 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 34 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.692321 sec): 2 clusters Score: Raw -3382.742681 + Penalty 444.871658 = -2937.871023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.692654 sec): 3 clusters Score: Raw -3421.113595 + Penalty 889.894676 = -2531.218919 nChanged 4 SP:Iteration 1F (22.692984 sec): 3 clusters Score: Raw -3426.452273 + Penalty 890.309963 = -2536.142311 nChanged 1 SP:Iteration 2Q (22.693301 sec): 3 clusters Score: Raw -3432.050866 + Penalty 890.309963 = -2541.740904 nChanged 0 SP:Iteration 3F (22.693629 sec): 3 clusters Score: Raw -3432.050866 + Penalty 890.309963 = -2541.740904 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 36 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.694128 sec): 2 clusters Score: Raw -939.361794 + Penalty 175.493520 = -763.868275 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.694372 sec): 3 clusters Score: Raw -954.657057 + Penalty 368.756897 = -585.900160 nChanged 1 SP:Iteration 1F (22.694610 sec): 3 clusters Score: Raw -956.930626 + Penalty 381.739722 = -575.190904 nChanged 1 SP:Iteration 2F (22.694849 sec): 3 clusters Score: Raw -961.103622 + Penalty 381.739722 = -579.363900 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 37 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.695336 sec): 2 clusters Score: Raw -828.839010 + Penalty 317.126057 = -511.712953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.695569 sec): 3 clusters Score: Raw -845.524868 + Penalty 632.842998 = -212.681870 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 38 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.696349 sec): 2 clusters Score: Raw -6114.319038 + Penalty 698.704135 = -5415.614903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.696788 sec): 3 clusters Score: Raw -6207.938734 + Penalty 1402.947582 = -4804.991152 nChanged 7 SP:Iteration 1F (22.697224 sec): 3 clusters Score: Raw -6229.720923 + Penalty 1403.464741 = -4826.256182 nChanged 2 SP:Iteration 2Q (22.697636 sec): 3 clusters Score: Raw -6237.717416 + Penalty 1403.464741 = -4834.252675 nChanged 0 SP:Iteration 3F (22.698069 sec): 3 clusters Score: Raw -6237.717416 + Penalty 1403.464741 = -4834.252675 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 39 (90 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.698773 sec): 2 clusters Score: Raw -4288.233237 + Penalty 246.617212 = -4041.616025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.699178 sec): 3 clusters Score: Raw -4273.710267 + Penalty 491.386428 = -3782.323838 nChanged 19 SP:Iteration 1F (22.699555 sec): 3 clusters Score: Raw -4306.442547 + Penalty 492.830866 = -3813.611681 nChanged 6 SP:Iteration 2F (22.699930 sec): 3 clusters Score: Raw -4325.862029 + Penalty 498.623799 = -3827.238230 nChanged 3 SP:Iteration 3Q (22.700285 sec): 3 clusters Score: Raw -4329.527366 + Penalty 498.623799 = -3830.903567 nChanged 0 SP:Iteration 4F (22.700660 sec): 3 clusters Score: Raw -4329.527366 + Penalty 498.623799 = -3830.903567 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 40 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.701128 sec): 2 clusters Score: Raw -300.767326 + Penalty 116.701297 = -184.066030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.701345 sec): 3 clusters Score: Raw -306.581790 + Penalty 233.476686 = -73.105104 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 41 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.701841 sec): 2 clusters Score: Raw -1064.556473 + Penalty 335.571714 = -728.984758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.702084 sec): 3 clusters Score: Raw -1100.224420 + Penalty 673.397926 = -426.826494 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 42 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.702621 sec): 2 clusters Score: Raw -1872.272225 + Penalty 389.998003 = -1482.274222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.702889 sec): 3 clusters Score: Raw -1926.722448 + Penalty 774.476226 = -1152.246221 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 43 (77 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.703535 sec): 2 clusters Score: Raw -2509.120936 + Penalty 475.335033 = -2033.785904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.703886 sec): 3 clusters Score: Raw -2608.960400 + Penalty 950.031200 = -1658.929201 nChanged 2 SP:Iteration 1Q (22.704211 sec): 3 clusters Score: Raw -2614.111713 + Penalty 950.031200 = -1664.080513 nChanged 0 SP:Iteration 2F (22.704556 sec): 3 clusters Score: Raw -2614.111713 + Penalty 950.031200 = -1664.080513 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 45 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.705125 sec): 2 clusters Score: Raw -2455.330890 + Penalty 258.920781 = -2196.410109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.705421 sec): 3 clusters Score: Raw -2457.527110 + Penalty 523.792237 = -1933.734874 nChanged 4 SP:Iteration 1F (22.705712 sec): 3 clusters Score: Raw -2461.948513 + Penalty 527.886229 = -1934.062284 nChanged 1 SP:Iteration 2Q (22.705999 sec): 3 clusters Score: Raw -2463.997195 + Penalty 527.886229 = -1936.110966 nChanged 0 SP:Iteration 3F (22.706290 sec): 3 clusters Score: Raw -2463.997195 + Penalty 527.886229 = -1936.110966 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 46 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.706789 sec): 2 clusters Score: Raw -911.318607 + Penalty 289.451755 = -621.866852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.707038 sec): 3 clusters Score: Raw -966.012588 + Penalty 582.231344 = -383.781244 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 48 (287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.708231 sec): 2 clusters Score: Raw -16345.253952 + Penalty 914.357154 = -15430.896798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.708962 sec): 3 clusters Score: Raw -16371.801698 + Penalty 1828.945234 = -14542.856463 nChanged 50 SP:Iteration 1F (22.709729 sec): 3 clusters Score: Raw -16448.448799 + Penalty 1829.015270 = -14619.433529 nChanged 14 SP:Iteration 2Q (22.710433 sec): 3 clusters Score: Raw -16477.190887 + Penalty 1829.036079 = -14648.154808 nChanged 4 SP:Iteration 3Q (22.711145 sec): 3 clusters Score: Raw -16492.292882 + Penalty 1829.022024 = -14663.270858 nChanged 3 SP:Iteration 4Q (22.711868 sec): 3 clusters Score: Raw -16503.473232 + Penalty 1829.022024 = -14674.451207 nChanged 2 SP:Iteration 5Q (22.712580 sec): 3 clusters Score: Raw -16506.037460 + Penalty 1829.022024 = -14677.015435 nChanged 0 SP:Iteration 6F (22.713331 sec): 3 clusters Score: Raw -16506.037460 + Penalty 1829.022024 = -14677.015435 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 49 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.713825 sec): 2 clusters Score: Raw -830.499468 + Penalty 344.032703 = -486.466765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.714058 sec): 3 clusters Score: Raw -851.079864 + Penalty 680.000063 = -171.079800 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 50 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.714554 sec): 2 clusters Score: Raw -973.715565 + Penalty 286.705419 = -687.010145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.714796 sec): 3 clusters Score: Raw -996.214103 + Penalty 572.802385 = -423.411718 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 51 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.715372 sec): 2 clusters Score: Raw -2204.957909 + Penalty 140.352436 = -2064.605473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.715673 sec): 3 clusters Score: Raw -2216.095106 + Penalty 279.170406 = -1936.924700 nChanged 7 SP:Iteration 1F (22.715968 sec): 3 clusters Score: Raw -2223.778084 + Penalty 279.146672 = -1944.631412 nChanged 2 SP:Iteration 2Q (22.716258 sec): 3 clusters Score: Raw -2228.051103 + Penalty 282.223508 = -1945.827595 nChanged 1 SP:Iteration 3Q (22.716548 sec): 3 clusters Score: Raw -2230.250198 + Penalty 282.223508 = -1948.026691 nChanged 0 SP:Iteration 4F (22.716842 sec): 3 clusters Score: Raw -2230.250198 + Penalty 282.223508 = -1948.026691 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 52 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.717351 sec): 2 clusters Score: Raw -1044.410861 + Penalty 218.985499 = -825.425362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.717598 sec): 3 clusters Score: Raw -1068.447242 + Penalty 438.562830 = -629.884412 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 53 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.718141 sec): 2 clusters Score: Raw -2015.225199 + Penalty 454.467201 = -1560.757998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.718415 sec): 3 clusters Score: Raw -2105.961041 + Penalty 901.833744 = -1204.127296 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 54 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.718892 sec): 2 clusters Score: Raw -490.760600 + Penalty 215.660174 = -275.100427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.719116 sec): 3 clusters Score: Raw -500.696593 + Penalty 435.707451 = -64.989143 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 55 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.719757 sec): 2 clusters Score: Raw -3944.874020 + Penalty 394.171448 = -3550.702572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.720105 sec): 3 clusters Score: Raw -3950.535671 + Penalty 793.759473 = -3156.776198 nChanged 8 SP:Iteration 1F (22.720470 sec): 3 clusters Score: Raw -3971.837654 + Penalty 802.104487 = -3169.733167 nChanged 4 SP:Iteration 2F (22.720813 sec): 3 clusters Score: Raw -3980.511879 + Penalty 802.907091 = -3177.604787 nChanged 1 SP:Iteration 3Q (22.721149 sec): 3 clusters Score: Raw -3981.335226 + Penalty 802.907091 = -3178.428135 nChanged 0 SP:Iteration 4F (22.721492 sec): 3 clusters Score: Raw -3981.335226 + Penalty 802.907091 = -3178.428135 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 56 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.721956 sec): 2 clusters Score: Raw -241.423648 + Penalty 143.454742 = -97.968907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.722168 sec): 3 clusters Score: Raw -231.340040 + Penalty 300.807305 = 69.467265 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 57 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.722663 sec): 2 clusters Score: Raw -1072.374999 + Penalty 312.111751 = -760.263247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.722904 sec): 3 clusters Score: Raw -1079.119777 + Penalty 605.045829 = -474.073948 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 58 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.723494 sec): 2 clusters Score: Raw -2634.201966 + Penalty 560.280204 = -2073.921763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.723803 sec): 3 clusters Score: Raw -2739.304899 + Penalty 1126.100557 = -1613.204342 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 59 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.724277 sec): 2 clusters Score: Raw -511.525494 + Penalty 246.996597 = -264.528897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.724501 sec): 3 clusters Score: Raw -517.974250 + Penalty 491.904389 = -26.069861 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 60 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.724975 sec): 2 clusters Score: Raw -524.076880 + Penalty 208.183697 = -315.893183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.725201 sec): 3 clusters Score: Raw -539.968134 + Penalty 417.192905 = -122.775229 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 61 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.725657 sec): 2 clusters Score: Raw -174.470244 + Penalty 113.995727 = -60.474516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.725852 sec): 2 clusters Score: Raw -174.470244 + Penalty 113.995727 = -60.474516 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 62 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.726348 sec): 2 clusters Score: Raw -1112.407552 + Penalty 354.723328 = -757.684224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.726594 sec): 3 clusters Score: Raw -1152.276061 + Penalty 709.660659 = -442.615402 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 63 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.727203 sec): 2 clusters Score: Raw -3314.342668 + Penalty 450.035175 = -2864.307493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.727527 sec): 3 clusters Score: Raw -3340.848035 + Penalty 900.192162 = -2440.655873 nChanged 2 SP:Iteration 1Q (22.727840 sec): 3 clusters Score: Raw -3344.826481 + Penalty 900.192162 = -2444.634319 nChanged 0 SP:Iteration 2F (22.728157 sec): 3 clusters Score: Raw -3344.826481 + Penalty 900.192162 = -2444.634319 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 64 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.728687 sec): 2 clusters Score: Raw -1320.132428 + Penalty 399.440928 = -920.691500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.728942 sec): 3 clusters Score: Raw -1413.563224 + Penalty 802.755272 = -610.807952 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 65 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.729495 sec): 2 clusters Score: Raw -1908.501477 + Penalty 303.723760 = -1604.777717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.729778 sec): 3 clusters Score: Raw -1955.645281 + Penalty 604.692810 = -1350.952471 nChanged 1 SP:Iteration 1Q (22.730046 sec): 3 clusters Score: Raw -1960.228431 + Penalty 604.692810 = -1355.535622 nChanged 0 SP:Iteration 2F (22.730325 sec): 3 clusters Score: Raw -1960.228431 + Penalty 604.692810 = -1355.535622 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 66 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.730790 sec): 2 clusters Score: Raw -284.294300 + Penalty 168.007363 = -116.286937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.731004 sec): 3 clusters Score: Raw -280.019816 + Penalty 310.125020 = 30.105203 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 67 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.731559 sec): 2 clusters Score: Raw -2151.116372 + Penalty 516.288330 = -1634.828042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.731844 sec): 3 clusters Score: Raw -2275.356991 + Penalty 1032.019326 = -1243.337665 nChanged 1 SP:Iteration 1Q (22.732104 sec): 3 clusters Score: Raw -2278.237676 + Penalty 1032.019326 = -1246.218350 nChanged 0 SP:Iteration 2F (22.732377 sec): 3 clusters Score: Raw -2278.237676 + Penalty 1032.019326 = -1246.218350 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 68 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.732848 sec): 2 clusters Score: Raw -334.615663 + Penalty 148.726889 = -185.888774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.733066 sec): 3 clusters Score: Raw -336.084706 + Penalty 297.453779 = -38.630927 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 (22.733539 sec): 2 clusters Score: Raw -513.388701 + Penalty 201.377361 = -312.011340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.733764 sec): 3 clusters Score: Raw -515.908003 + Penalty 398.251450 = -117.656553 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 70 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.734223 sec): 2 clusters Score: Raw -244.624394 + Penalty 168.417012 = -76.207382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.734435 sec): 3 clusters Score: Raw -235.262255 + Penalty 325.782628 = 90.520373 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 71 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.734927 sec): 2 clusters Score: Raw -946.494786 + Penalty 343.471965 = -603.022821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.735167 sec): 3 clusters Score: Raw -985.567879 + Penalty 674.207801 = -311.360078 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 72 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.735806 sec): 2 clusters Score: Raw -3572.275189 + Penalty 667.411985 = -2904.863204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.736175 sec): 3 clusters Score: Raw -3793.287799 + Penalty 1334.381177 = -2458.906621 nChanged 1 SP:Iteration 1Q (22.736492 sec): 3 clusters Score: Raw -3800.664950 + Penalty 1334.381177 = -2466.283772 nChanged 0 SP:Iteration 2F (22.736833 sec): 3 clusters Score: Raw -3800.664950 + Penalty 1334.381177 = -2466.283772 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 73 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.737325 sec): 2 clusters Score: Raw -757.406465 + Penalty 240.366973 = -517.039492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.737560 sec): 3 clusters Score: Raw -776.942450 + Penalty 480.733946 = -296.208504 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 74 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.738036 sec): 2 clusters Score: Raw -572.264733 + Penalty 211.664091 = -360.600643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.738262 sec): 3 clusters Score: Raw -567.108615 + Penalty 427.901043 = -139.207573 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 75 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.738735 sec): 2 clusters Score: Raw -495.134430 + Penalty 164.102999 = -331.031431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.738957 sec): 3 clusters Score: Raw -495.744500 + Penalty 311.699166 = -184.045334 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 76 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.739434 sec): 2 clusters Score: Raw -541.736452 + Penalty 194.278615 = -347.457837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.739660 sec): 3 clusters Score: Raw -556.009513 + Penalty 384.377406 = -171.632107 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 77 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.740141 sec): 2 clusters Score: Raw -682.859091 + Penalty 208.612400 = -474.246691 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.740373 sec): 3 clusters Score: Raw -700.029443 + Penalty 412.531829 = -287.497615 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 78 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.740932 sec): 2 clusters Score: Raw -2312.694621 + Penalty 495.489149 = -1817.205473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.741218 sec): 3 clusters Score: Raw -2427.304860 + Penalty 990.438832 = -1436.866027 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 79 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.741738 sec): 2 clusters Score: Raw -1508.128917 + Penalty 390.765053 = -1117.363864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.741995 sec): 3 clusters Score: Raw -1565.150237 + Penalty 785.956554 = -779.193684 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 80 (93 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.742688 sec): 2 clusters Score: Raw -5109.589701 + Penalty 590.131515 = -4519.458186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.743079 sec): 3 clusters Score: Raw -5166.476949 + Penalty 1182.422817 = -3984.054132 nChanged 8 SP:Iteration 1F (22.743466 sec): 3 clusters Score: Raw -5197.990438 + Penalty 1182.390263 = -4015.600176 nChanged 2 SP:Iteration 2Q (22.743835 sec): 3 clusters Score: Raw -5202.718100 + Penalty 1180.636377 = -4022.081722 nChanged 2 SP:Iteration 3Q (22.744203 sec): 3 clusters Score: Raw -5209.439110 + Penalty 1180.636377 = -4028.802732 nChanged 0 SP:Iteration 4F (22.744587 sec): 3 clusters Score: Raw -5209.439110 + Penalty 1180.636377 = -4028.802732 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 81 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.745069 sec): 2 clusters Score: Raw -181.471453 + Penalty 121.360403 = -60.111049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.745279 sec): 3 clusters Score: Raw -171.070131 + Penalty 247.835172 = 76.765042 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 82 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.745747 sec): 2 clusters Score: Raw -369.744060 + Penalty 163.238993 = -206.505066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.745968 sec): 3 clusters Score: Raw -369.935897 + Penalty 306.646677 = -63.289220 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 83 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.746429 sec): 2 clusters Score: Raw -325.020045 + Penalty 227.897248 = -97.122797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.746626 sec): 2 clusters Score: Raw -325.020045 + Penalty 227.897248 = -97.122797 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 84 (89 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.747312 sec): 2 clusters Score: Raw -4999.585927 + Penalty 634.063242 = -4365.522685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.747700 sec): 3 clusters Score: Raw -5084.630055 + Penalty 1268.525101 = -3816.104954 nChanged 2 SP:Iteration 1Q (22.748064 sec): 3 clusters Score: Raw -5094.169781 + Penalty 1268.525101 = -3825.644680 nChanged 0 SP:Iteration 2F (22.748447 sec): 3 clusters Score: Raw -5094.169781 + Penalty 1268.525101 = -3825.644680 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 85 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.748950 sec): 2 clusters Score: Raw -1095.176344 + Penalty 320.930663 = -774.245681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.749193 sec): 3 clusters Score: Raw -1129.303391 + Penalty 648.026952 = -481.276439 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 86 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.749741 sec): 2 clusters Score: Raw -2231.185082 + Penalty 448.418133 = -1782.766949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.750022 sec): 3 clusters Score: Raw -2308.292165 + Penalty 896.475018 = -1411.817147 nChanged 1 SP:Iteration 1Q (22.750286 sec): 3 clusters Score: Raw -2311.837730 + Penalty 896.475018 = -1415.362713 nChanged 0 SP:Iteration 2F (22.750562 sec): 3 clusters Score: Raw -2311.837730 + Penalty 896.475018 = -1415.362713 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 87 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.751043 sec): 2 clusters Score: Raw -578.564317 + Penalty 125.754254 = -452.810063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.751273 sec): 3 clusters Score: Raw -586.156555 + Penalty 251.508508 = -334.648047 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 88 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.751748 sec): 2 clusters Score: Raw -519.952593 + Penalty 159.832401 = -360.120192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.751953 sec): 2 clusters Score: Raw -519.952593 + Penalty 159.832401 = -360.120192 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 89 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.752440 sec): 2 clusters Score: Raw -844.095728 + Penalty 263.177686 = -580.918042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.752694 sec): 3 clusters Score: Raw -852.400554 + Penalty 516.621578 = -335.778976 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 90 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.753171 sec): 2 clusters Score: Raw -594.933127 + Penalty 240.616773 = -354.316354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.753398 sec): 3 clusters Score: Raw -615.818898 + Penalty 473.234671 = -142.584226 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 91 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.754015 sec): 2 clusters Score: Raw -3511.480105 + Penalty 511.949398 = -2999.530708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.754345 sec): 3 clusters Score: Raw -3592.525060 + Penalty 1026.740415 = -2565.784645 nChanged 1 SP:Iteration 1Q (22.754660 sec): 3 clusters Score: Raw -3594.908973 + Penalty 1028.709729 = -2566.199245 nChanged 1 SP:Iteration 2Q (22.754972 sec): 3 clusters Score: Raw -3597.628642 + Penalty 1031.022589 = -2566.606054 nChanged 1 SP:Iteration 3Q (22.755283 sec): 3 clusters Score: Raw -3600.368742 + Penalty 1031.022589 = -2569.346154 nChanged 0 SP:Iteration 4F (22.755607 sec): 3 clusters Score: Raw -3600.368742 + Penalty 1031.022589 = -2569.346154 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 92 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.756067 sec): 2 clusters Score: Raw -168.275003 + Penalty 101.108067 = -67.166936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.756276 sec): 3 clusters Score: Raw -162.002643 + Penalty 210.966153 = 48.963510 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 93 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.756856 sec): 2 clusters Score: Raw -3023.543531 + Penalty 512.273023 = -2511.270508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.757161 sec): 3 clusters Score: Raw -3082.165972 + Penalty 1025.164979 = -2057.000993 nChanged 2 SP:Iteration 1Q (22.757447 sec): 3 clusters Score: Raw -3092.719058 + Penalty 1024.546047 = -2068.173011 nChanged 2 SP:Iteration 2Q (22.757732 sec): 3 clusters Score: Raw -3108.254181 + Penalty 1024.546047 = -2083.708134 nChanged 0 SP:Iteration 3F (22.758029 sec): 3 clusters Score: Raw -3108.254181 + Penalty 1024.546047 = -2083.708134 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 94 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.758487 sec): 2 clusters Score: Raw -164.527578 + Penalty 90.163371 = -74.364206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.758682 sec): 2 clusters Score: Raw -164.527578 + Penalty 90.163371 = -74.364206 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 (22.759149 sec): 2 clusters Score: Raw -421.881051 + Penalty 243.930729 = -177.950322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.759368 sec): 3 clusters Score: Raw -418.438646 + Penalty 489.355279 = 70.916633 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 97 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.759842 sec): 2 clusters Score: Raw -600.926859 + Penalty 271.376536 = -329.550324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.760066 sec): 3 clusters Score: Raw -610.594639 + Penalty 548.657096 = -61.937543 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 98 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.760554 sec): 2 clusters Score: Raw -830.516523 + Penalty 294.229954 = -536.286569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.760807 sec): 3 clusters Score: Raw -887.765949 + Penalty 588.459909 = -299.306040 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 99 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.761266 sec): 2 clusters Score: Raw -238.025516 + Penalty 160.345154 = -77.680363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.761479 sec): 3 clusters Score: Raw -230.857264 + Penalty 320.690307 = 89.833043 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 100 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.761960 sec): 2 clusters Score: Raw -733.764566 + Penalty 337.757250 = -396.007316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.762190 sec): 3 clusters Score: Raw -762.552727 + Penalty 671.264200 = -91.288527 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 101 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.762671 sec): 2 clusters Score: Raw -735.125295 + Penalty 282.521416 = -452.603879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.762901 sec): 3 clusters Score: Raw -753.519366 + Penalty 565.864758 = -187.654608 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 102 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.763417 sec): 2 clusters Score: Raw -1303.050643 + Penalty 280.350429 = -1022.700214 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.763669 sec): 3 clusters Score: Raw -1327.642914 + Penalty 566.720683 = -760.922231 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 103 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.764125 sec): 2 clusters Score: Raw -120.130149 + Penalty 81.010068 = -39.120081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.764330 sec): 3 clusters Score: Raw -109.404844 + Penalty 162.020136 = 52.615292 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 104 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.764784 sec): 2 clusters Score: Raw -111.808318 + Penalty 77.675586 = -34.132732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.764990 sec): 3 clusters Score: Raw -104.797892 + Penalty 155.351173 = 50.553281 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 105 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.765487 sec): 2 clusters Score: Raw -1068.669847 + Penalty 302.262663 = -766.407184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.765730 sec): 3 clusters Score: Raw -1085.949764 + Penalty 606.738958 = -479.210806 nChanged 1 SP:Iteration 1F (22.765968 sec): 3 clusters Score: Raw -1088.799156 + Penalty 606.738958 = -482.060199 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 106 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.766427 sec): 2 clusters Score: Raw -239.872256 + Penalty 152.238836 = -87.633420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.766623 sec): 2 clusters Score: Raw -239.872256 + Penalty 152.238836 = -87.633420 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 107 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.767107 sec): 2 clusters Score: Raw -719.476884 + Penalty 257.610247 = -461.866636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.767338 sec): 3 clusters Score: Raw -727.554262 + Penalty 520.589877 = -206.964385 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 108 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.767818 sec): 2 clusters Score: Raw -381.038529 + Penalty 195.533602 = -185.504928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.768039 sec): 3 clusters Score: Raw -396.218330 + Penalty 377.463396 = -18.754934 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 109 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.768541 sec): 2 clusters Score: Raw -1271.308747 + Penalty 439.217187 = -832.091560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.768788 sec): 3 clusters Score: Raw -1344.512248 + Penalty 880.037745 = -464.474502 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 110 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.769284 sec): 2 clusters Score: Raw -1054.076527 + Penalty 364.836009 = -689.240518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.769523 sec): 3 clusters Score: Raw -1089.922552 + Penalty 730.239877 = -359.682675 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 111 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.770023 sec): 2 clusters Score: Raw -1152.923345 + Penalty 421.616830 = -731.306514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.770266 sec): 3 clusters Score: Raw -1238.111776 + Penalty 843.167574 = -394.944202 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 112 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.770763 sec): 2 clusters Score: Raw -1004.404972 + Penalty 328.218358 = -676.186614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.771006 sec): 3 clusters Score: Raw -1047.836244 + Penalty 652.847776 = -394.988468 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 113 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.771493 sec): 2 clusters Score: Raw -871.971343 + Penalty 248.313199 = -623.658143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.771727 sec): 3 clusters Score: Raw -876.048244 + Penalty 497.187388 = -378.860856 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 114 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.772204 sec): 2 clusters Score: Raw -638.982440 + Penalty 257.511670 = -381.470770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.772430 sec): 3 clusters Score: Raw -644.951796 + Penalty 511.210283 = -133.741514 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 115 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.772915 sec): 2 clusters Score: Raw -905.883179 + Penalty 385.434839 = -520.448341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.773149 sec): 3 clusters Score: Raw -959.364040 + Penalty 771.265855 = -188.098185 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 116 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.773620 sec): 2 clusters Score: Raw -454.619425 + Penalty 193.287561 = -261.331864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.773841 sec): 3 clusters Score: Raw -462.568126 + Penalty 386.575123 = -75.993004 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 117 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.774295 sec): 2 clusters Score: Raw -113.540310 + Penalty 68.284911 = -45.255399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.774500 sec): 3 clusters Score: Raw -105.648756 + Penalty 136.569822 = 30.921066 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 118 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.774991 sec): 2 clusters Score: Raw -507.635720 + Penalty 220.965329 = -286.670391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.775216 sec): 3 clusters Score: Raw -511.610986 + Penalty 433.195968 = -78.415018 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 119 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.775682 sec): 2 clusters Score: Raw -386.309167 + Penalty 235.683005 = -150.626162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.775900 sec): 3 clusters Score: Raw -373.943820 + Penalty 471.366010 = 97.422190 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 120 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.776372 sec): 2 clusters Score: Raw -512.458918 + Penalty 218.601877 = -293.857041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.776596 sec): 3 clusters Score: Raw -516.310418 + Penalty 426.581022 = -89.729395 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 121 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.777115 sec): 2 clusters Score: Raw -1411.780848 + Penalty 338.934400 = -1072.846448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.777366 sec): 3 clusters Score: Raw -1444.782300 + Penalty 677.868799 = -766.913501 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 122 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.777853 sec): 2 clusters Score: Raw -777.153130 + Penalty 244.541389 = -532.611741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.778084 sec): 3 clusters Score: Raw -785.732352 + Penalty 488.095022 = -297.637330 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 123 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.778587 sec): 2 clusters Score: Raw -1161.356485 + Penalty 369.766954 = -791.589531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.778835 sec): 3 clusters Score: Raw -1209.161474 + Penalty 739.557138 = -469.604336 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 124 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.779353 sec): 2 clusters Score: Raw -1413.848047 + Penalty 419.671807 = -994.176240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.779603 sec): 3 clusters Score: Raw -1474.286020 + Penalty 840.414311 = -633.871709 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 125 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.780090 sec): 2 clusters Score: Raw -855.507249 + Penalty 288.811757 = -566.695491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.780324 sec): 3 clusters Score: Raw -878.015857 + Penalty 576.722113 = -301.293744 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 126 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.780817 sec): 2 clusters Score: Raw -990.215191 + Penalty 304.678100 = -685.537091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.781057 sec): 3 clusters Score: Raw -1003.498988 + Penalty 609.332144 = -394.166844 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 127 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.781533 sec): 2 clusters Score: Raw -587.855144 + Penalty 283.742724 = -304.112420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.781760 sec): 3 clusters Score: Raw -603.438124 + Penalty 570.474875 = -32.963248 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 128 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.782237 sec): 2 clusters Score: Raw -217.537427 + Penalty 97.950921 = -119.586506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.782449 sec): 3 clusters Score: Raw -211.825446 + Penalty 195.901842 = -15.923604 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 129 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.782941 sec): 2 clusters Score: Raw -909.659603 + Penalty 306.339762 = -603.319841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.783182 sec): 3 clusters Score: Raw -927.039721 + Penalty 570.874457 = -356.165264 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 130 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.783639 sec): 2 clusters Score: Raw -177.308815 + Penalty 120.843662 = -56.465153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.783850 sec): 3 clusters Score: Raw -168.776963 + Penalty 238.547483 = 69.770520 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 131 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.784366 sec): 2 clusters Score: Raw -1549.054367 + Penalty 463.974087 = -1085.080280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.784623 sec): 3 clusters Score: Raw -1662.044629 + Penalty 931.329636 = -730.714994 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 132 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.785117 sec): 2 clusters Score: Raw -1013.768174 + Penalty 406.321533 = -607.446641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.785357 sec): 3 clusters Score: Raw -1073.363148 + Penalty 812.047886 = -261.315262 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 133 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.785814 sec): 2 clusters Score: Raw -155.304807 + Penalty 60.367271 = -94.937536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.786020 sec): 3 clusters Score: Raw -150.769534 + Penalty 110.325010 = -40.444524 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 (22.786476 sec): 2 clusters Score: Raw -186.723833 + Penalty 134.855932 = -51.867901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.786671 sec): 2 clusters Score: Raw -186.723833 + Penalty 134.855932 = -51.867901 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 135 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.787142 sec): 2 clusters Score: Raw -515.891262 + Penalty 287.705557 = -228.185705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.787364 sec): 3 clusters Score: Raw -509.445697 + Penalty 569.021373 = 59.575675 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 136 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.787830 sec): 2 clusters Score: Raw -363.246742 + Penalty 191.413683 = -171.833059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.788047 sec): 3 clusters Score: Raw -357.464820 + Penalty 390.838679 = 33.373859 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 137 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.788530 sec): 2 clusters Score: Raw -776.508776 + Penalty 330.271425 = -446.237351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.788776 sec): 3 clusters Score: Raw -806.675332 + Penalty 664.996559 = -141.678773 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 138 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.789246 sec): 2 clusters Score: Raw -452.604873 + Penalty 172.171539 = -280.433335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.789466 sec): 3 clusters Score: Raw -455.129588 + Penalty 344.343077 = -110.786511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 139 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.789954 sec): 2 clusters Score: Raw -907.481605 + Penalty 366.006269 = -541.475336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.790187 sec): 3 clusters Score: Raw -943.382239 + Penalty 730.414067 = -212.968172 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 141 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.790642 sec): 2 clusters Score: Raw -121.776610 + Penalty 90.311473 = -31.465138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.790848 sec): 3 clusters Score: Raw -111.214177 + Penalty 180.622945 = 69.408768 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 142 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.791354 sec): 2 clusters Score: Raw -969.720708 + Penalty 302.893108 = -666.827600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.791603 sec): 3 clusters Score: Raw -1055.443294 + Penalty 586.929656 = -468.513638 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 143 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.792076 sec): 2 clusters Score: Raw -518.299903 + Penalty 237.269789 = -281.030114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.792301 sec): 3 clusters Score: Raw -524.731250 + Penalty 479.940097 = -44.791153 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 144 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.792766 sec): 2 clusters Score: Raw -359.106495 + Penalty 192.676384 = -166.430111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.792981 sec): 3 clusters Score: Raw -351.066997 + Penalty 380.236210 = 29.169213 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 145 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.793459 sec): 2 clusters Score: Raw -621.535001 + Penalty 273.700488 = -347.834513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.793688 sec): 3 clusters Score: Raw -639.102675 + Penalty 547.433787 = -91.668888 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 146 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.794148 sec): 2 clusters Score: Raw -216.618067 + Penalty 114.121911 = -102.496156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.794357 sec): 3 clusters Score: Raw -215.881700 + Penalty 208.000292 = -7.881408 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 147 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.794838 sec): 2 clusters Score: Raw -656.685450 + Penalty 267.021538 = -389.663912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.795067 sec): 3 clusters Score: Raw -686.822401 + Penalty 538.307860 = -148.514540 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 148 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.795569 sec): 2 clusters Score: Raw -1244.016766 + Penalty 395.954736 = -848.062030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.795832 sec): 3 clusters Score: Raw -1284.572815 + Penalty 777.840338 = -506.732476 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 150 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.796300 sec): 2 clusters Score: Raw -389.419604 + Penalty 235.793588 = -153.626015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.796520 sec): 3 clusters Score: Raw -376.075452 + Penalty 471.587177 = 95.511725 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 151 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.796994 sec): 2 clusters Score: Raw -517.602342 + Penalty 220.102858 = -297.499484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.797218 sec): 3 clusters Score: Raw -513.675175 + Penalty 443.265128 = -70.410047 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 152 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.797707 sec): 2 clusters Score: Raw -882.775044 + Penalty 292.536982 = -590.238062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.797943 sec): 3 clusters Score: Raw -902.896966 + Penalty 590.052363 = -312.844603 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 153 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.798401 sec): 2 clusters Score: Raw -178.947346 + Penalty 111.624872 = -67.322474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.798610 sec): 3 clusters Score: Raw -168.639965 + Penalty 231.889774 = 63.249808 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 154 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.799074 sec): 2 clusters Score: Raw -352.656115 + Penalty 190.900460 = -161.755655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.799291 sec): 3 clusters Score: Raw -345.519345 + Penalty 190.900460 = -154.618885 nChanged 1 SP:Iteration 1F (22.799488 sec): 2 clusters Score: Raw -352.656115 + Penalty 190.900460 = -161.755655 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 (22.799944 sec): 2 clusters Score: Raw -168.417987 + Penalty 84.012538 = -84.405449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.800150 sec): 3 clusters Score: Raw -161.780840 + Penalty 176.751121 = 14.970281 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 156 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.800618 sec): 2 clusters Score: Raw -404.323913 + Penalty 181.958553 = -222.365359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.800837 sec): 3 clusters Score: Raw -398.702292 + Penalty 408.971362 = 10.269070 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 (22.801299 sec): 2 clusters Score: Raw -270.261989 + Penalty 101.546219 = -168.715770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.801514 sec): 3 clusters Score: Raw -268.768496 + Penalty 202.504392 = -66.264103 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 158 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.801983 sec): 2 clusters Score: Raw -459.804848 + Penalty 222.897664 = -236.907184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.802204 sec): 3 clusters Score: Raw -463.695753 + Penalty 445.187122 = -18.508630 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 159 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.802701 sec): 2 clusters Score: Raw -779.515026 + Penalty 267.836669 = -511.678357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.802932 sec): 3 clusters Score: Raw -779.563229 + Penalty 540.674012 = -238.889217 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 160 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.803397 sec): 2 clusters Score: Raw -438.942566 + Penalty 268.198579 = -170.743986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.803616 sec): 3 clusters Score: Raw -436.101358 + Penalty 540.670102 = 104.568744 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 161 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.804080 sec): 2 clusters Score: Raw -363.841895 + Penalty 227.923031 = -135.918863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.804297 sec): 3 clusters Score: Raw -359.923979 + Penalty 455.742490 = 95.818512 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 (22.804754 sec): 2 clusters Score: Raw -186.446688 + Penalty 131.056331 = -55.390357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.804948 sec): 2 clusters Score: Raw -186.446688 + Penalty 131.056331 = -55.390357 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 164 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.805403 sec): 2 clusters Score: Raw -173.020698 + Penalty 112.778162 = -60.242537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.805611 sec): 3 clusters Score: Raw -165.590983 + Penalty 217.528979 = 51.937996 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 165 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.806067 sec): 2 clusters Score: Raw -183.483414 + Penalty 136.431822 = -47.051592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.806276 sec): 3 clusters Score: Raw -173.533404 + Penalty 274.024048 = 100.490644 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 166 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.806748 sec): 2 clusters Score: Raw -509.991188 + Penalty 214.489909 = -295.501280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.806975 sec): 3 clusters Score: Raw -515.494655 + Penalty 426.418808 = -89.075847 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 167 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.807481 sec): 2 clusters Score: Raw -1283.379004 + Penalty 383.771228 = -899.607776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.807729 sec): 3 clusters Score: Raw -1315.195711 + Penalty 767.048287 = -548.147424 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 168 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.808229 sec): 2 clusters Score: Raw -1166.158456 + Penalty 361.444268 = -804.714189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.808477 sec): 3 clusters Score: Raw -1211.929426 + Penalty 726.226150 = -485.703276 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 170 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.808935 sec): 2 clusters Score: Raw -231.067184 + Penalty 141.074099 = -89.993085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.809147 sec): 3 clusters Score: Raw -223.514694 + Penalty 291.803929 = 68.289234 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 171 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.809617 sec): 2 clusters Score: Raw -116.517065 + Penalty 73.505484 = -43.011580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.809809 sec): 2 clusters Score: Raw -116.517065 + Penalty 73.505484 = -43.011580 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 172 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.810283 sec): 2 clusters Score: Raw -556.912388 + Penalty 268.706055 = -288.206334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.810507 sec): 3 clusters Score: Raw -553.213743 + Penalty 544.508790 = -8.704952 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 173 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.810975 sec): 2 clusters Score: Raw -376.719666 + Penalty 221.866949 = -154.852717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.811196 sec): 3 clusters Score: Raw -392.462956 + Penalty 445.496889 = 53.033933 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 174 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.811654 sec): 2 clusters Score: Raw -249.323412 + Penalty 176.902354 = -72.421057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.811867 sec): 3 clusters Score: Raw -238.645593 + Penalty 353.804709 = 115.159115 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 176 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.812391 sec): 2 clusters Score: Raw -1146.773876 + Penalty 142.718007 = -1004.055869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.812652 sec): 3 clusters Score: Raw -1173.609007 + Penalty 283.817766 = -889.791242 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 177 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.813112 sec): 2 clusters Score: Raw -240.686664 + Penalty 165.342476 = -75.344188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.813322 sec): 3 clusters Score: Raw -231.456059 + Penalty 309.171197 = 77.715139 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 178 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.813779 sec): 2 clusters Score: Raw -174.394953 + Penalty 109.543490 = -64.851463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.813989 sec): 3 clusters Score: Raw -166.008098 + Penalty 217.411742 = 51.403644 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 179 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.814461 sec): 2 clusters Score: Raw -547.741736 + Penalty 246.307878 = -301.433859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.814685 sec): 3 clusters Score: Raw -549.691711 + Penalty 485.474670 = -64.217041 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 180 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.815138 sec): 2 clusters Score: Raw -121.433545 + Penalty 86.917166 = -34.516378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.815345 sec): 3 clusters Score: Raw -110.287816 + Penalty 173.834333 = 63.546516 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 182 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.815803 sec): 2 clusters Score: Raw -249.184400 + Penalty 175.822858 = -73.361541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.815998 sec): 2 clusters Score: Raw -249.184400 + Penalty 175.822858 = -73.361541 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 183 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.816468 sec): 2 clusters Score: Raw -115.499682 + Penalty 67.830894 = -47.668788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.816674 sec): 3 clusters Score: Raw -106.624920 + Penalty 135.661787 = 29.036867 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 184 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.817127 sec): 2 clusters Score: Raw -53.841735 + Penalty 0.000000 = -53.841735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.817317 sec): 2 clusters Score: Raw -53.841735 + Penalty 0.000000 = -53.841735 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 185 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.817773 sec): 2 clusters Score: Raw -185.045755 + Penalty 140.933823 = -44.111932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.817983 sec): 3 clusters Score: Raw -174.304913 + Penalty 285.586779 = 111.281866 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 186 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.818439 sec): 2 clusters Score: Raw -183.650318 + Penalty 137.819714 = -45.830604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.818649 sec): 3 clusters Score: Raw -172.206656 + Penalty 285.691993 = 113.485337 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 187 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.819103 sec): 2 clusters Score: Raw -178.102632 + Penalty 114.288513 = -63.814119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.819313 sec): 3 clusters Score: Raw -168.503286 + Penalty 243.216611 = 74.713324 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 188 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.819774 sec): 2 clusters Score: Raw -293.703361 + Penalty 159.081562 = -134.621799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.819989 sec): 3 clusters Score: Raw -287.138074 + Penalty 314.939144 = 27.801070 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 189 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.820701 sec): 2 clusters Score: Raw -3997.047168 + Penalty 136.755080 = -3860.292087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.821086 sec): 3 clusters Score: Raw -3991.220664 + Penalty 275.654567 = -3715.566097 nChanged 18 SP:Iteration 1F (22.821464 sec): 3 clusters Score: Raw -4012.192027 + Penalty 275.714679 = -3736.477348 nChanged 8 SP:Iteration 2F (22.821840 sec): 3 clusters Score: Raw -4023.170319 + Penalty 275.716843 = -3747.453475 nChanged 2 SP:Iteration 3Q (22.822209 sec): 3 clusters Score: Raw -4026.302774 + Penalty 275.716843 = -3750.585931 nChanged 0 SP:Iteration 4F (22.822586 sec): 3 clusters Score: Raw -4026.302774 + Penalty 275.716843 = -3750.585931 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 190 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.823044 sec): 2 clusters Score: Raw -121.530529 + Penalty 94.366992 = -27.163537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.823237 sec): 2 clusters Score: Raw -121.530529 + Penalty 94.366992 = -27.163537 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 191 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.823701 sec): 2 clusters Score: Raw -301.311746 + Penalty 158.660235 = -142.651510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.823932 sec): 3 clusters Score: Raw -292.757469 + Penalty 289.865640 = -2.891828 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 192 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.824389 sec): 2 clusters Score: Raw -172.606045 + Penalty 128.020366 = -44.585679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.824584 sec): 2 clusters Score: Raw -172.606045 + Penalty 128.020366 = -44.585679 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 193 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.825040 sec): 2 clusters Score: Raw -170.061097 + Penalty 105.722235 = -64.338862 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.825251 sec): 3 clusters Score: Raw -163.337193 + Penalty 220.431064 = 57.093871 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 194 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.825704 sec): 2 clusters Score: Raw -120.919321 + Penalty 89.409948 = -31.509373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.825910 sec): 3 clusters Score: Raw -110.861501 + Penalty 178.819897 = 67.958396 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 (22.826364 sec): 2 clusters Score: Raw -118.632222 + Penalty 81.929762 = -36.702460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.826556 sec): 2 clusters Score: Raw -118.632222 + Penalty 81.929762 = -36.702460 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 198 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.827017 sec): 2 clusters Score: Raw -228.033169 + Penalty 124.104185 = -103.928984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.827229 sec): 3 clusters Score: Raw -222.693186 + Penalty 248.208370 = 25.515184 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 199 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.827694 sec): 2 clusters Score: Raw -362.029163 + Penalty 195.872288 = -166.156875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.827911 sec): 3 clusters Score: Raw -354.256434 + Penalty 390.580469 = 36.324034 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 200 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.828367 sec): 2 clusters Score: Raw -168.597043 + Penalty 90.568992 = -78.028052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.828574 sec): 3 clusters Score: Raw -163.272216 + Penalty 168.580594 = 5.308378 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 201 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.829027 sec): 2 clusters Score: Raw -110.611034 + Penalty 46.591352 = -64.019682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.829221 sec): 2 clusters Score: Raw -110.611034 + Penalty 46.591352 = -64.019682 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 203 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.829669 sec): 2 clusters Score: Raw -53.462330 + Penalty 0.000000 = -53.462330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.829859 sec): 2 clusters Score: Raw -53.462330 + Penalty 0.000000 = -53.462330 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 205 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.830341 sec): 2 clusters Score: Raw -763.693329 + Penalty 250.360179 = -513.333150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.830586 sec): 3 clusters Score: Raw -771.583290 + Penalty 498.614931 = -272.968359 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 209 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.831045 sec): 2 clusters Score: Raw -175.788298 + Penalty 113.701137 = -62.087161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.831239 sec): 2 clusters Score: Raw -175.788298 + Penalty 113.701137 = -62.087161 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 210 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.831704 sec): 2 clusters Score: Raw -325.000636 + Penalty 97.855607 = -227.145029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.831921 sec): 3 clusters Score: Raw -319.252960 + Penalty 97.855607 = -221.397353 nChanged 1 SP:Iteration 1F (22.832122 sec): 2 clusters Score: Raw -325.000636 + Penalty 97.855607 = -227.145029 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 211 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.832581 sec): 2 clusters Score: Raw -118.167302 + Penalty 83.768347 = -34.398954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.832775 sec): 2 clusters Score: Raw -118.167302 + Penalty 83.768347 = -34.398954 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 212 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.833237 sec): 2 clusters Score: Raw -311.527730 + Penalty 187.765399 = -123.762332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.833454 sec): 3 clusters Score: Raw -299.598638 + Penalty 374.996903 = 75.398266 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 213 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.833906 sec): 2 clusters Score: Raw -111.401572 + Penalty 75.868400 = -35.533171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.834099 sec): 2 clusters Score: Raw -111.401572 + Penalty 75.868400 = -35.533171 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 214 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.834547 sec): 2 clusters Score: Raw -54.874111 + Penalty 0.000000 = -54.874111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.834737 sec): 2 clusters Score: Raw -54.874111 + Penalty 0.000000 = -54.874111 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 216 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.835189 sec): 2 clusters Score: Raw -116.196668 + Penalty 81.837390 = -34.359278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.835382 sec): 2 clusters Score: Raw -116.196668 + Penalty 81.837390 = -34.359278 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 218 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.835830 sec): 2 clusters Score: Raw -54.736703 + Penalty 0.000000 = -54.736703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.836020 sec): 2 clusters Score: Raw -54.736703 + Penalty 0.000000 = -54.736703 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 219 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.836476 sec): 2 clusters Score: Raw -180.551475 + Penalty 131.386722 = -49.164753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.836670 sec): 2 clusters Score: Raw -180.551475 + Penalty 131.386722 = -49.164753 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 220 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.837130 sec): 2 clusters Score: Raw -185.104131 + Penalty 130.106484 = -54.997647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.837357 sec): 3 clusters Score: Raw -174.116053 + Penalty 274.832884 = 100.716831 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 221 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.837808 sec): 2 clusters Score: Raw -53.083831 + Penalty 0.000000 = -53.083831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.837998 sec): 2 clusters Score: Raw -53.083831 + Penalty 0.000000 = -53.083831 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 226 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.838456 sec): 2 clusters Score: Raw -190.828083 + Penalty 74.280126 = -116.547957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.838660 sec): 3 clusters Score: Raw -196.515923 + Penalty 148.560252 = -47.955671 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 227 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.839276 sec): 2 clusters Score: Raw -2632.253900 + Penalty 210.470614 = -2421.783286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.839599 sec): 3 clusters Score: Raw -2623.821931 + Penalty 419.703921 = -2204.118010 nChanged 3 SP:Iteration 1F (22.839918 sec): 3 clusters Score: Raw -2628.062285 + Penalty 429.396033 = -2198.666252 nChanged 6 SP:Iteration 2F (22.840240 sec): 3 clusters Score: Raw -2636.624689 + Penalty 430.482691 = -2206.141998 nChanged 2 SP:Iteration 3Q (22.840559 sec): 3 clusters Score: Raw -2640.021256 + Penalty 430.007844 = -2210.013412 nChanged 2 SP:Iteration 4Q (22.840877 sec): 3 clusters Score: Raw -2642.624616 + Penalty 430.007844 = -2212.616772 nChanged 0 SP:Iteration 5F (22.841198 sec): 3 clusters Score: Raw -2642.624616 + Penalty 430.007844 = -2212.616772 nChanged 0 Deleting Class 83 (5 points): Lose 76.826521 but Gain 1420.507097 Iteration 20F (25.034485 sec): 205 clusters Score: Raw -1063749.929757 + Penalty 214807.054746 = -848942.875010 nChanged 124 Deleting Class 190 (2 points): Lose 26.675466 but Gain 1365.756279 Iteration 21Q (25.174104 sec): 204 clusters Score: Raw -1063858.239501 + Penalty 213500.441713 = -850357.797789 nChanged 101 Deleting Class 132 (17 points): Lose 139.161946 but Gain 1438.696257 Iteration 22Q (25.309756 sec): 203 clusters Score: Raw -1063802.739958 + Penalty 212252.497275 = -851550.242683 nChanged 98 Deleting Class 160 (7 points): Lose 89.146756 but Gain 1382.649955 Iteration 23Q (25.444242 sec): 202 clusters Score: Raw -1063809.329595 + Penalty 210883.800310 = -852925.529285 nChanged 87 Deleting Class 115 (15 points): Lose 140.890426 but Gain 1427.817861 Iteration 24Q (25.578982 sec): 201 clusters Score: Raw -1063750.096290 + Penalty 209579.708006 = -854170.388284 nChanged 78 Deleting Class 109 (21 points): Lose 161.350835 but Gain 1447.233814 Iteration 25Q (25.710596 sec): 200 clusters Score: Raw -1063698.304327 + Penalty 208400.265965 = -855298.038362 nChanged 76 Deleting Class 119 (6 points): Lose 37.109141 but Gain 1319.553834 Iteration 26Q (25.846994 sec): 199 clusters Score: Raw -1063785.614390 + Penalty 207094.651144 = -856690.963246 nChanged 53 Deleting Class 135 (9 points): Lose 135.466144 but Gain 1411.619159 Iteration 27Q (25.976216 sec): 198 clusters Score: Raw -1063687.353986 + Penalty 205697.241146 = -857990.112840 nChanged 52 Deleting Class 150 (6 points): Lose 46.653092 but Gain 1320.172973 Iteration 28Q (26.105132 sec): 197 clusters Score: Raw -1063681.441351 + Penalty 204380.396655 = -859301.044696 nChanged 39 Deleting Class 141 (2 points): Lose 34.035972 but Gain 1307.061482 Iteration 29Q (26.234978 sec): 196 clusters Score: Raw -1063674.055592 + Penalty 203071.774301 = -860602.281291 nChanged 40 Deleting Class 111 (20 points): Lose 139.662291 but Gain 1411.866049 Iteration 30F (28.286894 sec): 195 clusters Score: Raw -1063559.087506 + Penalty 201768.158168 = -861790.929338 nChanged 51 Deleting Class 72 (67 points): Lose 323.951781 but Gain 1581.210290 Iteration 31Q (28.415581 sec): 194 clusters Score: Raw -1063327.595678 + Penalty 200266.344298 = -863061.251379 nChanged 97 Deleting Class 100 (12 points): Lose 120.004085 but Gain 1363.556557 Iteration 32Q (28.547472 sec): 193 clusters Score: Raw -1063369.197560 + Penalty 199018.292980 = -864350.904580 nChanged 42 Deleting Class 180 (2 points): Lose 17.079905 but Gain 1257.936309 Iteration 33Q (28.673978 sec): 192 clusters Score: Raw -1063408.272120 + Penalty 197772.262517 = -865636.009604 nChanged 25 Deleting Class 185 (3 points): Lose 54.125543 but Gain 1286.913431 Iteration 34Q (28.798469 sec): 191 clusters Score: Raw -1063367.609557 + Penalty 196556.128014 = -866811.481543 nChanged 27 Deleting Class 218 (2 points): Lose 30.450644 but Gain 1261.174595 Iteration 35Q (28.923041 sec): 190 clusters Score: Raw -1063377.090998 + Penalty 195328.912652 = -868048.178346 nChanged 30 Deleting Class 174 (4 points): Lose 49.478108 but Gain 1280.137767 Iteration 36Q (29.047555 sec): 189 clusters Score: Raw -1063347.702388 + Penalty 194098.010926 = -869249.691462 nChanged 40 Deleting Class 139 (15 points): Lose 126.168129 but Gain 1355.846010 Iteration 37Q (29.173128 sec): 188 clusters Score: Raw -1063251.091343 + Penalty 192828.454199 = -870422.637145 nChanged 45 Deleting Class 165 (3 points): Lose 18.031805 but Gain 1245.804168 Iteration 38Q (29.298975 sec): 187 clusters Score: Raw -1063278.398699 + Penalty 191599.948771 = -871678.449927 nChanged 34 Deleting Class 186 (3 points): Lose 34.056880 but Gain 1258.477473 Iteration 39Q (29.423399 sec): 186 clusters Score: Raw -1063262.056529 + Penalty 190375.110351 = -872886.946179 nChanged 39 Deleting Class 182 (5 points): Lose 77.005894 but Gain 1298.743739 Iteration 40F (31.388453 sec): 185 clusters Score: Raw -1063200.597086 + Penalty 189130.362113 = -874070.234973 nChanged 30 Deleting Class 49 (14 points): Lose 95.975164 but Gain 1307.764238 Iteration 41Q (31.512416 sec): 184 clusters Score: Raw -1063130.427933 + Penalty 187863.213659 = -875267.214274 nChanged 49 Deleting Class 194 (3 points): Lose 32.368972 but Gain 1241.610930 Iteration 42Q (31.636862 sec): 183 clusters Score: Raw -1063135.384700 + Penalty 186613.120528 = -876522.264172 nChanged 40 Deleting Class 214 (1 points): Lose 1.966806 but Gain 1208.557857 Iteration 43Q (31.759418 sec): 182 clusters Score: Raw -1063156.485692 + Penalty 185418.855873 = -877737.629819 nChanged 28 Deleting Class 211 (2 points): Lose 6.092134 but Gain 1212.364022 Iteration 44Q (31.880164 sec): 181 clusters Score: Raw -1063165.925695 + Penalty 184217.171614 = -878948.754081 nChanged 15 Deleting Class 177 (5 points): Lose 45.017920 but Gain 1247.357678 Iteration 45Q (32.003460 sec): 180 clusters Score: Raw -1063131.581615 + Penalty 183024.997221 = -880106.584395 nChanged 22 Deleting Class 33 (47 points): Lose 377.876050 but Gain 1580.180746 Iteration 46Q (32.124813 sec): 179 clusters Score: Raw -1062781.285289 + Penalty 181471.213314 = -881310.071975 nChanged 64 Deleting Class 134 (3 points): Lose 30.067252 but Gain 1231.414198 Iteration 47Q (32.247725 sec): 178 clusters Score: Raw -1062901.857348 + Penalty 180278.780498 = -882623.076850 nChanged 25 Deleting Class 184 (2 points): Lose 25.224029 but Gain 1222.787242 Iteration 48Q (32.367923 sec): 177 clusters Score: Raw -1062949.897383 + Penalty 179076.583023 = -883873.314360 nChanged 22 Deleting Class 161 (6 points): Lose 79.284456 but Gain 1276.106904 Iteration 49Q (32.488169 sec): 176 clusters Score: Raw -1062895.728900 + Penalty 177848.947546 = -885046.781354 nChanged 18 Deleting Class 137 (13 points): Lose 96.487165 but Gain 1291.727067 Iteration 50F (34.331527 sec): 175 clusters Score: Raw -1062827.765898 + Penalty 176580.767871 = -886246.998027 nChanged 28 Deleting Class 131 (27 points): Lose 218.888087 but Gain 1412.233707 Iteration 51Q (34.451648 sec): 174 clusters Score: Raw -1062652.144986 + Penalty 175263.499468 = -887388.645518 nChanged 46 Deleting Class 67 (38 points): Lose 233.073549 but Gain 1423.828146 Iteration 52Q (34.577530 sec): 173 clusters Score: Raw -1062516.525243 + Penalty 173870.906644 = -888645.618599 nChanged 57 Deleting Class 15 (57 points): Lose 274.681710 but Gain 1457.671386 Iteration 53Q (34.697613 sec): 172 clusters Score: Raw -1062338.434678 + Penalty 172467.544838 = -889870.889840 nChanged 78 Deleting Class 148 (21 points): Lose 123.405643 but Gain 1304.682741 Iteration 54Q (34.818963 sec): 171 clusters Score: Raw -1062357.427578 + Penalty 171291.177478 = -891066.250099 nChanged 40 Deleting Class 110 (18 points): Lose 85.867782 but Gain 1266.259001 Iteration 55Q (34.944491 sec): 170 clusters Score: Raw -1062338.639421 + Penalty 170056.174682 = -892282.464739 nChanged 39 Deleting Class 219 (3 points): Lose 23.072975 but Gain 1199.735690 Iteration 56Q (35.065345 sec): 169 clusters Score: Raw -1062354.374418 + Penalty 169052.552798 = -893301.821620 nChanged 26 Deleting Class 124 (24 points): Lose 159.716828 but Gain 1330.487457 Iteration 57Q (35.185344 sec): 168 clusters Score: Raw -1062227.067426 + Penalty 167839.667448 = -894387.399979 nChanged 49 Deleting Class 196 (2 points): Lose 15.497805 but Gain 1185.754516 Iteration 58Q (35.306812 sec): 167 clusters Score: Raw -1062289.274587 + Penalty 166572.166987 = -895717.107600 nChanged 21 Deleting Class 212 (6 points): Lose 42.103148 but Gain 1210.149114 Iteration 59Q (35.424351 sec): 166 clusters Score: Raw -1062278.179040 + Penalty 165384.760329 = -896893.418711 nChanged 26 Deleting Class 96 (7 points): Lose 88.914879 but Gain 1257.541380 Iteration 60F (37.161340 sec): 165 clusters Score: Raw -1062207.558906 + Penalty 164132.515779 = -898075.043126 nChanged 26 Deleting Class 103 (2 points): Lose 5.518078 but Gain 1172.443952 Iteration 61Q (37.276098 sec): 164 clusters Score: Raw -1062243.291796 + Penalty 162963.092498 = -899280.199298 nChanged 19 Deleting Class 216 (2 points): Lose 20.690083 but Gain 1184.417632 Iteration 62Q (37.390326 sec): 163 clusters Score: Raw -1062230.803337 + Penalty 161814.128408 = -900416.674930 nChanged 12 Deleting Class 162 (3 points): Lose 35.652069 but Gain 1196.718781 Iteration 63Q (37.503699 sec): 162 clusters Score: Raw -1062210.749044 + Penalty 160638.434098 = -901572.314947 nChanged 21 Deleting Class 220 (3 points): Lose 27.082949 but Gain 1188.045415 Iteration 64Q (37.617804 sec): 161 clusters Score: Raw -1062217.293492 + Penalty 159567.032770 = -902650.260722 nChanged 16 Deleting Class 70 (4 points): Lose 57.935307 but Gain 1218.734362 Iteration 65Q (37.732760 sec): 160 clusters Score: Raw -1062186.141068 + Penalty 158350.363029 = -903835.778039 nChanged 9 Deleting Class 78 (44 points): Lose 207.249353 but Gain 1362.446601 Iteration 66Q (37.844992 sec): 159 clusters Score: Raw -1061986.108603 + Penalty 157117.975616 = -904868.132987 nChanged 48 Deleting Class 71 (17 points): Lose 98.422165 but Gain 1250.202565 Iteration 67Q (37.959342 sec): 158 clusters Score: Raw -1061991.330413 + Penalty 155936.133157 = -906055.197256 nChanged 30 Deleting Class 167 (23 points): Lose 111.371874 but Gain 1255.311300 Iteration 68Q (38.072250 sec): 157 clusters Score: Raw -1061923.426710 + Penalty 154728.641660 = -907194.785050 nChanged 36 Deleting Class 28 (15 points): Lose 129.735612 but Gain 1264.237833 Iteration 69Q (38.186258 sec): 156 clusters Score: Raw -1061844.382587 + Penalty 153631.813854 = -908212.568733 nChanged 34 Deleting Class 192 (3 points): Lose 35.538558 but Gain 1168.996381 Iteration 70F (39.813637 sec): 155 clusters Score: Raw -1061885.263134 + Penalty 152470.430574 = -909414.832559 nChanged 17 Deleting Class 99 (4 points): Lose 30.328286 but Gain 1160.323092 Iteration 71Q (39.924588 sec): 154 clusters Score: Raw -1061872.440698 + Penalty 151325.716902 = -910546.723796 nChanged 12 Deleting Class 97 (10 points): Lose 53.395144 but Gain 1182.320335 Iteration 72Q (40.035025 sec): 153 clusters Score: Raw -1061828.237340 + Penalty 150183.839686 = -911644.397653 nChanged 16 Deleting Class 37 (14 points): Lose 79.305308 but Gain 1205.484574 Iteration 73Q (40.146542 sec): 152 clusters Score: Raw -1061768.383464 + Penalty 149004.923963 = -912763.459500 nChanged 25 Deleting Class 127 (10 points): Lose 110.366686 but Gain 1236.196756 Iteration 74Q (40.256932 sec): 151 clusters Score: Raw -1061680.992481 + Penalty 147828.653957 = -913852.338525 nChanged 26 Deleting Class 62 (19 points): Lose 101.754007 but Gain 1227.144267 Iteration 75Q (40.370609 sec): 150 clusters Score: Raw -1061618.564778 + Penalty 146640.796362 = -914977.768416 nChanged 26 Deleting Class 172 (9 points): Lose 102.908393 but Gain 1226.822009 Iteration 76Q (40.480095 sec): 149 clusters Score: Raw -1061553.799308 + Penalty 145557.353402 = -915996.445907 nChanged 17 Deleting Class 168 (19 points): Lose 105.133532 but Gain 1216.977721 Iteration 77Q (40.589072 sec): 148 clusters Score: Raw -1061486.195685 + Penalty 144377.652039 = -917108.543646 nChanged 34 Deleting Class 123 (20 points): Lose 132.302474 but Gain 1238.236641 Iteration 78Q (40.697732 sec): 147 clusters Score: Raw -1061406.267199 + Penalty 143199.330603 = -918206.936596 nChanged 29 Deleting Class 179 (10 points): Lose 51.338810 but Gain 1153.545562 Iteration 79Q (40.807947 sec): 146 clusters Score: Raw -1061419.451364 + Penalty 142063.671846 = -919355.779518 nChanged 22 Deleting Class 81 (3 points): Lose 10.063371 but Gain 1108.182053 Iteration 80F (42.332754 sec): 145 clusters Score: Raw -1061436.693955 + Penalty 140957.728537 = -920478.965418 nChanged 13 Deleting Class 104 (2 points): Lose 27.342867 but Gain 1124.184604 Iteration 81Q (42.442148 sec): 144 clusters Score: Raw -1061418.364252 + Penalty 139858.972131 = -921559.392121 nChanged 7 Deleting Class 178 (4 points): Lose 29.583593 but Gain 1113.969428 Iteration 82Q (42.549059 sec): 143 clusters Score: Raw -1061397.736850 + Penalty 138781.712947 = -922616.023903 nChanged 8 Deleting Class 59 (10 points): Lose 59.700320 but Gain 1141.835675 Iteration 83Q (42.658819 sec): 142 clusters Score: Raw -1061347.936462 + Penalty 137643.778563 = -923704.157898 nChanged 15 Deleting Class 93 (60 points): Lose 228.047716 but Gain 1306.187034 Iteration 84Q (42.765509 sec): 141 clusters Score: Raw -1061134.553456 + Penalty 136362.869489 = -924771.683967 nChanged 69 Deleting Class 199 (6 points): Lose 18.819354 but Gain 1096.659591 Iteration 85Q (42.875898 sec): 140 clusters Score: Raw -1061207.237183 + Penalty 135290.256934 = -925916.980249 nChanged 24 Deleting Class 27 (6 points): Lose 39.230272 but Gain 1114.893309 Iteration 86Q (42.983751 sec): 139 clusters Score: Raw -1061202.506649 + Penalty 134201.309378 = -927001.197272 nChanged 20 Deleting Class 173 (7 points): Lose 69.177464 but Gain 1143.795496 Iteration 87Q (43.090215 sec): 138 clusters Score: Raw -1061153.002477 + Penalty 133006.723080 = -928146.279396 nChanged 18 Deleting Class 41 (19 points): Lose 99.747560 but Gain 1171.524099 Iteration 88Q (43.195886 sec): 137 clusters Score: Raw -1061068.456788 + Penalty 131942.684407 = -929125.772381 nChanged 30 Deleting Class 79 (30 points): Lose 128.175068 but Gain 1197.980782 Iteration 89Q (43.301318 sec): 136 clusters Score: Raw -1060995.134881 + Penalty 130877.969078 = -930117.165803 nChanged 41 Deleting Class 213 (2 points): Lose 28.960442 but Gain 1098.029529 Iteration 90F (44.735489 sec): 135 clusters Score: Raw -1061052.079911 + Penalty 129831.124286 = -931220.955625 nChanged 22 Deleting Class 130 (3 points): Lose 38.221325 but Gain 1103.463516 Iteration 91Q (44.840600 sec): 134 clusters Score: Raw -1061049.152087 + Penalty 128744.431292 = -932304.720795 nChanged 27 Deleting Class 191 (8 points): Lose 62.682769 but Gain 1127.828683 Iteration 92Q (44.946324 sec): 133 clusters Score: Raw -1061011.020900 + Penalty 127657.174380 = -933353.846520 nChanged 33 Deleting Class 171 (3 points): Lose 38.942218 but Gain 1102.409402 Iteration 93Q (45.052153 sec): 132 clusters Score: Raw -1060998.864924 + Penalty 126589.066179 = -934409.798746 nChanged 19 Deleting Class 144 (6 points): Lose 28.501094 but Gain 1078.766206 Iteration 94Q (45.156709 sec): 131 clusters Score: Raw -1060983.449385 + Penalty 125519.521829 = -935463.927556 nChanged 22 Deleting Class 154 (6 points): Lose 19.928418 but Gain 1068.823075 Iteration 95Q (45.260176 sec): 130 clusters Score: Raw -1060976.210968 + Penalty 124453.554837 = -936522.656131 nChanged 26 Deleting Class 106 (4 points): Lose 55.624986 but Gain 1101.662467 Iteration 96Q (45.364667 sec): 129 clusters Score: Raw -1060931.712057 + Penalty 123395.802259 = -937535.909799 nChanged 33 Deleting Class 203 (2 points): Lose 20.467876 but Gain 1064.878923 Iteration 97Q (45.468201 sec): 128 clusters Score: Raw -1060935.671270 + Penalty 122291.480911 = -938644.190360 nChanged 33 Deleting Class 136 (6 points): Lose 29.066510 but Gain 1071.696530 Iteration 98Q (45.571297 sec): 127 clusters Score: Raw -1060923.084601 + Penalty 121255.116345 = -939667.968256 nChanged 31 Deleting Class 101 (14 points): Lose 80.724830 but Gain 1122.755072 Iteration 99Q (45.674828 sec): 126 clusters Score: Raw -1060861.336883 + Penalty 120154.678718 = -940706.658165 nChanged 51 Deleting Class 145 (11 points): Lose 106.161360 but Gain 1145.048585 Iteration 100F (46.998893 sec): 125 clusters Score: Raw -1060787.810457 + Penalty 119034.179624 = -941753.630833 nChanged 45 Deleting Class 114 (11 points): Lose 39.003533 but Gain 1077.321327 Iteration 101Q (47.102548 sec): 124 clusters Score: Raw -1060785.227074 + Penalty 117973.995650 = -942811.231424 nChanged 48 Deleting Class 158 (8 points): Lose 40.023661 but Gain 1075.319090 Iteration 102Q (47.206564 sec): 123 clusters Score: Raw -1060767.158996 + Penalty 116930.042858 = -943837.116137 nChanged 45 Deleting Class 53 (42 points): Lose 254.489611 but Gain 1284.901930 Iteration 103Q (47.309238 sec): 122 clusters Score: Raw -1060534.086619 + Penalty 115954.111971 = -944579.974648 nChanged 73 Deleting Class 85 (21 points): Lose 98.858234 but Gain 1128.838703 Iteration 104Q (47.413014 sec): 121 clusters Score: Raw -1060599.045063 + Penalty 114875.785684 = -945723.259379 nChanged 54 Deleting Class 86 (43 points): Lose 189.547647 but Gain 1219.266889 Iteration 105Q (47.515349 sec): 120 clusters Score: Raw -1060470.628964 + Penalty 113681.699125 = -946788.929839 nChanged 83 Deleting Class 187 (3 points): Lose 16.937162 but Gain 1043.606281 Iteration 106Q (47.620462 sec): 119 clusters Score: Raw -1060547.343172 + Penalty 112642.938529 = -947904.404643 nChanged 39 Deleting Class 125 (15 points): Lose 74.579813 but Gain 1100.936357 Iteration 107Q (47.720882 sec): 118 clusters Score: Raw -1060497.843878 + Penalty 111603.703593 = -948894.140286 nChanged 48 Deleting Class 58 (55 points): Lose 378.389736 but Gain 1404.898379 Iteration 108Q (47.821854 sec): 117 clusters Score: Raw -1060157.142232 + Penalty 110303.432242 = -949853.709990 nChanged 74 Deleting Class 143 (11 points): Lose 85.660402 but Gain 1137.503650 Iteration 109Q (47.923936 sec): 116 clusters Score: Raw -1060221.875238 + Penalty 109300.895022 = -950920.980216 nChanged 32 Deleting Class 61 (3 points): Lose 16.734311 but Gain 1040.932755 Iteration 110F (49.165651 sec): 115 clusters Score: Raw -1060257.140002 + Penalty 108272.739536 = -951984.400466 nChanged 24 Deleting Class 42 (26 points): Lose 138.551779 but Gain 1161.528608 Iteration 111Q (49.265320 sec): 114 clusters Score: Raw -1060131.459205 + Penalty 107146.360154 = -952985.099051 nChanged 42 Deleting Class 64 (33 points): Lose 244.071919 but Gain 1262.835913 Iteration 112Q (49.365946 sec): 113 clusters Score: Raw -1059945.119727 + Penalty 105967.167660 = -953977.952066 nChanged 57 Deleting Class 54 (12 points): Lose 56.239235 but Gain 1074.843552 Iteration 113Q (49.467766 sec): 112 clusters Score: Raw -1060013.368784 + Penalty 105059.236261 = -954954.132523 nChanged 43 Deleting Class 151 (11 points): Lose 66.468384 but Gain 1086.106356 Iteration 114Q (49.567038 sec): 111 clusters Score: Raw -1060002.040570 + Penalty 104041.794023 = -955960.246547 nChanged 32 Deleting Class 209 (4 points): Lose 50.869736 but Gain 1066.191940 Iteration 115Q (49.664955 sec): 110 clusters Score: Raw -1059988.777307 + Penalty 103019.727605 = -956969.049703 nChanged 26 Deleting Class 147 (14 points): Lose 75.466578 but Gain 1090.745294 Iteration 116Q (49.762597 sec): 109 clusters Score: Raw -1059936.260182 + Penalty 101982.714920 = -957953.545262 nChanged 28 Deleting Class 152 (18 points): Lose 87.535589 but Gain 1102.945980 Iteration 117Q (49.859026 sec): 108 clusters Score: Raw -1059879.046751 + Penalty 100948.521396 = -958930.525355 nChanged 38 Deleting Class 164 (3 points): Lose 14.530796 but Gain 1029.814763 Iteration 118Q (49.956015 sec): 107 clusters Score: Raw -1059915.839337 + Penalty 99783.793696 = -960132.045641 nChanged 19 Writing temp clu file Memory request: 0.11 GB would take us to total of 0.21 GB. Compute initial score before splitting: Score: Raw -1059915.839337 + Penalty 99783.793696 = -960132.045641Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 1 (456 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.007187 sec): 2 clusters Score: Raw -24599.689218 + Penalty 947.893791 = -23651.795426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.008232 sec): 3 clusters Score: Raw -24560.574889 + Penalty 1895.889221 = -22664.685668 nChanged 112 SP:Iteration 1F (50.009231 sec): 3 clusters Score: Raw -24716.906735 + Penalty 1896.735813 = -22820.170921 nChanged 37 SP:Iteration 2F (50.010225 sec): 3 clusters Score: Raw -24791.130207 + Penalty 1897.790890 = -22893.339317 nChanged 20 SP:Iteration 3Q (50.011174 sec): 3 clusters Score: Raw -24817.653515 + Penalty 1897.936322 = -22919.717193 nChanged 9 SP:Iteration 4Q (50.012129 sec): 3 clusters Score: Raw -24826.802188 + Penalty 1899.154798 = -22927.647389 nChanged 8 SP:Iteration 5Q (50.013075 sec): 3 clusters Score: Raw -24836.206592 + Penalty 1899.474142 = -22936.732450 nChanged 6 SP:Iteration 6Q (50.014037 sec): 3 clusters Score: Raw -24843.701209 + Penalty 1900.230230 = -22943.470979 nChanged 10 SP:Iteration 7Q (50.014984 sec): 3 clusters Score: Raw -24864.044129 + Penalty 1901.154484 = -22962.889645 nChanged 8 SP:Iteration 8Q (50.015926 sec): 3 clusters Score: Raw -24880.374446 + Penalty 1901.509103 = -22978.865343 nChanged 7 SP:Iteration 9Q (50.016865 sec): 3 clusters Score: Raw -24899.200257 + Penalty 1901.583845 = -22997.616412 nChanged 2 SP:Iteration 10F (50.017856 sec): 3 clusters Score: Raw -24907.247840 + Penalty 1901.615008 = -23005.632832 nChanged 1 SP:Iteration 11Q (50.018799 sec): 3 clusters Score: Raw -24908.836402 + Penalty 1901.839610 = -23006.996792 nChanged 1 SP:Iteration 12Q (50.019738 sec): 3 clusters Score: Raw -24911.960939 + Penalty 1901.809045 = -23010.151893 nChanged 1 SP:Iteration 13Q (50.020677 sec): 3 clusters Score: Raw -24912.839669 + Penalty 1901.809045 = -23011.030624 nChanged 0 SP:Iteration 14F (50.021666 sec): 3 clusters Score: Raw -24912.839669 + Penalty 1901.809045 = -23011.030624 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 2 (289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.022875 sec): 2 clusters Score: Raw -15584.607104 + Penalty 155.985940 = -15428.621164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.023588 sec): 3 clusters Score: Raw -15423.541354 + Penalty 332.522818 = -15091.018536 nChanged 106 SP:Iteration 1F (50.024290 sec): 3 clusters Score: Raw -15530.338578 + Penalty 328.761230 = -15201.577348 nChanged 22 SP:Iteration 2F (50.024990 sec): 3 clusters Score: Raw -15546.618191 + Penalty 328.586350 = -15218.031841 nChanged 8 SP:Iteration 3Q (50.025676 sec): 3 clusters Score: Raw -15553.051338 + Penalty 327.861363 = -15225.189975 nChanged 4 SP:Iteration 4Q (50.026352 sec): 3 clusters Score: Raw -15557.488095 + Penalty 328.830622 = -15228.657473 nChanged 7 SP:Iteration 5Q (50.027021 sec): 3 clusters Score: Raw -15560.357455 + Penalty 327.775294 = -15232.582161 nChanged 4 SP:Iteration 6Q (50.027687 sec): 3 clusters Score: Raw -15560.981789 + Penalty 326.646212 = -15234.335577 nChanged 5 SP:Iteration 7Q (50.028350 sec): 3 clusters Score: Raw -15562.584191 + Penalty 324.948287 = -15237.635904 nChanged 3 SP:Iteration 8Q (50.029050 sec): 3 clusters Score: Raw -15564.052954 + Penalty 323.230445 = -15240.822508 nChanged 3 SP:Iteration 9Q (50.029713 sec): 3 clusters Score: Raw -15565.361855 + Penalty 322.546695 = -15242.815160 nChanged 3 SP:Iteration 10F (50.030412 sec): 3 clusters Score: Raw -15565.881277 + Penalty 322.281801 = -15243.599476 nChanged 1 SP:Iteration 11Q (50.031085 sec): 3 clusters Score: Raw -15566.211974 + Penalty 322.281801 = -15243.930173 nChanged 0 SP:Iteration 12F (50.031823 sec): 3 clusters Score: Raw -15566.211974 + Penalty 322.281801 = -15243.930173 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 3 (90 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.032534 sec): 2 clusters Score: Raw -4441.622091 + Penalty 329.426865 = -4112.195226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.032920 sec): 3 clusters Score: Raw -4426.414266 + Penalty 682.828417 = -3743.585849 nChanged 12 SP:Iteration 1F (50.033295 sec): 3 clusters Score: Raw -4448.826574 + Penalty 686.677212 = -3762.149362 nChanged 3 SP:Iteration 2Q (50.033665 sec): 3 clusters Score: Raw -4460.068872 + Penalty 686.677212 = -3773.391660 nChanged 0 SP:Iteration 3F (50.034040 sec): 3 clusters Score: Raw -4460.068872 + Penalty 686.677212 = -3773.391660 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 4 (1913 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.043342 sec): 2 clusters Score: Raw -98410.545697 + Penalty 361.745193 = -98048.800505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.046887 sec): 3 clusters Score: Raw -97267.923530 + Penalty 727.582153 = -96540.341377 nChanged 841 SP:Iteration 1F (50.050406 sec): 3 clusters Score: Raw -97858.455943 + Penalty 725.422553 = -97133.033390 nChanged 192 SP:Iteration 2F (50.053968 sec): 3 clusters Score: Raw -97965.701608 + Penalty 723.900418 = -97241.801190 nChanged 103 SP:Iteration 3F (50.057595 sec): 3 clusters Score: Raw -98031.342755 + Penalty 717.145565 = -97314.197190 nChanged 92 SP:Iteration 4Q (50.061112 sec): 3 clusters Score: Raw -98101.695863 + Penalty 706.525447 = -97395.170416 nChanged 66 SP:Iteration 5Q (50.064639 sec): 3 clusters Score: Raw -98149.851857 + Penalty 692.991879 = -97456.859978 nChanged 54 SP:Iteration 6Q (50.068108 sec): 3 clusters Score: Raw -98198.169315 + Penalty 677.892356 = -97520.276959 nChanged 43 SP:Iteration 7Q (50.071615 sec): 3 clusters Score: Raw -98238.997356 + Penalty 667.247537 = -97571.749820 nChanged 30 SP:Iteration 8Q (50.075055 sec): 3 clusters Score: Raw -98262.361733 + Penalty 664.398894 = -97597.962840 nChanged 22 SP:Iteration 9Q (50.078675 sec): 3 clusters Score: Raw -98273.460900 + Penalty 662.696691 = -97610.764209 nChanged 24 SP:Iteration 10F (50.082281 sec): 3 clusters Score: Raw -98288.148452 + Penalty 660.831973 = -97627.316479 nChanged 24 SP:Iteration 11Q (50.085714 sec): 3 clusters Score: Raw -98300.790320 + Penalty 655.790602 = -97644.999718 nChanged 18 SP:Iteration 12Q (50.089050 sec): 3 clusters Score: Raw -98308.342340 + Penalty 654.157844 = -97654.184496 nChanged 20 SP:Iteration 13Q (50.092379 sec): 3 clusters Score: Raw -98317.137375 + Penalty 654.350460 = -97662.786915 nChanged 22 SP:Iteration 14Q (50.095738 sec): 3 clusters Score: Raw -98326.447044 + Penalty 656.172269 = -97670.274775 nChanged 19 SP:Iteration 15Q (50.099067 sec): 3 clusters Score: Raw -98334.653138 + Penalty 665.368388 = -97669.284749 nChanged 21 SP:Iteration 16F (50.102659 sec): 3 clusters Score: Raw -98349.664535 + Penalty 681.515686 = -97668.148849 nChanged 23 SP:Iteration 17F (50.106614 sec): 3 clusters Score: Raw -98370.568587 + Penalty 695.517019 = -97675.051568 nChanged 19 SP:Iteration 18Q (50.110034 sec): 3 clusters Score: Raw -98391.195723 + Penalty 716.277450 = -97674.918274 nChanged 15 SP:Iteration 19F (50.113591 sec): 3 clusters Score: Raw -98404.944168 + Penalty 762.848745 = -97642.095423 nChanged 13 SP:Iteration 20F (50.117226 sec): 3 clusters Score: Raw -98421.868219 + Penalty 818.846665 = -97603.021554 nChanged 8 SP:Iteration 21F (50.120812 sec): 3 clusters Score: Raw -98435.516435 + Penalty 889.683923 = -97545.832513 nChanged 7 SP:Iteration 22F (50.124417 sec): 3 clusters Score: Raw -98447.910279 + Penalty 897.044120 = -97550.866159 nChanged 1 SP:Iteration 23Q (50.127225 sec): 3 clusters Score: Raw -98450.417074 + Penalty 897.265581 = -97553.151492 nChanged 1 SP:Iteration 24Q (50.130086 sec): 3 clusters Score: Raw -98453.989136 + Penalty 897.265581 = -97556.723554 nChanged 0 SP:Iteration 25F (50.133676 sec): 3 clusters Score: Raw -98453.989136 + Penalty 897.265581 = -97556.723554 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 5 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.134325 sec): 2 clusters Score: Raw -2111.541700 + Penalty 271.818547 = -1839.723153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.134612 sec): 3 clusters Score: Raw -2126.226615 + Penalty 542.488171 = -1583.738445 nChanged 1 SP:Iteration 1Q (50.134892 sec): 3 clusters Score: Raw -2127.312585 + Penalty 542.488171 = -1584.824414 nChanged 0 SP:Iteration 2F (50.135175 sec): 3 clusters Score: Raw -2127.312585 + Penalty 542.488171 = -1584.824414 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 6 (339 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.136565 sec): 2 clusters Score: Raw -13329.045377 + Penalty 910.903388 = -12418.141989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.137403 sec): 3 clusters Score: Raw -13352.600679 + Penalty 1821.347641 = -11531.253038 nChanged 70 SP:Iteration 1F (50.138228 sec): 3 clusters Score: Raw -13521.830475 + Penalty 1821.539681 = -11700.290794 nChanged 23 SP:Iteration 2F (50.139044 sec): 3 clusters Score: Raw -13574.275342 + Penalty 1821.341669 = -11752.933673 nChanged 6 SP:Iteration 3Q (50.139807 sec): 3 clusters Score: Raw -13596.108161 + Penalty 1821.064803 = -11775.043358 nChanged 4 SP:Iteration 4Q (50.140544 sec): 3 clusters Score: Raw -13602.291728 + Penalty 1820.804496 = -11781.487232 nChanged 4 SP:Iteration 5Q (50.141277 sec): 3 clusters Score: Raw -13610.983417 + Penalty 1821.167709 = -11789.815708 nChanged 4 SP:Iteration 6Q (50.142010 sec): 3 clusters Score: Raw -13619.981859 + Penalty 1821.045072 = -11798.936788 nChanged 3 SP:Iteration 7Q (50.142738 sec): 3 clusters Score: Raw -13630.144934 + Penalty 1820.916374 = -11809.228560 nChanged 1 SP:Iteration 8Q (50.143463 sec): 3 clusters Score: Raw -13631.683615 + Penalty 1820.916374 = -11810.767242 nChanged 0 SP:Iteration 9F (50.144255 sec): 3 clusters Score: Raw -13631.683615 + Penalty 1820.916374 = -11810.767242 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 7 (77 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.144945 sec): 2 clusters Score: Raw -4246.191434 + Penalty 371.392823 = -3874.798611 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.145304 sec): 3 clusters Score: Raw -4221.918970 + Penalty 745.940829 = -3475.978141 nChanged 7 SP:Iteration 1F (50.145658 sec): 3 clusters Score: Raw -4231.369676 + Penalty 748.461099 = -3482.908577 nChanged 6 SP:Iteration 2F (50.146012 sec): 3 clusters Score: Raw -4236.499506 + Penalty 747.825777 = -3488.673729 nChanged 2 SP:Iteration 3Q (50.146364 sec): 3 clusters Score: Raw -4239.556524 + Penalty 747.450716 = -3492.105808 nChanged 1 SP:Iteration 4Q (50.146716 sec): 3 clusters Score: Raw -4240.522621 + Penalty 747.450716 = -3493.071905 nChanged 0 SP:Iteration 5F (50.147070 sec): 3 clusters Score: Raw -4240.522621 + Penalty 747.450716 = -3493.071905 nChanged 0 Memory request: 0.05 GB would take us to total of 0.26 GB. Trying to split cluster 8 (10958 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.197214 sec): 2 clusters Score: Raw -529155.320448 + Penalty 300.754682 = -528854.565766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.217889 sec): 3 clusters Score: Raw -521914.351955 + Penalty 596.814796 = -521317.537159 nChanged 5121 SP:Iteration 1F (50.238478 sec): 3 clusters Score: Raw -524726.642913 + Penalty 588.350609 = -524138.292304 nChanged 1240 SP:Iteration 2F (50.258512 sec): 3 clusters Score: Raw -525148.547305 + Penalty 582.211774 = -524566.335531 nChanged 764 SP:Iteration 3F (50.285611 sec): 3 clusters Score: Raw -525455.443603 + Penalty 576.543922 = -524878.899681 nChanged 799 SP:Iteration 4F (50.310519 sec): 3 clusters Score: Raw -525893.099724 + Penalty 575.015647 = -525318.084077 nChanged 998 SP:Iteration 5F (50.331754 sec): 3 clusters Score: Raw -526842.084457 + Penalty 592.916961 = -526249.167497 nChanged 1027 SP:Iteration 6F (50.351695 sec): 3 clusters Score: Raw -528105.331181 + Penalty 610.475823 = -527494.855358 nChanged 466 SP:Iteration 7Q (50.371636 sec): 3 clusters Score: Raw -528747.300877 + Penalty 622.319853 = -528124.981024 nChanged 192 SP:Iteration 8Q (50.389202 sec): 3 clusters Score: Raw -528880.731598 + Penalty 630.262369 = -528250.469229 nChanged 134 SP:Iteration 9Q (50.406111 sec): 3 clusters Score: Raw -528930.370417 + Penalty 636.650388 = -528293.720029 nChanged 103 SP:Iteration 10F (50.426148 sec): 3 clusters Score: Raw -528967.296947 + Penalty 644.061181 = -528323.235766 nChanged 87 SP:Iteration 11Q (50.442930 sec): 3 clusters Score: Raw -528991.439951 + Penalty 648.545185 = -528342.894766 nChanged 72 SP:Iteration 12Q (50.459661 sec): 3 clusters Score: Raw -529008.878184 + Penalty 651.127925 = -528357.750259 nChanged 54 SP:Iteration 13Q (50.476181 sec): 3 clusters Score: Raw -529018.820923 + Penalty 653.431540 = -528365.389383 nChanged 44 SP:Iteration 14Q (50.492627 sec): 3 clusters Score: Raw -529026.251827 + Penalty 656.861108 = -528369.390719 nChanged 46 SP:Iteration 15Q (50.509082 sec): 3 clusters Score: Raw -529032.595442 + Penalty 659.908619 = -528372.686823 nChanged 36 SP:Iteration 16Q (50.525679 sec): 3 clusters Score: Raw -529037.563455 + Penalty 663.292424 = -528374.271031 nChanged 37 SP:Iteration 17Q (50.542087 sec): 3 clusters Score: Raw -529042.578107 + Penalty 666.751988 = -528375.826120 nChanged 34 SP:Iteration 18Q (50.558629 sec): 3 clusters Score: Raw -529046.940821 + Penalty 670.185947 = -528376.754874 nChanged 33 SP:Iteration 19Q (50.575029 sec): 3 clusters Score: Raw -529051.213172 + Penalty 672.284062 = -528378.929110 nChanged 33 SP:Iteration 20F (50.594629 sec): 3 clusters Score: Raw -529055.444091 + Penalty 679.177179 = -528376.266912 nChanged 32 SP:Iteration 21F (50.614545 sec): 3 clusters Score: Raw -529060.151707 + Penalty 684.253918 = -528375.897789 nChanged 30 SP:Iteration 22F (50.634337 sec): 3 clusters Score: Raw -529063.932073 + Penalty 686.964432 = -528376.967641 nChanged 26 SP:Iteration 23Q (50.650895 sec): 3 clusters Score: Raw -529067.333565 + Penalty 689.687439 = -528377.646126 nChanged 22 SP:Iteration 24Q (50.667282 sec): 3 clusters Score: Raw -529069.633245 + Penalty 693.020796 = -528376.612449 nChanged 23 SP:Iteration 25F (50.687013 sec): 3 clusters Score: Raw -529072.291691 + Penalty 695.784907 = -528376.506785 nChanged 26 SP:Iteration 26F (50.706697 sec): 3 clusters Score: Raw -529076.662298 + Penalty 697.923122 = -528378.739177 nChanged 26 SP:Iteration 27Q (50.723069 sec): 3 clusters Score: Raw -529080.492522 + Penalty 701.249291 = -528379.243231 nChanged 26 SP:Iteration 28Q (50.739458 sec): 3 clusters Score: Raw -529084.209560 + Penalty 703.133539 = -528381.076021 nChanged 23 SP:Iteration 29Q (50.755944 sec): 3 clusters Score: Raw -529087.510136 + Penalty 705.269871 = -528382.240264 nChanged 34 SP:Iteration 30F (50.775539 sec): 3 clusters Score: Raw -529095.130881 + Penalty 708.415278 = -528386.715602 nChanged 43 SP:Iteration 31Q (50.791737 sec): 3 clusters Score: Raw -529106.342263 + Penalty 711.743963 = -528394.598300 nChanged 32 SP:Iteration 32Q (50.807844 sec): 3 clusters Score: Raw -529113.277980 + Penalty 713.090150 = -528400.187830 nChanged 37 SP:Iteration 33Q (50.824121 sec): 3 clusters Score: Raw -529122.465259 + Penalty 717.409690 = -528405.055569 nChanged 46 SP:Iteration 34Q (50.840333 sec): 3 clusters Score: Raw -529133.003334 + Penalty 720.099109 = -528412.904225 nChanged 36 SP:Iteration 35Q (50.859414 sec): 3 clusters Score: Raw -529141.465350 + Penalty 717.511390 = -528423.953961 nChanged 40 SP:Iteration 36Q (50.876236 sec): 3 clusters Score: Raw -529152.432231 + Penalty 720.113204 = -528432.319027 nChanged 33 SP:Iteration 37Q (50.892356 sec): 3 clusters Score: Raw -529161.148245 + Penalty 727.034501 = -528434.113744 nChanged 31 SP:Iteration 38Q (50.908807 sec): 3 clusters Score: Raw -529169.617328 + Penalty 734.391540 = -528435.225788 nChanged 39 SP:Iteration 39Q (50.924894 sec): 3 clusters Score: Raw -529182.530180 + Penalty 741.073821 = -528441.456359 nChanged 37 SP:Iteration 40F (50.945196 sec): 3 clusters Score: Raw -529194.116972 + Penalty 749.548355 = -528444.568616 nChanged 31 SP:Iteration 41Q (50.961780 sec): 3 clusters Score: Raw -529203.923176 + Penalty 763.742414 = -528440.180762 nChanged 44 SP:Iteration 42F (50.981731 sec): 3 clusters Score: Raw -529220.055131 + Penalty 768.040986 = -528452.014145 nChanged 33 SP:Iteration 43Q (50.997688 sec): 3 clusters Score: Raw -529230.393099 + Penalty 772.334889 = -528458.058211 nChanged 32 SP:Iteration 44Q (51.013896 sec): 3 clusters Score: Raw -529241.078538 + Penalty 779.737535 = -528461.341003 nChanged 26 SP:Iteration 45Q (51.029931 sec): 3 clusters Score: Raw -529249.072999 + Penalty 773.733602 = -528475.339397 nChanged 24 SP:Iteration 46Q (51.045828 sec): 3 clusters Score: Raw -529256.061945 + Penalty 771.371284 = -528484.690661 nChanged 12 SP:Iteration 47Q (51.062103 sec): 3 clusters Score: Raw -529259.018249 + Penalty 771.531348 = -528487.486901 nChanged 10 SP:Iteration 48Q (51.077927 sec): 3 clusters Score: Raw -529261.588480 + Penalty 773.996804 = -528487.591676 nChanged 9 SP:Iteration 49Q (51.093758 sec): 3 clusters Score: Raw -529263.967654 + Penalty 782.892365 = -528481.075289 nChanged 5 SP:Iteration 50F (51.113673 sec): 3 clusters Score: Raw -529269.303453 + Penalty 788.678923 = -528480.624531 nChanged 5 SP:Iteration 51F (51.133987 sec): 3 clusters Score: Raw -529270.928159 + Penalty 794.600300 = -528476.327858 nChanged 8 SP:Iteration 52F (51.153727 sec): 3 clusters Score: Raw -529273.794028 + Penalty 790.441606 = -528483.352421 nChanged 3 SP:Iteration 53Q (51.169945 sec): 3 clusters Score: Raw -529274.467359 + Penalty 792.877382 = -528481.589978 nChanged 3 SP:Iteration 54F (51.190001 sec): 3 clusters Score: Raw -529274.865323 + Penalty 790.606587 = -528484.258736 nChanged 2 SP:Iteration 55Q (51.205691 sec): 3 clusters Score: Raw -529275.436676 + Penalty 789.310876 = -528486.125799 nChanged 2 SP:Iteration 56Q (51.221539 sec): 3 clusters Score: Raw -529276.053236 + Penalty 786.115054 = -528489.938182 nChanged 2 SP:Iteration 57Q (51.240648 sec): 3 clusters Score: Raw -529276.249157 + Penalty 787.950873 = -528488.298284 nChanged 1 SP:Iteration 58F (51.263912 sec): 3 clusters Score: Raw -529276.290192 + Penalty 791.915293 = -528484.374900 nChanged 1 SP:Iteration 59F (51.287539 sec): 3 clusters Score: Raw -529276.403776 + Penalty 791.915293 = -528484.488484 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 9 (552 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.297856 sec): 2 clusters Score: Raw -29808.346871 + Penalty 623.820375 = -29184.526496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.299117 sec): 3 clusters Score: Raw -29550.767589 + Penalty 1250.809909 = -28299.957680 nChanged 171 SP:Iteration 1F (51.300330 sec): 3 clusters Score: Raw -29686.048622 + Penalty 1258.591665 = -28427.456956 nChanged 59 SP:Iteration 2F (51.301495 sec): 3 clusters Score: Raw -29743.448339 + Penalty 1270.160870 = -28473.287469 nChanged 36 SP:Iteration 3F (51.302652 sec): 3 clusters Score: Raw -29779.607697 + Penalty 1283.277309 = -28496.330389 nChanged 20 SP:Iteration 4Q (51.304087 sec): 3 clusters Score: Raw -29801.265323 + Penalty 1298.421584 = -28502.843739 nChanged 14 SP:Iteration 5Q (51.305242 sec): 3 clusters Score: Raw -29813.461343 + Penalty 1308.744439 = -28504.716904 nChanged 8 SP:Iteration 6Q (51.306461 sec): 3 clusters Score: Raw -29820.245964 + Penalty 1313.094557 = -28507.151407 nChanged 3 SP:Iteration 7Q (51.307660 sec): 3 clusters Score: Raw -29822.148159 + Penalty 1315.636690 = -28506.511469 nChanged 1 SP:Iteration 8F (51.308859 sec): 3 clusters Score: Raw -29822.920270 + Penalty 1316.078183 = -28506.842087 nChanged 1 SP:Iteration 9Q (51.310018 sec): 3 clusters Score: Raw -29823.786814 + Penalty 1316.078183 = -28507.708631 nChanged 0 SP:Iteration 10F (51.311175 sec): 3 clusters Score: Raw -29823.786814 + Penalty 1316.078183 = -28507.708631 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 10 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.312484 sec): 2 clusters Score: Raw -1066.414690 + Penalty 299.386234 = -767.028456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.312734 sec): 3 clusters Score: Raw -1110.687150 + Penalty 601.433421 = -509.253729 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 11 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.313738 sec): 2 clusters Score: Raw -3785.542930 + Penalty 167.734972 = -3617.807958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.314105 sec): 3 clusters Score: Raw -3779.038259 + Penalty 350.157741 = -3428.880519 nChanged 16 SP:Iteration 1F (51.314462 sec): 3 clusters Score: Raw -3800.977855 + Penalty 366.951634 = -3434.026221 nChanged 7 SP:Iteration 2F (51.314821 sec): 3 clusters Score: Raw -3813.374602 + Penalty 371.168206 = -3442.206395 nChanged 3 SP:Iteration 3Q (51.315172 sec): 3 clusters Score: Raw -3818.485592 + Penalty 371.168206 = -3447.317386 nChanged 0 SP:Iteration 4F (51.315528 sec): 3 clusters Score: Raw -3818.485592 + Penalty 371.168206 = -3447.317386 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 12 (2603 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.327491 sec): 2 clusters Score: Raw -132566.173499 + Penalty 152.427260 = -132413.746238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.332482 sec): 3 clusters Score: Raw -130907.556330 + Penalty 333.774015 = -130573.782315 nChanged 1210 SP:Iteration 1F (51.337359 sec): 3 clusters Score: Raw -131866.590511 + Penalty 348.704566 = -131517.885946 nChanged 268 SP:Iteration 2F (51.342103 sec): 3 clusters Score: Raw -132167.540206 + Penalty 370.514064 = -131797.026141 nChanged 192 SP:Iteration 3F (51.346796 sec): 3 clusters Score: Raw -132451.339310 + Penalty 400.354197 = -132050.985113 nChanged 56 SP:Iteration 4Q (51.350998 sec): 3 clusters Score: Raw -132533.893482 + Penalty 407.714151 = -132126.179331 nChanged 15 SP:Iteration 5Q (51.354866 sec): 3 clusters Score: Raw -132544.937498 + Penalty 413.161105 = -132131.776392 nChanged 7 SP:Iteration 6Q (51.358725 sec): 3 clusters Score: Raw -132547.682050 + Penalty 408.218481 = -132139.463569 nChanged 4 SP:Iteration 7Q (51.362849 sec): 3 clusters Score: Raw -132548.269835 + Penalty 404.829522 = -132143.440313 nChanged 4 SP:Iteration 8Q (51.367012 sec): 3 clusters Score: Raw -132548.947262 + Penalty 415.973941 = -132132.973321 nChanged 4 SP:Iteration 9F (51.372255 sec): 3 clusters Score: Raw -132550.283634 + Penalty 439.921468 = -132110.362166 nChanged 10 SP:Iteration 10F (51.377205 sec): 3 clusters Score: Raw -132553.289825 + Penalty 459.650710 = -132093.639115 nChanged 8 SP:Iteration 11F (51.381960 sec): 3 clusters Score: Raw -132558.586384 + Penalty 511.481894 = -132047.104491 nChanged 9 SP:Iteration 12F (51.386646 sec): 3 clusters Score: Raw -132564.033176 + Penalty 498.106508 = -132065.926668 nChanged 2 SP:Iteration 13Q (51.390613 sec): 3 clusters Score: Raw -132563.415684 + Penalty 513.997388 = -132049.418296 nChanged 1 SP:Iteration 14F (51.395340 sec): 3 clusters Score: Raw -132563.761263 + Penalty 506.550477 = -132057.210786 nChanged 1 SP:Iteration 15Q (51.399025 sec): 3 clusters Score: Raw -132563.669017 + Penalty 511.936733 = -132051.732283 nChanged 1 SP:Iteration 16F (51.403686 sec): 3 clusters Score: Raw -132563.643910 + Penalty 522.764058 = -132040.879851 nChanged 2 SP:Iteration 17F (51.408464 sec): 3 clusters Score: Raw -132565.004486 + Penalty 522.764058 = -132042.240428 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 13 (479 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.413046 sec): 2 clusters Score: Raw -25423.413570 + Penalty 584.899850 = -24838.513720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.414109 sec): 3 clusters Score: Raw -25209.164231 + Penalty 1171.236098 = -24037.928133 nChanged 149 SP:Iteration 1F (51.415144 sec): 3 clusters Score: Raw -25327.473459 + Penalty 1179.753345 = -24147.720114 nChanged 41 SP:Iteration 2F (51.416177 sec): 3 clusters Score: Raw -25364.843091 + Penalty 1187.288965 = -24177.554126 nChanged 24 SP:Iteration 3F (51.417209 sec): 3 clusters Score: Raw -25383.099540 + Penalty 1200.495759 = -24182.603781 nChanged 21 SP:Iteration 4Q (51.418236 sec): 3 clusters Score: Raw -25405.365747 + Penalty 1213.370297 = -24191.995450 nChanged 20 SP:Iteration 5Q (51.419259 sec): 3 clusters Score: Raw -25429.819792 + Penalty 1223.490262 = -24206.329530 nChanged 15 SP:Iteration 6Q (51.420277 sec): 3 clusters Score: Raw -25444.669018 + Penalty 1236.423790 = -24208.245229 nChanged 11 SP:Iteration 7Q (51.421325 sec): 3 clusters Score: Raw -25454.667614 + Penalty 1243.684065 = -24210.983549 nChanged 7 SP:Iteration 8Q (51.422335 sec): 3 clusters Score: Raw -25463.109796 + Penalty 1250.318711 = -24212.791085 nChanged 7 SP:Iteration 9Q (51.423334 sec): 3 clusters Score: Raw -25471.913295 + Penalty 1255.896339 = -24216.016956 nChanged 5 SP:Iteration 10F (51.424364 sec): 3 clusters Score: Raw -25480.072490 + Penalty 1262.312536 = -24217.759954 nChanged 3 SP:Iteration 11Q (51.425332 sec): 3 clusters Score: Raw -25484.067822 + Penalty 1267.516327 = -24216.551496 nChanged 3 SP:Iteration 12F (51.426361 sec): 3 clusters Score: Raw -25487.032751 + Penalty 1271.239562 = -24215.793189 nChanged 1 SP:Iteration 13F (51.427391 sec): 3 clusters Score: Raw -25489.260480 + Penalty 1271.239562 = -24218.020919 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 14 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.427959 sec): 2 clusters Score: Raw -1940.727799 + Penalty 176.853501 = -1763.874298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.428241 sec): 3 clusters Score: Raw -1934.334028 + Penalty 353.704632 = -1580.629396 nChanged 7 SP:Iteration 1F (51.428521 sec): 3 clusters Score: Raw -1947.233481 + Penalty 352.531849 = -1594.701632 nChanged 2 SP:Iteration 2F (51.428792 sec): 3 clusters Score: Raw -1950.258453 + Penalty 352.531849 = -1597.726605 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 16 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.429300 sec): 2 clusters Score: Raw -1152.934318 + Penalty 301.113844 = -851.820474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.429550 sec): 3 clusters Score: Raw -1188.652324 + Penalty 604.615826 = -584.036498 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 17 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.430016 sec): 2 clusters Score: Raw -316.421247 + Penalty 132.801008 = -183.620239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.430234 sec): 3 clusters Score: Raw -311.961396 + Penalty 132.801008 = -179.160388 nChanged 1 SP:Iteration 1F (51.430461 sec): 2 clusters Score: Raw -316.421247 + Penalty 132.801008 = -183.620239 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 18 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.431017 sec): 2 clusters Score: Raw -2090.890104 + Penalty 351.202937 = -1739.687167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.431300 sec): 3 clusters Score: Raw -2118.079457 + Penalty 702.405873 = -1415.673584 nChanged 3 SP:Iteration 1F (51.431582 sec): 3 clusters Score: Raw -2124.585027 + Penalty 706.057323 = -1418.527705 nChanged 2 SP:Iteration 2Q (51.431857 sec): 3 clusters Score: Raw -2127.235359 + Penalty 706.057323 = -1421.178036 nChanged 0 SP:Iteration 3F (51.432134 sec): 3 clusters Score: Raw -2127.235359 + Penalty 706.057323 = -1421.178036 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 19 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.433579 sec): 2 clusters Score: Raw -10676.630467 + Penalty 343.099631 = -10333.530836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.434178 sec): 3 clusters Score: Raw -10587.981564 + Penalty 691.488414 = -9896.493150 nChanged 57 SP:Iteration 1F (51.434766 sec): 3 clusters Score: Raw -10636.215790 + Penalty 698.054133 = -9938.161657 nChanged 18 SP:Iteration 2F (51.435358 sec): 3 clusters Score: Raw -10663.619609 + Penalty 704.674520 = -9958.945089 nChanged 13 SP:Iteration 3F (51.435944 sec): 3 clusters Score: Raw -10682.006734 + Penalty 709.483983 = -9972.522751 nChanged 6 SP:Iteration 4Q (51.436516 sec): 3 clusters Score: Raw -10688.387665 + Penalty 711.255608 = -9977.132057 nChanged 5 SP:Iteration 5Q (51.437085 sec): 3 clusters Score: Raw -10693.658081 + Penalty 711.255608 = -9982.402473 nChanged 0 SP:Iteration 6F (51.437668 sec): 3 clusters Score: Raw -10693.658081 + Penalty 711.255608 = -9982.402473 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 20 (215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.439297 sec): 2 clusters Score: Raw -10263.174113 + Penalty 841.960245 = -9421.213868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.439886 sec): 3 clusters Score: Raw -10332.462078 + Penalty 1682.674517 = -8649.787561 nChanged 31 SP:Iteration 1F (51.440463 sec): 3 clusters Score: Raw -10435.166499 + Penalty 1681.360108 = -8753.806392 nChanged 15 SP:Iteration 2F (51.441038 sec): 3 clusters Score: Raw -10478.463045 + Penalty 1680.745177 = -8797.717868 nChanged 5 SP:Iteration 3Q (51.441575 sec): 3 clusters Score: Raw -10495.711204 + Penalty 1680.247762 = -8815.463442 nChanged 2 SP:Iteration 4Q (51.442101 sec): 3 clusters Score: Raw -10501.053736 + Penalty 1680.247762 = -8820.805974 nChanged 0 SP:Iteration 5F (51.442676 sec): 3 clusters Score: Raw -10501.053736 + Penalty 1680.247762 = -8820.805974 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 21 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.443596 sec): 2 clusters Score: Raw -4835.938177 + Penalty 549.243781 = -4286.694396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.443969 sec): 3 clusters Score: Raw -4876.149713 + Penalty 1098.251810 = -3777.897903 nChanged 2 SP:Iteration 1Q (51.444324 sec): 3 clusters Score: Raw -4885.491031 + Penalty 1098.201476 = -3787.289555 nChanged 1 SP:Iteration 2Q (51.444679 sec): 3 clusters Score: Raw -4888.207230 + Penalty 1098.201476 = -3790.005754 nChanged 0 SP:Iteration 3F (51.445044 sec): 3 clusters Score: Raw -4888.207230 + Penalty 1098.201476 = -3790.005754 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 22 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.446008 sec): 2 clusters Score: Raw -10167.093003 + Penalty 514.892420 = -9652.200583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.446595 sec): 3 clusters Score: Raw -10115.584936 + Penalty 1032.466520 = -9083.118416 nChanged 33 SP:Iteration 1F (51.447141 sec): 3 clusters Score: Raw -10150.216293 + Penalty 1035.953854 = -9114.262439 nChanged 8 SP:Iteration 2Q (51.447683 sec): 3 clusters Score: Raw -10162.916394 + Penalty 1039.516806 = -9123.399588 nChanged 5 SP:Iteration 3Q (51.448223 sec): 3 clusters Score: Raw -10170.331982 + Penalty 1040.345473 = -9129.986509 nChanged 1 SP:Iteration 4Q (51.448761 sec): 3 clusters Score: Raw -10171.967409 + Penalty 1040.345473 = -9131.621936 nChanged 0 SP:Iteration 5F (51.449304 sec): 3 clusters Score: Raw -10171.967409 + Penalty 1040.345473 = -9131.621936 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 23 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.449805 sec): 2 clusters Score: Raw -691.987465 + Penalty 203.226037 = -488.761428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.450038 sec): 3 clusters Score: Raw -692.648086 + Penalty 405.199439 = -287.448647 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 24 (898 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.455025 sec): 2 clusters Score: Raw -46571.710628 + Penalty 977.813034 = -45593.897593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.457073 sec): 3 clusters Score: Raw -46263.754456 + Penalty 1954.994974 = -44308.759482 nChanged 262 SP:Iteration 1F (51.459015 sec): 3 clusters Score: Raw -46483.885355 + Penalty 1953.242881 = -44530.642474 nChanged 77 SP:Iteration 2F (51.460934 sec): 3 clusters Score: Raw -46553.782738 + Penalty 1952.646841 = -44601.135896 nChanged 44 SP:Iteration 3Q (51.462847 sec): 3 clusters Score: Raw -46597.898589 + Penalty 1950.727181 = -44647.171409 nChanged 31 SP:Iteration 4Q (51.464585 sec): 3 clusters Score: Raw -46622.719554 + Penalty 1950.830252 = -44671.889302 nChanged 16 SP:Iteration 5Q (51.466358 sec): 3 clusters Score: Raw -46636.716004 + Penalty 1950.492026 = -44686.223978 nChanged 9 SP:Iteration 6Q (51.468199 sec): 3 clusters Score: Raw -46642.771006 + Penalty 1950.997632 = -44691.773374 nChanged 11 SP:Iteration 7Q (51.470027 sec): 3 clusters Score: Raw -46650.124128 + Penalty 1950.842590 = -44699.281538 nChanged 6 SP:Iteration 8Q (51.471769 sec): 3 clusters Score: Raw -46655.733459 + Penalty 1950.182392 = -44705.551066 nChanged 4 SP:Iteration 9Q (51.473459 sec): 3 clusters Score: Raw -46660.571820 + Penalty 1949.997567 = -44710.574252 nChanged 3 SP:Iteration 10F (51.475184 sec): 3 clusters Score: Raw -46662.148933 + Penalty 1949.595136 = -44712.553797 nChanged 2 SP:Iteration 11Q (51.476875 sec): 3 clusters Score: Raw -46663.472176 + Penalty 1949.346574 = -44714.125602 nChanged 3 SP:Iteration 12Q (51.478568 sec): 3 clusters Score: Raw -46664.679170 + Penalty 1949.073389 = -44715.605781 nChanged 5 SP:Iteration 13Q (51.480260 sec): 3 clusters Score: Raw -46667.068398 + Penalty 1948.627483 = -44718.440915 nChanged 2 SP:Iteration 14Q (51.481992 sec): 3 clusters Score: Raw -46670.235024 + Penalty 1948.749810 = -44721.485214 nChanged 3 SP:Iteration 15Q (51.483684 sec): 3 clusters Score: Raw -46671.677966 + Penalty 1948.318348 = -44723.359619 nChanged 2 SP:Iteration 16Q (51.485369 sec): 3 clusters Score: Raw -46673.740616 + Penalty 1947.957932 = -44725.782684 nChanged 2 SP:Iteration 17Q (51.487054 sec): 3 clusters Score: Raw -46674.944788 + Penalty 1947.953436 = -44726.991353 nChanged 2 SP:Iteration 18Q (51.488776 sec): 3 clusters Score: Raw -46675.901239 + Penalty 1947.953436 = -44727.947804 nChanged 0 SP:Iteration 19F (51.490533 sec): 3 clusters Score: Raw -46675.901239 + Penalty 1947.953436 = -44727.947804 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 25 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.494983 sec): 2 clusters Score: Raw -967.362262 + Penalty 246.363754 = -720.998508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.495282 sec): 3 clusters Score: Raw -990.768764 + Penalty 488.630451 = -502.138313 nChanged 2 SP:Iteration 1F (51.495529 sec): 3 clusters Score: Raw -1001.908294 + Penalty 488.630451 = -513.277843 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 26 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.496357 sec): 2 clusters Score: Raw -6118.619499 + Penalty 428.931710 = -5689.687789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.496802 sec): 3 clusters Score: Raw -6107.503056 + Penalty 865.582028 = -5241.921028 nChanged 17 SP:Iteration 1F (51.497239 sec): 3 clusters Score: Raw -6136.921199 + Penalty 871.496424 = -5265.424775 nChanged 5 SP:Iteration 2Q (51.497667 sec): 3 clusters Score: Raw -6147.471676 + Penalty 873.549112 = -5273.922564 nChanged 2 SP:Iteration 3Q (51.498093 sec): 3 clusters Score: Raw -6150.530417 + Penalty 873.549112 = -5276.981305 nChanged 0 SP:Iteration 4F (51.498529 sec): 3 clusters Score: Raw -6150.530417 + Penalty 873.549112 = -5276.981305 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 29 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.499005 sec): 2 clusters Score: Raw -414.529150 + Penalty 145.563932 = -268.965218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.499227 sec): 3 clusters Score: Raw -423.258036 + Penalty 291.127863 = -132.130173 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 30 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.499706 sec): 2 clusters Score: Raw -593.413376 + Penalty 219.861598 = -373.551778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.499933 sec): 3 clusters Score: Raw -589.153771 + Penalty 439.723197 = -149.430575 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 31 (443 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.501713 sec): 2 clusters Score: Raw -21710.794553 + Penalty 726.303969 = -20984.490584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.502694 sec): 3 clusters Score: Raw -21599.002237 + Penalty 1454.597681 = -20144.404556 nChanged 109 SP:Iteration 1F (51.503659 sec): 3 clusters Score: Raw -21705.569695 + Penalty 1456.484583 = -20249.085112 nChanged 26 SP:Iteration 2F (51.504627 sec): 3 clusters Score: Raw -21734.720451 + Penalty 1457.375969 = -20277.344481 nChanged 12 SP:Iteration 3Q (51.505574 sec): 3 clusters Score: Raw -21746.825453 + Penalty 1457.902962 = -20288.922491 nChanged 7 SP:Iteration 4Q (51.506521 sec): 3 clusters Score: Raw -21751.809780 + Penalty 1459.807783 = -20292.001996 nChanged 5 SP:Iteration 5Q (51.507467 sec): 3 clusters Score: Raw -21759.160383 + Penalty 1460.754031 = -20298.406352 nChanged 3 SP:Iteration 6Q (51.508406 sec): 3 clusters Score: Raw -21764.526987 + Penalty 1463.451161 = -20301.075826 nChanged 5 SP:Iteration 7Q (51.509345 sec): 3 clusters Score: Raw -21769.686496 + Penalty 1465.750913 = -20303.935583 nChanged 6 SP:Iteration 8Q (51.510283 sec): 3 clusters Score: Raw -21776.657699 + Penalty 1468.582140 = -20308.075558 nChanged 8 SP:Iteration 9Q (51.511218 sec): 3 clusters Score: Raw -21782.819204 + Penalty 1472.084139 = -20310.735065 nChanged 5 SP:Iteration 10F (51.512183 sec): 3 clusters Score: Raw -21787.168595 + Penalty 1473.710127 = -20313.458468 nChanged 2 SP:Iteration 11Q (51.513118 sec): 3 clusters Score: Raw -21788.536220 + Penalty 1474.175078 = -20314.361143 nChanged 2 SP:Iteration 12Q (51.514053 sec): 3 clusters Score: Raw -21790.170197 + Penalty 1474.175078 = -20315.995119 nChanged 0 SP:Iteration 13F (51.515014 sec): 3 clusters Score: Raw -21790.170197 + Penalty 1474.175078 = -20315.995119 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 32 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.515562 sec): 2 clusters Score: Raw -722.602012 + Penalty 276.236752 = -446.365261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.515814 sec): 3 clusters Score: Raw -736.949089 + Penalty 550.398156 = -186.550934 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 34 (86 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.516499 sec): 2 clusters Score: Raw -4374.866445 + Penalty 505.902008 = -3868.964437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.516865 sec): 3 clusters Score: Raw -4407.832621 + Penalty 1009.209847 = -3398.622774 nChanged 5 SP:Iteration 1F (51.517225 sec): 3 clusters Score: Raw -4423.417760 + Penalty 1008.577118 = -3414.840642 nChanged 3 SP:Iteration 2Q (51.517575 sec): 3 clusters Score: Raw -4434.126961 + Penalty 1009.369693 = -3424.757267 nChanged 1 SP:Iteration 3Q (51.517918 sec): 3 clusters Score: Raw -4435.587007 + Penalty 1009.369693 = -3426.217313 nChanged 0 SP:Iteration 4F (51.518278 sec): 3 clusters Score: Raw -4435.587007 + Penalty 1009.369693 = -3426.217313 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 35 (268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.519947 sec): 2 clusters Score: Raw -13498.716111 + Penalty 908.064873 = -12590.651238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.520626 sec): 3 clusters Score: Raw -13560.085572 + Penalty 1815.998926 = -11744.086646 nChanged 53 SP:Iteration 1F (51.521335 sec): 3 clusters Score: Raw -13780.932069 + Penalty 1816.028165 = -11964.903904 nChanged 18 SP:Iteration 2F (51.522005 sec): 3 clusters Score: Raw -13821.419101 + Penalty 1815.985631 = -12005.433470 nChanged 7 SP:Iteration 3Q (51.522629 sec): 3 clusters Score: Raw -13841.008203 + Penalty 1815.931984 = -12025.076219 nChanged 7 SP:Iteration 4Q (51.523248 sec): 3 clusters Score: Raw -13860.727528 + Penalty 1815.904917 = -12044.822611 nChanged 3 SP:Iteration 5Q (51.523858 sec): 3 clusters Score: Raw -13867.976634 + Penalty 1815.895278 = -12052.081356 nChanged 1 SP:Iteration 6Q (51.524465 sec): 3 clusters Score: Raw -13871.562127 + Penalty 1815.895278 = -12055.666848 nChanged 0 SP:Iteration 7F (51.525130 sec): 3 clusters Score: Raw -13871.562127 + Penalty 1815.895278 = -12055.666848 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 36 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.526570 sec): 2 clusters Score: Raw -1088.980860 + Penalty 214.793598 = -874.187262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.526822 sec): 3 clusters Score: Raw -1109.100398 + Penalty 453.003550 = -656.096848 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 38 (131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.527625 sec): 2 clusters Score: Raw -6892.242720 + Penalty 721.404227 = -6170.838493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.528073 sec): 3 clusters Score: Raw -6969.914882 + Penalty 1442.102443 = -5527.812439 nChanged 12 SP:Iteration 1F (51.528513 sec): 3 clusters Score: Raw -7008.121711 + Penalty 1441.516308 = -5566.605403 nChanged 3 SP:Iteration 2Q (51.528931 sec): 3 clusters Score: Raw -7018.102787 + Penalty 1441.516308 = -5576.586479 nChanged 0 SP:Iteration 3F (51.529371 sec): 3 clusters Score: Raw -7018.102787 + Penalty 1441.516308 = -5576.586479 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 39 (90 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.530070 sec): 2 clusters Score: Raw -4300.914648 + Penalty 268.280253 = -4032.634394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.530444 sec): 3 clusters Score: Raw -4284.462132 + Penalty 553.278872 = -3731.183260 nChanged 13 SP:Iteration 1F (51.530841 sec): 3 clusters Score: Raw -4307.788914 + Penalty 571.551244 = -3736.237670 nChanged 9 SP:Iteration 2F (51.531209 sec): 3 clusters Score: Raw -4326.610478 + Penalty 596.916218 = -3729.694259 nChanged 6 SP:Iteration 3F (51.531579 sec): 3 clusters Score: Raw -4344.648517 + Penalty 603.272142 = -3741.376375 nChanged 2 SP:Iteration 4Q (51.531928 sec): 3 clusters Score: Raw -4349.935766 + Penalty 603.272142 = -3746.663624 nChanged 0 SP:Iteration 5F (51.532294 sec): 3 clusters Score: Raw -4349.935766 + Penalty 603.272142 = -3746.663624 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 40 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.532764 sec): 2 clusters Score: Raw -300.767326 + Penalty 116.701297 = -184.066030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.532981 sec): 3 clusters Score: Raw -305.605944 + Penalty 254.189192 = -51.416752 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 43 (99 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.533699 sec): 2 clusters Score: Raw -3231.998712 + Penalty 542.869368 = -2689.129344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.534094 sec): 3 clusters Score: Raw -3320.428683 + Penalty 1113.687142 = -2206.741541 nChanged 8 SP:Iteration 1F (51.534482 sec): 3 clusters Score: Raw -3367.704115 + Penalty 1118.146403 = -2249.557712 nChanged 2 SP:Iteration 2Q (51.534845 sec): 3 clusters Score: Raw -3384.793087 + Penalty 1116.879464 = -2267.913623 nChanged 1 SP:Iteration 3Q (51.535212 sec): 3 clusters Score: Raw -3387.191068 + Penalty 1116.879464 = -2270.311605 nChanged 0 SP:Iteration 4F (51.535603 sec): 3 clusters Score: Raw -3387.191068 + Penalty 1116.879464 = -2270.311605 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 45 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.536189 sec): 2 clusters Score: Raw -2536.731062 + Penalty 284.830716 = -2251.900346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.536489 sec): 3 clusters Score: Raw -2551.169702 + Penalty 570.242000 = -1980.927702 nChanged 4 SP:Iteration 1F (51.536783 sec): 3 clusters Score: Raw -2562.347812 + Penalty 572.257439 = -1990.090372 nChanged 1 SP:Iteration 2Q (51.537069 sec): 3 clusters Score: Raw -2565.239011 + Penalty 572.257439 = -1992.981571 nChanged 0 SP:Iteration 3F (51.537362 sec): 3 clusters Score: Raw -2565.239011 + Penalty 572.257439 = -1992.981571 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 46 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.537862 sec): 2 clusters Score: Raw -869.780108 + Penalty 285.042579 = -584.737529 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.538105 sec): 3 clusters Score: Raw -926.759750 + Penalty 566.050367 = -360.709384 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 48 (286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.539263 sec): 2 clusters Score: Raw -16315.272655 + Penalty 914.328392 = -15400.944263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.539979 sec): 3 clusters Score: Raw -16363.674124 + Penalty 1828.667294 = -14535.006830 nChanged 51 SP:Iteration 1F (51.540676 sec): 3 clusters Score: Raw -16472.411327 + Penalty 1828.667294 = -14643.744033 nChanged 6 SP:Iteration 2Q (51.541351 sec): 3 clusters Score: Raw -16484.457796 + Penalty 1828.723491 = -14655.734305 nChanged 4 SP:Iteration 3Q (51.542012 sec): 3 clusters Score: Raw -16495.429647 + Penalty 1828.716729 = -14666.712917 nChanged 3 SP:Iteration 4Q (51.542670 sec): 3 clusters Score: Raw -16500.051161 + Penalty 1828.716729 = -14671.334431 nChanged 0 SP:Iteration 5F (51.543365 sec): 3 clusters Score: Raw -16500.051161 + Penalty 1828.716729 = -14671.334431 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 50 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.543914 sec): 2 clusters Score: Raw -1034.750478 + Penalty 315.286008 = -719.464469 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.544161 sec): 3 clusters Score: Raw -1065.963936 + Penalty 631.107946 = -434.855990 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 51 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.544738 sec): 2 clusters Score: Raw -1964.335330 + Penalty 143.041646 = -1821.293684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.545038 sec): 3 clusters Score: Raw -1993.792666 + Penalty 284.251321 = -1709.541345 nChanged 5 SP:Iteration 1F (51.545326 sec): 3 clusters Score: Raw -2002.088493 + Penalty 283.301383 = -1718.787110 nChanged 1 SP:Iteration 2Q (51.545609 sec): 3 clusters Score: Raw -2004.001304 + Penalty 283.301383 = -1720.699921 nChanged 0 SP:Iteration 3F (51.545897 sec): 3 clusters Score: Raw -2004.001304 + Penalty 283.301383 = -1720.699921 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 52 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.546406 sec): 2 clusters Score: Raw -993.824233 + Penalty 209.306167 = -784.518066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.546650 sec): 3 clusters Score: Raw -1022.313414 + Penalty 419.619984 = -602.693429 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 55 (85 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.547322 sec): 2 clusters Score: Raw -4435.593522 + Penalty 438.533021 = -3997.060501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.547687 sec): 3 clusters Score: Raw -4443.938541 + Penalty 874.333634 = -3569.604906 nChanged 8 SP:Iteration 1F (51.548046 sec): 3 clusters Score: Raw -4457.896098 + Penalty 873.608669 = -3584.287430 nChanged 2 SP:Iteration 2Q (51.548396 sec): 3 clusters Score: Raw -4464.439946 + Penalty 873.608669 = -3590.831277 nChanged 0 SP:Iteration 3F (51.548755 sec): 3 clusters Score: Raw -4464.439946 + Penalty 873.608669 = -3590.831277 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 56 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.549218 sec): 2 clusters Score: Raw -241.423648 + Penalty 143.454742 = -97.968907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.549430 sec): 3 clusters Score: Raw -231.437035 + Penalty 261.209232 = 29.772197 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 57 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.549935 sec): 2 clusters Score: Raw -1187.999012 + Penalty 329.805231 = -858.193781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.550179 sec): 3 clusters Score: Raw -1205.914022 + Penalty 658.975776 = -546.938245 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 60 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.550658 sec): 2 clusters Score: Raw -533.848285 + Penalty 228.231738 = -305.616547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.550884 sec): 3 clusters Score: Raw -552.371952 + Penalty 456.463477 = -95.908475 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 63 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.551510 sec): 2 clusters Score: Raw -3889.889583 + Penalty 483.932832 = -3405.956751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.551842 sec): 3 clusters Score: Raw -3928.221018 + Penalty 967.309712 = -2960.911306 nChanged 3 SP:Iteration 1Q (51.552161 sec): 3 clusters Score: Raw -3936.926084 + Penalty 967.309712 = -2969.616372 nChanged 0 SP:Iteration 2F (51.552508 sec): 3 clusters Score: Raw -3936.926084 + Penalty 967.309712 = -2969.616372 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 65 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.553080 sec): 2 clusters Score: Raw -2081.996521 + Penalty 336.397396 = -1745.599125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.553371 sec): 3 clusters Score: Raw -2140.418446 + Penalty 672.349804 = -1468.068641 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 66 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.553836 sec): 2 clusters Score: Raw -284.294300 + Penalty 168.007363 = -116.286937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.554053 sec): 3 clusters Score: Raw -280.427354 + Penalty 332.464413 = 52.037058 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 68 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.554520 sec): 2 clusters Score: Raw -334.615663 + Penalty 148.726889 = -185.888774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.554739 sec): 3 clusters Score: Raw -332.861185 + Penalty 282.565464 = -50.295721 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 69 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.555219 sec): 2 clusters Score: Raw -693.644337 + Penalty 243.896883 = -449.747454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.555448 sec): 3 clusters Score: Raw -698.035023 + Penalty 470.124170 = -227.910853 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 73 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.555936 sec): 2 clusters Score: Raw -815.380447 + Penalty 256.548056 = -558.832391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.556172 sec): 3 clusters Score: Raw -834.901877 + Penalty 505.559729 = -329.342147 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 74 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.556655 sec): 2 clusters Score: Raw -691.862357 + Penalty 240.476966 = -451.385391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.556885 sec): 3 clusters Score: Raw -687.419062 + Penalty 477.575647 = -209.843415 nChanged 1 SP:Iteration 1F (51.557108 sec): 3 clusters Score: Raw -690.532411 + Penalty 477.575647 = -212.956764 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 75 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.557582 sec): 2 clusters Score: Raw -495.134430 + Penalty 164.102999 = -331.031431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.557806 sec): 3 clusters Score: Raw -494.938967 + Penalty 328.217686 = -166.721281 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 76 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.558310 sec): 2 clusters Score: Raw -994.723409 + Penalty 307.768103 = -686.955306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.558555 sec): 3 clusters Score: Raw -1034.293172 + Penalty 615.536206 = -418.756965 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 77 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.559037 sec): 2 clusters Score: Raw -629.645170 + Penalty 199.238740 = -430.406430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.559269 sec): 3 clusters Score: Raw -649.690051 + Penalty 393.345371 = -256.344680 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 80 (143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.560111 sec): 2 clusters Score: Raw -7651.874227 + Penalty 669.752026 = -6982.122201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.560584 sec): 3 clusters Score: Raw -7698.015450 + Penalty 1339.565701 = -6358.449749 nChanged 15 SP:Iteration 1F (51.561051 sec): 3 clusters Score: Raw -7730.638175 + Penalty 1339.253901 = -6391.384274 nChanged 3 SP:Iteration 2Q (51.561502 sec): 3 clusters Score: Raw -7738.605874 + Penalty 1339.253901 = -6399.351973 nChanged 0 SP:Iteration 3F (51.561968 sec): 3 clusters Score: Raw -7738.605874 + Penalty 1339.253901 = -6399.351973 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 82 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.562444 sec): 2 clusters Score: Raw -428.189258 + Penalty 190.344822 = -237.844436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.562666 sec): 3 clusters Score: Raw -434.872336 + Penalty 384.642823 = -50.229513 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 84 (126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.563463 sec): 2 clusters Score: Raw -6957.754182 + Penalty 688.394193 = -6269.359989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.563902 sec): 3 clusters Score: Raw -7014.974712 + Penalty 1376.956408 = -5638.018304 nChanged 11 SP:Iteration 1F (51.564334 sec): 3 clusters Score: Raw -7046.714574 + Penalty 1377.152151 = -5669.562423 nChanged 3 SP:Iteration 2Q (51.564750 sec): 3 clusters Score: Raw -7061.636726 + Penalty 1377.152151 = -5684.484575 nChanged 2 SP:Iteration 3Q (51.565160 sec): 3 clusters Score: Raw -7066.923906 + Penalty 1377.152151 = -5689.771755 nChanged 0 SP:Iteration 4F (51.565592 sec): 3 clusters Score: Raw -7066.923906 + Penalty 1377.152151 = -5689.771755 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 87 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.566078 sec): 2 clusters Score: Raw -578.564317 + Penalty 125.754254 = -452.810063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.566308 sec): 3 clusters Score: Raw -595.296095 + Penalty 272.480786 = -322.815309 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 88 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.566785 sec): 2 clusters Score: Raw -529.645079 + Penalty 169.519278 = -360.125801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.567011 sec): 3 clusters Score: Raw -535.485869 + Penalty 339.038557 = -196.447313 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 89 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.567512 sec): 2 clusters Score: Raw -1071.886833 + Penalty 295.020687 = -776.866146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.567755 sec): 3 clusters Score: Raw -1083.989322 + Penalty 597.359671 = -486.629651 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 90 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.568245 sec): 2 clusters Score: Raw -816.202722 + Penalty 295.937620 = -520.265102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.568481 sec): 3 clusters Score: Raw -845.307844 + Penalty 598.116260 = -247.191583 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 91 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.569107 sec): 2 clusters Score: Raw -3500.612835 + Penalty 522.218112 = -2978.394723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.569438 sec): 3 clusters Score: Raw -3605.850057 + Penalty 1044.918726 = -2560.931330 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 92 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.569924 sec): 2 clusters Score: Raw -168.275003 + Penalty 101.108067 = -67.166936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.570134 sec): 3 clusters Score: Raw -163.027888 + Penalty 204.297068 = 41.269180 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 94 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.570595 sec): 2 clusters Score: Raw -164.527578 + Penalty 90.163371 = -74.364206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.570804 sec): 3 clusters Score: Raw -157.252720 + Penalty 181.500076 = 24.247356 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 98 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.571306 sec): 2 clusters Score: Raw -1048.460044 + Penalty 337.934107 = -710.525937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.571557 sec): 3 clusters Score: Raw -1108.750282 + Penalty 681.801709 = -426.948573 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 102 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.572071 sec): 2 clusters Score: Raw -1358.482623 + Penalty 286.538222 = -1071.944401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.572325 sec): 3 clusters Score: Raw -1383.725273 + Penalty 568.823662 = -814.901611 nChanged 1 SP:Iteration 1Q (51.572571 sec): 3 clusters Score: Raw -1386.277160 + Penalty 568.823662 = -817.453498 nChanged 0 SP:Iteration 2F (51.572821 sec): 3 clusters Score: Raw -1386.277160 + Penalty 568.823662 = -817.453498 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 105 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.573321 sec): 2 clusters Score: Raw -1016.073914 + Penalty 314.458458 = -701.615457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.573561 sec): 3 clusters Score: Raw -1037.643563 + Penalty 616.657727 = -420.985836 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 107 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.574051 sec): 2 clusters Score: Raw -833.439981 + Penalty 278.719397 = -554.720585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.574286 sec): 3 clusters Score: Raw -851.023179 + Penalty 560.972974 = -290.050205 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 108 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.574753 sec): 2 clusters Score: Raw -326.297329 + Penalty 172.215163 = -154.082167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.574970 sec): 3 clusters Score: Raw -333.179277 + Penalty 344.430326 = 11.251048 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 112 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.575469 sec): 2 clusters Score: Raw -954.369388 + Penalty 322.457803 = -631.911586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.575709 sec): 3 clusters Score: Raw -1006.325731 + Penalty 645.447456 = -360.878275 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 113 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.576198 sec): 2 clusters Score: Raw -871.971343 + Penalty 248.313199 = -623.658143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.576433 sec): 3 clusters Score: Raw -880.284740 + Penalty 498.721585 = -381.563154 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 116 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.576918 sec): 2 clusters Score: Raw -454.619425 + Penalty 193.287561 = -261.331864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.577142 sec): 3 clusters Score: Raw -455.968187 + Penalty 386.203916 = -69.764271 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 117 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.577597 sec): 2 clusters Score: Raw -113.540310 + Penalty 68.284911 = -45.255399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.577805 sec): 3 clusters Score: Raw -105.648756 + Penalty 136.569822 = 30.921066 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 118 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.578286 sec): 2 clusters Score: Raw -625.754420 + Penalty 250.034439 = -375.719981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.578514 sec): 3 clusters Score: Raw -629.784306 + Penalty 502.772688 = -127.011618 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 120 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.578986 sec): 2 clusters Score: Raw -512.458918 + Penalty 218.601877 = -293.857041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.579209 sec): 3 clusters Score: Raw -522.296795 + Penalty 438.050787 = -84.246008 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 121 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.579721 sec): 2 clusters Score: Raw -1416.502572 + Penalty 342.382224 = -1074.120348 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.579973 sec): 3 clusters Score: Raw -1443.145197 + Penalty 683.169336 = -759.975861 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 122 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.580461 sec): 2 clusters Score: Raw -777.153130 + Penalty 244.541389 = -532.611741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.580694 sec): 3 clusters Score: Raw -793.156967 + Penalty 486.145808 = -307.011159 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 126 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.581191 sec): 2 clusters Score: Raw -1106.238770 + Penalty 318.072796 = -788.165974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.581434 sec): 3 clusters Score: Raw -1120.182592 + Penalty 632.968006 = -487.214586 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 128 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.581897 sec): 2 clusters Score: Raw -217.537427 + Penalty 97.950921 = -119.586506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.582112 sec): 3 clusters Score: Raw -214.177285 + Penalty 195.901842 = -18.275443 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 129 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.582619 sec): 2 clusters Score: Raw -1068.050549 + Penalty 326.869679 = -741.180870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.582866 sec): 3 clusters Score: Raw -1102.608752 + Penalty 645.573613 = -457.035138 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 133 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.583336 sec): 2 clusters Score: Raw -266.182568 + Penalty 112.846222 = -153.336346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.583548 sec): 3 clusters Score: Raw -262.534190 + Penalty 252.086699 = -10.447492 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 138 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.584040 sec): 2 clusters Score: Raw -452.604873 + Penalty 172.171539 = -280.433335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.584262 sec): 3 clusters Score: Raw -450.656667 + Penalty 348.910424 = -101.746242 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 142 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.584770 sec): 2 clusters Score: Raw -969.720708 + Penalty 302.893108 = -666.827600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.585018 sec): 3 clusters Score: Raw -1048.594686 + Penalty 600.762220 = -447.832466 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 146 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.585476 sec): 2 clusters Score: Raw -165.463979 + Penalty 98.894018 = -66.569961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.585688 sec): 3 clusters Score: Raw -160.231721 + Penalty 203.490744 = 43.259022 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 153 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.586146 sec): 2 clusters Score: Raw -178.947346 + Penalty 111.624872 = -67.322474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.586356 sec): 3 clusters Score: Raw -168.832744 + Penalty 229.203627 = 60.370883 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 (51.586815 sec): 2 clusters Score: Raw -168.417987 + Penalty 84.012538 = -84.405449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.587010 sec): 2 clusters Score: Raw -168.417987 + Penalty 84.012538 = -84.405449 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 156 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.587489 sec): 2 clusters Score: Raw -640.705595 + Penalty 242.134892 = -398.570704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.587717 sec): 3 clusters Score: Raw -647.394782 + Penalty 483.267989 = -164.126792 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 (51.588183 sec): 2 clusters Score: Raw -270.261989 + Penalty 101.546219 = -168.715770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.588398 sec): 3 clusters Score: Raw -268.811634 + Penalty 193.877746 = -74.933888 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 159 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.588884 sec): 2 clusters Score: Raw -838.881773 + Penalty 279.667951 = -559.213823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.589118 sec): 3 clusters Score: Raw -844.373990 + Penalty 555.365765 = -289.008224 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 166 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.589593 sec): 2 clusters Score: Raw -567.952989 + Penalty 232.749973 = -335.203016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.589818 sec): 3 clusters Score: Raw -581.004528 + Penalty 465.499945 = -115.504583 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 170 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.590278 sec): 2 clusters Score: Raw -231.067184 + Penalty 141.074099 = -89.993085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.590488 sec): 3 clusters Score: Raw -225.921015 + Penalty 249.920959 = 23.999945 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 176 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.591063 sec): 2 clusters Score: Raw -1531.364905 + Penalty 210.499546 = -1320.865359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.591347 sec): 3 clusters Score: Raw -1572.482248 + Penalty 423.165461 = -1149.316787 nChanged 1 SP:Iteration 1Q (51.591620 sec): 3 clusters Score: Raw -1574.655391 + Penalty 423.165461 = -1151.489930 nChanged 0 SP:Iteration 2F (51.591901 sec): 3 clusters Score: Raw -1574.655391 + Penalty 423.165461 = -1151.489930 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 183 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.592358 sec): 2 clusters Score: Raw -115.499682 + Penalty 67.830894 = -47.668788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.592566 sec): 3 clusters Score: Raw -106.624920 + Penalty 135.661787 = 29.036867 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 188 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.593031 sec): 2 clusters Score: Raw -293.703361 + Penalty 159.081562 = -134.621799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.593247 sec): 3 clusters Score: Raw -287.999348 + Penalty 318.079951 = 30.080603 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 189 (117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.594039 sec): 2 clusters Score: Raw -4988.443392 + Penalty 184.812830 = -4803.630562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.594467 sec): 3 clusters Score: Raw -4966.482187 + Penalty 369.784337 = -4596.697850 nChanged 22 SP:Iteration 1F (51.594888 sec): 3 clusters Score: Raw -4987.886577 + Penalty 369.553862 = -4618.332715 nChanged 5 SP:Iteration 2Q (51.595302 sec): 3 clusters Score: Raw -4992.534698 + Penalty 369.553862 = -4622.980836 nChanged 0 SP:Iteration 3F (51.595720 sec): 3 clusters Score: Raw -4992.534698 + Penalty 369.553862 = -4622.980836 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 193 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.596183 sec): 2 clusters Score: Raw -170.061097 + Penalty 105.722235 = -64.338862 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.596394 sec): 3 clusters Score: Raw -163.337193 + Penalty 220.431064 = 57.093871 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 198 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.596856 sec): 2 clusters Score: Raw -228.033169 + Penalty 124.104185 = -103.928984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.597070 sec): 3 clusters Score: Raw -222.693186 + Penalty 248.208370 = 25.515184 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 200 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.597534 sec): 2 clusters Score: Raw -289.207704 + Penalty 159.486865 = -129.720839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.597751 sec): 3 clusters Score: Raw -282.417540 + Penalty 325.116244 = 42.698704 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 201 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.598202 sec): 2 clusters Score: Raw -50.566588 + Penalty 0.000000 = -50.566588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.598391 sec): 2 clusters Score: Raw -50.566588 + Penalty 0.000000 = -50.566588 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 205 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.598884 sec): 2 clusters Score: Raw -941.636929 + Penalty 277.956400 = -663.680529 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.599143 sec): 3 clusters Score: Raw -944.163425 + Penalty 559.390875 = -384.772550 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 210 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.599615 sec): 2 clusters Score: Raw -440.691517 + Penalty 148.251425 = -292.440092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.599834 sec): 3 clusters Score: Raw -440.281156 + Penalty 265.820923 = -174.460233 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 221 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.600286 sec): 2 clusters Score: Raw -53.083831 + Penalty 0.000000 = -53.083831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.600476 sec): 2 clusters Score: Raw -53.083831 + Penalty 0.000000 = -53.083831 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 226 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.600937 sec): 2 clusters Score: Raw -190.828083 + Penalty 74.280126 = -116.547957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.601140 sec): 3 clusters Score: Raw -196.515923 + Penalty 148.560252 = -47.955671 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 227 (108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.601887 sec): 2 clusters Score: Raw -4903.498402 + Penalty 328.515173 = -4574.983229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.602301 sec): 3 clusters Score: Raw -4877.310635 + Penalty 657.746620 = -4219.564014 nChanged 12 SP:Iteration 1F (51.602708 sec): 3 clusters Score: Raw -4898.937246 + Penalty 657.650109 = -4241.287137 nChanged 3 SP:Iteration 2Q (51.603113 sec): 3 clusters Score: Raw -4906.557148 + Penalty 659.004900 = -4247.552247 nChanged 2 SP:Iteration 3Q (51.603515 sec): 3 clusters Score: Raw -4909.147762 + Penalty 659.828551 = -4249.319211 nChanged 1 SP:Iteration 4Q (51.603917 sec): 3 clusters Score: Raw -4910.378798 + Penalty 659.828551 = -4250.550248 nChanged 0 SP:Iteration 5F (51.604323 sec): 3 clusters Score: Raw -4910.378798 + Penalty 659.828551 = -4250.550248 nChanged 0 Deleting Class 56 (4 points): Lose 24.950309 but Gain 1038.097165 Iteration 119Q (51.712132 sec): 106 clusters Score: Raw -1059930.144956 + Penalty 98347.481824 = -961582.663133 nChanged 15 Deleting Class 98 (20 points): Lose 119.840197 but Gain 1131.638156 Iteration 120F (52.829238 sec): 104 clusters Score: Raw -1059825.901056 + Penalty 97294.866216 = -962531.034839 nChanged 25 Deleting Class 63 (68 points): Lose 143.273815 but Gain 1160.887490 Iteration 121Q (52.924497 sec): 103 clusters Score: Raw -1059737.888352 + Penalty 96200.249225 = -963537.639127 nChanged 76 Deleting Class 32 (13 points): Lose 68.649839 but Gain 1080.391646 Iteration 122Q (53.021627 sec): 102 clusters Score: Raw -1059778.267430 + Penalty 95157.218605 = -964621.048825 nChanged 31 Deleting Class 66 (5 points): Lose 37.305688 but Gain 1047.207256 Iteration 123Q (53.116205 sec): 101 clusters Score: Raw -1059778.872606 + Penalty 94152.756077 = -965626.116529 nChanged 20 Deleting Class 112 (18 points): Lose 109.990097 but Gain 1119.174327 Iteration 124Q (53.209594 sec): 100 clusters Score: Raw -1059705.272573 + Penalty 93109.061247 = -966596.211326 nChanged 33 Deleting Class 126 (19 points): Lose 74.819436 but Gain 1083.683654 Iteration 125Q (53.302910 sec): 99 clusters Score: Raw -1059685.541621 + Penalty 92062.201523 = -967623.340098 nChanged 38 Deleting Class 57 (20 points): Lose 95.408980 but Gain 1104.417033 Iteration 126Q (53.397937 sec): 98 clusters Score: Raw -1059643.404092 + Penalty 90992.636830 = -968650.767262 nChanged 37 Deleting Class 129 (20 points): Lose 88.751716 but Gain 1094.586765 Iteration 127Q (53.490731 sec): 97 clusters Score: Raw -1059616.455932 + Penalty 90010.902716 = -969605.553216 nChanged 39 Deleting Class 90 (15 points): Lose 91.613507 but Gain 1096.281334 Iteration 128Q (53.584532 sec): 96 clusters Score: Raw -1059609.004215 + Penalty 88968.786947 = -970640.217268 nChanged 34 Deleting Class 105 (17 points): Lose 94.302041 but Gain 1099.956377 Iteration 129Q (53.677187 sec): 95 clusters Score: Raw -1059584.094820 + Penalty 87882.432550 = -971701.662270 nChanged 36 Deleting Class 118 (11 points): Lose 41.981472 but Gain 1046.039714 Iteration 130F (54.679865 sec): 94 clusters Score: Raw -1059592.325104 + Penalty 86856.182047 = -972736.143057 nChanged 28 Deleting Class 153 (3 points): Lose 19.677318 but Gain 1019.283694 Iteration 131Q (54.771573 sec): 93 clusters Score: Raw -1059603.347839 + Penalty 85837.174543 = -973766.173296 nChanged 9 Deleting Class 221 (1 points): Lose 7.600531 but Gain 1000.394218 Iteration 132Q (54.862624 sec): 92 clusters Score: Raw -1059604.711828 + Penalty 84844.750526 = -974759.961302 nChanged 6 Deleting Class 170 (4 points): Lose 29.973343 but Gain 1020.869865 Iteration 133Q (54.952855 sec): 91 clusters Score: Raw -1059582.599296 + Penalty 83829.330719 = -975753.268577 nChanged 4 Deleting Class 121 (24 points): Lose 98.850520 but Gain 1080.758136 Iteration 134Q (55.043236 sec): 90 clusters Score: Raw -1059489.672776 + Penalty 82773.691017 = -976715.981759 nChanged 26 Deleting Class 50 (18 points): Lose 90.842046 but Gain 1068.961417 Iteration 135Q (55.136351 sec): 89 clusters Score: Raw -1059438.674558 + Penalty 81722.848802 = -977715.825756 nChanged 22 Deleting Class 120 (9 points): Lose 24.740485 but Gain 998.063085 Iteration 136Q (55.227814 sec): 88 clusters Score: Raw -1059441.043879 + Penalty 80737.222520 = -978703.821359 nChanged 17 Deleting Class 159 (14 points): Lose 91.769449 but Gain 1063.095866 Iteration 137Q (55.316676 sec): 87 clusters Score: Raw -1059372.460868 + Penalty 79693.594080 = -979678.866788 nChanged 19 Deleting Class 117 (2 points): Lose 19.330004 but Gain 988.275073 Iteration 138Q (55.406381 sec): 86 clusters Score: Raw -1059384.087803 + Penalty 78708.990993 = -980675.096809 nChanged 10 Deleting Class 183 (2 points): Lose 15.353951 but Gain 981.704159 Iteration 139Q (55.497328 sec): 85 clusters Score: Raw -1059376.346070 + Penalty 77734.357408 = -981641.988662 nChanged 6 Deleting Class 205 (17 points): Lose 61.095628 but Gain 1024.440335 Iteration 140F (56.399762 sec): 84 clusters Score: Raw -1059320.504398 + Penalty 76719.415524 = -982601.088874 nChanged 19 Deleting Class 107 (16 points): Lose 65.158854 but Gain 1027.728229 Iteration 141Q (56.487603 sec): 83 clusters Score: Raw -1059278.003945 + Penalty 75705.136399 = -983572.867546 nChanged 20 Deleting Class 91 (67 points): Lose 285.087185 but Gain 1247.157010 Iteration 142Q (56.575610 sec): 82 clusters Score: Raw -1059016.676941 + Penalty 74500.988450 = -984515.688491 nChanged 71 Deleting Class 188 (5 points): Lose 34.521691 but Gain 991.571814 Iteration 143Q (56.664863 sec): 81 clusters Score: Raw -1059100.427719 + Penalty 73514.876999 = -985585.550720 nChanged 11 Deleting Class 200 (5 points): Lose 40.009357 but Gain 994.098109 Iteration 144Q (56.751989 sec): 80 clusters Score: Raw -1059072.200782 + Penalty 72523.724377 = -986548.476405 nChanged 9 Deleting Class 60 (10 points): Lose 40.953027 but Gain 994.349143 Iteration 145Q (56.838674 sec): 79 clusters Score: Raw -1059041.229918 + Penalty 71555.276514 = -987485.953404 nChanged 10 Deleting Class 69 (12 points): Lose 37.667294 but Gain 984.633769 Iteration 146Q (56.924555 sec): 78 clusters Score: Raw -1059021.093304 + Penalty 70571.817933 = -988449.275372 nChanged 13 Deleting Class 166 (10 points): Lose 72.129638 but Gain 1014.033970 Iteration 147Q (57.010533 sec): 77 clusters Score: Raw -1058964.537741 + Penalty 69564.959189 = -989399.578552 nChanged 12 Deleting Class 30 (10 points): Lose 17.750913 but Gain 957.882516 Iteration 148Q (57.095005 sec): 76 clusters Score: Raw -1058966.041752 + Penalty 68622.580744 = -990343.461008 nChanged 13 Deleting Class 76 (23 points): Lose 111.566582 but Gain 1040.741949 Iteration 149Q (57.179718 sec): 75 clusters Score: Raw -1058870.343607 + Penalty 67601.407409 = -991268.936199 nChanged 26 Deleting Class 89 (17 points): Lose 94.132337 but Gain 1023.301925 Iteration 150F (57.987878 sec): 74 clusters Score: Raw -1058832.232698 + Penalty 66624.276979 = -992207.955719 nChanged 33 Deleting Class 193 (3 points): Lose 39.190095 but Gain 965.384755 Iteration 151Q (58.073304 sec): 73 clusters Score: Raw -1058864.741210 + Penalty 65669.948459 = -993194.792751 nChanged 19 Deleting Class 113 (14 points): Lose 54.082527 but Gain 980.027323 Iteration 152Q (58.159806 sec): 72 clusters Score: Raw -1058837.955205 + Penalty 64709.019627 = -994128.935578 nChanged 22 Deleting Class 156 (11 points): Lose 87.104449 but Gain 1012.991306 Iteration 153Q (58.244099 sec): 71 clusters Score: Raw -1058773.495182 + Penalty 63725.421574 = -995048.073608 nChanged 18 Deleting Class 74 (13 points): Lose 44.363749 but Gain 966.901513 Iteration 154Q (58.326982 sec): 70 clusters Score: Raw -1058755.633628 + Penalty 62797.036110 = -995958.597519 nChanged 20 Deleting Class 108 (6 points): Lose 45.867752 but Gain 964.206894 Iteration 155Q (58.409605 sec): 69 clusters Score: Raw -1058743.287888 + Penalty 61842.616076 = -996900.671812 nChanged 9 Deleting Class 116 (8 points): Lose 21.044933 but Gain 932.471882 Iteration 156Q (58.492821 sec): 68 clusters Score: Raw -1058733.693454 + Penalty 60922.153467 = -997811.539987 nChanged 14 Deleting Class 84 (129 points): Lose 517.745385 but Gain 1427.714888 Iteration 157Q (58.575743 sec): 67 clusters Score: Raw -1058232.537295 + Penalty 59596.730224 = -998635.807071 nChanged 132 Deleting Class 92 (3 points): Lose 15.712320 but Gain 923.251261 Iteration 158Q (58.660982 sec): 66 clusters Score: Raw -1058448.089681 + Penalty 58698.545338 = -999749.544343 nChanged 33 Deleting Class 73 (15 points): Lose 63.143954 but Gain 950.365301 Iteration 159Q (58.743781 sec): 65 clusters Score: Raw -1058419.081923 + Penalty 57755.840832 = -1000663.241091 nChanged 33 Deleting Class 198 (4 points): Lose 11.579815 but Gain 898.068626 Iteration 160F (59.444437 sec): 64 clusters Score: Raw -1058444.572828 + Penalty 56862.896641 = -1001581.676187 nChanged 18 Deleting Class 146 (3 points): Lose 17.713587 but Gain 903.034046 Iteration 161Q (59.525618 sec): 63 clusters Score: Raw -1058447.375955 + Penalty 55972.305537 = -1002475.070418 nChanged 12 Deleting Class 10 (23 points): Lose 146.893841 but Gain 1026.936257 Iteration 162Q (59.606160 sec): 62 clusters Score: Raw -1058321.196059 + Penalty 55151.830285 = -1003169.365774 nChanged 29 Deleting Class 18 (41 points): Lose 140.451992 but Gain 1016.776639 Iteration 163Q (59.688889 sec): 61 clusters Score: Raw -1058281.943022 + Penalty 54239.974997 = -1004041.968025 nChanged 52 Deleting Class 82 (8 points): Lose 46.141119 but Gain 918.275306 Iteration 164Q (59.774951 sec): 60 clusters Score: Raw -1058323.841566 + Penalty 53373.653385 = -1004950.188180 nChanged 32 Deleting Class 16 (22 points): Lose 106.557644 but Gain 977.246914 Iteration 165Q (59.853359 sec): 59 clusters Score: Raw -1058256.918989 + Penalty 52433.956522 = -1005822.962467 nChanged 37 Deleting Class 122 (14 points): Lose 73.964581 but Gain 929.570010 Iteration 166Q (59.931765 sec): 58 clusters Score: Raw -1058233.066820 + Penalty 51542.947591 = -1006690.119229 nChanged 38 Deleting Class 46 (17 points): Lose 155.128852 but Gain 999.213596 Iteration 167Q (60.010916 sec): 57 clusters Score: Raw -1058121.784650 + Penalty 50613.125464 = -1007508.659186 nChanged 31 Deleting Class 102 (23 points): Lose 94.846741 but Gain 928.280524 Iteration 168Q (60.088512 sec): 56 clusters Score: Raw -1058076.940462 + Penalty 49714.574917 = -1008362.365546 nChanged 40 Deleting Class 23 (13 points): Lose 47.800799 but Gain 876.393372 Iteration 169Q (60.166224 sec): 55 clusters Score: Raw -1058088.307686 + Penalty 48856.947139 = -1009231.360547 nChanged 35 Deleting Class 21 (96 points): Lose 378.276696 but Gain 1210.014959 Iteration 170F (60.748398 sec): 54 clusters Score: Raw -1057747.793268 + Penalty 47682.196043 = -1010065.597225 nChanged 109 Deleting Class 138 (8 points): Lose 24.100293 but Gain 830.602432 Iteration 171Q (60.827629 sec): 53 clusters Score: Raw -1057922.123975 + Penalty 46870.812191 = -1011051.311784 nChanged 36 Deleting Class 94 (3 points): Lose 20.027811 but Gain 823.311618 Iteration 172Q (60.903881 sec): 52 clusters Score: Raw -1057929.886810 + Penalty 46059.387838 = -1011870.498972 nChanged 24 Deleting Class 68 (6 points): Lose 34.778340 but Gain 832.699569 Iteration 173Q (60.979788 sec): 51 clusters Score: Raw -1057920.127203 + Penalty 45272.605255 = -1012647.521949 nChanged 25 Deleting Class 55 (102 points): Lose 278.725371 but Gain 1047.079178 Iteration 174Q (61.055344 sec): 50 clusters Score: Raw -1057671.786938 + Penalty 44257.342948 = -1013414.443989 nChanged 113 Deleting Class 77 (12 points): Lose 58.549113 but Gain 823.184359 Iteration 175Q (61.135586 sec): 49 clusters Score: Raw -1057785.620522 + Penalty 43464.903173 = -1014320.717349 nChanged 35 Deleting Class 7 (71 points): Lose 115.415267 but Gain 869.601191 Iteration 176Q (61.211304 sec): 48 clusters Score: Raw -1057722.051452 + Penalty 42632.187115 = -1015089.864337 nChanged 95 Deleting Class 155 (3 points): Lose 13.678665 but Gain 767.146321 Iteration 177Q (61.286513 sec): 47 clusters Score: Raw -1057823.749994 + Penalty 41860.916487 = -1015962.833507 nChanged 25 Deleting Class 34 (120 points): Lose 417.269618 but Gain 1166.963918 Iteration 178Q (61.371553 sec): 46 clusters Score: Raw -1057428.467689 + Penalty 40769.723182 = -1016658.744507 nChanged 137 Deleting Class 142 (22 points): Lose 235.257973 but Gain 983.021409 Iteration 179Q (61.446714 sec): 45 clusters Score: Raw -1057414.711183 + Penalty 39759.646923 = -1017655.064260 nChanged 50 Deleting Class 75 (9 points): Lose 24.744876 but Gain 749.239427 Iteration 180F (61.931920 sec): 44 clusters Score: Raw -1057472.410360 + Penalty 39019.500619 = -1018452.909741 nChanged 27 Deleting Class 210 (15 points): Lose 190.557921 but Gain 911.452453 Iteration 181Q (62.011839 sec): 43 clusters Score: Raw -1057309.596851 + Penalty 38120.519637 = -1019189.077214 nChanged 21 Deleting Class 17 (6 points): Lose 25.044679 but Gain 743.532946 Iteration 182Q (62.085316 sec): 42 clusters Score: Raw -1057350.819511 + Penalty 37377.998547 = -1019972.820964 nChanged 21 Deleting Class 25 (28 points): Lose 141.811766 but Gain 847.282582 Iteration 183Q (62.159075 sec): 41 clusters Score: Raw -1057237.965507 + Penalty 36540.765898 = -1020697.199609 nChanged 39 Deleting Class 88 (12 points): Lose 83.302927 but Gain 787.600655 Iteration 184Q (62.231913 sec): 40 clusters Score: Raw -1057238.383316 + Penalty 35749.784518 = -1021488.598798 nChanged 34 Deleting Class 29 (9 points): Lose 56.796405 but Gain 754.144907 Iteration 185Q (62.305165 sec): 39 clusters Score: Raw -1057240.534556 + Penalty 35018.164849 = -1022222.369707 nChanged 33 Deleting Class 128 (4 points): Lose 12.356082 but Gain 708.812913 Iteration 186Q (62.377284 sec): 38 clusters Score: Raw -1057271.665404 + Penalty 34331.639899 = -1022940.025506 nChanged 28 Deleting Class 45 (55 points): Lose 146.214068 but Gain 804.908659 Iteration 187Q (62.447647 sec): 37 clusters Score: Raw -1057152.897964 + Penalty 33547.859132 = -1023605.038832 nChanged 72 Deleting Class 52 (21 points): Lose 74.169828 but Gain 718.456895 Iteration 188Q (62.520036 sec): 36 clusters Score: Raw -1057171.883308 + Penalty 32847.458177 = -1024324.425131 nChanged 40 Deleting Class 133 (6 points): Lose 66.486198 but Gain 707.890860 Iteration 189Q (62.589886 sec): 35 clusters Score: Raw -1057147.220932 + Penalty 32155.057884 = -1024992.163048 nChanged 21 Deleting Class 40 (6 points): Lose 26.669332 but Gain 653.393074 Iteration 190F (62.971055 sec): 34 clusters Score: Raw -1057140.829968 + Penalty 31487.837550 = -1025652.992419 nChanged 24 Deleting Class 5 (46 points): Lose 155.642982 but Gain 778.393669 Iteration 191Q (63.041411 sec): 33 clusters Score: Raw -1057005.188747 + Penalty 30737.865687 = -1026267.323059 nChanged 57 Deleting Class 157 (5 points): Lose 18.567439 but Gain 632.948073 Iteration 192Q (63.110559 sec): 32 clusters Score: Raw -1057048.772808 + Penalty 30063.133727 = -1026985.639081 nChanged 17 Deleting Class 65 (63 points): Lose 351.217493 but Gain 953.299684 Iteration 193Q (63.178731 sec): 31 clusters Score: Raw -1056707.934345 + Penalty 29082.427642 = -1027625.506703 nChanged 67 Deleting Class 80 (186 points): Lose 822.677112 but Gain 1414.032128 Iteration 194Q (63.247458 sec): 30 clusters Score: Raw -1056027.670530 + Penalty 27800.402898 = -1028227.267631 nChanged 203 Deleting Class 36 (23 points): Lose 139.683936 but Gain 700.972577 Iteration 195Q (63.318353 sec): 29 clusters Score: Raw -1056298.719284 + Penalty 27129.980141 = -1029168.739143 nChanged 92 Deleting Class 3 (116 points): Lose 404.079408 but Gain 956.302309 Iteration 196Q (63.385717 sec): 28 clusters Score: Raw -1056003.561885 + Penalty 26255.209180 = -1029748.352704 nChanged 159 Deleting Class 26 (174 points): Lose 567.242720 but Gain 1059.895616 Iteration 197Q (63.453787 sec): 27 clusters Score: Raw -1055684.918826 + Penalty 25297.155156 = -1030387.763670 nChanged 227 Deleting Class 226 (5 points): Lose 71.955712 but Gain 557.431085 Iteration 198Q (63.524167 sec): 26 clusters Score: Raw -1055974.332360 + Penalty 24741.644036 = -1031232.688324 nChanged 76 Deleting Class 14 (46 points): Lose 131.109076 but Gain 610.435008 Iteration 199Q (63.588575 sec): 25 clusters Score: Raw -1055928.867857 + Penalty 24137.940160 = -1031790.927696 nChanged 92 Deleting Class 38 (152 points): Lose 1078.288543 but Gain 1490.855846 Iteration 200F (63.864471 sec): 24 clusters Score: Raw -1054973.393809 + Penalty 22666.077043 = -1032307.316766 nChanged 180 Deleting Class 87 (11 points): Lose 47.006900 but Gain 412.719484 Iteration 201Q (63.931404 sec): 23 clusters Score: Raw -1055318.128798 + Penalty 22238.304673 = -1033079.824126 nChanged 58 Deleting Class 51 (61 points): Lose 231.041399 but Gain 419.785312 Iteration 202Q (63.995164 sec): 22 clusters Score: Raw -1055181.374151 + Penalty 21742.077673 = -1033439.296478 nChanged 93 Deleting Class 19 (287 points): Lose 705.460927 but Gain 778.269705 Iteration 203Q (64.057735 sec): 21 clusters Score: Raw -1054650.654939 + Penalty 20983.602794 = -1033667.052145 nChanged 323 Deleting Class 11 (163 points): Lose 592.837179 but Gain 595.197724 Iteration 204Q (64.123542 sec): 20 clusters Score: Raw -1054518.772344 + Penalty 20395.738886 = -1034123.033458 nChanged 247 Iteration 205Q (64.185550 sec): 20 clusters Score: Raw -1054916.654770 + Penalty 20401.276466 = -1034515.378304 nChanged 105 Iteration 206Q (64.245411 sec): 20 clusters Score: Raw -1054972.916128 + Penalty 20394.432545 = -1034578.483584 nChanged 62 Iteration 207Q (64.305638 sec): 20 clusters Score: Raw -1055000.587159 + Penalty 20382.074029 = -1034618.513130 nChanged 45 Iteration 208Q (64.365351 sec): 20 clusters Score: Raw -1055027.172611 + Penalty 20375.676079 = -1034651.496531 nChanged 36 Iteration 209Q (64.425526 sec): 20 clusters Score: Raw -1055043.687583 + Penalty 20376.469117 = -1034667.218466 nChanged 29 Deleting Class 39 (86 points): Lose 581.068644 but Gain 661.087161 Iteration 210F (64.649561 sec): 19 clusters Score: Raw -1054472.481889 + Penalty 19702.916497 = -1034769.565392 nChanged 113 Iteration 211Q (64.710801 sec): 19 clusters Score: Raw -1054818.990323 + Penalty 19700.135801 = -1035118.854522 nChanged 50 Iteration 212Q (64.770161 sec): 19 clusters Score: Raw -1054839.971201 + Penalty 19695.462581 = -1035144.508620 nChanged 45 Iteration 213Q (64.830234 sec): 19 clusters Score: Raw -1054860.215249 + Penalty 19697.182255 = -1035163.032994 nChanged 33 Iteration 214Q (64.891707 sec): 19 clusters Score: Raw -1054874.823631 + Penalty 19698.794010 = -1035176.029622 nChanged 22 Iteration 215Q (64.956469 sec): 19 clusters Score: Raw -1054879.910497 + Penalty 19701.729073 = -1035178.181423 nChanged 16 Iteration 216Q (65.016098 sec): 19 clusters Score: Raw -1054883.133749 + Penalty 19702.563518 = -1035180.570231 nChanged 10 Iteration 217Q (65.076314 sec): 19 clusters Score: Raw -1054885.355494 + Penalty 19701.631169 = -1035183.724325 nChanged 11 Iteration 218Q (65.142631 sec): 19 clusters Score: Raw -1054889.934009 + Penalty 19701.203545 = -1035188.730464 nChanged 9 Writing temp clu file Memory request: 0.11 GB would take us to total of 0.21 GB. Compute initial score before splitting: Score: Raw -1054889.934009 + Penalty 19701.203545 = -1035188.730464Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 1 (463 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.188756 sec): 2 clusters Score: Raw -24944.903573 + Penalty 950.131063 = -23994.772510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.189853 sec): 3 clusters Score: Raw -24848.039186 + Penalty 1899.818150 = -22948.221037 nChanged 110 SP:Iteration 1F (65.190972 sec): 3 clusters Score: Raw -24983.423719 + Penalty 1899.676122 = -23083.747597 nChanged 28 SP:Iteration 2F (65.192049 sec): 3 clusters Score: Raw -25034.550356 + Penalty 1899.300582 = -23135.249774 nChanged 18 SP:Iteration 3Q (65.193081 sec): 3 clusters Score: Raw -25051.139859 + Penalty 1899.321930 = -23151.817929 nChanged 10 SP:Iteration 4Q (65.194108 sec): 3 clusters Score: Raw -25065.254066 + Penalty 1900.495598 = -23164.758468 nChanged 17 SP:Iteration 5Q (65.195138 sec): 3 clusters Score: Raw -25093.373795 + Penalty 1901.489601 = -23191.884194 nChanged 15 SP:Iteration 6Q (65.196146 sec): 3 clusters Score: Raw -25122.432484 + Penalty 1902.475410 = -23219.957074 nChanged 17 SP:Iteration 7Q (65.197146 sec): 3 clusters Score: Raw -25156.559947 + Penalty 1904.341762 = -23252.218185 nChanged 20 SP:Iteration 8Q (65.198134 sec): 3 clusters Score: Raw -25196.358107 + Penalty 1903.263403 = -23293.094704 nChanged 12 SP:Iteration 9Q (65.199112 sec): 3 clusters Score: Raw -25232.136222 + Penalty 1904.663471 = -23327.472751 nChanged 10 SP:Iteration 10F (65.200172 sec): 3 clusters Score: Raw -25257.290392 + Penalty 1904.889154 = -23352.401238 nChanged 6 SP:Iteration 11Q (65.201125 sec): 3 clusters Score: Raw -25269.187542 + Penalty 1904.219299 = -23364.968244 nChanged 4 SP:Iteration 12Q (65.202052 sec): 3 clusters Score: Raw -25279.874855 + Penalty 1903.745407 = -23376.129449 nChanged 5 SP:Iteration 13Q (65.202978 sec): 3 clusters Score: Raw -25295.682427 + Penalty 1904.071461 = -23391.610966 nChanged 4 SP:Iteration 14Q (65.203900 sec): 3 clusters Score: Raw -25306.004556 + Penalty 1904.234778 = -23401.769778 nChanged 3 SP:Iteration 15Q (65.204819 sec): 3 clusters Score: Raw -25314.980408 + Penalty 1904.392449 = -23410.587960 nChanged 1 SP:Iteration 16Q (65.205737 sec): 3 clusters Score: Raw -25317.599026 + Penalty 1904.392449 = -23413.206578 nChanged 0 SP:Iteration 17F (65.206729 sec): 3 clusters Score: Raw -25317.599026 + Penalty 1904.392449 = -23413.206578 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 2 (265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.207875 sec): 2 clusters Score: Raw -14310.249255 + Penalty 145.573548 = -14164.675707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.208545 sec): 3 clusters Score: Raw -14151.066779 + Penalty 280.191469 = -13870.875310 nChanged 99 SP:Iteration 1F (65.209204 sec): 3 clusters Score: Raw -14223.623409 + Penalty 311.594811 = -13912.028598 nChanged 47 SP:Iteration 2F (65.209869 sec): 3 clusters Score: Raw -14284.436501 + Penalty 546.078251 = -13738.358250 nChanged 20 SP:Iteration 3F (65.210541 sec): 3 clusters Score: Raw -14308.124734 + Penalty 145.573548 = -14162.551185 nChanged 1 SP:Iteration 4Q (65.211077 sec): 2 clusters Score: Raw -14310.249255 + Penalty 145.573548 = -14164.675707 nChanged 0 SP:Iteration 5F (65.211628 sec): 2 clusters Score: Raw -14310.249255 + Penalty 145.573548 = -14164.675707 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 4 (1956 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.221613 sec): 2 clusters Score: Raw -100286.666346 + Penalty 370.039277 = -99916.627069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.225259 sec): 3 clusters Score: Raw -99131.097433 + Penalty 759.601109 = -98371.496324 nChanged 848 SP:Iteration 1F (65.228831 sec): 3 clusters Score: Raw -99771.337119 + Penalty 782.180276 = -98989.156843 nChanged 210 SP:Iteration 2F (65.232355 sec): 3 clusters Score: Raw -99918.375538 + Penalty 809.490427 = -99108.885111 nChanged 133 SP:Iteration 3F (65.236008 sec): 3 clusters Score: Raw -100039.380534 + Penalty 856.224273 = -99183.156261 nChanged 137 SP:Iteration 4F (65.239570 sec): 3 clusters Score: Raw -100171.091134 + Penalty 907.830810 = -99263.260324 nChanged 103 SP:Iteration 5F (65.243159 sec): 3 clusters Score: Raw -100287.677944 + Penalty 963.896210 = -99323.781734 nChanged 81 SP:Iteration 6Q (65.246709 sec): 3 clusters Score: Raw -100378.201288 + Penalty 1003.724402 = -99374.476887 nChanged 43 SP:Iteration 7Q (65.250023 sec): 3 clusters Score: Raw -100418.879359 + Penalty 1042.170210 = -99376.709149 nChanged 29 SP:Iteration 8Q (65.253144 sec): 3 clusters Score: Raw -100444.437106 + Penalty 1067.530628 = -99376.906478 nChanged 19 SP:Iteration 9Q (65.256190 sec): 3 clusters Score: Raw -100461.107059 + Penalty 1087.596179 = -99373.510880 nChanged 15 SP:Iteration 10F (65.259727 sec): 3 clusters Score: Raw -100480.110542 + Penalty 1096.826215 = -99383.284327 nChanged 13 SP:Iteration 11Q (65.262834 sec): 3 clusters Score: Raw -100492.145211 + Penalty 1099.583232 = -99392.561979 nChanged 5 SP:Iteration 12Q (65.265960 sec): 3 clusters Score: Raw -100494.413219 + Penalty 1105.453940 = -99388.959279 nChanged 3 SP:Iteration 13F (65.269609 sec): 3 clusters Score: Raw -100496.488902 + Penalty 1109.816797 = -99386.672105 nChanged 3 SP:Iteration 14F (65.273139 sec): 3 clusters Score: Raw -100498.686630 + Penalty 1112.748683 = -99385.937947 nChanged 1 SP:Iteration 15F (65.276658 sec): 3 clusters Score: Raw -100499.109491 + Penalty 1112.748683 = -99386.360808 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 6 (337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.279727 sec): 2 clusters Score: Raw -13233.788057 + Penalty 909.259440 = -12324.528617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.281371 sec): 3 clusters Score: Raw -13266.721768 + Penalty 1819.109779 = -11447.611989 nChanged 64 SP:Iteration 1F (65.282662 sec): 3 clusters Score: Raw -13419.821826 + Penalty 1819.023579 = -11600.798247 nChanged 18 SP:Iteration 2F (65.283955 sec): 3 clusters Score: Raw -13462.146584 + Penalty 1819.199560 = -11642.947024 nChanged 10 SP:Iteration 3Q (65.285165 sec): 3 clusters Score: Raw -13503.580513 + Penalty 1819.239294 = -11684.341219 nChanged 10 SP:Iteration 4Q (65.286222 sec): 3 clusters Score: Raw -13530.686572 + Penalty 1819.149559 = -11711.537013 nChanged 7 SP:Iteration 5Q (65.287257 sec): 3 clusters Score: Raw -13565.799781 + Penalty 1818.978147 = -11746.821635 nChanged 9 SP:Iteration 6Q (65.288120 sec): 3 clusters Score: Raw -13602.176995 + Penalty 1818.210030 = -11783.966965 nChanged 8 SP:Iteration 7Q (65.288838 sec): 3 clusters Score: Raw -13654.095445 + Penalty 1817.912151 = -11836.183294 nChanged 6 SP:Iteration 8Q (65.289553 sec): 3 clusters Score: Raw -13667.210917 + Penalty 1818.287313 = -11848.923605 nChanged 3 SP:Iteration 9Q (65.290268 sec): 3 clusters Score: Raw -13678.011816 + Penalty 1818.577694 = -11859.434122 nChanged 4 SP:Iteration 10F (65.291064 sec): 3 clusters Score: Raw -13699.347580 + Penalty 1819.002960 = -11880.344620 nChanged 3 SP:Iteration 11Q (65.291809 sec): 3 clusters Score: Raw -13709.611284 + Penalty 1819.002960 = -11890.608324 nChanged 0 SP:Iteration 12F (65.292624 sec): 3 clusters Score: Raw -13709.611284 + Penalty 1819.002960 = -11890.608324 nChanged 0 Memory request: 0.05 GB would take us to total of 0.26 GB. Trying to split cluster 8 (11478 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.344744 sec): 2 clusters Score: Raw -552833.005569 + Penalty 314.913435 = -552518.092135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.366114 sec): 3 clusters Score: Raw -545093.784482 + Penalty 649.349151 = -544444.435332 nChanged 5413 SP:Iteration 1F (65.387054 sec): 3 clusters Score: Raw -548028.745924 + Penalty 717.519674 = -547311.226250 nChanged 2247 SP:Iteration 2F (65.408340 sec): 3 clusters Score: Raw -550378.035788 + Penalty 832.367327 = -549545.668461 nChanged 1377 SP:Iteration 3F (65.429043 sec): 3 clusters Score: Raw -551949.497699 + Penalty 954.715234 = -550994.782465 nChanged 577 SP:Iteration 4F (65.449876 sec): 3 clusters Score: Raw -552592.001890 + Penalty 1012.991812 = -551579.010078 nChanged 198 SP:Iteration 5Q (65.468326 sec): 3 clusters Score: Raw -552805.474374 + Penalty 1024.384758 = -551781.089615 nChanged 71 SP:Iteration 6Q (65.486118 sec): 3 clusters Score: Raw -552871.958328 + Penalty 1026.625112 = -551845.333216 nChanged 24 SP:Iteration 7Q (65.503315 sec): 3 clusters Score: Raw -552893.680812 + Penalty 1016.056482 = -551877.624330 nChanged 14 SP:Iteration 8Q (65.519740 sec): 3 clusters Score: Raw -552906.957518 + Penalty 1022.354096 = -551884.603422 nChanged 5 SP:Iteration 9Q (65.536071 sec): 3 clusters Score: Raw -552909.685988 + Penalty 1028.653343 = -551881.032645 nChanged 2 SP:Iteration 10F (65.556832 sec): 3 clusters Score: Raw -552910.521729 + Penalty 1036.441963 = -551874.079766 nChanged 2 SP:Iteration 11F (65.578100 sec): 3 clusters Score: Raw -552910.951198 + Penalty 1033.277304 = -551877.673895 nChanged 1 SP:Iteration 12Q (65.594981 sec): 3 clusters Score: Raw -552911.368418 + Penalty 1036.086828 = -551875.281591 nChanged 1 SP:Iteration 13F (65.616912 sec): 3 clusters Score: Raw -552911.936577 + Penalty 1036.381351 = -551875.555226 nChanged 1 SP:Iteration 14Q (65.633173 sec): 3 clusters Score: Raw -552912.209645 + Penalty 1036.381351 = -551875.828294 nChanged 0 SP:Iteration 15F (65.654134 sec): 3 clusters Score: Raw -552912.209645 + Penalty 1036.381351 = -551875.828294 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 9 (809 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.665467 sec): 2 clusters Score: Raw -41886.467936 + Penalty 686.148357 = -41200.319579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.667078 sec): 3 clusters Score: Raw -41494.734907 + Penalty 1370.093368 = -40124.641539 nChanged 277 SP:Iteration 1F (65.668654 sec): 3 clusters Score: Raw -41669.669497 + Penalty 1369.940194 = -40299.729302 nChanged 92 SP:Iteration 2F (65.670228 sec): 3 clusters Score: Raw -41745.849239 + Penalty 1378.909652 = -40366.939587 nChanged 58 SP:Iteration 3F (65.671798 sec): 3 clusters Score: Raw -41807.894097 + Penalty 1395.365385 = -40412.528713 nChanged 54 SP:Iteration 4F (65.673367 sec): 3 clusters Score: Raw -41878.579936 + Penalty 1417.735026 = -40460.844910 nChanged 47 SP:Iteration 5F (65.674936 sec): 3 clusters Score: Raw -41941.724780 + Penalty 1443.684168 = -40498.040612 nChanged 35 SP:Iteration 6Q (65.676519 sec): 3 clusters Score: Raw -41993.703175 + Penalty 1452.033650 = -40541.669525 nChanged 16 SP:Iteration 7Q (65.678099 sec): 3 clusters Score: Raw -42021.164034 + Penalty 1455.657349 = -40565.506685 nChanged 18 SP:Iteration 8Q (65.679612 sec): 3 clusters Score: Raw -42052.687555 + Penalty 1458.609887 = -40594.077668 nChanged 8 SP:Iteration 9Q (65.681107 sec): 3 clusters Score: Raw -42065.394032 + Penalty 1458.831882 = -40606.562150 nChanged 3 SP:Iteration 10F (65.682676 sec): 3 clusters Score: Raw -42068.122523 + Penalty 1458.831882 = -40609.290641 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 12 (2630 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.696507 sec): 2 clusters Score: Raw -133791.080286 + Penalty 156.782853 = -133634.297434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.701492 sec): 3 clusters Score: Raw -132072.561006 + Penalty 324.883971 = -131747.677035 nChanged 1232 SP:Iteration 1F (65.706277 sec): 3 clusters Score: Raw -133075.309908 + Penalty 338.795403 = -132736.514505 nChanged 309 SP:Iteration 2F (65.711039 sec): 3 clusters Score: Raw -133392.708197 + Penalty 352.243747 = -133040.464449 nChanged 163 SP:Iteration 3F (65.715785 sec): 3 clusters Score: Raw -133625.984940 + Penalty 358.257067 = -133267.727873 nChanged 87 SP:Iteration 4Q (65.720239 sec): 3 clusters Score: Raw -133698.790029 + Penalty 365.866431 = -133332.923598 nChanged 53 SP:Iteration 5Q (65.724597 sec): 3 clusters Score: Raw -133721.954862 + Penalty 371.768937 = -133350.185925 nChanged 35 SP:Iteration 6Q (65.729230 sec): 3 clusters Score: Raw -133738.195471 + Penalty 379.490121 = -133358.705350 nChanged 32 SP:Iteration 7Q (65.733871 sec): 3 clusters Score: Raw -133752.241528 + Penalty 388.239519 = -133364.002009 nChanged 34 SP:Iteration 8Q (65.738278 sec): 3 clusters Score: Raw -133768.524983 + Penalty 395.816884 = -133372.708098 nChanged 32 SP:Iteration 9Q (65.742366 sec): 3 clusters Score: Raw -133784.573177 + Penalty 407.885574 = -133376.687603 nChanged 31 SP:Iteration 10F (65.747312 sec): 3 clusters Score: Raw -133800.059465 + Penalty 420.717842 = -133379.341623 nChanged 26 SP:Iteration 11Q (65.751377 sec): 3 clusters Score: Raw -133818.054835 + Penalty 435.869617 = -133382.185218 nChanged 22 SP:Iteration 12Q (65.755336 sec): 3 clusters Score: Raw -133829.827617 + Penalty 444.098843 = -133385.728774 nChanged 14 SP:Iteration 13Q (65.759258 sec): 3 clusters Score: Raw -133836.547893 + Penalty 453.938561 = -133382.609332 nChanged 18 SP:Iteration 14F (65.764133 sec): 3 clusters Score: Raw -133845.334443 + Penalty 463.462104 = -133381.872339 nChanged 10 SP:Iteration 15F (65.769027 sec): 3 clusters Score: Raw -133850.063441 + Penalty 468.283278 = -133381.780162 nChanged 10 SP:Iteration 16F (65.773751 sec): 3 clusters Score: Raw -133854.343890 + Penalty 468.414676 = -133385.929214 nChanged 5 SP:Iteration 17Q (65.777625 sec): 3 clusters Score: Raw -133855.174595 + Penalty 468.208311 = -133386.966284 nChanged 1 SP:Iteration 18Q (65.781486 sec): 3 clusters Score: Raw -133855.644548 + Penalty 469.955864 = -133385.688684 nChanged 1 SP:Iteration 19F (65.786198 sec): 3 clusters Score: Raw -133856.018251 + Penalty 470.668679 = -133385.349573 nChanged 1 SP:Iteration 20F (65.790908 sec): 3 clusters Score: Raw -133856.468682 + Penalty 470.668679 = -133385.800003 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 13 (885 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.800354 sec): 2 clusters Score: Raw -46061.993459 + Penalty 736.921720 = -45325.071739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.802145 sec): 3 clusters Score: Raw -45654.255027 + Penalty 1472.565685 = -44181.689343 nChanged 288 SP:Iteration 1F (65.803967 sec): 3 clusters Score: Raw -45846.863707 + Penalty 1473.973586 = -44372.890120 nChanged 95 SP:Iteration 2F (65.805723 sec): 3 clusters Score: Raw -45924.497044 + Penalty 1477.097429 = -44447.399616 nChanged 55 SP:Iteration 3F (65.807471 sec): 3 clusters Score: Raw -45973.737634 + Penalty 1485.011032 = -44488.726601 nChanged 49 SP:Iteration 4F (65.809204 sec): 3 clusters Score: Raw -46028.719050 + Penalty 1502.337037 = -44526.382014 nChanged 46 SP:Iteration 5F (65.810942 sec): 3 clusters Score: Raw -46085.751250 + Penalty 1530.701713 = -44555.049537 nChanged 43 SP:Iteration 6Q (65.812698 sec): 3 clusters Score: Raw -46136.903248 + Penalty 1548.058670 = -44588.844579 nChanged 23 SP:Iteration 7Q (65.814434 sec): 3 clusters Score: Raw -46168.251656 + Penalty 1571.941396 = -44596.310260 nChanged 25 SP:Iteration 8Q (65.816121 sec): 3 clusters Score: Raw -46204.365415 + Penalty 1582.471147 = -44621.894268 nChanged 14 SP:Iteration 9Q (65.817754 sec): 3 clusters Score: Raw -46220.547195 + Penalty 1592.621024 = -44627.926172 nChanged 10 SP:Iteration 10F (65.819461 sec): 3 clusters Score: Raw -46236.849285 + Penalty 1599.404273 = -44637.445012 nChanged 5 SP:Iteration 11Q (65.821054 sec): 3 clusters Score: Raw -46243.331721 + Penalty 1602.853776 = -44640.477945 nChanged 3 SP:Iteration 12Q (65.822604 sec): 3 clusters Score: Raw -46246.042557 + Penalty 1605.712457 = -44640.330100 nChanged 1 SP:Iteration 13F (65.824310 sec): 3 clusters Score: Raw -46246.836930 + Penalty 1608.940416 = -44637.896514 nChanged 2 SP:Iteration 14F (65.826014 sec): 3 clusters Score: Raw -46250.665827 + Penalty 1618.050674 = -44632.615153 nChanged 5 SP:Iteration 15F (65.827730 sec): 3 clusters Score: Raw -46264.804670 + Penalty 1619.607683 = -44645.196988 nChanged 3 SP:Iteration 16Q (65.829263 sec): 3 clusters Score: Raw -46266.878253 + Penalty 1617.940381 = -44648.937872 nChanged 1 SP:Iteration 17Q (65.830805 sec): 3 clusters Score: Raw -46269.549785 + Penalty 1618.924500 = -44650.625285 nChanged 1 SP:Iteration 18Q (65.832349 sec): 3 clusters Score: Raw -46270.682857 + Penalty 1618.924500 = -44651.758357 nChanged 0 SP:Iteration 19F (65.834085 sec): 3 clusters Score: Raw -46270.682857 + Penalty 1618.924500 = -44651.758357 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 20 (303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.837112 sec): 2 clusters Score: Raw -14628.849960 + Penalty 879.237603 = -13749.612357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.837860 sec): 3 clusters Score: Raw -14635.330618 + Penalty 1758.075303 = -12877.255315 nChanged 53 SP:Iteration 1F (65.838588 sec): 3 clusters Score: Raw -14718.533295 + Penalty 1758.451258 = -12960.082037 nChanged 19 SP:Iteration 2F (65.839314 sec): 3 clusters Score: Raw -14754.931492 + Penalty 1759.461955 = -12995.469537 nChanged 7 SP:Iteration 3Q (65.840037 sec): 3 clusters Score: Raw -14766.903253 + Penalty 1759.457070 = -13007.446183 nChanged 3 SP:Iteration 4Q (65.840735 sec): 3 clusters Score: Raw -14774.692884 + Penalty 1759.495839 = -13015.197045 nChanged 5 SP:Iteration 5Q (65.841446 sec): 3 clusters Score: Raw -14789.541117 + Penalty 1759.664737 = -13029.876380 nChanged 6 SP:Iteration 6Q (65.842134 sec): 3 clusters Score: Raw -14802.452195 + Penalty 1759.967812 = -13042.484383 nChanged 7 SP:Iteration 7Q (65.842819 sec): 3 clusters Score: Raw -14838.111320 + Penalty 1760.799891 = -13077.311429 nChanged 10 SP:Iteration 8Q (65.843497 sec): 3 clusters Score: Raw -14879.134783 + Penalty 1761.120904 = -13118.013879 nChanged 7 SP:Iteration 9Q (65.844172 sec): 3 clusters Score: Raw -14898.340211 + Penalty 1761.215798 = -13137.124413 nChanged 5 SP:Iteration 10F (65.844897 sec): 3 clusters Score: Raw -14913.508106 + Penalty 1761.190962 = -13152.317144 nChanged 1 SP:Iteration 11Q (65.845574 sec): 3 clusters Score: Raw -14915.407218 + Penalty 1760.848810 = -13154.558408 nChanged 1 SP:Iteration 12Q (65.846253 sec): 3 clusters Score: Raw -14919.739305 + Penalty 1760.848810 = -13158.890495 nChanged 0 SP:Iteration 13F (65.847464 sec): 3 clusters Score: Raw -14919.739305 + Penalty 1760.848810 = -13158.890495 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 22 (507 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.854935 sec): 2 clusters Score: Raw -26221.873711 + Penalty 612.038744 = -25609.834967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.857865 sec): 3 clusters Score: Raw -26017.808768 + Penalty 1224.587700 = -24793.221069 nChanged 140 SP:Iteration 1F (65.860176 sec): 3 clusters Score: Raw -26133.514704 + Penalty 1224.670733 = -24908.843970 nChanged 41 SP:Iteration 2F (65.862179 sec): 3 clusters Score: Raw -26170.791711 + Penalty 1224.744811 = -24946.046900 nChanged 20 SP:Iteration 3Q (65.864154 sec): 3 clusters Score: Raw -26182.671017 + Penalty 1225.182710 = -24957.488307 nChanged 6 SP:Iteration 4Q (65.866190 sec): 3 clusters Score: Raw -26189.952827 + Penalty 1226.062629 = -24963.890198 nChanged 10 SP:Iteration 5Q (65.867655 sec): 3 clusters Score: Raw -26199.674948 + Penalty 1226.822322 = -24972.852626 nChanged 7 SP:Iteration 6Q (65.869039 sec): 3 clusters Score: Raw -26204.280413 + Penalty 1227.355338 = -24976.925076 nChanged 5 SP:Iteration 7Q (65.870425 sec): 3 clusters Score: Raw -26206.743806 + Penalty 1227.849753 = -24978.894053 nChanged 2 SP:Iteration 8Q (65.871678 sec): 3 clusters Score: Raw -26207.060500 + Penalty 1228.166917 = -24978.893583 nChanged 1 SP:Iteration 9F (65.872962 sec): 3 clusters Score: Raw -26208.130854 + Penalty 1228.715240 = -24979.415614 nChanged 2 SP:Iteration 10F (65.874304 sec): 3 clusters Score: Raw -26209.564721 + Penalty 1229.033574 = -24980.531147 nChanged 4 SP:Iteration 11Q (65.875709 sec): 3 clusters Score: Raw -26211.566849 + Penalty 1228.891901 = -24982.674947 nChanged 2 SP:Iteration 12Q (65.877030 sec): 3 clusters Score: Raw -26212.466938 + Penalty 1229.179962 = -24983.286976 nChanged 1 SP:Iteration 13Q (65.878259 sec): 3 clusters Score: Raw -26212.578292 + Penalty 1229.478743 = -24983.099550 nChanged 1 SP:Iteration 14F (65.879474 sec): 3 clusters Score: Raw -26212.663016 + Penalty 1229.664146 = -24982.998870 nChanged 1 SP:Iteration 15F (65.880679 sec): 3 clusters Score: Raw -26212.812965 + Penalty 1230.267095 = -24982.545870 nChanged 1 SP:Iteration 16F (65.881871 sec): 3 clusters Score: Raw -26213.086766 + Penalty 1230.242117 = -24982.844649 nChanged 1 SP:Iteration 17Q (65.883069 sec): 3 clusters Score: Raw -26213.456323 + Penalty 1230.546770 = -24982.909553 nChanged 2 SP:Iteration 18Q (65.884258 sec): 3 clusters Score: Raw -26215.404611 + Penalty 1231.832219 = -24983.572391 nChanged 3 SP:Iteration 19Q (65.885386 sec): 3 clusters Score: Raw -26217.718155 + Penalty 1232.633819 = -24985.084336 nChanged 4 SP:Iteration 20F (65.886578 sec): 3 clusters Score: Raw -26221.388931 + Penalty 1232.266728 = -24989.122203 nChanged 1 SP:Iteration 21Q (65.887784 sec): 3 clusters Score: Raw -26222.181311 + Penalty 1232.266728 = -24989.914583 nChanged 0 SP:Iteration 22F (65.888965 sec): 3 clusters Score: Raw -26222.181311 + Penalty 1232.266728 = -24989.914583 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 24 (963 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.895243 sec): 2 clusters Score: Raw -49702.758506 + Penalty 986.566154 = -48716.192352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.897371 sec): 3 clusters Score: Raw -49329.463020 + Penalty 1973.392811 = -47356.070210 nChanged 287 SP:Iteration 1F (65.899363 sec): 3 clusters Score: Raw -49535.113602 + Penalty 1973.685150 = -47561.428452 nChanged 77 SP:Iteration 2F (65.901362 sec): 3 clusters Score: Raw -49613.432886 + Penalty 1973.819983 = -47639.612903 nChanged 47 SP:Iteration 3Q (65.903371 sec): 3 clusters Score: Raw -49663.521310 + Penalty 1974.076867 = -47689.444443 nChanged 34 SP:Iteration 4Q (65.905231 sec): 3 clusters Score: Raw -49696.926512 + Penalty 1974.201493 = -47722.725019 nChanged 32 SP:Iteration 5Q (65.907111 sec): 3 clusters Score: Raw -49720.074796 + Penalty 1974.606619 = -47745.468178 nChanged 31 SP:Iteration 6Q (65.908953 sec): 3 clusters Score: Raw -49748.689832 + Penalty 1975.255621 = -47773.434211 nChanged 23 SP:Iteration 7Q (65.910812 sec): 3 clusters Score: Raw -49761.976506 + Penalty 1975.450390 = -47786.526115 nChanged 21 SP:Iteration 8Q (65.912672 sec): 3 clusters Score: Raw -49774.982206 + Penalty 1975.943669 = -47799.038537 nChanged 13 SP:Iteration 9Q (65.914511 sec): 3 clusters Score: Raw -49782.863904 + Penalty 1976.649428 = -47806.214475 nChanged 10 SP:Iteration 10F (65.916335 sec): 3 clusters Score: Raw -49789.625300 + Penalty 1977.279141 = -47812.346159 nChanged 12 SP:Iteration 11Q (65.918141 sec): 3 clusters Score: Raw -49796.536528 + Penalty 1978.435499 = -47818.101028 nChanged 16 SP:Iteration 12Q (65.919944 sec): 3 clusters Score: Raw -49808.141026 + Penalty 1979.612124 = -47828.528902 nChanged 17 SP:Iteration 13Q (65.921753 sec): 3 clusters Score: Raw -49818.884537 + Penalty 1979.238463 = -47839.646074 nChanged 10 SP:Iteration 14Q (65.923584 sec): 3 clusters Score: Raw -49826.927704 + Penalty 1979.344821 = -47847.582883 nChanged 5 SP:Iteration 15Q (65.925382 sec): 3 clusters Score: Raw -49830.360033 + Penalty 1979.166073 = -47851.193960 nChanged 2 SP:Iteration 16Q (65.927182 sec): 3 clusters Score: Raw -49830.898094 + Penalty 1979.088180 = -47851.809914 nChanged 2 SP:Iteration 17Q (65.928998 sec): 3 clusters Score: Raw -49831.477539 + Penalty 1979.738124 = -47851.739414 nChanged 2 SP:Iteration 18F (65.930870 sec): 3 clusters Score: Raw -49832.219191 + Penalty 1979.724765 = -47852.494426 nChanged 1 SP:Iteration 19Q (65.932711 sec): 3 clusters Score: Raw -49833.131193 + Penalty 1980.187562 = -47852.943631 nChanged 3 SP:Iteration 20F (65.934548 sec): 3 clusters Score: Raw -49835.976185 + Penalty 1980.722857 = -47855.253328 nChanged 5 SP:Iteration 21Q (65.936348 sec): 3 clusters Score: Raw -49838.405610 + Penalty 1980.749079 = -47857.656531 nChanged 4 SP:Iteration 22Q (65.938150 sec): 3 clusters Score: Raw -49840.636065 + Penalty 1981.763090 = -47858.872975 nChanged 3 SP:Iteration 23Q (65.939950 sec): 3 clusters Score: Raw -49842.629662 + Penalty 1982.385731 = -47860.243931 nChanged 2 SP:Iteration 24Q (65.941749 sec): 3 clusters Score: Raw -49843.768596 + Penalty 1982.890877 = -47860.877719 nChanged 2 SP:Iteration 25Q (65.943617 sec): 3 clusters Score: Raw -49844.629190 + Penalty 1983.433151 = -47861.196039 nChanged 4 SP:Iteration 26Q (65.945487 sec): 3 clusters Score: Raw -49846.789355 + Penalty 1984.103105 = -47862.686250 nChanged 2 SP:Iteration 27Q (65.947354 sec): 3 clusters Score: Raw -49848.089056 + Penalty 1985.600916 = -47862.488141 nChanged 4 SP:Iteration 28F (65.949275 sec): 3 clusters Score: Raw -49852.953181 + Penalty 1985.506815 = -47867.446366 nChanged 4 SP:Iteration 29Q (65.951110 sec): 3 clusters Score: Raw -49857.264759 + Penalty 1985.707692 = -47871.557066 nChanged 5 SP:Iteration 30F (65.952972 sec): 3 clusters Score: Raw -49862.032298 + Penalty 1986.677822 = -47875.354476 nChanged 4 SP:Iteration 31Q (65.954809 sec): 3 clusters Score: Raw -49868.392303 + Penalty 1987.526096 = -47880.866208 nChanged 6 SP:Iteration 32Q (65.956644 sec): 3 clusters Score: Raw -49872.581655 + Penalty 1988.085112 = -47884.496544 nChanged 2 SP:Iteration 33Q (65.958441 sec): 3 clusters Score: Raw -49873.463582 + Penalty 1987.885240 = -47885.578342 nChanged 1 SP:Iteration 34Q (65.960263 sec): 3 clusters Score: Raw -49875.249165 + Penalty 1987.885240 = -47887.363926 nChanged 0 SP:Iteration 35F (65.962219 sec): 3 clusters Score: Raw -49875.249165 + Penalty 1987.885240 = -47887.363926 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 31 (479 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.966371 sec): 2 clusters Score: Raw -23306.398841 + Penalty 742.591607 = -22563.807234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.967451 sec): 3 clusters Score: Raw -23196.867929 + Penalty 1485.836389 = -21711.031540 nChanged 143 SP:Iteration 1F (65.968481 sec): 3 clusters Score: Raw -23363.474958 + Penalty 1488.616625 = -21874.858334 nChanged 41 SP:Iteration 2F (65.969511 sec): 3 clusters Score: Raw -23420.020670 + Penalty 1489.673642 = -21930.347027 nChanged 17 SP:Iteration 3Q (65.970511 sec): 3 clusters Score: Raw -23442.670421 + Penalty 1493.406410 = -21949.264011 nChanged 18 SP:Iteration 4Q (65.971510 sec): 3 clusters Score: Raw -23466.110743 + Penalty 1494.628565 = -21971.482178 nChanged 19 SP:Iteration 5Q (65.972504 sec): 3 clusters Score: Raw -23504.090830 + Penalty 1495.703660 = -22008.387170 nChanged 16 SP:Iteration 6Q (65.973493 sec): 3 clusters Score: Raw -23551.186269 + Penalty 1496.039488 = -22055.146781 nChanged 12 SP:Iteration 7Q (65.974474 sec): 3 clusters Score: Raw -23583.620393 + Penalty 1497.104076 = -22086.516318 nChanged 13 SP:Iteration 8Q (65.975453 sec): 3 clusters Score: Raw -23608.276166 + Penalty 1501.710784 = -22106.565382 nChanged 11 SP:Iteration 9Q (65.976426 sec): 3 clusters Score: Raw -23626.433994 + Penalty 1506.964490 = -22119.469503 nChanged 10 SP:Iteration 10F (65.977491 sec): 3 clusters Score: Raw -23637.530983 + Penalty 1508.281897 = -22129.249086 nChanged 4 SP:Iteration 11Q (65.978463 sec): 3 clusters Score: Raw -23642.314453 + Penalty 1508.036463 = -22134.277989 nChanged 1 SP:Iteration 12Q (65.979435 sec): 3 clusters Score: Raw -23643.038836 + Penalty 1508.036463 = -22135.002373 nChanged 0 SP:Iteration 13F (65.980482 sec): 3 clusters Score: Raw -23643.038836 + Penalty 1508.036463 = -22135.002373 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 35 (271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.981627 sec): 2 clusters Score: Raw -13634.751972 + Penalty 909.764790 = -12724.987182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.982311 sec): 3 clusters Score: Raw -13716.925411 + Penalty 1819.474018 = -11897.451393 nChanged 55 SP:Iteration 1F (65.982984 sec): 3 clusters Score: Raw -13909.049217 + Penalty 1819.408783 = -12089.640434 nChanged 15 SP:Iteration 2F (65.983656 sec): 3 clusters Score: Raw -13951.321994 + Penalty 1819.347701 = -12131.974293 nChanged 8 SP:Iteration 3Q (65.984288 sec): 3 clusters Score: Raw -13964.696862 + Penalty 1819.312067 = -12145.384795 nChanged 4 SP:Iteration 4Q (65.984912 sec): 3 clusters Score: Raw -13974.297071 + Penalty 1819.292822 = -12155.004249 nChanged 2 SP:Iteration 5Q (65.985534 sec): 3 clusters Score: Raw -13980.486993 + Penalty 1819.262019 = -12161.224974 nChanged 3 SP:Iteration 6Q (65.986155 sec): 3 clusters Score: Raw -13984.223957 + Penalty 1819.228712 = -12164.995245 nChanged 3 SP:Iteration 7Q (65.986775 sec): 3 clusters Score: Raw -13988.399398 + Penalty 1819.217013 = -12169.182384 nChanged 1 SP:Iteration 8Q (65.987397 sec): 3 clusters Score: Raw -13989.091479 + Penalty 1819.180001 = -12169.911479 nChanged 3 SP:Iteration 9Q (65.988015 sec): 3 clusters Score: Raw -13992.402962 + Penalty 1819.166989 = -12173.235973 nChanged 1 SP:Iteration 10F (65.988685 sec): 3 clusters Score: Raw -13993.537698 + Penalty 1819.166989 = -12174.370709 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 43 (140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.989768 sec): 2 clusters Score: Raw -4569.327407 + Penalty 524.530416 = -4044.796991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.990227 sec): 3 clusters Score: Raw -4628.942252 + Penalty 1055.968718 = -3572.973533 nChanged 19 SP:Iteration 1F (65.990677 sec): 3 clusters Score: Raw -4691.459452 + Penalty 1057.935971 = -3633.523480 nChanged 3 SP:Iteration 2Q (65.991102 sec): 3 clusters Score: Raw -4703.309017 + Penalty 1060.955129 = -3642.353888 nChanged 5 SP:Iteration 3Q (65.991522 sec): 3 clusters Score: Raw -4716.250075 + Penalty 1061.193469 = -3655.056606 nChanged 1 SP:Iteration 4Q (65.991939 sec): 3 clusters Score: Raw -4722.629358 + Penalty 1063.070809 = -3659.558549 nChanged 3 SP:Iteration 5Q (65.992356 sec): 3 clusters Score: Raw -4730.376720 + Penalty 1063.070809 = -3667.305911 nChanged 0 SP:Iteration 6F (65.992805 sec): 3 clusters Score: Raw -4730.376720 + Penalty 1063.070809 = -3667.305911 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 48 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.994038 sec): 2 clusters Score: Raw -16273.310081 + Penalty 912.595124 = -15360.714958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.994771 sec): 3 clusters Score: Raw -16293.866919 + Penalty 1824.518867 = -14469.348052 nChanged 55 SP:Iteration 1F (65.995491 sec): 3 clusters Score: Raw -16386.309690 + Penalty 1824.537700 = -14561.771990 nChanged 9 SP:Iteration 2Q (65.996187 sec): 3 clusters Score: Raw -16405.333097 + Penalty 1824.537700 = -14580.795397 nChanged 2 SP:Iteration 3Q (65.996872 sec): 3 clusters Score: Raw -16407.986508 + Penalty 1824.618857 = -14583.367651 nChanged 2 SP:Iteration 4Q (65.997571 sec): 3 clusters Score: Raw -16414.617376 + Penalty 1824.657439 = -14589.959937 nChanged 1 SP:Iteration 5Q (65.998238 sec): 3 clusters Score: Raw -16416.637638 + Penalty 1824.657439 = -14591.980199 nChanged 0 SP:Iteration 6F (65.998931 sec): 3 clusters Score: Raw -16416.637638 + Penalty 1824.657439 = -14591.980199 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 176 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.999735 sec): 2 clusters Score: Raw -5140.845575 + Penalty 290.940571 = -4849.905005 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.000192 sec): 3 clusters Score: Raw -5142.998795 + Penalty 580.854853 = -4562.143941 nChanged 32 SP:Iteration 1F (66.000637 sec): 3 clusters Score: Raw -5178.190610 + Penalty 579.672607 = -4598.518004 nChanged 7 SP:Iteration 2F (66.001082 sec): 3 clusters Score: Raw -5192.536653 + Penalty 582.290596 = -4610.246058 nChanged 5 SP:Iteration 3Q (66.001514 sec): 3 clusters Score: Raw -5200.484969 + Penalty 586.674244 = -4613.810725 nChanged 4 SP:Iteration 4Q (66.001944 sec): 3 clusters Score: Raw -5209.687254 + Penalty 589.454916 = -4620.232338 nChanged 3 SP:Iteration 5Q (66.002371 sec): 3 clusters Score: Raw -5216.913746 + Penalty 592.023349 = -4624.890397 nChanged 2 SP:Iteration 6Q (66.002797 sec): 3 clusters Score: Raw -5225.576060 + Penalty 592.023349 = -4633.552711 nChanged 0 SP:Iteration 7F (66.003247 sec): 3 clusters Score: Raw -5225.576060 + Penalty 592.023349 = -4633.552711 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 189 (272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.004444 sec): 2 clusters Score: Raw -11599.868691 + Penalty 308.195250 = -11291.673441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.005154 sec): 3 clusters Score: Raw -11521.217689 + Penalty 616.588418 = -10904.629270 nChanged 82 SP:Iteration 1F (66.005854 sec): 3 clusters Score: Raw -11649.953385 + Penalty 616.160568 = -11033.792817 nChanged 19 SP:Iteration 2F (66.006554 sec): 3 clusters Score: Raw -11670.114773 + Penalty 615.766977 = -11054.347796 nChanged 5 SP:Iteration 3Q (66.007226 sec): 3 clusters Score: Raw -11679.234022 + Penalty 616.073972 = -11063.160049 nChanged 5 SP:Iteration 4Q (66.007888 sec): 3 clusters Score: Raw -11687.623666 + Penalty 615.515470 = -11072.108196 nChanged 2 SP:Iteration 5Q (66.008546 sec): 3 clusters Score: Raw -11689.458189 + Penalty 615.515470 = -11073.942720 nChanged 0 SP:Iteration 6F (66.009241 sec): 3 clusters Score: Raw -11689.458189 + Penalty 615.515470 = -11073.942720 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 227 (556 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.011262 sec): 2 clusters Score: Raw -24392.597042 + Penalty 571.919777 = -23820.677265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.012526 sec): 3 clusters Score: Raw -24173.163454 + Penalty 1143.459608 = -23029.703846 nChanged 162 SP:Iteration 1F (66.013690 sec): 3 clusters Score: Raw -24339.889556 + Penalty 1142.715075 = -23197.174482 nChanged 52 SP:Iteration 2F (66.014855 sec): 3 clusters Score: Raw -24398.011067 + Penalty 1141.640433 = -23256.370635 nChanged 37 SP:Iteration 3F (66.016038 sec): 3 clusters Score: Raw -24431.996374 + Penalty 1143.098020 = -23288.898354 nChanged 24 SP:Iteration 4Q (66.017188 sec): 3 clusters Score: Raw -24452.463975 + Penalty 1148.523911 = -23303.940064 nChanged 23 SP:Iteration 5Q (66.018330 sec): 3 clusters Score: Raw -24481.897838 + Penalty 1156.391941 = -23325.505896 nChanged 16 SP:Iteration 6Q (66.019465 sec): 3 clusters Score: Raw -24497.242676 + Penalty 1161.817687 = -23335.424988 nChanged 9 SP:Iteration 7Q (66.020593 sec): 3 clusters Score: Raw -24505.789400 + Penalty 1165.649928 = -23340.139472 nChanged 7 SP:Iteration 8Q (66.021720 sec): 3 clusters Score: Raw -24514.751676 + Penalty 1165.517872 = -23349.233804 nChanged 2 SP:Iteration 9Q (66.022875 sec): 3 clusters Score: Raw -24515.694408 + Penalty 1167.241165 = -23348.453243 nChanged 1 SP:Iteration 10F (66.024117 sec): 3 clusters Score: Raw -24515.940500 + Penalty 1166.920834 = -23349.019666 nChanged 1 SP:Iteration 11Q (66.025243 sec): 3 clusters Score: Raw -24516.302438 + Penalty 1166.920834 = -23349.381604 nChanged 0 SP:Iteration 12F (66.026404 sec): 3 clusters Score: Raw -24516.302438 + Penalty 1166.920834 = -23349.381604 nChanged 0 Iteration 219Q (66.098000 sec): 19 clusters Score: Raw -1054894.348754 + Penalty 19696.627526 = -1035197.721227 nChanged 12 Iteration 220F (66.312569 sec): 19 clusters Score: Raw -1054896.649411 + Penalty 19691.149950 = -1035205.499461 nChanged 10 Iteration 221Q (66.373811 sec): 19 clusters Score: Raw -1054898.583931 + Penalty 19686.825961 = -1035211.757970 nChanged 10 Iteration 222Q (66.435061 sec): 19 clusters Score: Raw -1054900.107238 + Penalty 19685.978407 = -1035214.128831 nChanged 8 Iteration 223Q (66.496707 sec): 19 clusters Score: Raw -1054902.926688 + Penalty 19683.370346 = -1035219.556342 nChanged 9 Iteration 224Q (66.557625 sec): 19 clusters Score: Raw -1054905.734744 + Penalty 19685.612782 = -1035220.121962 nChanged 16 Iteration 225Q (66.618252 sec): 19 clusters Score: Raw -1054910.155473 + Penalty 19688.918074 = -1035221.237399 nChanged 13 Iteration 226Q (66.679313 sec): 19 clusters Score: Raw -1054914.230273 + Penalty 19691.128215 = -1035223.102058 nChanged 9 Iteration 227Q (66.739885 sec): 19 clusters Score: Raw -1054917.376463 + Penalty 19692.096871 = -1035225.279592 nChanged 3 Iteration 228Q (66.800984 sec): 19 clusters Score: Raw -1054918.284764 + Penalty 19692.471609 = -1035225.813155 nChanged 2 Iteration 229Q (66.862960 sec): 19 clusters Score: Raw -1054918.776109 + Penalty 19693.372323 = -1035225.403786 nChanged 4 Deleting Class 2 (258 points): Lose 262.738044 but Gain 264.278701 Iteration 230F (67.079166 sec): 18 clusters Score: Raw -1054656.740278 + Penalty 19427.902481 = -1035228.837796 nChanged 260 Iteration 231Q (67.142987 sec): 18 clusters Score: Raw -1054933.848477 + Penalty 19430.519760 = -1035503.328716 nChanged 23 Iteration 232Q (67.203840 sec): 18 clusters Score: Raw -1054936.102204 + Penalty 19432.065275 = -1035504.036929 nChanged 13 Iteration 233Q (67.265345 sec): 18 clusters Score: Raw -1054936.861895 + Penalty 19431.768149 = -1035505.093746 nChanged 5 Iteration 234Q (67.326309 sec): 18 clusters Score: Raw -1054939.260473 + Penalty 19431.975294 = -1035507.285178 nChanged 4 Iteration 235Q (67.387782 sec): 18 clusters Score: Raw -1054940.296103 + Penalty 19432.938076 = -1035507.358027 nChanged 4 Iteration 236Q (67.450001 sec): 18 clusters Score: Raw -1054940.808852 + Penalty 19433.308587 = -1035507.500264 nChanged 4 Iteration 237Q (67.511183 sec): 18 clusters Score: Raw -1054941.061081 + Penalty 19433.193126 = -1035507.867955 nChanged 3 Iteration 238Q (67.571841 sec): 18 clusters Score: Raw -1054941.127311 + Penalty 19433.287793 = -1035507.839518 nChanged 2 Iteration 239F (67.776547 sec): 18 clusters Score: Raw -1054941.180700 + Penalty 19433.435241 = -1035507.745459 nChanged 1 Iteration 240F (67.981264 sec): 18 clusters Score: Raw -1054941.209683 + Penalty 19433.688457 = -1035507.521227 nChanged 2 Iteration 241F (68.187430 sec): 18 clusters Score: Raw -1054941.251181 + Penalty 19433.688457 = -1035507.562724 nChanged 0 Writing temp clu file Memory request: 0.11 GB would take us to total of 0.21 GB. Compute initial score before splitting: Score: Raw -1054941.251181 + Penalty 19433.688457 = -1035507.562724Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 1 (463 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.233004 sec): 2 clusters Score: Raw -24944.903573 + Penalty 950.131063 = -23994.772510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.234149 sec): 3 clusters Score: Raw -24894.048257 + Penalty 1900.779894 = -22993.268363 nChanged 109 SP:Iteration 1F (68.235201 sec): 3 clusters Score: Raw -25027.858549 + Penalty 1901.556495 = -23126.302055 nChanged 29 SP:Iteration 2F (68.236282 sec): 3 clusters Score: Raw -25069.446013 + Penalty 1902.183112 = -23167.262901 nChanged 11 SP:Iteration 3Q (68.237294 sec): 3 clusters Score: Raw -25081.613150 + Penalty 1903.340842 = -23178.272308 nChanged 18 SP:Iteration 4Q (68.238306 sec): 3 clusters Score: Raw -25105.359189 + Penalty 1905.406559 = -23199.952630 nChanged 15 SP:Iteration 5Q (68.239307 sec): 3 clusters Score: Raw -25126.014191 + Penalty 1905.865177 = -23220.149013 nChanged 13 SP:Iteration 6Q (68.240300 sec): 3 clusters Score: Raw -25154.397544 + Penalty 1906.910164 = -23247.487380 nChanged 14 SP:Iteration 7Q (68.241286 sec): 3 clusters Score: Raw -25181.053765 + Penalty 1908.417926 = -23272.635839 nChanged 7 SP:Iteration 8Q (68.242263 sec): 3 clusters Score: Raw -25191.065422 + Penalty 1907.949562 = -23283.115860 nChanged 5 SP:Iteration 9Q (68.243238 sec): 3 clusters Score: Raw -25200.738527 + Penalty 1907.415803 = -23293.322723 nChanged 3 SP:Iteration 10F (68.244265 sec): 3 clusters Score: Raw -25208.499877 + Penalty 1907.415803 = -23301.084074 nChanged 2 SP:Iteration 11Q (68.245238 sec): 3 clusters Score: Raw -25215.539328 + Penalty 1907.322798 = -23308.216531 nChanged 3 SP:Iteration 12Q (68.246210 sec): 3 clusters Score: Raw -25223.891250 + Penalty 1906.978979 = -23316.912271 nChanged 3 SP:Iteration 13Q (68.247179 sec): 3 clusters Score: Raw -25234.041367 + Penalty 1907.518647 = -23326.522720 nChanged 3 SP:Iteration 14Q (68.248151 sec): 3 clusters Score: Raw -25244.465633 + Penalty 1908.427077 = -23336.038557 nChanged 5 SP:Iteration 15Q (68.249118 sec): 3 clusters Score: Raw -25251.045039 + Penalty 1908.952348 = -23342.092691 nChanged 6 SP:Iteration 16Q (68.250083 sec): 3 clusters Score: Raw -25264.186528 + Penalty 1909.400795 = -23354.785733 nChanged 3 SP:Iteration 17Q (68.251039 sec): 3 clusters Score: Raw -25271.477819 + Penalty 1909.714956 = -23361.762863 nChanged 2 SP:Iteration 18Q (68.251993 sec): 3 clusters Score: Raw -25272.912087 + Penalty 1909.714956 = -23363.197131 nChanged 0 SP:Iteration 19F (68.253015 sec): 3 clusters Score: Raw -25272.912087 + Penalty 1909.714956 = -23363.197131 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 4 (1914 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.262783 sec): 2 clusters Score: Raw -98278.197043 + Penalty 370.994338 = -97907.202705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.266871 sec): 3 clusters Score: Raw -97155.745834 + Penalty 772.024304 = -96383.721530 nChanged 833 SP:Iteration 1F (68.270753 sec): 3 clusters Score: Raw -97850.426197 + Penalty 813.797795 = -97036.628401 nChanged 259 SP:Iteration 2F (68.274531 sec): 3 clusters Score: Raw -98081.539560 + Penalty 845.625374 = -97235.914186 nChanged 146 SP:Iteration 3F (68.278313 sec): 3 clusters Score: Raw -98196.755707 + Penalty 876.028399 = -97320.727308 nChanged 96 SP:Iteration 4F (68.282345 sec): 3 clusters Score: Raw -98277.019393 + Penalty 898.563277 = -97378.456116 nChanged 64 SP:Iteration 5Q (68.286024 sec): 3 clusters Score: Raw -98323.666400 + Penalty 922.484812 = -97401.181588 nChanged 51 SP:Iteration 6Q (68.289670 sec): 3 clusters Score: Raw -98358.767456 + Penalty 935.559306 = -97423.208150 nChanged 35 SP:Iteration 7Q (68.293260 sec): 3 clusters Score: Raw -98377.554034 + Penalty 946.910401 = -97430.643633 nChanged 19 SP:Iteration 8Q (68.297052 sec): 3 clusters Score: Raw -98386.678550 + Penalty 959.570371 = -97427.108179 nChanged 18 SP:Iteration 9F (68.300981 sec): 3 clusters Score: Raw -98396.061182 + Penalty 972.337331 = -97423.723851 nChanged 18 SP:Iteration 10F (68.304935 sec): 3 clusters Score: Raw -98403.215662 + Penalty 979.657685 = -97423.557977 nChanged 10 SP:Iteration 11F (68.308831 sec): 3 clusters Score: Raw -98406.778549 + Penalty 987.478330 = -97419.300219 nChanged 9 SP:Iteration 12F (68.312715 sec): 3 clusters Score: Raw -98411.303723 + Penalty 1002.938329 = -97408.365393 nChanged 14 SP:Iteration 13F (68.316711 sec): 3 clusters Score: Raw -98420.259168 + Penalty 1020.955674 = -97399.303494 nChanged 20 SP:Iteration 14F (68.320693 sec): 3 clusters Score: Raw -98433.793682 + Penalty 1035.961632 = -97397.832049 nChanged 17 SP:Iteration 15F (68.324546 sec): 3 clusters Score: Raw -98441.014202 + Penalty 1045.344611 = -97395.669591 nChanged 8 SP:Iteration 16F (68.328422 sec): 3 clusters Score: Raw -98445.507749 + Penalty 1057.210701 = -97388.297048 nChanged 10 SP:Iteration 17F (68.332313 sec): 3 clusters Score: Raw -98450.231059 + Penalty 1068.291454 = -97381.939605 nChanged 9 SP:Iteration 18F (68.336189 sec): 3 clusters Score: Raw -98453.422591 + Penalty 1077.691757 = -97375.730834 nChanged 7 SP:Iteration 19F (68.340055 sec): 3 clusters Score: Raw -98456.811659 + Penalty 1087.266931 = -97369.544728 nChanged 7 SP:Iteration 20F (68.343975 sec): 3 clusters Score: Raw -98464.384266 + Penalty 1095.802861 = -97368.581405 nChanged 5 SP:Iteration 21F (68.347977 sec): 3 clusters Score: Raw -98469.491696 + Penalty 1107.645140 = -97361.846557 nChanged 5 SP:Iteration 22F (68.351865 sec): 3 clusters Score: Raw -98474.650425 + Penalty 1113.866421 = -97360.784004 nChanged 5 SP:Iteration 23F (68.355734 sec): 3 clusters Score: Raw -98481.988887 + Penalty 1117.648578 = -97364.340309 nChanged 3 SP:Iteration 24Q (68.359096 sec): 3 clusters Score: Raw -98483.962866 + Penalty 1118.151824 = -97365.811043 nChanged 2 SP:Iteration 25Q (68.362773 sec): 3 clusters Score: Raw -98486.792520 + Penalty 1118.239816 = -97368.552705 nChanged 1 SP:Iteration 26Q (68.366196 sec): 3 clusters Score: Raw -98489.830066 + Penalty 1120.357165 = -97369.472901 nChanged 1 SP:Iteration 27Q (68.369633 sec): 3 clusters Score: Raw -98490.385203 + Penalty 1120.357165 = -97370.028039 nChanged 0 SP:Iteration 28F (68.373522 sec): 3 clusters Score: Raw -98490.385203 + Penalty 1120.357165 = -97370.028039 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 6 (334 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.374933 sec): 2 clusters Score: Raw -13118.771733 + Penalty 911.152790 = -12207.618943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.375776 sec): 3 clusters Score: Raw -13160.324143 + Penalty 1819.937623 = -11340.386520 nChanged 63 SP:Iteration 1F (68.376602 sec): 3 clusters Score: Raw -13315.918454 + Penalty 1820.659117 = -11495.259337 nChanged 20 SP:Iteration 2F (68.377429 sec): 3 clusters Score: Raw -13383.093947 + Penalty 1819.795310 = -11563.298637 nChanged 14 SP:Iteration 3Q (68.378232 sec): 3 clusters Score: Raw -13469.477112 + Penalty 1819.886424 = -11649.590688 nChanged 11 SP:Iteration 4Q (68.379001 sec): 3 clusters Score: Raw -13509.994755 + Penalty 1819.863901 = -11690.130855 nChanged 6 SP:Iteration 5Q (68.379765 sec): 3 clusters Score: Raw -13540.417620 + Penalty 1819.869751 = -11720.547870 nChanged 3 SP:Iteration 6Q (68.380524 sec): 3 clusters Score: Raw -13544.210655 + Penalty 1819.735873 = -11724.474782 nChanged 3 SP:Iteration 7Q (68.381283 sec): 3 clusters Score: Raw -13559.738614 + Penalty 1819.559746 = -11740.178868 nChanged 1 SP:Iteration 8Q (68.382039 sec): 3 clusters Score: Raw -13561.764679 + Penalty 1819.903917 = -11741.860762 nChanged 1 SP:Iteration 9Q (68.382795 sec): 3 clusters Score: Raw -13565.243637 + Penalty 1819.903917 = -11745.339720 nChanged 0 SP:Iteration 10F (68.383622 sec): 3 clusters Score: Raw -13565.243637 + Penalty 1819.903917 = -11745.339720 nChanged 0 Memory request: 0.06 GB would take us to total of 0.27 GB. Trying to split cluster 8 (11768 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.435375 sec): 2 clusters Score: Raw -567150.630377 + Penalty 312.972970 = -566837.657407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.458807 sec): 3 clusters Score: Raw -559317.477683 + Penalty 643.667140 = -558673.810542 nChanged 5528 SP:Iteration 1F (68.481452 sec): 3 clusters Score: Raw -564427.529945 + Penalty 707.412191 = -563720.117755 nChanged 2085 SP:Iteration 2F (68.503100 sec): 3 clusters Score: Raw -566896.523816 + Penalty 712.507013 = -566184.016803 nChanged 304 SP:Iteration 3Q (68.525507 sec): 3 clusters Score: Raw -567192.810438 + Penalty 712.402629 = -566480.407809 nChanged 85 SP:Iteration 4Q (68.543307 sec): 3 clusters Score: Raw -567260.723163 + Penalty 695.891653 = -566564.831509 nChanged 19 SP:Iteration 5Q (68.560273 sec): 3 clusters Score: Raw -567280.070690 + Penalty 687.729168 = -566592.341522 nChanged 2 SP:Iteration 6Q (68.577103 sec): 3 clusters Score: Raw -567281.832591 + Penalty 687.729168 = -566594.103423 nChanged 0 SP:Iteration 7F (68.598520 sec): 3 clusters Score: Raw -567281.832591 + Penalty 687.729168 = -566594.103423 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 9 (795 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.609406 sec): 2 clusters Score: Raw -41189.325089 + Penalty 683.953408 = -40505.371680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.611072 sec): 3 clusters Score: Raw -40815.269950 + Penalty 1369.707224 = -39445.562726 nChanged 244 SP:Iteration 1F (68.612702 sec): 3 clusters Score: Raw -40972.736748 + Penalty 1376.731192 = -39596.005556 nChanged 81 SP:Iteration 2F (68.614375 sec): 3 clusters Score: Raw -41052.958364 + Penalty 1397.120258 = -39655.838106 nChanged 73 SP:Iteration 3F (68.616030 sec): 3 clusters Score: Raw -41138.159490 + Penalty 1417.569426 = -39720.590064 nChanged 52 SP:Iteration 4F (68.617648 sec): 3 clusters Score: Raw -41194.733667 + Penalty 1425.381395 = -39769.352272 nChanged 26 SP:Iteration 5Q (68.619240 sec): 3 clusters Score: Raw -41213.914725 + Penalty 1428.842560 = -39785.072164 nChanged 21 SP:Iteration 6Q (68.620809 sec): 3 clusters Score: Raw -41232.678548 + Penalty 1432.098075 = -39800.580473 nChanged 16 SP:Iteration 7Q (68.622388 sec): 3 clusters Score: Raw -41245.570850 + Penalty 1434.431497 = -39811.139353 nChanged 11 SP:Iteration 8Q (68.623932 sec): 3 clusters Score: Raw -41258.630659 + Penalty 1435.808255 = -39822.822405 nChanged 7 SP:Iteration 9Q (68.625454 sec): 3 clusters Score: Raw -41262.848109 + Penalty 1437.216955 = -39825.631153 nChanged 5 SP:Iteration 10F (68.627025 sec): 3 clusters Score: Raw -41266.243626 + Penalty 1440.077545 = -39826.166081 nChanged 3 SP:Iteration 11Q (68.628538 sec): 3 clusters Score: Raw -41269.106634 + Penalty 1441.273964 = -39827.832670 nChanged 4 SP:Iteration 12Q (68.630063 sec): 3 clusters Score: Raw -41273.049054 + Penalty 1440.535852 = -39832.513202 nChanged 2 SP:Iteration 13Q (68.631564 sec): 3 clusters Score: Raw -41275.276997 + Penalty 1442.749851 = -39832.527145 nChanged 2 SP:Iteration 14Q (68.633092 sec): 3 clusters Score: Raw -41276.564319 + Penalty 1443.619984 = -39832.944335 nChanged 1 SP:Iteration 15Q (68.634626 sec): 3 clusters Score: Raw -41277.137777 + Penalty 1445.620690 = -39831.517087 nChanged 1 SP:Iteration 16F (68.636223 sec): 3 clusters Score: Raw -41279.057129 + Penalty 1445.673879 = -39833.383250 nChanged 1 SP:Iteration 17Q (68.637740 sec): 3 clusters Score: Raw -41279.607050 + Penalty 1445.673879 = -39833.933170 nChanged 0 SP:Iteration 18F (68.639323 sec): 3 clusters Score: Raw -41279.607050 + Penalty 1445.673879 = -39833.933170 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 12 (2617 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.652402 sec): 2 clusters Score: Raw -133134.540182 + Penalty 156.507705 = -132978.032477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.657632 sec): 3 clusters Score: Raw -131472.134244 + Penalty 360.461123 = -131111.673122 nChanged 1216 SP:Iteration 1F (68.662556 sec): 3 clusters Score: Raw -132784.723395 + Penalty 385.769618 = -132398.953777 nChanged 225 SP:Iteration 2F (68.667812 sec): 3 clusters Score: Raw -133018.695309 + Penalty 393.133928 = -132625.561381 nChanged 87 SP:Iteration 3Q (68.672514 sec): 3 clusters Score: Raw -133076.765574 + Penalty 396.265715 = -132680.499859 nChanged 35 SP:Iteration 4Q (68.676785 sec): 3 clusters Score: Raw -133093.115657 + Penalty 403.382356 = -132689.733301 nChanged 33 SP:Iteration 5Q (68.681090 sec): 3 clusters Score: Raw -133106.789996 + Penalty 409.527782 = -132697.262214 nChanged 34 SP:Iteration 6Q (68.685235 sec): 3 clusters Score: Raw -133122.516523 + Penalty 418.159463 = -132704.357059 nChanged 30 SP:Iteration 7Q (68.689320 sec): 3 clusters Score: Raw -133137.726922 + Penalty 432.229490 = -132705.497432 nChanged 30 SP:Iteration 8Q (68.693352 sec): 3 clusters Score: Raw -133151.591266 + Penalty 440.392256 = -132711.199011 nChanged 27 SP:Iteration 9Q (68.697352 sec): 3 clusters Score: Raw -133167.876129 + Penalty 444.611824 = -132723.264305 nChanged 21 SP:Iteration 10F (68.702054 sec): 3 clusters Score: Raw -133178.408370 + Penalty 455.579069 = -132722.829301 nChanged 14 SP:Iteration 11F (68.706893 sec): 3 clusters Score: Raw -133183.682124 + Penalty 460.713533 = -132722.968590 nChanged 11 SP:Iteration 12Q (68.710843 sec): 3 clusters Score: Raw -133187.910793 + Penalty 465.384448 = -132722.526345 nChanged 12 SP:Iteration 13F (68.715762 sec): 3 clusters Score: Raw -133194.418970 + Penalty 468.199683 = -132726.219288 nChanged 8 SP:Iteration 14Q (68.719701 sec): 3 clusters Score: Raw -133198.279620 + Penalty 469.523193 = -132728.756427 nChanged 5 SP:Iteration 15Q (68.723507 sec): 3 clusters Score: Raw -133199.231988 + Penalty 471.068937 = -132728.163051 nChanged 1 SP:Iteration 16F (68.728181 sec): 3 clusters Score: Raw -133199.555370 + Penalty 470.803708 = -132728.751662 nChanged 1 SP:Iteration 17Q (68.731986 sec): 3 clusters Score: Raw -133199.600306 + Penalty 472.093165 = -132727.507142 nChanged 1 SP:Iteration 18F (68.736671 sec): 3 clusters Score: Raw -133199.683312 + Penalty 472.093165 = -132727.590147 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 13 (880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.745835 sec): 2 clusters Score: Raw -45874.410264 + Penalty 738.060011 = -45136.350253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.747704 sec): 3 clusters Score: Raw -45472.195184 + Penalty 1478.792036 = -43993.403148 nChanged 266 SP:Iteration 1F (68.749589 sec): 3 clusters Score: Raw -45670.301371 + Penalty 1482.810766 = -44187.490605 nChanged 93 SP:Iteration 2F (68.751411 sec): 3 clusters Score: Raw -45739.772770 + Penalty 1486.201192 = -44253.571579 nChanged 48 SP:Iteration 3F (68.753214 sec): 3 clusters Score: Raw -45771.423947 + Penalty 1490.731192 = -44280.692755 nChanged 35 SP:Iteration 4Q (68.755009 sec): 3 clusters Score: Raw -45795.705006 + Penalty 1496.186224 = -44299.518783 nChanged 25 SP:Iteration 5Q (68.756804 sec): 3 clusters Score: Raw -45810.006709 + Penalty 1500.644775 = -44309.361934 nChanged 15 SP:Iteration 6Q (68.758605 sec): 3 clusters Score: Raw -45818.833951 + Penalty 1504.370555 = -44314.463396 nChanged 11 SP:Iteration 7Q (68.760402 sec): 3 clusters Score: Raw -45826.629921 + Penalty 1508.382653 = -44318.247268 nChanged 15 SP:Iteration 8Q (68.762239 sec): 3 clusters Score: Raw -45838.122441 + Penalty 1515.821068 = -44322.301374 nChanged 20 SP:Iteration 9Q (68.764138 sec): 3 clusters Score: Raw -45850.307967 + Penalty 1519.251249 = -44331.056718 nChanged 10 SP:Iteration 10F (68.766015 sec): 3 clusters Score: Raw -45855.070709 + Penalty 1522.105696 = -44332.965013 nChanged 7 SP:Iteration 11Q (68.767851 sec): 3 clusters Score: Raw -45857.628258 + Penalty 1523.433860 = -44334.194398 nChanged 7 SP:Iteration 12Q (68.769903 sec): 3 clusters Score: Raw -45861.162958 + Penalty 1526.042327 = -44335.120630 nChanged 13 SP:Iteration 13Q (68.771799 sec): 3 clusters Score: Raw -45867.650269 + Penalty 1532.707460 = -44334.942809 nChanged 13 SP:Iteration 14F (68.773753 sec): 3 clusters Score: Raw -45876.493849 + Penalty 1540.626524 = -44335.867325 nChanged 18 SP:Iteration 15Q (68.775693 sec): 3 clusters Score: Raw -45889.639768 + Penalty 1547.188254 = -44342.451514 nChanged 13 SP:Iteration 16Q (68.777570 sec): 3 clusters Score: Raw -45898.053245 + Penalty 1552.698546 = -44345.354699 nChanged 11 SP:Iteration 17Q (68.779364 sec): 3 clusters Score: Raw -45906.807952 + Penalty 1552.963630 = -44353.844322 nChanged 5 SP:Iteration 18Q (68.781281 sec): 3 clusters Score: Raw -45908.758335 + Penalty 1552.460702 = -44356.297633 nChanged 3 SP:Iteration 19Q (68.783063 sec): 3 clusters Score: Raw -45909.732431 + Penalty 1552.037209 = -44357.695222 nChanged 3 SP:Iteration 20F (68.784933 sec): 3 clusters Score: Raw -45911.779793 + Penalty 1554.797163 = -44356.982630 nChanged 4 SP:Iteration 21F (68.786825 sec): 3 clusters Score: Raw -45912.994388 + Penalty 1556.883739 = -44356.110650 nChanged 3 SP:Iteration 22F (68.788719 sec): 3 clusters Score: Raw -45914.283976 + Penalty 1559.220255 = -44355.063721 nChanged 4 SP:Iteration 23F (68.790569 sec): 3 clusters Score: Raw -45916.688867 + Penalty 1560.717141 = -44355.971726 nChanged 7 SP:Iteration 24Q (68.792341 sec): 3 clusters Score: Raw -45920.975111 + Penalty 1563.477951 = -44357.497161 nChanged 4 SP:Iteration 25Q (68.794111 sec): 3 clusters Score: Raw -45923.922324 + Penalty 1567.984043 = -44355.938281 nChanged 7 SP:Iteration 26F (68.795965 sec): 3 clusters Score: Raw -45932.536051 + Penalty 1570.889430 = -44361.646621 nChanged 5 SP:Iteration 27Q (68.797747 sec): 3 clusters Score: Raw -45934.817392 + Penalty 1574.553617 = -44360.263775 nChanged 3 SP:Iteration 28F (68.799604 sec): 3 clusters Score: Raw -45936.838538 + Penalty 1577.139691 = -44359.698847 nChanged 3 SP:Iteration 29F (68.801479 sec): 3 clusters Score: Raw -45939.002578 + Penalty 1583.088700 = -44355.913878 nChanged 5 SP:Iteration 30F (68.803337 sec): 3 clusters Score: Raw -45942.921307 + Penalty 1587.289008 = -44355.632300 nChanged 2 SP:Iteration 31F (68.805362 sec): 3 clusters Score: Raw -45943.707148 + Penalty 1590.061791 = -44353.645357 nChanged 2 SP:Iteration 32F (68.807282 sec): 3 clusters Score: Raw -45945.381880 + Penalty 1592.125252 = -44353.256628 nChanged 2 SP:Iteration 33F (68.809172 sec): 3 clusters Score: Raw -45946.061712 + Penalty 1592.125252 = -44353.936460 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 20 (303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.812274 sec): 2 clusters Score: Raw -14628.849960 + Penalty 879.237603 = -13749.612357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.813100 sec): 3 clusters Score: Raw -14633.283834 + Penalty 1758.483297 = -12874.800537 nChanged 59 SP:Iteration 1F (68.813871 sec): 3 clusters Score: Raw -14733.177197 + Penalty 1758.475772 = -12974.701424 nChanged 12 SP:Iteration 2Q (68.814608 sec): 3 clusters Score: Raw -14758.245713 + Penalty 1758.626280 = -12999.619432 nChanged 7 SP:Iteration 3Q (68.815358 sec): 3 clusters Score: Raw -14770.931127 + Penalty 1758.992347 = -13011.938780 nChanged 5 SP:Iteration 4Q (68.816088 sec): 3 clusters Score: Raw -14782.453613 + Penalty 1759.346459 = -13023.107154 nChanged 3 SP:Iteration 5Q (68.816813 sec): 3 clusters Score: Raw -14790.406264 + Penalty 1759.661821 = -13030.744443 nChanged 3 SP:Iteration 6Q (68.817539 sec): 3 clusters Score: Raw -14795.972935 + Penalty 1760.555081 = -13035.417854 nChanged 4 SP:Iteration 7Q (68.818264 sec): 3 clusters Score: Raw -14805.251003 + Penalty 1761.763100 = -13043.487904 nChanged 4 SP:Iteration 8Q (68.818983 sec): 3 clusters Score: Raw -14812.794887 + Penalty 1762.245454 = -13050.549433 nChanged 2 SP:Iteration 9Q (68.819695 sec): 3 clusters Score: Raw -14817.950977 + Penalty 1762.416490 = -13055.534487 nChanged 1 SP:Iteration 10F (68.820447 sec): 3 clusters Score: Raw -14818.791389 + Penalty 1762.416490 = -13056.374899 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 22 (556 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.823125 sec): 2 clusters Score: Raw -28607.782629 + Penalty 615.125040 = -27992.657589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.824471 sec): 3 clusters Score: Raw -28359.631377 + Penalty 1227.803282 = -27131.828095 nChanged 161 SP:Iteration 1F (68.825704 sec): 3 clusters Score: Raw -28466.665368 + Penalty 1227.533995 = -27239.131373 nChanged 44 SP:Iteration 2F (68.826941 sec): 3 clusters Score: Raw -28510.484037 + Penalty 1226.680676 = -27283.803362 nChanged 34 SP:Iteration 3F (68.828244 sec): 3 clusters Score: Raw -28544.907541 + Penalty 1225.900866 = -27319.006675 nChanged 21 SP:Iteration 4Q (68.829465 sec): 3 clusters Score: Raw -28565.117018 + Penalty 1224.577432 = -27340.539585 nChanged 24 SP:Iteration 5Q (68.830692 sec): 3 clusters Score: Raw -28583.633709 + Penalty 1223.909234 = -27359.724474 nChanged 18 SP:Iteration 6Q (68.831927 sec): 3 clusters Score: Raw -28599.733257 + Penalty 1222.461314 = -27377.271944 nChanged 15 SP:Iteration 7Q (68.833144 sec): 3 clusters Score: Raw -28609.090360 + Penalty 1220.734224 = -27388.356136 nChanged 9 SP:Iteration 8Q (68.834358 sec): 3 clusters Score: Raw -28616.721496 + Penalty 1218.423832 = -27398.297664 nChanged 8 SP:Iteration 9Q (68.835572 sec): 3 clusters Score: Raw -28623.851081 + Penalty 1216.139919 = -27407.711162 nChanged 5 SP:Iteration 10F (68.836805 sec): 3 clusters Score: Raw -28627.225614 + Penalty 1213.476753 = -27413.748861 nChanged 6 SP:Iteration 11Q (68.838024 sec): 3 clusters Score: Raw -28631.612667 + Penalty 1212.005339 = -27419.607327 nChanged 2 SP:Iteration 12Q (68.839244 sec): 3 clusters Score: Raw -28634.199993 + Penalty 1209.958830 = -27424.241163 nChanged 5 SP:Iteration 13Q (68.840458 sec): 3 clusters Score: Raw -28639.746809 + Penalty 1207.993940 = -27431.752870 nChanged 4 SP:Iteration 14Q (68.841676 sec): 3 clusters Score: Raw -28642.549310 + Penalty 1205.400673 = -27437.148637 nChanged 4 SP:Iteration 15Q (68.842889 sec): 3 clusters Score: Raw -28647.781057 + Penalty 1204.025835 = -27443.755222 nChanged 3 SP:Iteration 16Q (68.844099 sec): 3 clusters Score: Raw -28649.549359 + Penalty 1201.218224 = -27448.331135 nChanged 5 SP:Iteration 17Q (68.845314 sec): 3 clusters Score: Raw -28655.196209 + Penalty 1200.777010 = -27454.419199 nChanged 2 SP:Iteration 18Q (68.846524 sec): 3 clusters Score: Raw -28656.292839 + Penalty 1200.687535 = -27455.605303 nChanged 1 SP:Iteration 19Q (68.847739 sec): 3 clusters Score: Raw -28656.932793 + Penalty 1200.162428 = -27456.770365 nChanged 1 SP:Iteration 20F (68.848983 sec): 3 clusters Score: Raw -28657.363830 + Penalty 1199.816774 = -27457.547057 nChanged 1 SP:Iteration 21Q (68.850215 sec): 3 clusters Score: Raw -28657.646783 + Penalty 1199.625495 = -27458.021288 nChanged 1 SP:Iteration 22Q (68.851429 sec): 3 clusters Score: Raw -28657.855690 + Penalty 1199.987178 = -27457.868512 nChanged 1 SP:Iteration 23F (68.852670 sec): 3 clusters Score: Raw -28658.437031 + Penalty 1199.987178 = -27458.449853 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 24 (962 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.858816 sec): 2 clusters Score: Raw -49656.604227 + Penalty 986.628752 = -48669.975475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.860798 sec): 3 clusters Score: Raw -49348.806130 + Penalty 1973.510630 = -47375.295500 nChanged 300 SP:Iteration 1F (68.862733 sec): 3 clusters Score: Raw -49630.721197 + Penalty 1974.829536 = -47655.891661 nChanged 85 SP:Iteration 2F (68.864694 sec): 3 clusters Score: Raw -49726.445845 + Penalty 1977.937068 = -47748.508777 nChanged 53 SP:Iteration 3F (68.866665 sec): 3 clusters Score: Raw -49785.013030 + Penalty 1978.848049 = -47806.164981 nChanged 43 SP:Iteration 4Q (68.868600 sec): 3 clusters Score: Raw -49824.761542 + Penalty 1980.362388 = -47844.399154 nChanged 25 SP:Iteration 5Q (68.870522 sec): 3 clusters Score: Raw -49846.298902 + Penalty 1980.917355 = -47865.381547 nChanged 9 SP:Iteration 6Q (68.872460 sec): 3 clusters Score: Raw -49854.067667 + Penalty 1981.260280 = -47872.807387 nChanged 8 SP:Iteration 7Q (68.874431 sec): 3 clusters Score: Raw -49860.579265 + Penalty 1981.887284 = -47878.691981 nChanged 3 SP:Iteration 8Q (68.876378 sec): 3 clusters Score: Raw -49862.592579 + Penalty 1981.887284 = -47880.705295 nChanged 0 SP:Iteration 9F (68.878323 sec): 3 clusters Score: Raw -49862.592579 + Penalty 1981.887284 = -47880.705295 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 31 (479 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.882378 sec): 2 clusters Score: Raw -23306.398841 + Penalty 742.591607 = -22563.807234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.883488 sec): 3 clusters Score: Raw -23151.356392 + Penalty 1485.351005 = -21666.005387 nChanged 142 SP:Iteration 1F (68.884569 sec): 3 clusters Score: Raw -23279.571255 + Penalty 1485.023869 = -21794.547386 nChanged 30 SP:Iteration 2F (68.885666 sec): 3 clusters Score: Raw -23311.924967 + Penalty 1484.638604 = -21827.286364 nChanged 10 SP:Iteration 3Q (68.886731 sec): 3 clusters Score: Raw -23323.425421 + Penalty 1484.542156 = -21838.883265 nChanged 6 SP:Iteration 4Q (68.887792 sec): 3 clusters Score: Raw -23328.872359 + Penalty 1484.677804 = -21844.194555 nChanged 2 SP:Iteration 5Q (68.888855 sec): 3 clusters Score: Raw -23329.982509 + Penalty 1484.663552 = -21845.318957 nChanged 1 SP:Iteration 6Q (68.889915 sec): 3 clusters Score: Raw -23331.216882 + Penalty 1484.697351 = -21846.519530 nChanged 5 SP:Iteration 7Q (68.890976 sec): 3 clusters Score: Raw -23333.585264 + Penalty 1485.136632 = -21848.448633 nChanged 6 SP:Iteration 8Q (68.892037 sec): 3 clusters Score: Raw -23337.216634 + Penalty 1485.585647 = -21851.630987 nChanged 4 SP:Iteration 9Q (68.893091 sec): 3 clusters Score: Raw -23338.944136 + Penalty 1485.968759 = -21852.975377 nChanged 3 SP:Iteration 10F (68.894164 sec): 3 clusters Score: Raw -23341.175416 + Penalty 1486.232462 = -21854.942954 nChanged 3 SP:Iteration 11Q (68.895232 sec): 3 clusters Score: Raw -23346.581361 + Penalty 1487.030672 = -21859.550689 nChanged 5 SP:Iteration 12Q (68.896296 sec): 3 clusters Score: Raw -23349.830017 + Penalty 1488.227850 = -21861.602167 nChanged 6 SP:Iteration 13Q (68.897363 sec): 3 clusters Score: Raw -23353.011893 + Penalty 1489.734121 = -21863.277772 nChanged 8 SP:Iteration 14Q (68.898433 sec): 3 clusters Score: Raw -23357.809804 + Penalty 1491.021565 = -21866.788239 nChanged 10 SP:Iteration 15Q (68.899502 sec): 3 clusters Score: Raw -23366.120540 + Penalty 1494.275944 = -21871.844596 nChanged 14 SP:Iteration 16Q (68.900574 sec): 3 clusters Score: Raw -23381.897822 + Penalty 1498.397200 = -21883.500622 nChanged 14 SP:Iteration 17Q (68.901644 sec): 3 clusters Score: Raw -23403.764950 + Penalty 1502.226914 = -21901.538036 nChanged 20 SP:Iteration 18Q (68.902714 sec): 3 clusters Score: Raw -23445.737588 + Penalty 1505.079379 = -21940.658209 nChanged 22 SP:Iteration 19Q (68.903779 sec): 3 clusters Score: Raw -23498.522897 + Penalty 1510.932316 = -21987.590581 nChanged 21 SP:Iteration 20F (68.904883 sec): 3 clusters Score: Raw -23546.739935 + Penalty 1524.370508 = -22022.369427 nChanged 20 SP:Iteration 21Q (68.905970 sec): 3 clusters Score: Raw -23579.470487 + Penalty 1530.596501 = -22048.873985 nChanged 12 SP:Iteration 22Q (68.907039 sec): 3 clusters Score: Raw -23599.857876 + Penalty 1534.618106 = -22065.239770 nChanged 6 SP:Iteration 23Q (68.908090 sec): 3 clusters Score: Raw -23612.080021 + Penalty 1537.020535 = -22075.059485 nChanged 5 SP:Iteration 24Q (68.909127 sec): 3 clusters Score: Raw -23621.317430 + Penalty 1541.775529 = -22079.541900 nChanged 4 SP:Iteration 25Q (68.910158 sec): 3 clusters Score: Raw -23629.697844 + Penalty 1543.222468 = -22086.475376 nChanged 1 SP:Iteration 26Q (68.911198 sec): 3 clusters Score: Raw -23632.207782 + Penalty 1544.685279 = -22087.522502 nChanged 1 SP:Iteration 27Q (68.912240 sec): 3 clusters Score: Raw -23634.459110 + Penalty 1544.685279 = -22089.773830 nChanged 0 SP:Iteration 28F (68.913383 sec): 3 clusters Score: Raw -23634.459110 + Penalty 1544.685279 = -22089.773830 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 35 (271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.914525 sec): 2 clusters Score: Raw -13634.751972 + Penalty 909.764790 = -12724.987182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.915241 sec): 3 clusters Score: Raw -13803.824303 + Penalty 1819.642726 = -11984.181577 nChanged 57 SP:Iteration 1F (68.915938 sec): 3 clusters Score: Raw -13939.350003 + Penalty 1819.649438 = -12119.700564 nChanged 15 SP:Iteration 2F (68.916631 sec): 3 clusters Score: Raw -13978.603490 + Penalty 1819.648135 = -12158.955356 nChanged 4 SP:Iteration 3Q (68.917284 sec): 3 clusters Score: Raw -13987.196429 + Penalty 1819.648135 = -12167.548294 nChanged 0 SP:Iteration 4F (68.917980 sec): 3 clusters Score: Raw -13987.196429 + Penalty 1819.648135 = -12167.548294 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 43 (140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.919025 sec): 2 clusters Score: Raw -4569.327407 + Penalty 524.530416 = -4044.796991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.919520 sec): 3 clusters Score: Raw -4624.828067 + Penalty 1032.798411 = -3592.029656 nChanged 24 SP:Iteration 1F (68.919992 sec): 3 clusters Score: Raw -4682.603602 + Penalty 1035.455129 = -3647.148473 nChanged 4 SP:Iteration 2Q (68.920440 sec): 3 clusters Score: Raw -4690.934094 + Penalty 1034.464027 = -3656.470067 nChanged 3 SP:Iteration 3Q (68.920884 sec): 3 clusters Score: Raw -4694.971504 + Penalty 1033.596925 = -3661.374579 nChanged 2 SP:Iteration 4Q (68.921328 sec): 3 clusters Score: Raw -4698.760407 + Penalty 1033.596925 = -3665.163481 nChanged 0 SP:Iteration 5F (68.921797 sec): 3 clusters Score: Raw -4698.760407 + Penalty 1033.596925 = -3665.163481 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 48 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.923010 sec): 2 clusters Score: Raw -16273.310081 + Penalty 912.595124 = -15360.714958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.923756 sec): 3 clusters Score: Raw -16269.131254 + Penalty 1825.216620 = -14443.914635 nChanged 49 SP:Iteration 1F (68.924483 sec): 3 clusters Score: Raw -16371.816742 + Penalty 1825.228316 = -14546.588425 nChanged 8 SP:Iteration 2Q (68.925190 sec): 3 clusters Score: Raw -16387.420539 + Penalty 1825.175435 = -14562.245104 nChanged 4 SP:Iteration 3Q (68.925891 sec): 3 clusters Score: Raw -16392.629324 + Penalty 1825.175435 = -14567.453889 nChanged 0 SP:Iteration 4F (68.926615 sec): 3 clusters Score: Raw -16392.629324 + Penalty 1825.175435 = -14567.453889 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 176 (135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.927414 sec): 2 clusters Score: Raw -5055.927796 + Penalty 288.849829 = -4767.077967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.927881 sec): 3 clusters Score: Raw -5071.052729 + Penalty 570.113080 = -4500.939649 nChanged 24 SP:Iteration 1F (68.928346 sec): 3 clusters Score: Raw -5115.322800 + Penalty 565.235840 = -4550.086960 nChanged 10 SP:Iteration 2F (68.928807 sec): 3 clusters Score: Raw -5132.691718 + Penalty 565.266084 = -4567.425634 nChanged 1 SP:Iteration 3Q (68.929251 sec): 3 clusters Score: Raw -5132.942326 + Penalty 565.142084 = -4567.800241 nChanged 1 SP:Iteration 4Q (68.929695 sec): 3 clusters Score: Raw -5133.887107 + Penalty 564.588064 = -4569.299043 nChanged 1 SP:Iteration 5Q (68.930157 sec): 3 clusters Score: Raw -5135.802796 + Penalty 564.379865 = -4571.422931 nChanged 1 SP:Iteration 6Q (68.930600 sec): 3 clusters Score: Raw -5137.066878 + Penalty 564.379865 = -4572.687013 nChanged 0 SP:Iteration 7F (68.931088 sec): 3 clusters Score: Raw -5137.066878 + Penalty 564.379865 = -4572.687013 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 189 (271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.932243 sec): 2 clusters Score: Raw -11558.276942 + Penalty 307.216424 = -11251.060518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.932965 sec): 3 clusters Score: Raw -11493.178438 + Penalty 616.300918 = -10876.877520 nChanged 63 SP:Iteration 1F (68.933677 sec): 3 clusters Score: Raw -11581.058783 + Penalty 613.392217 = -10967.666566 nChanged 23 SP:Iteration 2F (68.934388 sec): 3 clusters Score: Raw -11620.939123 + Penalty 611.017762 = -11009.921361 nChanged 13 SP:Iteration 3Q (68.935070 sec): 3 clusters Score: Raw -11643.307151 + Penalty 609.957617 = -11033.349534 nChanged 5 SP:Iteration 4Q (68.935740 sec): 3 clusters Score: Raw -11659.349919 + Penalty 608.447338 = -11050.902581 nChanged 5 SP:Iteration 5Q (68.936407 sec): 3 clusters Score: Raw -11666.502605 + Penalty 608.622097 = -11057.880508 nChanged 1 SP:Iteration 6Q (68.937069 sec): 3 clusters Score: Raw -11667.606354 + Penalty 608.622097 = -11058.984257 nChanged 0 SP:Iteration 7F (68.937779 sec): 3 clusters Score: Raw -11667.606354 + Penalty 608.622097 = -11058.984257 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 227 (563 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.939756 sec): 2 clusters Score: Raw -24657.545155 + Penalty 573.141044 = -24084.404112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.941015 sec): 3 clusters Score: Raw -24412.987214 + Penalty 1143.294688 = -23269.692526 nChanged 168 SP:Iteration 1F (68.942250 sec): 3 clusters Score: Raw -24552.507114 + Penalty 1139.864765 = -23412.642349 nChanged 59 SP:Iteration 2F (68.943462 sec): 3 clusters Score: Raw -24621.247937 + Penalty 1138.529273 = -23482.718664 nChanged 41 SP:Iteration 3F (68.944673 sec): 3 clusters Score: Raw -24663.092136 + Penalty 1134.704684 = -23528.387453 nChanged 30 SP:Iteration 4F (68.945911 sec): 3 clusters Score: Raw -24707.051372 + Penalty 1135.539574 = -23571.511797 nChanged 23 SP:Iteration 5Q (68.947109 sec): 3 clusters Score: Raw -24737.118922 + Penalty 1134.879835 = -23602.239087 nChanged 15 SP:Iteration 6Q (68.948302 sec): 3 clusters Score: Raw -24761.167284 + Penalty 1136.847755 = -23624.319529 nChanged 15 SP:Iteration 7Q (68.949486 sec): 3 clusters Score: Raw -24784.527167 + Penalty 1138.045045 = -23646.482122 nChanged 13 SP:Iteration 8Q (68.950660 sec): 3 clusters Score: Raw -24804.674547 + Penalty 1138.915875 = -23665.758672 nChanged 10 SP:Iteration 9Q (68.951820 sec): 3 clusters Score: Raw -24819.023217 + Penalty 1141.569596 = -23677.453620 nChanged 6 SP:Iteration 10F (68.953038 sec): 3 clusters Score: Raw -24824.243475 + Penalty 1142.433698 = -23681.809778 nChanged 4 SP:Iteration 11Q (68.954208 sec): 3 clusters Score: Raw -24827.065384 + Penalty 1143.796437 = -23683.268947 nChanged 3 SP:Iteration 12Q (68.955356 sec): 3 clusters Score: Raw -24829.094217 + Penalty 1143.920144 = -23685.174074 nChanged 2 SP:Iteration 13Q (68.956506 sec): 3 clusters Score: Raw -24829.550655 + Penalty 1143.920144 = -23685.630512 nChanged 0 SP:Iteration 14F (68.957721 sec): 3 clusters Score: Raw -24829.550655 + Penalty 1143.920144 = -23685.630512 nChanged 0 Time taken for this iteration:68.315313 seconds. 300->18 Clusters: Score -1035507.562724, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 242 (time per iteration =285.062926 ms) Total iterations: 2068 (time per iteration =33.358427 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 4795041250.000000 (time per metric unit =14.386785ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 119876031250.000000 (time per metric unit=575.471404ps) That took 68.985228 seconds. FileBase PeterP-2013-10-10_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 0.19 and 0.29 GB of RAM. Memory request: 0.10 GB would take us to total of 0.10 GB. ---------------------------------------------------------- Loaded 21047 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 21047 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 235 (1 points): Lose 0.225206 but Gain 1617.608413 Iteration 0F (2.954719 sec): 236 clusters Score: Raw -885008.208070 + Penalty 238274.481416 = -646733.726655 nChanged 5548 Deleting Class 224 (1 points): Lose 22.282834 but Gain 1617.608413 Iteration 1F (5.122728 sec): 226 clusters Score: Raw -897418.466773 + Penalty 234928.896364 = -662489.570409 nChanged 2056 Deleting Class 67 (3 points): Lose 29.065927 but Gain 1529.865444 Iteration 2F (7.281805 sec): 223 clusters Score: Raw -902402.910757 + Penalty 232569.157134 = -669833.753622 nChanged 1614 Deleting Class 228 (2 points): Lose 14.827156 but Gain 1493.788158 Iteration 3F (9.416715 sec): 221 clusters Score: Raw -905348.473932 + Penalty 231039.570399 = -674308.903533 nChanged 1356 Deleting Class 218 (1 points): Lose 16.396505 but Gain 1487.778724 Iteration 4F (11.545013 sec): 219 clusters Score: Raw -907211.983314 + Penalty 229971.788149 = -677240.195165 nChanged 1158 Deleting Class 127 (3 points): Lose 25.353981 but Gain 1466.707273 Iteration 5F (13.660051 sec): 218 clusters Score: Raw -908570.423706 + Penalty 228881.196380 = -679689.227326 nChanged 1006 Deleting Class 183 (5 points): Lose 37.362317 but Gain 1474.353695 Iteration 6Q (13.894257 sec): 217 clusters Score: Raw -909712.577574 + Penalty 227774.934315 = -681937.643258 nChanged 851 Deleting Class 168 (4 points): Lose 59.934346 but Gain 1482.215914 Iteration 7Q (14.107334 sec): 216 clusters Score: Raw -910614.002560 + Penalty 226665.619111 = -683948.383450 nChanged 701 Deleting Class 234 (2 points): Lose 24.285716 but Gain 1440.982729 Iteration 8Q (14.303212 sec): 215 clusters Score: Raw -911288.737636 + Penalty 226301.512048 = -684987.225589 nChanged 562 Deleting Class 90 (4 points): Lose 50.706352 but Gain 1461.111153 Iteration 9Q (14.480074 sec): 214 clusters Score: Raw -911751.928184 + Penalty 223962.759608 = -687789.168576 nChanged 400 Deleting Class 162 (3 points): Lose 32.707623 but Gain 1431.896586 Iteration 10F (16.544521 sec): 212 clusters Score: Raw -912074.868614 + Penalty 223262.250236 = -688812.618378 nChanged 323 Deleting Class 209 (3 points): Lose 26.083431 but Gain 1422.757633 Iteration 11Q (16.696594 sec): 211 clusters Score: Raw -912331.189888 + Penalty 221968.610244 = -690362.579644 nChanged 229 Deleting Class 71 (14 points): Lose 200.177028 but Gain 1595.555969 Iteration 12Q (16.837722 sec): 210 clusters Score: Raw -912349.574487 + Penalty 220752.632621 = -691596.941865 nChanged 176 Deleting Class 197 (4 points): Lose 48.238746 but Gain 1442.348888 Iteration 13Q (16.970499 sec): 209 clusters Score: Raw -912519.396625 + Penalty 219342.173071 = -693177.223555 nChanged 115 Deleting Class 164 (3 points): Lose 18.432866 but Gain 1405.646822 Iteration 14Q (17.097389 sec): 208 clusters Score: Raw -912613.887098 + Penalty 217964.275811 = -694649.611287 nChanged 80 Deleting Class 190 (4 points): Lose 45.630980 but Gain 1427.825038 Iteration 15Q (17.219678 sec): 207 clusters Score: Raw -912633.058859 + Penalty 216664.933720 = -695968.125139 nChanged 62 Deleting Class 178 (3 points): Lose 59.024668 but Gain 1433.165132 Iteration 16Q (17.339715 sec): 206 clusters Score: Raw -912637.660047 + Penalty 215290.894845 = -697346.765202 nChanged 59 Deleting Class 94 (20 points): Lose 197.139320 but Gain 1564.767379 Iteration 17Q (17.458017 sec): 205 clusters Score: Raw -912506.323789 + Penalty 213798.528226 = -698707.795563 nChanged 62 Deleting Class 107 (16 points): Lose 183.668405 but Gain 1546.100183 Iteration 18Q (17.575844 sec): 204 clusters Score: Raw -912407.789859 + Penalty 212316.178345 = -700091.611514 nChanged 52 Deleting Class 202 (6 points): Lose 78.551147 but Gain 1435.156812 Iteration 19Q (17.695016 sec): 203 clusters Score: Raw -912404.247575 + Penalty 210943.027472 = -701461.220103 nChanged 34 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 -912404.247575 + Penalty 210943.027472 = -701461.220103Memory request: 0.02 GB would take us to total of 0.21 GB. Trying to split cluster 1 (3209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.790848 sec): 2 clusters Score: Raw -149526.922001 + Penalty 217.937635 = -149308.984366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.796740 sec): 3 clusters Score: Raw -147405.143689 + Penalty 438.057023 = -146967.086665 nChanged 1526 SP:Iteration 1F (17.802491 sec): 3 clusters Score: Raw -148330.209556 + Penalty 442.975936 = -147887.233620 nChanged 414 SP:Iteration 2F (17.808383 sec): 3 clusters Score: Raw -148635.610262 + Penalty 448.795528 = -148186.814734 nChanged 299 SP:Iteration 3F (17.814141 sec): 3 clusters Score: Raw -148910.248119 + Penalty 452.281599 = -148457.966519 nChanged 213 SP:Iteration 4F (17.819918 sec): 3 clusters Score: Raw -149077.501495 + Penalty 455.175508 = -148622.325987 nChanged 125 SP:Iteration 5Q (17.825717 sec): 3 clusters Score: Raw -149134.506978 + Penalty 458.842476 = -148675.664502 nChanged 81 SP:Iteration 6Q (17.831252 sec): 3 clusters Score: Raw -149160.578202 + Penalty 461.609224 = -148698.968978 nChanged 65 SP:Iteration 7Q (17.836724 sec): 3 clusters Score: Raw -149183.531280 + Penalty 465.330469 = -148718.200810 nChanged 70 SP:Iteration 8Q (17.842337 sec): 3 clusters Score: Raw -149209.738925 + Penalty 469.686687 = -148740.052238 nChanged 69 SP:Iteration 9Q (17.847729 sec): 3 clusters Score: Raw -149238.973324 + Penalty 474.857235 = -148764.116089 nChanged 68 SP:Iteration 10F (17.853441 sec): 3 clusters Score: Raw -149269.038082 + Penalty 481.643937 = -148787.394145 nChanged 68 SP:Iteration 11Q (17.858945 sec): 3 clusters Score: Raw -149297.879296 + Penalty 489.842813 = -148808.036483 nChanged 65 SP:Iteration 12Q (17.864200 sec): 3 clusters Score: Raw -149333.477419 + Penalty 498.399817 = -148835.077602 nChanged 67 SP:Iteration 13Q (17.869421 sec): 3 clusters Score: Raw -149373.260040 + Penalty 508.721320 = -148864.538720 nChanged 65 SP:Iteration 14Q (17.874560 sec): 3 clusters Score: Raw -149412.766729 + Penalty 521.468936 = -148891.297793 nChanged 54 SP:Iteration 15Q (17.879662 sec): 3 clusters Score: Raw -149445.858124 + Penalty 530.684436 = -148915.173688 nChanged 52 SP:Iteration 16Q (17.884779 sec): 3 clusters Score: Raw -149478.593105 + Penalty 534.811206 = -148943.781899 nChanged 39 SP:Iteration 17Q (17.890028 sec): 3 clusters Score: Raw -149504.966808 + Penalty 537.240423 = -148967.726385 nChanged 24 SP:Iteration 18Q (17.894930 sec): 3 clusters Score: Raw -149519.101906 + Penalty 543.146227 = -148975.955679 nChanged 16 SP:Iteration 19Q (17.899726 sec): 3 clusters Score: Raw -149524.736502 + Penalty 553.367497 = -148971.369005 nChanged 19 SP:Iteration 20F (17.905830 sec): 3 clusters Score: Raw -149533.312262 + Penalty 561.512251 = -148971.800011 nChanged 17 SP:Iteration 21Q (17.910756 sec): 3 clusters Score: Raw -149538.878138 + Penalty 562.998375 = -148975.879763 nChanged 15 SP:Iteration 22Q (17.915470 sec): 3 clusters Score: Raw -149547.536762 + Penalty 569.632672 = -148977.904090 nChanged 16 SP:Iteration 23Q (17.920136 sec): 3 clusters Score: Raw -149554.790857 + Penalty 573.448021 = -148981.342836 nChanged 9 SP:Iteration 24Q (17.924921 sec): 3 clusters Score: Raw -149557.786669 + Penalty 573.521286 = -148984.265383 nChanged 6 SP:Iteration 25Q (17.929579 sec): 3 clusters Score: Raw -149558.606869 + Penalty 575.918249 = -148982.688620 nChanged 2 SP:Iteration 26F (17.935261 sec): 3 clusters Score: Raw -149558.910639 + Penalty 578.755265 = -148980.155374 nChanged 5 SP:Iteration 27F (17.941087 sec): 3 clusters Score: Raw -149559.454622 + Penalty 577.177471 = -148982.277151 nChanged 4 SP:Iteration 28Q (17.945803 sec): 3 clusters Score: Raw -149559.885494 + Penalty 579.802900 = -148980.082593 nChanged 3 SP:Iteration 29F (17.951482 sec): 3 clusters Score: Raw -149560.527447 + Penalty 582.979126 = -148977.548322 nChanged 5 SP:Iteration 30F (17.957327 sec): 3 clusters Score: Raw -149561.389520 + Penalty 588.222101 = -148973.167419 nChanged 5 SP:Iteration 31F (17.963050 sec): 3 clusters Score: Raw -149562.055791 + Penalty 592.399496 = -148969.656296 nChanged 6 SP:Iteration 32F (17.968863 sec): 3 clusters Score: Raw -149563.391538 + Penalty 592.399496 = -148970.992042 nChanged 0 Memory request: 0.03 GB would take us to total of 0.23 GB. Trying to split cluster 2 (6662 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.001364 sec): 2 clusters Score: Raw -292234.227072 + Penalty 294.414999 = -291939.812073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.013803 sec): 3 clusters Score: Raw -287806.457626 + Penalty 582.343024 = -287224.114602 nChanged 3140 SP:Iteration 1F (18.025868 sec): 3 clusters Score: Raw -290501.981666 + Penalty 600.369589 = -289901.612077 nChanged 1092 SP:Iteration 2F (18.037866 sec): 3 clusters Score: Raw -291748.914365 + Penalty 596.144647 = -291152.769718 nChanged 332 SP:Iteration 3Q (18.049901 sec): 3 clusters Score: Raw -292119.799344 + Penalty 568.307730 = -291551.491614 nChanged 84 SP:Iteration 4Q (18.059898 sec): 3 clusters Score: Raw -292217.236141 + Penalty 564.175882 = -291653.060259 nChanged 17 SP:Iteration 5Q (18.069319 sec): 3 clusters Score: Raw -292234.196847 + Penalty 571.872424 = -291662.324424 nChanged 4 SP:Iteration 6Q (18.078590 sec): 3 clusters Score: Raw -292236.091420 + Penalty 571.872424 = -291664.218997 nChanged 0 SP:Iteration 7F (18.090745 sec): 3 clusters Score: Raw -292236.091420 + Penalty 571.872424 = -291664.218997 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 3 (784 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.099246 sec): 2 clusters Score: Raw -42844.017263 + Penalty 929.662663 = -41914.354600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.100853 sec): 3 clusters Score: Raw -42547.783584 + Penalty 1860.459874 = -40687.323710 nChanged 231 SP:Iteration 1F (18.102419 sec): 3 clusters Score: Raw -42732.219835 + Penalty 1861.341674 = -40870.878161 nChanged 58 SP:Iteration 2F (18.103959 sec): 3 clusters Score: Raw -42791.700735 + Penalty 1862.302627 = -40929.398109 nChanged 31 SP:Iteration 3Q (18.105485 sec): 3 clusters Score: Raw -42819.611255 + Penalty 1863.480065 = -40956.131190 nChanged 21 SP:Iteration 4Q (18.107026 sec): 3 clusters Score: Raw -42838.156554 + Penalty 1864.868568 = -40973.287986 nChanged 14 SP:Iteration 5Q (18.108595 sec): 3 clusters Score: Raw -42847.456948 + Penalty 1865.146223 = -40982.310724 nChanged 9 SP:Iteration 6Q (18.110172 sec): 3 clusters Score: Raw -42854.855645 + Penalty 1865.843906 = -40989.011739 nChanged 7 SP:Iteration 7Q (18.111696 sec): 3 clusters Score: Raw -42857.674766 + Penalty 1866.181105 = -40991.493661 nChanged 3 SP:Iteration 8Q (18.113210 sec): 3 clusters Score: Raw -42860.358911 + Penalty 1866.669567 = -40993.689344 nChanged 4 SP:Iteration 9Q (18.114755 sec): 3 clusters Score: Raw -42864.718675 + Penalty 1867.364772 = -40997.353903 nChanged 4 SP:Iteration 10F (18.116315 sec): 3 clusters Score: Raw -42865.771442 + Penalty 1867.110247 = -40998.661195 nChanged 1 SP:Iteration 11Q (18.117836 sec): 3 clusters Score: Raw -42867.323588 + Penalty 1867.195524 = -41000.128064 nChanged 3 SP:Iteration 12Q (18.119350 sec): 3 clusters Score: Raw -42869.580698 + Penalty 1867.465493 = -41002.115204 nChanged 3 SP:Iteration 13Q (18.120881 sec): 3 clusters Score: Raw -42870.763342 + Penalty 1867.876503 = -41002.886839 nChanged 3 SP:Iteration 14Q (18.122435 sec): 3 clusters Score: Raw -42871.372673 + Penalty 1868.678088 = -41002.694585 nChanged 5 SP:Iteration 15F (18.123996 sec): 3 clusters Score: Raw -42872.565048 + Penalty 1869.624356 = -41002.940693 nChanged 4 SP:Iteration 16Q (18.125527 sec): 3 clusters Score: Raw -42873.586606 + Penalty 1870.045606 = -41003.541000 nChanged 4 SP:Iteration 17Q (18.127066 sec): 3 clusters Score: Raw -42874.362792 + Penalty 1870.377860 = -41003.984932 nChanged 3 SP:Iteration 18Q (18.128630 sec): 3 clusters Score: Raw -42875.484396 + Penalty 1870.596531 = -41004.887865 nChanged 2 SP:Iteration 19Q (18.130172 sec): 3 clusters Score: Raw -42876.917755 + Penalty 1871.329254 = -41005.588501 nChanged 4 SP:Iteration 20F (18.131716 sec): 3 clusters Score: Raw -42878.915395 + Penalty 1871.980665 = -41006.934729 nChanged 4 SP:Iteration 21Q (18.133232 sec): 3 clusters Score: Raw -42884.070030 + Penalty 1873.511129 = -41010.558901 nChanged 9 SP:Iteration 22Q (18.134795 sec): 3 clusters Score: Raw -42889.367829 + Penalty 1875.198198 = -41014.169632 nChanged 10 SP:Iteration 23Q (18.136345 sec): 3 clusters Score: Raw -42893.912097 + Penalty 1875.214002 = -41018.698095 nChanged 3 SP:Iteration 24Q (18.137905 sec): 3 clusters Score: Raw -42896.006863 + Penalty 1875.319618 = -41020.687246 nChanged 1 SP:Iteration 25Q (18.139420 sec): 3 clusters Score: Raw -42899.464507 + Penalty 1875.877615 = -41023.586892 nChanged 3 SP:Iteration 26Q (18.140968 sec): 3 clusters Score: Raw -42902.190313 + Penalty 1875.683853 = -41026.506460 nChanged 1 SP:Iteration 27Q (18.142508 sec): 3 clusters Score: Raw -42903.144868 + Penalty 1875.581910 = -41027.562958 nChanged 1 SP:Iteration 28Q (18.144022 sec): 3 clusters Score: Raw -42905.404751 + Penalty 1875.574086 = -41029.830665 nChanged 3 SP:Iteration 29Q (18.145536 sec): 3 clusters Score: Raw -42906.813319 + Penalty 1875.979045 = -41030.834274 nChanged 3 SP:Iteration 30F (18.147072 sec): 3 clusters Score: Raw -42908.183758 + Penalty 1875.760474 = -41032.423284 nChanged 2 SP:Iteration 31Q (18.148636 sec): 3 clusters Score: Raw -42910.298499 + Penalty 1875.760474 = -41034.538025 nChanged 0 SP:Iteration 32F (18.150205 sec): 3 clusters Score: Raw -42910.298499 + Penalty 1875.760474 = -41034.538025 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 4 (1700 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.160181 sec): 2 clusters Score: Raw -70494.582781 + Penalty 1195.110641 = -69299.472140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.163370 sec): 3 clusters Score: Raw -69880.810905 + Penalty 2388.955449 = -67491.855456 nChanged 604 SP:Iteration 1F (18.166476 sec): 3 clusters Score: Raw -70903.179225 + Penalty 2386.363324 = -68516.815901 nChanged 269 SP:Iteration 2F (18.169579 sec): 3 clusters Score: Raw -71639.850067 + Penalty 2386.537785 = -69253.312282 nChanged 145 SP:Iteration 3F (18.172686 sec): 3 clusters Score: Raw -71924.449331 + Penalty 2387.470142 = -69536.979188 nChanged 74 SP:Iteration 4Q (18.175543 sec): 3 clusters Score: Raw -72064.479225 + Penalty 2388.560384 = -69675.918841 nChanged 55 SP:Iteration 5Q (18.178396 sec): 3 clusters Score: Raw -72160.039877 + Penalty 2389.539193 = -69770.500684 nChanged 54 SP:Iteration 6Q (18.181182 sec): 3 clusters Score: Raw -72241.387966 + Penalty 2390.254150 = -69851.133816 nChanged 42 SP:Iteration 7Q (18.183944 sec): 3 clusters Score: Raw -72299.057521 + Penalty 2390.752048 = -69908.305473 nChanged 32 SP:Iteration 8Q (18.186729 sec): 3 clusters Score: Raw -72340.282582 + Penalty 2391.257607 = -69949.024975 nChanged 32 SP:Iteration 9Q (18.189585 sec): 3 clusters Score: Raw -72385.620539 + Penalty 2391.759604 = -69993.860935 nChanged 29 SP:Iteration 10F (18.192707 sec): 3 clusters Score: Raw -72418.852009 + Penalty 2392.239526 = -70026.612483 nChanged 24 SP:Iteration 11Q (18.195709 sec): 3 clusters Score: Raw -72449.106547 + Penalty 2392.443006 = -70056.663541 nChanged 16 SP:Iteration 12Q (18.198528 sec): 3 clusters Score: Raw -72464.367458 + Penalty 2392.599324 = -70071.768134 nChanged 12 SP:Iteration 13Q (18.201286 sec): 3 clusters Score: Raw -72477.628987 + Penalty 2392.792367 = -70084.836620 nChanged 13 SP:Iteration 14Q (18.203959 sec): 3 clusters Score: Raw -72506.775028 + Penalty 2393.251756 = -70113.523273 nChanged 23 SP:Iteration 15Q (18.206648 sec): 3 clusters Score: Raw -72558.789424 + Penalty 2393.859783 = -70164.929641 nChanged 28 SP:Iteration 16Q (18.209302 sec): 3 clusters Score: Raw -72626.736039 + Penalty 2394.254661 = -70232.481378 nChanged 28 SP:Iteration 17Q (18.211920 sec): 3 clusters Score: Raw -72677.835594 + Penalty 2394.521025 = -70283.314569 nChanged 16 SP:Iteration 18Q (18.214510 sec): 3 clusters Score: Raw -72702.467528 + Penalty 2394.634944 = -70307.832583 nChanged 11 SP:Iteration 19Q (18.217088 sec): 3 clusters Score: Raw -72715.972180 + Penalty 2394.704048 = -70321.268132 nChanged 7 SP:Iteration 20F (18.220166 sec): 3 clusters Score: Raw -72722.433008 + Penalty 2394.779759 = -70327.653249 nChanged 5 SP:Iteration 21Q (18.222795 sec): 3 clusters Score: Raw -72726.217624 + Penalty 2394.808133 = -70331.409490 nChanged 3 SP:Iteration 22Q (18.225408 sec): 3 clusters Score: Raw -72728.443537 + Penalty 2394.817483 = -70333.626054 nChanged 1 SP:Iteration 23Q (18.227972 sec): 3 clusters Score: Raw -72729.481370 + Penalty 2394.826779 = -70334.654591 nChanged 1 SP:Iteration 24Q (18.230532 sec): 3 clusters Score: Raw -72730.075132 + Penalty 2394.826779 = -70335.248353 nChanged 0 SP:Iteration 25F (18.233749 sec): 3 clusters Score: Raw -72730.075132 + Penalty 2394.826779 = -70335.248353 nChanged 0 Score: Raw -928614.942320 + Penalty 212548.563166 = -716066.379154 Splitting cluster 4 changes total score from -701461.220103 to -716066.379154 So it's getting split into cluster 67. Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 5 (185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.184098 sec): 2 clusters Score: Raw -8553.744620 + Penalty 420.236302 = -8133.508319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.184670 sec): 3 clusters Score: Raw -8509.983122 + Penalty 835.743475 = -7674.239647 nChanged 45 SP:Iteration 1F (20.185231 sec): 3 clusters Score: Raw -8584.799226 + Penalty 827.579339 = -7757.219888 nChanged 19 SP:Iteration 2F (20.185800 sec): 3 clusters Score: Raw -8618.222645 + Penalty 808.416468 = -7809.806176 nChanged 14 SP:Iteration 3F (20.186359 sec): 3 clusters Score: Raw -8651.652035 + Penalty 807.797999 = -7843.854036 nChanged 5 SP:Iteration 4Q (20.186909 sec): 3 clusters Score: Raw -8667.790633 + Penalty 808.349966 = -7859.440666 nChanged 5 SP:Iteration 5Q (20.187453 sec): 3 clusters Score: Raw -8679.374090 + Penalty 808.785862 = -7870.588229 nChanged 2 SP:Iteration 6Q (20.187995 sec): 3 clusters Score: Raw -8688.975247 + Penalty 806.726340 = -7882.248907 nChanged 2 SP:Iteration 7Q (20.188533 sec): 3 clusters Score: Raw -8694.449304 + Penalty 806.726340 = -7887.722964 nChanged 0 SP:Iteration 8F (20.190059 sec): 3 clusters Score: Raw -8694.449304 + Penalty 806.726340 = -7887.722964 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 6 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.191332 sec): 2 clusters Score: Raw -1219.819674 + Penalty 116.796189 = -1103.023485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.191873 sec): 3 clusters Score: Raw -1224.624969 + Penalty 229.184143 = -995.440826 nChanged 2 SP:Iteration 1F (20.192396 sec): 3 clusters Score: Raw -1228.920394 + Penalty 229.184143 = -999.736251 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 7 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.193588 sec): 2 clusters Score: Raw -2840.858772 + Penalty 167.441524 = -2673.417248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.194183 sec): 3 clusters Score: Raw -2819.026839 + Penalty 330.704707 = -2488.322133 nChanged 10 SP:Iteration 1F (20.194673 sec): 3 clusters Score: Raw -2827.994704 + Penalty 324.900058 = -2503.094646 nChanged 3 SP:Iteration 2F (20.195161 sec): 3 clusters Score: Raw -2831.467588 + Penalty 322.238048 = -2509.229540 nChanged 1 SP:Iteration 3Q (20.195648 sec): 3 clusters Score: Raw -2832.690463 + Penalty 320.326979 = -2512.363484 nChanged 2 SP:Iteration 4Q (20.196135 sec): 3 clusters Score: Raw -2835.643240 + Penalty 312.919284 = -2522.723956 nChanged 3 SP:Iteration 5F (20.196632 sec): 3 clusters Score: Raw -2838.607513 + Penalty 312.919284 = -2525.688228 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 8 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.197382 sec): 2 clusters Score: Raw -447.045508 + Penalty 185.181225 = -261.864283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.197736 sec): 3 clusters Score: Raw -461.102276 + Penalty 317.880592 = -143.221684 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 9 (724 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.201229 sec): 2 clusters Score: Raw -38891.943064 + Penalty 1063.949742 = -37827.993322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.202743 sec): 3 clusters Score: Raw -38727.600341 + Penalty 2127.893132 = -36599.707209 nChanged 201 SP:Iteration 1F (20.204200 sec): 3 clusters Score: Raw -38934.077631 + Penalty 2127.953398 = -36806.124233 nChanged 45 SP:Iteration 2F (20.205664 sec): 3 clusters Score: Raw -39010.328527 + Penalty 2127.968096 = -36882.360431 nChanged 23 SP:Iteration 3Q (20.207102 sec): 3 clusters Score: Raw -39051.694574 + Penalty 2128.029599 = -36923.664975 nChanged 21 SP:Iteration 4Q (20.208569 sec): 3 clusters Score: Raw -39079.577928 + Penalty 2128.028146 = -36951.549782 nChanged 18 SP:Iteration 5Q (20.210045 sec): 3 clusters Score: Raw -39103.894420 + Penalty 2128.025299 = -36975.869121 nChanged 15 SP:Iteration 6Q (20.211480 sec): 3 clusters Score: Raw -39125.431730 + Penalty 2128.042576 = -36997.389154 nChanged 15 SP:Iteration 7Q (20.212910 sec): 3 clusters Score: Raw -39144.102690 + Penalty 2128.024986 = -37016.077704 nChanged 10 SP:Iteration 8Q (20.214338 sec): 3 clusters Score: Raw -39157.630738 + Penalty 2128.021938 = -37029.608800 nChanged 10 SP:Iteration 9Q (20.215769 sec): 3 clusters Score: Raw -39168.224200 + Penalty 2128.004894 = -37040.219306 nChanged 7 SP:Iteration 10F (20.217261 sec): 3 clusters Score: Raw -39174.307324 + Penalty 2127.972362 = -37046.334962 nChanged 5 SP:Iteration 11Q (20.218725 sec): 3 clusters Score: Raw -39177.216892 + Penalty 2127.965221 = -37049.251672 nChanged 3 SP:Iteration 12Q (20.220152 sec): 3 clusters Score: Raw -39180.631433 + Penalty 2127.950295 = -37052.681138 nChanged 2 SP:Iteration 13Q (20.221577 sec): 3 clusters Score: Raw -39182.086284 + Penalty 2127.934503 = -37054.151780 nChanged 2 SP:Iteration 14Q (20.223015 sec): 3 clusters Score: Raw -39182.823483 + Penalty 2127.934503 = -37054.888980 nChanged 0 SP:Iteration 15F (20.224563 sec): 3 clusters Score: Raw -39182.823483 + Penalty 2127.934503 = -37054.888980 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 10 (194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.225780 sec): 2 clusters Score: Raw -8269.887060 + Penalty 624.801583 = -7645.085477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.226342 sec): 3 clusters Score: Raw -8297.369613 + Penalty 1249.804526 = -7047.565087 nChanged 34 SP:Iteration 1F (20.226937 sec): 3 clusters Score: Raw -8352.766715 + Penalty 1250.198335 = -7102.568380 nChanged 5 SP:Iteration 2Q (20.227523 sec): 3 clusters Score: Raw -8360.082213 + Penalty 1250.365634 = -7109.716579 nChanged 3 SP:Iteration 3Q (20.228076 sec): 3 clusters Score: Raw -8362.840421 + Penalty 1252.043227 = -7110.797194 nChanged 3 SP:Iteration 4Q (20.228624 sec): 3 clusters Score: Raw -8364.856394 + Penalty 1251.783690 = -7113.072705 nChanged 3 SP:Iteration 5Q (20.229166 sec): 3 clusters Score: Raw -8381.621843 + Penalty 1252.488159 = -7129.133684 nChanged 4 SP:Iteration 6Q (20.229706 sec): 3 clusters Score: Raw -8389.533611 + Penalty 1253.337722 = -7136.195889 nChanged 4 SP:Iteration 7Q (20.230245 sec): 3 clusters Score: Raw -8398.424662 + Penalty 1255.763099 = -7142.661562 nChanged 4 SP:Iteration 8Q (20.230783 sec): 3 clusters Score: Raw -8406.045063 + Penalty 1256.280059 = -7149.765004 nChanged 1 SP:Iteration 9Q (20.231301 sec): 3 clusters Score: Raw -8406.851641 + Penalty 1256.545540 = -7150.306101 nChanged 2 SP:Iteration 10F (20.231847 sec): 3 clusters Score: Raw -8412.320130 + Penalty 1256.545540 = -7155.774590 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 11 (260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.233056 sec): 2 clusters Score: Raw -12139.425391 + Penalty 308.039338 = -11831.386052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.233768 sec): 3 clusters Score: Raw -12009.492307 + Penalty 645.668832 = -11363.823475 nChanged 96 SP:Iteration 1F (20.234463 sec): 3 clusters Score: Raw -12094.752858 + Penalty 676.702856 = -11418.050002 nChanged 26 SP:Iteration 2F (20.235159 sec): 3 clusters Score: Raw -12125.840392 + Penalty 709.731000 = -11416.109392 nChanged 16 SP:Iteration 3F (20.235855 sec): 3 clusters Score: Raw -12146.574471 + Penalty 723.619542 = -11422.954930 nChanged 5 SP:Iteration 4Q (20.236523 sec): 3 clusters Score: Raw -12150.424135 + Penalty 725.172597 = -11425.251538 nChanged 2 SP:Iteration 5Q (20.237177 sec): 3 clusters Score: Raw -12152.703886 + Penalty 724.090204 = -11428.613682 nChanged 1 SP:Iteration 6Q (20.237813 sec): 3 clusters Score: Raw -12154.072401 + Penalty 724.090204 = -11429.982197 nChanged 0 SP:Iteration 7F (20.238483 sec): 3 clusters Score: Raw -12154.072401 + Penalty 724.090204 = -11429.982197 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 12 (100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.239998 sec): 2 clusters Score: Raw -4226.761341 + Penalty 221.512921 = -4005.248420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.240729 sec): 3 clusters Score: Raw -4206.958085 + Penalty 443.915167 = -3763.042918 nChanged 20 SP:Iteration 1F (20.241447 sec): 3 clusters Score: Raw -4230.090745 + Penalty 444.622296 = -3785.468449 nChanged 7 SP:Iteration 2F (20.242095 sec): 3 clusters Score: Raw -4242.997609 + Penalty 448.224360 = -3794.773249 nChanged 3 SP:Iteration 3Q (20.242795 sec): 3 clusters Score: Raw -4246.527125 + Penalty 449.416473 = -3797.110652 nChanged 1 SP:Iteration 4Q (20.243493 sec): 3 clusters Score: Raw -4247.524747 + Penalty 450.608913 = -3796.915835 nChanged 1 SP:Iteration 5F (20.244094 sec): 3 clusters Score: Raw -4248.378790 + Penalty 452.675199 = -3795.703591 nChanged 1 SP:Iteration 6F (20.244706 sec): 3 clusters Score: Raw -4249.159726 + Penalty 453.905073 = -3795.254653 nChanged 1 SP:Iteration 7F (20.245359 sec): 3 clusters Score: Raw -4249.864723 + Penalty 453.905073 = -3795.959651 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 13 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.246530 sec): 2 clusters Score: Raw -5777.287374 + Penalty 447.604235 = -5329.683139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.247173 sec): 3 clusters Score: Raw -5768.011617 + Penalty 897.456884 = -4870.554733 nChanged 13 SP:Iteration 1F (20.247769 sec): 3 clusters Score: Raw -5794.903800 + Penalty 897.770189 = -4897.133611 nChanged 3 SP:Iteration 2Q (20.248311 sec): 3 clusters Score: Raw -5800.880645 + Penalty 897.770189 = -4903.110456 nChanged 0 SP:Iteration 3F (20.248871 sec): 3 clusters Score: Raw -5800.880645 + Penalty 897.770189 = -4903.110456 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 14 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.249491 sec): 2 clusters Score: Raw -313.333633 + Penalty 155.241952 = -158.091681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.249742 sec): 3 clusters Score: Raw -306.975779 + Penalty 323.692902 = 16.717123 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 15 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.250456 sec): 2 clusters Score: Raw -4904.956715 + Penalty 357.939059 = -4547.017656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.250840 sec): 3 clusters Score: Raw -4892.055181 + Penalty 720.567625 = -4171.487555 nChanged 9 SP:Iteration 1F (20.251218 sec): 3 clusters Score: Raw -4903.153664 + Penalty 721.715490 = -4181.438174 nChanged 1 SP:Iteration 2Q (20.251590 sec): 3 clusters Score: Raw -4905.041726 + Penalty 721.715490 = -4183.326236 nChanged 0 SP:Iteration 3F (20.251966 sec): 3 clusters Score: Raw -4905.041726 + Penalty 721.715490 = -4183.326236 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 16 (1309 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.256522 sec): 2 clusters Score: Raw -70416.573294 + Penalty 1091.946398 = -69324.626895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.259069 sec): 3 clusters Score: Raw -69867.451340 + Penalty 2183.842813 = -67683.608527 nChanged 436 SP:Iteration 1F (20.261520 sec): 3 clusters Score: Raw -70178.177920 + Penalty 2183.828640 = -67994.349280 nChanged 101 SP:Iteration 2F (20.263952 sec): 3 clusters Score: Raw -70279.451451 + Penalty 2183.845581 = -68095.605869 nChanged 74 SP:Iteration 3F (20.266400 sec): 3 clusters Score: Raw -70340.909783 + Penalty 2184.160526 = -68156.749256 nChanged 45 SP:Iteration 4Q (20.268807 sec): 3 clusters Score: Raw -70381.449787 + Penalty 2184.296392 = -68197.153395 nChanged 32 SP:Iteration 5Q (20.271202 sec): 3 clusters Score: Raw -70406.851753 + Penalty 2184.613002 = -68222.238750 nChanged 32 SP:Iteration 6Q (20.273606 sec): 3 clusters Score: Raw -70435.292706 + Penalty 2184.804615 = -68250.488092 nChanged 30 SP:Iteration 7Q (20.275981 sec): 3 clusters Score: Raw -70456.964527 + Penalty 2184.806386 = -68272.158140 nChanged 27 SP:Iteration 8Q (20.278668 sec): 3 clusters Score: Raw -70478.853381 + Penalty 2184.683708 = -68294.169673 nChanged 20 SP:Iteration 9Q (20.281363 sec): 3 clusters Score: Raw -70497.324387 + Penalty 2184.594039 = -68312.730349 nChanged 22 SP:Iteration 10F (20.283839 sec): 3 clusters Score: Raw -70512.057913 + Penalty 2184.488284 = -68327.569629 nChanged 19 SP:Iteration 11Q (20.286283 sec): 3 clusters Score: Raw -70523.607129 + Penalty 2184.384560 = -68339.222569 nChanged 13 SP:Iteration 12Q (20.288707 sec): 3 clusters Score: Raw -70534.134302 + Penalty 2184.171255 = -68349.963047 nChanged 14 SP:Iteration 13Q (20.291083 sec): 3 clusters Score: Raw -70541.693627 + Penalty 2184.008499 = -68357.685129 nChanged 7 SP:Iteration 14Q (20.293606 sec): 3 clusters Score: Raw -70546.030052 + Penalty 2183.776978 = -68362.253074 nChanged 9 SP:Iteration 15Q (20.295977 sec): 3 clusters Score: Raw -70552.847089 + Penalty 2183.622021 = -68369.225067 nChanged 8 SP:Iteration 16Q (20.298337 sec): 3 clusters Score: Raw -70557.215203 + Penalty 2183.554130 = -68373.661073 nChanged 3 SP:Iteration 17Q (20.300697 sec): 3 clusters Score: Raw -70559.435128 + Penalty 2183.528399 = -68375.906729 nChanged 4 SP:Iteration 18Q (20.303059 sec): 3 clusters Score: Raw -70563.406897 + Penalty 2183.519175 = -68379.887722 nChanged 3 SP:Iteration 19Q (20.305415 sec): 3 clusters Score: Raw -70565.155002 + Penalty 2183.518784 = -68381.636218 nChanged 2 SP:Iteration 20F (20.307910 sec): 3 clusters Score: Raw -70566.236074 + Penalty 2183.478409 = -68382.757665 nChanged 4 SP:Iteration 21Q (20.310346 sec): 3 clusters Score: Raw -70568.251108 + Penalty 2183.521673 = -68384.729435 nChanged 2 SP:Iteration 22Q (20.312762 sec): 3 clusters Score: Raw -70568.980227 + Penalty 2183.521673 = -68385.458554 nChanged 0 SP:Iteration 23F (20.315241 sec): 3 clusters Score: Raw -70568.980227 + Penalty 2183.521673 = -68385.458554 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 17 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.315991 sec): 2 clusters Score: Raw -916.597517 + Penalty 290.703923 = -625.893593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.316241 sec): 3 clusters Score: Raw -948.703720 + Penalty 583.171447 = -365.532273 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 18 (436 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.318141 sec): 2 clusters Score: Raw -21418.136713 + Penalty 897.274303 = -20520.862410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.319165 sec): 3 clusters Score: Raw -21305.227611 + Penalty 1794.877167 = -19510.350443 nChanged 109 SP:Iteration 1F (20.320166 sec): 3 clusters Score: Raw -21414.907650 + Penalty 1796.937844 = -19617.969806 nChanged 25 SP:Iteration 2F (20.321153 sec): 3 clusters Score: Raw -21451.945534 + Penalty 1797.794223 = -19654.151311 nChanged 12 SP:Iteration 3Q (20.322097 sec): 3 clusters Score: Raw -21467.910198 + Penalty 1797.642786 = -19670.267413 nChanged 10 SP:Iteration 4Q (20.323038 sec): 3 clusters Score: Raw -21480.169001 + Penalty 1798.371532 = -19681.797469 nChanged 4 SP:Iteration 5Q (20.323973 sec): 3 clusters Score: Raw -21486.508950 + Penalty 1799.000681 = -19687.508269 nChanged 2 SP:Iteration 6Q (20.324907 sec): 3 clusters Score: Raw -21488.965900 + Penalty 1799.554878 = -19689.411022 nChanged 2 SP:Iteration 7Q (20.325840 sec): 3 clusters Score: Raw -21490.230726 + Penalty 1800.245217 = -19689.985509 nChanged 2 SP:Iteration 8Q (20.326772 sec): 3 clusters Score: Raw -21492.565913 + Penalty 1800.792179 = -19691.773734 nChanged 2 SP:Iteration 9Q (20.327710 sec): 3 clusters Score: Raw -21497.872303 + Penalty 1801.510698 = -19696.361605 nChanged 3 SP:Iteration 10F (20.328677 sec): 3 clusters Score: Raw -21502.724278 + Penalty 1801.632551 = -19701.091727 nChanged 3 SP:Iteration 11Q (20.329630 sec): 3 clusters Score: Raw -21509.469158 + Penalty 1802.135576 = -19707.333582 nChanged 4 SP:Iteration 12Q (20.330568 sec): 3 clusters Score: Raw -21516.046601 + Penalty 1802.577203 = -19713.469398 nChanged 1 SP:Iteration 13Q (20.331502 sec): 3 clusters Score: Raw -21518.764207 + Penalty 1803.010212 = -19715.753996 nChanged 1 SP:Iteration 14Q (20.332434 sec): 3 clusters Score: Raw -21519.998348 + Penalty 1803.010212 = -19716.988136 nChanged 0 SP:Iteration 15F (20.333389 sec): 3 clusters Score: Raw -21519.998348 + Penalty 1803.010212 = -19716.988136 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 19 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.333924 sec): 2 clusters Score: Raw -1221.610581 + Penalty 448.481213 = -773.129368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.334211 sec): 3 clusters Score: Raw -1284.849038 + Penalty 892.423860 = -392.425177 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 20 (322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.335607 sec): 2 clusters Score: Raw -15385.765812 + Penalty 342.407842 = -15043.357970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.336425 sec): 3 clusters Score: Raw -15232.516108 + Penalty 685.229911 = -14547.286196 nChanged 103 SP:Iteration 1F (20.337229 sec): 3 clusters Score: Raw -15307.101178 + Penalty 692.310139 = -14614.791039 nChanged 36 SP:Iteration 2F (20.338031 sec): 3 clusters Score: Raw -15343.592390 + Penalty 701.367348 = -14642.225042 nChanged 16 SP:Iteration 3Q (20.338837 sec): 3 clusters Score: Raw -15355.676936 + Penalty 706.092199 = -14649.584737 nChanged 8 SP:Iteration 4Q (20.339600 sec): 3 clusters Score: Raw -15359.082205 + Penalty 713.144166 = -14645.938040 nChanged 8 SP:Iteration 5F (20.340370 sec): 3 clusters Score: Raw -15365.667906 + Penalty 718.671889 = -14646.996017 nChanged 7 SP:Iteration 6Q (20.341127 sec): 3 clusters Score: Raw -15368.978159 + Penalty 718.958856 = -14650.019304 nChanged 4 SP:Iteration 7Q (20.341880 sec): 3 clusters Score: Raw -15370.873146 + Penalty 720.286463 = -14650.586683 nChanged 1 SP:Iteration 8Q (20.342630 sec): 3 clusters Score: Raw -15371.124487 + Penalty 720.286463 = -14650.838024 nChanged 0 SP:Iteration 9F (20.343398 sec): 3 clusters Score: Raw -15371.124487 + Penalty 720.286463 = -14650.838024 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 21 (136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.344456 sec): 2 clusters Score: Raw -5974.011687 + Penalty 718.437136 = -5255.574550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.344918 sec): 3 clusters Score: Raw -6091.566445 + Penalty 1435.293083 = -4656.273362 nChanged 11 SP:Iteration 1F (20.345375 sec): 3 clusters Score: Raw -6118.664687 + Penalty 1435.678961 = -4682.985726 nChanged 2 SP:Iteration 2Q (20.345803 sec): 3 clusters Score: Raw -6125.660001 + Penalty 1435.678961 = -4689.981040 nChanged 0 SP:Iteration 3F (20.346257 sec): 3 clusters Score: Raw -6125.660001 + Penalty 1435.678961 = -4689.981040 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 22 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.346784 sec): 2 clusters Score: Raw -796.632147 + Penalty 251.423753 = -545.208394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.347025 sec): 3 clusters Score: Raw -822.993784 + Penalty 497.162628 = -325.831155 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 23 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.347484 sec): 2 clusters Score: Raw -166.724920 + Penalty 122.463667 = -44.261253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.347694 sec): 3 clusters Score: Raw -155.731129 + Penalty 241.622799 = 85.891670 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 24 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.348484 sec): 2 clusters Score: Raw -6238.558528 + Penalty 444.019300 = -5794.539228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.348946 sec): 3 clusters Score: Raw -6247.132128 + Penalty 890.285841 = -5356.846287 nChanged 25 SP:Iteration 1F (20.349397 sec): 3 clusters Score: Raw -6293.670394 + Penalty 891.629062 = -5402.041332 nChanged 7 SP:Iteration 2F (20.349845 sec): 3 clusters Score: Raw -6308.561216 + Penalty 895.735599 = -5412.825617 nChanged 4 SP:Iteration 3Q (20.350280 sec): 3 clusters Score: Raw -6314.822090 + Penalty 897.458921 = -5417.363169 nChanged 3 SP:Iteration 4Q (20.350744 sec): 3 clusters Score: Raw -6318.229398 + Penalty 896.805915 = -5421.423483 nChanged 1 SP:Iteration 5Q (20.351176 sec): 3 clusters Score: Raw -6320.614118 + Penalty 897.693446 = -5422.920672 nChanged 1 SP:Iteration 6Q (20.351607 sec): 3 clusters Score: Raw -6324.518367 + Penalty 896.621256 = -5427.897111 nChanged 1 SP:Iteration 7Q (20.352038 sec): 3 clusters Score: Raw -6333.110727 + Penalty 899.489584 = -5433.621143 nChanged 3 SP:Iteration 8Q (20.352468 sec): 3 clusters Score: Raw -6338.932590 + Penalty 900.874836 = -5438.057755 nChanged 5 SP:Iteration 9Q (20.352894 sec): 3 clusters Score: Raw -6346.192546 + Penalty 900.874836 = -5445.317711 nChanged 0 SP:Iteration 10F (20.353339 sec): 3 clusters Score: Raw -6346.192546 + Penalty 900.874836 = -5445.317711 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 25 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.354324 sec): 2 clusters Score: Raw -9753.662315 + Penalty 332.521935 = -9421.140380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.354914 sec): 3 clusters Score: Raw -9668.751578 + Penalty 674.256074 = -8994.495503 nChanged 64 SP:Iteration 1F (20.355483 sec): 3 clusters Score: Raw -9723.519158 + Penalty 686.769343 = -9036.749814 nChanged 17 SP:Iteration 2F (20.356061 sec): 3 clusters Score: Raw -9743.173412 + Penalty 700.416118 = -9042.757294 nChanged 7 SP:Iteration 3Q (20.356625 sec): 3 clusters Score: Raw -9751.247091 + Penalty 708.915304 = -9042.331786 nChanged 5 SP:Iteration 4F (20.357191 sec): 3 clusters Score: Raw -9756.792080 + Penalty 716.007439 = -9040.784641 nChanged 5 SP:Iteration 5F (20.357760 sec): 3 clusters Score: Raw -9763.320261 + Penalty 719.221962 = -9044.098298 nChanged 3 SP:Iteration 6Q (20.358302 sec): 3 clusters Score: Raw -9767.669223 + Penalty 719.221962 = -9048.447261 nChanged 0 SP:Iteration 7F (20.358867 sec): 3 clusters Score: Raw -9767.669223 + Penalty 719.221962 = -9048.447261 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 26 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.359346 sec): 2 clusters Score: Raw -262.793197 + Penalty 149.001294 = -113.791903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.359570 sec): 3 clusters Score: Raw -256.928837 + Penalty 294.395023 = 37.466187 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 27 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.360149 sec): 2 clusters Score: Raw -1523.391894 + Penalty 114.575104 = -1408.816790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.360425 sec): 3 clusters Score: Raw -1532.802221 + Penalty 253.533157 = -1279.269064 nChanged 1 SP:Iteration 1Q (20.360690 sec): 3 clusters Score: Raw -1534.320512 + Penalty 263.219619 = -1271.100892 nChanged 1 SP:Iteration 2F (20.360961 sec): 3 clusters Score: Raw -1537.183833 + Penalty 263.219619 = -1273.964214 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 28 (397 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.362562 sec): 2 clusters Score: Raw -22163.785372 + Penalty 886.184686 = -21277.600686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.363475 sec): 3 clusters Score: Raw -22077.623830 + Penalty 1772.487979 = -20305.135851 nChanged 92 SP:Iteration 1F (20.364369 sec): 3 clusters Score: Raw -22187.428814 + Penalty 1772.394468 = -20415.034346 nChanged 20 SP:Iteration 2F (20.365263 sec): 3 clusters Score: Raw -22214.268660 + Penalty 1772.099936 = -20442.168724 nChanged 14 SP:Iteration 3Q (20.366142 sec): 3 clusters Score: Raw -22229.069812 + Penalty 1771.865648 = -20457.204164 nChanged 3 SP:Iteration 4Q (20.367014 sec): 3 clusters Score: Raw -22234.863531 + Penalty 1771.865648 = -20462.997882 nChanged 0 SP:Iteration 5F (20.367906 sec): 3 clusters Score: Raw -22234.863531 + Penalty 1771.865648 = -20462.997882 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 29 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.368431 sec): 2 clusters Score: Raw -431.262769 + Penalty 214.433508 = -216.829262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.368666 sec): 3 clusters Score: Raw -436.408346 + Penalty 426.348610 = -10.059736 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 30 (209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.369668 sec): 2 clusters Score: Raw -9450.302856 + Penalty 325.755940 = -9124.546916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.370265 sec): 3 clusters Score: Raw -9395.439724 + Penalty 651.134957 = -8744.304767 nChanged 49 SP:Iteration 1F (20.370853 sec): 3 clusters Score: Raw -9450.514621 + Penalty 649.444634 = -8801.069988 nChanged 17 SP:Iteration 2F (20.371440 sec): 3 clusters Score: Raw -9472.246871 + Penalty 648.416756 = -8823.830116 nChanged 6 SP:Iteration 3Q (20.372015 sec): 3 clusters Score: Raw -9482.339890 + Penalty 647.657633 = -8834.682257 nChanged 3 SP:Iteration 4Q (20.372591 sec): 3 clusters Score: Raw -9486.808347 + Penalty 647.224605 = -8839.583742 nChanged 3 SP:Iteration 5Q (20.373155 sec): 3 clusters Score: Raw -9488.401494 + Penalty 647.086582 = -8841.314911 nChanged 2 SP:Iteration 6Q (20.373715 sec): 3 clusters Score: Raw -9489.275317 + Penalty 647.041546 = -8842.233770 nChanged 1 SP:Iteration 7Q (20.374274 sec): 3 clusters Score: Raw -9489.729459 + Penalty 647.041546 = -8842.687913 nChanged 0 SP:Iteration 8F (20.374843 sec): 3 clusters Score: Raw -9489.729459 + Penalty 647.041546 = -8842.687913 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 31 (59 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.375461 sec): 2 clusters Score: Raw -3186.594088 + Penalty 532.181449 = -2654.412639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.375787 sec): 3 clusters Score: Raw -3237.895058 + Penalty 1064.592849 = -2173.302209 nChanged 4 SP:Iteration 1F (20.376106 sec): 3 clusters Score: Raw -3250.070398 + Penalty 1064.592849 = -2185.477549 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 32 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.376693 sec): 2 clusters Score: Raw -2337.345732 + Penalty 284.760739 = -2052.584993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.376997 sec): 3 clusters Score: Raw -2351.064575 + Penalty 572.068480 = -1778.996095 nChanged 4 SP:Iteration 1F (20.377299 sec): 3 clusters Score: Raw -2362.036235 + Penalty 576.076663 = -1785.959572 nChanged 2 SP:Iteration 2Q (20.377595 sec): 3 clusters Score: Raw -2367.148364 + Penalty 580.525987 = -1786.622377 nChanged 1 SP:Iteration 3Q (20.377888 sec): 3 clusters Score: Raw -2368.407202 + Penalty 580.525987 = -1787.881215 nChanged 0 SP:Iteration 4F (20.378188 sec): 3 clusters Score: Raw -2368.407202 + Penalty 580.525987 = -1787.881215 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 33 (278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.379366 sec): 2 clusters Score: Raw -12657.205669 + Penalty 255.543299 = -12401.662370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.380077 sec): 3 clusters Score: Raw -12509.455042 + Penalty 519.458513 = -11989.996528 nChanged 96 SP:Iteration 1F (20.380766 sec): 3 clusters Score: Raw -12603.150537 + Penalty 536.559636 = -12066.590901 nChanged 34 SP:Iteration 2F (20.381459 sec): 3 clusters Score: Raw -12631.782928 + Penalty 541.428652 = -12090.354277 nChanged 15 SP:Iteration 3F (20.382146 sec): 3 clusters Score: Raw -12645.329707 + Penalty 551.144091 = -12094.185616 nChanged 7 SP:Iteration 4Q (20.382821 sec): 3 clusters Score: Raw -12652.264770 + Penalty 556.786865 = -12095.477905 nChanged 5 SP:Iteration 5Q (20.383516 sec): 3 clusters Score: Raw -12654.250150 + Penalty 559.111931 = -12095.138219 nChanged 2 SP:Iteration 6F (20.384202 sec): 3 clusters Score: Raw -12654.757896 + Penalty 556.838683 = -12097.919213 nChanged 1 SP:Iteration 7Q (20.384870 sec): 3 clusters Score: Raw -12655.352300 + Penalty 555.568633 = -12099.783668 nChanged 1 SP:Iteration 8Q (20.385537 sec): 3 clusters Score: Raw -12655.628509 + Penalty 556.616069 = -12099.012441 nChanged 1 SP:Iteration 9F (20.386222 sec): 3 clusters Score: Raw -12656.141596 + Penalty 557.394420 = -12098.747175 nChanged 4 SP:Iteration 10F (20.386907 sec): 3 clusters Score: Raw -12659.721899 + Penalty 554.983483 = -12104.738416 nChanged 3 SP:Iteration 11Q (20.387573 sec): 3 clusters Score: Raw -12661.753772 + Penalty 556.850753 = -12104.903019 nChanged 1 SP:Iteration 12Q (20.388238 sec): 3 clusters Score: Raw -12662.145438 + Penalty 555.675279 = -12106.470160 nChanged 1 SP:Iteration 13Q (20.388926 sec): 3 clusters Score: Raw -12662.283989 + Penalty 555.675279 = -12106.608710 nChanged 0 SP:Iteration 14F (20.389614 sec): 3 clusters Score: Raw -12662.283989 + Penalty 555.675279 = -12106.608710 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 34 (163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.390777 sec): 2 clusters Score: Raw -8160.182375 + Penalty 482.583147 = -7677.599228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.391276 sec): 3 clusters Score: Raw -8097.923951 + Penalty 963.210445 = -7134.713506 nChanged 20 SP:Iteration 1F (20.391768 sec): 3 clusters Score: Raw -8117.694992 + Penalty 960.876912 = -7156.818080 nChanged 9 SP:Iteration 2F (20.392258 sec): 3 clusters Score: Raw -8125.368914 + Penalty 959.499746 = -7165.869167 nChanged 3 SP:Iteration 3Q (20.392748 sec): 3 clusters Score: Raw -8128.866187 + Penalty 958.756748 = -7170.109439 nChanged 4 SP:Iteration 4Q (20.393237 sec): 3 clusters Score: Raw -8136.824432 + Penalty 959.553399 = -7177.271032 nChanged 4 SP:Iteration 5Q (20.393724 sec): 3 clusters Score: Raw -8140.572460 + Penalty 959.938855 = -7180.633606 nChanged 3 SP:Iteration 6Q (20.394211 sec): 3 clusters Score: Raw -8142.712465 + Penalty 960.324794 = -7182.387671 nChanged 1 SP:Iteration 7Q (20.394699 sec): 3 clusters Score: Raw -8143.153080 + Penalty 961.372109 = -7181.780971 nChanged 2 SP:Iteration 8F (20.395187 sec): 3 clusters Score: Raw -8144.211735 + Penalty 961.914782 = -7182.296953 nChanged 1 SP:Iteration 9Q (20.395673 sec): 3 clusters Score: Raw -8144.522629 + Penalty 962.647175 = -7181.875454 nChanged 1 SP:Iteration 10F (20.396161 sec): 3 clusters Score: Raw -8145.362304 + Penalty 962.647175 = -7182.715129 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 35 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.397180 sec): 2 clusters Score: Raw -1096.816908 + Penalty 195.510002 = -901.306906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.397437 sec): 3 clusters Score: Raw -1106.637604 + Penalty 391.020005 = -715.617600 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 36 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.398204 sec): 2 clusters Score: Raw -290.170570 + Penalty 143.544768 = -146.625802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.398422 sec): 3 clusters Score: Raw -288.124585 + Penalty 288.677272 = 0.552687 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 37 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.399239 sec): 2 clusters Score: Raw -1178.096272 + Penalty 230.442529 = -947.653743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.399503 sec): 3 clusters Score: Raw -1237.275488 + Penalty 465.364485 = -771.911003 nChanged 1 SP:Iteration 1Q (20.399773 sec): 3 clusters Score: Raw -1244.184072 + Penalty 465.364485 = -778.819588 nChanged 0 SP:Iteration 2F (20.400032 sec): 3 clusters Score: Raw -1244.184072 + Penalty 465.364485 = -778.819588 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 38 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.400809 sec): 2 clusters Score: Raw -542.438145 + Penalty 224.009555 = -318.428591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.401038 sec): 3 clusters Score: Raw -558.661192 + Penalty 436.644434 = -122.016758 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 39 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.401861 sec): 2 clusters Score: Raw -1451.273019 + Penalty 241.062062 = -1210.210957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.402131 sec): 3 clusters Score: Raw -1488.163033 + Penalty 476.038463 = -1012.124570 nChanged 1 SP:Iteration 1Q (20.402390 sec): 3 clusters Score: Raw -1490.486968 + Penalty 476.038463 = -1014.448505 nChanged 0 SP:Iteration 2F (20.402654 sec): 3 clusters Score: Raw -1490.486968 + Penalty 476.038463 = -1014.448505 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 40 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.403480 sec): 2 clusters Score: Raw -1650.918193 + Penalty 480.860593 = -1170.057600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.403747 sec): 3 clusters Score: Raw -1732.591977 + Penalty 965.698547 = -766.893430 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 41 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.404542 sec): 2 clusters Score: Raw -1081.625592 + Penalty 365.925943 = -715.699649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.404786 sec): 3 clusters Score: Raw -1085.033238 + Penalty 736.738051 = -348.295187 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 42 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.405558 sec): 2 clusters Score: Raw -727.387116 + Penalty 296.640173 = -430.746943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.405791 sec): 3 clusters Score: Raw -755.697613 + Penalty 576.738550 = -178.959062 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 43 (102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.406795 sec): 2 clusters Score: Raw -4347.623908 + Penalty 536.274145 = -3811.349763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.407197 sec): 3 clusters Score: Raw -4398.176982 + Penalty 1072.748315 = -3325.428668 nChanged 4 SP:Iteration 1Q (20.407580 sec): 3 clusters Score: Raw -4411.479095 + Penalty 1072.548290 = -3338.930805 nChanged 1 SP:Iteration 2Q (20.407957 sec): 3 clusters Score: Raw -4413.458224 + Penalty 1072.548290 = -3340.909934 nChanged 0 SP:Iteration 3F (20.408352 sec): 3 clusters Score: Raw -4413.458224 + Penalty 1072.548290 = -3340.909934 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 44 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.409181 sec): 2 clusters Score: Raw -1167.183519 + Penalty 336.200031 = -830.983488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.409428 sec): 3 clusters Score: Raw -1170.422393 + Penalty 677.314735 = -493.107659 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 45 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.410183 sec): 2 clusters Score: Raw -295.935203 + Penalty 216.785282 = -79.149921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.410382 sec): 2 clusters Score: Raw -295.935203 + Penalty 216.785282 = -79.149921 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 46 (246 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.411832 sec): 2 clusters Score: Raw -11774.008051 + Penalty 478.748474 = -11295.259578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.412498 sec): 3 clusters Score: Raw -11701.503922 + Penalty 962.960662 = -10738.543260 nChanged 69 SP:Iteration 1F (20.413153 sec): 3 clusters Score: Raw -11790.260617 + Penalty 979.699306 = -10810.561311 nChanged 22 SP:Iteration 2F (20.413807 sec): 3 clusters Score: Raw -11826.678143 + Penalty 987.915857 = -10838.762286 nChanged 11 SP:Iteration 3Q (20.414439 sec): 3 clusters Score: Raw -11842.991443 + Penalty 988.454359 = -10854.537084 nChanged 2 SP:Iteration 4Q (20.415049 sec): 3 clusters Score: Raw -11848.773913 + Penalty 989.074507 = -10859.699406 nChanged 1 SP:Iteration 5Q (20.415644 sec): 3 clusters Score: Raw -11851.450141 + Penalty 989.074507 = -10862.375634 nChanged 0 SP:Iteration 6F (20.416276 sec): 3 clusters Score: Raw -11851.450141 + Penalty 989.074507 = -10862.375634 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 47 (104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.417407 sec): 2 clusters Score: Raw -5251.405654 + Penalty 572.954804 = -4678.450850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.417805 sec): 3 clusters Score: Raw -5328.092128 + Penalty 1148.706861 = -4179.385267 nChanged 10 SP:Iteration 1F (20.418197 sec): 3 clusters Score: Raw -5355.531198 + Penalty 1151.359170 = -4204.172028 nChanged 2 SP:Iteration 2Q (20.418571 sec): 3 clusters Score: Raw -5362.633000 + Penalty 1152.319954 = -4210.313046 nChanged 1 SP:Iteration 3Q (20.418940 sec): 3 clusters Score: Raw -5367.107974 + Penalty 1152.319954 = -4214.788021 nChanged 0 SP:Iteration 4F (20.419331 sec): 3 clusters Score: Raw -5367.107974 + Penalty 1152.319954 = -4214.788021 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 48 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.420171 sec): 2 clusters Score: Raw -1081.853926 + Penalty 201.183395 = -880.670530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.420427 sec): 3 clusters Score: Raw -1082.843919 + Penalty 450.461662 = -632.382256 nChanged 1 SP:Iteration 1Q (20.420675 sec): 3 clusters Score: Raw -1084.294123 + Penalty 450.461662 = -633.832461 nChanged 0 SP:Iteration 2F (20.420920 sec): 3 clusters Score: Raw -1084.294123 + Penalty 450.461662 = -633.832461 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 49 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.421718 sec): 2 clusters Score: Raw -958.981505 + Penalty 255.533062 = -703.448443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.421963 sec): 3 clusters Score: Raw -979.368945 + Penalty 514.547181 = -464.821763 nChanged 1 SP:Iteration 1Q (20.422200 sec): 3 clusters Score: Raw -982.920926 + Penalty 514.547181 = -468.373744 nChanged 0 SP:Iteration 2F (20.422443 sec): 3 clusters Score: Raw -982.920926 + Penalty 514.547181 = -468.373744 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 50 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.423236 sec): 2 clusters Score: Raw -838.596175 + Penalty 205.824171 = -632.772003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.423480 sec): 3 clusters Score: Raw -857.506908 + Penalty 406.882480 = -450.624428 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 51 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.424259 sec): 2 clusters Score: Raw -743.164930 + Penalty 326.845464 = -416.319466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.424519 sec): 3 clusters Score: Raw -770.028316 + Penalty 653.690928 = -116.337388 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 52 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.425304 sec): 2 clusters Score: Raw -636.661985 + Penalty 155.557988 = -481.103998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.425541 sec): 3 clusters Score: Raw -673.001715 + Penalty 320.700662 = -352.301053 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 53 (82 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.426562 sec): 2 clusters Score: Raw -3707.887570 + Penalty 693.962750 = -3013.924820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.426933 sec): 3 clusters Score: Raw -3840.115712 + Penalty 1388.082485 = -2452.033227 nChanged 2 SP:Iteration 1Q (20.427277 sec): 3 clusters Score: Raw -3852.808855 + Penalty 1388.082485 = -2464.726371 nChanged 0 SP:Iteration 2F (20.427639 sec): 3 clusters Score: Raw -3852.808855 + Penalty 1388.082485 = -2464.726371 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 54 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.428475 sec): 2 clusters Score: Raw -1424.900736 + Penalty 272.086434 = -1152.814302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.428737 sec): 3 clusters Score: Raw -1439.419215 + Penalty 550.467254 = -888.951961 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 55 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.429897 sec): 2 clusters Score: Raw -5658.576716 + Penalty 704.824319 = -4953.752398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.430362 sec): 3 clusters Score: Raw -5755.692706 + Penalty 1410.681473 = -4345.011233 nChanged 14 SP:Iteration 1F (20.430821 sec): 3 clusters Score: Raw -5801.983829 + Penalty 1409.648637 = -4392.335192 nChanged 2 SP:Iteration 2Q (20.431247 sec): 3 clusters Score: Raw -5809.739391 + Penalty 1409.648637 = -4400.090754 nChanged 0 SP:Iteration 3F (20.431714 sec): 3 clusters Score: Raw -5809.739391 + Penalty 1409.648637 = -4400.090754 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 56 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.432630 sec): 2 clusters Score: Raw -235.104595 + Penalty 116.634579 = -118.470016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.432847 sec): 3 clusters Score: Raw -236.651475 + Penalty 220.978537 = -15.672938 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 57 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.433596 sec): 2 clusters Score: Raw -207.815900 + Penalty 125.928988 = -81.886913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.433809 sec): 3 clusters Score: Raw -201.941897 + Penalty 251.857976 = 49.916078 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 58 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.434732 sec): 2 clusters Score: Raw -3692.700799 + Penalty 488.100729 = -3204.600070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.435068 sec): 3 clusters Score: Raw -3702.553637 + Penalty 976.362040 = -2726.191596 nChanged 3 SP:Iteration 1Q (20.435398 sec): 3 clusters Score: Raw -3708.732015 + Penalty 976.401825 = -2732.330190 nChanged 2 SP:Iteration 2Q (20.435725 sec): 3 clusters Score: Raw -3715.164421 + Penalty 977.270681 = -2737.893740 nChanged 2 SP:Iteration 3Q (20.436052 sec): 3 clusters Score: Raw -3720.987250 + Penalty 977.270681 = -2743.716569 nChanged 0 SP:Iteration 4F (20.436381 sec): 3 clusters Score: Raw -3720.987250 + Penalty 977.270681 = -2743.716569 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 59 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.437311 sec): 2 clusters Score: Raw -2767.597089 + Penalty 461.284515 = -2306.312575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.437618 sec): 3 clusters Score: Raw -2823.253358 + Penalty 922.251600 = -1901.001758 nChanged 4 SP:Iteration 1F (20.437922 sec): 3 clusters Score: Raw -2841.911053 + Penalty 922.847094 = -1919.063959 nChanged 1 SP:Iteration 2Q (20.438213 sec): 3 clusters Score: Raw -2845.003357 + Penalty 922.847094 = -1922.156263 nChanged 0 SP:Iteration 3F (20.438517 sec): 3 clusters Score: Raw -2845.003357 + Penalty 922.847094 = -1922.156263 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 60 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.439274 sec): 2 clusters Score: Raw -47.249580 + Penalty 0.000000 = -47.249580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.439464 sec): 2 clusters Score: Raw -47.249580 + Penalty 0.000000 = -47.249580 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 61 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.440234 sec): 2 clusters Score: Raw -664.637078 + Penalty 288.661455 = -375.975622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.440466 sec): 3 clusters Score: Raw -680.740180 + Penalty 578.702463 = -102.037717 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 62 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.441300 sec): 2 clusters Score: Raw -2005.119123 + Penalty 565.933297 = -1439.185826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.441580 sec): 3 clusters Score: Raw -2138.514542 + Penalty 1131.624115 = -1006.890427 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 63 (262 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.443021 sec): 2 clusters Score: Raw -13332.817646 + Penalty 540.880011 = -12791.937635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.443733 sec): 3 clusters Score: Raw -13266.482491 + Penalty 1081.823331 = -12184.659160 nChanged 58 SP:Iteration 1F (20.444394 sec): 3 clusters Score: Raw -13333.239664 + Penalty 1081.333829 = -12251.905835 nChanged 16 SP:Iteration 2F (20.445055 sec): 3 clusters Score: Raw -13359.124821 + Penalty 1081.031045 = -12278.093776 nChanged 8 SP:Iteration 3Q (20.445703 sec): 3 clusters Score: Raw -13369.512794 + Penalty 1080.621112 = -12288.891682 nChanged 6 SP:Iteration 4Q (20.446350 sec): 3 clusters Score: Raw -13376.188525 + Penalty 1080.976014 = -12295.212511 nChanged 4 SP:Iteration 5Q (20.446998 sec): 3 clusters Score: Raw -13379.449926 + Penalty 1080.976014 = -12298.473912 nChanged 0 SP:Iteration 6F (20.447655 sec): 3 clusters Score: Raw -13379.449926 + Penalty 1080.976014 = -12298.473912 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 64 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.448520 sec): 2 clusters Score: Raw -339.652760 + Penalty 166.782865 = -172.869895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.448749 sec): 3 clusters Score: Raw -347.628702 + Penalty 343.104117 = -4.524585 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 65 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.449587 sec): 2 clusters Score: Raw -1801.130674 + Penalty 449.703750 = -1351.426924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.449860 sec): 3 clusters Score: Raw -1865.100715 + Penalty 894.507241 = -970.593474 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 66 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.450693 sec): 2 clusters Score: Raw -943.967115 + Penalty 351.982585 = -591.984530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.450936 sec): 3 clusters Score: Raw -982.464442 + Penalty 674.649280 = -307.815162 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 68 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.451794 sec): 2 clusters Score: Raw -1780.267243 + Penalty 368.617319 = -1411.649924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.452074 sec): 3 clusters Score: Raw -1819.449404 + Penalty 748.839330 = -1070.610074 nChanged 1 SP:Iteration 1Q (20.452339 sec): 3 clusters Score: Raw -1826.022763 + Penalty 748.839330 = -1077.183433 nChanged 0 SP:Iteration 2F (20.452610 sec): 3 clusters Score: Raw -1826.022763 + Penalty 748.839330 = -1077.183433 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 69 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.453363 sec): 2 clusters Score: Raw -165.439781 + Penalty 129.779205 = -35.660576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.453575 sec): 3 clusters Score: Raw -156.094560 + Penalty 255.123519 = 99.028960 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 70 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.454308 sec): 2 clusters Score: Raw -45.349052 + Penalty 0.000000 = -45.349052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.454497 sec): 2 clusters Score: Raw -45.349052 + Penalty 0.000000 = -45.349052 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 72 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.455260 sec): 2 clusters Score: Raw -538.452585 + Penalty 192.280943 = -346.171643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.455491 sec): 3 clusters Score: Raw -548.777177 + Penalty 387.937420 = -160.839757 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 73 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.456272 sec): 2 clusters Score: Raw -663.450467 + Penalty 142.963559 = -520.486908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.456517 sec): 3 clusters Score: Raw -674.881663 + Penalty 288.835716 = -386.045947 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 74 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.457413 sec): 2 clusters Score: Raw -2371.743716 + Penalty 544.474525 = -1827.269191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.457711 sec): 3 clusters Score: Raw -2481.523234 + Penalty 1088.949049 = -1392.574185 nChanged 1 SP:Iteration 1Q (20.457988 sec): 3 clusters Score: Raw -2489.031329 + Penalty 1088.949049 = -1400.082280 nChanged 0 SP:Iteration 2F (20.458275 sec): 3 clusters Score: Raw -2489.031329 + Penalty 1088.949049 = -1400.082280 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 75 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.459045 sec): 2 clusters Score: Raw -429.387994 + Penalty 278.594056 = -150.793937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.459264 sec): 3 clusters Score: Raw -415.915787 + Penalty 565.604082 = 149.688295 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 77 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.460090 sec): 2 clusters Score: Raw -1433.513095 + Penalty 213.444454 = -1220.068641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.460360 sec): 3 clusters Score: Raw -1473.293218 + Penalty 426.031714 = -1047.261504 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 78 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.461225 sec): 2 clusters Score: Raw -1889.888954 + Penalty 223.415014 = -1666.473940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.461506 sec): 3 clusters Score: Raw -1906.209701 + Penalty 432.379756 = -1473.829944 nChanged 3 SP:Iteration 1F (20.461789 sec): 3 clusters Score: Raw -1909.496692 + Penalty 426.926262 = -1482.570430 nChanged 1 SP:Iteration 2Q (20.462068 sec): 3 clusters Score: Raw -1910.632610 + Penalty 418.881563 = -1491.751047 nChanged 1 SP:Iteration 3Q (20.462346 sec): 3 clusters Score: Raw -1911.797524 + Penalty 418.881563 = -1492.915961 nChanged 0 SP:Iteration 4F (20.462628 sec): 3 clusters Score: Raw -1911.797524 + Penalty 418.881563 = -1492.915961 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 79 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.463474 sec): 2 clusters Score: Raw -1443.262603 + Penalty 154.788023 = -1288.474580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.463751 sec): 3 clusters Score: Raw -1450.665866 + Penalty 307.089973 = -1143.575893 nChanged 5 SP:Iteration 1F (20.464024 sec): 3 clusters Score: Raw -1465.653617 + Penalty 304.528933 = -1161.124683 nChanged 2 SP:Iteration 2F (20.464295 sec): 3 clusters Score: Raw -1468.593446 + Penalty 309.062960 = -1159.530486 nChanged 1 SP:Iteration 3F (20.464566 sec): 3 clusters Score: Raw -1472.220510 + Penalty 309.062960 = -1163.157549 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 80 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.465335 sec): 2 clusters Score: Raw -538.870683 + Penalty 298.921570 = -239.949113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.465561 sec): 3 clusters Score: Raw -555.554144 + Penalty 597.843140 = 42.288996 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 81 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.466319 sec): 2 clusters Score: Raw -447.186726 + Penalty 273.250531 = -173.936196 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.466543 sec): 3 clusters Score: Raw -448.721725 + Penalty 554.879407 = 106.157682 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 82 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.467320 sec): 2 clusters Score: Raw -871.005849 + Penalty 401.239715 = -469.766133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.467558 sec): 3 clusters Score: Raw -918.920237 + Penalty 811.728385 = -107.191851 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 83 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.468491 sec): 2 clusters Score: Raw -3772.778326 + Penalty 498.215784 = -3274.562542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.468841 sec): 3 clusters Score: Raw -3826.091626 + Penalty 999.278940 = -2826.812686 nChanged 5 SP:Iteration 1F (20.469182 sec): 3 clusters Score: Raw -3845.336599 + Penalty 1001.118495 = -2844.218104 nChanged 1 SP:Iteration 2Q (20.469509 sec): 3 clusters Score: Raw -3849.136562 + Penalty 1001.118495 = -2848.018067 nChanged 0 SP:Iteration 3F (20.469848 sec): 3 clusters Score: Raw -3849.136562 + Penalty 1001.118495 = -2848.018067 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 84 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.470670 sec): 2 clusters Score: Raw -1147.461812 + Penalty 330.652545 = -816.809267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.470920 sec): 3 clusters Score: Raw -1176.192339 + Penalty 650.404613 = -525.787726 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 85 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.471712 sec): 2 clusters Score: Raw -476.717532 + Penalty 181.278726 = -295.438806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.471938 sec): 3 clusters Score: Raw -505.244486 + Penalty 385.480239 = -119.764246 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 86 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.472697 sec): 2 clusters Score: Raw -413.304488 + Penalty 171.444325 = -241.860163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.472922 sec): 3 clusters Score: Raw -407.379192 + Penalty 337.103954 = -70.275238 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 87 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.473802 sec): 2 clusters Score: Raw -3012.981491 + Penalty 512.448268 = -2500.533223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.474117 sec): 3 clusters Score: Raw -3087.232436 + Penalty 1021.508906 = -2065.723530 nChanged 2 SP:Iteration 1Q (20.474417 sec): 3 clusters Score: Raw -3099.321751 + Penalty 1021.630491 = -2077.691260 nChanged 1 SP:Iteration 2Q (20.474712 sec): 3 clusters Score: Raw -3104.004673 + Penalty 1021.630491 = -2082.374182 nChanged 0 SP:Iteration 3F (20.475020 sec): 3 clusters Score: Raw -3104.004673 + Penalty 1021.630491 = -2082.374182 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 88 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.475800 sec): 2 clusters Score: Raw -532.484636 + Penalty 216.412386 = -316.072250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.476029 sec): 3 clusters Score: Raw -549.152099 + Penalty 432.097474 = -117.054625 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 89 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.476841 sec): 2 clusters Score: Raw -1498.044620 + Penalty 324.001005 = -1174.043614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.477104 sec): 3 clusters Score: Raw -1528.810972 + Penalty 644.869985 = -883.940987 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 91 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.477917 sec): 2 clusters Score: Raw -1237.922711 + Penalty 363.345169 = -874.577542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.478175 sec): 3 clusters Score: Raw -1312.544882 + Penalty 719.769983 = -592.774898 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 92 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.478931 sec): 2 clusters Score: Raw -194.608047 + Penalty 118.976931 = -75.631116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.479140 sec): 3 clusters Score: Raw -191.631780 + Penalty 230.331848 = 38.700068 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 93 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.479909 sec): 2 clusters Score: Raw -728.053163 + Penalty 359.966184 = -368.086979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.480140 sec): 3 clusters Score: Raw -734.994321 + Penalty 711.267108 = -23.727213 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 95 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.480892 sec): 2 clusters Score: Raw -373.990894 + Penalty 217.669460 = -156.321434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.481113 sec): 3 clusters Score: Raw -376.641646 + Penalty 432.809281 = 56.167635 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 96 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.481884 sec): 2 clusters Score: Raw -434.235732 + Penalty 202.915029 = -231.320703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.482108 sec): 3 clusters Score: Raw -432.742212 + Penalty 404.167816 = -28.574397 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 97 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.482872 sec): 2 clusters Score: Raw -591.664798 + Penalty 277.163011 = -314.501787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.483102 sec): 3 clusters Score: Raw -604.017271 + Penalty 555.713362 = -48.303909 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 98 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.483845 sec): 2 clusters Score: Raw -216.691262 + Penalty 146.685354 = -70.005908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.484042 sec): 2 clusters Score: Raw -216.691262 + Penalty 146.685354 = -70.005908 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 99 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.484781 sec): 2 clusters Score: Raw -163.597989 + Penalty 155.087193 = -8.510796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.484992 sec): 3 clusters Score: Raw -155.586032 + Penalty 311.503381 = 155.917348 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 100 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.485767 sec): 2 clusters Score: Raw -709.688764 + Penalty 181.240655 = -528.448109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.486005 sec): 3 clusters Score: Raw -741.434405 + Penalty 364.095300 = -377.339105 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 101 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.486790 sec): 2 clusters Score: Raw -985.449783 + Penalty 296.891661 = -688.558123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.487038 sec): 3 clusters Score: Raw -1003.905049 + Penalty 587.771381 = -416.133667 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 102 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.487799 sec): 2 clusters Score: Raw -560.073773 + Penalty 288.023436 = -272.050337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.488025 sec): 3 clusters Score: Raw -569.906674 + Penalty 574.368166 = 4.461492 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 103 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.488760 sec): 2 clusters Score: Raw -46.897072 + Penalty 0.000000 = -46.897072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.488951 sec): 2 clusters Score: Raw -46.897072 + Penalty 0.000000 = -46.897072 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 104 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.489710 sec): 2 clusters Score: Raw -403.897960 + Penalty 167.296789 = -236.601171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.489936 sec): 3 clusters Score: Raw -413.240864 + Penalty 346.645932 = -66.594932 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 105 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.490703 sec): 2 clusters Score: Raw -491.741058 + Penalty 291.195122 = -200.545936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.490926 sec): 3 clusters Score: Raw -476.918406 + Penalty 576.780265 = 99.861859 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 106 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.491699 sec): 2 clusters Score: Raw -367.757441 + Penalty 228.938254 = -138.819187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.491919 sec): 3 clusters Score: Raw -368.342896 + Penalty 461.255773 = 92.912877 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 108 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.492662 sec): 2 clusters Score: Raw -230.504139 + Penalty 173.248851 = -57.255288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.492874 sec): 3 clusters Score: Raw -220.983394 + Penalty 173.248851 = -47.734543 nChanged 1 SP:Iteration 1F (20.493067 sec): 2 clusters Score: Raw -230.504139 + Penalty 173.248851 = -57.255288 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 109 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.493812 sec): 2 clusters Score: Raw -290.570838 + Penalty 222.100676 = -68.470162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.494028 sec): 3 clusters Score: Raw -279.665035 + Penalty 447.233745 = 167.568710 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 110 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.494781 sec): 2 clusters Score: Raw -338.829783 + Penalty 188.321127 = -150.508656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.495001 sec): 3 clusters Score: Raw -346.686905 + Penalty 378.803133 = 32.116228 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 111 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.495748 sec): 2 clusters Score: Raw -165.691057 + Penalty 122.711477 = -42.979580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.495958 sec): 3 clusters Score: Raw -155.111440 + Penalty 122.711477 = -32.399963 nChanged 1 SP:Iteration 1F (20.496149 sec): 2 clusters Score: Raw -165.691057 + Penalty 122.711477 = -42.979580 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 112 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.496939 sec): 2 clusters Score: Raw -894.773386 + Penalty 326.123487 = -568.649899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.497185 sec): 3 clusters Score: Raw -962.752866 + Penalty 661.385485 = -301.367381 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 113 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.497941 sec): 2 clusters Score: Raw -362.041770 + Penalty 256.727021 = -105.314749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.498158 sec): 3 clusters Score: Raw -347.909293 + Penalty 511.805327 = 163.896034 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 114 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.498977 sec): 2 clusters Score: Raw -1500.835202 + Penalty 432.069359 = -1068.765843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.499245 sec): 3 clusters Score: Raw -1589.583945 + Penalty 859.210351 = -730.373594 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 115 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.500006 sec): 2 clusters Score: Raw -362.895927 + Penalty 165.661309 = -197.234618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.500227 sec): 3 clusters Score: Raw -357.296969 + Penalty 337.116806 = -20.180163 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 116 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.500985 sec): 2 clusters Score: Raw -166.813682 + Penalty 132.155165 = -34.658517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.501196 sec): 3 clusters Score: Raw -156.048959 + Penalty 262.942083 = 106.893124 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 117 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.501967 sec): 2 clusters Score: Raw -676.380288 + Penalty 311.575534 = -364.804754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.502198 sec): 3 clusters Score: Raw -695.413722 + Penalty 621.610107 = -73.803615 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 118 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.502980 sec): 2 clusters Score: Raw -1059.350305 + Penalty 416.949049 = -642.401257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.503226 sec): 3 clusters Score: Raw -1118.343929 + Penalty 833.005094 = -285.338835 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 119 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.503956 sec): 2 clusters Score: Raw -43.712737 + Penalty 0.000000 = -43.712737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.504142 sec): 2 clusters Score: Raw -43.712737 + Penalty 0.000000 = -43.712737 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 120 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.504944 sec): 2 clusters Score: Raw -1589.982371 + Penalty 473.941227 = -1116.041144 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.505202 sec): 3 clusters Score: Raw -1638.890912 + Penalty 949.202230 = -689.688682 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 121 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.505974 sec): 2 clusters Score: Raw -699.818340 + Penalty 273.194985 = -426.623355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.506207 sec): 3 clusters Score: Raw -706.648086 + Penalty 549.357522 = -157.290564 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 122 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.506976 sec): 2 clusters Score: Raw -644.806784 + Penalty 230.628288 = -414.178496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.507207 sec): 3 clusters Score: Raw -655.752158 + Penalty 468.782278 = -186.969880 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 123 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.507949 sec): 2 clusters Score: Raw -134.183069 + Penalty 52.273265 = -81.909804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.508151 sec): 3 clusters Score: Raw -131.067632 + Penalty 98.788259 = -32.279373 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 124 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.508940 sec): 2 clusters Score: Raw -1102.430497 + Penalty 377.997953 = -724.432544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.509189 sec): 3 clusters Score: Raw -1161.230643 + Penalty 755.995906 = -405.234737 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 125 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.509952 sec): 2 clusters Score: Raw -498.238885 + Penalty 259.556661 = -238.682224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.510177 sec): 3 clusters Score: Raw -501.220914 + Penalty 486.396963 = -14.823952 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 126 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.510997 sec): 2 clusters Score: Raw -1290.659256 + Penalty 348.719631 = -941.939625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.511252 sec): 3 clusters Score: Raw -1360.034473 + Penalty 694.862915 = -665.171558 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 128 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.512031 sec): 2 clusters Score: Raw -778.099384 + Penalty 331.882619 = -446.216765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.512263 sec): 3 clusters Score: Raw -770.280523 + Penalty 663.602356 = -106.678167 nChanged 1 SP:Iteration 1F (20.512490 sec): 3 clusters Score: Raw -775.211363 + Penalty 663.602356 = -111.609007 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 129 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.513293 sec): 2 clusters Score: Raw -1313.283484 + Penalty 389.815224 = -923.468260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.513549 sec): 3 clusters Score: Raw -1355.025173 + Penalty 780.264354 = -574.760818 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 130 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.514327 sec): 2 clusters Score: Raw -773.741452 + Penalty 344.142063 = -429.599390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.514560 sec): 3 clusters Score: Raw -793.076022 + Penalty 692.312854 = -100.763168 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 131 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.515327 sec): 2 clusters Score: Raw -511.650510 + Penalty 79.681607 = -431.968904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.515558 sec): 3 clusters Score: Raw -512.997044 + Penalty 167.797470 = -345.199574 nChanged 1 SP:Iteration 1F (20.515783 sec): 3 clusters Score: Raw -516.215071 + Penalty 167.797470 = -348.417601 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 132 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.516538 sec): 2 clusters Score: Raw -432.191915 + Penalty 226.546624 = -205.645290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.516760 sec): 3 clusters Score: Raw -430.348994 + Penalty 451.385912 = 21.036918 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 133 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.517519 sec): 2 clusters Score: Raw -496.325978 + Penalty 212.850825 = -283.475153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.517744 sec): 3 clusters Score: Raw -490.290556 + Penalty 426.465402 = -63.825154 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 134 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.518491 sec): 2 clusters Score: Raw -230.943145 + Penalty 166.266796 = -64.676348 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.518708 sec): 3 clusters Score: Raw -244.136030 + Penalty 315.834254 = 71.698224 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 135 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.519539 sec): 2 clusters Score: Raw -2190.088191 + Penalty 388.594744 = -1801.493446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.519823 sec): 3 clusters Score: Raw -2207.801311 + Penalty 768.516157 = -1439.285154 nChanged 2 SP:Iteration 1F (20.520102 sec): 3 clusters Score: Raw -2215.450507 + Penalty 768.516157 = -1446.934350 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 136 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.520872 sec): 2 clusters Score: Raw -228.197679 + Penalty 127.305984 = -100.891695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.521088 sec): 3 clusters Score: Raw -229.841495 + Penalty 254.805359 = 24.963863 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 137 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.521835 sec): 2 clusters Score: Raw -200.525021 + Penalty 94.159515 = -106.365506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.522048 sec): 3 clusters Score: Raw -192.614225 + Penalty 188.319031 = -4.295195 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 138 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.522807 sec): 2 clusters Score: Raw -595.876073 + Penalty 295.281886 = -300.594187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.523031 sec): 3 clusters Score: Raw -582.001201 + Penalty 581.964424 = -0.036777 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 139 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.523829 sec): 2 clusters Score: Raw -1216.357267 + Penalty 387.211832 = -829.145436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.524079 sec): 3 clusters Score: Raw -1277.054425 + Penalty 778.854720 = -498.199705 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 140 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.524874 sec): 2 clusters Score: Raw -1089.423749 + Penalty 331.526807 = -757.896942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.525119 sec): 3 clusters Score: Raw -1090.583812 + Penalty 661.957405 = -428.626407 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 141 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.525889 sec): 2 clusters Score: Raw -717.069313 + Penalty 328.842566 = -388.226747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.526121 sec): 3 clusters Score: Raw -737.194845 + Penalty 659.636439 = -77.558406 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 143 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.526916 sec): 2 clusters Score: Raw -686.721780 + Penalty 338.285495 = -348.436285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.527149 sec): 3 clusters Score: Raw -708.758703 + Penalty 671.720989 = -37.037714 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 144 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.527995 sec): 2 clusters Score: Raw -1985.906433 + Penalty 528.850775 = -1457.055658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.528276 sec): 3 clusters Score: Raw -2122.133783 + Penalty 1057.468532 = -1064.665251 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 145 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.529060 sec): 2 clusters Score: Raw -842.987261 + Penalty 281.190828 = -561.796433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.529295 sec): 3 clusters Score: Raw -837.460454 + Penalty 562.946281 = -274.514172 nChanged 1 SP:Iteration 1F (20.529527 sec): 3 clusters Score: Raw -838.786758 + Penalty 562.946281 = -275.840477 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 146 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.530283 sec): 2 clusters Score: Raw -161.774441 + Penalty 113.919764 = -47.854677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.530494 sec): 3 clusters Score: Raw -153.242521 + Penalty 225.093784 = 71.851263 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 147 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.531267 sec): 2 clusters Score: Raw -215.650246 + Penalty 134.540181 = -81.110065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.531480 sec): 3 clusters Score: Raw -206.546265 + Penalty 280.352317 = 73.806052 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 148 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.532259 sec): 2 clusters Score: Raw -853.632742 + Penalty 321.484708 = -532.148035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.532495 sec): 3 clusters Score: Raw -855.516183 + Penalty 642.642214 = -212.873969 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 149 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.533286 sec): 2 clusters Score: Raw -818.420108 + Penalty 253.315208 = -565.104900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.533519 sec): 3 clusters Score: Raw -812.962719 + Penalty 505.704815 = -307.257903 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 150 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.534260 sec): 2 clusters Score: Raw -158.507581 + Penalty 106.618381 = -51.889200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.534468 sec): 3 clusters Score: Raw -150.699933 + Penalty 205.447669 = 54.747736 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 151 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.535215 sec): 2 clusters Score: Raw -368.706811 + Penalty 250.970030 = -117.736781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.535432 sec): 3 clusters Score: Raw -353.011297 + Penalty 515.841790 = 162.830493 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 152 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.536172 sec): 2 clusters Score: Raw -167.574799 + Penalty 134.473369 = -33.101431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.536381 sec): 3 clusters Score: Raw -156.689293 + Penalty 271.506689 = 114.817396 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 153 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.537128 sec): 2 clusters Score: Raw -328.127258 + Penalty 179.779820 = -148.347438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.537347 sec): 3 clusters Score: Raw -318.105889 + Penalty 364.589257 = 46.483368 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 154 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.538094 sec): 2 clusters Score: Raw -325.134459 + Penalty 179.387847 = -145.746612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.538311 sec): 3 clusters Score: Raw -322.059422 + Penalty 346.577716 = 24.518293 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 155 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.539044 sec): 2 clusters Score: Raw -49.466184 + Penalty 0.000000 = -49.466184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.539233 sec): 2 clusters Score: Raw -49.466184 + Penalty 0.000000 = -49.466184 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 157 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.539982 sec): 2 clusters Score: Raw -394.396286 + Penalty 237.468407 = -156.927879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.540220 sec): 3 clusters Score: Raw -391.657722 + Penalty 479.676404 = 88.018682 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 158 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.540977 sec): 2 clusters Score: Raw -363.044265 + Penalty 221.077914 = -141.966351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.541197 sec): 3 clusters Score: Raw -367.767812 + Penalty 426.853289 = 59.085477 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 159 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.541936 sec): 2 clusters Score: Raw -107.246434 + Penalty 86.888134 = -20.358300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.542143 sec): 3 clusters Score: Raw -97.159756 + Penalty 173.776267 = 76.616511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 160 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.542895 sec): 2 clusters Score: Raw -467.211390 + Penalty 296.991151 = -170.220239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.543116 sec): 3 clusters Score: Raw -463.225102 + Penalty 590.479904 = 127.254801 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 161 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.543882 sec): 2 clusters Score: Raw -648.539968 + Penalty 284.260908 = -364.279060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.544113 sec): 3 clusters Score: Raw -657.238154 + Penalty 572.109635 = -85.128520 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 163 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.544851 sec): 2 clusters Score: Raw -109.456739 + Penalty 83.710027 = -25.746712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.545044 sec): 2 clusters Score: Raw -109.456739 + Penalty 83.710027 = -25.746712 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 165 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.545794 sec): 2 clusters Score: Raw -375.894028 + Penalty 223.874353 = -152.019675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.546014 sec): 3 clusters Score: Raw -374.846731 + Penalty 447.393802 = 72.547071 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 167 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.546768 sec): 2 clusters Score: Raw -362.806295 + Penalty 197.148650 = -165.657645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.546988 sec): 3 clusters Score: Raw -368.281733 + Penalty 392.341973 = 24.060240 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 169 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.547754 sec): 2 clusters Score: Raw -637.122485 + Penalty 287.425511 = -349.696974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.547986 sec): 3 clusters Score: Raw -678.462427 + Penalty 577.210248 = -101.252179 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 170 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.548731 sec): 2 clusters Score: Raw -205.513438 + Penalty 165.368780 = -40.144659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.548944 sec): 3 clusters Score: Raw -200.319655 + Penalty 353.444251 = 153.124596 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 171 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.549685 sec): 2 clusters Score: Raw -159.299508 + Penalty 127.269204 = -32.030304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.549912 sec): 3 clusters Score: Raw -152.885962 + Penalty 263.234012 = 110.348050 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 172 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.550662 sec): 2 clusters Score: Raw -299.070268 + Penalty 217.761752 = -81.308515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.550881 sec): 3 clusters Score: Raw -284.987450 + Penalty 437.705466 = 152.718016 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 173 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.551619 sec): 2 clusters Score: Raw -164.625097 + Penalty 132.367760 = -32.257337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.551829 sec): 3 clusters Score: Raw -154.318553 + Penalty 267.164383 = 112.845831 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 175 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.552588 sec): 2 clusters Score: Raw -422.958370 + Penalty 205.252925 = -217.705445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.552811 sec): 3 clusters Score: Raw -416.044249 + Penalty 410.964213 = -5.080036 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 176 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.553558 sec): 2 clusters Score: Raw -173.897250 + Penalty 150.576125 = -23.321126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.553769 sec): 3 clusters Score: Raw -161.744025 + Penalty 298.931649 = 137.187624 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 177 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.554510 sec): 2 clusters Score: Raw -104.870286 + Penalty 72.279581 = -32.590705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.554703 sec): 2 clusters Score: Raw -104.870286 + Penalty 72.279581 = -32.590705 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 179 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.555443 sec): 2 clusters Score: Raw -138.527234 + Penalty 72.344277 = -66.182957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.555638 sec): 2 clusters Score: Raw -138.527234 + Penalty 72.344277 = -66.182957 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 180 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.556367 sec): 2 clusters Score: Raw -49.098725 + Penalty 0.000000 = -49.098725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.556557 sec): 2 clusters Score: Raw -49.098725 + Penalty 0.000000 = -49.098725 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 181 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.557293 sec): 2 clusters Score: Raw -108.925428 + Penalty 87.422564 = -21.502864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.557487 sec): 2 clusters Score: Raw -108.925428 + Penalty 87.422564 = -21.502864 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 182 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.558237 sec): 2 clusters Score: Raw -196.200788 + Penalty 114.513815 = -81.686973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.558450 sec): 3 clusters Score: Raw -193.685783 + Penalty 229.027629 = 35.341846 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 184 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.559238 sec): 2 clusters Score: Raw -1054.988049 + Penalty 439.960196 = -615.027853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.559501 sec): 3 clusters Score: Raw -1120.580726 + Penalty 882.331123 = -238.249603 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 186 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.560276 sec): 2 clusters Score: Raw -640.580710 + Penalty 294.363889 = -346.216821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.560508 sec): 3 clusters Score: Raw -671.022319 + Penalty 588.727777 = -82.294542 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 187 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.561253 sec): 2 clusters Score: Raw -140.585953 + Penalty 74.024740 = -66.561213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.561460 sec): 3 clusters Score: Raw -137.878146 + Penalty 142.599512 = 4.721366 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 188 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.562221 sec): 2 clusters Score: Raw -508.124971 + Penalty 291.105624 = -217.019347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.562445 sec): 3 clusters Score: Raw -500.334484 + Penalty 600.445000 = 100.110517 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 189 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.563187 sec): 2 clusters Score: Raw -164.162601 + Penalty 112.492589 = -51.670011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.563381 sec): 2 clusters Score: Raw -164.162601 + Penalty 112.492589 = -51.670011 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 191 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.564181 sec): 2 clusters Score: Raw -1567.673785 + Penalty 413.182421 = -1154.491365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.564435 sec): 3 clusters Score: Raw -1578.752539 + Penalty 826.364841 = -752.387698 nChanged 1 SP:Iteration 1Q (20.564681 sec): 3 clusters Score: Raw -1581.863164 + Penalty 826.364841 = -755.498323 nChanged 0 SP:Iteration 2F (20.564931 sec): 3 clusters Score: Raw -1581.863164 + Penalty 826.364841 = -755.498323 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 192 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.565705 sec): 2 clusters Score: Raw -729.837915 + Penalty 278.604591 = -451.233324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.565937 sec): 3 clusters Score: Raw -736.295597 + Penalty 565.749733 = -170.545864 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 193 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.566695 sec): 2 clusters Score: Raw -545.958685 + Penalty 301.556279 = -244.402406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.566919 sec): 3 clusters Score: Raw -532.590940 + Penalty 604.574991 = 71.984051 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 194 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.567660 sec): 2 clusters Score: Raw -165.399714 + Penalty 121.386935 = -44.012779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.567855 sec): 2 clusters Score: Raw -165.399714 + Penalty 121.386935 = -44.012779 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 195 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.568592 sec): 2 clusters Score: Raw -176.065880 + Penalty 145.491634 = -30.574246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.568804 sec): 3 clusters Score: Raw -162.141962 + Penalty 145.491634 = -16.650328 nChanged 1 SP:Iteration 1F (20.569012 sec): 2 clusters Score: Raw -176.065880 + Penalty 145.491634 = -30.574246 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 196 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.569769 sec): 2 clusters Score: Raw -507.234864 + Penalty 255.955588 = -251.279276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.569993 sec): 3 clusters Score: Raw -498.117707 + Penalty 536.497207 = 38.379501 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 198 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.570735 sec): 2 clusters Score: Raw -168.689131 + Penalty 149.807592 = -18.881539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.570945 sec): 3 clusters Score: Raw -158.079021 + Penalty 301.705765 = 143.626745 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 199 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.571680 sec): 2 clusters Score: Raw -103.906533 + Penalty 73.098845 = -30.807689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.571884 sec): 3 clusters Score: Raw -96.196310 + Penalty 146.197689 = 50.001379 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 201 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.572609 sec): 2 clusters Score: Raw -44.184343 + Penalty 0.000000 = -44.184343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.572795 sec): 2 clusters Score: Raw -44.184343 + Penalty 0.000000 = -44.184343 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 205 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.573546 sec): 2 clusters Score: Raw -403.846812 + Penalty 210.671775 = -193.175037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.573770 sec): 3 clusters Score: Raw -409.718830 + Penalty 426.116017 = 16.397187 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 206 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.574510 sec): 2 clusters Score: Raw -160.196984 + Penalty 123.541167 = -36.655817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.574720 sec): 3 clusters Score: Raw -152.324057 + Penalty 243.990861 = 91.666804 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 207 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.575460 sec): 2 clusters Score: Raw -207.262509 + Penalty 137.573190 = -69.689319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.575674 sec): 3 clusters Score: Raw -202.115210 + Penalty 275.146380 = 73.031170 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 210 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.576417 sec): 2 clusters Score: Raw -299.663022 + Penalty 215.974821 = -83.688201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.576634 sec): 3 clusters Score: Raw -283.754738 + Penalty 431.808828 = 148.054091 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 211 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.577381 sec): 2 clusters Score: Raw -302.815620 + Penalty 219.523245 = -83.292374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.577594 sec): 3 clusters Score: Raw -291.433214 + Penalty 219.523245 = -71.909968 nChanged 1 SP:Iteration 1F (20.577791 sec): 2 clusters Score: Raw -302.815620 + Penalty 219.523245 = -83.292374 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 213 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.578541 sec): 2 clusters Score: Raw -104.949872 + Penalty 85.662479 = -19.287393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.578737 sec): 2 clusters Score: Raw -104.949872 + Penalty 85.662479 = -19.287393 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 214 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.579551 sec): 2 clusters Score: Raw -1187.461832 + Penalty 90.500013 = -1096.961819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.579815 sec): 3 clusters Score: Raw -1187.599829 + Penalty 182.586378 = -1005.013451 nChanged 2 SP:Iteration 1F (20.580074 sec): 3 clusters Score: Raw -1193.915705 + Penalty 182.586378 = -1011.329327 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 215 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.580825 sec): 2 clusters Score: Raw -224.358793 + Penalty 169.250599 = -55.108194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.581021 sec): 2 clusters Score: Raw -224.358793 + Penalty 169.250599 = -55.108194 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 216 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.581776 sec): 2 clusters Score: Raw -410.102726 + Penalty 167.091070 = -243.011655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.582001 sec): 3 clusters Score: Raw -426.865810 + Penalty 322.581036 = -104.284774 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 217 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.582733 sec): 2 clusters Score: Raw -49.026204 + Penalty 0.000000 = -49.026204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.582922 sec): 2 clusters Score: Raw -49.026204 + Penalty 0.000000 = -49.026204 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 219 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.583774 sec): 2 clusters Score: Raw -1756.064038 + Penalty 93.388331 = -1662.675707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.584069 sec): 3 clusters Score: Raw -1764.236558 + Penalty 186.757748 = -1577.478811 nChanged 8 SP:Iteration 1F (20.584365 sec): 3 clusters Score: Raw -1778.152776 + Penalty 187.573052 = -1590.579724 nChanged 1 SP:Iteration 2Q (20.584648 sec): 3 clusters Score: Raw -1781.227533 + Penalty 187.573052 = -1593.654481 nChanged 0 SP:Iteration 3F (20.584941 sec): 3 clusters Score: Raw -1781.227533 + Penalty 187.573052 = -1593.654481 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 220 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.585697 sec): 2 clusters Score: Raw -226.019095 + Penalty 170.591580 = -55.427516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.585910 sec): 3 clusters Score: Raw -216.660658 + Penalty 341.183159 = 124.522502 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 225 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.586645 sec): 2 clusters Score: Raw -110.284528 + Penalty 90.851366 = -19.433162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.586839 sec): 2 clusters Score: Raw -110.284528 + Penalty 90.851366 = -19.433162 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 226 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.587569 sec): 2 clusters Score: Raw -108.605118 + Penalty 86.672548 = -21.932570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.587777 sec): 3 clusters Score: Raw -99.409444 + Penalty 173.345096 = 73.935652 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 227 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.588536 sec): 2 clusters Score: Raw -237.294573 + Penalty 140.125565 = -97.169008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.588750 sec): 3 clusters Score: Raw -234.696053 + Penalty 309.565943 = 74.869890 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 229 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.589494 sec): 2 clusters Score: Raw -167.583755 + Penalty 126.126234 = -41.457521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.589704 sec): 3 clusters Score: Raw -156.473678 + Penalty 261.248634 = 104.774956 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 230 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.590446 sec): 2 clusters Score: Raw -141.970633 + Penalty 80.300964 = -61.669668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.590656 sec): 3 clusters Score: Raw -139.702819 + Penalty 142.424255 = 2.721436 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 231 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.591396 sec): 2 clusters Score: Raw -223.602777 + Penalty 167.388405 = -56.214371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.591592 sec): 2 clusters Score: Raw -223.602777 + Penalty 167.388405 = -56.214371 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 232 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.592326 sec): 2 clusters Score: Raw -50.207425 + Penalty 0.000000 = -50.207425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.592516 sec): 2 clusters Score: Raw -50.207425 + Penalty 0.000000 = -50.207425 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 233 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.593248 sec): 2 clusters Score: Raw -92.394347 + Penalty 43.297824 = -49.096524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.593438 sec): 2 clusters Score: Raw -92.394347 + Penalty 43.297824 = -49.096524 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 236 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.594391 sec): 2 clusters Score: Raw -2628.355775 + Penalty 156.338376 = -2472.017399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.594762 sec): 3 clusters Score: Raw -2672.240804 + Penalty 330.737767 = -2341.503037 nChanged 14 SP:Iteration 1F (20.595127 sec): 3 clusters Score: Raw -2711.120060 + Penalty 344.285157 = -2366.834903 nChanged 5 SP:Iteration 2F (20.595492 sec): 3 clusters Score: Raw -2722.176216 + Penalty 349.124776 = -2373.051440 nChanged 1 SP:Iteration 3Q (20.595840 sec): 3 clusters Score: Raw -2724.489473 + Penalty 349.124776 = -2375.364697 nChanged 0 SP:Iteration 4F (20.596205 sec): 3 clusters Score: Raw -2724.489473 + Penalty 349.124776 = -2375.364697 nChanged 0 Deleting Class 211 (6 points): Lose 36.757448 but Gain 1398.409681 Iteration 20F (22.558391 sec): 203 clusters Score: Raw -914671.681686 + Penalty 209698.680954 = -704973.000732 nChanged 61 Deleting Class 99 (3 points): Lose 50.648459 but Gain 1405.243274 Iteration 21Q (22.675997 sec): 202 clusters Score: Raw -914702.192708 + Penalty 208331.609064 = -706370.583644 nChanged 32 Deleting Class 113 (6 points): Lose 78.599343 but Gain 1426.303360 Iteration 22Q (22.790633 sec): 201 clusters Score: Raw -914672.133515 + Penalty 206979.315881 = -707692.817634 nChanged 29 Deleting Class 176 (3 points): Lose 17.348612 but Gain 1364.368533 Iteration 23Q (22.905219 sec): 200 clusters Score: Raw -914698.529523 + Penalty 205631.744724 = -709066.784799 nChanged 23 Deleting Class 75 (8 points): Lose 84.304721 but Gain 1424.864250 Iteration 24Q (23.019145 sec): 199 clusters Score: Raw -914628.219386 + Penalty 204245.656243 = -710382.563144 nChanged 16 Deleting Class 105 (8 points): Lose 55.849137 but Gain 1393.982789 Iteration 25Q (23.132530 sec): 198 clusters Score: Raw -914598.515257 + Penalty 202843.712347 = -711754.802910 nChanged 16 Deleting Class 160 (8 points): Lose 83.913279 but Gain 1421.729013 Iteration 26Q (23.245269 sec): 197 clusters Score: Raw -914535.598936 + Penalty 201421.126386 = -713114.472550 nChanged 9 Deleting Class 198 (3 points): Lose 37.259981 but Gain 1357.404870 Iteration 27Q (23.355910 sec): 196 clusters Score: Raw -914510.497711 + Penalty 200199.524891 = -714310.972821 nChanged 6 Deleting Class 109 (5 points): Lose 63.306823 but Gain 1373.711976 Iteration 28Q (23.465975 sec): 195 clusters Score: Raw -914469.014884 + Penalty 198856.016738 = -715612.998146 nChanged 6 Deleting Class 93 (12 points): Lose 135.330261 but Gain 1442.021239 Iteration 29Q (23.576076 sec): 194 clusters Score: Raw -914347.833001 + Penalty 197404.695385 = -716943.137616 nChanged 13 Deleting Class 184 (20 points): Lose 157.457184 but Gain 1461.942932 Iteration 30F (25.458071 sec): 193 clusters Score: Raw -914225.538216 + Penalty 195955.445295 = -718270.092921 nChanged 21 Deleting Class 195 (3 points): Lose 14.619471 but Gain 1318.298021 Iteration 31Q (25.570989 sec): 192 clusters Score: Raw -914247.208284 + Penalty 194663.152047 = -719584.056237 nChanged 12 Deleting Class 82 (16 points): Lose 137.460849 but Gain 1440.583688 Iteration 32Q (25.683908 sec): 191 clusters Score: Raw -914131.517685 + Penalty 193278.949832 = -720852.567853 nChanged 29 Deleting Class 62 (38 points): Lose 264.052012 but Gain 1561.666636 Iteration 33Q (25.796417 sec): 190 clusters Score: Raw -913914.484012 + Penalty 191759.067846 = -722155.416165 nChanged 46 Deleting Class 172 (5 points): Lose 50.104933 but Gain 1346.875356 Iteration 34Q (25.909542 sec): 189 clusters Score: Raw -913944.352138 + Penalty 190444.348109 = -723500.004029 nChanged 16 Deleting Class 45 (5 points): Lose 48.055165 but Gain 1340.835805 Iteration 35Q (26.023418 sec): 188 clusters Score: Raw -913924.418670 + Penalty 189110.065220 = -724814.353450 nChanged 12 Deleting Class 151 (6 points): Lose 103.583969 but Gain 1394.319130 Iteration 36Q (26.132197 sec): 187 clusters Score: Raw -913835.799718 + Penalty 187856.703906 = -725979.095812 nChanged 11 Deleting Class 210 (5 points): Lose 48.024381 but Gain 1335.823029 Iteration 37Q (26.242717 sec): 186 clusters Score: Raw -913831.705548 + Penalty 186551.689664 = -727280.015884 nChanged 9 Deleting Class 118 (19 points): Lose 126.551750 but Gain 1409.614831 Iteration 38Q (26.355051 sec): 185 clusters Score: Raw -913729.257674 + Penalty 185204.737472 = -728524.520203 nChanged 21 Deleting Class 19 (23 points): Lose 169.724345 but Gain 1449.818628 Iteration 39Q (26.463537 sec): 184 clusters Score: Raw -913627.811639 + Penalty 184051.887032 = -729575.924607 nChanged 28 Deleting Class 225 (2 points): Lose 31.166113 but Gain 1304.746172 Iteration 40F (28.221103 sec): 183 clusters Score: Raw -913684.306778 + Penalty 182785.982996 = -730898.323782 nChanged 10 Deleting Class 193 (12 points): Lose 96.766245 but Gain 1365.571076 Iteration 41Q (28.331168 sec): 182 clusters Score: Raw -913618.185051 + Penalty 181490.638090 = -732127.546961 nChanged 18 Deleting Class 120 (27 points): Lose 167.605707 but Gain 1431.458669 Iteration 42Q (28.440061 sec): 181 clusters Score: Raw -913484.668166 + Penalty 180138.435780 = -733346.232386 nChanged 31 Deleting Class 155 (3 points): Lose 35.828280 but Gain 1280.010331 Iteration 43Q (28.548733 sec): 180 clusters Score: Raw -913509.990858 + Penalty 178933.323313 = -734576.667545 nChanged 9 Deleting Class 188 (9 points): Lose 81.163778 but Gain 1318.852354 Iteration 44Q (28.655929 sec): 179 clusters Score: Raw -913469.190453 + Penalty 177764.302183 = -735704.888269 nChanged 17 Deleting Class 181 (2 points): Lose 18.378452 but Gain 1255.504025 Iteration 45Q (28.763494 sec): 178 clusters Score: Raw -913492.800252 + Penalty 176545.874669 = -736946.925583 nChanged 8 Deleting Class 232 (1 points): Lose 6.666337 but Gain 1241.721222 Iteration 46Q (28.873959 sec): 177 clusters Score: Raw -913495.653076 + Penalty 175330.737801 = -738164.915276 nChanged 3 Deleting Class 128 (15 points): Lose 106.058683 but Gain 1321.059830 Iteration 47Q (28.980113 sec): 176 clusters Score: Raw -913399.645690 + Penalty 174034.492516 = -739365.153174 nChanged 16 Deleting Class 180 (1 points): Lose 4.191271 but Gain 1218.545010 Iteration 48Q (29.088281 sec): 175 clusters Score: Raw -913419.568900 + Penalty 172813.815777 = -740605.753122 nChanged 5 Deleting Class 144 (38 points): Lose 233.495464 but Gain 1446.875981 Iteration 49Q (29.194579 sec): 174 clusters Score: Raw -913193.708790 + Penalty 171438.608525 = -741755.100264 nChanged 40 Deleting Class 81 (8 points): Lose 95.690167 but Gain 1308.080074 Iteration 50F (30.869581 sec): 173 clusters Score: Raw -913219.516242 + Penalty 170190.510795 = -743029.005447 nChanged 16 Deleting Class 226 (2 points): Lose 32.796731 but Gain 1244.732802 Iteration 51Q (30.976682 sec): 172 clusters Score: Raw -913235.447676 + Penalty 168937.947333 = -744297.500344 nChanged 12 Deleting Class 80 (10 points): Lose 81.279677 but Gain 1292.294803 Iteration 52Q (31.082541 sec): 171 clusters Score: Raw -913173.209896 + Penalty 167689.977623 = -745483.232273 nChanged 19 Deleting Class 108 (4 points): Lose 33.777295 but Gain 1244.041699 Iteration 53Q (31.187927 sec): 170 clusters Score: Raw -913185.401563 + Penalty 166444.862803 = -746740.538760 nChanged 19 Deleting Class 159 (2 points): Lose 37.901939 but Gain 1247.828898 Iteration 54Q (31.292793 sec): 169 clusters Score: Raw -913172.266146 + Penalty 165235.976484 = -747936.289662 nChanged 7 Deleting Class 130 (14 points): Lose 89.689638 but Gain 1298.102434 Iteration 55Q (31.397146 sec): 168 clusters Score: Raw -913097.066866 + Penalty 163968.152331 = -749128.914535 nChanged 18 Deleting Class 220 (4 points): Lose 27.136032 but Gain 1224.960728 Iteration 56Q (31.503281 sec): 167 clusters Score: Raw -913105.757143 + Penalty 162792.539546 = -750313.217597 nChanged 11 Deleting Class 143 (13 points): Lose 162.973347 but Gain 1360.632771 Iteration 57Q (31.608319 sec): 166 clusters Score: Raw -912967.848750 + Penalty 161502.581195 = -751465.267554 nChanged 15 Deleting Class 74 (43 points): Lose 235.859606 but Gain 1433.554853 Iteration 58Q (31.712074 sec): 165 clusters Score: Raw -912773.739897 + Penalty 160215.417529 = -752558.322368 nChanged 45 Deleting Class 117 (12 points): Lose 50.473623 but Gain 1248.168738 Iteration 59Q (31.817703 sec): 164 clusters Score: Raw -912841.749734 + Penalty 159029.988035 = -753811.761699 nChanged 24 Deleting Class 215 (4 points): Lose 19.954158 but Gain 1215.331599 Iteration 60F (33.391990 sec): 163 clusters Score: Raw -912866.050976 + Penalty 157821.998774 = -755044.052202 nChanged 15 Deleting Class 152 (3 points): Lose 26.880439 but Gain 1218.461647 Iteration 61Q (33.495298 sec): 162 clusters Score: Raw -912857.770655 + Penalty 156645.524132 = -756212.246523 nChanged 13 Deleting Class 213 (2 points): Lose 39.252112 but Gain 1230.226877 Iteration 62Q (33.598024 sec): 161 clusters Score: Raw -912843.590805 + Penalty 155467.637288 = -757375.953517 nChanged 9 Deleting Class 163 (2 points): Lose 11.546622 but Gain 1202.187067 Iteration 63Q (33.700022 sec): 160 clusters Score: Raw -912868.770993 + Penalty 154211.175897 = -758657.595096 nChanged 4 Deleting Class 173 (3 points): Lose 11.660655 but Gain 1199.382748 Iteration 64Q (33.801341 sec): 159 clusters Score: Raw -912868.128017 + Penalty 152857.536696 = -760010.591321 nChanged 5 Deleting Class 231 (5 points): Lose 49.234549 but Gain 1234.951620 Iteration 65Q (33.903813 sec): 158 clusters Score: Raw -912821.983767 + Penalty 151623.182073 = -761198.801693 nChanged 5 Deleting Class 116 (3 points): Lose 14.193630 but Gain 1197.456434 Iteration 66Q (34.022201 sec): 157 clusters Score: Raw -912814.865230 + Penalty 150438.923681 = -762375.941548 nChanged 3 Deleting Class 40 (33 points): Lose 211.076943 but Gain 1383.866170 Iteration 67Q (34.125170 sec): 156 clusters Score: Raw -912610.480263 + Penalty 149087.894193 = -763522.586070 nChanged 33 Deleting Class 157 (7 points): Lose 52.510425 but Gain 1214.795258 Iteration 68Q (34.229854 sec): 155 clusters Score: Raw -912618.696767 + Penalty 148112.144437 = -764506.552330 nChanged 13 Deleting Class 138 (10 points): Lose 114.675610 but Gain 1276.559756 Iteration 69Q (34.334996 sec): 154 clusters Score: Raw -912535.841617 + Penalty 146864.114359 = -765671.727258 nChanged 13 Deleting Class 69 (3 points): Lose 14.187459 but Gain 1175.927883 Iteration 70F (35.824372 sec): 153 clusters Score: Raw -912549.506851 + Penalty 145697.054988 = -766852.451863 nChanged 8 Deleting Class 217 (1 points): Lose 4.472495 but Gain 1165.243124 Iteration 71Q (35.924926 sec): 152 clusters Score: Raw -912557.189111 + Penalty 144527.388263 = -768029.800848 nChanged 3 Deleting Class 41 (21 points): Lose 96.132123 but Gain 1251.931901 Iteration 72Q (36.024952 sec): 151 clusters Score: Raw -912465.770399 + Penalty 143291.001046 = -769174.769353 nChanged 21 Deleting Class 199 (3 points): Lose 29.150494 but Gain 1176.211128 Iteration 73Q (36.125735 sec): 150 clusters Score: Raw -912471.142673 + Penalty 142132.035517 = -770339.107157 nChanged 9 Deleting Class 106 (9 points): Lose 79.946505 but Gain 1224.271937 Iteration 74Q (36.224949 sec): 149 clusters Score: Raw -912403.850323 + Penalty 141084.825527 = -771319.024796 nChanged 12 Deleting Class 102 (11 points): Lose 111.867834 but Gain 1256.136736 Iteration 75Q (36.326431 sec): 148 clusters Score: Raw -912326.800697 + Penalty 139890.492212 = -772436.308485 nChanged 15 Deleting Class 141 (13 points): Lose 135.055684 but Gain 1276.230929 Iteration 76Q (36.428248 sec): 147 clusters Score: Raw -912222.880666 + Penalty 138684.245935 = -773538.634731 nChanged 18 Deleting Class 171 (3 points): Lose 26.710833 but Gain 1153.184797 Iteration 77Q (36.528179 sec): 146 clusters Score: Raw -912234.294725 + Penalty 137534.181018 = -774700.113707 nChanged 5 Deleting Class 66 (22 points): Lose 134.083890 but Gain 1259.125796 Iteration 78Q (36.627241 sec): 145 clusters Score: Raw -912109.144234 + Penalty 136408.031605 = -775701.112629 nChanged 25 Deleting Class 97 (11 points): Lose 70.178217 but Gain 1194.040351 Iteration 79Q (36.727296 sec): 144 clusters Score: Raw -912104.505865 + Penalty 135248.917963 = -776855.587902 nChanged 16 Deleting Class 51 (16 points): Lose 133.487635 but Gain 1258.221014 Iteration 80F (38.128420 sec): 143 clusters Score: Raw -911997.463887 + Penalty 134108.846191 = -777888.617696 nChanged 21 Deleting Class 189 (5 points): Lose 38.305555 but Gain 1158.277307 Iteration 81Q (38.228081 sec): 142 clusters Score: Raw -912020.849917 + Penalty 132961.287595 = -779059.562322 nChanged 13 Deleting Class 65 (32 points): Lose 146.090708 but Gain 1261.334120 Iteration 82Q (38.328161 sec): 141 clusters Score: Raw -911888.928475 + Penalty 131791.697673 = -780097.230802 nChanged 37 Deleting Class 194 (2 points): Lose 20.130128 but Gain 1141.904875 Iteration 83Q (38.428201 sec): 140 clusters Score: Raw -911961.114464 + Penalty 130717.738484 = -781243.375980 nChanged 11 Deleting Class 125 (9 points): Lose 61.414529 but Gain 1175.919960 Iteration 84Q (38.525088 sec): 139 clusters Score: Raw -911918.880636 + Penalty 129600.668826 = -782318.211811 nChanged 21 Deleting Class 196 (9 points): Lose 45.305281 but Gain 1159.605317 Iteration 85Q (38.622556 sec): 138 clusters Score: Raw -911902.052135 + Penalty 128428.175423 = -783473.876713 nChanged 11 Deleting Class 229 (4 points): Lose 43.454370 but Gain 1156.128344 Iteration 86Q (38.721297 sec): 137 clusters Score: Raw -911880.533615 + Penalty 127291.843211 = -784588.690404 nChanged 7 Deleting Class 206 (3 points): Lose 8.737482 but Gain 1119.405092 Iteration 87Q (38.817233 sec): 136 clusters Score: Raw -911889.285781 + Penalty 126214.139141 = -785675.146640 nChanged 10 Deleting Class 170 (5 points): Lose 90.936394 but Gain 1201.337854 Iteration 88Q (38.914656 sec): 135 clusters Score: Raw -911823.760470 + Penalty 125078.030382 = -786745.730087 nChanged 10 Deleting Class 53 (79 points): Lose 464.251377 but Gain 1564.738054 Iteration 89Q (39.010257 sec): 134 clusters Score: Raw -911387.575806 + Penalty 123915.187799 = -787472.388007 nChanged 84 Deleting Class 148 (20 points): Lose 131.602497 but Gain 1229.501393 Iteration 90F (40.328812 sec): 133 clusters Score: Raw -911467.012550 + Penalty 122750.902134 = -788716.110415 nChanged 41 Deleting Class 111 (4 points): Lose 43.317621 but Gain 1140.016148 Iteration 91Q (40.424885 sec): 132 clusters Score: Raw -911490.773546 + Penalty 121656.550529 = -789834.223017 nChanged 29 Deleting Class 23 (3 points): Lose 19.023667 but Gain 1109.641878 Iteration 92Q (40.520117 sec): 131 clusters Score: Raw -911507.943818 + Penalty 120548.671579 = -790959.272239 nChanged 8 Deleting Class 61 (15 points): Lose 54.597855 but Gain 1145.145250 Iteration 93Q (40.613399 sec): 130 clusters Score: Raw -911461.344247 + Penalty 119447.792002 = -792013.552245 nChanged 19 Deleting Class 158 (7 points): Lose 42.130787 but Gain 1130.947922 Iteration 94Q (40.707982 sec): 129 clusters Score: Raw -911451.047597 + Penalty 118249.343144 = -793201.704452 nChanged 20 Deleting Class 146 (4 points): Lose 37.971274 but Gain 1119.459209 Iteration 95Q (40.801964 sec): 128 clusters Score: Raw -911431.169259 + Penalty 117135.585139 = -794295.584120 nChanged 15 Deleting Class 165 (8 points): Lose 60.294284 but Gain 1141.330725 Iteration 96Q (40.898971 sec): 127 clusters Score: Raw -911382.778843 + Penalty 116021.961489 = -795360.817354 nChanged 16 Deleting Class 31 (64 points): Lose 222.258632 but Gain 1300.339054 Iteration 97Q (40.992780 sec): 126 clusters Score: Raw -911180.548314 + Penalty 114823.090876 = -796357.457439 nChanged 73 Deleting Class 161 (15 points): Lose 92.345155 but Gain 1168.491947 Iteration 98Q (41.089541 sec): 125 clusters Score: Raw -911224.088263 + Penalty 113797.995668 = -797426.092595 nChanged 36 Deleting Class 191 (26 points): Lose 192.701239 but Gain 1262.402712 Iteration 99Q (41.184412 sec): 124 clusters Score: Raw -911079.694341 + Penalty 112542.894850 = -798536.799491 nChanged 34 Deleting Class 139 (24 points): Lose 166.222456 but Gain 1232.527581 Iteration 100F (42.391764 sec): 123 clusters Score: Raw -910969.312975 + Penalty 111333.216154 = -799636.096821 nChanged 36 Deleting Class 95 (7 points): Lose 54.432316 but Gain 1113.511607 Iteration 101Q (42.485917 sec): 122 clusters Score: Raw -910969.885796 + Penalty 110226.319469 = -800743.566327 nChanged 12 Deleting Class 87 (62 points): Lose 208.005258 but Gain 1266.848126 Iteration 102Q (42.578062 sec): 121 clusters Score: Raw -910774.247457 + Penalty 108982.232837 = -801792.014619 nChanged 65 Deleting Class 98 (5 points): Lose 41.529609 but Gain 1098.795509 Iteration 103Q (42.672653 sec): 120 clusters Score: Raw -910847.188369 + Penalty 107914.798395 = -802932.389975 nChanged 27 Deleting Class 129 (26 points): Lose 137.432460 but Gain 1191.008551 Iteration 104Q (42.764771 sec): 119 clusters Score: Raw -910752.996359 + Penalty 106787.289895 = -803965.706464 nChanged 38 Deleting Class 186 (14 points): Lose 150.626133 but Gain 1203.928160 Iteration 105Q (42.857874 sec): 118 clusters Score: Raw -910670.919799 + Penalty 105632.617606 = -805038.302193 nChanged 18 Deleting Class 124 (23 points): Lose 204.393456 but Gain 1256.948173 Iteration 106Q (42.950045 sec): 117 clusters Score: Raw -910504.971852 + Penalty 105585.616438 = -804919.355414 nChanged 38 Deleting Class 145 (14 points): Lose 40.184409 but Gain 1091.528143 Iteration 107F (44.092969 sec): 116 clusters Score: Raw -910559.097086 + Penalty 104547.116085 = -806011.981000 nChanged 35 Deleting Class 42 (18 points): Lose 134.249253 but Gain 1180.177801 Iteration 108Q (44.185777 sec): 115 clusters Score: Raw -910477.212030 + Penalty 103407.581727 = -807069.630303 nChanged 31 Deleting Class 114 (35 points): Lose 207.824169 but Gain 1250.202250 Iteration 109Q (44.277370 sec): 114 clusters Score: Raw -910317.545498 + Penalty 102264.226073 = -808053.319425 nChanged 41 Deleting Class 140 (38 points): Lose 195.497525 but Gain 1236.962570 Iteration 110F (45.388686 sec): 113 clusters Score: Raw -910215.845204 + Penalty 101204.583258 = -809011.261946 nChanged 52 Deleting Class 177 (2 points): Lose 3.648251 but Gain 1038.030694 Iteration 111Q (45.485791 sec): 112 clusters Score: Raw -910297.522532 + Penalty 100144.476712 = -810153.045820 nChanged 21 Deleting Class 132 (8 points): Lose 56.238646 but Gain 1084.503383 Iteration 112Q (45.575433 sec): 111 clusters Score: Raw -910258.785882 + Penalty 99122.989544 = -811135.796338 nChanged 20 Deleting Class 70 (2 points): Lose 43.706362 but Gain 1064.799589 Iteration 113Q (45.665469 sec): 110 clusters Score: Raw -910235.618425 + Penalty 98073.900680 = -812161.717746 nChanged 14 Deleting Class 192 (15 points): Lose 71.650243 but Gain 1090.099786 Iteration 114Q (45.754227 sec): 109 clusters Score: Raw -910180.511059 + Penalty 97180.201674 = -813000.309385 nChanged 26 Deleting Class 59 (56 points): Lose 168.101981 but Gain 1184.674369 Iteration 115Q (45.842298 sec): 108 clusters Score: Raw -910054.768974 + Penalty 96065.603949 = -813989.165025 nChanged 65 Deleting Class 169 (15 points): Lose 118.118668 but Gain 1130.062137 Iteration 116Q (45.932969 sec): 107 clusters Score: Raw -910053.648595 + Penalty 94951.040464 = -815102.608131 nChanged 31 Deleting Class 44 (28 points): Lose 117.253297 but Gain 1124.391401 Iteration 117Q (46.027864 sec): 106 clusters Score: Raw -909995.017295 + Penalty 93836.893064 = -816158.124231 nChanged 46 Deleting Class 121 (16 points): Lose 63.259647 but Gain 1058.324281 Iteration 118Q (46.118106 sec): 105 clusters Score: Raw -910024.752247 + Penalty 92793.149014 = -817231.603233 nChanged 47 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 -910024.752247 + Penalty 92793.149014 = -817231.603233Memory request: 0.02 GB would take us to total of 0.21 GB. Trying to split cluster 1 (3201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.176283 sec): 2 clusters Score: Raw -149154.249862 + Penalty 217.863161 = -148936.386701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.182627 sec): 3 clusters Score: Raw -147085.806797 + Penalty 455.060113 = -146630.746683 nChanged 1471 SP:Iteration 1F (46.188443 sec): 3 clusters Score: Raw -148154.046249 + Penalty 477.023615 = -147677.022634 nChanged 361 SP:Iteration 2F (46.194203 sec): 3 clusters Score: Raw -148469.595050 + Penalty 508.411154 = -147961.183896 nChanged 262 SP:Iteration 3F (46.200108 sec): 3 clusters Score: Raw -148793.255203 + Penalty 544.025379 = -148249.229824 nChanged 175 SP:Iteration 4F (46.205854 sec): 3 clusters Score: Raw -149028.159928 + Penalty 561.816233 = -148466.343695 nChanged 77 SP:Iteration 5Q (46.211283 sec): 3 clusters Score: Raw -149109.300503 + Penalty 565.482837 = -148543.817666 nChanged 32 SP:Iteration 6Q (46.216414 sec): 3 clusters Score: Raw -149145.265229 + Penalty 565.664284 = -148579.600945 nChanged 21 SP:Iteration 7Q (46.221260 sec): 3 clusters Score: Raw -149158.623034 + Penalty 571.548942 = -148587.074092 nChanged 18 SP:Iteration 8Q (46.226015 sec): 3 clusters Score: Raw -149165.934279 + Penalty 577.293755 = -148588.640524 nChanged 16 SP:Iteration 9Q (46.230761 sec): 3 clusters Score: Raw -149172.245191 + Penalty 580.192623 = -148592.052568 nChanged 12 SP:Iteration 10F (46.242431 sec): 3 clusters Score: Raw -149177.769956 + Penalty 577.131177 = -148600.638779 nChanged 16 SP:Iteration 11Q (46.247835 sec): 3 clusters Score: Raw -149184.206940 + Penalty 579.481860 = -148604.725079 nChanged 6 SP:Iteration 12Q (46.252612 sec): 3 clusters Score: Raw -149185.426655 + Penalty 580.562541 = -148604.864114 nChanged 3 SP:Iteration 13Q (46.257467 sec): 3 clusters Score: Raw -149185.920635 + Penalty 581.946536 = -148603.974098 nChanged 5 SP:Iteration 14F (46.263269 sec): 3 clusters Score: Raw -149186.384569 + Penalty 577.149590 = -148609.234979 nChanged 3 SP:Iteration 15Q (46.267976 sec): 3 clusters Score: Raw -149187.304969 + Penalty 577.978969 = -148609.326000 nChanged 2 SP:Iteration 16Q (46.272838 sec): 3 clusters Score: Raw -149187.319360 + Penalty 578.340149 = -148608.979210 nChanged 1 SP:Iteration 17F (46.279150 sec): 3 clusters Score: Raw -149187.352737 + Penalty 581.513833 = -148605.838904 nChanged 3 SP:Iteration 18F (46.285118 sec): 3 clusters Score: Raw -149187.625020 + Penalty 583.135737 = -148604.489283 nChanged 4 SP:Iteration 19F (46.291106 sec): 3 clusters Score: Raw -149188.486228 + Penalty 587.464500 = -148601.021728 nChanged 4 SP:Iteration 20F (46.296978 sec): 3 clusters Score: Raw -149189.236519 + Penalty 590.013098 = -148599.223420 nChanged 2 SP:Iteration 21F (46.302758 sec): 3 clusters Score: Raw -149189.499021 + Penalty 591.648063 = -148597.850958 nChanged 2 SP:Iteration 22F (46.308607 sec): 3 clusters Score: Raw -149189.786145 + Penalty 591.648063 = -148598.138082 nChanged 0 Memory request: 0.03 GB would take us to total of 0.23 GB. Trying to split cluster 2 (6883 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.346950 sec): 2 clusters Score: Raw -301543.755626 + Penalty 304.769355 = -301238.986271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.362335 sec): 3 clusters Score: Raw -296987.220911 + Penalty 651.565714 = -296335.655197 nChanged 3203 SP:Iteration 1F (46.374914 sec): 3 clusters Score: Raw -299589.096629 + Penalty 712.908219 = -298876.188411 nChanged 1163 SP:Iteration 2F (46.387354 sec): 3 clusters Score: Raw -300882.772520 + Penalty 714.674053 = -300168.098467 nChanged 445 SP:Iteration 3F (46.399778 sec): 3 clusters Score: Raw -301384.987189 + Penalty 682.812646 = -300702.174543 nChanged 132 SP:Iteration 4Q (46.411959 sec): 3 clusters Score: Raw -301516.611847 + Penalty 643.422775 = -300873.189072 nChanged 36 SP:Iteration 5Q (46.422680 sec): 3 clusters Score: Raw -301556.187033 + Penalty 626.354509 = -300929.832524 nChanged 7 SP:Iteration 6Q (46.433168 sec): 3 clusters Score: Raw -301563.716246 + Penalty 604.581628 = -300959.134617 nChanged 1 SP:Iteration 7Q (46.443699 sec): 3 clusters Score: Raw -301565.269601 + Penalty 604.581628 = -300960.687973 nChanged 0 SP:Iteration 8F (46.456923 sec): 3 clusters Score: Raw -301565.269601 + Penalty 604.581628 = -300960.687973 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 3 (786 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.465455 sec): 2 clusters Score: Raw -42941.922209 + Penalty 929.489915 = -42012.432293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.467052 sec): 3 clusters Score: Raw -42663.386277 + Penalty 1856.383465 = -40807.002812 nChanged 260 SP:Iteration 1F (46.468625 sec): 3 clusters Score: Raw -42916.327200 + Penalty 1854.344736 = -41061.982464 nChanged 63 SP:Iteration 2F (46.470257 sec): 3 clusters Score: Raw -42977.587362 + Penalty 1851.665443 = -41125.921919 nChanged 40 SP:Iteration 3F (46.471899 sec): 3 clusters Score: Raw -43013.661825 + Penalty 1852.011775 = -41161.650050 nChanged 19 SP:Iteration 4Q (46.474114 sec): 3 clusters Score: Raw -43031.131692 + Penalty 1852.001680 = -41179.130011 nChanged 11 SP:Iteration 5Q (46.476441 sec): 3 clusters Score: Raw -43039.226839 + Penalty 1851.988235 = -41187.238605 nChanged 10 SP:Iteration 6Q (46.479111 sec): 3 clusters Score: Raw -43046.306869 + Penalty 1851.601683 = -41194.705186 nChanged 14 SP:Iteration 7Q (46.481794 sec): 3 clusters Score: Raw -43054.019646 + Penalty 1851.657574 = -41202.362072 nChanged 6 SP:Iteration 8Q (46.483875 sec): 3 clusters Score: Raw -43056.992445 + Penalty 1850.767479 = -41206.224966 nChanged 5 SP:Iteration 9Q (46.485446 sec): 3 clusters Score: Raw -43059.341777 + Penalty 1851.401275 = -41207.940503 nChanged 5 SP:Iteration 10F (46.487047 sec): 3 clusters Score: Raw -43062.104829 + Penalty 1851.684496 = -41210.420333 nChanged 1 SP:Iteration 11Q (46.488607 sec): 3 clusters Score: Raw -43062.620209 + Penalty 1852.036966 = -41210.583243 nChanged 2 SP:Iteration 12Q (46.490216 sec): 3 clusters Score: Raw -43063.598540 + Penalty 1852.604410 = -41210.994129 nChanged 5 SP:Iteration 13Q (46.491839 sec): 3 clusters Score: Raw -43066.387201 + Penalty 1852.356341 = -41214.030859 nChanged 7 SP:Iteration 14Q (46.493426 sec): 3 clusters Score: Raw -43069.956017 + Penalty 1853.075904 = -41216.880114 nChanged 7 SP:Iteration 15Q (46.495009 sec): 3 clusters Score: Raw -43076.381551 + Penalty 1854.160488 = -41222.221063 nChanged 4 SP:Iteration 16Q (46.496588 sec): 3 clusters Score: Raw -43079.721327 + Penalty 1854.207883 = -41225.513444 nChanged 1 SP:Iteration 17Q (46.498196 sec): 3 clusters Score: Raw -43080.239145 + Penalty 1854.207883 = -41226.031262 nChanged 0 SP:Iteration 18F (46.499809 sec): 3 clusters Score: Raw -43080.239145 + Penalty 1854.207883 = -41226.031262 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 4 (1170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.508237 sec): 2 clusters Score: Raw -45058.958882 + Penalty 1117.100400 = -43941.858483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.510606 sec): 3 clusters Score: Raw -44642.457045 + Penalty 2233.827439 = -42408.629605 nChanged 387 SP:Iteration 1F (46.512927 sec): 3 clusters Score: Raw -45018.073178 + Penalty 2232.454812 = -42785.618367 nChanged 121 SP:Iteration 2F (46.515208 sec): 3 clusters Score: Raw -45177.130929 + Penalty 2230.760399 = -42946.370530 nChanged 80 SP:Iteration 3F (46.517453 sec): 3 clusters Score: Raw -45303.223715 + Penalty 2229.411441 = -43073.812274 nChanged 72 SP:Iteration 4F (46.519700 sec): 3 clusters Score: Raw -45403.231301 + Penalty 2229.023922 = -43174.207379 nChanged 50 SP:Iteration 5Q (46.521883 sec): 3 clusters Score: Raw -45468.277405 + Penalty 2229.631794 = -43238.645611 nChanged 43 SP:Iteration 6Q (46.524042 sec): 3 clusters Score: Raw -45509.311426 + Penalty 2230.429963 = -43278.881463 nChanged 30 SP:Iteration 7Q (46.526194 sec): 3 clusters Score: Raw -45541.366135 + Penalty 2231.166768 = -43310.199367 nChanged 22 SP:Iteration 8Q (46.528358 sec): 3 clusters Score: Raw -45566.085120 + Penalty 2231.935313 = -43334.149807 nChanged 24 SP:Iteration 9Q (46.530558 sec): 3 clusters Score: Raw -45592.458161 + Penalty 2232.230376 = -43360.227785 nChanged 14 SP:Iteration 10F (46.532855 sec): 3 clusters Score: Raw -45610.626359 + Penalty 2232.218763 = -43378.407596 nChanged 10 SP:Iteration 11Q (46.535005 sec): 3 clusters Score: Raw -45624.120928 + Penalty 2232.218763 = -43391.902165 nChanged 2 SP:Iteration 12Q (46.537164 sec): 3 clusters Score: Raw -45628.076739 + Penalty 2232.353097 = -43395.723642 nChanged 3 SP:Iteration 13Q (46.539300 sec): 3 clusters Score: Raw -45630.643586 + Penalty 2232.403231 = -43398.240356 nChanged 1 SP:Iteration 14Q (46.541436 sec): 3 clusters Score: Raw -45631.009642 + Penalty 2232.403231 = -43398.606411 nChanged 0 SP:Iteration 15F (46.543686 sec): 3 clusters Score: Raw -45631.009642 + Penalty 2232.403231 = -43398.606411 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 5 (222 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.547614 sec): 2 clusters Score: Raw -10353.528992 + Penalty 465.213829 = -9888.315163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.548231 sec): 3 clusters Score: Raw -10288.834327 + Penalty 940.709842 = -9348.124485 nChanged 52 SP:Iteration 1F (46.548832 sec): 3 clusters Score: Raw -10349.026496 + Penalty 945.472416 = -9403.554080 nChanged 18 SP:Iteration 2F (46.549436 sec): 3 clusters Score: Raw -10387.273765 + Penalty 943.737037 = -9443.536728 nChanged 10 SP:Iteration 3Q (46.550022 sec): 3 clusters Score: Raw -10406.748781 + Penalty 941.467933 = -9465.280848 nChanged 9 SP:Iteration 4Q (46.550603 sec): 3 clusters Score: Raw -10420.592089 + Penalty 933.928080 = -9486.664009 nChanged 11 SP:Iteration 5Q (46.551176 sec): 3 clusters Score: Raw -10441.896672 + Penalty 931.216950 = -9510.679722 nChanged 6 SP:Iteration 6Q (46.551748 sec): 3 clusters Score: Raw -10457.390087 + Penalty 929.078309 = -9528.311777 nChanged 4 SP:Iteration 7Q (46.552349 sec): 3 clusters Score: Raw -10463.039065 + Penalty 927.571541 = -9535.467524 nChanged 1 SP:Iteration 8Q (46.552917 sec): 3 clusters Score: Raw -10464.421529 + Penalty 927.571541 = -9536.849988 nChanged 0 SP:Iteration 9F (46.553514 sec): 3 clusters Score: Raw -10464.421529 + Penalty 927.571541 = -9536.849988 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 6 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.554078 sec): 2 clusters Score: Raw -1461.397200 + Penalty 190.588600 = -1270.808600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.554360 sec): 3 clusters Score: Raw -1481.536723 + Penalty 374.942126 = -1106.594598 nChanged 3 SP:Iteration 1F (46.554635 sec): 3 clusters Score: Raw -1486.250323 + Penalty 376.502366 = -1109.747958 nChanged 1 SP:Iteration 2Q (46.554905 sec): 3 clusters Score: Raw -1487.980206 + Penalty 376.502366 = -1111.477840 nChanged 0 SP:Iteration 3F (46.555180 sec): 3 clusters Score: Raw -1487.980206 + Penalty 376.502366 = -1111.477840 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 7 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.555766 sec): 2 clusters Score: Raw -2317.011834 + Penalty 163.831782 = -2153.180052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.556083 sec): 3 clusters Score: Raw -2298.672483 + Penalty 318.448898 = -1980.223585 nChanged 8 SP:Iteration 1F (46.556372 sec): 3 clusters Score: Raw -2305.819755 + Penalty 332.333931 = -1973.485824 nChanged 6 SP:Iteration 2F (46.556660 sec): 3 clusters Score: Raw -2311.152895 + Penalty 393.494232 = -1917.658662 nChanged 2 SP:Iteration 3F (46.556947 sec): 3 clusters Score: Raw -2312.579976 + Penalty 346.057097 = -1966.522879 nChanged 1 SP:Iteration 4Q (46.557217 sec): 3 clusters Score: Raw -2314.296101 + Penalty 163.831782 = -2150.464319 nChanged 1 SP:Iteration 5Q (46.557466 sec): 2 clusters Score: Raw -2317.011834 + Penalty 163.831782 = -2153.180052 nChanged 0 SP:Iteration 6F (46.557716 sec): 2 clusters Score: Raw -2317.011834 + Penalty 163.831782 = -2153.180052 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 8 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.558194 sec): 2 clusters Score: Raw -447.045508 + Penalty 185.181225 = -261.864283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.558420 sec): 3 clusters Score: Raw -464.334130 + Penalty 383.362179 = -80.971951 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 9 (736 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.561116 sec): 2 clusters Score: Raw -39398.490365 + Penalty 1067.323179 = -38331.167186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.562699 sec): 3 clusters Score: Raw -39217.729328 + Penalty 2134.534892 = -37083.194436 nChanged 206 SP:Iteration 1F (46.564307 sec): 3 clusters Score: Raw -39428.639202 + Penalty 2134.392420 = -37294.246782 nChanged 52 SP:Iteration 2F (46.565894 sec): 3 clusters Score: Raw -39499.153881 + Penalty 2134.313210 = -37364.840672 nChanged 22 SP:Iteration 3Q (46.567355 sec): 3 clusters Score: Raw -39534.699137 + Penalty 2134.270877 = -37400.428260 nChanged 12 SP:Iteration 4Q (46.568784 sec): 3 clusters Score: Raw -39550.341261 + Penalty 2134.233901 = -37416.107361 nChanged 7 SP:Iteration 5Q (46.570208 sec): 3 clusters Score: Raw -39562.895240 + Penalty 2134.258737 = -37428.636503 nChanged 8 SP:Iteration 6Q (46.571644 sec): 3 clusters Score: Raw -39572.540638 + Penalty 2134.292297 = -37438.248341 nChanged 10 SP:Iteration 7Q (46.573065 sec): 3 clusters Score: Raw -39593.727089 + Penalty 2134.401289 = -37459.325800 nChanged 19 SP:Iteration 8Q (46.574527 sec): 3 clusters Score: Raw -39612.631835 + Penalty 2134.472204 = -37478.159631 nChanged 12 SP:Iteration 9Q (46.576050 sec): 3 clusters Score: Raw -39626.694903 + Penalty 2134.542210 = -37492.152694 nChanged 15 SP:Iteration 10F (46.577562 sec): 3 clusters Score: Raw -39643.127696 + Penalty 2134.607468 = -37508.520228 nChanged 17 SP:Iteration 11Q (46.578990 sec): 3 clusters Score: Raw -39656.727954 + Penalty 2134.665128 = -37522.062825 nChanged 15 SP:Iteration 12Q (46.580402 sec): 3 clusters Score: Raw -39669.122962 + Penalty 2134.710850 = -37534.412112 nChanged 15 SP:Iteration 13Q (46.581854 sec): 3 clusters Score: Raw -39687.762184 + Penalty 2134.721973 = -37553.040212 nChanged 10 SP:Iteration 14Q (46.583293 sec): 3 clusters Score: Raw -39699.168637 + Penalty 2134.721051 = -37564.447587 nChanged 8 SP:Iteration 15Q (46.584729 sec): 3 clusters Score: Raw -39705.485261 + Penalty 2134.718436 = -37570.766825 nChanged 5 SP:Iteration 16Q (46.586171 sec): 3 clusters Score: Raw -39712.970248 + Penalty 2134.718436 = -37578.251813 nChanged 4 SP:Iteration 17Q (46.587606 sec): 3 clusters Score: Raw -39717.758585 + Penalty 2134.718436 = -37583.040150 nChanged 2 SP:Iteration 18Q (46.589029 sec): 3 clusters Score: Raw -39720.178312 + Penalty 2134.742921 = -37585.435392 nChanged 3 SP:Iteration 19Q (46.590440 sec): 3 clusters Score: Raw -39722.549398 + Penalty 2134.742241 = -37587.807157 nChanged 1 SP:Iteration 20F (46.591964 sec): 3 clusters Score: Raw -39723.901769 + Penalty 2134.742241 = -37589.159528 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 10 (214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.593013 sec): 2 clusters Score: Raw -9045.412792 + Penalty 652.560747 = -8392.852044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.594020 sec): 3 clusters Score: Raw -9066.265619 + Penalty 1303.712239 = -7762.553380 nChanged 32 SP:Iteration 1F (46.595013 sec): 3 clusters Score: Raw -9122.860920 + Penalty 1302.541660 = -7820.319260 nChanged 9 SP:Iteration 2Q (46.595956 sec): 3 clusters Score: Raw -9146.789232 + Penalty 1301.810131 = -7844.979101 nChanged 8 SP:Iteration 3Q (46.596882 sec): 3 clusters Score: Raw -9166.613408 + Penalty 1301.867750 = -7864.745658 nChanged 5 SP:Iteration 4Q (46.597667 sec): 3 clusters Score: Raw -9176.769839 + Penalty 1302.100231 = -7874.669608 nChanged 4 SP:Iteration 5Q (46.598468 sec): 3 clusters Score: Raw -9181.971260 + Penalty 1301.184048 = -7880.787212 nChanged 2 SP:Iteration 6Q (46.599264 sec): 3 clusters Score: Raw -9187.686773 + Penalty 1301.551120 = -7886.135652 nChanged 2 SP:Iteration 7Q (46.599899 sec): 3 clusters Score: Raw -9192.073553 + Penalty 1300.790927 = -7891.282626 nChanged 2 SP:Iteration 8Q (46.600489 sec): 3 clusters Score: Raw -9195.977642 + Penalty 1300.790927 = -7895.186715 nChanged 0 SP:Iteration 9F (46.601108 sec): 3 clusters Score: Raw -9195.977642 + Penalty 1300.790927 = -7895.186715 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 11 (338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.602548 sec): 2 clusters Score: Raw -15914.716572 + Penalty 413.933385 = -15500.783187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.603364 sec): 3 clusters Score: Raw -15767.105061 + Penalty 830.234106 = -14936.870955 nChanged 104 SP:Iteration 1F (46.604170 sec): 3 clusters Score: Raw -15840.879664 + Penalty 847.020068 = -14993.859596 nChanged 31 SP:Iteration 2F (46.604963 sec): 3 clusters Score: Raw -15876.842464 + Penalty 871.765710 = -15005.076754 nChanged 22 SP:Iteration 3F (46.605754 sec): 3 clusters Score: Raw -15907.202107 + Penalty 893.317932 = -15013.884175 nChanged 13 SP:Iteration 4Q (46.606533 sec): 3 clusters Score: Raw -15923.371636 + Penalty 925.577332 = -14997.794304 nChanged 11 SP:Iteration 5F (46.607325 sec): 3 clusters Score: Raw -15942.744808 + Penalty 953.531955 = -14989.212853 nChanged 11 SP:Iteration 6F (46.608114 sec): 3 clusters Score: Raw -15971.577396 + Penalty 979.640860 = -14991.936536 nChanged 11 SP:Iteration 7Q (46.608886 sec): 3 clusters Score: Raw -15992.435536 + Penalty 991.003900 = -15001.431635 nChanged 5 SP:Iteration 8Q (46.609608 sec): 3 clusters Score: Raw -15998.479154 + Penalty 989.337202 = -15009.141952 nChanged 3 SP:Iteration 9Q (46.610322 sec): 3 clusters Score: Raw -16000.274922 + Penalty 989.001195 = -15011.273727 nChanged 1 SP:Iteration 10F (46.611109 sec): 3 clusters Score: Raw -16000.914306 + Penalty 989.001195 = -15011.913111 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 12 (104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.612040 sec): 2 clusters Score: Raw -4368.391332 + Penalty 245.565910 = -4122.825422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.612436 sec): 3 clusters Score: Raw -4355.203914 + Penalty 502.573781 = -3852.630132 nChanged 19 SP:Iteration 1F (46.612826 sec): 3 clusters Score: Raw -4374.514240 + Penalty 511.441105 = -3863.073135 nChanged 5 SP:Iteration 2Q (46.613238 sec): 3 clusters Score: Raw -4379.488526 + Penalty 513.414206 = -3866.074321 nChanged 4 SP:Iteration 3Q (46.613627 sec): 3 clusters Score: Raw -4391.829567 + Penalty 527.522424 = -3864.307142 nChanged 5 SP:Iteration 4F (46.614021 sec): 3 clusters Score: Raw -4401.056644 + Penalty 532.322830 = -3868.733814 nChanged 1 SP:Iteration 5Q (46.614406 sec): 3 clusters Score: Raw -4402.505083 + Penalty 536.954438 = -3865.550645 nChanged 1 SP:Iteration 6F (46.614798 sec): 3 clusters Score: Raw -4402.789059 + Penalty 536.954438 = -3865.834622 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 13 (134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.616013 sec): 2 clusters Score: Raw -7058.259473 + Penalty 509.979428 = -6548.280045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.616476 sec): 3 clusters Score: Raw -7034.133364 + Penalty 1014.164136 = -6019.969229 nChanged 15 SP:Iteration 1F (46.616937 sec): 3 clusters Score: Raw -7062.468845 + Penalty 1009.458526 = -6053.010320 nChanged 8 SP:Iteration 2F (46.617379 sec): 3 clusters Score: Raw -7076.601756 + Penalty 1007.763104 = -6068.838652 nChanged 3 SP:Iteration 3Q (46.617814 sec): 3 clusters Score: Raw -7082.121439 + Penalty 1010.598627 = -6071.522813 nChanged 1 SP:Iteration 4Q (46.618247 sec): 3 clusters Score: Raw -7083.995535 + Penalty 1013.096004 = -6070.899531 nChanged 1 SP:Iteration 5F (46.618689 sec): 3 clusters Score: Raw -7086.030667 + Penalty 1013.096004 = -6072.934663 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 14 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.619189 sec): 2 clusters Score: Raw -210.805774 + Penalty 138.364337 = -72.441437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.619403 sec): 3 clusters Score: Raw -203.788165 + Penalty 276.728673 = 72.940508 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 15 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.620108 sec): 2 clusters Score: Raw -4960.756485 + Penalty 360.713030 = -4600.043455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.620504 sec): 3 clusters Score: Raw -4948.043712 + Penalty 721.672348 = -4226.371364 nChanged 10 SP:Iteration 1F (46.620885 sec): 3 clusters Score: Raw -4962.196226 + Penalty 722.791602 = -4239.404623 nChanged 2 SP:Iteration 2Q (46.621264 sec): 3 clusters Score: Raw -4964.701157 + Penalty 722.617191 = -4242.083965 nChanged 2 SP:Iteration 3Q (46.621641 sec): 3 clusters Score: Raw -4969.238073 + Penalty 722.446574 = -4246.791499 nChanged 2 SP:Iteration 4Q (46.622018 sec): 3 clusters Score: Raw -4971.300835 + Penalty 722.446574 = -4248.854261 nChanged 0 SP:Iteration 5F (46.622398 sec): 3 clusters Score: Raw -4971.300835 + Penalty 722.446574 = -4248.854261 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 16 (1319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.629314 sec): 2 clusters Score: Raw -70924.754089 + Penalty 1090.452662 = -69834.301427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.631934 sec): 3 clusters Score: Raw -70355.808523 + Penalty 2181.366533 = -68174.441990 nChanged 445 SP:Iteration 1F (46.634541 sec): 3 clusters Score: Raw -70673.925843 + Penalty 2181.851466 = -68492.074377 nChanged 97 SP:Iteration 2F (46.637080 sec): 3 clusters Score: Raw -70744.933327 + Penalty 2182.411196 = -68562.522131 nChanged 48 SP:Iteration 3Q (46.639578 sec): 3 clusters Score: Raw -70771.573308 + Penalty 2182.990679 = -68588.582629 nChanged 30 SP:Iteration 4Q (46.642161 sec): 3 clusters Score: Raw -70791.222571 + Penalty 2183.341945 = -68607.880626 nChanged 26 SP:Iteration 5Q (46.644713 sec): 3 clusters Score: Raw -70802.399786 + Penalty 2183.673469 = -68618.726316 nChanged 16 SP:Iteration 6Q (46.647280 sec): 3 clusters Score: Raw -70811.369443 + Penalty 2183.744699 = -68627.624744 nChanged 13 SP:Iteration 7Q (46.649791 sec): 3 clusters Score: Raw -70819.454055 + Penalty 2183.950119 = -68635.503936 nChanged 10 SP:Iteration 8Q (46.652268 sec): 3 clusters Score: Raw -70827.128700 + Penalty 2183.880073 = -68643.248627 nChanged 18 SP:Iteration 9Q (46.654754 sec): 3 clusters Score: Raw -70841.193210 + Penalty 2184.444868 = -68656.748342 nChanged 23 SP:Iteration 10F (46.657256 sec): 3 clusters Score: Raw -70863.338401 + Penalty 2184.923910 = -68678.414491 nChanged 32 SP:Iteration 11Q (46.659733 sec): 3 clusters Score: Raw -70890.970657 + Penalty 2184.860149 = -68706.110508 nChanged 32 SP:Iteration 12Q (46.662234 sec): 3 clusters Score: Raw -70919.536638 + Penalty 2185.601654 = -68733.934984 nChanged 30 SP:Iteration 13Q (46.664756 sec): 3 clusters Score: Raw -70948.335522 + Penalty 2185.768916 = -68762.566606 nChanged 31 SP:Iteration 14Q (46.667286 sec): 3 clusters Score: Raw -70975.616642 + Penalty 2185.719590 = -68789.897053 nChanged 23 SP:Iteration 15Q (46.669769 sec): 3 clusters Score: Raw -70995.694779 + Penalty 2185.618491 = -68810.076288 nChanged 27 SP:Iteration 16Q (46.672317 sec): 3 clusters Score: Raw -71022.236830 + Penalty 2184.874974 = -68837.361857 nChanged 26 SP:Iteration 17Q (46.674815 sec): 3 clusters Score: Raw -71047.588245 + Penalty 2183.783678 = -68863.804567 nChanged 26 SP:Iteration 18Q (46.677345 sec): 3 clusters Score: Raw -71066.597216 + Penalty 2182.958693 = -68883.638522 nChanged 26 SP:Iteration 19Q (46.679879 sec): 3 clusters Score: Raw -71082.998554 + Penalty 2181.766199 = -68901.232355 nChanged 24 SP:Iteration 20F (46.682381 sec): 3 clusters Score: Raw -71098.170395 + Penalty 2180.803958 = -68917.366437 nChanged 20 SP:Iteration 21Q (46.684806 sec): 3 clusters Score: Raw -71109.348945 + Penalty 2180.177546 = -68929.171399 nChanged 19 SP:Iteration 22Q (46.687222 sec): 3 clusters Score: Raw -71125.810593 + Penalty 2178.843274 = -68946.967318 nChanged 20 SP:Iteration 23Q (46.689634 sec): 3 clusters Score: Raw -71139.558193 + Penalty 2177.288219 = -68962.269974 nChanged 23 SP:Iteration 24Q (46.692044 sec): 3 clusters Score: Raw -71157.677937 + Penalty 2175.587334 = -68982.090603 nChanged 25 SP:Iteration 25Q (46.694450 sec): 3 clusters Score: Raw -71175.609067 + Penalty 2174.668362 = -69000.940705 nChanged 18 SP:Iteration 26Q (46.696899 sec): 3 clusters Score: Raw -71186.644651 + Penalty 2173.344624 = -69013.300027 nChanged 19 SP:Iteration 27Q (46.699297 sec): 3 clusters Score: Raw -71195.152225 + Penalty 2171.501841 = -69023.650384 nChanged 19 SP:Iteration 28Q (46.701696 sec): 3 clusters Score: Raw -71206.242740 + Penalty 2170.465322 = -69035.777417 nChanged 11 SP:Iteration 29Q (46.704095 sec): 3 clusters Score: Raw -71211.823883 + Penalty 2169.799429 = -69042.024454 nChanged 8 SP:Iteration 30F (46.706572 sec): 3 clusters Score: Raw -71214.984613 + Penalty 2169.208172 = -69045.776441 nChanged 8 SP:Iteration 31Q (46.709017 sec): 3 clusters Score: Raw -71219.325701 + Penalty 2169.143904 = -69050.181797 nChanged 6 SP:Iteration 32Q (46.711458 sec): 3 clusters Score: Raw -71224.036512 + Penalty 2168.796688 = -69055.239824 nChanged 6 SP:Iteration 33Q (46.713862 sec): 3 clusters Score: Raw -71226.805047 + Penalty 2168.653427 = -69058.151620 nChanged 3 SP:Iteration 34Q (46.716279 sec): 3 clusters Score: Raw -71227.489035 + Penalty 2168.385408 = -69059.103627 nChanged 2 SP:Iteration 35Q (46.718673 sec): 3 clusters Score: Raw -71227.849872 + Penalty 2168.385408 = -69059.464464 nChanged 0 SP:Iteration 36F (46.721156 sec): 3 clusters Score: Raw -71227.849872 + Penalty 2168.385408 = -69059.464464 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 17 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.722902 sec): 2 clusters Score: Raw -921.336099 + Penalty 297.234668 = -624.101430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.723154 sec): 3 clusters Score: Raw -966.907887 + Penalty 601.339638 = -365.568249 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 18 (653 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.725551 sec): 2 clusters Score: Raw -31982.633114 + Penalty 957.427372 = -31025.205742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.726946 sec): 3 clusters Score: Raw -31775.302545 + Penalty 1913.960452 = -29861.342093 nChanged 167 SP:Iteration 1F (46.728317 sec): 3 clusters Score: Raw -31937.742778 + Penalty 1915.106095 = -30022.636683 nChanged 47 SP:Iteration 2F (46.729701 sec): 3 clusters Score: Raw -31982.342537 + Penalty 1916.154429 = -30066.188108 nChanged 24 SP:Iteration 3Q (46.731051 sec): 3 clusters Score: Raw -32014.086782 + Penalty 1917.117355 = -30096.969428 nChanged 21 SP:Iteration 4Q (46.732402 sec): 3 clusters Score: Raw -32034.843687 + Penalty 1917.653596 = -30117.190091 nChanged 12 SP:Iteration 5Q (46.733761 sec): 3 clusters Score: Raw -32048.386336 + Penalty 1918.074420 = -30130.311916 nChanged 8 SP:Iteration 6Q (46.735104 sec): 3 clusters Score: Raw -32053.542268 + Penalty 1918.287425 = -30135.254843 nChanged 1 SP:Iteration 7Q (46.736446 sec): 3 clusters Score: Raw -32054.291410 + Penalty 1918.483102 = -30135.808309 nChanged 2 SP:Iteration 8Q (46.737805 sec): 3 clusters Score: Raw -32055.192149 + Penalty 1918.672833 = -30136.519316 nChanged 1 SP:Iteration 9Q (46.739146 sec): 3 clusters Score: Raw -32055.731159 + Penalty 1918.731906 = -30136.999253 nChanged 1 SP:Iteration 10F (46.740511 sec): 3 clusters Score: Raw -32056.199734 + Penalty 1918.731906 = -30137.467828 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 20 (302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.742509 sec): 2 clusters Score: Raw -14538.675769 + Penalty 386.644929 = -14152.030840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.743286 sec): 3 clusters Score: Raw -14395.317775 + Penalty 774.593615 = -13620.724160 nChanged 80 SP:Iteration 1F (46.744028 sec): 3 clusters Score: Raw -14455.122197 + Penalty 775.018590 = -13680.103607 nChanged 26 SP:Iteration 2F (46.744767 sec): 3 clusters Score: Raw -14477.078582 + Penalty 773.554789 = -13703.523793 nChanged 12 SP:Iteration 3Q (46.745509 sec): 3 clusters Score: Raw -14486.403667 + Penalty 773.025844 = -13713.377822 nChanged 6 SP:Iteration 4Q (46.746242 sec): 3 clusters Score: Raw -14489.941029 + Penalty 772.591492 = -13717.349538 nChanged 4 SP:Iteration 5Q (46.746975 sec): 3 clusters Score: Raw -14496.800453 + Penalty 772.053463 = -13724.746990 nChanged 8 SP:Iteration 6Q (46.747706 sec): 3 clusters Score: Raw -14502.779520 + Penalty 772.579609 = -13730.199910 nChanged 8 SP:Iteration 7Q (46.748437 sec): 3 clusters Score: Raw -14508.474979 + Penalty 773.798386 = -13734.676592 nChanged 5 SP:Iteration 8Q (46.749166 sec): 3 clusters Score: Raw -14512.191269 + Penalty 774.259220 = -13737.932049 nChanged 2 SP:Iteration 9Q (46.749928 sec): 3 clusters Score: Raw -14513.087569 + Penalty 775.012951 = -13738.074617 nChanged 3 SP:Iteration 10F (46.750665 sec): 3 clusters Score: Raw -14515.584775 + Penalty 776.008257 = -13739.576519 nChanged 3 SP:Iteration 11Q (46.751398 sec): 3 clusters Score: Raw -14518.664495 + Penalty 777.073892 = -13741.590603 nChanged 6 SP:Iteration 12Q (46.752128 sec): 3 clusters Score: Raw -14524.861313 + Penalty 777.558111 = -13747.303202 nChanged 7 SP:Iteration 13Q (46.752857 sec): 3 clusters Score: Raw -14533.919248 + Penalty 777.934350 = -13755.984898 nChanged 2 SP:Iteration 14Q (46.753587 sec): 3 clusters Score: Raw -14536.333990 + Penalty 777.934350 = -13758.399640 nChanged 0 SP:Iteration 15F (46.754330 sec): 3 clusters Score: Raw -14536.333990 + Penalty 777.934350 = -13758.399640 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 21 (158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.755269 sec): 2 clusters Score: Raw -6923.708494 + Penalty 735.481159 = -6188.227334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.755763 sec): 3 clusters Score: Raw -6990.231667 + Penalty 1470.298279 = -5519.933388 nChanged 17 SP:Iteration 1F (46.756250 sec): 3 clusters Score: Raw -7035.806613 + Penalty 1470.851103 = -5564.955510 nChanged 5 SP:Iteration 2Q (46.756717 sec): 3 clusters Score: Raw -7046.932812 + Penalty 1471.066937 = -5575.865875 nChanged 2 SP:Iteration 3Q (46.757179 sec): 3 clusters Score: Raw -7050.074782 + Penalty 1471.066937 = -5579.007844 nChanged 0 SP:Iteration 4F (46.757665 sec): 3 clusters Score: Raw -7050.074782 + Penalty 1471.066937 = -5579.007844 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 22 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.758176 sec): 2 clusters Score: Raw -893.107594 + Penalty 273.327407 = -619.780187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.758428 sec): 3 clusters Score: Raw -926.990828 + Penalty 549.323246 = -377.667582 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 24 (124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.759479 sec): 2 clusters Score: Raw -5806.776187 + Penalty 472.005264 = -5334.770923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.759909 sec): 3 clusters Score: Raw -5829.555550 + Penalty 942.228844 = -4887.326707 nChanged 18 SP:Iteration 1F (46.760333 sec): 3 clusters Score: Raw -5864.747311 + Penalty 945.763515 = -4918.983796 nChanged 8 SP:Iteration 2F (46.760756 sec): 3 clusters Score: Raw -5886.134945 + Penalty 947.107575 = -4939.027370 nChanged 4 SP:Iteration 3Q (46.761164 sec): 3 clusters Score: Raw -5897.303567 + Penalty 955.502756 = -4941.800811 nChanged 2 SP:Iteration 4Q (46.761566 sec): 3 clusters Score: Raw -5899.968571 + Penalty 959.496838 = -4940.471733 nChanged 1 SP:Iteration 5F (46.761997 sec): 3 clusters Score: Raw -5900.093767 + Penalty 959.496838 = -4940.596929 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 25 (215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.763053 sec): 2 clusters Score: Raw -10407.281130 + Penalty 385.538953 = -10021.742177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.763651 sec): 3 clusters Score: Raw -10323.340984 + Penalty 773.901901 = -9549.439083 nChanged 61 SP:Iteration 1F (46.764244 sec): 3 clusters Score: Raw -10375.618822 + Penalty 779.185725 = -9596.433097 nChanged 13 SP:Iteration 2F (46.764829 sec): 3 clusters Score: Raw -10394.876069 + Penalty 782.525106 = -9612.350963 nChanged 10 SP:Iteration 3Q (46.765408 sec): 3 clusters Score: Raw -10412.500735 + Penalty 784.473231 = -9628.027505 nChanged 8 SP:Iteration 4Q (46.765983 sec): 3 clusters Score: Raw -10418.212809 + Penalty 785.682541 = -9632.530267 nChanged 2 SP:Iteration 5Q (46.766589 sec): 3 clusters Score: Raw -10420.597612 + Penalty 787.851485 = -9632.746127 nChanged 6 SP:Iteration 6Q (46.767197 sec): 3 clusters Score: Raw -10430.050266 + Penalty 786.898270 = -9643.151995 nChanged 6 SP:Iteration 7Q (46.767770 sec): 3 clusters Score: Raw -10439.312661 + Penalty 789.609946 = -9649.702715 nChanged 3 SP:Iteration 8Q (46.768341 sec): 3 clusters Score: Raw -10444.749513 + Penalty 789.650846 = -9655.098667 nChanged 2 SP:Iteration 9Q (46.768912 sec): 3 clusters Score: Raw -10446.443531 + Penalty 788.692718 = -9657.750813 nChanged 1 SP:Iteration 10F (46.769509 sec): 3 clusters Score: Raw -10446.846410 + Penalty 788.692718 = -9658.153693 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 26 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.769985 sec): 2 clusters Score: Raw -321.101125 + Penalty 179.660245 = -141.440880 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.770203 sec): 3 clusters Score: Raw -317.073900 + Penalty 335.331503 = 18.257604 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 27 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.770760 sec): 2 clusters Score: Raw -1517.556709 + Penalty 110.084585 = -1407.472125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.771040 sec): 3 clusters Score: Raw -1528.038984 + Penalty 237.519397 = -1290.519587 nChanged 5 SP:Iteration 1F (46.771312 sec): 3 clusters Score: Raw -1539.227334 + Penalty 241.866493 = -1297.360841 nChanged 1 SP:Iteration 2Q (46.771578 sec): 3 clusters Score: Raw -1543.031764 + Penalty 241.866493 = -1301.165272 nChanged 0 SP:Iteration 3F (46.771850 sec): 3 clusters Score: Raw -1543.031764 + Penalty 241.866493 = -1301.165272 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 28 (491 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.774648 sec): 2 clusters Score: Raw -26807.242525 + Penalty 906.667463 = -25900.575062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.775761 sec): 3 clusters Score: Raw -26681.230237 + Penalty 1814.018360 = -24867.211877 nChanged 109 SP:Iteration 1F (46.776863 sec): 3 clusters Score: Raw -26805.260829 + Penalty 1816.199862 = -24989.060966 nChanged 33 SP:Iteration 2F (46.777991 sec): 3 clusters Score: Raw -26846.253548 + Penalty 1817.875201 = -25028.378346 nChanged 18 SP:Iteration 3Q (46.779099 sec): 3 clusters Score: Raw -26868.791360 + Penalty 1818.892003 = -25049.899358 nChanged 11 SP:Iteration 4Q (46.780192 sec): 3 clusters Score: Raw -26883.324214 + Penalty 1819.936962 = -25063.387252 nChanged 9 SP:Iteration 5Q (46.781227 sec): 3 clusters Score: Raw -26892.479635 + Penalty 1821.940170 = -25070.539465 nChanged 10 SP:Iteration 6Q (46.782262 sec): 3 clusters Score: Raw -26904.524581 + Penalty 1821.353832 = -25083.170749 nChanged 8 SP:Iteration 7Q (46.783297 sec): 3 clusters Score: Raw -26917.261788 + Penalty 1823.228452 = -25094.033336 nChanged 5 SP:Iteration 8Q (46.784327 sec): 3 clusters Score: Raw -26922.627154 + Penalty 1825.110406 = -25097.516748 nChanged 3 SP:Iteration 9Q (46.785354 sec): 3 clusters Score: Raw -26925.147761 + Penalty 1825.302625 = -25099.845136 nChanged 1 SP:Iteration 10F (46.786409 sec): 3 clusters Score: Raw -26927.361241 + Penalty 1825.359952 = -25102.001289 nChanged 1 SP:Iteration 11Q (46.787445 sec): 3 clusters Score: Raw -26928.419937 + Penalty 1825.623613 = -25102.796324 nChanged 1 SP:Iteration 12Q (46.788475 sec): 3 clusters Score: Raw -26929.521959 + Penalty 1826.400276 = -25103.121683 nChanged 1 SP:Iteration 13Q (46.789503 sec): 3 clusters Score: Raw -26930.657522 + Penalty 1826.400276 = -25104.257247 nChanged 0 SP:Iteration 14F (46.790558 sec): 3 clusters Score: Raw -26930.657522 + Penalty 1826.400276 = -25104.257247 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 29 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.791143 sec): 2 clusters Score: Raw -529.846533 + Penalty 243.622114 = -286.224419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.791380 sec): 3 clusters Score: Raw -543.655574 + Penalty 494.680960 = -48.974614 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 30 (202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.792384 sec): 2 clusters Score: Raw -9165.241406 + Penalty 342.005656 = -8823.235750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.792974 sec): 3 clusters Score: Raw -9097.592042 + Penalty 685.343468 = -8412.248574 nChanged 53 SP:Iteration 1F (46.793551 sec): 3 clusters Score: Raw -9136.312084 + Penalty 686.937399 = -8449.374685 nChanged 8 SP:Iteration 2Q (46.794111 sec): 3 clusters Score: Raw -9142.706804 + Penalty 687.838952 = -8454.867852 nChanged 4 SP:Iteration 3Q (46.794669 sec): 3 clusters Score: Raw -9144.347203 + Penalty 687.699284 = -8456.647920 nChanged 4 SP:Iteration 4Q (46.795280 sec): 3 clusters Score: Raw -9146.875181 + Penalty 686.874706 = -8460.000475 nChanged 3 SP:Iteration 5Q (46.795840 sec): 3 clusters Score: Raw -9150.060501 + Penalty 684.951555 = -8465.108946 nChanged 3 SP:Iteration 6Q (46.796401 sec): 3 clusters Score: Raw -9153.008170 + Penalty 684.058060 = -8468.950111 nChanged 2 SP:Iteration 7Q (46.796961 sec): 3 clusters Score: Raw -9155.625820 + Penalty 685.994549 = -8469.631270 nChanged 5 SP:Iteration 8Q (46.797523 sec): 3 clusters Score: Raw -9158.525220 + Penalty 683.479924 = -8475.045297 nChanged 2 SP:Iteration 9Q (46.798084 sec): 3 clusters Score: Raw -9159.610205 + Penalty 684.337878 = -8475.272327 nChanged 1 SP:Iteration 10F (46.798650 sec): 3 clusters Score: Raw -9160.690702 + Penalty 685.237805 = -8475.452897 nChanged 3 SP:Iteration 11Q (46.799214 sec): 3 clusters Score: Raw -9164.375144 + Penalty 685.705843 = -8478.669301 nChanged 4 SP:Iteration 12Q (46.799775 sec): 3 clusters Score: Raw -9166.373369 + Penalty 686.390171 = -8479.983198 nChanged 3 SP:Iteration 13Q (46.800338 sec): 3 clusters Score: Raw -9168.513961 + Penalty 686.378005 = -8482.135956 nChanged 3 SP:Iteration 14Q (46.800899 sec): 3 clusters Score: Raw -9171.368854 + Penalty 684.137191 = -8487.231663 nChanged 3 SP:Iteration 15Q (46.801459 sec): 3 clusters Score: Raw -9174.039406 + Penalty 684.137191 = -8489.902215 nChanged 0 SP:Iteration 16F (46.802026 sec): 3 clusters Score: Raw -9174.039406 + Penalty 684.137191 = -8489.902215 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 32 (59 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.802639 sec): 2 clusters Score: Raw -2608.888426 + Penalty 323.500896 = -2285.387531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.802965 sec): 3 clusters Score: Raw -2645.672979 + Penalty 653.472469 = -1992.200510 nChanged 7 SP:Iteration 1F (46.803289 sec): 3 clusters Score: Raw -2666.224337 + Penalty 655.673963 = -2010.550375 nChanged 1 SP:Iteration 2Q (46.803592 sec): 3 clusters Score: Raw -2667.242514 + Penalty 655.673963 = -2011.568551 nChanged 0 SP:Iteration 3F (46.803914 sec): 3 clusters Score: Raw -2667.242514 + Penalty 655.673963 = -2011.568551 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 33 (278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.805122 sec): 2 clusters Score: Raw -12658.471020 + Penalty 264.835954 = -12393.635066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.805859 sec): 3 clusters Score: Raw -12519.837589 + Penalty 533.116202 = -11986.721388 nChanged 96 SP:Iteration 1F (46.806581 sec): 3 clusters Score: Raw -12593.823907 + Penalty 541.650092 = -12052.173816 nChanged 28 SP:Iteration 2F (46.807307 sec): 3 clusters Score: Raw -12615.310456 + Penalty 550.582222 = -12064.728234 nChanged 19 SP:Iteration 3F (46.808032 sec): 3 clusters Score: Raw -12628.185866 + Penalty 552.188349 = -12075.997517 nChanged 7 SP:Iteration 4Q (46.808818 sec): 3 clusters Score: Raw -12632.977631 + Penalty 553.134832 = -12079.842799 nChanged 4 SP:Iteration 5Q (46.809512 sec): 3 clusters Score: Raw -12634.609928 + Penalty 553.677713 = -12080.932215 nChanged 3 SP:Iteration 6Q (46.810216 sec): 3 clusters Score: Raw -12636.289649 + Penalty 556.758891 = -12079.530758 nChanged 3 SP:Iteration 7F (46.810916 sec): 3 clusters Score: Raw -12638.177280 + Penalty 557.816250 = -12080.361030 nChanged 3 SP:Iteration 8Q (46.811610 sec): 3 clusters Score: Raw -12640.517947 + Penalty 556.786498 = -12083.731449 nChanged 5 SP:Iteration 9Q (46.812314 sec): 3 clusters Score: Raw -12646.140639 + Penalty 557.641251 = -12088.499388 nChanged 2 SP:Iteration 10F (46.813016 sec): 3 clusters Score: Raw -12650.512056 + Penalty 555.167510 = -12095.344546 nChanged 5 SP:Iteration 11Q (46.813714 sec): 3 clusters Score: Raw -12658.131102 + Penalty 554.751361 = -12103.379741 nChanged 1 SP:Iteration 12Q (46.814399 sec): 3 clusters Score: Raw -12658.844583 + Penalty 554.751361 = -12104.093222 nChanged 0 SP:Iteration 13F (46.815099 sec): 3 clusters Score: Raw -12658.844583 + Penalty 554.751361 = -12104.093222 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 34 (338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.816479 sec): 2 clusters Score: Raw -16876.631137 + Penalty 649.406859 = -16227.224278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.817287 sec): 3 clusters Score: Raw -16755.238221 + Penalty 1311.625391 = -15443.612830 nChanged 86 SP:Iteration 1F (46.818082 sec): 3 clusters Score: Raw -16841.048655 + Penalty 1324.861796 = -15516.186859 nChanged 22 SP:Iteration 2F (46.818876 sec): 3 clusters Score: Raw -16871.935000 + Penalty 1337.173030 = -15534.761970 nChanged 14 SP:Iteration 3Q (46.819663 sec): 3 clusters Score: Raw -16892.499675 + Penalty 1346.548507 = -15545.951168 nChanged 6 SP:Iteration 4Q (46.820441 sec): 3 clusters Score: Raw -16899.656233 + Penalty 1351.500380 = -15548.155854 nChanged 4 SP:Iteration 5Q (46.821218 sec): 3 clusters Score: Raw -16903.231642 + Penalty 1352.543271 = -15550.688371 nChanged 2 SP:Iteration 6Q (46.821986 sec): 3 clusters Score: Raw -16906.790766 + Penalty 1352.543271 = -15554.247496 nChanged 0 SP:Iteration 7F (46.822773 sec): 3 clusters Score: Raw -16906.790766 + Penalty 1352.543271 = -15554.247496 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 35 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.823325 sec): 2 clusters Score: Raw -1469.195233 + Penalty 257.442318 = -1211.752914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.823597 sec): 3 clusters Score: Raw -1481.649360 + Penalty 509.105876 = -972.543483 nChanged 3 SP:Iteration 1F (46.823869 sec): 3 clusters Score: Raw -1490.571618 + Penalty 514.884637 = -975.686981 nChanged 1 SP:Iteration 2Q (46.824126 sec): 3 clusters Score: Raw -1491.929854 + Penalty 514.884637 = -977.045217 nChanged 0 SP:Iteration 3F (46.824388 sec): 3 clusters Score: Raw -1491.929854 + Penalty 514.884637 = -977.045217 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 36 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.824854 sec): 2 clusters Score: Raw -290.170570 + Penalty 143.544768 = -146.625802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.825071 sec): 3 clusters Score: Raw -284.864564 + Penalty 310.477030 = 25.612466 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 37 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.825631 sec): 2 clusters Score: Raw -1622.448229 + Penalty 297.260179 = -1325.188049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.825918 sec): 3 clusters Score: Raw -1706.529442 + Penalty 594.784521 = -1111.744921 nChanged 2 SP:Iteration 1Q (46.826212 sec): 3 clusters Score: Raw -1710.054584 + Penalty 594.784521 = -1115.270063 nChanged 0 SP:Iteration 2F (46.826494 sec): 3 clusters Score: Raw -1710.054584 + Penalty 594.784521 = -1115.270063 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 38 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.826975 sec): 2 clusters Score: Raw -542.324299 + Penalty 229.319550 = -313.004749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.827203 sec): 3 clusters Score: Raw -561.822817 + Penalty 448.789767 = -113.033050 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 39 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.827735 sec): 2 clusters Score: Raw -1439.313676 + Penalty 248.483788 = -1190.829888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.828005 sec): 3 clusters Score: Raw -1476.526738 + Penalty 495.674943 = -980.851795 nChanged 3 SP:Iteration 1F (46.828270 sec): 3 clusters Score: Raw -1481.348752 + Penalty 495.674943 = -985.673809 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 43 (109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.829012 sec): 2 clusters Score: Raw -4589.008625 + Penalty 550.659830 = -4038.348795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.829422 sec): 3 clusters Score: Raw -4649.492473 + Penalty 1102.939791 = -3546.552682 nChanged 10 SP:Iteration 1F (46.829824 sec): 3 clusters Score: Raw -4675.289562 + Penalty 1104.676484 = -3570.613078 nChanged 2 SP:Iteration 2Q (46.830207 sec): 3 clusters Score: Raw -4679.143599 + Penalty 1106.660546 = -3572.483052 nChanged 2 SP:Iteration 3Q (46.830589 sec): 3 clusters Score: Raw -4682.968593 + Penalty 1108.240455 = -3574.728138 nChanged 2 SP:Iteration 4Q (46.830971 sec): 3 clusters Score: Raw -4685.911166 + Penalty 1108.240455 = -3577.670712 nChanged 0 SP:Iteration 5F (46.831370 sec): 3 clusters Score: Raw -4685.911166 + Penalty 1108.240455 = -3577.670712 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 46 (318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.832714 sec): 2 clusters Score: Raw -15115.391653 + Penalty 553.645795 = -14561.745858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.833502 sec): 3 clusters Score: Raw -14996.243156 + Penalty 1108.302024 = -13887.941132 nChanged 78 SP:Iteration 1F (46.834268 sec): 3 clusters Score: Raw -15073.742588 + Penalty 1114.507451 = -13959.235137 nChanged 29 SP:Iteration 2F (46.835035 sec): 3 clusters Score: Raw -15106.973042 + Penalty 1123.342779 = -13983.630263 nChanged 16 SP:Iteration 3F (46.835803 sec): 3 clusters Score: Raw -15129.920264 + Penalty 1128.955483 = -14000.964781 nChanged 11 SP:Iteration 4Q (46.836561 sec): 3 clusters Score: Raw -15151.980379 + Penalty 1127.387483 = -14024.592896 nChanged 12 SP:Iteration 5Q (46.837319 sec): 3 clusters Score: Raw -15187.423383 + Penalty 1136.321613 = -14051.101769 nChanged 13 SP:Iteration 6Q (46.838079 sec): 3 clusters Score: Raw -15208.058744 + Penalty 1136.318193 = -14071.740551 nChanged 7 SP:Iteration 7Q (46.838824 sec): 3 clusters Score: Raw -15217.669802 + Penalty 1135.300254 = -14082.369548 nChanged 3 SP:Iteration 8Q (46.839569 sec): 3 clusters Score: Raw -15222.046318 + Penalty 1133.773162 = -14088.273156 nChanged 2 SP:Iteration 9Q (46.840313 sec): 3 clusters Score: Raw -15225.144062 + Penalty 1133.618452 = -14091.525610 nChanged 4 SP:Iteration 10F (46.841083 sec): 3 clusters Score: Raw -15229.421506 + Penalty 1132.860067 = -14096.561439 nChanged 1 SP:Iteration 11Q (46.841824 sec): 3 clusters Score: Raw -15231.179448 + Penalty 1133.411315 = -14097.768133 nChanged 1 SP:Iteration 12Q (46.842564 sec): 3 clusters Score: Raw -15231.635546 + Penalty 1133.411315 = -14098.224230 nChanged 0 SP:Iteration 13F (46.843363 sec): 3 clusters Score: Raw -15231.635546 + Penalty 1133.411315 = -14098.224230 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 47 (157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.844236 sec): 2 clusters Score: Raw -7876.510915 + Penalty 647.584676 = -7228.926239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.844730 sec): 3 clusters Score: Raw -7935.810145 + Penalty 1279.134635 = -6656.675510 nChanged 22 SP:Iteration 1F (46.845225 sec): 3 clusters Score: Raw -8003.767595 + Penalty 1286.781082 = -6716.986513 nChanged 11 SP:Iteration 2F (46.845725 sec): 3 clusters Score: Raw -8029.945798 + Penalty 1286.765170 = -6743.180628 nChanged 4 SP:Iteration 3Q (46.846197 sec): 3 clusters Score: Raw -8034.765078 + Penalty 1290.614638 = -6744.150440 nChanged 1 SP:Iteration 4Q (46.846666 sec): 3 clusters Score: Raw -8036.700799 + Penalty 1290.614638 = -6746.086161 nChanged 0 SP:Iteration 5F (46.847191 sec): 3 clusters Score: Raw -8036.700799 + Penalty 1290.614638 = -6746.086161 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 48 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.847740 sec): 2 clusters Score: Raw -1789.473456 + Penalty 344.544496 = -1444.928960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.848015 sec): 3 clusters Score: Raw -1796.630798 + Penalty 689.742150 = -1106.888648 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 49 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.848535 sec): 2 clusters Score: Raw -1250.560068 + Penalty 293.735882 = -956.824186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.848791 sec): 3 clusters Score: Raw -1277.037600 + Penalty 591.337020 = -685.700579 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 50 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.849306 sec): 2 clusters Score: Raw -1060.641861 + Penalty 239.741223 = -820.900638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.849559 sec): 3 clusters Score: Raw -1084.252336 + Penalty 484.713922 = -599.538414 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 52 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.850060 sec): 2 clusters Score: Raw -753.453069 + Penalty 184.944351 = -568.508718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.850304 sec): 3 clusters Score: Raw -779.446808 + Penalty 382.376141 = -397.070667 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 54 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.850830 sec): 2 clusters Score: Raw -1478.147452 + Penalty 278.376875 = -1199.770578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.851094 sec): 3 clusters Score: Raw -1495.336884 + Penalty 555.166300 = -940.170584 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 55 (173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.852007 sec): 2 clusters Score: Raw -7512.901788 + Penalty 762.360497 = -6750.541291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.852541 sec): 3 clusters Score: Raw -7583.844351 + Penalty 1526.538280 = -6057.306071 nChanged 15 SP:Iteration 1F (46.853048 sec): 3 clusters Score: Raw -7630.735294 + Penalty 1526.633800 = -6104.101495 nChanged 3 SP:Iteration 2Q (46.853539 sec): 3 clusters Score: Raw -7638.126472 + Penalty 1526.365821 = -6111.760652 nChanged 1 SP:Iteration 3Q (46.854024 sec): 3 clusters Score: Raw -7642.471773 + Penalty 1525.905308 = -6116.566464 nChanged 1 SP:Iteration 4Q (46.854518 sec): 3 clusters Score: Raw -7645.203802 + Penalty 1525.905308 = -6119.298493 nChanged 0 SP:Iteration 5F (46.855052 sec): 3 clusters Score: Raw -7645.203802 + Penalty 1525.905308 = -6119.298493 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 56 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.855541 sec): 2 clusters Score: Raw -286.362454 + Penalty 142.458365 = -143.904088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.855768 sec): 3 clusters Score: Raw -284.920297 + Penalty 284.916731 = -0.003566 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 57 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.856222 sec): 2 clusters Score: Raw -96.800551 + Penalty 48.042835 = -48.757716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.856416 sec): 2 clusters Score: Raw -96.800551 + Penalty 48.042835 = -48.757716 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 58 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.857062 sec): 2 clusters Score: Raw -3945.972060 + Penalty 497.549966 = -3448.422094 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.857409 sec): 3 clusters Score: Raw -3969.490982 + Penalty 995.701019 = -2973.789962 nChanged 5 SP:Iteration 1F (46.857750 sec): 3 clusters Score: Raw -3987.792262 + Penalty 995.001315 = -2992.790948 nChanged 1 SP:Iteration 2Q (46.858078 sec): 3 clusters Score: Raw -3989.576133 + Penalty 994.861900 = -2994.714234 nChanged 3 SP:Iteration 3Q (46.858405 sec): 3 clusters Score: Raw -3994.334718 + Penalty 992.013158 = -3002.321560 nChanged 3 SP:Iteration 4Q (46.858731 sec): 3 clusters Score: Raw -4003.771951 + Penalty 992.013158 = -3011.758793 nChanged 0 SP:Iteration 5F (46.859073 sec): 3 clusters Score: Raw -4003.771951 + Penalty 992.013158 = -3011.758793 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 60 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.859526 sec): 2 clusters Score: Raw -47.249580 + Penalty 0.000000 = -47.249580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.859716 sec): 2 clusters Score: Raw -47.249580 + Penalty 0.000000 = -47.249580 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 63 (261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.860863 sec): 2 clusters Score: Raw -13271.435232 + Penalty 545.887259 = -12725.547973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.861554 sec): 3 clusters Score: Raw -13207.164078 + Penalty 1087.922498 = -12119.241580 nChanged 54 SP:Iteration 1F (46.862229 sec): 3 clusters Score: Raw -13259.077833 + Penalty 1088.009834 = -12171.067998 nChanged 10 SP:Iteration 2Q (46.862888 sec): 3 clusters Score: Raw -13271.768570 + Penalty 1087.941415 = -12183.827154 nChanged 7 SP:Iteration 3Q (46.863560 sec): 3 clusters Score: Raw -13279.421190 + Penalty 1088.113596 = -12191.307594 nChanged 5 SP:Iteration 4Q (46.864215 sec): 3 clusters Score: Raw -13284.053176 + Penalty 1088.372688 = -12195.680488 nChanged 1 SP:Iteration 5Q (46.864868 sec): 3 clusters Score: Raw -13285.635722 + Penalty 1088.264255 = -12197.371467 nChanged 2 SP:Iteration 6Q (46.865521 sec): 3 clusters Score: Raw -13286.997373 + Penalty 1088.465921 = -12198.531452 nChanged 1 SP:Iteration 7Q (46.866175 sec): 3 clusters Score: Raw -13288.058823 + Penalty 1088.465921 = -12199.592902 nChanged 0 SP:Iteration 8F (46.866844 sec): 3 clusters Score: Raw -13288.058823 + Penalty 1088.465921 = -12199.592902 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 64 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.867332 sec): 2 clusters Score: Raw -393.797441 + Penalty 194.489426 = -199.308015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.867560 sec): 3 clusters Score: Raw -405.780631 + Penalty 388.978852 = -16.801779 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 67 (576 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.869677 sec): 2 clusters Score: Raw -29483.156687 + Penalty 1029.310979 = -28453.845708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.870987 sec): 3 clusters Score: Raw -29376.705836 + Penalty 2058.626750 = -27318.079086 nChanged 140 SP:Iteration 1F (46.872268 sec): 3 clusters Score: Raw -29547.991781 + Penalty 2058.619575 = -27489.372205 nChanged 45 SP:Iteration 2F (46.873486 sec): 3 clusters Score: Raw -29613.675682 + Penalty 2058.590768 = -27555.084914 nChanged 18 SP:Iteration 3Q (46.874668 sec): 3 clusters Score: Raw -29639.139751 + Penalty 2058.509558 = -27580.630193 nChanged 14 SP:Iteration 4Q (46.875922 sec): 3 clusters Score: Raw -29653.293505 + Penalty 2058.431504 = -27594.862001 nChanged 11 SP:Iteration 5Q (46.877092 sec): 3 clusters Score: Raw -29665.396522 + Penalty 2058.374649 = -27607.021873 nChanged 10 SP:Iteration 6Q (46.878278 sec): 3 clusters Score: Raw -29676.645815 + Penalty 2058.342074 = -27618.303741 nChanged 5 SP:Iteration 7Q (46.879491 sec): 3 clusters Score: Raw -29682.866506 + Penalty 2058.319355 = -27624.547151 nChanged 4 SP:Iteration 8Q (46.880708 sec): 3 clusters Score: Raw -29687.591105 + Penalty 2058.353131 = -27629.237974 nChanged 5 SP:Iteration 9Q (46.881970 sec): 3 clusters Score: Raw -29700.461736 + Penalty 2058.358283 = -27642.103453 nChanged 4 SP:Iteration 10F (46.883283 sec): 3 clusters Score: Raw -29705.712847 + Penalty 2058.347591 = -27647.365256 nChanged 1 SP:Iteration 11Q (46.884545 sec): 3 clusters Score: Raw -29706.159981 + Penalty 2058.347591 = -27647.812390 nChanged 0 SP:Iteration 12F (46.885865 sec): 3 clusters Score: Raw -29706.159981 + Penalty 2058.347591 = -27647.812390 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 68 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.886462 sec): 2 clusters Score: Raw -1859.990149 + Penalty 389.640606 = -1470.349543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.886755 sec): 3 clusters Score: Raw -1900.140280 + Penalty 779.658336 = -1120.481944 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 72 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.887246 sec): 2 clusters Score: Raw -490.663316 + Penalty 184.397700 = -306.265616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.887477 sec): 3 clusters Score: Raw -505.401915 + Penalty 368.715956 = -136.685960 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 73 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.887986 sec): 2 clusters Score: Raw -743.507356 + Penalty 164.486287 = -579.021069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.888227 sec): 3 clusters Score: Raw -775.135382 + Penalty 330.239276 = -444.896106 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 77 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.888769 sec): 2 clusters Score: Raw -1433.513095 + Penalty 213.444454 = -1220.068641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.889082 sec): 3 clusters Score: Raw -1479.836865 + Penalty 427.172706 = -1052.664159 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 78 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.889709 sec): 2 clusters Score: Raw -1893.953948 + Penalty 222.297494 = -1671.656454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.889994 sec): 3 clusters Score: Raw -1897.163526 + Penalty 439.172321 = -1457.991206 nChanged 5 SP:Iteration 1F (46.890271 sec): 3 clusters Score: Raw -1906.342017 + Penalty 439.234241 = -1467.107776 nChanged 5 SP:Iteration 2F (46.890575 sec): 3 clusters Score: Raw -1919.183554 + Penalty 438.657932 = -1480.525622 nChanged 2 SP:Iteration 3F (46.890851 sec): 3 clusters Score: Raw -1921.577204 + Penalty 438.657932 = -1482.919272 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 79 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.891510 sec): 2 clusters Score: Raw -1847.010551 + Penalty 190.821307 = -1656.189245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.891848 sec): 3 clusters Score: Raw -1861.795403 + Penalty 377.889696 = -1483.905706 nChanged 5 SP:Iteration 1F (46.892141 sec): 3 clusters Score: Raw -1875.872553 + Penalty 376.524756 = -1499.347797 nChanged 2 SP:Iteration 2Q (46.892427 sec): 3 clusters Score: Raw -1882.353846 + Penalty 376.524756 = -1505.829090 nChanged 0 SP:Iteration 3F (46.892718 sec): 3 clusters Score: Raw -1882.353846 + Penalty 376.524756 = -1505.829090 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 83 (77 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.893385 sec): 2 clusters Score: Raw -3935.462179 + Penalty 513.264633 = -3422.197546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.893736 sec): 3 clusters Score: Raw -3969.888775 + Penalty 1025.898902 = -2943.989874 nChanged 3 SP:Iteration 1Q (46.894073 sec): 3 clusters Score: Raw -3978.082994 + Penalty 1025.898902 = -2952.184092 nChanged 0 SP:Iteration 2F (46.894417 sec): 3 clusters Score: Raw -3978.082994 + Penalty 1025.898902 = -2952.184092 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 84 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.894941 sec): 2 clusters Score: Raw -1347.141924 + Penalty 367.855243 = -979.286681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.895200 sec): 3 clusters Score: Raw -1395.253832 + Penalty 736.808883 = -658.444949 nChanged 1 SP:Iteration 1Q (46.895457 sec): 3 clusters Score: Raw -1399.871363 + Penalty 736.808883 = -663.062480 nChanged 0 SP:Iteration 2F (46.895712 sec): 3 clusters Score: Raw -1399.871363 + Penalty 736.808883 = -663.062480 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 85 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.896191 sec): 2 clusters Score: Raw -476.724147 + Penalty 178.872990 = -297.851158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.896419 sec): 3 clusters Score: Raw -505.025289 + Penalty 351.236468 = -153.788821 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 86 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.896897 sec): 2 clusters Score: Raw -572.486706 + Penalty 222.961946 = -349.524760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.897124 sec): 3 clusters Score: Raw -566.760076 + Penalty 454.446144 = -112.313932 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 88 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.897604 sec): 2 clusters Score: Raw -580.898777 + Penalty 235.597347 = -345.301430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.897837 sec): 3 clusters Score: Raw -589.014915 + Penalty 543.879601 = -45.135315 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 89 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.898372 sec): 2 clusters Score: Raw -1640.936993 + Penalty 368.438418 = -1272.498575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.898642 sec): 3 clusters Score: Raw -1665.583790 + Penalty 733.894619 = -931.689171 nChanged 2 SP:Iteration 1F (46.898906 sec): 3 clusters Score: Raw -1670.616578 + Penalty 733.894619 = -936.721959 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 91 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.899463 sec): 2 clusters Score: Raw -1373.083618 + Penalty 374.434533 = -998.649085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.899732 sec): 3 clusters Score: Raw -1463.050936 + Penalty 746.874759 = -716.176177 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 92 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.900191 sec): 2 clusters Score: Raw -194.608047 + Penalty 118.976931 = -75.631116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.900405 sec): 3 clusters Score: Raw -192.990672 + Penalty 265.863797 = 72.873126 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 96 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.900874 sec): 2 clusters Score: Raw -434.235732 + Penalty 202.915029 = -231.320703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.901098 sec): 3 clusters Score: Raw -431.066958 + Penalty 408.448045 = -22.618913 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 100 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.901592 sec): 2 clusters Score: Raw -799.929561 + Penalty 200.151394 = -599.778168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.901850 sec): 3 clusters Score: Raw -832.681656 + Penalty 408.899766 = -423.781890 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 101 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.902440 sec): 2 clusters Score: Raw -931.767089 + Penalty 286.683428 = -645.083660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.902718 sec): 3 clusters Score: Raw -948.437384 + Penalty 572.491166 = -375.946217 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 103 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.903170 sec): 2 clusters Score: Raw -46.897072 + Penalty 0.000000 = -46.897072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.903359 sec): 2 clusters Score: Raw -46.897072 + Penalty 0.000000 = -46.897072 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 104 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.903840 sec): 2 clusters Score: Raw -540.823775 + Penalty 217.139114 = -323.684661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.904071 sec): 3 clusters Score: Raw -557.886283 + Penalty 450.172988 = -107.713294 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 110 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.904540 sec): 2 clusters Score: Raw -288.264298 + Penalty 166.072673 = -122.191625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.904757 sec): 3 clusters Score: Raw -292.502821 + Penalty 326.744846 = 34.242025 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 112 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.905355 sec): 2 clusters Score: Raw -936.121985 + Penalty 331.853106 = -604.268879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.905641 sec): 3 clusters Score: Raw -999.884981 + Penalty 663.213851 = -336.671130 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 115 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.906128 sec): 2 clusters Score: Raw -362.895927 + Penalty 165.661309 = -197.234618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.906349 sec): 3 clusters Score: Raw -360.153335 + Penalty 334.361370 = -25.791966 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 119 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.906809 sec): 2 clusters Score: Raw -43.712737 + Penalty 0.000000 = -43.712737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.906996 sec): 2 clusters Score: Raw -43.712737 + Penalty 0.000000 = -43.712737 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 122 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.907486 sec): 2 clusters Score: Raw -745.891581 + Penalty 258.103545 = -487.788036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.907720 sec): 3 clusters Score: Raw -753.025592 + Penalty 545.465076 = -207.560515 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 123 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.908263 sec): 2 clusters Score: Raw -184.839821 + Penalty 96.725934 = -88.113887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.908514 sec): 3 clusters Score: Raw -184.725228 + Penalty 193.451868 = 8.726640 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 126 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.909093 sec): 2 clusters Score: Raw -1381.953226 + Penalty 354.053762 = -1027.899464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.909353 sec): 3 clusters Score: Raw -1439.843327 + Penalty 708.534449 = -731.308878 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 131 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.909836 sec): 2 clusters Score: Raw -553.996652 + Penalty 99.814500 = -454.182152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.910068 sec): 3 clusters Score: Raw -563.142553 + Penalty 194.070607 = -369.071946 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 133 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.910544 sec): 2 clusters Score: Raw -553.371413 + Penalty 232.306472 = -321.064941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.910771 sec): 3 clusters Score: Raw -554.970031 + Penalty 456.895291 = -98.074740 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 134 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.911344 sec): 2 clusters Score: Raw -182.997601 + Penalty 131.009814 = -51.987787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.911579 sec): 2 clusters Score: Raw -182.997601 + Penalty 131.009814 = -51.987787 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 135 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.912201 sec): 2 clusters Score: Raw -2631.173759 + Penalty 428.934541 = -2202.239218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.912499 sec): 3 clusters Score: Raw -2641.779058 + Penalty 858.515506 = -1783.263551 nChanged 2 SP:Iteration 1Q (46.912783 sec): 3 clusters Score: Raw -2651.960159 + Penalty 858.515506 = -1793.444653 nChanged 0 SP:Iteration 2F (46.913072 sec): 3 clusters Score: Raw -2651.960159 + Penalty 858.515506 = -1793.444653 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 136 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.913538 sec): 2 clusters Score: Raw -228.197679 + Penalty 127.305984 = -100.891695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.913752 sec): 3 clusters Score: Raw -229.082340 + Penalty 246.072842 = 16.990501 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 137 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.914226 sec): 2 clusters Score: Raw -200.525021 + Penalty 94.159515 = -106.365506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.914439 sec): 3 clusters Score: Raw -193.163809 + Penalty 224.825551 = 31.661743 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 147 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.914897 sec): 2 clusters Score: Raw -215.650246 + Penalty 134.540181 = -81.110065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.915110 sec): 3 clusters Score: Raw -208.224814 + Penalty 265.179760 = 56.954946 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 149 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.915605 sec): 2 clusters Score: Raw -981.557632 + Penalty 283.232990 = -698.324642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.915864 sec): 3 clusters Score: Raw -982.563346 + Penalty 558.868229 = -423.695117 nChanged 1 SP:Iteration 1F (46.916138 sec): 3 clusters Score: Raw -984.655313 + Penalty 554.078804 = -430.576509 nChanged 1 SP:Iteration 2F (46.916412 sec): 3 clusters Score: Raw -985.357357 + Penalty 554.078804 = -431.278553 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 150 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.916927 sec): 2 clusters Score: Raw -158.507581 + Penalty 106.618381 = -51.889200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.917123 sec): 2 clusters Score: Raw -158.507581 + Penalty 106.618381 = -51.889200 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 153 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.917590 sec): 2 clusters Score: Raw -380.175822 + Penalty 185.406022 = -194.769800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.917811 sec): 3 clusters Score: Raw -371.826398 + Penalty 386.225086 = 14.398688 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 154 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.918275 sec): 2 clusters Score: Raw -325.134459 + Penalty 179.387847 = -145.746612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.918495 sec): 3 clusters Score: Raw -318.074037 + Penalty 358.775694 = 40.701657 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 167 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.918965 sec): 2 clusters Score: Raw -362.806295 + Penalty 197.148650 = -165.657645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.919185 sec): 3 clusters Score: Raw -367.505057 + Penalty 393.949727 = 26.444670 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 175 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.919662 sec): 2 clusters Score: Raw -539.167158 + Penalty 238.469584 = -300.697574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.919888 sec): 3 clusters Score: Raw -538.591784 + Penalty 471.888102 = -66.703682 nChanged 1 SP:Iteration 1F (46.920110 sec): 3 clusters Score: Raw -541.002273 + Penalty 471.888102 = -69.114171 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 179 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.920565 sec): 2 clusters Score: Raw -138.527234 + Penalty 72.344277 = -66.182957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.920776 sec): 3 clusters Score: Raw -134.496584 + Penalty 155.779595 = 21.283012 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 182 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.921258 sec): 2 clusters Score: Raw -144.124590 + Penalty 89.525545 = -54.599045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.921454 sec): 2 clusters Score: Raw -144.124590 + Penalty 89.525545 = -54.599045 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 187 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.921911 sec): 2 clusters Score: Raw -140.585953 + Penalty 74.024740 = -66.561213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.922121 sec): 3 clusters Score: Raw -137.878146 + Penalty 142.599512 = 4.721366 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 201 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.922565 sec): 2 clusters Score: Raw -44.184343 + Penalty 0.000000 = -44.184343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.922751 sec): 2 clusters Score: Raw -44.184343 + Penalty 0.000000 = -44.184343 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 205 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.923322 sec): 2 clusters Score: Raw -506.048264 + Penalty 235.751215 = -270.297049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.923585 sec): 3 clusters Score: Raw -524.588367 + Penalty 467.485611 = -57.102756 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 207 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.924091 sec): 2 clusters Score: Raw -207.262509 + Penalty 137.573190 = -69.689319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.924304 sec): 3 clusters Score: Raw -202.979330 + Penalty 261.906145 = 58.926815 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 214 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.924833 sec): 2 clusters Score: Raw -1187.461832 + Penalty 90.500013 = -1096.961819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.925096 sec): 3 clusters Score: Raw -1185.152229 + Penalty 173.736047 = -1011.416182 nChanged 2 SP:Iteration 1F (46.925355 sec): 3 clusters Score: Raw -1188.311110 + Penalty 173.736047 = -1014.575063 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 216 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.925836 sec): 2 clusters Score: Raw -554.950263 + Penalty 215.583223 = -339.367039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.926064 sec): 3 clusters Score: Raw -566.218778 + Penalty 434.423648 = -131.795130 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 219 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.926636 sec): 2 clusters Score: Raw -1838.602662 + Penalty 120.431472 = -1718.171190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.926942 sec): 3 clusters Score: Raw -1846.290532 + Penalty 239.635172 = -1606.655360 nChanged 9 SP:Iteration 1F (46.927238 sec): 3 clusters Score: Raw -1863.676501 + Penalty 240.064013 = -1623.612488 nChanged 1 SP:Iteration 2Q (46.927531 sec): 3 clusters Score: Raw -1864.080319 + Penalty 240.064013 = -1624.016306 nChanged 0 SP:Iteration 3F (46.927825 sec): 3 clusters Score: Raw -1864.080319 + Penalty 240.064013 = -1624.016306 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 227 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.928290 sec): 2 clusters Score: Raw -237.294573 + Penalty 140.125565 = -97.169008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.928505 sec): 3 clusters Score: Raw -233.947314 + Penalty 324.397476 = 90.450162 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 230 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.928984 sec): 2 clusters Score: Raw -141.970633 + Penalty 80.300964 = -61.669668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.929193 sec): 3 clusters Score: Raw -138.596311 + Penalty 165.330331 = 26.734020 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 233 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.929644 sec): 2 clusters Score: Raw -92.394347 + Penalty 43.297824 = -49.096524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.929862 sec): 2 clusters Score: Raw -92.394347 + Penalty 43.297824 = -49.096524 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 236 (93 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.930640 sec): 2 clusters Score: Raw -2982.626785 + Penalty 195.775663 = -2786.851122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.931054 sec): 3 clusters Score: Raw -3004.168374 + Penalty 390.758206 = -2613.410168 nChanged 16 SP:Iteration 1F (46.931435 sec): 3 clusters Score: Raw -3033.992396 + Penalty 390.827387 = -2643.165009 nChanged 2 SP:Iteration 2Q (46.931801 sec): 3 clusters Score: Raw -3036.692975 + Penalty 390.827387 = -2645.865589 nChanged 0 SP:Iteration 3F (46.932178 sec): 3 clusters Score: Raw -3036.692975 + Penalty 390.827387 = -2645.865589 nChanged 0 Deleting Class 175 (10 points): Lose 43.641887 but Gain 1030.949369 Iteration 119Q (47.035279 sec): 104 clusters Score: Raw -910044.618648 + Penalty 91785.439142 = -818259.179506 nChanged 33 Deleting Class 135 (50 points): Lose 167.531511 but Gain 1142.129706 Iteration 120F (48.075933 sec): 103 clusters Score: Raw -909909.375585 + Penalty 90688.442838 = -819220.932747 nChanged 69 Deleting Class 14 (4 points): Lose 31.525261 but Gain 993.547742 Iteration 121Q (48.167095 sec): 102 clusters Score: Raw -909990.502485 + Penalty 89712.434756 = -820278.067729 nChanged 24 Deleting Class 84 (27 points): Lose 150.922560 but Gain 1111.044042 Iteration 122Q (48.256043 sec): 101 clusters Score: Raw -909882.306902 + Penalty 88658.655028 = -821223.651875 nChanged 44 Deleting Class 207 (4 points): Lose 27.918142 but Gain 987.866783 Iteration 123Q (48.345760 sec): 100 clusters Score: Raw -909930.320585 + Penalty 87685.088619 = -822245.231965 nChanged 20 Deleting Class 150 (3 points): Lose 15.117908 but Gain 966.067925 Iteration 124Q (48.433932 sec): 99 clusters Score: Raw -909945.435827 + Penalty 86752.934249 = -823192.501578 nChanged 9 Deleting Class 154 (6 points): Lose 45.845935 but Gain 996.628589 Iteration 125Q (48.522297 sec): 98 clusters Score: Raw -909913.395844 + Penalty 85774.703908 = -824138.691936 nChanged 9 Deleting Class 29 (11 points): Lose 61.001114 but Gain 1011.361756 Iteration 126Q (48.609180 sec): 97 clusters Score: Raw -909870.594432 + Penalty 84801.030653 = -825069.563779 nChanged 17 Deleting Class 26 (6 points): Lose 48.264055 but Gain 998.141957 Iteration 127Q (48.696687 sec): 96 clusters Score: Raw -909850.768060 + Penalty 83829.319488 = -826021.448572 nChanged 13 Deleting Class 133 (10 points): Lose 56.608311 but Gain 1004.305063 Iteration 128Q (48.786182 sec): 95 clusters Score: Raw -909813.180181 + Penalty 82045.119786 = -827768.060395 nChanged 18 Deleting Class 147 (4 points): Lose 23.131603 but Gain 966.087769 Iteration 129Q (48.870015 sec): 93 clusters Score: Raw -909816.428411 + Penalty 81118.444748 = -828697.983663 nChanged 10 Deleting Class 205 (10 points): Lose 75.040353 but Gain 1019.197342 Iteration 130F (49.787553 sec): 92 clusters Score: Raw -909753.525263 + Penalty 80127.544729 = -829625.980534 nChanged 14 Deleting Class 167 (7 points): Lose 68.183580 but Gain 1008.535188 Iteration 131Q (49.872005 sec): 91 clusters Score: Raw -909714.458087 + Penalty 79170.881256 = -830543.576830 nChanged 14 Deleting Class 89 (28 points): Lose 133.385638 but Gain 1071.645320 Iteration 132Q (49.955438 sec): 90 clusters Score: Raw -909617.681205 + Penalty 78210.276431 = -831407.404774 nChanged 34 Deleting Class 17 (18 points): Lose 89.193612 but Gain 1023.683703 Iteration 133Q (50.039248 sec): 89 clusters Score: Raw -909599.234052 + Penalty 77225.192770 = -832374.041282 nChanged 30 Deleting Class 58 (72 points): Lose 225.978074 but Gain 1148.963595 Iteration 134Q (50.122913 sec): 88 clusters Score: Raw -909418.399720 + Penalty 76083.860436 = -833334.539284 nChanged 90 Deleting Class 48 (50 points): Lose 194.880938 but Gain 1128.660949 Iteration 135Q (50.207871 sec): 87 clusters Score: Raw -909354.787673 + Penalty 74999.452449 = -834355.335224 nChanged 75 Deleting Class 101 (18 points): Lose 65.438746 but Gain 987.344966 Iteration 136Q (50.293546 sec): 86 clusters Score: Raw -909372.858175 + Penalty 74017.900678 = -835354.957497 nChanged 41 Deleting Class 96 (8 points): Lose 49.771372 but Gain 971.376360 Iteration 137Q (50.379461 sec): 85 clusters Score: Raw -909378.788262 + Penalty 73064.948920 = -836313.839342 nChanged 30 Deleting Class 112 (21 points): Lose 170.222265 but Gain 1085.042475 Iteration 138Q (50.461472 sec): 84 clusters Score: Raw -909234.795711 + Penalty 72011.518595 = -837223.277116 nChanged 31 Deleting Class 153 (7 points): Lose 34.837464 but Gain 948.464506 Iteration 139Q (50.542920 sec): 83 clusters Score: Raw -909262.589490 + Penalty 71087.241228 = -838175.348262 nChanged 21 Deleting Class 86 (12 points): Lose 44.526458 but Gain 954.162424 Iteration 140F (51.356419 sec): 82 clusters Score: Raw -909238.666188 + Penalty 70146.922073 = -839091.744116 nChanged 21 Deleting Class 134 (4 points): Lose 44.944632 but Gain 940.737386 Iteration 141Q (51.437720 sec): 81 clusters Score: Raw -909214.290433 + Penalty 69256.214453 = -839958.075979 nChanged 9 Deleting Class 38 (11 points): Lose 58.550710 but Gain 951.986745 Iteration 142Q (51.518538 sec): 80 clusters Score: Raw -909174.471017 + Penalty 68329.229481 = -840845.241535 nChanged 14 Deleting Class 91 (31 points): Lose 194.248266 but Gain 1085.418588 Iteration 143Q (51.598844 sec): 79 clusters Score: Raw -908997.922966 + Penalty 67351.342546 = -841646.580420 nChanged 36 Deleting Class 122 (16 points): Lose 93.880722 but Gain 980.296665 Iteration 144Q (51.680083 sec): 78 clusters Score: Raw -909001.955959 + Penalty 66421.610220 = -842580.345739 nChanged 30 Deleting Class 149 (18 points): Lose 89.041101 but Gain 975.461568 Iteration 145Q (51.760344 sec): 77 clusters Score: Raw -908950.946785 + Penalty 65413.524074 = -843537.422712 nChanged 29 Deleting Class 110 (6 points): Lose 53.224318 but Gain 922.653216 Iteration 146Q (51.839433 sec): 76 clusters Score: Raw -908941.316071 + Penalty 64509.617612 = -844431.698459 nChanged 14 Deleting Class 88 (12 points): Lose 76.954921 but Gain 943.800817 Iteration 147Q (51.919846 sec): 75 clusters Score: Raw -908890.224913 + Penalty 63619.692834 = -845270.532079 nChanged 19 Deleting Class 64 (7 points): Lose 59.702076 but Gain 921.300989 Iteration 148Q (51.998529 sec): 74 clusters Score: Raw -908867.327679 + Penalty 62711.797971 = -846155.529708 nChanged 11 Deleting Class 126 (30 points): Lose 191.709599 but Gain 1046.792705 Iteration 149Q (52.075729 sec): 73 clusters Score: Raw -908696.308375 + Penalty 61724.707148 = -846971.601227 nChanged 34 Deleting Class 115 (7 points): Lose 13.732166 but Gain 847.458300 Iteration 150F (52.804238 sec): 72 clusters Score: Raw -908748.016010 + Penalty 60873.084446 = -847874.931564 nChanged 13 Deleting Class 68 (44 points): Lose 227.547053 but Gain 1060.043035 Iteration 151Q (52.884703 sec): 71 clusters Score: Raw -908536.438193 + Penalty 59885.449966 = -848650.988227 nChanged 47 Deleting Class 22 (19 points): Lose 76.606724 but Gain 904.344246 Iteration 152Q (52.964732 sec): 70 clusters Score: Raw -908573.217204 + Penalty 59030.238721 = -849542.978483 nChanged 42 Deleting Class 92 (4 points): Lose 33.831112 but Gain 854.333305 Iteration 153Q (53.044514 sec): 69 clusters Score: Raw -908596.707031 + Penalty 58224.518311 = -850372.188720 nChanged 12 Deleting Class 104 (13 points): Lose 91.712231 but Gain 905.654200 Iteration 154Q (53.126963 sec): 68 clusters Score: Raw -908524.777267 + Penalty 57334.071288 = -851190.705979 nChanged 19 Deleting Class 227 (5 points): Lose 74.087498 but Gain 866.688796 Iteration 155Q (53.204312 sec): 67 clusters Score: Raw -908483.878404 + Penalty 56469.440917 = -852014.437487 nChanged 9 Deleting Class 21 (155 points): Lose 661.340821 but Gain 1444.142862 Iteration 156Q (53.281116 sec): 66 clusters Score: Raw -907843.522698 + Penalty 55148.225887 = -852695.296811 nChanged 158 Deleting Class 119 (1 points): Lose 14.677657 but Gain 792.479813 Iteration 157Q (53.365509 sec): 65 clusters Score: Raw -908163.352620 + Penalty 54398.234088 = -853765.118532 nChanged 23 Deleting Class 216 (14 points): Lose 95.830075 but Gain 866.421131 Iteration 158Q (53.439698 sec): 64 clusters Score: Raw -908101.578606 + Penalty 53517.909789 = -854583.668817 nChanged 32 Deleting Class 60 (1 points): Lose 7.303812 but Gain 775.160999 Iteration 159Q (53.514493 sec): 63 clusters Score: Raw -908162.758393 + Penalty 52773.508229 = -855389.250163 nChanged 18 Deleting Class 56 (6 points): Lose 38.852775 but Gain 795.297121 Iteration 160F (54.134416 sec): 62 clusters Score: Raw -908154.287105 + Penalty 52034.787169 = -856119.499936 nChanged 24 Deleting Class 36 (7 points): Lose 51.951192 but Gain 846.677770 Iteration 161Q (54.209365 sec): 61 clusters Score: Raw -908139.099887 + Penalty 51247.102411 = -856891.997476 nChanged 22 Deleting Class 8 (11 points): Lose 49.158339 but Gain 804.635713 Iteration 162Q (54.285569 sec): 60 clusters Score: Raw -908129.293576 + Penalty 50503.118619 = -857626.174957 nChanged 23 Deleting Class 182 (4 points): Lose 29.258421 but Gain 779.592002 Iteration 163Q (54.360675 sec): 59 clusters Score: Raw -908134.167753 + Penalty 49729.865775 = -858404.301977 nChanged 12 Deleting Class 136 (5 points): Lose 39.491615 but Gain 787.398570 Iteration 164Q (54.433377 sec): 58 clusters Score: Raw -908106.605190 + Penalty 49002.368830 = -859104.236361 nChanged 12 Deleting Class 54 (32 points): Lose 111.859463 but Gain 850.501916 Iteration 165Q (54.506704 sec): 57 clusters Score: Raw -908011.678000 + Penalty 48226.527617 = -859785.150382 nChanged 40 Deleting Class 72 (29 points): Lose 155.243517 but Gain 889.172934 Iteration 166Q (54.579237 sec): 56 clusters Score: Raw -907912.958240 + Penalty 47425.919693 = -860487.038547 nChanged 47 Deleting Class 49 (32 points): Lose 179.822047 but Gain 910.840339 Iteration 167Q (54.652589 sec): 55 clusters Score: Raw -907801.134933 + Penalty 46640.475661 = -861160.659272 nChanged 67 Deleting Class 50 (30 points): Lose 140.708403 but Gain 864.522421 Iteration 168Q (54.726582 sec): 54 clusters Score: Raw -907771.441158 + Penalty 45920.177929 = -861851.263229 nChanged 66 Deleting Class 179 (5 points): Lose 24.654242 but Gain 745.798516 Iteration 169Q (54.798743 sec): 53 clusters Score: Raw -907863.376706 + Penalty 45250.287889 = -862613.088817 nChanged 60 Deleting Class 47 (146 points): Lose 538.809832 but Gain 1257.104774 Iteration 170F (55.326974 sec): 52 clusters Score: Raw -907418.448929 + Penalty 44097.941644 = -863320.507285 nChanged 198 Deleting Class 55 (175 points): Lose 768.718235 but Gain 1475.186173 Iteration 171Q (55.401882 sec): 51 clusters Score: Raw -907067.466009 + Penalty 42769.861743 = -864297.604266 nChanged 234 Deleting Class 57 (2 points): Lose 2.179604 but Gain 689.958862 Iteration 172Q (55.476314 sec): 50 clusters Score: Raw -907502.915354 + Penalty 42129.903772 = -865373.011581 nChanged 60 Deleting Class 187 (4 points): Lose 27.396227 but Gain 700.408980 Iteration 173Q (55.546540 sec): 49 clusters Score: Raw -907546.130090 + Penalty 41455.212952 = -866090.917137 nChanged 46 Deleting Class 85 (11 points): Lose 71.683488 but Gain 742.565189 Iteration 174Q (55.615965 sec): 48 clusters Score: Raw -907525.375908 + Penalty 40732.200145 = -866793.175763 nChanged 35 Deleting Class 137 (4 points): Lose 10.039829 but Gain 676.127794 Iteration 175Q (55.688028 sec): 47 clusters Score: Raw -907562.367212 + Penalty 40082.041618 = -867480.325594 nChanged 25 Deleting Class 83 (73 points): Lose 524.555594 but Gain 1189.896677 Iteration 176Q (55.754848 sec): 46 clusters Score: Raw -907060.267838 + Penalty 38941.742276 = -868118.525562 nChanged 94 Deleting Class 123 (4 points): Lose 40.550327 but Gain 694.556384 Iteration 177Q (55.824647 sec): 45 clusters Score: Raw -907356.859065 + Penalty 38283.676626 = -869073.182439 nChanged 43 Deleting Class 35 (38 points): Lose 201.024163 but Gain 817.495714 Iteration 178Q (55.895596 sec): 44 clusters Score: Raw -907204.599101 + Penalty 37536.815752 = -869667.783350 nChanged 65 Deleting Class 230 (5 points): Lose 50.628005 but Gain 666.316708 Iteration 179Q (55.962315 sec): 43 clusters Score: Raw -907257.132626 + Penalty 36877.558338 = -870379.574288 nChanged 37 Deleting Class 100 (19 points): Lose 92.412150 but Gain 711.595263 Iteration 180F (56.386401 sec): 42 clusters Score: Raw -907210.978834 + Penalty 36140.771540 = -871070.207294 nChanged 45 Deleting Class 233 (2 points): Lose 14.593896 but Gain 621.814204 Iteration 181Q (56.455580 sec): 41 clusters Score: Raw -907276.363201 + Penalty 35660.834699 = -871615.528502 nChanged 36 Deleting Class 39 (34 points): Lose 147.926410 but Gain 733.777149 Iteration 182Q (56.523822 sec): 40 clusters Score: Raw -907166.036307 + Penalty 34921.614561 = -872244.421747 nChanged 57 Deleting Class 201 (1 points): Lose 16.324733 but Gain 566.838317 Iteration 183Q (56.590414 sec): 39 clusters Score: Raw -907239.702431 + Penalty 34378.029267 = -872861.673164 nChanged 27 Deleting Class 15 (97 points): Lose 291.008507 but Gain 792.709990 Iteration 184Q (56.656659 sec): 38 clusters Score: Raw -906968.752809 + Penalty 33574.560011 = -873394.192798 nChanged 114 Deleting Class 78 (45 points): Lose 126.551419 but Gain 623.625224 Iteration 185Q (56.723235 sec): 37 clusters Score: Raw -907026.294552 + Penalty 32943.859826 = -874082.434726 nChanged 74 Deleting Class 52 (20 points): Lose 192.058086 but Gain 668.374002 Iteration 186Q (56.788166 sec): 36 clusters Score: Raw -906936.863180 + Penalty 32268.957943 = -874667.905237 nChanged 53 Deleting Class 77 (52 points): Lose 237.728009 but Gain 670.067831 Iteration 187Q (56.852796 sec): 35 clusters Score: Raw -906785.067777 + Penalty 31657.651848 = -875127.415928 nChanged 85 Deleting Class 131 (102 points): Lose 400.766519 but Gain 814.348167 Iteration 188Q (56.918325 sec): 34 clusters Score: Raw -906518.167960 + Penalty 30930.987832 = -875587.180128 nChanged 127 Deleting Class 73 (40 points): Lose 201.864626 but Gain 628.448509 Iteration 189Q (56.982921 sec): 33 clusters Score: Raw -906518.571674 + Penalty 30321.765286 = -876196.806388 nChanged 70 Deleting Class 32 (64 points): Lose 400.216568 but Gain 801.238535 Iteration 190F (57.315138 sec): 32 clusters Score: Raw -906236.929776 + Penalty 29543.681291 = -876693.248485 nChanged 94 Deleting Class 37 (65 points): Lose 428.615721 but Gain 786.690892 Iteration 191Q (57.379419 sec): 31 clusters Score: Raw -906042.671733 + Penalty 28790.386893 = -877252.284839 nChanged 107 Deleting Class 7 (48 points): Lose 64.695042 but Gain 421.432169 Iteration 192Q (57.443738 sec): 30 clusters Score: Raw -906255.767538 + Penalty 28424.250882 = -877831.516656 nChanged 93 Deleting Class 214 (85 points): Lose 262.902505 but Gain 473.698781 Iteration 193Q (57.506704 sec): 29 clusters Score: Raw -906092.249939 + Penalty 27942.217150 = -878150.032789 nChanged 109 Deleting Class 6 (82 points): Lose 404.633028 but Gain 583.949360 Iteration 194Q (57.570000 sec): 28 clusters Score: Raw -905849.193788 + Penalty 27129.489796 = -878719.703992 nChanged 120 Deleting Class 43 (201 points): Lose 1038.697128 but Gain 1205.748842 Iteration 195Q (57.631656 sec): 27 clusters Score: Raw -905031.029886 + Penalty 26218.944165 = -878812.085721 nChanged 246 Deleting Class 12 (124 points): Lose 424.587644 but Gain 583.314776 Iteration 196Q (57.693851 sec): 26 clusters Score: Raw -905080.648220 + Penalty 25637.934795 = -879442.713425 nChanged 157 Deleting Class 10 (252 points): Lose 1177.619093 but Gain 1287.391192 Iteration 197Q (57.754000 sec): 25 clusters Score: Raw -904146.790831 + Penalty 24533.485880 = -879613.304951 nChanged 310 Deleting Class 27 (43 points): Lose 277.641317 but Gain 376.955204 Iteration 198Q (57.815340 sec): 24 clusters Score: Raw -904518.836706 + Penalty 24055.074747 = -880463.761959 nChanged 134 Iteration 199Q (57.874214 sec): 24 clusters Score: Raw -904690.470095 + Penalty 24089.441872 = -880601.028223 nChanged 70 Iteration 200F (58.129357 sec): 24 clusters Score: Raw -904768.770288 + Penalty 23818.800521 = -880949.969766 nChanged 51 Iteration 201Q (58.188863 sec): 24 clusters Score: Raw -904814.833918 + Penalty 23861.539455 = -880953.294462 nChanged 44 Iteration 202Q (58.249527 sec): 24 clusters Score: Raw -904859.070600 + Penalty 24161.978491 = -880697.092109 nChanged 35 Iteration 203F (58.494560 sec): 24 clusters Score: Raw -904895.288749 + Penalty 24180.087555 = -880715.201195 nChanged 21 Iteration 204Q (58.553318 sec): 24 clusters Score: Raw -904919.283736 + Penalty 24209.343578 = -880709.940158 nChanged 21 Iteration 205F (58.798439 sec): 24 clusters Score: Raw -904944.758660 + Penalty 24226.288046 = -880718.470614 nChanged 15 Iteration 206Q (58.857241 sec): 24 clusters Score: Raw -904959.291809 + Penalty 24239.085991 = -880720.205819 nChanged 11 Iteration 207Q (58.916127 sec): 24 clusters Score: Raw -904969.863163 + Penalty 24251.190650 = -880718.672514 nChanged 9 Iteration 208F (59.160852 sec): 24 clusters Score: Raw -904988.153294 + Penalty 24262.284738 = -880725.868556 nChanged 10 Iteration 209Q (59.219296 sec): 24 clusters Score: Raw -904997.015787 + Penalty 24260.522713 = -880736.493074 nChanged 5 Iteration 210F (59.464236 sec): 24 clusters Score: Raw -905000.859729 + Penalty 24263.001247 = -880737.858482 nChanged 1 Iteration 211Q (59.522863 sec): 24 clusters Score: Raw -905001.316070 + Penalty 24263.001247 = -880738.314823 nChanged 0 Iteration 212F (59.767256 sec): 24 clusters Score: Raw -905001.316070 + Penalty 24263.001247 = -880738.314823 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 -905001.316070 + Penalty 24263.001247 = -880738.314823Memory request: 0.02 GB would take us to total of 0.21 GB. Trying to split cluster 1 (3214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.821563 sec): 2 clusters Score: Raw -149695.791405 + Penalty 219.309751 = -149476.481654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.827792 sec): 3 clusters Score: Raw -147607.424670 + Penalty 452.818965 = -147154.605705 nChanged 1492 SP:Iteration 1F (59.833777 sec): 3 clusters Score: Raw -148818.828649 + Penalty 463.642940 = -148355.185709 nChanged 315 SP:Iteration 2F (59.839749 sec): 3 clusters Score: Raw -149085.161040 + Penalty 473.784535 = -148611.376506 nChanged 204 SP:Iteration 3F (59.845932 sec): 3 clusters Score: Raw -149256.920379 + Penalty 481.000262 = -148775.920117 nChanged 117 SP:Iteration 4Q (59.851837 sec): 3 clusters Score: Raw -149339.417623 + Penalty 487.926620 = -148851.491002 nChanged 86 SP:Iteration 5Q (59.857776 sec): 3 clusters Score: Raw -149392.266092 + Penalty 495.238424 = -148897.027668 nChanged 67 SP:Iteration 6Q (59.863635 sec): 3 clusters Score: Raw -149428.595202 + Penalty 501.834630 = -148926.760572 nChanged 80 SP:Iteration 7Q (59.869292 sec): 3 clusters Score: Raw -149473.883429 + Penalty 509.569895 = -148964.313534 nChanged 73 SP:Iteration 8Q (59.874918 sec): 3 clusters Score: Raw -149510.862912 + Penalty 516.241121 = -148994.621791 nChanged 63 SP:Iteration 9Q (59.880776 sec): 3 clusters Score: Raw -149547.464677 + Penalty 525.970593 = -149021.494084 nChanged 54 SP:Iteration 10F (59.886938 sec): 3 clusters Score: Raw -149581.695978 + Penalty 540.062042 = -149041.633936 nChanged 51 SP:Iteration 11Q (59.892275 sec): 3 clusters Score: Raw -149615.006391 + Penalty 552.322432 = -149062.683958 nChanged 48 SP:Iteration 12Q (59.897526 sec): 3 clusters Score: Raw -149644.824185 + Penalty 562.765986 = -149082.058200 nChanged 43 SP:Iteration 13Q (59.902746 sec): 3 clusters Score: Raw -149669.647423 + Penalty 567.027124 = -149102.620298 nChanged 35 SP:Iteration 14Q (59.908029 sec): 3 clusters Score: Raw -149691.730929 + Penalty 573.000894 = -149118.730035 nChanged 26 SP:Iteration 15Q (59.913114 sec): 3 clusters Score: Raw -149709.233822 + Penalty 579.344794 = -149129.889029 nChanged 21 SP:Iteration 16Q (59.918135 sec): 3 clusters Score: Raw -149721.983113 + Penalty 586.585904 = -149135.397209 nChanged 20 SP:Iteration 17Q (59.923211 sec): 3 clusters Score: Raw -149733.150174 + Penalty 586.777822 = -149146.372352 nChanged 18 SP:Iteration 18Q (59.928270 sec): 3 clusters Score: Raw -149742.460479 + Penalty 590.528184 = -149151.932295 nChanged 12 SP:Iteration 19Q (59.933214 sec): 3 clusters Score: Raw -149747.085940 + Penalty 588.611936 = -149158.474005 nChanged 8 SP:Iteration 20F (59.939222 sec): 3 clusters Score: Raw -149749.786617 + Penalty 592.194034 = -149157.592584 nChanged 10 SP:Iteration 21F (59.945272 sec): 3 clusters Score: Raw -149753.832920 + Penalty 593.191877 = -149160.641043 nChanged 7 SP:Iteration 22Q (59.950160 sec): 3 clusters Score: Raw -149755.400140 + Penalty 594.380874 = -149161.019266 nChanged 1 SP:Iteration 23Q (59.955032 sec): 3 clusters Score: Raw -149755.635829 + Penalty 594.380874 = -149161.254954 nChanged 0 SP:Iteration 24F (59.961246 sec): 3 clusters Score: Raw -149755.635829 + Penalty 594.380874 = -149161.254954 nChanged 0 Memory request: 0.04 GB would take us to total of 0.23 GB. Trying to split cluster 2 (7208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.996275 sec): 2 clusters Score: Raw -314690.294730 + Penalty 316.794744 = -314373.499985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.010863 sec): 3 clusters Score: Raw -309876.189786 + Penalty 621.019839 = -309255.169947 nChanged 3355 SP:Iteration 1F (60.024283 sec): 3 clusters Score: Raw -311258.200827 + Penalty 593.101614 = -310665.099213 nChanged 1181 SP:Iteration 2F (60.037677 sec): 3 clusters Score: Raw -312052.068653 + Penalty 582.271112 = -311469.797541 nChanged 1072 SP:Iteration 3F (60.050998 sec): 3 clusters Score: Raw -313196.462590 + Penalty 598.531150 = -312597.931440 nChanged 778 SP:Iteration 4F (60.064261 sec): 3 clusters Score: Raw -314025.355735 + Penalty 626.859399 = -313398.496337 nChanged 416 SP:Iteration 5F (60.077397 sec): 3 clusters Score: Raw -314462.989679 + Penalty 647.342156 = -313815.647523 nChanged 174 SP:Iteration 6Q (60.090592 sec): 3 clusters Score: Raw -314620.405656 + Penalty 664.170475 = -313956.235181 nChanged 65 SP:Iteration 7Q (60.102049 sec): 3 clusters Score: Raw -314675.507729 + Penalty 677.128430 = -313998.379299 nChanged 23 SP:Iteration 8Q (60.112780 sec): 3 clusters Score: Raw -314698.450256 + Penalty 669.942459 = -314028.507797 nChanged 9 SP:Iteration 9Q (60.123320 sec): 3 clusters Score: Raw -314707.985109 + Penalty 667.021080 = -314040.964029 nChanged 3 SP:Iteration 10F (60.136517 sec): 3 clusters Score: Raw -314710.920595 + Penalty 659.012692 = -314051.907903 nChanged 3 SP:Iteration 11Q (60.146957 sec): 3 clusters Score: Raw -314712.788437 + Penalty 649.905360 = -314062.883077 nChanged 1 SP:Iteration 12Q (60.157388 sec): 3 clusters Score: Raw -314713.331417 + Penalty 649.905360 = -314063.426058 nChanged 0 SP:Iteration 13F (60.170515 sec): 3 clusters Score: Raw -314713.331417 + Penalty 649.905360 = -314063.426058 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 3 (819 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.179816 sec): 2 clusters Score: Raw -44528.823179 + Penalty 929.211318 = -43599.611861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.181553 sec): 3 clusters Score: Raw -44208.507304 + Penalty 1853.482067 = -42355.025238 nChanged 240 SP:Iteration 1F (60.183229 sec): 3 clusters Score: Raw -44426.346984 + Penalty 1846.419128 = -42579.927856 nChanged 82 SP:Iteration 2F (60.184901 sec): 3 clusters Score: Raw -44533.757905 + Penalty 1839.874014 = -42693.883891 nChanged 49 SP:Iteration 3F (60.186582 sec): 3 clusters Score: Raw -44586.992811 + Penalty 1836.112469 = -42750.880342 nChanged 36 SP:Iteration 4Q (60.188193 sec): 3 clusters Score: Raw -44619.304068 + Penalty 1835.700445 = -42783.603622 nChanged 20 SP:Iteration 5Q (60.189864 sec): 3 clusters Score: Raw -44641.951639 + Penalty 1835.256625 = -42806.695014 nChanged 17 SP:Iteration 6Q (60.191498 sec): 3 clusters Score: Raw -44658.352241 + Penalty 1834.922400 = -42823.429842 nChanged 10 SP:Iteration 7Q (60.193109 sec): 3 clusters Score: Raw -44665.010271 + Penalty 1835.196424 = -42829.813848 nChanged 4 SP:Iteration 8Q (60.194710 sec): 3 clusters Score: Raw -44669.035365 + Penalty 1835.054412 = -42833.980953 nChanged 4 SP:Iteration 9Q (60.196311 sec): 3 clusters Score: Raw -44674.715734 + Penalty 1835.180518 = -42839.535216 nChanged 4 SP:Iteration 10F (60.197976 sec): 3 clusters Score: Raw -44681.534053 + Penalty 1834.941702 = -42846.592350 nChanged 5 SP:Iteration 11Q (60.199634 sec): 3 clusters Score: Raw -44686.280387 + Penalty 1833.919612 = -42852.360775 nChanged 5 SP:Iteration 12Q (60.201274 sec): 3 clusters Score: Raw -44688.831708 + Penalty 1833.597359 = -42855.234349 nChanged 1 SP:Iteration 13Q (60.202904 sec): 3 clusters Score: Raw -44689.526567 + Penalty 1833.597359 = -42855.929208 nChanged 0 SP:Iteration 14F (60.204550 sec): 3 clusters Score: Raw -44689.526567 + Penalty 1833.597359 = -42855.929208 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 4 (1446 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.214430 sec): 2 clusters Score: Raw -54951.417103 + Penalty 1123.979469 = -53827.437633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.217227 sec): 3 clusters Score: Raw -54342.257610 + Penalty 2247.597543 = -52094.660066 nChanged 524 SP:Iteration 1F (60.219979 sec): 3 clusters Score: Raw -54806.524114 + Penalty 2247.476849 = -52559.047266 nChanged 149 SP:Iteration 2F (60.222720 sec): 3 clusters Score: Raw -55020.128659 + Penalty 2248.540687 = -52771.587972 nChanged 113 SP:Iteration 3F (60.225557 sec): 3 clusters Score: Raw -55163.003265 + Penalty 2250.402604 = -52912.600662 nChanged 85 SP:Iteration 4F (60.228374 sec): 3 clusters Score: Raw -55258.241018 + Penalty 2252.862471 = -53005.378547 nChanged 64 SP:Iteration 5Q (60.231062 sec): 3 clusters Score: Raw -55319.888684 + Penalty 2254.268154 = -53065.620530 nChanged 39 SP:Iteration 6Q (60.233718 sec): 3 clusters Score: Raw -55347.180151 + Penalty 2254.983564 = -53092.196587 nChanged 22 SP:Iteration 7Q (60.236358 sec): 3 clusters Score: Raw -55361.948143 + Penalty 2255.519453 = -53106.428690 nChanged 15 SP:Iteration 8Q (60.238998 sec): 3 clusters Score: Raw -55372.127771 + Penalty 2256.261662 = -53115.866109 nChanged 19 SP:Iteration 9Q (60.241642 sec): 3 clusters Score: Raw -55385.268617 + Penalty 2256.851838 = -53128.416779 nChanged 11 SP:Iteration 10F (60.244429 sec): 3 clusters Score: Raw -55389.223031 + Penalty 2256.959901 = -53132.263130 nChanged 7 SP:Iteration 11Q (60.247060 sec): 3 clusters Score: Raw -55394.752202 + Penalty 2257.219049 = -53137.533153 nChanged 7 SP:Iteration 12Q (60.249789 sec): 3 clusters Score: Raw -55403.003590 + Penalty 2257.308333 = -53145.695257 nChanged 9 SP:Iteration 13Q (60.252476 sec): 3 clusters Score: Raw -55409.672072 + Penalty 2257.404739 = -53152.267333 nChanged 6 SP:Iteration 14Q (60.255103 sec): 3 clusters Score: Raw -55412.607526 + Penalty 2257.432026 = -53155.175500 nChanged 1 SP:Iteration 15Q (60.257753 sec): 3 clusters Score: Raw -55413.266812 + Penalty 2257.485407 = -53155.781405 nChanged 2 SP:Iteration 16Q (60.260463 sec): 3 clusters Score: Raw -55413.867397 + Penalty 2257.567429 = -53156.299968 nChanged 2 SP:Iteration 17Q (60.263199 sec): 3 clusters Score: Raw -55414.526735 + Penalty 2257.608273 = -53156.918463 nChanged 1 SP:Iteration 18Q (60.265838 sec): 3 clusters Score: Raw -55414.918923 + Penalty 2257.608273 = -53157.310650 nChanged 0 SP:Iteration 19F (60.268619 sec): 3 clusters Score: Raw -55414.918923 + Penalty 2257.608273 = -53157.310650 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 5 (534 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.273868 sec): 2 clusters Score: Raw -25296.138633 + Penalty 729.390230 = -24566.748404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.275055 sec): 3 clusters Score: Raw -25110.329900 + Penalty 1457.962046 = -23652.367855 nChanged 136 SP:Iteration 1F (60.276289 sec): 3 clusters Score: Raw -25224.446068 + Penalty 1457.836641 = -23766.609427 nChanged 42 SP:Iteration 2F (60.277613 sec): 3 clusters Score: Raw -25272.482795 + Penalty 1459.429972 = -23813.052823 nChanged 22 SP:Iteration 3Q (60.278940 sec): 3 clusters Score: Raw -25298.984322 + Penalty 1462.291128 = -23836.693194 nChanged 24 SP:Iteration 4Q (60.280136 sec): 3 clusters Score: Raw -25331.113791 + Penalty 1468.569782 = -23862.544009 nChanged 22 SP:Iteration 5Q (60.281335 sec): 3 clusters Score: Raw -25372.780291 + Penalty 1472.077159 = -23900.703132 nChanged 21 SP:Iteration 6Q (60.282492 sec): 3 clusters Score: Raw -25407.082215 + Penalty 1474.145936 = -23932.936279 nChanged 15 SP:Iteration 7Q (60.283625 sec): 3 clusters Score: Raw -25428.730365 + Penalty 1477.504705 = -23951.225660 nChanged 9 SP:Iteration 8Q (60.284752 sec): 3 clusters Score: Raw -25439.017089 + Penalty 1478.822939 = -23960.194150 nChanged 3 SP:Iteration 9Q (60.285902 sec): 3 clusters Score: Raw -25442.019749 + Penalty 1480.528978 = -23961.490770 nChanged 4 SP:Iteration 10F (60.287107 sec): 3 clusters Score: Raw -25446.404863 + Penalty 1480.528978 = -23965.875884 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 9 (674 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.289489 sec): 2 clusters Score: Raw -36211.955846 + Penalty 1052.613076 = -35159.342770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.290949 sec): 3 clusters Score: Raw -36041.928374 + Penalty 2105.210264 = -33936.718110 nChanged 174 SP:Iteration 1F (60.292354 sec): 3 clusters Score: Raw -36237.987773 + Penalty 2105.148915 = -34132.838857 nChanged 45 SP:Iteration 2F (60.293790 sec): 3 clusters Score: Raw -36296.207480 + Penalty 2105.139198 = -34191.068282 nChanged 18 SP:Iteration 3Q (60.295178 sec): 3 clusters Score: Raw -36319.001977 + Penalty 2105.175963 = -34213.826014 nChanged 13 SP:Iteration 4Q (60.296550 sec): 3 clusters Score: Raw -36334.558630 + Penalty 2105.194541 = -34229.364088 nChanged 9 SP:Iteration 5Q (60.297917 sec): 3 clusters Score: Raw -36342.118535 + Penalty 2105.182362 = -34236.936173 nChanged 6 SP:Iteration 6Q (60.299295 sec): 3 clusters Score: Raw -36345.683675 + Penalty 2105.148858 = -34240.534817 nChanged 2 SP:Iteration 7Q (60.300661 sec): 3 clusters Score: Raw -36347.289316 + Penalty 2105.148858 = -34242.140458 nChanged 0 SP:Iteration 8F (60.302067 sec): 3 clusters Score: Raw -36347.289316 + Penalty 2105.148858 = -34242.140458 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 11 (498 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.303979 sec): 2 clusters Score: Raw -23145.986956 + Penalty 516.998837 = -22628.988119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.305087 sec): 3 clusters Score: Raw -22925.832510 + Penalty 1072.220335 = -21853.612175 nChanged 158 SP:Iteration 1F (60.306176 sec): 3 clusters Score: Raw -23089.007287 + Penalty 1119.064688 = -21969.942599 nChanged 54 SP:Iteration 2F (60.307271 sec): 3 clusters Score: Raw -23161.724230 + Penalty 1149.448996 = -22012.275235 nChanged 28 SP:Iteration 3F (60.308355 sec): 3 clusters Score: Raw -23203.965323 + Penalty 1157.559905 = -22046.405418 nChanged 14 SP:Iteration 4Q (60.309420 sec): 3 clusters Score: Raw -23218.510109 + Penalty 1165.031346 = -22053.478763 nChanged 5 SP:Iteration 5Q (60.310514 sec): 3 clusters Score: Raw -23224.966035 + Penalty 1167.785655 = -22057.180379 nChanged 2 SP:Iteration 6Q (60.311534 sec): 3 clusters Score: Raw -23227.430549 + Penalty 1169.773740 = -22057.656809 nChanged 1 SP:Iteration 7Q (60.312547 sec): 3 clusters Score: Raw -23228.816155 + Penalty 1169.393481 = -22059.422674 nChanged 2 SP:Iteration 8Q (60.313559 sec): 3 clusters Score: Raw -23233.810635 + Penalty 1172.066853 = -22061.743782 nChanged 1 SP:Iteration 9Q (60.314568 sec): 3 clusters Score: Raw -23235.049204 + Penalty 1173.681909 = -22061.367295 nChanged 4 SP:Iteration 10F (60.315649 sec): 3 clusters Score: Raw -23236.029233 + Penalty 1173.681909 = -22062.347325 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 13 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.316764 sec): 2 clusters Score: Raw -10593.596274 + Penalty 601.152602 = -9992.443672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.317343 sec): 3 clusters Score: Raw -10575.544426 + Penalty 1207.462675 = -9368.081751 nChanged 36 SP:Iteration 1F (60.317914 sec): 3 clusters Score: Raw -10615.049581 + Penalty 1208.261069 = -9406.788512 nChanged 8 SP:Iteration 2Q (60.318478 sec): 3 clusters Score: Raw -10631.751116 + Penalty 1210.441302 = -9421.309815 nChanged 5 SP:Iteration 3Q (60.319040 sec): 3 clusters Score: Raw -10637.023701 + Penalty 1212.827328 = -9424.196373 nChanged 3 SP:Iteration 4Q (60.319604 sec): 3 clusters Score: Raw -10639.906127 + Penalty 1214.472517 = -9425.433610 nChanged 2 SP:Iteration 5Q (60.320167 sec): 3 clusters Score: Raw -10641.137879 + Penalty 1214.472517 = -9426.665362 nChanged 0 SP:Iteration 6F (60.320736 sec): 3 clusters Score: Raw -10641.137879 + Penalty 1214.472517 = -9426.665362 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 16 (1273 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.324998 sec): 2 clusters Score: Raw -68656.284408 + Penalty 1094.543195 = -67561.741213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.327531 sec): 3 clusters Score: Raw -68125.397023 + Penalty 2188.154267 = -65937.242756 nChanged 403 SP:Iteration 1F (60.329966 sec): 3 clusters Score: Raw -68422.212778 + Penalty 2187.841722 = -66234.371055 nChanged 109 SP:Iteration 2F (60.332406 sec): 3 clusters Score: Raw -68530.906090 + Penalty 2188.235543 = -66342.670547 nChanged 77 SP:Iteration 3F (60.334827 sec): 3 clusters Score: Raw -68588.650488 + Penalty 2188.181937 = -66400.468551 nChanged 51 SP:Iteration 4Q (60.337228 sec): 3 clusters Score: Raw -68624.725713 + Penalty 2188.363339 = -66436.362374 nChanged 24 SP:Iteration 5Q (60.339626 sec): 3 clusters Score: Raw -68637.135084 + Penalty 2188.350943 = -66448.784141 nChanged 15 SP:Iteration 6Q (60.342031 sec): 3 clusters Score: Raw -68648.076706 + Penalty 2188.388473 = -66459.688233 nChanged 13 SP:Iteration 7Q (60.344469 sec): 3 clusters Score: Raw -68657.183082 + Penalty 2188.393368 = -66468.789715 nChanged 12 SP:Iteration 8Q (60.346862 sec): 3 clusters Score: Raw -68666.011374 + Penalty 2188.342631 = -66477.668743 nChanged 17 SP:Iteration 9Q (60.349256 sec): 3 clusters Score: Raw -68678.519257 + Penalty 2188.363691 = -66490.155566 nChanged 10 SP:Iteration 10F (60.351678 sec): 3 clusters Score: Raw -68689.984772 + Penalty 2188.512722 = -66501.472050 nChanged 16 SP:Iteration 11Q (60.354068 sec): 3 clusters Score: Raw -68701.941301 + Penalty 2188.519969 = -66513.421332 nChanged 16 SP:Iteration 12Q (60.356476 sec): 3 clusters Score: Raw -68712.877179 + Penalty 2188.289778 = -66524.587401 nChanged 15 SP:Iteration 13Q (60.358902 sec): 3 clusters Score: Raw -68720.221693 + Penalty 2188.154336 = -66532.067356 nChanged 15 SP:Iteration 14Q (60.361352 sec): 3 clusters Score: Raw -68729.695638 + Penalty 2187.990369 = -66541.705268 nChanged 14 SP:Iteration 15Q (60.363803 sec): 3 clusters Score: Raw -68740.171936 + Penalty 2187.829764 = -66552.342172 nChanged 12 SP:Iteration 16Q (60.366248 sec): 3 clusters Score: Raw -68747.258711 + Penalty 2187.600061 = -66559.658651 nChanged 14 SP:Iteration 17Q (60.368621 sec): 3 clusters Score: Raw -68758.615079 + Penalty 2187.406768 = -66571.208311 nChanged 16 SP:Iteration 18Q (60.370992 sec): 3 clusters Score: Raw -68773.286686 + Penalty 2187.158122 = -66586.128564 nChanged 9 SP:Iteration 19Q (60.373365 sec): 3 clusters Score: Raw -68779.533055 + Penalty 2186.835199 = -66592.697856 nChanged 6 SP:Iteration 20F (60.375789 sec): 3 clusters Score: Raw -68781.693533 + Penalty 2186.434772 = -66595.258761 nChanged 8 SP:Iteration 21Q (60.378162 sec): 3 clusters Score: Raw -68785.237150 + Penalty 2186.279361 = -66598.957789 nChanged 8 SP:Iteration 22Q (60.380531 sec): 3 clusters Score: Raw -68790.497029 + Penalty 2186.027392 = -66604.469636 nChanged 9 SP:Iteration 23Q (60.382938 sec): 3 clusters Score: Raw -68796.065619 + Penalty 2185.817852 = -66610.247767 nChanged 11 SP:Iteration 24Q (60.385356 sec): 3 clusters Score: Raw -68803.873655 + Penalty 2185.382180 = -66618.491475 nChanged 10 SP:Iteration 25Q (60.387776 sec): 3 clusters Score: Raw -68808.314344 + Penalty 2185.031165 = -66623.283179 nChanged 9 SP:Iteration 26Q (60.390206 sec): 3 clusters Score: Raw -68813.761278 + Penalty 2184.835718 = -66628.925560 nChanged 8 SP:Iteration 27Q (60.392601 sec): 3 clusters Score: Raw -68816.966535 + Penalty 2184.404760 = -66632.561775 nChanged 8 SP:Iteration 28Q (60.394963 sec): 3 clusters Score: Raw -68821.072603 + Penalty 2184.037666 = -66637.034938 nChanged 8 SP:Iteration 29Q (60.397311 sec): 3 clusters Score: Raw -68824.252418 + Penalty 2184.047339 = -66640.205079 nChanged 7 SP:Iteration 30F (60.399734 sec): 3 clusters Score: Raw -68827.379568 + Penalty 2184.134897 = -66643.244670 nChanged 5 SP:Iteration 31Q (60.402075 sec): 3 clusters Score: Raw -68831.311066 + Penalty 2183.968733 = -66647.342333 nChanged 9 SP:Iteration 32Q (60.404418 sec): 3 clusters Score: Raw -68835.633685 + Penalty 2183.715480 = -66651.918205 nChanged 14 SP:Iteration 33Q (60.406766 sec): 3 clusters Score: Raw -68843.856417 + Penalty 2183.314866 = -66660.541551 nChanged 9 SP:Iteration 34Q (60.409108 sec): 3 clusters Score: Raw -68847.948267 + Penalty 2183.311010 = -66664.637256 nChanged 3 SP:Iteration 35Q (60.413540 sec): 3 clusters Score: Raw -68848.458360 + Penalty 2183.216653 = -66665.241707 nChanged 1 SP:Iteration 36Q (60.417363 sec): 3 clusters Score: Raw -68848.756736 + Penalty 2183.248007 = -66665.508729 nChanged 1 SP:Iteration 37Q (60.419874 sec): 3 clusters Score: Raw -68849.372735 + Penalty 2183.144235 = -66666.228500 nChanged 2 SP:Iteration 38Q (60.422314 sec): 3 clusters Score: Raw -68850.090759 + Penalty 2183.144235 = -66666.946523 nChanged 0 SP:Iteration 39F (60.424850 sec): 3 clusters Score: Raw -68850.090759 + Penalty 2183.144235 = -66666.946523 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 18 (591 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.427053 sec): 2 clusters Score: Raw -29409.696990 + Penalty 987.228118 = -28422.468871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.428309 sec): 3 clusters Score: Raw -29263.268973 + Penalty 1974.194066 = -27289.074907 nChanged 142 SP:Iteration 1F (60.429539 sec): 3 clusters Score: Raw -29416.149118 + Penalty 1974.264215 = -27441.884902 nChanged 40 SP:Iteration 2F (60.430764 sec): 3 clusters Score: Raw -29478.503874 + Penalty 1973.787537 = -27504.716337 nChanged 25 SP:Iteration 3Q (60.431958 sec): 3 clusters Score: Raw -29506.270073 + Penalty 1974.377067 = -27531.893006 nChanged 14 SP:Iteration 4Q (60.433171 sec): 3 clusters Score: Raw -29523.453922 + Penalty 1974.370471 = -27549.083451 nChanged 10 SP:Iteration 5Q (60.434357 sec): 3 clusters Score: Raw -29533.251100 + Penalty 1974.546960 = -27558.704140 nChanged 5 SP:Iteration 6Q (60.435544 sec): 3 clusters Score: Raw -29540.981832 + Penalty 1974.928334 = -27566.053498 nChanged 8 SP:Iteration 7Q (60.436711 sec): 3 clusters Score: Raw -29549.138196 + Penalty 1975.139983 = -27573.998213 nChanged 5 SP:Iteration 8Q (60.437915 sec): 3 clusters Score: Raw -29552.429569 + Penalty 1975.528821 = -27576.900748 nChanged 2 SP:Iteration 9Q (60.439108 sec): 3 clusters Score: Raw -29553.652459 + Penalty 1975.146638 = -27578.505821 nChanged 2 SP:Iteration 10F (60.440391 sec): 3 clusters Score: Raw -29557.361999 + Penalty 1975.146638 = -27582.215361 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 20 (349 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.441874 sec): 2 clusters Score: Raw -16709.428210 + Penalty 414.174570 = -16295.253640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.442716 sec): 3 clusters Score: Raw -16555.111596 + Penalty 829.758701 = -15725.352895 nChanged 92 SP:Iteration 1F (60.443575 sec): 3 clusters Score: Raw -16616.420203 + Penalty 831.054318 = -15785.365884 nChanged 33 SP:Iteration 2F (60.444403 sec): 3 clusters Score: Raw -16647.368930 + Penalty 836.995078 = -15810.373852 nChanged 26 SP:Iteration 3F (60.445231 sec): 3 clusters Score: Raw -16675.397233 + Penalty 848.001929 = -15827.395304 nChanged 25 SP:Iteration 4F (60.446059 sec): 3 clusters Score: Raw -16710.562048 + Penalty 862.376700 = -15848.185347 nChanged 21 SP:Iteration 5F (60.446890 sec): 3 clusters Score: Raw -16728.486864 + Penalty 869.684640 = -15858.802224 nChanged 9 SP:Iteration 6Q (60.447713 sec): 3 clusters Score: Raw -16739.777559 + Penalty 881.851179 = -15857.926380 nChanged 10 SP:Iteration 7F (60.448541 sec): 3 clusters Score: Raw -16751.346104 + Penalty 890.668963 = -15860.677142 nChanged 4 SP:Iteration 8Q (60.449351 sec): 3 clusters Score: Raw -16755.971271 + Penalty 898.799025 = -15857.172246 nChanged 4 SP:Iteration 9F (60.450179 sec): 3 clusters Score: Raw -16758.328225 + Penalty 899.736690 = -15858.591535 nChanged 2 SP:Iteration 10F (60.451006 sec): 3 clusters Score: Raw -16759.547498 + Penalty 901.609451 = -15857.938047 nChanged 1 SP:Iteration 11F (60.451834 sec): 3 clusters Score: Raw -16759.796616 + Penalty 901.609451 = -15858.187165 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 24 (220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.452867 sec): 2 clusters Score: Raw -10436.746472 + Penalty 592.048732 = -9844.697740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.453477 sec): 3 clusters Score: Raw -10416.642033 + Penalty 1177.477855 = -9239.164179 nChanged 54 SP:Iteration 1F (60.454076 sec): 3 clusters Score: Raw -10490.315927 + Penalty 1167.955405 = -9322.360522 nChanged 16 SP:Iteration 2F (60.454676 sec): 3 clusters Score: Raw -10515.783003 + Penalty 1162.031588 = -9353.751415 nChanged 9 SP:Iteration 3Q (60.455257 sec): 3 clusters Score: Raw -10529.466194 + Penalty 1155.761415 = -9373.704779 nChanged 5 SP:Iteration 4Q (60.455837 sec): 3 clusters Score: Raw -10542.030179 + Penalty 1154.518047 = -9387.512133 nChanged 7 SP:Iteration 5Q (60.456415 sec): 3 clusters Score: Raw -10554.713274 + Penalty 1151.706407 = -9403.006868 nChanged 5 SP:Iteration 6Q (60.457006 sec): 3 clusters Score: Raw -10561.322951 + Penalty 1150.105683 = -9411.217268 nChanged 2 SP:Iteration 7Q (60.457582 sec): 3 clusters Score: Raw -10567.225264 + Penalty 1148.867466 = -9418.357798 nChanged 3 SP:Iteration 8Q (60.458154 sec): 3 clusters Score: Raw -10575.170538 + Penalty 1148.103346 = -9427.067192 nChanged 1 SP:Iteration 9Q (60.458753 sec): 3 clusters Score: Raw -10575.881298 + Penalty 1148.103346 = -9427.777953 nChanged 0 SP:Iteration 10F (60.459372 sec): 3 clusters Score: Raw -10575.881298 + Penalty 1148.103346 = -9427.777953 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 25 (282 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.460583 sec): 2 clusters Score: Raw -13391.216842 + Penalty 400.547356 = -12990.669486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.461363 sec): 3 clusters Score: Raw -13276.231947 + Penalty 795.804335 = -12480.427612 nChanged 85 SP:Iteration 1F (60.462098 sec): 3 clusters Score: Raw -13343.183702 + Penalty 789.869914 = -12553.313788 nChanged 24 SP:Iteration 2F (60.462833 sec): 3 clusters Score: Raw -13359.698776 + Penalty 791.342398 = -12568.356378 nChanged 10 SP:Iteration 3Q (60.463541 sec): 3 clusters Score: Raw -13374.207780 + Penalty 791.050007 = -12583.157773 nChanged 7 SP:Iteration 4Q (60.464246 sec): 3 clusters Score: Raw -13378.243567 + Penalty 791.778915 = -12586.464652 nChanged 2 SP:Iteration 5Q (60.464950 sec): 3 clusters Score: Raw -13379.115287 + Penalty 792.738754 = -12586.376533 nChanged 2 SP:Iteration 6F (60.465676 sec): 3 clusters Score: Raw -13380.324808 + Penalty 793.765783 = -12586.559025 nChanged 5 SP:Iteration 7Q (60.466393 sec): 3 clusters Score: Raw -13384.279564 + Penalty 797.516543 = -12586.763022 nChanged 6 SP:Iteration 8Q (60.467096 sec): 3 clusters Score: Raw -13389.037940 + Penalty 801.094712 = -12587.943228 nChanged 5 SP:Iteration 9Q (60.467798 sec): 3 clusters Score: Raw -13391.773257 + Penalty 802.684266 = -12589.088991 nChanged 2 SP:Iteration 10F (60.468507 sec): 3 clusters Score: Raw -13392.782712 + Penalty 804.387069 = -12588.395643 nChanged 2 SP:Iteration 11F (60.469218 sec): 3 clusters Score: Raw -13394.209904 + Penalty 806.941403 = -12587.268501 nChanged 3 SP:Iteration 12F (60.469925 sec): 3 clusters Score: Raw -13398.587622 + Penalty 811.407947 = -12587.179675 nChanged 5 SP:Iteration 13F (60.470634 sec): 3 clusters Score: Raw -13401.649742 + Penalty 812.020066 = -12589.629676 nChanged 1 SP:Iteration 14Q (60.471329 sec): 3 clusters Score: Raw -13402.280981 + Penalty 812.020066 = -12590.260915 nChanged 0 SP:Iteration 15F (60.472036 sec): 3 clusters Score: Raw -13402.280981 + Penalty 812.020066 = -12590.260915 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 28 (477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.473827 sec): 2 clusters Score: Raw -26123.099548 + Penalty 909.584218 = -25213.515330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.474893 sec): 3 clusters Score: Raw -26012.856225 + Penalty 1819.365817 = -24193.490408 nChanged 105 SP:Iteration 1F (60.475945 sec): 3 clusters Score: Raw -26123.745169 + Penalty 1820.901734 = -24302.843434 nChanged 34 SP:Iteration 2F (60.477004 sec): 3 clusters Score: Raw -26169.700021 + Penalty 1821.952970 = -24347.747051 nChanged 11 SP:Iteration 3Q (60.478039 sec): 3 clusters Score: Raw -26184.185913 + Penalty 1822.464922 = -24361.720991 nChanged 10 SP:Iteration 4Q (60.479071 sec): 3 clusters Score: Raw -26194.323423 + Penalty 1822.712029 = -24371.611395 nChanged 5 SP:Iteration 5Q (60.480106 sec): 3 clusters Score: Raw -26199.336346 + Penalty 1823.171418 = -24376.164928 nChanged 4 SP:Iteration 6Q (60.481138 sec): 3 clusters Score: Raw -26205.334113 + Penalty 1824.719588 = -24380.614525 nChanged 7 SP:Iteration 7Q (60.482167 sec): 3 clusters Score: Raw -26211.247969 + Penalty 1825.376578 = -24385.871391 nChanged 5 SP:Iteration 8Q (60.483197 sec): 3 clusters Score: Raw -26215.875393 + Penalty 1825.378200 = -24390.497193 nChanged 3 SP:Iteration 9Q (60.484225 sec): 3 clusters Score: Raw -26220.931846 + Penalty 1825.227672 = -24395.704175 nChanged 1 SP:Iteration 10F (60.485275 sec): 3 clusters Score: Raw -26226.924908 + Penalty 1825.641437 = -24401.283471 nChanged 1 SP:Iteration 11Q (60.486327 sec): 3 clusters Score: Raw -26228.228212 + Penalty 1825.684810 = -24402.543402 nChanged 2 SP:Iteration 12Q (60.487357 sec): 3 clusters Score: Raw -26229.230659 + Penalty 1825.952742 = -24403.277918 nChanged 2 SP:Iteration 13Q (60.488390 sec): 3 clusters Score: Raw -26231.338123 + Penalty 1825.952742 = -24405.385382 nChanged 0 SP:Iteration 14F (60.489479 sec): 3 clusters Score: Raw -26231.338123 + Penalty 1825.952742 = -24405.385382 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 30 (184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.490498 sec): 2 clusters Score: Raw -8197.202702 + Penalty 338.656254 = -7858.546448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.491061 sec): 3 clusters Score: Raw -8158.293462 + Penalty 671.560390 = -7486.733073 nChanged 49 SP:Iteration 1F (60.491613 sec): 3 clusters Score: Raw -8220.369810 + Penalty 662.245058 = -7558.124751 nChanged 11 SP:Iteration 2F (60.492165 sec): 3 clusters Score: Raw -8239.974170 + Penalty 658.083964 = -7581.890206 nChanged 5 SP:Iteration 3Q (60.492701 sec): 3 clusters Score: Raw -8247.193250 + Penalty 658.083964 = -7589.109286 nChanged 0 SP:Iteration 4F (60.493249 sec): 3 clusters Score: Raw -8247.193250 + Penalty 658.083964 = -7589.109286 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 33 (328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.494587 sec): 2 clusters Score: Raw -14754.219436 + Penalty 327.086716 = -14427.132720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.495388 sec): 3 clusters Score: Raw -14609.681394 + Penalty 661.277559 = -13948.403835 nChanged 103 SP:Iteration 1F (60.496180 sec): 3 clusters Score: Raw -14708.618859 + Penalty 675.135820 = -14033.483039 nChanged 35 SP:Iteration 2F (60.496970 sec): 3 clusters Score: Raw -14741.794962 + Penalty 690.631152 = -14051.163810 nChanged 17 SP:Iteration 3F (60.497761 sec): 3 clusters Score: Raw -14758.045135 + Penalty 703.309721 = -14054.735414 nChanged 9 SP:Iteration 4Q (60.498559 sec): 3 clusters Score: Raw -14765.458752 + Penalty 717.567893 = -14047.890859 nChanged 8 SP:Iteration 5F (60.499356 sec): 3 clusters Score: Raw -14770.402648 + Penalty 733.682723 = -14036.719925 nChanged 8 SP:Iteration 6F (60.500147 sec): 3 clusters Score: Raw -14775.167718 + Penalty 748.509016 = -14026.658703 nChanged 7 SP:Iteration 7F (60.500939 sec): 3 clusters Score: Raw -14779.323951 + Penalty 761.106542 = -14018.217409 nChanged 3 SP:Iteration 8F (60.501731 sec): 3 clusters Score: Raw -14780.967290 + Penalty 766.910706 = -14014.056584 nChanged 1 SP:Iteration 9F (60.502523 sec): 3 clusters Score: Raw -14781.305265 + Penalty 775.862488 = -14005.442777 nChanged 2 SP:Iteration 10F (60.503313 sec): 3 clusters Score: Raw -14782.373773 + Penalty 786.372511 = -13996.001262 nChanged 3 SP:Iteration 11F (60.504105 sec): 3 clusters Score: Raw -14785.964089 + Penalty 806.592699 = -13979.371390 nChanged 5 SP:Iteration 12F (60.504898 sec): 3 clusters Score: Raw -14790.711250 + Penalty 814.673262 = -13976.037988 nChanged 4 SP:Iteration 13F (60.505695 sec): 3 clusters Score: Raw -14793.742764 + Penalty 830.861179 = -13962.881585 nChanged 2 SP:Iteration 14F (60.506496 sec): 3 clusters Score: Raw -14797.209907 + Penalty 830.861179 = -13966.348729 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 34 (474 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.508281 sec): 2 clusters Score: Raw -23144.727176 + Penalty 708.153250 = -22436.573925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.509347 sec): 3 clusters Score: Raw -22932.989706 + Penalty 1417.368919 = -21515.620787 nChanged 125 SP:Iteration 1F (60.510404 sec): 3 clusters Score: Raw -23010.476651 + Penalty 1419.298574 = -21591.178077 nChanged 36 SP:Iteration 2F (60.511451 sec): 3 clusters Score: Raw -23046.327671 + Penalty 1421.139551 = -21625.188120 nChanged 21 SP:Iteration 3Q (60.512485 sec): 3 clusters Score: Raw -23069.403280 + Penalty 1422.180889 = -21647.222391 nChanged 18 SP:Iteration 4Q (60.513511 sec): 3 clusters Score: Raw -23083.349188 + Penalty 1423.923897 = -21659.425291 nChanged 10 SP:Iteration 5Q (60.514543 sec): 3 clusters Score: Raw -23090.635081 + Penalty 1424.444631 = -21666.190450 nChanged 6 SP:Iteration 6Q (60.515571 sec): 3 clusters Score: Raw -23093.616787 + Penalty 1425.281155 = -21668.335632 nChanged 2 SP:Iteration 7Q (60.516627 sec): 3 clusters Score: Raw -23094.652163 + Penalty 1427.617430 = -21667.034732 nChanged 4 SP:Iteration 8F (60.517674 sec): 3 clusters Score: Raw -23096.997930 + Penalty 1428.444582 = -21668.553348 nChanged 4 SP:Iteration 9Q (60.518701 sec): 3 clusters Score: Raw -23099.354452 + Penalty 1428.566591 = -21670.787861 nChanged 3 SP:Iteration 10F (60.519751 sec): 3 clusters Score: Raw -23100.336565 + Penalty 1429.161129 = -21671.175436 nChanged 2 SP:Iteration 11Q (60.520777 sec): 3 clusters Score: Raw -23101.103563 + Penalty 1429.140638 = -21671.962925 nChanged 1 SP:Iteration 12Q (60.521802 sec): 3 clusters Score: Raw -23101.720502 + Penalty 1430.746571 = -21670.973931 nChanged 4 SP:Iteration 13F (60.522850 sec): 3 clusters Score: Raw -23104.557154 + Penalty 1432.815643 = -21671.741510 nChanged 3 SP:Iteration 14Q (60.523887 sec): 3 clusters Score: Raw -23107.096083 + Penalty 1435.174569 = -21671.921514 nChanged 8 SP:Iteration 15Q (60.524928 sec): 3 clusters Score: Raw -23112.655131 + Penalty 1437.506397 = -21675.148734 nChanged 9 SP:Iteration 16Q (60.525952 sec): 3 clusters Score: Raw -23120.556561 + Penalty 1442.390787 = -21678.165774 nChanged 9 SP:Iteration 17Q (60.526984 sec): 3 clusters Score: Raw -23127.319946 + Penalty 1448.915035 = -21678.404911 nChanged 12 SP:Iteration 18Q (60.528008 sec): 3 clusters Score: Raw -23139.672611 + Penalty 1451.852639 = -21687.819972 nChanged 11 SP:Iteration 19Q (60.529020 sec): 3 clusters Score: Raw -23155.488574 + Penalty 1454.097060 = -21701.391514 nChanged 12 SP:Iteration 20F (60.530075 sec): 3 clusters Score: Raw -23167.607666 + Penalty 1453.791690 = -21713.815975 nChanged 7 SP:Iteration 21Q (60.531077 sec): 3 clusters Score: Raw -23176.539899 + Penalty 1455.938985 = -21720.600914 nChanged 4 SP:Iteration 22Q (60.532072 sec): 3 clusters Score: Raw -23179.083355 + Penalty 1458.751356 = -21720.331999 nChanged 4 SP:Iteration 23F (60.533126 sec): 3 clusters Score: Raw -23181.122865 + Penalty 1461.397658 = -21719.725207 nChanged 2 SP:Iteration 24F (60.534200 sec): 3 clusters Score: Raw -23184.649652 + Penalty 1463.696738 = -21720.952914 nChanged 3 SP:Iteration 25Q (60.535201 sec): 3 clusters Score: Raw -23187.553823 + Penalty 1463.696738 = -21723.857085 nChanged 0 SP:Iteration 26F (60.536253 sec): 3 clusters Score: Raw -23187.553823 + Penalty 1463.696738 = -21723.857085 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 46 (510 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.538183 sec): 2 clusters Score: Raw -23721.978119 + Penalty 633.068336 = -23088.909783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.539318 sec): 3 clusters Score: Raw -23499.300368 + Penalty 1270.619109 = -22228.681259 nChanged 148 SP:Iteration 1F (60.540439 sec): 3 clusters Score: Raw -23640.502880 + Penalty 1279.645030 = -22360.857850 nChanged 67 SP:Iteration 2F (60.541547 sec): 3 clusters Score: Raw -23722.701600 + Penalty 1289.571383 = -22433.130217 nChanged 35 SP:Iteration 3F (60.542642 sec): 3 clusters Score: Raw -23778.928628 + Penalty 1301.432764 = -22477.495864 nChanged 30 SP:Iteration 4F (60.543779 sec): 3 clusters Score: Raw -23825.346478 + Penalty 1314.101902 = -22511.244575 nChanged 24 SP:Iteration 5Q (60.544852 sec): 3 clusters Score: Raw -23854.280632 + Penalty 1322.253736 = -22532.026896 nChanged 18 SP:Iteration 6Q (60.545905 sec): 3 clusters Score: Raw -23877.123370 + Penalty 1325.169340 = -22551.954030 nChanged 15 SP:Iteration 7Q (60.546950 sec): 3 clusters Score: Raw -23900.730161 + Penalty 1325.570500 = -22575.159662 nChanged 12 SP:Iteration 8Q (60.547988 sec): 3 clusters Score: Raw -23924.198105 + Penalty 1326.738270 = -22597.459835 nChanged 9 SP:Iteration 9Q (60.549045 sec): 3 clusters Score: Raw -23940.997861 + Penalty 1330.112603 = -22610.885258 nChanged 5 SP:Iteration 10F (60.550167 sec): 3 clusters Score: Raw -23946.155890 + Penalty 1332.929009 = -22613.226881 nChanged 6 SP:Iteration 11Q (60.551255 sec): 3 clusters Score: Raw -23954.443836 + Penalty 1335.837745 = -22618.606091 nChanged 4 SP:Iteration 12Q (60.552368 sec): 3 clusters Score: Raw -23958.086946 + Penalty 1336.966193 = -22621.120753 nChanged 2 SP:Iteration 13Q (60.553469 sec): 3 clusters Score: Raw -23959.590496 + Penalty 1338.149026 = -22621.441471 nChanged 3 SP:Iteration 14Q (60.554912 sec): 3 clusters Score: Raw -23961.913076 + Penalty 1339.645018 = -22622.268058 nChanged 4 SP:Iteration 15Q (60.556088 sec): 3 clusters Score: Raw -23966.854293 + Penalty 1340.106954 = -22626.747339 nChanged 3 SP:Iteration 16Q (60.557233 sec): 3 clusters Score: Raw -23972.820253 + Penalty 1341.426099 = -22631.394154 nChanged 2 SP:Iteration 17Q (60.558865 sec): 3 clusters Score: Raw -23974.520090 + Penalty 1341.496906 = -22633.023183 nChanged 3 SP:Iteration 18Q (60.560602 sec): 3 clusters Score: Raw -23976.481050 + Penalty 1341.986090 = -22634.494961 nChanged 1 SP:Iteration 19Q (60.562102 sec): 3 clusters Score: Raw -23976.631921 + Penalty 1341.986090 = -22634.645831 nChanged 0 SP:Iteration 20F (60.563589 sec): 3 clusters Score: Raw -23976.631921 + Penalty 1341.986090 = -22634.645831 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 63 (347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.564992 sec): 2 clusters Score: Raw -17388.801226 + Penalty 560.861828 = -16827.939397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.565811 sec): 3 clusters Score: Raw -17280.981659 + Penalty 1119.505833 = -16161.475826 nChanged 97 SP:Iteration 1F (60.566695 sec): 3 clusters Score: Raw -17372.384251 + Penalty 1120.672097 = -16251.712155 nChanged 24 SP:Iteration 2F (60.567552 sec): 3 clusters Score: Raw -17394.541091 + Penalty 1122.983184 = -16271.557908 nChanged 8 SP:Iteration 3Q (60.568367 sec): 3 clusters Score: Raw -17406.054764 + Penalty 1122.502592 = -16283.552172 nChanged 6 SP:Iteration 4Q (60.569163 sec): 3 clusters Score: Raw -17417.968132 + Penalty 1123.936291 = -16294.031841 nChanged 11 SP:Iteration 5Q (60.569952 sec): 3 clusters Score: Raw -17430.865103 + Penalty 1125.270124 = -16305.594979 nChanged 7 SP:Iteration 6Q (60.570738 sec): 3 clusters Score: Raw -17437.384318 + Penalty 1125.804498 = -16311.579820 nChanged 5 SP:Iteration 7Q (60.571523 sec): 3 clusters Score: Raw -17441.454544 + Penalty 1128.509131 = -16312.945414 nChanged 3 SP:Iteration 8Q (60.572307 sec): 3 clusters Score: Raw -17444.585457 + Penalty 1129.691480 = -16314.893977 nChanged 1 SP:Iteration 9Q (60.573089 sec): 3 clusters Score: Raw -17447.684267 + Penalty 1131.295116 = -16316.389152 nChanged 4 SP:Iteration 10F (60.573895 sec): 3 clusters Score: Raw -17450.972200 + Penalty 1132.402016 = -16318.570183 nChanged 1 SP:Iteration 11Q (60.574674 sec): 3 clusters Score: Raw -17451.274192 + Penalty 1132.402016 = -16318.872176 nChanged 0 SP:Iteration 12F (60.575475 sec): 3 clusters Score: Raw -17451.274192 + Penalty 1132.402016 = -16318.872176 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 67 (576 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.577423 sec): 2 clusters Score: Raw -29502.070451 + Penalty 1029.310979 = -28472.759472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.578703 sec): 3 clusters Score: Raw -29417.225328 + Penalty 2058.985576 = -27358.239752 nChanged 143 SP:Iteration 1F (60.579901 sec): 3 clusters Score: Raw -29629.485186 + Penalty 2059.193069 = -27570.292117 nChanged 46 SP:Iteration 2F (60.581099 sec): 3 clusters Score: Raw -29697.812960 + Penalty 2059.353023 = -27638.459937 nChanged 24 SP:Iteration 3Q (60.582248 sec): 3 clusters Score: Raw -29736.711100 + Penalty 2059.387080 = -27677.324020 nChanged 16 SP:Iteration 4Q (60.583391 sec): 3 clusters Score: Raw -29774.282217 + Penalty 2059.423680 = -27714.858537 nChanged 17 SP:Iteration 5Q (60.584529 sec): 3 clusters Score: Raw -29815.390217 + Penalty 2059.459818 = -27755.930399 nChanged 12 SP:Iteration 6Q (60.585656 sec): 3 clusters Score: Raw -29843.111263 + Penalty 2059.485263 = -27783.626000 nChanged 7 SP:Iteration 7Q (60.586809 sec): 3 clusters Score: Raw -29856.142767 + Penalty 2059.476912 = -27796.665854 nChanged 9 SP:Iteration 8Q (60.587947 sec): 3 clusters Score: Raw -29885.756084 + Penalty 2059.434450 = -27826.321634 nChanged 15 SP:Iteration 9Q (60.589049 sec): 3 clusters Score: Raw -29993.918255 + Penalty 2059.413074 = -27934.505181 nChanged 16 SP:Iteration 10F (60.590244 sec): 3 clusters Score: Raw -30138.233225 + Penalty 2059.503072 = -28078.730154 nChanged 15 SP:Iteration 11Q (60.591342 sec): 3 clusters Score: Raw -30189.960255 + Penalty 2059.512432 = -28130.447823 nChanged 9 SP:Iteration 12Q (60.592422 sec): 3 clusters Score: Raw -30219.493832 + Penalty 2059.503072 = -28159.990760 nChanged 3 SP:Iteration 13Q (60.593494 sec): 3 clusters Score: Raw -30228.002781 + Penalty 2059.503072 = -28168.499710 nChanged 0 SP:Iteration 14F (60.594721 sec): 3 clusters Score: Raw -30228.002781 + Penalty 2059.503072 = -28168.499710 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 79 (269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.595924 sec): 2 clusters Score: Raw -9544.961054 + Penalty 527.490471 = -9017.470583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.596634 sec): 3 clusters Score: Raw -9518.788370 + Penalty 1053.565829 = -8465.222541 nChanged 61 SP:Iteration 1F (60.597332 sec): 3 clusters Score: Raw -9621.943325 + Penalty 1053.473113 = -8568.470212 nChanged 14 SP:Iteration 2F (60.598029 sec): 3 clusters Score: Raw -9659.786603 + Penalty 1052.151987 = -8607.634615 nChanged 6 SP:Iteration 3Q (60.598676 sec): 3 clusters Score: Raw -9665.743054 + Penalty 1052.313387 = -8613.429667 nChanged 2 SP:Iteration 4Q (60.599321 sec): 3 clusters Score: Raw -9669.768482 + Penalty 1051.268557 = -8618.499925 nChanged 4 SP:Iteration 5Q (60.599966 sec): 3 clusters Score: Raw -9677.398637 + Penalty 1049.882546 = -8627.516091 nChanged 4 SP:Iteration 6Q (60.600610 sec): 3 clusters Score: Raw -9685.714154 + Penalty 1049.459576 = -8636.254578 nChanged 1 SP:Iteration 7Q (60.601250 sec): 3 clusters Score: Raw -9686.810592 + Penalty 1049.459576 = -8637.351015 nChanged 0 SP:Iteration 8F (60.601922 sec): 3 clusters Score: Raw -9686.810592 + Penalty 1049.459576 = -8637.351015 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 219 (146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.603037 sec): 2 clusters Score: Raw -5152.059389 + Penalty 195.516251 = -4956.543139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.603506 sec): 3 clusters Score: Raw -5126.659299 + Penalty 389.980682 = -4736.678617 nChanged 35 SP:Iteration 1F (60.603970 sec): 3 clusters Score: Raw -5166.794972 + Penalty 388.192389 = -4778.602582 nChanged 8 SP:Iteration 2F (60.604431 sec): 3 clusters Score: Raw -5183.581321 + Penalty 388.921652 = -4794.659668 nChanged 7 SP:Iteration 3Q (60.604878 sec): 3 clusters Score: Raw -5189.527386 + Penalty 387.032784 = -4802.494603 nChanged 4 SP:Iteration 4Q (60.605322 sec): 3 clusters Score: Raw -5199.208319 + Penalty 389.041198 = -4810.167121 nChanged 4 SP:Iteration 5Q (60.605767 sec): 3 clusters Score: Raw -5207.850046 + Penalty 391.929695 = -4815.920351 nChanged 2 SP:Iteration 6Q (60.606208 sec): 3 clusters Score: Raw -5212.588791 + Penalty 391.929695 = -4820.659096 nChanged 0 SP:Iteration 7F (60.606667 sec): 3 clusters Score: Raw -5212.588791 + Penalty 391.929695 = -4820.659096 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 236 (424 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.608467 sec): 2 clusters Score: Raw -13614.498843 + Penalty 389.046070 = -13225.452773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.609422 sec): 3 clusters Score: Raw -13516.989631 + Penalty 786.136935 = -12730.852696 nChanged 138 SP:Iteration 1F (60.610395 sec): 3 clusters Score: Raw -13756.947515 + Penalty 789.222471 = -12967.725043 nChanged 48 SP:Iteration 2F (60.611334 sec): 3 clusters Score: Raw -13827.155043 + Penalty 784.041241 = -13043.113802 nChanged 16 SP:Iteration 3Q (60.612225 sec): 3 clusters Score: Raw -13870.554191 + Penalty 780.814647 = -13089.739544 nChanged 12 SP:Iteration 4Q (60.613107 sec): 3 clusters Score: Raw -13878.980498 + Penalty 777.169237 = -13101.811261 nChanged 8 SP:Iteration 5Q (60.613992 sec): 3 clusters Score: Raw -13883.477374 + Penalty 776.165330 = -13107.312044 nChanged 3 SP:Iteration 6Q (60.614872 sec): 3 clusters Score: Raw -13888.047496 + Penalty 777.108292 = -13110.939204 nChanged 3 SP:Iteration 7Q (60.615751 sec): 3 clusters Score: Raw -13892.032332 + Penalty 778.092140 = -13113.940192 nChanged 3 SP:Iteration 8Q (60.616628 sec): 3 clusters Score: Raw -13893.977736 + Penalty 777.080118 = -13116.897618 nChanged 1 SP:Iteration 9Q (60.617506 sec): 3 clusters Score: Raw -13894.575460 + Penalty 774.990322 = -13119.585138 nChanged 2 SP:Iteration 10F (60.618443 sec): 3 clusters Score: Raw -13898.447116 + Penalty 772.761258 = -13125.685858 nChanged 2 SP:Iteration 11Q (60.619325 sec): 3 clusters Score: Raw -13901.758038 + Penalty 772.675580 = -13129.082458 nChanged 2 SP:Iteration 12Q (60.620201 sec): 3 clusters Score: Raw -13903.406705 + Penalty 773.740973 = -13129.665732 nChanged 1 SP:Iteration 13Q (60.621079 sec): 3 clusters Score: Raw -13903.869601 + Penalty 774.824445 = -13129.045157 nChanged 1 SP:Iteration 14F (60.622016 sec): 3 clusters Score: Raw -13904.483199 + Penalty 774.824445 = -13129.658755 nChanged 0 Time taken for this iteration:60.037938 seconds. 300->24 Clusters: Score -880738.314823, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 213 (time per iteration =284.734653 ms) Total iterations: 1887 (time per iteration =32.140160 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 3454808750.000000 (time per metric unit =17.554801ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 86370218750.000000 (time per metric unit=702.192050ps) That took 60.648481 seconds. FileBase PeterP-2013-10-10_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 0.25 and 0.38 GB of RAM. Memory request: 0.13 GB would take us to total of 0.13 GB. ---------------------------------------------------------- Loaded 27703 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 27703 points ------ Starting initial clusters from distinct float masks Not enough masks (234) to generate starting clusters (300), so starting with (235) clusters instead. Assigned 235 initial classes from 234 unique masks. Deleting Class 229 (1 points): Lose 3.152373 but Gain 1536.075389 Iteration 0F (3.853094 sec): 234 clusters Score: Raw -1106247.533706 + Penalty 253101.364804 = -853146.168902 nChanged 7403 Deleting Class 234 (1 points): Lose 6.341182 but Gain 1503.689813 Iteration 1F (6.790704 sec): 231 clusters Score: Raw -1122334.874865 + Penalty 250775.328039 = -871559.546826 nChanged 2916 Deleting Class 193 (2 points): Lose 23.108621 but Gain 1501.689468 Iteration 2F (9.691463 sec): 229 clusters Score: Raw -1127788.853504 + Penalty 248786.779999 = -879002.073504 nChanged 1958 Deleting Class 181 (4 points): Lose 63.935909 but Gain 1533.781913 Iteration 3F (12.567246 sec): 227 clusters Score: Raw -1130718.051148 + Penalty 248314.015282 = -882404.035866 nChanged 1447 Deleting Class 143 (3 points): Lose 43.644410 but Gain 1513.131544 Iteration 4F (15.455365 sec): 226 clusters Score: Raw -1132583.713404 + Penalty 246331.052736 = -886252.660668 nChanged 1160 Deleting Class 171 (1 points): Lose 6.883921 but Gain 1451.078957 Iteration 5Q (15.784198 sec): 224 clusters Score: Raw -1133914.244366 + Penalty 245165.388500 = -888748.855866 nChanged 924 Deleting Class 205 (2 points): Lose 25.238528 but Gain 1465.417405 Iteration 6Q (16.082228 sec): 223 clusters Score: Raw -1134885.817141 + Penalty 244013.290411 = -890872.526730 nChanged 740 Deleting Class 80 (6 points): Lose 62.415310 but Gain 1492.946060 Iteration 7Q (16.350882 sec): 222 clusters Score: Raw -1135534.791216 + Penalty 242656.553854 = -892878.237362 nChanged 556 Deleting Class 156 (9 points): Lose 102.102362 but Gain 1531.364768 Iteration 8Q (16.593480 sec): 221 clusters Score: Raw -1135933.196604 + Penalty 241243.396728 = -894689.799876 nChanged 423 Deleting Class 199 (1 points): Lose 3.207715 but Gain 1430.626594 Iteration 9Q (16.818550 sec): 220 clusters Score: Raw -1136261.241992 + Penalty 239841.010785 = -896420.231207 nChanged 314 Deleting Class 218 (2 points): Lose 15.093901 but Gain 1436.828888 Iteration 10F (19.633801 sec): 219 clusters Score: Raw -1136473.218524 + Penalty 238437.647498 = -898035.571026 nChanged 225 Deleting Class 168 (12 points): Lose 176.841697 but Gain 1590.739776 Iteration 11Q (19.832136 sec): 218 clusters Score: Raw -1136484.558469 + Penalty 237070.931084 = -899413.627386 nChanged 191 Deleting Class 223 (5 points): Lose 101.700027 but Gain 1514.967087 Iteration 12Q (20.027326 sec): 217 clusters Score: Raw -1136572.790986 + Penalty 235656.607269 = -900916.183717 nChanged 132 Deleting Class 219 (3 points): Lose 30.952441 but Gain 1444.155367 Iteration 13Q (20.220287 sec): 216 clusters Score: Raw -1136662.550316 + Penalty 234327.563289 = -902334.987027 nChanged 101 Deleting Class 152 (12 points): Lose 174.759403 but Gain 1587.839928 Iteration 14Q (20.401787 sec): 215 clusters Score: Raw -1136551.862168 + Penalty 232836.626086 = -903715.236081 nChanged 89 Deleting Class 179 (3 points): Lose 32.816521 but Gain 1444.490971 Iteration 15Q (20.582844 sec): 214 clusters Score: Raw -1136597.947466 + Penalty 231423.916486 = -905174.030981 nChanged 69 Deleting Class 177 (3 points): Lose 34.307527 but Gain 1438.318876 Iteration 16Q (20.759526 sec): 213 clusters Score: Raw -1136619.449579 + Penalty 230028.628997 = -906590.820582 nChanged 60 Deleting Class 201 (3 points): Lose 30.188270 but Gain 1426.760557 Iteration 17Q (20.936558 sec): 212 clusters Score: Raw -1136638.776104 + Penalty 228620.420881 = -908018.355223 nChanged 33 Deleting Class 153 (5 points): Lose 68.251952 but Gain 1464.250548 Iteration 18Q (21.108408 sec): 211 clusters Score: Raw -1136598.835758 + Penalty 227176.428921 = -909422.406838 nChanged 20 Deleting Class 216 (1 points): Lose 19.408277 but Gain 1413.363250 Iteration 19Q (21.278070 sec): 210 clusters Score: Raw -1136599.893310 + Penalty 225765.310533 = -910834.582777 nChanged 18 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 -1136599.893310 + Penalty 225765.310533 = -910834.582777Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 1 (699 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.378956 sec): 2 clusters Score: Raw -29494.114940 + Penalty 167.403665 = -29326.711274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.380394 sec): 3 clusters Score: Raw -29079.989634 + Penalty 333.663693 = -28746.325941 nChanged 285 SP:Iteration 1F (21.381784 sec): 3 clusters Score: Raw -29278.338174 + Penalty 331.338665 = -28946.999509 nChanged 94 SP:Iteration 2F (21.383172 sec): 3 clusters Score: Raw -29327.797242 + Penalty 330.301024 = -28997.496218 nChanged 53 SP:Iteration 3F (21.384559 sec): 3 clusters Score: Raw -29366.433665 + Penalty 328.854418 = -29037.579247 nChanged 45 SP:Iteration 4F (21.385945 sec): 3 clusters Score: Raw -29407.594490 + Penalty 326.597763 = -29080.996727 nChanged 54 SP:Iteration 5F (21.387331 sec): 3 clusters Score: Raw -29457.933891 + Penalty 321.008820 = -29136.925070 nChanged 38 SP:Iteration 6F (21.388751 sec): 3 clusters Score: Raw -29487.690721 + Penalty 327.735992 = -29159.954729 nChanged 27 SP:Iteration 7Q (21.390153 sec): 3 clusters Score: Raw -29507.540550 + Penalty 341.634163 = -29165.906386 nChanged 12 SP:Iteration 8Q (21.391546 sec): 3 clusters Score: Raw -29512.396535 + Penalty 345.661832 = -29166.734704 nChanged 5 SP:Iteration 9Q (21.392950 sec): 3 clusters Score: Raw -29514.820558 + Penalty 348.390276 = -29166.430282 nChanged 4 SP:Iteration 10F (21.394361 sec): 3 clusters Score: Raw -29515.615329 + Penalty 349.626393 = -29165.988936 nChanged 2 SP:Iteration 11F (21.395762 sec): 3 clusters Score: Raw -29515.837471 + Penalty 349.626393 = -29166.211078 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 2 (2055 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.405809 sec): 2 clusters Score: Raw -96409.200827 + Penalty 316.959809 = -96092.241018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.409916 sec): 3 clusters Score: Raw -95118.747557 + Penalty 637.074048 = -94481.673508 nChanged 918 SP:Iteration 1F (21.413847 sec): 3 clusters Score: Raw -95690.805328 + Penalty 637.899208 = -95052.906120 nChanged 264 SP:Iteration 2F (21.417738 sec): 3 clusters Score: Raw -95885.192378 + Penalty 639.740650 = -95245.451728 nChanged 152 SP:Iteration 3F (21.421627 sec): 3 clusters Score: Raw -95978.066698 + Penalty 639.999652 = -95338.067046 nChanged 95 SP:Iteration 4Q (21.425529 sec): 3 clusters Score: Raw -96026.888706 + Penalty 641.334468 = -95385.554238 nChanged 67 SP:Iteration 5Q (21.429449 sec): 3 clusters Score: Raw -96052.783631 + Penalty 641.956013 = -95410.827618 nChanged 38 SP:Iteration 6Q (21.433396 sec): 3 clusters Score: Raw -96065.776387 + Penalty 641.930229 = -95423.846158 nChanged 35 SP:Iteration 7Q (21.437347 sec): 3 clusters Score: Raw -96074.946196 + Penalty 642.839556 = -95432.106640 nChanged 19 SP:Iteration 8Q (21.441242 sec): 3 clusters Score: Raw -96078.767483 + Penalty 643.711442 = -95435.056041 nChanged 19 SP:Iteration 9Q (21.445127 sec): 3 clusters Score: Raw -96081.350014 + Penalty 644.703789 = -95436.646225 nChanged 11 SP:Iteration 10F (21.449142 sec): 3 clusters Score: Raw -96082.827232 + Penalty 644.424166 = -95438.403066 nChanged 8 SP:Iteration 11Q (21.457464 sec): 3 clusters Score: Raw -96083.933228 + Penalty 643.995551 = -95439.937677 nChanged 9 SP:Iteration 12Q (21.463176 sec): 3 clusters Score: Raw -96086.260752 + Penalty 643.317826 = -95442.942926 nChanged 12 SP:Iteration 13Q (21.467002 sec): 3 clusters Score: Raw -96088.938888 + Penalty 643.172609 = -95445.766280 nChanged 12 SP:Iteration 14Q (21.470817 sec): 3 clusters Score: Raw -96090.509530 + Penalty 642.409277 = -95448.100252 nChanged 10 SP:Iteration 15Q (21.474627 sec): 3 clusters Score: Raw -96092.259191 + Penalty 641.263965 = -95450.995226 nChanged 14 SP:Iteration 16Q (21.478425 sec): 3 clusters Score: Raw -96094.220243 + Penalty 640.248236 = -95453.972007 nChanged 16 SP:Iteration 17Q (21.482357 sec): 3 clusters Score: Raw -96097.499778 + Penalty 640.722066 = -95456.777712 nChanged 25 SP:Iteration 18Q (21.486171 sec): 3 clusters Score: Raw -96106.040889 + Penalty 638.973618 = -95467.067271 nChanged 32 SP:Iteration 19Q (21.489944 sec): 3 clusters Score: Raw -96120.701732 + Penalty 636.126818 = -95484.574914 nChanged 27 SP:Iteration 20F (21.493778 sec): 3 clusters Score: Raw -96136.082819 + Penalty 628.110326 = -95507.972493 nChanged 35 SP:Iteration 21Q (21.497538 sec): 3 clusters Score: Raw -96157.445614 + Penalty 620.116505 = -95537.329109 nChanged 32 SP:Iteration 22Q (21.501298 sec): 3 clusters Score: Raw -96175.982779 + Penalty 613.550271 = -95562.432508 nChanged 28 SP:Iteration 23Q (21.505098 sec): 3 clusters Score: Raw -96193.102740 + Penalty 605.332229 = -95587.770511 nChanged 23 SP:Iteration 24Q (21.509115 sec): 3 clusters Score: Raw -96208.961633 + Penalty 596.387262 = -95612.574371 nChanged 28 SP:Iteration 25Q (21.512771 sec): 3 clusters Score: Raw -96225.324241 + Penalty 589.844613 = -95635.479628 nChanged 30 SP:Iteration 26Q (21.516452 sec): 3 clusters Score: Raw -96242.802851 + Penalty 576.510503 = -95666.292348 nChanged 24 SP:Iteration 27Q (21.520138 sec): 3 clusters Score: Raw -96259.467960 + Penalty 565.368584 = -95694.099377 nChanged 23 SP:Iteration 28Q (21.523775 sec): 3 clusters Score: Raw -96280.171575 + Penalty 563.468856 = -95716.702719 nChanged 11 SP:Iteration 29Q (21.527419 sec): 3 clusters Score: Raw -96288.680260 + Penalty 562.321853 = -95726.358408 nChanged 13 SP:Iteration 30F (21.531178 sec): 3 clusters Score: Raw -96293.685938 + Penalty 561.990789 = -95731.695149 nChanged 12 SP:Iteration 31Q (21.534784 sec): 3 clusters Score: Raw -96297.754151 + Penalty 558.597057 = -95739.157094 nChanged 11 SP:Iteration 32Q (21.538612 sec): 3 clusters Score: Raw -96301.010490 + Penalty 558.340950 = -95742.669540 nChanged 8 SP:Iteration 33Q (21.542203 sec): 3 clusters Score: Raw -96304.938322 + Penalty 560.333856 = -95744.604466 nChanged 10 SP:Iteration 34Q (21.545763 sec): 3 clusters Score: Raw -96310.714102 + Penalty 562.311290 = -95748.402812 nChanged 15 SP:Iteration 35Q (21.549334 sec): 3 clusters Score: Raw -96317.921136 + Penalty 561.005491 = -95756.915645 nChanged 9 SP:Iteration 36Q (21.552789 sec): 3 clusters Score: Raw -96322.806464 + Penalty 560.793371 = -95762.013093 nChanged 8 SP:Iteration 37Q (21.556243 sec): 3 clusters Score: Raw -96325.890742 + Penalty 561.073266 = -95764.817475 nChanged 11 SP:Iteration 38Q (21.559702 sec): 3 clusters Score: Raw -96330.091864 + Penalty 559.687618 = -95770.404246 nChanged 8 SP:Iteration 39Q (21.563136 sec): 3 clusters Score: Raw -96331.997537 + Penalty 560.643643 = -95771.353895 nChanged 9 SP:Iteration 40F (21.566857 sec): 3 clusters Score: Raw -96333.127863 + Penalty 560.337669 = -95772.790194 nChanged 4 SP:Iteration 41Q (21.570233 sec): 3 clusters Score: Raw -96334.277952 + Penalty 561.950389 = -95772.327564 nChanged 6 SP:Iteration 42F (21.573951 sec): 3 clusters Score: Raw -96335.534250 + Penalty 560.514122 = -95775.020128 nChanged 8 SP:Iteration 43Q (21.577306 sec): 3 clusters Score: Raw -96337.064488 + Penalty 561.193293 = -95775.871196 nChanged 14 SP:Iteration 44Q (21.580662 sec): 3 clusters Score: Raw -96341.714454 + Penalty 564.163314 = -95777.551139 nChanged 18 SP:Iteration 45Q (21.584057 sec): 3 clusters Score: Raw -96351.777490 + Penalty 569.833309 = -95781.944181 nChanged 26 SP:Iteration 46Q (21.587365 sec): 3 clusters Score: Raw -96368.947132 + Penalty 601.224917 = -95767.722215 nChanged 21 SP:Iteration 47F (21.591069 sec): 3 clusters Score: Raw -96386.248920 + Penalty 713.714789 = -95672.534131 nChanged 17 SP:Iteration 48F (21.594918 sec): 3 clusters Score: Raw -96404.267327 + Penalty 1078.016397 = -95326.250930 nChanged 7 SP:Iteration 49F (21.598620 sec): 3 clusters Score: Raw -96411.686401 + Penalty 1195.156828 = -95216.529573 nChanged 1 SP:Iteration 50F (21.602496 sec): 3 clusters Score: Raw -96411.806625 + Penalty 1195.156828 = -95216.649797 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 3 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.603315 sec): 2 clusters Score: Raw -1932.142766 + Penalty 523.180726 = -1408.962040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.603611 sec): 3 clusters Score: Raw -2043.647661 + Penalty 1049.362241 = -994.285420 nChanged 1 SP:Iteration 1Q (21.603887 sec): 3 clusters Score: Raw -2048.043266 + Penalty 1049.362241 = -998.681024 nChanged 0 SP:Iteration 2F (21.604171 sec): 3 clusters Score: Raw -2048.043266 + Penalty 1049.362241 = -998.681024 nChanged 0 Memory request: 0.03 GB would take us to total of 0.28 GB. Trying to split cluster 4 (5568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.629198 sec): 2 clusters Score: Raw -243781.731255 + Penalty 89.644977 = -243692.086277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.639611 sec): 3 clusters Score: Raw -240075.714724 + Penalty 179.490296 = -239896.224428 nChanged 2656 SP:Iteration 1F (21.649659 sec): 3 clusters Score: Raw -242636.088505 + Penalty 179.424439 = -242456.664066 nChanged 341 SP:Iteration 2F (21.659658 sec): 3 clusters Score: Raw -242808.349812 + Penalty 179.410787 = -242628.939025 nChanged 131 SP:Iteration 3Q (21.669469 sec): 3 clusters Score: Raw -242847.963462 + Penalty 179.393038 = -242668.570424 nChanged 90 SP:Iteration 4Q (21.679190 sec): 3 clusters Score: Raw -242874.633658 + Penalty 179.418334 = -242695.215324 nChanged 92 SP:Iteration 5Q (21.688899 sec): 3 clusters Score: Raw -242906.912596 + Penalty 179.456557 = -242727.456039 nChanged 88 SP:Iteration 6Q (21.698632 sec): 3 clusters Score: Raw -242935.491795 + Penalty 179.455222 = -242756.036573 nChanged 83 SP:Iteration 7Q (21.708452 sec): 3 clusters Score: Raw -242962.103210 + Penalty 179.503078 = -242782.600133 nChanged 84 SP:Iteration 8Q (21.718308 sec): 3 clusters Score: Raw -242983.810568 + Penalty 179.524091 = -242804.286477 nChanged 69 SP:Iteration 9Q (21.727960 sec): 3 clusters Score: Raw -242996.469436 + Penalty 179.532856 = -242816.936580 nChanged 54 SP:Iteration 10F (21.737947 sec): 3 clusters Score: Raw -243005.387924 + Penalty 179.507209 = -242825.880715 nChanged 48 SP:Iteration 11Q (21.747879 sec): 3 clusters Score: Raw -243015.634120 + Penalty 179.443305 = -242836.190815 nChanged 54 SP:Iteration 12Q (21.757522 sec): 3 clusters Score: Raw -243026.872809 + Penalty 179.405323 = -242847.467486 nChanged 49 SP:Iteration 13Q (21.767230 sec): 3 clusters Score: Raw -243035.622558 + Penalty 179.362919 = -242856.259639 nChanged 42 SP:Iteration 14Q (21.776843 sec): 3 clusters Score: Raw -243041.783114 + Penalty 179.343227 = -242862.439887 nChanged 42 SP:Iteration 15Q (21.786546 sec): 3 clusters Score: Raw -243046.033114 + Penalty 179.339415 = -242866.693699 nChanged 25 SP:Iteration 16Q (21.796170 sec): 3 clusters Score: Raw -243047.873239 + Penalty 179.340298 = -242868.532941 nChanged 19 SP:Iteration 17Q (21.805828 sec): 3 clusters Score: Raw -243049.002698 + Penalty 179.341372 = -242869.661326 nChanged 15 SP:Iteration 18Q (21.815844 sec): 3 clusters Score: Raw -243050.204781 + Penalty 179.337839 = -242870.866942 nChanged 16 SP:Iteration 19Q (21.826456 sec): 3 clusters Score: Raw -243050.901777 + Penalty 179.330533 = -242871.571244 nChanged 9 SP:Iteration 20F (21.836719 sec): 3 clusters Score: Raw -243051.097005 + Penalty 179.322712 = -242871.774293 nChanged 8 SP:Iteration 21Q (21.846629 sec): 3 clusters Score: Raw -243051.291603 + Penalty 179.311618 = -242871.979985 nChanged 8 SP:Iteration 22Q (21.856428 sec): 3 clusters Score: Raw -243051.454567 + Penalty 179.299613 = -242872.154954 nChanged 7 SP:Iteration 23Q (21.866161 sec): 3 clusters Score: Raw -243051.660238 + Penalty 179.285401 = -242872.374837 nChanged 11 SP:Iteration 24Q (21.875791 sec): 3 clusters Score: Raw -243051.954949 + Penalty 179.270300 = -242872.684649 nChanged 10 SP:Iteration 25Q (21.885414 sec): 3 clusters Score: Raw -243052.235163 + Penalty 179.255658 = -242872.979506 nChanged 11 SP:Iteration 26Q (21.895053 sec): 3 clusters Score: Raw -243052.580636 + Penalty 179.240914 = -242873.339722 nChanged 10 SP:Iteration 27Q (21.904742 sec): 3 clusters Score: Raw -243053.003800 + Penalty 179.216286 = -242873.787514 nChanged 15 SP:Iteration 28Q (21.914578 sec): 3 clusters Score: Raw -243053.641618 + Penalty 179.208655 = -242874.432963 nChanged 13 SP:Iteration 29Q (21.924281 sec): 3 clusters Score: Raw -243054.094184 + Penalty 179.192730 = -242874.901454 nChanged 15 SP:Iteration 30F (21.934478 sec): 3 clusters Score: Raw -243054.679311 + Penalty 179.178189 = -242875.501122 nChanged 13 SP:Iteration 31Q (21.944338 sec): 3 clusters Score: Raw -243055.222367 + Penalty 179.163665 = -242876.058702 nChanged 15 SP:Iteration 32Q (21.954161 sec): 3 clusters Score: Raw -243055.904345 + Penalty 179.159299 = -242876.745045 nChanged 16 SP:Iteration 33Q (21.963901 sec): 3 clusters Score: Raw -243056.728409 + Penalty 179.153289 = -242877.575121 nChanged 18 SP:Iteration 34Q (21.973543 sec): 3 clusters Score: Raw -243057.911755 + Penalty 179.121934 = -242878.789820 nChanged 22 SP:Iteration 35Q (21.983227 sec): 3 clusters Score: Raw -243059.440975 + Penalty 179.122874 = -242880.318101 nChanged 25 SP:Iteration 36Q (21.992873 sec): 3 clusters Score: Raw -243061.200563 + Penalty 179.106955 = -242882.093608 nChanged 22 SP:Iteration 37Q (22.002507 sec): 3 clusters Score: Raw -243062.459770 + Penalty 179.102516 = -242883.357254 nChanged 20 SP:Iteration 38Q (22.012109 sec): 3 clusters Score: Raw -243063.905466 + Penalty 179.116175 = -242884.789291 nChanged 25 SP:Iteration 39Q (22.022273 sec): 3 clusters Score: Raw -243065.524310 + Penalty 179.139263 = -242886.385047 nChanged 21 SP:Iteration 40F (22.032261 sec): 3 clusters Score: Raw -243066.791010 + Penalty 179.162196 = -242887.628814 nChanged 11 SP:Iteration 41Q (22.041964 sec): 3 clusters Score: Raw -243067.301862 + Penalty 179.183528 = -242888.118334 nChanged 16 SP:Iteration 42Q (22.051856 sec): 3 clusters Score: Raw -243068.119427 + Penalty 179.201256 = -242888.918171 nChanged 15 SP:Iteration 43Q (22.061596 sec): 3 clusters Score: Raw -243068.731499 + Penalty 179.208368 = -242889.523131 nChanged 17 SP:Iteration 44Q (22.071301 sec): 3 clusters Score: Raw -243069.748990 + Penalty 179.224630 = -242890.524360 nChanged 15 SP:Iteration 45Q (22.080947 sec): 3 clusters Score: Raw -243070.947157 + Penalty 179.246589 = -242891.700568 nChanged 16 SP:Iteration 46Q (22.090666 sec): 3 clusters Score: Raw -243072.316735 + Penalty 179.272365 = -242893.044370 nChanged 26 SP:Iteration 47Q (22.100545 sec): 3 clusters Score: Raw -243074.959628 + Penalty 179.371080 = -242895.588548 nChanged 31 SP:Iteration 48Q (22.110175 sec): 3 clusters Score: Raw -243078.796209 + Penalty 179.432990 = -242899.363219 nChanged 33 SP:Iteration 49Q (22.119961 sec): 3 clusters Score: Raw -243082.204018 + Penalty 179.512186 = -242902.691832 nChanged 33 SP:Iteration 50F (22.129939 sec): 3 clusters Score: Raw -243085.846732 + Penalty 179.552691 = -242906.294041 nChanged 41 SP:Iteration 51Q (22.139631 sec): 3 clusters Score: Raw -243091.197678 + Penalty 179.611397 = -242911.586281 nChanged 45 SP:Iteration 52Q (22.149294 sec): 3 clusters Score: Raw -243097.797278 + Penalty 179.663438 = -242918.133840 nChanged 45 SP:Iteration 53Q (22.159096 sec): 3 clusters Score: Raw -243106.800343 + Penalty 179.850457 = -242926.949886 nChanged 55 SP:Iteration 54Q (22.168828 sec): 3 clusters Score: Raw -243117.827410 + Penalty 179.970889 = -242937.856521 nChanged 52 SP:Iteration 55Q (22.178440 sec): 3 clusters Score: Raw -243128.449246 + Penalty 180.212821 = -242948.236426 nChanged 61 SP:Iteration 56Q (22.187972 sec): 3 clusters Score: Raw -243139.971872 + Penalty 180.458288 = -242959.513584 nChanged 58 SP:Iteration 57Q (22.197500 sec): 3 clusters Score: Raw -243150.499879 + Penalty 180.483884 = -242970.015996 nChanged 55 SP:Iteration 58Q (22.206992 sec): 3 clusters Score: Raw -243161.930116 + Penalty 180.945356 = -242980.984760 nChanged 61 SP:Iteration 59Q (22.216595 sec): 3 clusters Score: Raw -243175.241013 + Penalty 181.143369 = -242994.097644 nChanged 61 SP:Iteration 60F (22.226809 sec): 3 clusters Score: Raw -243187.838585 + Penalty 181.170068 = -243006.668517 nChanged 62 SP:Iteration 61Q (22.236272 sec): 3 clusters Score: Raw -243198.244759 + Penalty 181.409613 = -243016.835146 nChanged 49 SP:Iteration 62Q (22.245735 sec): 3 clusters Score: Raw -243206.098453 + Penalty 181.267768 = -243024.830685 nChanged 51 SP:Iteration 63Q (22.255308 sec): 3 clusters Score: Raw -243214.169109 + Penalty 181.227478 = -243032.941631 nChanged 45 SP:Iteration 64Q (22.264741 sec): 3 clusters Score: Raw -243221.842597 + Penalty 181.618925 = -243040.223672 nChanged 55 SP:Iteration 65Q (22.274074 sec): 3 clusters Score: Raw -243232.214568 + Penalty 181.824611 = -243050.389957 nChanged 49 SP:Iteration 66Q (22.283397 sec): 3 clusters Score: Raw -243240.225667 + Penalty 181.934458 = -243058.291209 nChanged 51 SP:Iteration 67Q (22.292752 sec): 3 clusters Score: Raw -243248.241549 + Penalty 182.285414 = -243065.956135 nChanged 42 SP:Iteration 68Q (22.301967 sec): 3 clusters Score: Raw -243254.537629 + Penalty 182.546556 = -243071.991073 nChanged 47 SP:Iteration 69Q (22.311180 sec): 3 clusters Score: Raw -243262.692983 + Penalty 182.917644 = -243079.775338 nChanged 50 SP:Iteration 70F (22.321244 sec): 3 clusters Score: Raw -243271.813928 + Penalty 183.120571 = -243088.693357 nChanged 43 SP:Iteration 71Q (22.331463 sec): 3 clusters Score: Raw -243278.834975 + Penalty 183.165293 = -243095.669682 nChanged 47 SP:Iteration 72Q (22.341107 sec): 3 clusters Score: Raw -243287.065412 + Penalty 183.467432 = -243103.597980 nChanged 54 SP:Iteration 73Q (22.350440 sec): 3 clusters Score: Raw -243298.025192 + Penalty 184.068105 = -243113.957087 nChanged 61 SP:Iteration 74Q (22.359726 sec): 3 clusters Score: Raw -243313.723941 + Penalty 184.695496 = -243129.028445 nChanged 62 SP:Iteration 75Q (22.368786 sec): 3 clusters Score: Raw -243330.079330 + Penalty 185.779941 = -243144.299389 nChanged 66 SP:Iteration 76Q (22.377716 sec): 3 clusters Score: Raw -243349.646789 + Penalty 186.943147 = -243162.703642 nChanged 60 SP:Iteration 77Q (22.386575 sec): 3 clusters Score: Raw -243367.484768 + Penalty 188.390376 = -243179.094392 nChanged 57 SP:Iteration 78Q (22.395384 sec): 3 clusters Score: Raw -243386.886324 + Penalty 188.233626 = -243198.652698 nChanged 62 SP:Iteration 79Q (22.404089 sec): 3 clusters Score: Raw -243406.181342 + Penalty 189.424299 = -243216.757043 nChanged 63 SP:Iteration 80F (22.414273 sec): 3 clusters Score: Raw -243428.579714 + Penalty 190.010529 = -243238.569185 nChanged 66 SP:Iteration 81Q (22.423069 sec): 3 clusters Score: Raw -243451.035875 + Penalty 191.203998 = -243259.831877 nChanged 62 SP:Iteration 82Q (22.431857 sec): 3 clusters Score: Raw -243474.089330 + Penalty 193.276925 = -243280.812406 nChanged 64 SP:Iteration 83Q (22.440460 sec): 3 clusters Score: Raw -243499.165699 + Penalty 195.643175 = -243303.522524 nChanged 59 SP:Iteration 84Q (22.448933 sec): 3 clusters Score: Raw -243524.290834 + Penalty 196.847343 = -243327.443490 nChanged 52 SP:Iteration 85Q (22.457454 sec): 3 clusters Score: Raw -243544.239871 + Penalty 199.860225 = -243344.379646 nChanged 52 SP:Iteration 86Q (22.465877 sec): 3 clusters Score: Raw -243569.211444 + Penalty 205.027185 = -243364.184259 nChanged 54 SP:Iteration 87Q (22.474137 sec): 3 clusters Score: Raw -243598.770080 + Penalty 210.474863 = -243388.295216 nChanged 57 SP:Iteration 88Q (22.482331 sec): 3 clusters Score: Raw -243633.952029 + Penalty 219.824035 = -243414.127993 nChanged 56 SP:Iteration 89Q (22.490440 sec): 3 clusters Score: Raw -243671.092697 + Penalty 221.912470 = -243449.180226 nChanged 47 SP:Iteration 90F (22.500571 sec): 3 clusters Score: Raw -243706.541979 + Penalty 231.912611 = -243474.629369 nChanged 34 SP:Iteration 91Q (22.508519 sec): 3 clusters Score: Raw -243731.365930 + Penalty 245.129205 = -243486.236725 nChanged 26 SP:Iteration 92Q (22.516482 sec): 3 clusters Score: Raw -243749.578552 + Penalty 257.449620 = -243492.128932 nChanged 17 SP:Iteration 93Q (22.524387 sec): 3 clusters Score: Raw -243759.388991 + Penalty 283.207291 = -243476.181700 nChanged 17 SP:Iteration 94F (22.534501 sec): 3 clusters Score: Raw -243769.934046 + Penalty 311.990203 = -243457.943843 nChanged 15 SP:Iteration 95F (22.544583 sec): 3 clusters Score: Raw -243781.713610 + Penalty 321.778251 = -243459.935358 nChanged 7 SP:Iteration 96Q (22.552336 sec): 3 clusters Score: Raw -243786.799061 + Penalty 317.376080 = -243469.422981 nChanged 2 SP:Iteration 97Q (22.564788 sec): 3 clusters Score: Raw -243787.040391 + Penalty 317.376080 = -243469.664311 nChanged 0 SP:Iteration 98F (22.583840 sec): 3 clusters Score: Raw -243787.040391 + Penalty 317.376080 = -243469.664311 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 5 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.588113 sec): 2 clusters Score: Raw -1358.575367 + Penalty 348.327749 = -1010.247618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.588390 sec): 3 clusters Score: Raw -1386.196910 + Penalty 699.506247 = -686.690663 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 6 (545 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.592175 sec): 2 clusters Score: Raw -27926.317646 + Penalty 719.755824 = -27206.561822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.593513 sec): 3 clusters Score: Raw -27713.092719 + Penalty 1439.187397 = -26273.905322 nChanged 136 SP:Iteration 1F (22.594864 sec): 3 clusters Score: Raw -27824.066542 + Penalty 1438.729940 = -26385.336602 nChanged 38 SP:Iteration 2F (22.596143 sec): 3 clusters Score: Raw -27857.249477 + Penalty 1438.401839 = -26418.847637 nChanged 19 SP:Iteration 3Q (22.597413 sec): 3 clusters Score: Raw -27878.850716 + Penalty 1438.483198 = -26440.367519 nChanged 13 SP:Iteration 4Q (22.598689 sec): 3 clusters Score: Raw -27889.849441 + Penalty 1439.032446 = -26450.816995 nChanged 5 SP:Iteration 5Q (22.599943 sec): 3 clusters Score: Raw -27893.726848 + Penalty 1439.362822 = -26454.364026 nChanged 5 SP:Iteration 6Q (22.601188 sec): 3 clusters Score: Raw -27896.393553 + Penalty 1439.469397 = -26456.924156 nChanged 4 SP:Iteration 7Q (22.602428 sec): 3 clusters Score: Raw -27900.002064 + Penalty 1440.070633 = -26459.931431 nChanged 6 SP:Iteration 8Q (22.603671 sec): 3 clusters Score: Raw -27903.652971 + Penalty 1439.493914 = -26464.159057 nChanged 3 SP:Iteration 9Q (22.604952 sec): 3 clusters Score: Raw -27906.551268 + Penalty 1440.073930 = -26466.477338 nChanged 3 SP:Iteration 10F (22.606162 sec): 3 clusters Score: Raw -27908.162159 + Penalty 1439.929128 = -26468.233031 nChanged 2 SP:Iteration 11Q (22.607356 sec): 3 clusters Score: Raw -27910.124226 + Penalty 1439.771532 = -26470.352695 nChanged 1 SP:Iteration 12Q (22.608599 sec): 3 clusters Score: Raw -27910.530517 + Penalty 1439.897825 = -26470.632691 nChanged 1 SP:Iteration 13Q (22.609842 sec): 3 clusters Score: Raw -27910.628678 + Penalty 1440.117495 = -26470.511183 nChanged 1 SP:Iteration 14F (22.611099 sec): 3 clusters Score: Raw -27911.101891 + Penalty 1440.117495 = -26470.984397 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 7 (909 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.616982 sec): 2 clusters Score: Raw -41443.773100 + Penalty 419.800501 = -41023.972600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.618973 sec): 3 clusters Score: Raw -40908.681537 + Penalty 842.802122 = -40065.879415 nChanged 347 SP:Iteration 1F (22.620958 sec): 3 clusters Score: Raw -41095.818432 + Penalty 841.898321 = -40253.920111 nChanged 124 SP:Iteration 2F (22.622990 sec): 3 clusters Score: Raw -41202.241168 + Penalty 834.485597 = -40367.755571 nChanged 79 SP:Iteration 3F (22.625057 sec): 3 clusters Score: Raw -41290.341263 + Penalty 820.737152 = -40469.604111 nChanged 63 SP:Iteration 4F (22.627121 sec): 3 clusters Score: Raw -41359.148830 + Penalty 818.354279 = -40540.794551 nChanged 33 SP:Iteration 5Q (22.629132 sec): 3 clusters Score: Raw -41390.007515 + Penalty 827.407427 = -40562.600088 nChanged 28 SP:Iteration 6Q (22.630944 sec): 3 clusters Score: Raw -41419.285686 + Penalty 849.622754 = -40569.662932 nChanged 21 SP:Iteration 7Q (22.632697 sec): 3 clusters Score: Raw -41447.252724 + Penalty 859.909191 = -40587.343532 nChanged 9 SP:Iteration 8Q (22.634353 sec): 3 clusters Score: Raw -41456.742664 + Penalty 868.688315 = -40588.054348 nChanged 5 SP:Iteration 9Q (22.635913 sec): 3 clusters Score: Raw -41462.630960 + Penalty 874.278943 = -40588.352018 nChanged 4 SP:Iteration 10F (22.637703 sec): 3 clusters Score: Raw -41465.772551 + Penalty 874.278943 = -40591.493609 nChanged 0 Memory request: 0.03 GB would take us to total of 0.29 GB. Trying to split cluster 8 (6789 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.669196 sec): 2 clusters Score: Raw -288965.111292 + Penalty 286.776870 = -288678.334422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.681819 sec): 3 clusters Score: Raw -284440.879768 + Penalty 595.256680 = -283845.623088 nChanged 3078 SP:Iteration 1F (22.694348 sec): 3 clusters Score: Raw -286013.567276 + Penalty 642.142141 = -285371.425135 nChanged 1192 SP:Iteration 2F (22.706790 sec): 3 clusters Score: Raw -287031.352120 + Penalty 697.155733 = -286334.196387 nChanged 838 SP:Iteration 3F (22.719261 sec): 3 clusters Score: Raw -287901.869616 + Penalty 746.782959 = -287155.086657 nChanged 537 SP:Iteration 4F (22.738398 sec): 3 clusters Score: Raw -288479.937036 + Penalty 820.418080 = -287659.518957 nChanged 303 SP:Iteration 5Q (22.751517 sec): 3 clusters Score: Raw -288822.184116 + Penalty 909.713447 = -287912.470669 nChanged 110 SP:Iteration 6Q (22.763442 sec): 3 clusters Score: Raw -288941.356934 + Penalty 1003.525964 = -287937.830970 nChanged 20 SP:Iteration 7Q (22.773060 sec): 3 clusters Score: Raw -288974.800872 + Penalty 1044.145310 = -287930.655562 nChanged 2 SP:Iteration 8F (22.785112 sec): 3 clusters Score: Raw -288980.688779 + Penalty 1065.830725 = -287914.858055 nChanged 1 SP:Iteration 9F (22.797158 sec): 3 clusters Score: Raw -288986.054000 + Penalty 1065.830725 = -287920.223276 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 9 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.803189 sec): 2 clusters Score: Raw -1177.023678 + Penalty 296.183985 = -880.839693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.803467 sec): 3 clusters Score: Raw -1186.644556 + Penalty 602.464808 = -584.179748 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 10 (291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.804782 sec): 2 clusters Score: Raw -14145.213752 + Penalty 517.417111 = -13627.796640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.805528 sec): 3 clusters Score: Raw -14020.105616 + Penalty 1039.420718 = -12980.684898 nChanged 64 SP:Iteration 1F (22.806262 sec): 3 clusters Score: Raw -14087.017252 + Penalty 1043.591805 = -13043.425446 nChanged 31 SP:Iteration 2F (22.806994 sec): 3 clusters Score: Raw -14122.805253 + Penalty 1045.192946 = -13077.612307 nChanged 18 SP:Iteration 3F (22.807707 sec): 3 clusters Score: Raw -14143.768683 + Penalty 1045.719417 = -13098.049266 nChanged 8 SP:Iteration 4Q (22.808402 sec): 3 clusters Score: Raw -14149.989937 + Penalty 1045.488636 = -13104.501301 nChanged 4 SP:Iteration 5Q (22.809104 sec): 3 clusters Score: Raw -14154.039263 + Penalty 1046.025085 = -13108.014177 nChanged 1 SP:Iteration 6Q (22.809798 sec): 3 clusters Score: Raw -14154.242402 + Penalty 1046.169938 = -13108.072464 nChanged 1 SP:Iteration 7Q (22.810486 sec): 3 clusters Score: Raw -14154.292872 + Penalty 1046.169938 = -13108.122934 nChanged 0 SP:Iteration 8F (22.811190 sec): 3 clusters Score: Raw -14154.292872 + Penalty 1046.169938 = -13108.122934 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 11 (903 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.814208 sec): 2 clusters Score: Raw -46647.406138 + Penalty 1001.746330 = -45645.659808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.816008 sec): 3 clusters Score: Raw -46310.242103 + Penalty 2005.427924 = -44304.814180 nChanged 271 SP:Iteration 1F (22.817745 sec): 3 clusters Score: Raw -46515.163207 + Penalty 2007.099394 = -44508.063813 nChanged 57 SP:Iteration 2F (22.819478 sec): 3 clusters Score: Raw -46561.901485 + Penalty 2007.707300 = -44554.194186 nChanged 26 SP:Iteration 3Q (22.823565 sec): 3 clusters Score: Raw -46582.738866 + Penalty 2008.381679 = -44574.357187 nChanged 11 SP:Iteration 4Q (22.826780 sec): 3 clusters Score: Raw -46590.873288 + Penalty 2008.771591 = -44582.101698 nChanged 14 SP:Iteration 5Q (22.829600 sec): 3 clusters Score: Raw -46603.012712 + Penalty 2010.012392 = -44593.000320 nChanged 11 SP:Iteration 6Q (22.831931 sec): 3 clusters Score: Raw -46612.193510 + Penalty 2011.761297 = -44600.432212 nChanged 17 SP:Iteration 7Q (22.833841 sec): 3 clusters Score: Raw -46625.167462 + Penalty 2012.750429 = -44612.417033 nChanged 12 SP:Iteration 8Q (22.836624 sec): 3 clusters Score: Raw -46633.142270 + Penalty 2013.263296 = -44619.878974 nChanged 7 SP:Iteration 9Q (22.838685 sec): 3 clusters Score: Raw -46638.470810 + Penalty 2013.367537 = -44625.103273 nChanged 7 SP:Iteration 10F (22.840579 sec): 3 clusters Score: Raw -46643.747354 + Penalty 2013.605209 = -44630.142145 nChanged 5 SP:Iteration 11Q (22.842410 sec): 3 clusters Score: Raw -46648.187925 + Penalty 2014.115601 = -44634.072325 nChanged 9 SP:Iteration 12Q (22.844194 sec): 3 clusters Score: Raw -46657.761718 + Penalty 2015.787813 = -44641.973905 nChanged 9 SP:Iteration 13Q (22.845973 sec): 3 clusters Score: Raw -46670.602047 + Penalty 2016.023310 = -44654.578737 nChanged 4 SP:Iteration 14Q (22.847707 sec): 3 clusters Score: Raw -46674.854829 + Penalty 2015.875101 = -44658.979728 nChanged 5 SP:Iteration 15Q (22.849455 sec): 3 clusters Score: Raw -46679.751383 + Penalty 2015.811941 = -44663.939442 nChanged 3 SP:Iteration 16Q (22.851230 sec): 3 clusters Score: Raw -46682.240954 + Penalty 2016.543324 = -44665.697629 nChanged 5 SP:Iteration 17Q (22.852986 sec): 3 clusters Score: Raw -46685.284475 + Penalty 2016.692120 = -44668.592355 nChanged 1 SP:Iteration 18Q (22.854731 sec): 3 clusters Score: Raw -46686.286027 + Penalty 2016.503532 = -44669.782495 nChanged 2 SP:Iteration 19Q (22.856470 sec): 3 clusters Score: Raw -46686.972895 + Penalty 2016.966683 = -44670.006212 nChanged 1 SP:Iteration 20F (22.858226 sec): 3 clusters Score: Raw -46688.088462 + Penalty 2017.163057 = -44670.925405 nChanged 2 SP:Iteration 21Q (22.859956 sec): 3 clusters Score: Raw -46689.505132 + Penalty 2017.195368 = -44672.309765 nChanged 1 SP:Iteration 22Q (22.861669 sec): 3 clusters Score: Raw -46692.132766 + Penalty 2017.046402 = -44675.086365 nChanged 1 SP:Iteration 23Q (22.863381 sec): 3 clusters Score: Raw -46692.690595 + Penalty 2016.894340 = -44675.796256 nChanged 1 SP:Iteration 24Q (22.865097 sec): 3 clusters Score: Raw -46693.696973 + Penalty 2017.261949 = -44676.435023 nChanged 2 SP:Iteration 25Q (22.867084 sec): 3 clusters Score: Raw -46694.597271 + Penalty 2018.367441 = -44676.229830 nChanged 3 SP:Iteration 26F (22.868910 sec): 3 clusters Score: Raw -46697.854517 + Penalty 2018.209407 = -44679.645111 nChanged 1 SP:Iteration 27Q (22.870623 sec): 3 clusters Score: Raw -46698.851676 + Penalty 2018.209407 = -44680.642269 nChanged 0 SP:Iteration 28F (22.872373 sec): 3 clusters Score: Raw -46698.851676 + Penalty 2018.209407 = -44680.642269 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 12 (460 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.874383 sec): 2 clusters Score: Raw -20373.376945 + Penalty 305.646824 = -20067.730121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.875436 sec): 3 clusters Score: Raw -20109.275700 + Penalty 611.832782 = -19497.442919 nChanged 160 SP:Iteration 1F (22.876495 sec): 3 clusters Score: Raw -20218.384634 + Penalty 610.037238 = -19608.347397 nChanged 62 SP:Iteration 2F (22.877535 sec): 3 clusters Score: Raw -20268.023996 + Penalty 608.981071 = -19659.042925 nChanged 44 SP:Iteration 3F (22.878578 sec): 3 clusters Score: Raw -20298.902954 + Penalty 613.889746 = -19685.013208 nChanged 32 SP:Iteration 4F (22.879622 sec): 3 clusters Score: Raw -20323.965237 + Penalty 620.207122 = -19703.758114 nChanged 27 SP:Iteration 5F (22.880669 sec): 3 clusters Score: Raw -20345.739072 + Penalty 619.894694 = -19725.844378 nChanged 14 SP:Iteration 6Q (22.881719 sec): 3 clusters Score: Raw -20357.851262 + Penalty 625.986900 = -19731.864362 nChanged 4 SP:Iteration 7Q (22.882776 sec): 3 clusters Score: Raw -20360.737311 + Penalty 631.390193 = -19729.347118 nChanged 2 SP:Iteration 8F (22.883828 sec): 3 clusters Score: Raw -20365.107413 + Penalty 635.188839 = -19729.918574 nChanged 3 SP:Iteration 9Q (22.884850 sec): 3 clusters Score: Raw -20368.820150 + Penalty 634.023291 = -19734.796860 nChanged 4 SP:Iteration 10F (22.885902 sec): 3 clusters Score: Raw -20371.426342 + Penalty 642.114455 = -19729.311887 nChanged 4 SP:Iteration 11F (22.886954 sec): 3 clusters Score: Raw -20374.073439 + Penalty 645.783324 = -19728.290115 nChanged 2 SP:Iteration 12F (22.888006 sec): 3 clusters Score: Raw -20375.526219 + Penalty 644.381168 = -19731.145052 nChanged 2 SP:Iteration 13Q (22.889003 sec): 3 clusters Score: Raw -20376.000222 + Penalty 643.718225 = -19732.281997 nChanged 1 SP:Iteration 14Q (22.890001 sec): 3 clusters Score: Raw -20376.163866 + Penalty 638.289596 = -19737.874270 nChanged 1 SP:Iteration 15Q (22.891001 sec): 3 clusters Score: Raw -20377.004599 + Penalty 638.289596 = -19738.715003 nChanged 0 SP:Iteration 16F (22.892063 sec): 3 clusters Score: Raw -20377.004599 + Penalty 638.289596 = -19738.715003 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 13 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.892750 sec): 2 clusters Score: Raw -4018.862924 + Penalty 515.593044 = -3503.269880 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.893099 sec): 3 clusters Score: Raw -4032.788162 + Penalty 1032.597724 = -3000.190438 nChanged 2 SP:Iteration 1Q (22.893468 sec): 3 clusters Score: Raw -4038.499533 + Penalty 1032.597724 = -3005.901808 nChanged 0 SP:Iteration 2F (22.893806 sec): 3 clusters Score: Raw -4038.499533 + Penalty 1032.597724 = -3005.901808 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 14 (1078 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.899230 sec): 2 clusters Score: Raw -44524.495885 + Penalty 300.422865 = -44224.073020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.901293 sec): 3 clusters Score: Raw -43886.294510 + Penalty 659.120220 = -43227.174290 nChanged 434 SP:Iteration 1F (22.903317 sec): 3 clusters Score: Raw -44344.366087 + Penalty 674.900788 = -43669.465300 nChanged 136 SP:Iteration 2F (22.905347 sec): 3 clusters Score: Raw -44500.615964 + Penalty 674.169381 = -43826.446583 nChanged 52 SP:Iteration 3Q (22.907299 sec): 3 clusters Score: Raw -44559.519986 + Penalty 671.850224 = -43887.669762 nChanged 26 SP:Iteration 4Q (22.909235 sec): 3 clusters Score: Raw -44582.497956 + Penalty 668.034633 = -43914.463323 nChanged 9 SP:Iteration 5Q (22.911100 sec): 3 clusters Score: Raw -44595.000473 + Penalty 665.485540 = -43929.514933 nChanged 7 SP:Iteration 6Q (22.912924 sec): 3 clusters Score: Raw -44600.907470 + Penalty 663.682949 = -43937.224522 nChanged 6 SP:Iteration 7Q (22.914729 sec): 3 clusters Score: Raw -44604.551497 + Penalty 658.279008 = -43946.272489 nChanged 5 SP:Iteration 8Q (22.916536 sec): 3 clusters Score: Raw -44607.011452 + Penalty 658.707116 = -43948.304336 nChanged 2 SP:Iteration 9Q (22.918314 sec): 3 clusters Score: Raw -44607.458760 + Penalty 658.707116 = -43948.751644 nChanged 0 SP:Iteration 10F (22.920333 sec): 3 clusters Score: Raw -44607.458760 + Penalty 658.707116 = -43948.751644 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 15 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.921875 sec): 2 clusters Score: Raw -664.916986 + Penalty 200.691394 = -464.225593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.922118 sec): 3 clusters Score: Raw -687.824092 + Penalty 400.715939 = -287.108153 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 16 (632 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.924468 sec): 2 clusters Score: Raw -21690.337074 + Penalty 991.520019 = -20698.817055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.925849 sec): 3 clusters Score: Raw -21649.497710 + Penalty 1983.743023 = -19665.754687 nChanged 155 SP:Iteration 1F (22.927185 sec): 3 clusters Score: Raw -22003.779492 + Penalty 1983.505140 = -20020.274352 nChanged 72 SP:Iteration 2F (22.928511 sec): 3 clusters Score: Raw -22223.279069 + Penalty 1983.253662 = -20240.025407 nChanged 53 SP:Iteration 3F (22.929839 sec): 3 clusters Score: Raw -22425.405018 + Penalty 1982.953244 = -20442.451773 nChanged 36 SP:Iteration 4F (22.931166 sec): 3 clusters Score: Raw -22522.581652 + Penalty 1983.455267 = -20539.126385 nChanged 22 SP:Iteration 5Q (22.932346 sec): 3 clusters Score: Raw -22578.333512 + Penalty 1984.380405 = -20593.953106 nChanged 14 SP:Iteration 6Q (22.933509 sec): 3 clusters Score: Raw -22602.392910 + Penalty 1984.608582 = -20617.784327 nChanged 10 SP:Iteration 7Q (22.934681 sec): 3 clusters Score: Raw -22623.744399 + Penalty 1985.147819 = -20638.596580 nChanged 4 SP:Iteration 8Q (22.935836 sec): 3 clusters Score: Raw -22629.031884 + Penalty 1985.183508 = -20643.848375 nChanged 3 SP:Iteration 9Q (22.937008 sec): 3 clusters Score: Raw -22638.187919 + Penalty 1985.981327 = -20652.206592 nChanged 4 SP:Iteration 10F (22.938391 sec): 3 clusters Score: Raw -22647.176514 + Penalty 1986.274362 = -20660.902153 nChanged 2 SP:Iteration 11Q (22.939614 sec): 3 clusters Score: Raw -22651.335773 + Penalty 1986.156071 = -20665.179702 nChanged 2 SP:Iteration 12Q (22.940990 sec): 3 clusters Score: Raw -22656.195023 + Penalty 1986.379968 = -20669.815055 nChanged 2 SP:Iteration 13Q (22.942268 sec): 3 clusters Score: Raw -22658.661035 + Penalty 1986.379968 = -20672.281067 nChanged 0 SP:Iteration 14F (22.943741 sec): 3 clusters Score: Raw -22658.661035 + Penalty 1986.379968 = -20672.281067 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 17 (176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.944787 sec): 2 clusters Score: Raw -7898.045285 + Penalty 666.672868 = -7231.372417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.945348 sec): 3 clusters Score: Raw -7912.304101 + Penalty 1333.302356 = -6579.001745 nChanged 21 SP:Iteration 1F (22.945883 sec): 3 clusters Score: Raw -7948.629265 + Penalty 1334.502468 = -6614.126797 nChanged 7 SP:Iteration 2Q (22.946414 sec): 3 clusters Score: Raw -7964.697609 + Penalty 1335.774713 = -6628.922896 nChanged 6 SP:Iteration 3Q (22.946950 sec): 3 clusters Score: Raw -7977.188348 + Penalty 1336.203585 = -6640.984763 nChanged 2 SP:Iteration 4Q (22.947594 sec): 3 clusters Score: Raw -7982.883092 + Penalty 1337.007587 = -6645.875506 nChanged 2 SP:Iteration 5Q (22.948319 sec): 3 clusters Score: Raw -7986.082548 + Penalty 1337.007587 = -6649.074961 nChanged 0 SP:Iteration 6F (22.949074 sec): 3 clusters Score: Raw -7986.082548 + Penalty 1337.007587 = -6649.074961 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 18 (278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.950784 sec): 2 clusters Score: Raw -14365.826492 + Penalty 734.360515 = -13631.465978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.951608 sec): 3 clusters Score: Raw -14319.969618 + Penalty 1463.482534 = -12856.487085 nChanged 47 SP:Iteration 1F (22.952362 sec): 3 clusters Score: Raw -14383.460586 + Penalty 1463.850399 = -12919.610187 nChanged 12 SP:Iteration 2Q (22.953065 sec): 3 clusters Score: Raw -14411.643698 + Penalty 1463.590335 = -12948.053364 nChanged 5 SP:Iteration 3Q (22.953758 sec): 3 clusters Score: Raw -14419.828699 + Penalty 1463.875802 = -12955.952897 nChanged 2 SP:Iteration 4Q (22.954447 sec): 3 clusters Score: Raw -14423.447870 + Penalty 1464.186949 = -12959.260921 nChanged 1 SP:Iteration 5Q (22.955136 sec): 3 clusters Score: Raw -14424.465844 + Penalty 1464.186949 = -12960.278895 nChanged 0 SP:Iteration 6F (22.955815 sec): 3 clusters Score: Raw -14424.465844 + Penalty 1464.186949 = -12960.278895 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 19 (553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.957794 sec): 2 clusters Score: Raw -27588.715876 + Penalty 436.813243 = -27151.902632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.958982 sec): 3 clusters Score: Raw -27282.526732 + Penalty 868.069089 = -26414.457643 nChanged 202 SP:Iteration 1F (22.960152 sec): 3 clusters Score: Raw -27383.260058 + Penalty 863.853665 = -26519.406393 nChanged 53 SP:Iteration 2F (22.961317 sec): 3 clusters Score: Raw -27422.553012 + Penalty 860.420890 = -26562.132122 nChanged 33 SP:Iteration 3F (22.962480 sec): 3 clusters Score: Raw -27441.954312 + Penalty 859.937504 = -26582.016808 nChanged 24 SP:Iteration 4Q (22.963650 sec): 3 clusters Score: Raw -27461.751851 + Penalty 858.466402 = -26603.285449 nChanged 26 SP:Iteration 5Q (22.964819 sec): 3 clusters Score: Raw -27488.464446 + Penalty 865.528056 = -26622.936391 nChanged 35 SP:Iteration 6F (22.965981 sec): 3 clusters Score: Raw -27522.369668 + Penalty 877.010321 = -26645.359347 nChanged 25 SP:Iteration 7Q (22.967158 sec): 3 clusters Score: Raw -27551.597615 + Penalty 885.288163 = -26666.309451 nChanged 19 SP:Iteration 8Q (22.968330 sec): 3 clusters Score: Raw -27583.433709 + Penalty 910.643346 = -26672.790362 nChanged 15 SP:Iteration 9Q (22.969439 sec): 3 clusters Score: Raw -27608.019041 + Penalty 926.469951 = -26681.549090 nChanged 6 SP:Iteration 10F (22.970636 sec): 3 clusters Score: Raw -27618.815749 + Penalty 930.256600 = -26688.559149 nChanged 4 SP:Iteration 11Q (22.971657 sec): 3 clusters Score: Raw -27630.987047 + Penalty 935.381024 = -26695.606023 nChanged 1 SP:Iteration 12Q (22.972657 sec): 3 clusters Score: Raw -27632.666716 + Penalty 935.381024 = -26697.285692 nChanged 0 SP:Iteration 13F (22.973809 sec): 3 clusters Score: Raw -27632.666716 + Penalty 935.381024 = -26697.285692 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 20 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.974471 sec): 2 clusters Score: Raw -2928.761037 + Penalty 482.100521 = -2446.660516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.974799 sec): 3 clusters Score: Raw -2997.110184 + Penalty 961.494339 = -2035.615845 nChanged 2 SP:Iteration 1Q (22.975106 sec): 3 clusters Score: Raw -3006.686000 + Penalty 962.109849 = -2044.576151 nChanged 1 SP:Iteration 2Q (22.975408 sec): 3 clusters Score: Raw -3008.456826 + Penalty 962.109849 = -2046.346978 nChanged 0 SP:Iteration 3F (22.975725 sec): 3 clusters Score: Raw -3008.456826 + Penalty 962.109849 = -2046.346978 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 21 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.976228 sec): 2 clusters Score: Raw -679.268086 + Penalty 231.768297 = -447.499789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.976464 sec): 3 clusters Score: Raw -709.469754 + Penalty 465.136550 = -244.333204 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 22 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.977123 sec): 2 clusters Score: Raw -3512.918664 + Penalty 510.478504 = -3002.440160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.977476 sec): 3 clusters Score: Raw -3562.701573 + Penalty 1024.203053 = -2538.498520 nChanged 8 SP:Iteration 1F (22.977824 sec): 3 clusters Score: Raw -3587.674378 + Penalty 1022.509297 = -2565.165081 nChanged 2 SP:Iteration 2Q (22.978153 sec): 3 clusters Score: Raw -3595.856720 + Penalty 1021.230542 = -2574.626178 nChanged 2 SP:Iteration 3Q (22.978482 sec): 3 clusters Score: Raw -3608.310533 + Penalty 1021.230542 = -2587.079990 nChanged 0 SP:Iteration 4F (22.978831 sec): 3 clusters Score: Raw -3608.310533 + Penalty 1021.230542 = -2587.079990 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 23 (528 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.980677 sec): 2 clusters Score: Raw -21110.813743 + Penalty 945.626798 = -20165.186945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.981803 sec): 3 clusters Score: Raw -21005.106925 + Penalty 1890.799077 = -19114.307848 nChanged 136 SP:Iteration 1F (22.982915 sec): 3 clusters Score: Raw -21167.752193 + Penalty 1889.721340 = -19278.030853 nChanged 36 SP:Iteration 2F (22.984025 sec): 3 clusters Score: Raw -21219.734065 + Penalty 1889.450128 = -19330.283938 nChanged 16 SP:Iteration 3Q (22.985111 sec): 3 clusters Score: Raw -21243.053799 + Penalty 1888.828380 = -19354.225419 nChanged 8 SP:Iteration 4Q (22.986186 sec): 3 clusters Score: Raw -21251.150512 + Penalty 1889.240027 = -19361.910485 nChanged 5 SP:Iteration 5Q (22.987262 sec): 3 clusters Score: Raw -21260.869250 + Penalty 1889.458471 = -19371.410780 nChanged 4 SP:Iteration 6Q (22.988333 sec): 3 clusters Score: Raw -21266.493022 + Penalty 1889.878892 = -19376.614130 nChanged 3 SP:Iteration 7Q (22.989409 sec): 3 clusters Score: Raw -21269.760016 + Penalty 1890.010319 = -19379.749697 nChanged 1 SP:Iteration 8Q (22.990477 sec): 3 clusters Score: Raw -21270.141996 + Penalty 1890.010319 = -19380.131677 nChanged 0 SP:Iteration 9F (22.991583 sec): 3 clusters Score: Raw -21270.141996 + Penalty 1890.010319 = -19380.131677 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 24 (242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.992723 sec): 2 clusters Score: Raw -10998.023341 + Penalty 430.716313 = -10567.307028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.993357 sec): 3 clusters Score: Raw -10908.935758 + Penalty 859.313812 = -10049.621946 nChanged 63 SP:Iteration 1F (22.993979 sec): 3 clusters Score: Raw -10951.413337 + Penalty 858.790186 = -10092.623151 nChanged 15 SP:Iteration 2F (22.994603 sec): 3 clusters Score: Raw -10965.300954 + Penalty 858.432088 = -10106.868866 nChanged 10 SP:Iteration 3Q (22.995223 sec): 3 clusters Score: Raw -10973.646975 + Penalty 856.738506 = -10116.908469 nChanged 9 SP:Iteration 4Q (22.995843 sec): 3 clusters Score: Raw -10980.777720 + Penalty 855.900979 = -10124.876741 nChanged 6 SP:Iteration 5Q (22.996462 sec): 3 clusters Score: Raw -10985.721004 + Penalty 856.831924 = -10128.889080 nChanged 5 SP:Iteration 6Q (22.997076 sec): 3 clusters Score: Raw -10992.387543 + Penalty 857.781007 = -10134.606536 nChanged 2 SP:Iteration 7Q (22.997689 sec): 3 clusters Score: Raw -10999.179544 + Penalty 858.749030 = -10140.430514 nChanged 2 SP:Iteration 8Q (22.998302 sec): 3 clusters Score: Raw -11002.199781 + Penalty 857.957385 = -10144.242396 nChanged 2 SP:Iteration 9Q (22.998913 sec): 3 clusters Score: Raw -11003.260440 + Penalty 857.957385 = -10145.303055 nChanged 0 SP:Iteration 10F (22.999533 sec): 3 clusters Score: Raw -11003.260440 + Penalty 857.957385 = -10145.303055 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 25 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.000556 sec): 2 clusters Score: Raw -5506.902390 + Penalty 475.391347 = -5031.511043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.001001 sec): 3 clusters Score: Raw -5524.532273 + Penalty 951.506555 = -4573.025718 nChanged 22 SP:Iteration 1F (23.001437 sec): 3 clusters Score: Raw -5554.527985 + Penalty 954.704408 = -4599.823577 nChanged 9 SP:Iteration 2F (23.001875 sec): 3 clusters Score: Raw -5591.198686 + Penalty 969.961977 = -4621.236709 nChanged 11 SP:Iteration 3F (23.002311 sec): 3 clusters Score: Raw -5626.419643 + Penalty 974.726974 = -4651.692668 nChanged 5 SP:Iteration 4Q (23.002732 sec): 3 clusters Score: Raw -5640.986912 + Penalty 979.408602 = -4661.578310 nChanged 3 SP:Iteration 5Q (23.003147 sec): 3 clusters Score: Raw -5645.783639 + Penalty 982.887477 = -4662.896162 nChanged 2 SP:Iteration 6Q (23.003561 sec): 3 clusters Score: Raw -5651.513369 + Penalty 984.938460 = -4666.574909 nChanged 1 SP:Iteration 7Q (23.003975 sec): 3 clusters Score: Raw -5657.883452 + Penalty 988.220240 = -4669.663212 nChanged 1 SP:Iteration 8Q (23.004386 sec): 3 clusters Score: Raw -5662.751102 + Penalty 988.220240 = -4674.530862 nChanged 0 SP:Iteration 9F (23.004824 sec): 3 clusters Score: Raw -5662.751102 + Penalty 988.220240 = -4674.530862 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 26 (823 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.009892 sec): 2 clusters Score: Raw -40382.705806 + Penalty 1024.859670 = -39357.846137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.011524 sec): 3 clusters Score: Raw -40125.041011 + Penalty 2049.311794 = -38075.729217 nChanged 215 SP:Iteration 1F (23.013161 sec): 3 clusters Score: Raw -40322.566403 + Penalty 2049.268653 = -38273.297751 nChanged 58 SP:Iteration 2F (23.014793 sec): 3 clusters Score: Raw -40381.230318 + Penalty 2049.405694 = -38331.824624 nChanged 25 SP:Iteration 3Q (23.016389 sec): 3 clusters Score: Raw -40399.480674 + Penalty 2049.517958 = -38349.962716 nChanged 14 SP:Iteration 4Q (23.017966 sec): 3 clusters Score: Raw -40411.643929 + Penalty 2049.504137 = -38362.139792 nChanged 13 SP:Iteration 5Q (23.019540 sec): 3 clusters Score: Raw -40420.361908 + Penalty 2049.537122 = -38370.824785 nChanged 7 SP:Iteration 6Q (23.021175 sec): 3 clusters Score: Raw -40426.068921 + Penalty 2049.609154 = -38376.459767 nChanged 9 SP:Iteration 7Q (23.022773 sec): 3 clusters Score: Raw -40435.263994 + Penalty 2049.587453 = -38385.676541 nChanged 9 SP:Iteration 8Q (23.024343 sec): 3 clusters Score: Raw -40445.129613 + Penalty 2049.577690 = -38395.551923 nChanged 6 SP:Iteration 9Q (23.025928 sec): 3 clusters Score: Raw -40449.013163 + Penalty 2049.625477 = -38399.387686 nChanged 3 SP:Iteration 10F (23.027524 sec): 3 clusters Score: Raw -40453.310209 + Penalty 2049.651458 = -38403.658751 nChanged 5 SP:Iteration 11Q (23.029125 sec): 3 clusters Score: Raw -40459.703363 + Penalty 2049.667494 = -38410.035869 nChanged 6 SP:Iteration 12Q (23.030716 sec): 3 clusters Score: Raw -40465.088932 + Penalty 2049.681590 = -38415.407342 nChanged 7 SP:Iteration 13Q (23.032319 sec): 3 clusters Score: Raw -40469.235372 + Penalty 2049.691400 = -38419.543972 nChanged 5 SP:Iteration 14Q (23.033924 sec): 3 clusters Score: Raw -40473.734333 + Penalty 2049.705201 = -38424.029132 nChanged 8 SP:Iteration 15Q (23.035538 sec): 3 clusters Score: Raw -40479.821639 + Penalty 2049.730238 = -38430.091400 nChanged 6 SP:Iteration 16Q (23.037131 sec): 3 clusters Score: Raw -40482.845063 + Penalty 2049.739789 = -38433.105273 nChanged 3 SP:Iteration 17Q (23.038719 sec): 3 clusters Score: Raw -40485.551889 + Penalty 2049.744594 = -38435.807295 nChanged 4 SP:Iteration 18Q (23.040321 sec): 3 clusters Score: Raw -40491.507914 + Penalty 2049.707498 = -38441.800416 nChanged 4 SP:Iteration 19Q (23.041959 sec): 3 clusters Score: Raw -40495.639902 + Penalty 2049.725947 = -38445.913955 nChanged 3 SP:Iteration 20F (23.043673 sec): 3 clusters Score: Raw -40497.540755 + Penalty 2049.724959 = -38447.815797 nChanged 5 SP:Iteration 21Q (23.045354 sec): 3 clusters Score: Raw -40504.570323 + Penalty 2049.727103 = -38454.843220 nChanged 5 SP:Iteration 22Q (23.046944 sec): 3 clusters Score: Raw -40511.471136 + Penalty 2049.748204 = -38461.722932 nChanged 2 SP:Iteration 23Q (23.048498 sec): 3 clusters Score: Raw -40515.279601 + Penalty 2049.747206 = -38465.532395 nChanged 2 SP:Iteration 24Q (23.050070 sec): 3 clusters Score: Raw -40518.402715 + Penalty 2049.786057 = -38468.616659 nChanged 3 SP:Iteration 25Q (23.051627 sec): 3 clusters Score: Raw -40520.606021 + Penalty 2049.786057 = -38470.819964 nChanged 0 SP:Iteration 26F (23.053222 sec): 3 clusters Score: Raw -40520.606021 + Penalty 2049.786057 = -38470.819964 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 27 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.053827 sec): 2 clusters Score: Raw -1233.172361 + Penalty 368.621895 = -864.550466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.054108 sec): 3 clusters Score: Raw -1291.548366 + Penalty 743.931693 = -547.616673 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 28 (256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.055346 sec): 2 clusters Score: Raw -13749.829385 + Penalty 501.507777 = -13248.321607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.056039 sec): 3 clusters Score: Raw -13646.486939 + Penalty 1003.011395 = -12643.475544 nChanged 62 SP:Iteration 1F (23.056709 sec): 3 clusters Score: Raw -13710.455008 + Penalty 1003.806761 = -12706.648247 nChanged 13 SP:Iteration 2F (23.057377 sec): 3 clusters Score: Raw -13725.122659 + Penalty 1005.256666 = -12719.865993 nChanged 7 SP:Iteration 3Q (23.058041 sec): 3 clusters Score: Raw -13731.186017 + Penalty 1005.407426 = -12725.778591 nChanged 4 SP:Iteration 4Q (23.058701 sec): 3 clusters Score: Raw -13735.903853 + Penalty 1006.442078 = -12729.461775 nChanged 4 SP:Iteration 5Q (23.059362 sec): 3 clusters Score: Raw -13740.230557 + Penalty 1006.442078 = -12733.788479 nChanged 0 SP:Iteration 6F (23.060006 sec): 3 clusters Score: Raw -13740.230557 + Penalty 1006.442078 = -12733.788479 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 29 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.060581 sec): 2 clusters Score: Raw -1454.040938 + Penalty 285.759382 = -1168.281555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.060850 sec): 3 clusters Score: Raw -1475.082683 + Penalty 571.641184 = -903.441499 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 30 (234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.061924 sec): 2 clusters Score: Raw -10648.837173 + Penalty 682.628997 = -9966.208176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.062562 sec): 3 clusters Score: Raw -10633.776496 + Penalty 1363.269391 = -9270.507105 nChanged 46 SP:Iteration 1F (23.063191 sec): 3 clusters Score: Raw -10719.531026 + Penalty 1362.244982 = -9357.286044 nChanged 9 SP:Iteration 2Q (23.063802 sec): 3 clusters Score: Raw -10737.295019 + Penalty 1360.983997 = -9376.311022 nChanged 6 SP:Iteration 3Q (23.064407 sec): 3 clusters Score: Raw -10753.721787 + Penalty 1359.196344 = -9394.525443 nChanged 3 SP:Iteration 4Q (23.065011 sec): 3 clusters Score: Raw -10759.560916 + Penalty 1358.229560 = -9401.331356 nChanged 3 SP:Iteration 5Q (23.065595 sec): 3 clusters Score: Raw -10769.937180 + Penalty 1358.229560 = -9411.707620 nChanged 0 SP:Iteration 6F (23.066232 sec): 3 clusters Score: Raw -10769.937180 + Penalty 1358.229560 = -9411.707620 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 31 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.066822 sec): 2 clusters Score: Raw -2272.148646 + Penalty 580.683934 = -1691.464712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.067120 sec): 3 clusters Score: Raw -2439.386277 + Penalty 1160.794702 = -1278.591575 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 32 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.067669 sec): 2 clusters Score: Raw -1648.289387 + Penalty 417.673520 = -1230.615867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.067935 sec): 3 clusters Score: Raw -1694.261821 + Penalty 839.685072 = -854.576749 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 33 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.068480 sec): 2 clusters Score: Raw -1706.209755 + Penalty 543.523827 = -1162.685928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.068750 sec): 3 clusters Score: Raw -1834.212248 + Penalty 1085.441097 = -748.771150 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 34 (104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.069473 sec): 2 clusters Score: Raw -4646.173029 + Penalty 399.045058 = -4247.127971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.069879 sec): 3 clusters Score: Raw -4646.379205 + Penalty 799.148988 = -3847.230216 nChanged 23 SP:Iteration 1F (23.070280 sec): 3 clusters Score: Raw -4680.560144 + Penalty 802.140098 = -3878.420046 nChanged 5 SP:Iteration 2Q (23.070673 sec): 3 clusters Score: Raw -4688.788339 + Penalty 804.235286 = -3884.553053 nChanged 3 SP:Iteration 3Q (23.071064 sec): 3 clusters Score: Raw -4693.592121 + Penalty 806.778843 = -3886.813277 nChanged 1 SP:Iteration 4Q (23.071453 sec): 3 clusters Score: Raw -4696.025064 + Penalty 808.352498 = -3887.672566 nChanged 1 SP:Iteration 5Q (23.071841 sec): 3 clusters Score: Raw -4697.615438 + Penalty 808.352498 = -3889.262941 nChanged 0 SP:Iteration 6F (23.072241 sec): 3 clusters Score: Raw -4697.615438 + Penalty 808.352498 = -3889.262941 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 35 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.072882 sec): 2 clusters Score: Raw -2286.854525 + Penalty 380.408625 = -1906.445899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.073196 sec): 3 clusters Score: Raw -2330.997390 + Penalty 763.003932 = -1567.993458 nChanged 2 SP:Iteration 1Q (23.073496 sec): 3 clusters Score: Raw -2337.468807 + Penalty 762.999578 = -1574.469229 nChanged 1 SP:Iteration 2Q (23.073794 sec): 3 clusters Score: Raw -2348.797848 + Penalty 762.999578 = -1585.798270 nChanged 0 SP:Iteration 3F (23.074103 sec): 3 clusters Score: Raw -2348.797848 + Penalty 762.999578 = -1585.798270 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 36 (493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.075983 sec): 2 clusters Score: Raw -23437.377370 + Penalty 827.120226 = -22610.257144 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.077042 sec): 3 clusters Score: Raw -23311.940301 + Penalty 1654.199309 = -21657.740991 nChanged 110 SP:Iteration 1F (23.078101 sec): 3 clusters Score: Raw -23408.340226 + Penalty 1653.888927 = -21754.451300 nChanged 26 SP:Iteration 2F (23.079152 sec): 3 clusters Score: Raw -23439.233263 + Penalty 1653.121850 = -21786.111413 nChanged 17 SP:Iteration 3Q (23.080190 sec): 3 clusters Score: Raw -23459.220393 + Penalty 1652.439787 = -21806.780606 nChanged 11 SP:Iteration 4Q (23.081223 sec): 3 clusters Score: Raw -23468.614672 + Penalty 1652.018187 = -21816.596485 nChanged 4 SP:Iteration 5Q (23.082255 sec): 3 clusters Score: Raw -23477.799229 + Penalty 1651.538404 = -21826.260826 nChanged 8 SP:Iteration 6Q (23.083292 sec): 3 clusters Score: Raw -23490.507477 + Penalty 1651.623376 = -21838.884101 nChanged 7 SP:Iteration 7Q (23.084324 sec): 3 clusters Score: Raw -23498.334584 + Penalty 1651.030520 = -21847.304063 nChanged 4 SP:Iteration 8Q (23.085356 sec): 3 clusters Score: Raw -23502.174561 + Penalty 1651.072352 = -21851.102208 nChanged 2 SP:Iteration 9Q (23.086384 sec): 3 clusters Score: Raw -23505.705169 + Penalty 1650.778535 = -21854.926634 nChanged 2 SP:Iteration 10F (23.087434 sec): 3 clusters Score: Raw -23506.851841 + Penalty 1650.549372 = -21856.302468 nChanged 3 SP:Iteration 11Q (23.088468 sec): 3 clusters Score: Raw -23508.821918 + Penalty 1650.549372 = -21858.272545 nChanged 0 SP:Iteration 12F (23.089539 sec): 3 clusters Score: Raw -23508.821918 + Penalty 1650.549372 = -21858.272545 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 37 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.090137 sec): 2 clusters Score: Raw -623.800979 + Penalty 273.014081 = -350.786897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.090392 sec): 3 clusters Score: Raw -658.079783 + Penalty 544.575570 = -113.504213 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 38 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.090918 sec): 2 clusters Score: Raw -276.980328 + Penalty 176.076171 = -100.904157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.091136 sec): 3 clusters Score: Raw -286.602428 + Penalty 363.215718 = 76.613290 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 39 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.091620 sec): 2 clusters Score: Raw -565.626354 + Penalty 242.555663 = -323.070691 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.091851 sec): 3 clusters Score: Raw -578.140561 + Penalty 485.111326 = -93.029235 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 40 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.092323 sec): 2 clusters Score: Raw -285.577402 + Penalty 152.781569 = -132.795833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.092542 sec): 3 clusters Score: Raw -287.905306 + Penalty 305.563138 = 17.657832 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 41 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.093050 sec): 2 clusters Score: Raw -523.671772 + Penalty 231.294022 = -292.377751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.093275 sec): 3 clusters Score: Raw -530.289401 + Penalty 466.253037 = -64.036364 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 42 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.093730 sec): 2 clusters Score: Raw -44.674967 + Penalty 0.000000 = -44.674967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.093919 sec): 2 clusters Score: Raw -44.674967 + Penalty 0.000000 = -44.674967 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 43 (249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.095039 sec): 2 clusters Score: Raw -12871.041373 + Penalty 770.190122 = -12100.851251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.095684 sec): 3 clusters Score: Raw -12860.926133 + Penalty 1540.793335 = -11320.132798 nChanged 43 SP:Iteration 1F (23.096327 sec): 3 clusters Score: Raw -12929.669815 + Penalty 1541.887746 = -11387.782069 nChanged 11 SP:Iteration 2Q (23.096950 sec): 3 clusters Score: Raw -12951.705186 + Penalty 1542.073909 = -11409.631277 nChanged 3 SP:Iteration 3Q (23.097566 sec): 3 clusters Score: Raw -12955.808656 + Penalty 1542.073909 = -11413.734747 nChanged 0 SP:Iteration 4F (23.098216 sec): 3 clusters Score: Raw -12955.808656 + Penalty 1542.073909 = -11413.734747 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 44 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.098718 sec): 2 clusters Score: Raw -566.161999 + Penalty 237.834433 = -328.327567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.098953 sec): 3 clusters Score: Raw -575.204984 + Penalty 479.978129 = -95.226855 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 45 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.099754 sec): 2 clusters Score: Raw -5381.661571 + Penalty 538.230955 = -4843.430616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.100190 sec): 3 clusters Score: Raw -5407.206496 + Penalty 1078.682912 = -4328.523584 nChanged 16 SP:Iteration 1F (23.100621 sec): 3 clusters Score: Raw -5449.458960 + Penalty 1078.734376 = -4370.724584 nChanged 3 SP:Iteration 2Q (23.101034 sec): 3 clusters Score: Raw -5458.153657 + Penalty 1078.734376 = -4379.419281 nChanged 0 SP:Iteration 3F (23.101462 sec): 3 clusters Score: Raw -5458.153657 + Penalty 1078.734376 = -4379.419281 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 46 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.101935 sec): 2 clusters Score: Raw -228.913341 + Penalty 86.772830 = -142.140511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.102145 sec): 3 clusters Score: Raw -224.932592 + Penalty 163.934198 = -60.998394 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 47 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.102625 sec): 2 clusters Score: Raw -434.457990 + Penalty 174.031001 = -260.426989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.102850 sec): 3 clusters Score: Raw -452.367718 + Penalty 352.303551 = -100.064167 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 48 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.103351 sec): 2 clusters Score: Raw -882.457742 + Penalty 233.899809 = -648.557933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.103617 sec): 3 clusters Score: Raw -897.493231 + Penalty 468.603444 = -428.889787 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 49 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.104123 sec): 2 clusters Score: Raw -873.460305 + Penalty 205.217221 = -668.243084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.104371 sec): 3 clusters Score: Raw -899.607478 + Penalty 406.615370 = -492.992108 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 50 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.104872 sec): 2 clusters Score: Raw -831.022139 + Penalty 310.651280 = -520.370859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.105111 sec): 3 clusters Score: Raw -871.571663 + Penalty 620.113025 = -251.458638 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 51 (316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.106446 sec): 2 clusters Score: Raw -10904.046625 + Penalty 249.662104 = -10654.384520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.107208 sec): 3 clusters Score: Raw -10801.049156 + Penalty 499.529186 = -10301.519971 nChanged 104 SP:Iteration 1F (23.107972 sec): 3 clusters Score: Raw -11000.229573 + Penalty 500.710030 = -10499.519543 nChanged 31 SP:Iteration 2F (23.108722 sec): 3 clusters Score: Raw -11058.398067 + Penalty 501.191543 = -10557.206524 nChanged 12 SP:Iteration 3Q (23.109432 sec): 3 clusters Score: Raw -11083.301447 + Penalty 501.569936 = -10581.731512 nChanged 7 SP:Iteration 4Q (23.110134 sec): 3 clusters Score: Raw -11106.485394 + Penalty 501.365793 = -10605.119601 nChanged 4 SP:Iteration 5Q (23.110827 sec): 3 clusters Score: Raw -11112.783496 + Penalty 500.625072 = -10612.158424 nChanged 3 SP:Iteration 6Q (23.111517 sec): 3 clusters Score: Raw -11115.598732 + Penalty 500.345109 = -10615.253623 nChanged 1 SP:Iteration 7Q (23.112206 sec): 3 clusters Score: Raw -11116.770736 + Penalty 500.345109 = -10616.425627 nChanged 0 SP:Iteration 8F (23.112953 sec): 3 clusters Score: Raw -11116.770736 + Penalty 500.345109 = -10616.425627 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 52 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.113587 sec): 2 clusters Score: Raw -3162.885181 + Penalty 428.198743 = -2734.686439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.113916 sec): 3 clusters Score: Raw -3158.105284 + Penalty 856.964206 = -2301.141079 nChanged 2 SP:Iteration 1Q (23.114237 sec): 3 clusters Score: Raw -3161.199483 + Penalty 855.392404 = -2305.807078 nChanged 2 SP:Iteration 2Q (23.114562 sec): 3 clusters Score: Raw -3165.127957 + Penalty 855.461124 = -2309.666833 nChanged 1 SP:Iteration 3Q (23.114880 sec): 3 clusters Score: Raw -3165.720705 + Penalty 855.461124 = -2310.259581 nChanged 0 SP:Iteration 4F (23.115199 sec): 3 clusters Score: Raw -3165.720705 + Penalty 855.461124 = -2310.259581 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 53 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.115831 sec): 2 clusters Score: Raw -2393.124270 + Penalty 405.406905 = -1987.717365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.116138 sec): 3 clusters Score: Raw -2425.534377 + Penalty 812.362705 = -1613.171672 nChanged 2 SP:Iteration 1Q (23.116427 sec): 3 clusters Score: Raw -2431.010634 + Penalty 812.362705 = -1618.647929 nChanged 0 SP:Iteration 2F (23.116720 sec): 3 clusters Score: Raw -2431.010634 + Penalty 812.362705 = -1618.647929 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 54 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.117249 sec): 2 clusters Score: Raw -1455.663982 + Penalty 283.909361 = -1171.754621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.117537 sec): 3 clusters Score: Raw -1477.952513 + Penalty 566.811278 = -911.141235 nChanged 1 SP:Iteration 1Q (23.117789 sec): 3 clusters Score: Raw -1481.452015 + Penalty 566.811278 = -914.640736 nChanged 0 SP:Iteration 2F (23.118044 sec): 3 clusters Score: Raw -1481.452015 + Penalty 566.811278 = -914.640736 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 55 (83 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.118720 sec): 2 clusters Score: Raw -4276.164149 + Penalty 374.247673 = -3901.916476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.119080 sec): 3 clusters Score: Raw -4271.909787 + Penalty 750.113297 = -3521.796490 nChanged 8 SP:Iteration 1F (23.119434 sec): 3 clusters Score: Raw -4280.686258 + Penalty 752.551817 = -3528.134441 nChanged 3 SP:Iteration 2Q (23.119786 sec): 3 clusters Score: Raw -4287.103542 + Penalty 755.420128 = -3531.683414 nChanged 3 SP:Iteration 3Q (23.120137 sec): 3 clusters Score: Raw -4296.293533 + Penalty 756.411862 = -3539.881671 nChanged 2 SP:Iteration 4Q (23.120482 sec): 3 clusters Score: Raw -4299.690846 + Penalty 756.411862 = -3543.278984 nChanged 0 SP:Iteration 5F (23.120835 sec): 3 clusters Score: Raw -4299.690846 + Penalty 756.411862 = -3543.278984 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 56 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.121308 sec): 2 clusters Score: Raw -289.485586 + Penalty 155.307219 = -134.178367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.121526 sec): 3 clusters Score: Raw -293.303474 + Penalty 296.024989 = 2.721515 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 57 (175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.122439 sec): 2 clusters Score: Raw -8324.038043 + Penalty 687.780833 = -7636.257209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.122969 sec): 3 clusters Score: Raw -8353.316444 + Penalty 1374.898779 = -6978.417665 nChanged 22 SP:Iteration 1F (23.123490 sec): 3 clusters Score: Raw -8393.000339 + Penalty 1374.778600 = -7018.221739 nChanged 5 SP:Iteration 2Q (23.123980 sec): 3 clusters Score: Raw -8402.218367 + Penalty 1374.778600 = -7027.439767 nChanged 0 SP:Iteration 3F (23.124487 sec): 3 clusters Score: Raw -8402.218367 + Penalty 1374.778600 = -7027.439767 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 58 (147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.125683 sec): 2 clusters Score: Raw -7374.186868 + Penalty 471.786164 = -6902.400705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.126162 sec): 3 clusters Score: Raw -7344.626070 + Penalty 940.263081 = -6404.362989 nChanged 23 SP:Iteration 1F (23.126626 sec): 3 clusters Score: Raw -7378.516152 + Penalty 940.122448 = -6438.393704 nChanged 4 SP:Iteration 2Q (23.127085 sec): 3 clusters Score: Raw -7383.346072 + Penalty 939.634835 = -6443.711237 nChanged 3 SP:Iteration 3Q (23.127540 sec): 3 clusters Score: Raw -7385.293422 + Penalty 938.622145 = -6446.671278 nChanged 2 SP:Iteration 4Q (23.127996 sec): 3 clusters Score: Raw -7388.534542 + Penalty 938.722258 = -6449.812284 nChanged 1 SP:Iteration 5Q (23.128451 sec): 3 clusters Score: Raw -7389.684715 + Penalty 938.722258 = -6450.962457 nChanged 0 SP:Iteration 6F (23.128911 sec): 3 clusters Score: Raw -7389.684715 + Penalty 938.722258 = -6450.962457 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 59 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.129447 sec): 2 clusters Score: Raw -500.131601 + Penalty 219.989070 = -280.142531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.129683 sec): 3 clusters Score: Raw -532.477888 + Penalty 439.366781 = -93.111108 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 60 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.130166 sec): 2 clusters Score: Raw -99.405262 + Penalty 56.871369 = -42.533893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.130359 sec): 2 clusters Score: Raw -99.405262 + Penalty 56.871369 = -42.533893 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 61 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.130934 sec): 2 clusters Score: Raw -2490.627380 + Penalty 502.894417 = -1987.732963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.131228 sec): 3 clusters Score: Raw -2550.917992 + Penalty 1006.703474 = -1544.214518 nChanged 3 SP:Iteration 1F (23.131527 sec): 3 clusters Score: Raw -2561.981798 + Penalty 1006.703474 = -1555.278324 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 62 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.132512 sec): 2 clusters Score: Raw -9597.483225 + Penalty 490.608647 = -9106.874578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.133095 sec): 3 clusters Score: Raw -9542.328240 + Penalty 979.890904 = -8562.437336 nChanged 44 SP:Iteration 1F (23.133652 sec): 3 clusters Score: Raw -9591.914492 + Penalty 977.258639 = -8614.655853 nChanged 12 SP:Iteration 2F (23.134209 sec): 3 clusters Score: Raw -9603.108184 + Penalty 977.117814 = -8625.990371 nChanged 4 SP:Iteration 3Q (23.134776 sec): 3 clusters Score: Raw -9612.719284 + Penalty 977.204158 = -8635.515126 nChanged 1 SP:Iteration 4Q (23.135330 sec): 3 clusters Score: Raw -9613.972986 + Penalty 977.163059 = -8636.809927 nChanged 1 SP:Iteration 5Q (23.135878 sec): 3 clusters Score: Raw -9614.377274 + Penalty 977.163059 = -8637.214216 nChanged 0 SP:Iteration 6F (23.136435 sec): 3 clusters Score: Raw -9614.377274 + Penalty 977.163059 = -8637.214216 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 63 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.136944 sec): 2 clusters Score: Raw -414.357182 + Penalty 175.769760 = -238.587422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.137173 sec): 3 clusters Score: Raw -418.706732 + Penalty 343.957085 = -74.749647 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 64 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.137650 sec): 2 clusters Score: Raw -166.585155 + Penalty 145.401972 = -21.183183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.137862 sec): 3 clusters Score: Raw -156.386734 + Penalty 296.625281 = 140.238547 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 65 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.138370 sec): 2 clusters Score: Raw -898.440055 + Penalty 317.576264 = -580.863791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.138617 sec): 3 clusters Score: Raw -972.409181 + Penalty 634.051566 = -338.357615 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 66 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.139108 sec): 2 clusters Score: Raw -694.058865 + Penalty 290.256425 = -403.802440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.139342 sec): 3 clusters Score: Raw -729.048080 + Penalty 580.373017 = -148.675063 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 67 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.139822 sec): 2 clusters Score: Raw -485.745804 + Penalty 200.001726 = -285.744078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.140068 sec): 3 clusters Score: Raw -488.731752 + Penalty 386.519668 = -102.212084 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 68 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.140565 sec): 2 clusters Score: Raw -671.395324 + Penalty 216.248391 = -455.146933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.140805 sec): 3 clusters Score: Raw -685.053241 + Penalty 433.373676 = -251.679564 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 69 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.141282 sec): 2 clusters Score: Raw -403.550824 + Penalty 223.381081 = -180.169742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.141507 sec): 3 clusters Score: Raw -433.364680 + Penalty 467.109858 = 33.745178 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 70 (352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.142951 sec): 2 clusters Score: Raw -17378.075306 + Penalty 558.373771 = -16819.701534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.143805 sec): 3 clusters Score: Raw -17233.300850 + Penalty 1118.772104 = -16114.528746 nChanged 74 SP:Iteration 1F (23.144656 sec): 3 clusters Score: Raw -17288.616299 + Penalty 1119.515993 = -16169.100306 nChanged 23 SP:Iteration 2F (23.145499 sec): 3 clusters Score: Raw -17307.551231 + Penalty 1119.419286 = -16188.131945 nChanged 9 SP:Iteration 3Q (23.146339 sec): 3 clusters Score: Raw -17312.871568 + Penalty 1119.391446 = -16193.480123 nChanged 5 SP:Iteration 4Q (23.147181 sec): 3 clusters Score: Raw -17315.952860 + Penalty 1119.732332 = -16196.220528 nChanged 4 SP:Iteration 5Q (23.148002 sec): 3 clusters Score: Raw -17318.143727 + Penalty 1120.443279 = -16197.700448 nChanged 4 SP:Iteration 6Q (23.148812 sec): 3 clusters Score: Raw -17319.741004 + Penalty 1120.851186 = -16198.889819 nChanged 1 SP:Iteration 7Q (23.149620 sec): 3 clusters Score: Raw -17319.982916 + Penalty 1121.006758 = -16198.976158 nChanged 1 SP:Iteration 8Q (23.150429 sec): 3 clusters Score: Raw -17320.520963 + Penalty 1121.006758 = -16199.514205 nChanged 0 SP:Iteration 9F (23.151238 sec): 3 clusters Score: Raw -17320.520963 + Penalty 1121.006758 = -16199.514205 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 71 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.151727 sec): 2 clusters Score: Raw -242.924543 + Penalty 139.492550 = -103.431993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.151946 sec): 3 clusters Score: Raw -239.326929 + Penalty 260.125469 = 20.798540 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 72 (61 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.152569 sec): 2 clusters Score: Raw -2660.591567 + Penalty 417.081083 = -2243.510484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.152889 sec): 3 clusters Score: Raw -2707.701771 + Penalty 833.687112 = -1874.014658 nChanged 3 SP:Iteration 1Q (23.153205 sec): 3 clusters Score: Raw -2715.584479 + Penalty 833.687112 = -1881.897367 nChanged 0 SP:Iteration 2F (23.153523 sec): 3 clusters Score: Raw -2715.584479 + Penalty 833.687112 = -1881.897367 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 73 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.154050 sec): 2 clusters Score: Raw -1307.079164 + Penalty 512.536950 = -794.542214 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.154309 sec): 3 clusters Score: Raw -1481.526471 + Penalty 1025.236651 = -456.289820 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 74 (140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.155144 sec): 2 clusters Score: Raw -4874.164546 + Penalty 192.144341 = -4682.020205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.155610 sec): 3 clusters Score: Raw -4854.075180 + Penalty 382.423619 = -4471.651561 nChanged 38 SP:Iteration 1F (23.156067 sec): 3 clusters Score: Raw -4898.559495 + Penalty 383.855482 = -4514.704013 nChanged 9 SP:Iteration 2F (23.156524 sec): 3 clusters Score: Raw -4909.324800 + Penalty 385.857355 = -4523.467446 nChanged 4 SP:Iteration 3Q (23.156970 sec): 3 clusters Score: Raw -4912.178943 + Penalty 386.959258 = -4525.219685 nChanged 2 SP:Iteration 4Q (23.157412 sec): 3 clusters Score: Raw -4913.659770 + Penalty 388.170963 = -4525.488807 nChanged 2 SP:Iteration 5Q (23.157854 sec): 3 clusters Score: Raw -4915.274731 + Penalty 389.562333 = -4525.712398 nChanged 2 SP:Iteration 6Q (23.158294 sec): 3 clusters Score: Raw -4916.702566 + Penalty 389.562333 = -4527.140233 nChanged 0 SP:Iteration 7F (23.158750 sec): 3 clusters Score: Raw -4916.702566 + Penalty 389.562333 = -4527.140233 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 75 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.159229 sec): 2 clusters Score: Raw -388.758523 + Penalty 187.383970 = -201.374554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.159453 sec): 3 clusters Score: Raw -401.066491 + Penalty 364.289067 = -36.777424 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 76 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.159943 sec): 2 clusters Score: Raw -672.449252 + Penalty 258.849577 = -413.599674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.160175 sec): 3 clusters Score: Raw -689.364180 + Penalty 518.310703 = -171.053477 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 77 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.160673 sec): 2 clusters Score: Raw -847.047737 + Penalty 345.100774 = -501.946962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.160910 sec): 3 clusters Score: Raw -883.869284 + Penalty 690.241264 = -193.628019 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 78 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.161404 sec): 2 clusters Score: Raw -719.297849 + Penalty 280.952074 = -438.345775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.161637 sec): 3 clusters Score: Raw -745.796635 + Penalty 561.977454 = -183.819181 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 79 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.162113 sec): 2 clusters Score: Raw -397.719299 + Penalty 167.176095 = -230.543203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.162338 sec): 3 clusters Score: Raw -410.050780 + Penalty 336.267937 = -73.782843 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 81 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.162851 sec): 2 clusters Score: Raw -1173.879069 + Penalty 442.202039 = -731.677030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.163107 sec): 3 clusters Score: Raw -1273.788508 + Penalty 884.404078 = -389.384430 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 82 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.163618 sec): 2 clusters Score: Raw -940.543942 + Penalty 217.419841 = -723.124101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.163868 sec): 3 clusters Score: Raw -962.969913 + Penalty 436.327774 = -526.642138 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 83 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.164386 sec): 2 clusters Score: Raw -872.683409 + Penalty 268.092250 = -604.591159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.164633 sec): 3 clusters Score: Raw -898.762330 + Penalty 534.790209 = -363.972121 nChanged 1 SP:Iteration 1F (23.164873 sec): 3 clusters Score: Raw -901.609244 + Penalty 534.790209 = -366.819035 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 84 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.165349 sec): 2 clusters Score: Raw -378.032199 + Penalty 81.798588 = -296.233611 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.165575 sec): 3 clusters Score: Raw -382.940847 + Penalty 166.399910 = -216.540937 nChanged 1 SP:Iteration 1F (23.165796 sec): 3 clusters Score: Raw -385.754984 + Penalty 166.399910 = -219.355074 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 85 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.166273 sec): 2 clusters Score: Raw -486.853526 + Penalty 195.372962 = -291.480564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.166499 sec): 3 clusters Score: Raw -489.481066 + Penalty 388.945563 = -100.535503 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 86 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.166995 sec): 2 clusters Score: Raw -814.500831 + Penalty 309.259801 = -505.241031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.167234 sec): 3 clusters Score: Raw -864.510323 + Penalty 609.959004 = -254.551319 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 87 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.167692 sec): 2 clusters Score: Raw -109.060418 + Penalty 87.749162 = -21.311256 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.167899 sec): 3 clusters Score: Raw -98.161000 + Penalty 175.498323 = 77.337323 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 88 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.168407 sec): 2 clusters Score: Raw -879.443937 + Penalty 270.887291 = -608.556646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.168651 sec): 3 clusters Score: Raw -897.355608 + Penalty 541.774582 = -355.581026 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 89 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.169140 sec): 2 clusters Score: Raw -559.563336 + Penalty 262.853458 = -296.709878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.169369 sec): 3 clusters Score: Raw -578.514164 + Penalty 528.540183 = -49.973980 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 90 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.169872 sec): 2 clusters Score: Raw -974.881758 + Penalty 315.401987 = -659.479770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.170116 sec): 3 clusters Score: Raw -1016.826041 + Penalty 637.250531 = -379.575510 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 91 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.170636 sec): 2 clusters Score: Raw -1243.100365 + Penalty 308.725352 = -934.375012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.170891 sec): 3 clusters Score: Raw -1277.884796 + Penalty 617.450705 = -660.434092 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 92 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.171351 sec): 2 clusters Score: Raw -146.393171 + Penalty 101.947656 = -44.445515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.171564 sec): 2 clusters Score: Raw -146.393171 + Penalty 101.947656 = -44.445515 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 93 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.172023 sec): 2 clusters Score: Raw -97.168254 + Penalty 61.083211 = -36.085043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.172215 sec): 2 clusters Score: Raw -97.168254 + Penalty 61.083211 = -36.085043 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 94 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.172685 sec): 2 clusters Score: Raw -406.087386 + Penalty 256.962333 = -149.125053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.172905 sec): 3 clusters Score: Raw -397.880546 + Penalty 511.424226 = 113.543680 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 95 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.173455 sec): 2 clusters Score: Raw -1915.682957 + Penalty 536.691016 = -1378.991941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.173734 sec): 3 clusters Score: Raw -2025.054121 + Penalty 1072.067489 = -952.986632 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 96 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.174188 sec): 2 clusters Score: Raw -47.974915 + Penalty 0.000000 = -47.974915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.174378 sec): 2 clusters Score: Raw -47.974915 + Penalty 0.000000 = -47.974915 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 97 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.174846 sec): 2 clusters Score: Raw -222.496804 + Penalty 135.981784 = -86.515020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.175062 sec): 3 clusters Score: Raw -227.906780 + Penalty 286.665965 = 58.759184 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 98 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.175541 sec): 2 clusters Score: Raw -469.860946 + Penalty 225.531836 = -244.329110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.175767 sec): 3 clusters Score: Raw -484.357385 + Penalty 450.606572 = -33.750813 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 99 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.176267 sec): 2 clusters Score: Raw -998.414466 + Penalty 361.517196 = -636.897270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.176507 sec): 3 clusters Score: Raw -1027.477283 + Penalty 726.594607 = -300.882677 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 100 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.176998 sec): 2 clusters Score: Raw -772.674848 + Penalty 403.321992 = -369.352856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.177232 sec): 3 clusters Score: Raw -785.101479 + Penalty 808.320286 = 23.218807 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 101 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.177736 sec): 2 clusters Score: Raw -940.369056 + Penalty 359.344255 = -581.024801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.177982 sec): 3 clusters Score: Raw -1031.989522 + Penalty 713.332527 = -318.656995 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 102 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.178455 sec): 2 clusters Score: Raw -458.838349 + Penalty 287.699335 = -171.139015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.178692 sec): 3 clusters Score: Raw -454.876748 + Penalty 568.601310 = 113.724562 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 103 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.179170 sec): 2 clusters Score: Raw -383.551394 + Penalty 171.097107 = -212.454288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.179395 sec): 3 clusters Score: Raw -400.973458 + Penalty 345.298734 = -55.674724 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 104 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.179862 sec): 2 clusters Score: Raw -288.203243 + Penalty 221.027334 = -67.175909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.180078 sec): 3 clusters Score: Raw -279.276024 + Penalty 445.937219 = 166.661195 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 105 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.180570 sec): 2 clusters Score: Raw -709.764262 + Penalty 269.609937 = -440.154325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.180805 sec): 3 clusters Score: Raw -725.723207 + Penalty 557.367525 = -168.355681 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 106 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.181265 sec): 2 clusters Score: Raw -157.588300 + Penalty 139.725292 = -17.863008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.181475 sec): 3 clusters Score: Raw -151.359178 + Penalty 275.548163 = 124.188985 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 107 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.181956 sec): 2 clusters Score: Raw -552.111342 + Penalty 292.438792 = -259.672550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.182185 sec): 3 clusters Score: Raw -583.193896 + Penalty 592.166483 = 8.972587 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 108 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.182657 sec): 2 clusters Score: Raw -424.654330 + Penalty 219.053905 = -205.600425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.182877 sec): 3 clusters Score: Raw -424.681977 + Penalty 438.107811 = 13.425834 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 109 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.183337 sec): 2 clusters Score: Raw -166.828877 + Penalty 135.243349 = -31.585528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.183547 sec): 3 clusters Score: Raw -157.242398 + Penalty 286.168846 = 128.926449 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 110 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.184025 sec): 2 clusters Score: Raw -543.363796 + Penalty 242.172414 = -301.191382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.184252 sec): 3 clusters Score: Raw -545.961944 + Penalty 484.344828 = -61.617116 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 111 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.184730 sec): 2 clusters Score: Raw -496.985558 + Penalty 277.387233 = -219.598326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.184953 sec): 3 clusters Score: Raw -495.488287 + Penalty 579.667524 = 84.179237 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 112 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.185481 sec): 2 clusters Score: Raw -1277.572109 + Penalty 434.852125 = -842.719984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.185733 sec): 3 clusters Score: Raw -1352.428213 + Penalty 862.174204 = -490.254009 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 113 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.186215 sec): 2 clusters Score: Raw -533.116119 + Penalty 208.095861 = -325.020258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.186445 sec): 3 clusters Score: Raw -546.523266 + Penalty 416.558597 = -129.964669 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 114 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.186932 sec): 2 clusters Score: Raw -711.955134 + Penalty 330.415793 = -381.539341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.187164 sec): 3 clusters Score: Raw -746.895001 + Penalty 661.684915 = -85.210085 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 115 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.187625 sec): 2 clusters Score: Raw -226.544589 + Penalty 183.775642 = -42.768947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.187838 sec): 3 clusters Score: Raw -215.758532 + Penalty 367.551285 = 151.792753 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 116 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.188316 sec): 2 clusters Score: Raw -533.543187 + Penalty 295.879993 = -237.663194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.188542 sec): 3 clusters Score: Raw -544.224502 + Penalty 604.859395 = 60.634893 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 117 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.188998 sec): 2 clusters Score: Raw -103.910446 + Penalty 70.120394 = -33.790052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.189190 sec): 2 clusters Score: Raw -103.910446 + Penalty 70.120394 = -33.790052 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 118 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.189659 sec): 2 clusters Score: Raw -305.815208 + Penalty 198.143863 = -107.671345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.189876 sec): 3 clusters Score: Raw -308.727668 + Penalty 401.459882 = 92.732214 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 120 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.190346 sec): 2 clusters Score: Raw -369.044277 + Penalty 198.996520 = -170.047757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.190565 sec): 3 clusters Score: Raw -364.109668 + Penalty 400.529014 = 36.419346 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 121 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.191046 sec): 2 clusters Score: Raw -535.511225 + Penalty 264.031594 = -271.479631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.191273 sec): 3 clusters Score: Raw -562.637715 + Penalty 531.652532 = -30.985183 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 122 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.191775 sec): 2 clusters Score: Raw -1008.098476 + Penalty 383.815648 = -624.282828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.192020 sec): 3 clusters Score: Raw -1068.899606 + Penalty 771.280120 = -297.619486 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 123 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.192506 sec): 2 clusters Score: Raw -436.554198 + Penalty 225.616890 = -210.937308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.192729 sec): 3 clusters Score: Raw -434.037524 + Penalty 459.577435 = 25.539911 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 124 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.193186 sec): 2 clusters Score: Raw -106.242711 + Penalty 81.459936 = -24.782774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.193393 sec): 3 clusters Score: Raw -96.761121 + Penalty 162.919873 = 66.158752 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 125 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.193855 sec): 2 clusters Score: Raw -203.001924 + Penalty 141.061090 = -61.940834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.194067 sec): 3 clusters Score: Raw -197.339654 + Penalty 290.714861 = 93.375207 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 126 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.194591 sec): 2 clusters Score: Raw -1406.836794 + Penalty 449.901594 = -956.935200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.194851 sec): 3 clusters Score: Raw -1499.805695 + Penalty 892.776051 = -607.029644 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 127 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.195318 sec): 2 clusters Score: Raw -270.912039 + Penalty 173.755864 = -97.156175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.195533 sec): 3 clusters Score: Raw -266.181866 + Penalty 345.628385 = 79.446519 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 128 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.196014 sec): 2 clusters Score: Raw -634.688469 + Penalty 323.057235 = -311.631233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.196244 sec): 3 clusters Score: Raw -634.752948 + Penalty 647.215915 = 12.462967 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 129 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.196738 sec): 2 clusters Score: Raw -822.663260 + Penalty 403.625899 = -419.037360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.196976 sec): 3 clusters Score: Raw -869.906384 + Penalty 813.922158 = -55.984226 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 130 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.197437 sec): 2 clusters Score: Raw -160.873541 + Penalty 123.708395 = -37.165147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.197647 sec): 3 clusters Score: Raw -152.592122 + Penalty 249.311725 = 96.719603 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 131 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.198107 sec): 2 clusters Score: Raw -168.213032 + Penalty 143.008976 = -25.204056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.198317 sec): 3 clusters Score: Raw -157.963893 + Penalty 285.528981 = 127.565089 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 132 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.198802 sec): 2 clusters Score: Raw -584.289825 + Penalty 244.851781 = -339.438044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.199033 sec): 3 clusters Score: Raw -611.681545 + Penalty 487.037543 = -124.644002 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 133 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.199514 sec): 2 clusters Score: Raw -311.570628 + Penalty 147.012335 = -164.558292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.199733 sec): 3 clusters Score: Raw -304.841594 + Penalty 294.024670 = -10.816924 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 134 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.200234 sec): 2 clusters Score: Raw -895.296563 + Penalty 237.216644 = -658.079919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.200480 sec): 3 clusters Score: Raw -914.244860 + Penalty 493.614930 = -420.629930 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 135 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.200940 sec): 2 clusters Score: Raw -173.646910 + Penalty 153.095348 = -20.551562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.201135 sec): 2 clusters Score: Raw -173.646910 + Penalty 153.095348 = -20.551562 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 136 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.201614 sec): 2 clusters Score: Raw -527.333320 + Penalty 249.590907 = -277.742413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.201839 sec): 3 clusters Score: Raw -530.780340 + Penalty 494.922027 = -35.858313 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 137 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.202308 sec): 2 clusters Score: Raw -286.286153 + Penalty 155.947027 = -130.339126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.202528 sec): 3 clusters Score: Raw -292.843488 + Penalty 311.894054 = 19.050566 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 138 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.202995 sec): 2 clusters Score: Raw -264.272212 + Penalty 160.844833 = -103.427379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.203208 sec): 3 clusters Score: Raw -260.230024 + Penalty 322.542437 = 62.312412 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 139 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.203679 sec): 2 clusters Score: Raw -362.822149 + Penalty 223.293659 = -139.528490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.203899 sec): 3 clusters Score: Raw -372.441024 + Penalty 455.687851 = 83.246827 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 140 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.204374 sec): 2 clusters Score: Raw -436.370970 + Penalty 172.111601 = -264.259370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.204601 sec): 3 clusters Score: Raw -438.093249 + Penalty 349.209178 = -88.884071 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 141 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.205058 sec): 2 clusters Score: Raw -111.407068 + Penalty 94.699455 = -16.707613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.205265 sec): 3 clusters Score: Raw -100.233605 + Penalty 189.398910 = 89.165304 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 142 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.205734 sec): 2 clusters Score: Raw -313.441604 + Penalty 169.071413 = -144.370190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.205951 sec): 3 clusters Score: Raw -309.403634 + Penalty 334.854584 = 25.450950 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 144 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.206415 sec): 2 clusters Score: Raw -46.959185 + Penalty 0.000000 = -46.959185 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.206603 sec): 2 clusters Score: Raw -46.959185 + Penalty 0.000000 = -46.959185 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 145 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.207075 sec): 2 clusters Score: Raw -450.881165 + Penalty 271.685600 = -179.195565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.207295 sec): 3 clusters Score: Raw -450.064319 + Penalty 543.371201 = 93.306882 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 146 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.207779 sec): 2 clusters Score: Raw -664.761704 + Penalty 331.658528 = -333.103177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.208009 sec): 3 clusters Score: Raw -677.724124 + Penalty 665.087162 = -12.636962 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 147 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.208480 sec): 2 clusters Score: Raw -371.728777 + Penalty 241.914684 = -129.814093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.208700 sec): 3 clusters Score: Raw -376.884270 + Penalty 480.934171 = 104.049901 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 149 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.209172 sec): 2 clusters Score: Raw -410.671498 + Penalty 194.267621 = -216.403877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.209394 sec): 3 clusters Score: Raw -415.334459 + Penalty 399.136054 = -16.198405 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 150 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.209847 sec): 2 clusters Score: Raw -47.131065 + Penalty 0.000000 = -47.131065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.210036 sec): 2 clusters Score: Raw -47.131065 + Penalty 0.000000 = -47.131065 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 151 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.210507 sec): 2 clusters Score: Raw -388.598775 + Penalty 217.396114 = -171.202661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.210708 sec): 2 clusters Score: Raw -388.598775 + Penalty 217.396114 = -171.202661 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 154 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.211178 sec): 2 clusters Score: Raw -418.149316 + Penalty 228.783835 = -189.365481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.211401 sec): 3 clusters Score: Raw -419.514636 + Penalty 468.756221 = 49.241585 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 155 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.211902 sec): 2 clusters Score: Raw -914.660059 + Penalty 261.936198 = -652.723861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.212144 sec): 3 clusters Score: Raw -933.762206 + Penalty 524.969128 = -408.793078 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 157 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.212616 sec): 2 clusters Score: Raw -442.215921 + Penalty 238.175207 = -204.040714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.212838 sec): 3 clusters Score: Raw -436.250260 + Penalty 467.647212 = 31.396952 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 158 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.213319 sec): 2 clusters Score: Raw -322.649650 + Penalty 190.994327 = -131.655323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.213539 sec): 3 clusters Score: Raw -316.962342 + Penalty 381.988654 = 65.026312 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 159 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.214011 sec): 2 clusters Score: Raw -435.571296 + Penalty 240.874164 = -194.697132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.214232 sec): 3 clusters Score: Raw -439.197043 + Penalty 479.621220 = 40.424177 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 160 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.214706 sec): 2 clusters Score: Raw -380.816138 + Penalty 209.187384 = -171.628754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.214929 sec): 3 clusters Score: Raw -395.487118 + Penalty 411.391667 = 15.904549 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 161 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.215444 sec): 2 clusters Score: Raw -1208.675604 + Penalty 458.830740 = -749.844864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.215699 sec): 3 clusters Score: Raw -1313.889119 + Penalty 920.270159 = -393.618961 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 162 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.216166 sec): 2 clusters Score: Raw -256.405775 + Penalty 169.730490 = -86.675285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.216382 sec): 3 clusters Score: Raw -254.408561 + Penalty 344.489014 = 90.080453 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 163 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.216839 sec): 2 clusters Score: Raw -107.488400 + Penalty 77.981302 = -29.507098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.217046 sec): 3 clusters Score: Raw -97.086581 + Penalty 155.962605 = 58.876024 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 164 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.217506 sec): 2 clusters Score: Raw -169.232307 + Penalty 151.153088 = -18.079219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.217715 sec): 3 clusters Score: Raw -157.669952 + Penalty 301.615879 = 143.945926 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 165 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.218176 sec): 2 clusters Score: Raw -158.521787 + Penalty 115.510261 = -43.011527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.218385 sec): 3 clusters Score: Raw -150.541208 + Penalty 235.118194 = 84.576986 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 166 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.218854 sec): 2 clusters Score: Raw -388.099451 + Penalty 181.647609 = -206.451842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.219074 sec): 3 clusters Score: Raw -379.888549 + Penalty 360.866165 = -19.022384 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 167 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.219536 sec): 2 clusters Score: Raw -193.563466 + Penalty 127.974089 = -65.589378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.219747 sec): 3 clusters Score: Raw -190.330325 + Penalty 213.994694 = 23.664369 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 169 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.220223 sec): 2 clusters Score: Raw -207.348571 + Penalty 141.364981 = -65.983590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.220436 sec): 3 clusters Score: Raw -200.844121 + Penalty 282.121438 = 81.277317 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 170 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.220892 sec): 2 clusters Score: Raw -107.580606 + Penalty 83.988108 = -23.592498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.221084 sec): 2 clusters Score: Raw -107.580606 + Penalty 83.988108 = -23.592498 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 172 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.221559 sec): 2 clusters Score: Raw -486.373083 + Penalty 291.593415 = -194.779668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.221782 sec): 3 clusters Score: Raw -480.871825 + Penalty 579.124808 = 98.252983 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 173 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.222278 sec): 2 clusters Score: Raw -860.798894 + Penalty 322.779847 = -538.019047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.222518 sec): 3 clusters Score: Raw -903.697160 + Penalty 644.100517 = -259.596643 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 174 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.222979 sec): 2 clusters Score: Raw -204.471312 + Penalty 119.960288 = -84.511023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.223191 sec): 3 clusters Score: Raw -198.265536 + Penalty 241.060817 = 42.795281 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 175 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.223648 sec): 2 clusters Score: Raw -111.762292 + Penalty 95.476741 = -16.285551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.223855 sec): 3 clusters Score: Raw -99.632575 + Penalty 190.953482 = 91.320907 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 176 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.224314 sec): 2 clusters Score: Raw -152.717151 + Penalty 109.055320 = -43.661831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.224524 sec): 3 clusters Score: Raw -146.433146 + Penalty 225.231945 = 78.798799 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 178 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.224993 sec): 2 clusters Score: Raw -284.822136 + Penalty 197.988484 = -86.833652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.225208 sec): 3 clusters Score: Raw -275.186121 + Penalty 398.051547 = 122.865425 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 180 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.225686 sec): 2 clusters Score: Raw -507.578277 + Penalty 262.576989 = -245.001287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.225912 sec): 3 clusters Score: Raw -515.405398 + Penalty 518.340265 = 2.934867 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 182 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.226378 sec): 2 clusters Score: Raw -269.131285 + Penalty 195.213531 = -73.917754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.226591 sec): 3 clusters Score: Raw -262.532366 + Penalty 386.382441 = 123.850075 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 183 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.227059 sec): 2 clusters Score: Raw -95.097920 + Penalty 48.451692 = -46.646228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.227261 sec): 3 clusters Score: Raw -88.943125 + Penalty 96.903385 = 7.960259 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 184 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.227723 sec): 2 clusters Score: Raw -218.202513 + Penalty 171.657353 = -46.545160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.227936 sec): 3 clusters Score: Raw -210.952377 + Penalty 357.633493 = 146.681116 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 185 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.228388 sec): 2 clusters Score: Raw -49.005328 + Penalty 0.000000 = -49.005328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.228578 sec): 2 clusters Score: Raw -49.005328 + Penalty 0.000000 = -49.005328 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 186 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.229038 sec): 2 clusters Score: Raw -156.380890 + Penalty 130.651860 = -25.729029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.229248 sec): 3 clusters Score: Raw -148.772658 + Penalty 264.437699 = 115.665040 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 187 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.229716 sec): 2 clusters Score: Raw -311.443298 + Penalty 203.138711 = -108.304587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.229932 sec): 3 clusters Score: Raw -313.383002 + Penalty 405.578967 = 92.195965 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 188 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.230392 sec): 2 clusters Score: Raw -156.711781 + Penalty 95.455106 = -61.256675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.230600 sec): 3 clusters Score: Raw -147.519653 + Penalty 190.772888 = 43.253236 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 189 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.231057 sec): 2 clusters Score: Raw -105.179770 + Penalty 83.555407 = -21.624363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.231249 sec): 2 clusters Score: Raw -105.179770 + Penalty 83.555407 = -21.624363 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 190 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.231719 sec): 2 clusters Score: Raw -402.114195 + Penalty 253.482509 = -148.631686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.231938 sec): 3 clusters Score: Raw -396.369350 + Penalty 481.920589 = 85.551240 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 191 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.232425 sec): 2 clusters Score: Raw -712.627717 + Penalty 290.707653 = -421.920065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.232657 sec): 3 clusters Score: Raw -715.137322 + Penalty 579.737816 = -135.399506 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 192 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.233119 sec): 2 clusters Score: Raw -214.417697 + Penalty 160.032250 = -54.385446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.233314 sec): 2 clusters Score: Raw -214.417697 + Penalty 160.032250 = -54.385446 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 194 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.233783 sec): 2 clusters Score: Raw -101.895216 + Penalty 64.980556 = -36.914660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.233990 sec): 3 clusters Score: Raw -93.737565 + Penalty 129.961111 = 36.223547 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 195 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.234456 sec): 2 clusters Score: Raw -276.491847 + Penalty 196.245390 = -80.246457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.234673 sec): 3 clusters Score: Raw -272.149741 + Penalty 369.563619 = 97.413877 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 197 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.235123 sec): 2 clusters Score: Raw -47.495632 + Penalty 0.000000 = -47.495632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.235310 sec): 2 clusters Score: Raw -47.495632 + Penalty 0.000000 = -47.495632 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 198 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.235787 sec): 2 clusters Score: Raw -505.939316 + Penalty 309.483191 = -196.456125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.236011 sec): 3 clusters Score: Raw -511.886323 + Penalty 619.036352 = 107.150029 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 200 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.236473 sec): 2 clusters Score: Raw -142.612030 + Penalty 93.813388 = -48.798643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.236682 sec): 3 clusters Score: Raw -138.124619 + Penalty 196.398003 = 58.273383 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 202 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.237139 sec): 2 clusters Score: Raw -105.813887 + Penalty 79.646447 = -26.167440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.237331 sec): 2 clusters Score: Raw -105.813887 + Penalty 79.646447 = -26.167440 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 203 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.237799 sec): 2 clusters Score: Raw -324.659663 + Penalty 188.550237 = -136.109426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.238015 sec): 3 clusters Score: Raw -321.149655 + Penalty 387.793542 = 66.643887 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 204 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.238492 sec): 2 clusters Score: Raw -375.752348 + Penalty 86.374040 = -289.378308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.238712 sec): 3 clusters Score: Raw -375.875975 + Penalty 195.558104 = -180.317871 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 206 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.239175 sec): 2 clusters Score: Raw -221.014929 + Penalty 143.901808 = -77.113121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.239385 sec): 3 clusters Score: Raw -211.633180 + Penalty 275.508658 = 63.875478 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 207 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.239845 sec): 2 clusters Score: Raw -148.190699 + Penalty 102.188703 = -46.001995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.240050 sec): 2 clusters Score: Raw -148.190699 + Penalty 102.188703 = -46.001995 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 209 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.240512 sec): 2 clusters Score: Raw -170.641829 + Penalty 130.168911 = -40.472918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.240721 sec): 3 clusters Score: Raw -157.292050 + Penalty 257.758564 = 100.466514 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 210 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.241193 sec): 2 clusters Score: Raw -429.544478 + Penalty 258.065330 = -171.479147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.241414 sec): 3 clusters Score: Raw -438.629914 + Penalty 516.130660 = 77.500746 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 211 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.241870 sec): 2 clusters Score: Raw -113.081238 + Penalty 92.915585 = -20.165653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.242063 sec): 2 clusters Score: Raw -113.081238 + Penalty 92.915585 = -20.165653 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 212 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.242530 sec): 2 clusters Score: Raw -328.563370 + Penalty 208.988157 = -119.575212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.242747 sec): 3 clusters Score: Raw -323.390080 + Penalty 413.400109 = 90.010029 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 213 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.243204 sec): 2 clusters Score: Raw -95.734687 + Penalty 69.169349 = -26.565337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.243396 sec): 2 clusters Score: Raw -95.734687 + Penalty 69.169349 = -26.565337 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 214 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.243852 sec): 2 clusters Score: Raw -107.384514 + Penalty 82.800325 = -24.584189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.244045 sec): 2 clusters Score: Raw -107.384514 + Penalty 82.800325 = -24.584189 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 215 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.244508 sec): 2 clusters Score: Raw -235.937755 + Penalty 189.333354 = -46.604400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.244723 sec): 3 clusters Score: Raw -220.335398 + Penalty 378.666708 = 158.331310 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 217 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.245182 sec): 2 clusters Score: Raw -100.934415 + Penalty 60.792796 = -40.141619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.245374 sec): 2 clusters Score: Raw -100.934415 + Penalty 60.792796 = -40.141619 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 220 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.245831 sec): 2 clusters Score: Raw -105.801852 + Penalty 80.484661 = -25.317191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.246023 sec): 2 clusters Score: Raw -105.801852 + Penalty 80.484661 = -25.317191 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 221 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.246500 sec): 2 clusters Score: Raw -445.429201 + Penalty 225.152575 = -220.276626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.246737 sec): 3 clusters Score: Raw -458.484347 + Penalty 455.350165 = -3.134181 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 222 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.247191 sec): 2 clusters Score: Raw -49.171515 + Penalty 0.000000 = -49.171515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.247380 sec): 2 clusters Score: Raw -49.171515 + Penalty 0.000000 = -49.171515 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 224 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.247836 sec): 2 clusters Score: Raw -101.879893 + Penalty 87.686072 = -14.193821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.248042 sec): 3 clusters Score: Raw -94.575690 + Penalty 175.372144 = 80.796455 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 226 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.248504 sec): 2 clusters Score: Raw -212.860926 + Penalty 151.898929 = -60.961997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.248717 sec): 3 clusters Score: Raw -206.135583 + Penalty 303.797858 = 97.662275 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 227 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.249177 sec): 2 clusters Score: Raw -152.271200 + Penalty 105.776918 = -46.494282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.249387 sec): 3 clusters Score: Raw -145.981029 + Penalty 216.468120 = 70.487091 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 228 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.249829 sec): 2 clusters Score: Raw -40.029365 + Penalty 0.000000 = -40.029365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.250010 sec): 2 clusters Score: Raw -40.029365 + Penalty 0.000000 = -40.029365 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 230 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.250470 sec): 2 clusters Score: Raw -152.370961 + Penalty 110.774078 = -41.596883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.250678 sec): 3 clusters Score: Raw -146.675347 + Penalty 230.943180 = 84.267833 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 231 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.251134 sec): 2 clusters Score: Raw -108.188384 + Penalty 84.393754 = -23.794630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.251326 sec): 2 clusters Score: Raw -108.188384 + Penalty 84.393754 = -23.794630 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 232 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.251781 sec): 2 clusters Score: Raw -98.224329 + Penalty 65.841648 = -32.382681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.251973 sec): 2 clusters Score: Raw -98.224329 + Penalty 65.841648 = -32.382681 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 233 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.252428 sec): 2 clusters Score: Raw -108.573077 + Penalty 93.005550 = -15.567527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.252634 sec): 3 clusters Score: Raw -98.492803 + Penalty 186.011100 = 87.518297 nChanged 0 Deleting Class 135 (3 points): Lose 33.910296 but Gain 1425.487087 Iteration 20F (25.964572 sec): 209 clusters Score: Raw -1136613.382310 + Penalty 224397.169119 = -912216.213192 nChanged 31 Deleting Class 175 (2 points): Lose 25.625065 but Gain 1409.022315 Iteration 21Q (26.138103 sec): 208 clusters Score: Raw -1136669.682187 + Penalty 223019.630539 = -913650.051648 nChanged 30 Deleting Class 141 (2 points): Lose 16.858993 but Gain 1397.551314 Iteration 22Q (26.308589 sec): 207 clusters Score: Raw -1136716.832186 + Penalty 221688.564455 = -915028.267730 nChanged 26 Deleting Class 33 (34 points): Lose 207.117155 but Gain 1576.658445 Iteration 23Q (26.492794 sec): 206 clusters Score: Raw -1136568.998523 + Penalty 220364.723304 = -916204.275219 nChanged 54 Deleting Class 100 (15 points): Lose 156.660927 but Gain 1523.494665 Iteration 24Q (26.684160 sec): 205 clusters Score: Raw -1136561.897941 + Penalty 218871.298782 = -917690.599159 nChanged 39 Deleting Class 211 (2 points): Lose 5.527069 but Gain 1371.225407 Iteration 25Q (26.862088 sec): 204 clusters Score: Raw -1136613.620052 + Penalty 217522.048046 = -919091.572006 nChanged 23 Deleting Class 164 (3 points): Lose 42.342160 but Gain 1407.402497 Iteration 26Q (27.040246 sec): 203 clusters Score: Raw -1136593.091631 + Penalty 216122.996454 = -920470.095177 nChanged 14 Deleting Class 215 (4 points): Lose 37.501112 but Gain 1397.067589 Iteration 27Q (27.209801 sec): 202 clusters Score: Raw -1136567.271331 + Penalty 214738.885982 = -921828.385349 nChanged 7 Deleting Class 104 (5 points): Lose 53.493147 but Gain 1404.809720 Iteration 28Q (27.375934 sec): 201 clusters Score: Raw -1136523.015182 + Penalty 213357.110112 = -923165.905070 nChanged 7 Deleting Class 233 (2 points): Lose 22.829796 but Gain 1372.553085 Iteration 29Q (27.542739 sec): 200 clusters Score: Raw -1136511.957039 + Penalty 211996.880168 = -924515.076871 nChanged 6 Deleting Class 73 (28 points): Lose 221.502933 but Gain 1573.400476 Iteration 30F (30.097115 sec): 199 clusters Score: Raw -1136298.005096 + Penalty 210524.116582 = -925773.888514 nChanged 31 Deleting Class 198 (9 points): Lose 111.549420 but Gain 1440.815472 Iteration 31Q (30.266303 sec): 198 clusters Score: Raw -1136268.769306 + Penalty 209188.762399 = -927080.006907 nChanged 21 Deleting Class 129 (16 points): Lose 163.798076 but Gain 1489.152993 Iteration 32Q (30.432778 sec): 197 clusters Score: Raw -1136151.151379 + Penalty 207725.934532 = -928425.216846 nChanged 29 Deleting Class 115 (4 points): Lose 36.161964 but Gain 1356.057915 Iteration 33Q (30.601579 sec): 196 clusters Score: Raw -1136171.243217 + Penalty 206371.089185 = -929800.154032 nChanged 21 Deleting Class 102 (8 points): Lose 96.502073 but Gain 1415.265392 Iteration 34Q (30.768284 sec): 195 clusters Score: Raw -1136097.320934 + Penalty 205002.154368 = -931095.166566 nChanged 18 Deleting Class 64 (3 points): Lose 40.723889 but Gain 1353.853242 Iteration 35Q (30.933525 sec): 194 clusters Score: Raw -1136083.283904 + Penalty 203651.727834 = -932431.556070 nChanged 13 Deleting Class 131 (3 points): Lose 20.037375 but Gain 1331.571802 Iteration 36Q (31.095667 sec): 193 clusters Score: Raw -1136090.953590 + Penalty 202358.624482 = -933732.329107 nChanged 14 Deleting Class 222 (1 points): Lose 0.875918 but Gain 1305.583055 Iteration 37Q (31.259851 sec): 192 clusters Score: Raw -1136108.472963 + Penalty 201061.016861 = -935047.456102 nChanged 10 Deleting Class 128 (12 points): Lose 103.208023 but Gain 1396.607151 Iteration 38Q (31.425374 sec): 191 clusters Score: Raw -1136015.631980 + Penalty 199689.186888 = -936326.445092 nChanged 17 Deleting Class 94 (10 points): Lose 107.299666 but Gain 1400.177777 Iteration 39Q (31.588481 sec): 190 clusters Score: Raw -1135939.794688 + Penalty 198331.013082 = -937608.781606 nChanged 21 Deleting Class 31 (48 points): Lose 253.255613 but Gain 1534.404393 Iteration 40F (33.998974 sec): 189 clusters Score: Raw -1135732.196393 + Penalty 196885.951523 = -938846.244869 nChanged 59 Deleting Class 224 (2 points): Lose 13.151357 but Gain 1294.049535 Iteration 41Q (34.165077 sec): 188 clusters Score: Raw -1135829.817853 + Penalty 195612.303660 = -940217.514194 nChanged 20 Deleting Class 87 (2 points): Lose 18.925289 but Gain 1294.980592 Iteration 42Q (34.326502 sec): 187 clusters Score: Raw -1135844.868808 + Penalty 194342.435701 = -941502.433108 nChanged 21 Deleting Class 95 (42 points): Lose 255.065862 but Gain 1518.261943 Iteration 43Q (34.487099 sec): 186 clusters Score: Raw -1135608.692933 + Penalty 193049.906304 = -942558.786630 nChanged 62 Deleting Class 161 (26 points): Lose 198.245234 but Gain 1463.054787 Iteration 44Q (34.662901 sec): 185 clusters Score: Raw -1135560.216955 + Penalty 191752.683371 = -943807.533584 nChanged 45 Deleting Class 146 (12 points): Lose 104.375465 but Gain 1365.296055 Iteration 45Q (34.832569 sec): 184 clusters Score: Raw -1135555.234478 + Penalty 190467.020034 = -945088.214444 nChanged 37 Deleting Class 190 (7 points): Lose 73.819516 but Gain 1332.511479 Iteration 46Q (35.001868 sec): 183 clusters Score: Raw -1135545.306983 + Penalty 189176.803984 = -946368.502999 nChanged 36 Deleting Class 172 (9 points): Lose 101.060624 but Gain 1357.528669 Iteration 47Q (35.171274 sec): 182 clusters Score: Raw -1135484.933981 + Penalty 187882.181436 = -947602.752546 nChanged 34 Deleting Class 145 (8 points): Lose 81.983737 but Gain 1336.489806 Iteration 48Q (35.341191 sec): 181 clusters Score: Raw -1135454.114701 + Penalty 186570.242310 = -948883.872392 nChanged 32 Deleting Class 195 (6 points): Lose 53.279339 but Gain 1306.079900 Iteration 49Q (35.501774 sec): 180 clusters Score: Raw -1135432.415688 + Penalty 185270.670452 = -950161.745237 nChanged 26 Deleting Class 106 (3 points): Lose 49.700623 but Gain 1300.997066 Iteration 50F (37.822257 sec): 179 clusters Score: Raw -1135411.079109 + Penalty 183957.853216 = -951453.225893 nChanged 24 Deleting Class 81 (26 points): Lose 191.155090 but Gain 1429.251728 Iteration 51Q (37.980579 sec): 178 clusters Score: Raw -1135256.150291 + Penalty 182756.064570 = -952500.085722 nChanged 39 Deleting Class 231 (3 points): Lose 40.858156 but Gain 1325.329088 Iteration 52Q (38.140578 sec): 177 clusters Score: Raw -1135322.366571 + Penalty 181483.759257 = -953838.607314 nChanged 30 Deleting Class 112 (32 points): Lose 194.024068 but Gain 1423.028311 Iteration 53Q (38.299335 sec): 176 clusters Score: Raw -1135182.813535 + Penalty 180590.054885 = -954592.758649 nChanged 55 Deleting Class 109 (3 points): Lose 34.256543 but Gain 1259.265223 Iteration 54Q (38.459538 sec): 175 clusters Score: Raw -1135275.121809 + Penalty 179354.438311 = -955920.683498 nChanged 37 Deleting Class 170 (2 points): Lose 16.416938 but Gain 1239.475887 Iteration 55Q (38.623311 sec): 174 clusters Score: Raw -1135319.902499 + Penalty 178116.375516 = -957203.526984 nChanged 36 Deleting Class 189 (2 points): Lose 13.397604 but Gain 1233.090195 Iteration 56Q (38.779219 sec): 173 clusters Score: Raw -1135343.360710 + Penalty 176886.024623 = -958457.336087 nChanged 21 Deleting Class 111 (9 points): Lose 72.457519 but Gain 1291.391029 Iteration 57Q (38.935280 sec): 172 clusters Score: Raw -1135301.449098 + Penalty 175599.008157 = -959702.440941 nChanged 29 Deleting Class 178 (5 points): Lose 41.232488 but Gain 1258.378961 Iteration 58Q (39.091123 sec): 171 clusters Score: Raw -1135298.157756 + Penalty 174336.376731 = -960961.781025 nChanged 23 Deleting Class 116 (10 points): Lose 101.855980 but Gain 1314.454801 Iteration 59Q (39.244694 sec): 170 clusters Score: Raw -1135220.999304 + Penalty 173034.754558 = -962186.244746 nChanged 30 Deleting Class 3 (46 points): Lose 241.262732 but Gain 1452.966974 Iteration 60F (41.423864 sec): 169 clusters Score: Raw -1135009.796005 + Penalty 171674.430664 = -963335.365340 nChanged 66 Deleting Class 182 (5 points): Lose 36.101306 but Gain 1240.741857 Iteration 61Q (41.582242 sec): 168 clusters Score: Raw -1135107.715134 + Penalty 170492.229923 = -964615.485211 nChanged 45 Deleting Class 214 (2 points): Lose 19.383144 but Gain 1221.946871 Iteration 62Q (41.737719 sec): 167 clusters Score: Raw -1135151.136929 + Penalty 169267.521861 = -965883.615068 nChanged 27 Deleting Class 209 (3 points): Lose 11.489265 but Gain 1212.016591 Iteration 63Q (41.891293 sec): 166 clusters Score: Raw -1135163.989413 + Penalty 168067.299625 = -967096.689788 nChanged 19 Deleting Class 186 (3 points): Lose 16.627187 but Gain 1216.513384 Iteration 64Q (42.046305 sec): 165 clusters Score: Raw -1135163.871752 + Penalty 166857.162211 = -968306.709541 nChanged 20 Deleting Class 184 (4 points): Lose 68.864740 but Gain 1266.638543 Iteration 65Q (42.198651 sec): 164 clusters Score: Raw -1135109.047833 + Penalty 165607.436135 = -969501.611698 nChanged 21 Deleting Class 99 (19 points): Lose 86.465803 but Gain 1280.190316 Iteration 66Q (42.351902 sec): 163 clusters Score: Raw -1135041.687372 + Penalty 164352.934949 = -970688.752423 nChanged 37 Deleting Class 126 (31 points): Lose 200.226441 but Gain 1393.220781 Iteration 67Q (42.506186 sec): 162 clusters Score: Raw -1134885.120492 + Penalty 163030.624790 = -971854.495702 nChanged 54 Deleting Class 124 (2 points): Lose 9.305706 but Gain 1202.165749 Iteration 68Q (42.662590 sec): 161 clusters Score: Raw -1134969.627076 + Penalty 160219.151093 = -974750.475983 nChanged 31 Deleting Class 130 (4 points): Lose 28.608183 but Gain 1208.573643 Iteration 69Q (42.814036 sec): 160 clusters Score: Raw -1134988.964328 + Penalty 159029.471619 = -975959.492709 nChanged 30 Deleting Class 147 (7 points): Lose 90.828915 but Gain 1271.701528 Iteration 70F (44.848354 sec): 159 clusters Score: Raw -1134926.286318 + Penalty 157789.543439 = -977136.742879 nChanged 43 Deleting Class 185 (1 points): Lose 4.047368 but Gain 1180.658541 Iteration 71Q (45.000185 sec): 158 clusters Score: Raw -1134973.396620 + Penalty 156627.131298 = -978346.265322 nChanged 46 Deleting Class 122 (23 points): Lose 157.772011 but Gain 1332.813854 Iteration 72Q (45.152712 sec): 157 clusters Score: Raw -1134870.933979 + Penalty 155302.015496 = -979568.918483 nChanged 76 Deleting Class 210 (9 points): Lose 116.267337 but Gain 1290.548735 Iteration 73Q (45.305977 sec): 156 clusters Score: Raw -1134842.762876 + Penalty 154048.329081 = -980794.433795 nChanged 70 Deleting Class 61 (47 points): Lose 165.541546 but Gain 1332.925287 Iteration 74Q (45.461130 sec): 155 clusters Score: Raw -1134765.876913 + Penalty 152712.066446 = -982053.810467 nChanged 102 Deleting Class 202 (2 points): Lose 14.038389 but Gain 1175.402716 Iteration 75Q (45.615752 sec): 154 clusters Score: Raw -1134866.064554 + Penalty 151549.705357 = -983316.359197 nChanged 48 Deleting Class 220 (2 points): Lose 26.544545 but Gain 1187.772881 Iteration 76Q (45.766120 sec): 153 clusters Score: Raw -1134877.380819 + Penalty 150450.381169 = -984426.999650 nChanged 31 Deleting Class 107 (12 points): Lose 106.818236 but Gain 1257.160011 Iteration 77Q (45.913373 sec): 152 clusters Score: Raw -1134790.222348 + Penalty 149231.269950 = -985558.952398 nChanged 40 Deleting Class 163 (2 points): Lose 1.656107 but Gain 1150.828923 Iteration 78Q (46.063492 sec): 151 clusters Score: Raw -1134827.974004 + Penalty 148044.668369 = -986783.305636 nChanged 22 Deleting Class 114 (17 points): Lose 153.667207 but Gain 1301.619567 Iteration 79Q (46.210431 sec): 150 clusters Score: Raw -1134693.559336 + Penalty 146719.484502 = -987974.074834 nChanged 34 Deleting Class 192 (4 points): Lose 37.209101 but Gain 1180.858339 Iteration 80F (48.132245 sec): 149 clusters Score: Raw -1134698.586670 + Penalty 145522.428501 = -989176.158169 nChanged 22 Deleting Class 96 (1 points): Lose 2.131398 but Gain 1138.016536 Iteration 81Q (48.278934 sec): 148 clusters Score: Raw -1134720.932435 + Penalty 144333.807666 = -990387.124769 nChanged 14 Deleting Class 139 (7 points): Lose 45.631096 but Gain 1173.814182 Iteration 82Q (48.424323 sec): 147 clusters Score: Raw -1134686.901425 + Penalty 143144.886594 = -991542.014831 nChanged 20 Deleting Class 212 (6 points): Lose 66.097914 but Gain 1193.129856 Iteration 83Q (48.571232 sec): 146 clusters Score: Raw -1134647.827951 + Penalty 141992.488775 = -992655.339176 nChanged 13 Deleting Class 157 (8 points): Lose 48.674197 but Gain 1171.643754 Iteration 84Q (48.718406 sec): 145 clusters Score: Raw -1134625.805337 + Penalty 140841.880517 = -993783.924820 nChanged 16 Deleting Class 77 (17 points): Lose 129.349160 but Gain 1245.983814 Iteration 85Q (48.861884 sec): 144 clusters Score: Raw -1134516.721046 + Penalty 139634.044328 = -994882.676718 nChanged 29 Deleting Class 180 (10 points): Lose 55.066796 but Gain 1166.505313 Iteration 86Q (49.007416 sec): 143 clusters Score: Raw -1134536.777377 + Penalty 138472.982644 = -996063.794733 nChanged 19 Deleting Class 32 (31 points): Lose 134.074085 but Gain 1244.182291 Iteration 87Q (49.152328 sec): 142 clusters Score: Raw -1134426.620591 + Penalty 137258.282399 = -997168.338192 nChanged 40 Deleting Class 159 (8 points): Lose 76.016712 but Gain 1184.920601 Iteration 88Q (49.298656 sec): 141 clusters Score: Raw -1134402.040984 + Penalty 136082.172125 = -998319.868859 nChanged 16 Deleting Class 150 (1 points): Lose 10.941883 but Gain 1114.641861 Iteration 89Q (49.440678 sec): 140 clusters Score: Raw -1134412.374598 + Penalty 134945.924350 = -999466.450248 nChanged 4 Deleting Class 187 (6 points): Lose 60.547101 but Gain 1159.734906 Iteration 90F (51.240314 sec): 139 clusters Score: Raw -1134357.025862 + Penalty 133786.828380 = -1000570.197481 nChanged 7 Deleting Class 42 (2 points): Lose 29.588771 but Gain 1116.607666 Iteration 91Q (51.381748 sec): 138 clusters Score: Raw -1134338.958847 + Penalty 132674.130286 = -1001664.828562 nChanged 2 Deleting Class 123 (9 points): Lose 56.712576 but Gain 1139.789426 Iteration 92Q (51.525139 sec): 137 clusters Score: Raw -1134286.627578 + Penalty 131544.650621 = -1002741.976957 nChanged 10 Deleting Class 173 (16 points): Lose 80.797407 but Gain 1160.260455 Iteration 93Q (51.665289 sec): 136 clusters Score: Raw -1134222.919187 + Penalty 130408.324099 = -1003814.595088 nChanged 18 Deleting Class 191 (13 points): Lose 80.615054 but Gain 1159.373621 Iteration 94Q (51.806937 sec): 135 clusters Score: Raw -1134171.877372 + Penalty 129281.017190 = -1004890.860181 nChanged 17 Deleting Class 110 (10 points): Lose 47.215564 but Gain 1124.501737 Iteration 95Q (51.947440 sec): 134 clusters Score: Raw -1134156.906407 + Penalty 128171.830944 = -1005985.075462 nChanged 16 Deleting Class 127 (5 points): Lose 35.733641 but Gain 1104.360814 Iteration 96Q (52.086488 sec): 133 clusters Score: Raw -1134145.998575 + Penalty 127071.370811 = -1007074.627765 nChanged 8 Deleting Class 226 (4 points): Lose 52.480976 but Gain 1120.843559 Iteration 97Q (52.226325 sec): 132 clusters Score: Raw -1134103.108245 + Penalty 125952.045742 = -1008151.062503 nChanged 4 Deleting Class 118 (6 points): Lose 68.549840 but Gain 1131.218926 Iteration 98Q (52.366569 sec): 131 clusters Score: Raw -1134041.838839 + Penalty 124868.244937 = -1009173.593902 nChanged 7 Deleting Class 154 (9 points): Lose 65.415825 but Gain 1127.319087 Iteration 99Q (52.509804 sec): 130 clusters Score: Raw -1133996.812862 + Penalty 123744.147641 = -1010252.665221 nChanged 10 Deleting Class 136 (11 points): Lose 83.623677 but Gain 1142.481414 Iteration 100F (54.157338 sec): 129 clusters Score: Raw -1133924.789883 + Penalty 122630.471052 = -1011294.318831 nChanged 12 Deleting Class 165 (3 points): Lose 19.662952 but Gain 1075.528336 Iteration 101Q (54.295786 sec): 128 clusters Score: Raw -1133924.801772 + Penalty 121548.531421 = -1012376.270351 nChanged 5 Deleting Class 78 (26 points): Lose 199.360420 but Gain 1254.639838 Iteration 102Q (54.433033 sec): 127 clusters Score: Raw -1133736.426505 + Penalty 120374.747388 = -1013361.679117 nChanged 29 Deleting Class 13 (81 points): Lose 186.790270 but Gain 1242.496679 Iteration 103Q (54.572016 sec): 126 clusters Score: Raw -1133610.380067 + Penalty 119190.830536 = -1014419.549531 nChanged 90 Deleting Class 125 (5 points): Lose 50.333702 but Gain 1105.613011 Iteration 104Q (54.713952 sec): 125 clusters Score: Raw -1133696.524267 + Penalty 118102.358357 = -1015594.165910 nChanged 24 Deleting Class 162 (5 points): Lose 24.492962 but Gain 1078.776263 Iteration 105Q (54.849312 sec): 124 clusters Score: Raw -1133699.184496 + Penalty 117050.178757 = -1016649.005739 nChanged 19 Deleting Class 101 (22 points): Lose 157.541526 but Gain 1208.902632 Iteration 106Q (54.985793 sec): 123 clusters Score: Raw -1133563.493018 + Penalty 115915.108690 = -1017648.384328 nChanged 31 Deleting Class 66 (15 points): Lose 74.377397 but Gain 1124.389373 Iteration 107Q (55.120739 sec): 122 clusters Score: Raw -1133551.049630 + Penalty 114840.321037 = -1018710.728592 nChanged 26 Deleting Class 206 (4 points): Lose 18.593573 but Gain 1061.833785 Iteration 108Q (55.255400 sec): 121 clusters Score: Raw -1133571.083758 + Penalty 113798.306145 = -1019772.777612 nChanged 14 Deleting Class 203 (6 points): Lose 35.053693 but Gain 1076.448157 Iteration 109Q (55.388759 sec): 120 clusters Score: Raw -1133550.323121 + Penalty 112739.961377 = -1020810.361743 nChanged 12 Deleting Class 158 (7 points): Lose 67.927183 but Gain 1103.295502 Iteration 110F (56.897420 sec): 119 clusters Score: Raw -1133497.381064 + Penalty 111633.516066 = -1021863.864998 nChanged 11 Deleting Class 117 (2 points): Lose 3.093641 but Gain 1034.819563 Iteration 111Q (57.030650 sec): 118 clusters Score: Raw -1133505.418282 + Penalty 110601.263294 = -1022904.154988 nChanged 8 Deleting Class 151 (9 points): Lose 50.749628 but Gain 1080.943357 Iteration 112Q (57.161806 sec): 117 clusters Score: Raw -1133461.569395 + Penalty 109527.874901 = -1023933.694494 nChanged 14 Deleting Class 52 (62 points): Lose 170.275176 but Gain 1200.738289 Iteration 113Q (57.292733 sec): 116 clusters Score: Raw -1133312.789089 + Penalty 108395.710105 = -1024917.078984 nChanged 69 Deleting Class 89 (14 points): Lose 118.309609 but Gain 1143.962069 Iteration 114Q (57.426307 sec): 115 clusters Score: Raw -1133302.876696 + Penalty 107314.460055 = -1025988.416641 nChanged 33 Deleting Class 169 (4 points): Lose 19.780058 but Gain 1043.114850 Iteration 115Q (57.566013 sec): 114 clusters Score: Raw -1133329.907725 + Penalty 106284.398780 = -1027045.508945 nChanged 16 Deleting Class 108 (8 points): Lose 54.794702 but Gain 1077.581260 Iteration 116Q (57.700393 sec): 113 clusters Score: Raw -1133289.030381 + Penalty 105254.007896 = -1028035.022485 nChanged 21 Deleting Class 86 (19 points): Lose 130.221494 but Gain 1149.971390 Iteration 117Q (57.834780 sec): 112 clusters Score: Raw -1133184.253705 + Penalty 104105.869812 = -1029078.383893 nChanged 31 Deleting Class 37 (14 points): Lose 101.248245 but Gain 1117.200239 Iteration 118Q (57.970690 sec): 111 clusters Score: Raw -1133123.924268 + Penalty 103089.288511 = -1030034.635758 nChanged 25 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 -1133123.924268 + Penalty 103089.288511 = -1030034.635758Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 1 (853 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.027198 sec): 2 clusters Score: Raw -35737.461665 + Penalty 200.077758 = -35537.383907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.028931 sec): 3 clusters Score: Raw -35235.394172 + Penalty 430.291907 = -34805.102265 nChanged 360 SP:Iteration 1F (58.030618 sec): 3 clusters Score: Raw -35583.276541 + Penalty 450.507727 = -35132.768814 nChanged 97 SP:Iteration 2F (58.032266 sec): 3 clusters Score: Raw -35678.826078 + Penalty 449.035561 = -35229.790517 nChanged 39 SP:Iteration 3Q (58.033915 sec): 3 clusters Score: Raw -35720.213105 + Penalty 456.402579 = -35263.810526 nChanged 19 SP:Iteration 4Q (58.035501 sec): 3 clusters Score: Raw -35738.332391 + Penalty 450.892592 = -35287.439799 nChanged 8 SP:Iteration 5Q (58.037000 sec): 3 clusters Score: Raw -35743.278750 + Penalty 449.072540 = -35294.206210 nChanged 11 SP:Iteration 6Q (58.038532 sec): 3 clusters Score: Raw -35749.510690 + Penalty 450.862729 = -35298.647961 nChanged 9 SP:Iteration 7Q (58.040040 sec): 3 clusters Score: Raw -35755.721877 + Penalty 448.916727 = -35306.805151 nChanged 8 SP:Iteration 8Q (58.041526 sec): 3 clusters Score: Raw -35759.895097 + Penalty 451.748226 = -35308.146871 nChanged 6 SP:Iteration 9Q (58.042989 sec): 3 clusters Score: Raw -35762.127296 + Penalty 455.567527 = -35306.559770 nChanged 4 SP:Iteration 10F (58.044689 sec): 3 clusters Score: Raw -35763.724498 + Penalty 460.206541 = -35303.517957 nChanged 3 SP:Iteration 11F (58.046403 sec): 3 clusters Score: Raw -35768.780242 + Penalty 459.658053 = -35309.122189 nChanged 2 SP:Iteration 12Q (58.047829 sec): 3 clusters Score: Raw -35769.824679 + Penalty 455.804862 = -35314.019816 nChanged 1 SP:Iteration 13Q (58.049248 sec): 3 clusters Score: Raw -35770.057472 + Penalty 455.804862 = -35314.252610 nChanged 0 SP:Iteration 14F (58.050937 sec): 3 clusters Score: Raw -35770.057472 + Penalty 455.804862 = -35314.252610 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 2 (2043 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.060792 sec): 2 clusters Score: Raw -95872.290457 + Penalty 317.590050 = -95554.700407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.064708 sec): 3 clusters Score: Raw -94579.824690 + Penalty 669.329318 = -93910.495371 nChanged 907 SP:Iteration 1F (58.068492 sec): 3 clusters Score: Raw -95303.199540 + Penalty 736.517020 = -94566.682520 nChanged 296 SP:Iteration 2F (58.072155 sec): 3 clusters Score: Raw -95638.789765 + Penalty 810.311391 = -94828.478374 nChanged 135 SP:Iteration 3F (58.075989 sec): 3 clusters Score: Raw -95789.250161 + Penalty 865.705594 = -94923.544567 nChanged 59 SP:Iteration 4Q (58.079467 sec): 3 clusters Score: Raw -95857.261469 + Penalty 890.697456 = -94966.564013 nChanged 24 SP:Iteration 5Q (58.082640 sec): 3 clusters Score: Raw -95883.638180 + Penalty 902.616681 = -94981.021499 nChanged 10 SP:Iteration 6Q (58.085658 sec): 3 clusters Score: Raw -95894.781676 + Penalty 897.481356 = -94997.300320 nChanged 2 SP:Iteration 7Q (58.088631 sec): 3 clusters Score: Raw -95898.736638 + Penalty 901.983823 = -94996.752815 nChanged 2 SP:Iteration 8F (58.092321 sec): 3 clusters Score: Raw -95899.614299 + Penalty 901.983823 = -94997.630476 nChanged 0 Memory request: 0.03 GB would take us to total of 0.28 GB. Trying to split cluster 4 (5573 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.117682 sec): 2 clusters Score: Raw -243988.914780 + Penalty 89.603491 = -243899.311289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.127894 sec): 3 clusters Score: Raw -240308.167193 + Penalty 178.917864 = -240129.249329 nChanged 2658 SP:Iteration 1F (58.137808 sec): 3 clusters Score: Raw -242567.539202 + Penalty 176.435083 = -242391.104119 nChanged 252 SP:Iteration 2Q (58.147741 sec): 3 clusters Score: Raw -243081.730688 + Penalty 176.555737 = -242905.174950 nChanged 133 SP:Iteration 3Q (58.157105 sec): 3 clusters Score: Raw -243117.311994 + Penalty 176.649923 = -242940.662071 nChanged 74 SP:Iteration 4Q (58.166472 sec): 3 clusters Score: Raw -243135.283891 + Penalty 176.963715 = -242958.320176 nChanged 73 SP:Iteration 5Q (58.175706 sec): 3 clusters Score: Raw -243155.379656 + Penalty 177.629625 = -242977.750031 nChanged 76 SP:Iteration 6Q (58.184932 sec): 3 clusters Score: Raw -243174.103289 + Penalty 178.331563 = -242995.771726 nChanged 65 SP:Iteration 7Q (58.194220 sec): 3 clusters Score: Raw -243190.842928 + Penalty 178.900682 = -243011.942245 nChanged 63 SP:Iteration 8Q (58.203321 sec): 3 clusters Score: Raw -243203.789398 + Penalty 179.425055 = -243024.364342 nChanged 50 SP:Iteration 9Q (58.212535 sec): 3 clusters Score: Raw -243214.732505 + Penalty 180.016126 = -243034.716379 nChanged 63 SP:Iteration 10F (58.222648 sec): 3 clusters Score: Raw -243230.722302 + Penalty 180.543534 = -243050.178768 nChanged 66 SP:Iteration 11Q (58.231757 sec): 3 clusters Score: Raw -243246.288533 + Penalty 180.653367 = -243065.635166 nChanged 58 SP:Iteration 12Q (58.241406 sec): 3 clusters Score: Raw -243261.718252 + Penalty 181.312835 = -243080.405416 nChanged 57 SP:Iteration 13Q (58.250405 sec): 3 clusters Score: Raw -243277.399248 + Penalty 182.116757 = -243095.282491 nChanged 74 SP:Iteration 14Q (58.259484 sec): 3 clusters Score: Raw -243302.589660 + Penalty 183.026068 = -243119.563591 nChanged 73 SP:Iteration 15Q (58.268623 sec): 3 clusters Score: Raw -243326.667037 + Penalty 183.664963 = -243143.002074 nChanged 71 SP:Iteration 16Q (58.277536 sec): 3 clusters Score: Raw -243351.168282 + Penalty 184.571817 = -243166.596465 nChanged 77 SP:Iteration 17Q (58.286329 sec): 3 clusters Score: Raw -243382.255483 + Penalty 186.178446 = -243196.077037 nChanged 84 SP:Iteration 18Q (58.295054 sec): 3 clusters Score: Raw -243419.015073 + Penalty 188.413725 = -243230.601348 nChanged 82 SP:Iteration 19Q (58.303710 sec): 3 clusters Score: Raw -243455.865598 + Penalty 190.562273 = -243265.303324 nChanged 89 SP:Iteration 20F (58.313584 sec): 3 clusters Score: Raw -243504.366056 + Penalty 192.789478 = -243311.576578 nChanged 91 SP:Iteration 21Q (58.322168 sec): 3 clusters Score: Raw -243563.675205 + Penalty 195.668219 = -243368.006986 nChanged 94 SP:Iteration 22Q (58.330638 sec): 3 clusters Score: Raw -243627.715115 + Penalty 197.486721 = -243430.228394 nChanged 88 SP:Iteration 23Q (58.339205 sec): 3 clusters Score: Raw -243689.792228 + Penalty 198.476047 = -243491.316181 nChanged 66 SP:Iteration 24Q (58.347414 sec): 3 clusters Score: Raw -243731.693911 + Penalty 201.740424 = -243529.953487 nChanged 56 SP:Iteration 25Q (58.355526 sec): 3 clusters Score: Raw -243766.753047 + Penalty 202.890133 = -243563.862914 nChanged 47 SP:Iteration 26Q (58.363727 sec): 3 clusters Score: Raw -243794.080304 + Penalty 203.168015 = -243590.912290 nChanged 45 SP:Iteration 27Q (58.371940 sec): 3 clusters Score: Raw -243817.954535 + Penalty 203.820585 = -243614.133950 nChanged 36 SP:Iteration 28Q (58.379971 sec): 3 clusters Score: Raw -243835.682456 + Penalty 206.643296 = -243629.039160 nChanged 35 SP:Iteration 29Q (58.388035 sec): 3 clusters Score: Raw -243852.922056 + Penalty 206.263794 = -243646.658262 nChanged 31 SP:Iteration 30F (58.397904 sec): 3 clusters Score: Raw -243866.037124 + Penalty 209.990828 = -243656.046296 nChanged 24 SP:Iteration 31Q (58.405764 sec): 3 clusters Score: Raw -243874.945915 + Penalty 210.949021 = -243663.996894 nChanged 30 SP:Iteration 32Q (58.413798 sec): 3 clusters Score: Raw -243887.606841 + Penalty 213.644137 = -243673.962703 nChanged 29 SP:Iteration 33Q (58.421717 sec): 3 clusters Score: Raw -243898.507600 + Penalty 216.792758 = -243681.714842 nChanged 28 SP:Iteration 34Q (58.429594 sec): 3 clusters Score: Raw -243909.033647 + Penalty 216.078060 = -243692.955587 nChanged 25 SP:Iteration 35Q (58.437400 sec): 3 clusters Score: Raw -243919.247473 + Penalty 220.714167 = -243698.533306 nChanged 21 SP:Iteration 36Q (58.445235 sec): 3 clusters Score: Raw -243926.789423 + Penalty 220.639919 = -243706.149504 nChanged 20 SP:Iteration 37Q (58.453060 sec): 3 clusters Score: Raw -243933.905333 + Penalty 221.711631 = -243712.193702 nChanged 18 SP:Iteration 38Q (58.460893 sec): 3 clusters Score: Raw -243940.655801 + Penalty 235.126784 = -243705.529017 nChanged 20 SP:Iteration 39F (58.470788 sec): 3 clusters Score: Raw -243950.915190 + Penalty 244.615124 = -243706.300066 nChanged 26 SP:Iteration 40F (58.480733 sec): 3 clusters Score: Raw -243974.573544 + Penalty 89.603491 = -243884.970053 nChanged 13 SP:Iteration 41Q (58.488296 sec): 2 clusters Score: Raw -243988.914780 + Penalty 89.603491 = -243899.311289 nChanged 0 SP:Iteration 42F (58.495950 sec): 2 clusters Score: Raw -243988.914780 + Penalty 89.603491 = -243899.311289 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 5 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.500513 sec): 2 clusters Score: Raw -2117.721638 + Penalty 441.813250 = -1675.908388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.500824 sec): 3 clusters Score: Raw -2148.102468 + Penalty 881.898857 = -1266.203610 nChanged 1 SP:Iteration 1Q (58.501122 sec): 3 clusters Score: Raw -2156.910899 + Penalty 881.898857 = -1275.012042 nChanged 0 SP:Iteration 2F (58.501401 sec): 3 clusters Score: Raw -2156.910899 + Penalty 881.898857 = -1275.012042 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 6 (599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.504666 sec): 2 clusters Score: Raw -30512.442358 + Penalty 748.014791 = -29764.427568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.505934 sec): 3 clusters Score: Raw -30290.610438 + Penalty 1497.272964 = -28793.337474 nChanged 165 SP:Iteration 1F (58.507188 sec): 3 clusters Score: Raw -30430.195659 + Penalty 1497.625369 = -28932.570290 nChanged 37 SP:Iteration 2F (58.508476 sec): 3 clusters Score: Raw -30460.084484 + Penalty 1497.140213 = -28962.944272 nChanged 12 SP:Iteration 3Q (58.509726 sec): 3 clusters Score: Raw -30469.460476 + Penalty 1496.773768 = -28972.686708 nChanged 9 SP:Iteration 4Q (58.511032 sec): 3 clusters Score: Raw -30475.907824 + Penalty 1496.843871 = -28979.063952 nChanged 6 SP:Iteration 5Q (58.512386 sec): 3 clusters Score: Raw -30482.271089 + Penalty 1496.916580 = -28985.354509 nChanged 7 SP:Iteration 6Q (58.513984 sec): 3 clusters Score: Raw -30485.388785 + Penalty 1496.944650 = -28988.444135 nChanged 4 SP:Iteration 7Q (58.515366 sec): 3 clusters Score: Raw -30489.511347 + Penalty 1497.035061 = -28992.476286 nChanged 5 SP:Iteration 8Q (58.516717 sec): 3 clusters Score: Raw -30491.778195 + Penalty 1497.292377 = -28994.485819 nChanged 1 SP:Iteration 9Q (58.518062 sec): 3 clusters Score: Raw -30491.985654 + Penalty 1497.292377 = -28994.693278 nChanged 0 SP:Iteration 10F (58.519389 sec): 3 clusters Score: Raw -30491.985654 + Penalty 1497.292377 = -28994.693278 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 7 (964 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.525023 sec): 2 clusters Score: Raw -43943.243752 + Penalty 428.972047 = -43514.271704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.527035 sec): 3 clusters Score: Raw -43383.613825 + Penalty 854.620949 = -42528.992876 nChanged 364 SP:Iteration 1F (58.528905 sec): 3 clusters Score: Raw -43579.871435 + Penalty 848.893700 = -42730.977735 nChanged 125 SP:Iteration 2F (58.530768 sec): 3 clusters Score: Raw -43654.857173 + Penalty 846.904540 = -42807.952632 nChanged 62 SP:Iteration 3F (58.532630 sec): 3 clusters Score: Raw -43697.581357 + Penalty 846.528244 = -42851.053114 nChanged 57 SP:Iteration 4F (58.534501 sec): 3 clusters Score: Raw -43737.846148 + Penalty 846.523975 = -42891.322173 nChanged 45 SP:Iteration 5Q (58.536316 sec): 3 clusters Score: Raw -43761.038198 + Penalty 842.978382 = -42918.059816 nChanged 28 SP:Iteration 6Q (58.538126 sec): 3 clusters Score: Raw -43791.398009 + Penalty 841.685292 = -42949.712717 nChanged 29 SP:Iteration 7Q (58.539939 sec): 3 clusters Score: Raw -43808.647502 + Penalty 838.766946 = -42969.880556 nChanged 23 SP:Iteration 8Q (58.541820 sec): 3 clusters Score: Raw -43823.407338 + Penalty 837.634198 = -42985.773139 nChanged 20 SP:Iteration 9Q (58.543627 sec): 3 clusters Score: Raw -43831.288604 + Penalty 835.379984 = -42995.908620 nChanged 13 SP:Iteration 10F (58.545521 sec): 3 clusters Score: Raw -43836.922683 + Penalty 833.137381 = -43003.785302 nChanged 13 SP:Iteration 11Q (58.547317 sec): 3 clusters Score: Raw -43842.930150 + Penalty 829.434493 = -43013.495657 nChanged 23 SP:Iteration 12Q (58.549075 sec): 3 clusters Score: Raw -43853.927850 + Penalty 826.817153 = -43027.110697 nChanged 16 SP:Iteration 13Q (58.550861 sec): 3 clusters Score: Raw -43858.913183 + Penalty 824.207576 = -43034.705607 nChanged 13 SP:Iteration 14Q (58.552636 sec): 3 clusters Score: Raw -43863.021833 + Penalty 824.039284 = -43038.982549 nChanged 6 SP:Iteration 15Q (58.554361 sec): 3 clusters Score: Raw -43864.583522 + Penalty 823.897765 = -43040.685757 nChanged 6 SP:Iteration 16Q (58.556258 sec): 3 clusters Score: Raw -43867.626539 + Penalty 823.984332 = -43043.642207 nChanged 10 SP:Iteration 17Q (58.558380 sec): 3 clusters Score: Raw -43876.813641 + Penalty 823.080979 = -43053.732662 nChanged 12 SP:Iteration 18Q (58.560344 sec): 3 clusters Score: Raw -43884.956734 + Penalty 820.987641 = -43063.969094 nChanged 11 SP:Iteration 19Q (58.562159 sec): 3 clusters Score: Raw -43888.076057 + Penalty 821.899020 = -43066.177037 nChanged 6 SP:Iteration 20F (58.564026 sec): 3 clusters Score: Raw -43890.248945 + Penalty 823.092662 = -43067.156283 nChanged 4 SP:Iteration 21Q (58.565739 sec): 3 clusters Score: Raw -43891.029496 + Penalty 822.256947 = -43068.772549 nChanged 4 SP:Iteration 22Q (58.567451 sec): 3 clusters Score: Raw -43891.938888 + Penalty 821.467625 = -43070.471263 nChanged 3 SP:Iteration 23Q (58.569159 sec): 3 clusters Score: Raw -43892.615719 + Penalty 820.823661 = -43071.792059 nChanged 5 SP:Iteration 24Q (58.570888 sec): 3 clusters Score: Raw -43893.953685 + Penalty 821.064462 = -43072.889223 nChanged 4 SP:Iteration 25Q (58.572727 sec): 3 clusters Score: Raw -43895.318619 + Penalty 820.876518 = -43074.442101 nChanged 4 SP:Iteration 26Q (58.574603 sec): 3 clusters Score: Raw -43897.489738 + Penalty 820.613093 = -43076.876644 nChanged 2 SP:Iteration 27Q (58.576456 sec): 3 clusters Score: Raw -43897.960202 + Penalty 820.758141 = -43077.202061 nChanged 3 SP:Iteration 28Q (58.578156 sec): 3 clusters Score: Raw -43899.346602 + Penalty 820.846181 = -43078.500421 nChanged 2 SP:Iteration 29Q (58.579855 sec): 3 clusters Score: Raw -43900.096036 + Penalty 822.099867 = -43077.996169 nChanged 4 SP:Iteration 30F (58.582045 sec): 3 clusters Score: Raw -43901.431058 + Penalty 823.223027 = -43078.208031 nChanged 4 SP:Iteration 31Q (58.583770 sec): 3 clusters Score: Raw -43902.382596 + Penalty 823.728664 = -43078.653932 nChanged 6 SP:Iteration 32Q (58.585463 sec): 3 clusters Score: Raw -43904.150480 + Penalty 821.238019 = -43082.912460 nChanged 8 SP:Iteration 33Q (58.587157 sec): 3 clusters Score: Raw -43906.476253 + Penalty 822.007717 = -43084.468536 nChanged 7 SP:Iteration 34Q (58.588843 sec): 3 clusters Score: Raw -43908.614623 + Penalty 822.993435 = -43085.621187 nChanged 4 SP:Iteration 35Q (58.590595 sec): 3 clusters Score: Raw -43910.345389 + Penalty 823.122495 = -43087.222894 nChanged 7 SP:Iteration 36Q (58.592310 sec): 3 clusters Score: Raw -43913.110590 + Penalty 825.560194 = -43087.550396 nChanged 3 SP:Iteration 37Q (58.594071 sec): 3 clusters Score: Raw -43914.053200 + Penalty 826.052874 = -43088.000326 nChanged 4 SP:Iteration 38Q (58.595861 sec): 3 clusters Score: Raw -43914.720461 + Penalty 826.575412 = -43088.145049 nChanged 2 SP:Iteration 39Q (58.597843 sec): 3 clusters Score: Raw -43915.157940 + Penalty 827.666553 = -43087.491388 nChanged 4 SP:Iteration 40F (58.599763 sec): 3 clusters Score: Raw -43916.311149 + Penalty 827.960620 = -43088.350529 nChanged 3 SP:Iteration 41Q (58.601420 sec): 3 clusters Score: Raw -43917.254648 + Penalty 825.467572 = -43091.787076 nChanged 3 SP:Iteration 42Q (58.603075 sec): 3 clusters Score: Raw -43918.296364 + Penalty 825.378686 = -43092.917677 nChanged 4 SP:Iteration 43Q (58.604762 sec): 3 clusters Score: Raw -43919.351775 + Penalty 827.237791 = -43092.113984 nChanged 6 SP:Iteration 44F (58.606660 sec): 3 clusters Score: Raw -43920.463062 + Penalty 828.382699 = -43092.080363 nChanged 3 SP:Iteration 45F (58.608528 sec): 3 clusters Score: Raw -43920.871118 + Penalty 828.872200 = -43091.998918 nChanged 1 SP:Iteration 46F (58.610387 sec): 3 clusters Score: Raw -43921.172803 + Penalty 829.476023 = -43091.696780 nChanged 2 SP:Iteration 47F (58.612249 sec): 3 clusters Score: Raw -43921.461987 + Penalty 829.661833 = -43091.800153 nChanged 1 SP:Iteration 48Q (58.613883 sec): 3 clusters Score: Raw -43921.623564 + Penalty 829.947240 = -43091.676323 nChanged 1 SP:Iteration 49F (58.615818 sec): 3 clusters Score: Raw -43921.814021 + Penalty 829.022381 = -43092.791640 nChanged 2 SP:Iteration 50F (58.617690 sec): 3 clusters Score: Raw -43922.354271 + Penalty 828.521549 = -43093.832722 nChanged 3 SP:Iteration 51Q (58.619321 sec): 3 clusters Score: Raw -43923.708592 + Penalty 829.332654 = -43094.375938 nChanged 1 SP:Iteration 52Q (58.620953 sec): 3 clusters Score: Raw -43923.843341 + Penalty 829.991890 = -43093.851451 nChanged 1 SP:Iteration 53F (58.622912 sec): 3 clusters Score: Raw -43923.894613 + Penalty 829.991890 = -43093.902724 nChanged 0 Memory request: 0.03 GB would take us to total of 0.29 GB. Trying to split cluster 8 (6886 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.654700 sec): 2 clusters Score: Raw -293180.868986 + Penalty 300.786786 = -292880.082200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.667620 sec): 3 clusters Score: Raw -288574.784316 + Penalty 573.651200 = -288001.133116 nChanged 3159 SP:Iteration 1F (58.680348 sec): 3 clusters Score: Raw -290631.460763 + Penalty 552.948988 = -290078.511775 nChanged 1402 SP:Iteration 2F (58.693264 sec): 3 clusters Score: Raw -292043.008894 + Penalty 586.489978 = -291456.518915 nChanged 675 SP:Iteration 3F (58.705444 sec): 3 clusters Score: Raw -292789.823605 + Penalty 653.466861 = -292136.356744 nChanged 264 SP:Iteration 4Q (58.717191 sec): 3 clusters Score: Raw -293096.526432 + Penalty 764.414240 = -292332.112192 nChanged 74 SP:Iteration 5Q (58.727773 sec): 3 clusters Score: Raw -293186.048211 + Penalty 884.318865 = -292301.729346 nChanged 13 SP:Iteration 6F (58.740077 sec): 3 clusters Score: Raw -293207.272022 + Penalty 941.862815 = -292265.409207 nChanged 2 SP:Iteration 7F (58.752429 sec): 3 clusters Score: Raw -293212.576951 + Penalty 978.565500 = -292234.011451 nChanged 1 SP:Iteration 8F (58.764834 sec): 3 clusters Score: Raw -293218.497953 + Penalty 971.715890 = -292246.782063 nChanged 1 SP:Iteration 9Q (58.774406 sec): 3 clusters Score: Raw -293223.134693 + Penalty 971.715890 = -292251.418803 nChanged 0 SP:Iteration 10F (58.786877 sec): 3 clusters Score: Raw -293223.134693 + Penalty 971.715890 = -292251.418803 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 9 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.792671 sec): 2 clusters Score: Raw -1424.445548 + Penalty 357.161079 = -1067.284469 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.792957 sec): 3 clusters Score: Raw -1435.102553 + Penalty 716.947175 = -718.155378 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 10 (354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.794464 sec): 2 clusters Score: Raw -17033.961878 + Penalty 565.473763 = -16468.488115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.795330 sec): 3 clusters Score: Raw -16888.830910 + Penalty 1137.741287 = -15751.089623 nChanged 78 SP:Iteration 1F (58.796183 sec): 3 clusters Score: Raw -16950.955427 + Penalty 1143.861965 = -15807.093463 nChanged 28 SP:Iteration 2F (58.797023 sec): 3 clusters Score: Raw -16974.187706 + Penalty 1145.645712 = -15828.541995 nChanged 12 SP:Iteration 3Q (58.797840 sec): 3 clusters Score: Raw -16987.869356 + Penalty 1145.750851 = -15842.118505 nChanged 9 SP:Iteration 4Q (58.798657 sec): 3 clusters Score: Raw -16996.597578 + Penalty 1147.144013 = -15849.453565 nChanged 7 SP:Iteration 5Q (58.799492 sec): 3 clusters Score: Raw -17005.210980 + Penalty 1148.671679 = -15856.539301 nChanged 6 SP:Iteration 6Q (58.800309 sec): 3 clusters Score: Raw -17013.675833 + Penalty 1151.412271 = -15862.263563 nChanged 6 SP:Iteration 7Q (58.801124 sec): 3 clusters Score: Raw -17021.341879 + Penalty 1153.567215 = -15867.774664 nChanged 6 SP:Iteration 8Q (58.801942 sec): 3 clusters Score: Raw -17026.760600 + Penalty 1156.104800 = -15870.655800 nChanged 4 SP:Iteration 9Q (58.802753 sec): 3 clusters Score: Raw -17031.108660 + Penalty 1158.714561 = -15872.394100 nChanged 3 SP:Iteration 10F (58.803572 sec): 3 clusters Score: Raw -17034.709978 + Penalty 1162.287906 = -15872.422072 nChanged 5 SP:Iteration 11Q (58.804384 sec): 3 clusters Score: Raw -17041.419084 + Penalty 1165.677463 = -15875.741621 nChanged 3 SP:Iteration 12Q (58.805195 sec): 3 clusters Score: Raw -17046.624353 + Penalty 1167.917719 = -15878.706634 nChanged 4 SP:Iteration 13Q (58.806035 sec): 3 clusters Score: Raw -17051.322381 + Penalty 1170.160757 = -15881.161625 nChanged 1 SP:Iteration 14Q (58.806838 sec): 3 clusters Score: Raw -17052.019749 + Penalty 1170.160757 = -15881.858992 nChanged 0 SP:Iteration 15F (58.807658 sec): 3 clusters Score: Raw -17052.019749 + Penalty 1170.160757 = -15881.858992 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 11 (901 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.810670 sec): 2 clusters Score: Raw -46554.262162 + Penalty 1001.814239 = -45552.447924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.812483 sec): 3 clusters Score: Raw -46239.141360 + Penalty 2003.351299 = -44235.790062 nChanged 253 SP:Iteration 1F (58.814216 sec): 3 clusters Score: Raw -46420.746467 + Penalty 2005.249426 = -44415.497041 nChanged 54 SP:Iteration 2F (58.815951 sec): 3 clusters Score: Raw -46463.765375 + Penalty 2005.597093 = -44458.168282 nChanged 33 SP:Iteration 3Q (58.817675 sec): 3 clusters Score: Raw -46491.822839 + Penalty 2005.949782 = -44485.873057 nChanged 30 SP:Iteration 4Q (58.819394 sec): 3 clusters Score: Raw -46517.726252 + Penalty 2008.996329 = -44508.729923 nChanged 25 SP:Iteration 5Q (58.821109 sec): 3 clusters Score: Raw -46542.282758 + Penalty 2010.317781 = -44531.964977 nChanged 18 SP:Iteration 6Q (58.822859 sec): 3 clusters Score: Raw -46560.289963 + Penalty 2012.819529 = -44547.470434 nChanged 11 SP:Iteration 7Q (58.824618 sec): 3 clusters Score: Raw -46571.985428 + Penalty 2015.052546 = -44556.932882 nChanged 11 SP:Iteration 8Q (58.826372 sec): 3 clusters Score: Raw -46582.275813 + Penalty 2016.632406 = -44565.643407 nChanged 8 SP:Iteration 9Q (58.828087 sec): 3 clusters Score: Raw -46590.348067 + Penalty 2018.283172 = -44572.064895 nChanged 5 SP:Iteration 10F (58.829817 sec): 3 clusters Score: Raw -46593.695776 + Penalty 2018.399292 = -44575.296484 nChanged 3 SP:Iteration 11Q (58.831498 sec): 3 clusters Score: Raw -46595.202071 + Penalty 2018.775211 = -44576.426860 nChanged 3 SP:Iteration 12Q (58.834432 sec): 3 clusters Score: Raw -46597.556179 + Penalty 2018.862276 = -44578.693904 nChanged 3 SP:Iteration 13Q (58.837020 sec): 3 clusters Score: Raw -46599.501936 + Penalty 2018.823852 = -44580.678084 nChanged 3 SP:Iteration 14Q (58.839117 sec): 3 clusters Score: Raw -46601.796150 + Penalty 2018.823852 = -44582.972298 nChanged 0 SP:Iteration 15F (58.840846 sec): 3 clusters Score: Raw -46601.796150 + Penalty 2018.823852 = -44582.972298 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 12 (476 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.842698 sec): 2 clusters Score: Raw -21039.294046 + Penalty 314.846595 = -20724.447451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.843744 sec): 3 clusters Score: Raw -20781.069903 + Penalty 636.536456 = -20144.533448 nChanged 162 SP:Iteration 1F (58.844770 sec): 3 clusters Score: Raw -20894.129069 + Penalty 644.826375 = -20249.302694 nChanged 41 SP:Iteration 2F (58.845793 sec): 3 clusters Score: Raw -20923.459497 + Penalty 648.788186 = -20274.671311 nChanged 29 SP:Iteration 3F (58.846814 sec): 3 clusters Score: Raw -20944.261781 + Penalty 649.675177 = -20294.586604 nChanged 16 SP:Iteration 4Q (58.847831 sec): 3 clusters Score: Raw -20952.663642 + Penalty 650.876642 = -20301.787001 nChanged 10 SP:Iteration 5Q (58.848846 sec): 3 clusters Score: Raw -20961.827100 + Penalty 651.683423 = -20310.143677 nChanged 19 SP:Iteration 6Q (58.849859 sec): 3 clusters Score: Raw -20978.461352 + Penalty 652.000109 = -20326.461243 nChanged 19 SP:Iteration 7Q (58.850869 sec): 3 clusters Score: Raw -20992.213134 + Penalty 652.007084 = -20340.206050 nChanged 12 SP:Iteration 8Q (58.851876 sec): 3 clusters Score: Raw -21003.778361 + Penalty 653.235366 = -20350.542995 nChanged 9 SP:Iteration 9Q (58.852876 sec): 3 clusters Score: Raw -21014.909705 + Penalty 651.879070 = -20363.030635 nChanged 9 SP:Iteration 10F (58.853929 sec): 3 clusters Score: Raw -21021.994047 + Penalty 649.168802 = -20372.825245 nChanged 7 SP:Iteration 11Q (58.854902 sec): 3 clusters Score: Raw -21025.507455 + Penalty 648.988047 = -20376.519408 nChanged 2 SP:Iteration 12Q (58.855866 sec): 3 clusters Score: Raw -21026.113689 + Penalty 648.988047 = -20377.125641 nChanged 0 SP:Iteration 13F (58.856914 sec): 3 clusters Score: Raw -21026.113689 + Penalty 648.988047 = -20377.125641 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 14 (879 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.859824 sec): 2 clusters Score: Raw -36169.072082 + Penalty 282.841743 = -35886.230339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.861569 sec): 3 clusters Score: Raw -35696.202796 + Penalty 609.876171 = -35086.326625 nChanged 360 SP:Iteration 1F (58.863268 sec): 3 clusters Score: Raw -36079.279369 + Penalty 647.430737 = -35431.848632 nChanged 110 SP:Iteration 2F (58.864967 sec): 3 clusters Score: Raw -36184.226002 + Penalty 673.298842 = -35510.927161 nChanged 51 SP:Iteration 3F (58.866713 sec): 3 clusters Score: Raw -36238.623113 + Penalty 704.540826 = -35534.082287 nChanged 39 SP:Iteration 4Q (58.868423 sec): 3 clusters Score: Raw -36273.331746 + Penalty 723.466715 = -35549.865031 nChanged 22 SP:Iteration 5Q (58.870089 sec): 3 clusters Score: Raw -36290.443462 + Penalty 736.642775 = -35553.800687 nChanged 9 SP:Iteration 6Q (58.871772 sec): 3 clusters Score: Raw -36295.141013 + Penalty 747.399769 = -35547.741244 nChanged 6 SP:Iteration 7F (58.873513 sec): 3 clusters Score: Raw -36300.553865 + Penalty 757.144234 = -35543.409631 nChanged 5 SP:Iteration 8F (58.875252 sec): 3 clusters Score: Raw -36311.120718 + Penalty 758.395100 = -35552.725619 nChanged 3 SP:Iteration 9Q (58.876872 sec): 3 clusters Score: Raw -36315.305316 + Penalty 758.395100 = -35556.910216 nChanged 0 SP:Iteration 10F (58.878622 sec): 3 clusters Score: Raw -36315.305316 + Penalty 758.395100 = -35556.910216 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 15 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.879157 sec): 2 clusters Score: Raw -664.916986 + Penalty 200.691394 = -464.225593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.879404 sec): 3 clusters Score: Raw -682.302195 + Penalty 404.838994 = -277.463202 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 16 (574 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.881453 sec): 2 clusters Score: Raw -18902.696921 + Penalty 952.627044 = -17950.069877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.882732 sec): 3 clusters Score: Raw -18838.523652 + Penalty 1905.242714 = -16933.280937 nChanged 150 SP:Iteration 1F (58.883985 sec): 3 clusters Score: Raw -19122.739329 + Penalty 1905.652737 = -17217.086592 nChanged 54 SP:Iteration 2F (58.885220 sec): 3 clusters Score: Raw -19243.572991 + Penalty 1905.755970 = -17337.817021 nChanged 25 SP:Iteration 3Q (58.886353 sec): 3 clusters Score: Raw -19282.542044 + Penalty 1906.149216 = -17376.392827 nChanged 9 SP:Iteration 4Q (58.887494 sec): 3 clusters Score: Raw -19295.125941 + Penalty 1906.297367 = -17388.828574 nChanged 6 SP:Iteration 5Q (58.888614 sec): 3 clusters Score: Raw -19301.553313 + Penalty 1905.961266 = -17395.592047 nChanged 5 SP:Iteration 6Q (58.889745 sec): 3 clusters Score: Raw -19311.135293 + Penalty 1905.597313 = -17405.537980 nChanged 9 SP:Iteration 7Q (58.890869 sec): 3 clusters Score: Raw -19332.249013 + Penalty 1905.312213 = -17426.936800 nChanged 7 SP:Iteration 8Q (58.891994 sec): 3 clusters Score: Raw -19356.174447 + Penalty 1905.098168 = -17451.076279 nChanged 9 SP:Iteration 9Q (58.893115 sec): 3 clusters Score: Raw -19387.403211 + Penalty 1905.068781 = -17482.334431 nChanged 10 SP:Iteration 10F (58.894306 sec): 3 clusters Score: Raw -19409.615985 + Penalty 1905.253759 = -17504.362226 nChanged 9 SP:Iteration 11Q (58.895437 sec): 3 clusters Score: Raw -19420.389827 + Penalty 1905.568805 = -17514.821022 nChanged 5 SP:Iteration 12Q (58.896530 sec): 3 clusters Score: Raw -19428.480910 + Penalty 1905.520583 = -17522.960328 nChanged 2 SP:Iteration 13Q (58.897620 sec): 3 clusters Score: Raw -19430.561052 + Penalty 1905.601978 = -17524.959074 nChanged 1 SP:Iteration 14Q (58.898707 sec): 3 clusters Score: Raw -19431.438577 + Penalty 1905.647005 = -17525.791573 nChanged 2 SP:Iteration 15Q (58.899795 sec): 3 clusters Score: Raw -19434.018033 + Penalty 1905.619656 = -17528.398377 nChanged 2 SP:Iteration 16Q (58.900883 sec): 3 clusters Score: Raw -19435.916508 + Penalty 1905.649006 = -17530.267502 nChanged 1 SP:Iteration 17Q (58.901970 sec): 3 clusters Score: Raw -19439.068997 + Penalty 1905.444028 = -17533.624969 nChanged 1 SP:Iteration 18Q (58.903055 sec): 3 clusters Score: Raw -19440.445796 + Penalty 1905.444028 = -17535.001767 nChanged 0 SP:Iteration 19F (58.904246 sec): 3 clusters Score: Raw -19440.445796 + Penalty 1905.444028 = -17535.001767 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 17 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.905323 sec): 2 clusters Score: Raw -8753.510313 + Penalty 691.250473 = -8062.259840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.905875 sec): 3 clusters Score: Raw -8767.509183 + Penalty 1383.586063 = -7383.923120 nChanged 25 SP:Iteration 1F (58.906430 sec): 3 clusters Score: Raw -8813.801057 + Penalty 1384.670909 = -7429.130148 nChanged 7 SP:Iteration 2Q (58.906976 sec): 3 clusters Score: Raw -8830.362972 + Penalty 1385.302577 = -7445.060395 nChanged 2 SP:Iteration 3Q (58.907528 sec): 3 clusters Score: Raw -8834.378375 + Penalty 1386.301778 = -7448.076597 nChanged 3 SP:Iteration 4Q (58.908065 sec): 3 clusters Score: Raw -8841.536292 + Penalty 1386.431636 = -7455.104656 nChanged 2 SP:Iteration 5Q (58.908601 sec): 3 clusters Score: Raw -8843.542789 + Penalty 1386.431636 = -7457.111154 nChanged 0 SP:Iteration 6F (58.909164 sec): 3 clusters Score: Raw -8843.542789 + Penalty 1386.431636 = -7457.111154 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 18 (282 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.910395 sec): 2 clusters Score: Raw -14547.943731 + Penalty 735.122899 = -13812.820832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.911105 sec): 3 clusters Score: Raw -14497.223073 + Penalty 1469.730741 = -13027.492332 nChanged 48 SP:Iteration 1F (58.911798 sec): 3 clusters Score: Raw -14569.128318 + Penalty 1470.416528 = -13098.711790 nChanged 12 SP:Iteration 2Q (58.912479 sec): 3 clusters Score: Raw -14595.818557 + Penalty 1470.589853 = -13125.228704 nChanged 5 SP:Iteration 3Q (58.913154 sec): 3 clusters Score: Raw -14601.742446 + Penalty 1470.754283 = -13130.988162 nChanged 1 SP:Iteration 4Q (58.913828 sec): 3 clusters Score: Raw -14602.427285 + Penalty 1470.754283 = -13131.673001 nChanged 0 SP:Iteration 5F (58.914515 sec): 3 clusters Score: Raw -14602.427285 + Penalty 1470.754283 = -13131.673001 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 19 (603 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.916712 sec): 2 clusters Score: Raw -30206.337079 + Penalty 463.804239 = -29742.532840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.917978 sec): 3 clusters Score: Raw -29900.183116 + Penalty 928.049181 = -28972.133935 nChanged 200 SP:Iteration 1F (58.919220 sec): 3 clusters Score: Raw -30024.314189 + Penalty 932.388526 = -29091.925662 nChanged 55 SP:Iteration 2F (58.920460 sec): 3 clusters Score: Raw -30058.401449 + Penalty 935.619466 = -29122.781984 nChanged 32 SP:Iteration 3F (58.921705 sec): 3 clusters Score: Raw -30087.122345 + Penalty 938.527388 = -29148.594957 nChanged 30 SP:Iteration 4Q (58.922974 sec): 3 clusters Score: Raw -30111.979300 + Penalty 942.639864 = -29169.339436 nChanged 26 SP:Iteration 5Q (58.924306 sec): 3 clusters Score: Raw -30141.551023 + Penalty 945.563787 = -29195.987235 nChanged 25 SP:Iteration 6Q (58.925571 sec): 3 clusters Score: Raw -30172.117527 + Penalty 948.598136 = -29223.519390 nChanged 24 SP:Iteration 7Q (58.926821 sec): 3 clusters Score: Raw -30186.885262 + Penalty 950.419858 = -29236.465404 nChanged 12 SP:Iteration 8Q (58.928055 sec): 3 clusters Score: Raw -30192.271447 + Penalty 951.976543 = -29240.294904 nChanged 6 SP:Iteration 9Q (58.929253 sec): 3 clusters Score: Raw -30195.194397 + Penalty 951.797305 = -29243.397092 nChanged 6 SP:Iteration 10F (58.930492 sec): 3 clusters Score: Raw -30198.174107 + Penalty 952.867249 = -29245.306859 nChanged 4 SP:Iteration 11Q (58.931687 sec): 3 clusters Score: Raw -30199.781516 + Penalty 953.886062 = -29245.895454 nChanged 4 SP:Iteration 12Q (58.932879 sec): 3 clusters Score: Raw -30201.343294 + Penalty 954.660108 = -29246.683186 nChanged 3 SP:Iteration 13Q (58.934065 sec): 3 clusters Score: Raw -30203.570214 + Penalty 954.926096 = -29248.644117 nChanged 2 SP:Iteration 14Q (58.935246 sec): 3 clusters Score: Raw -30204.061876 + Penalty 954.902453 = -29249.159422 nChanged 1 SP:Iteration 15Q (58.936426 sec): 3 clusters Score: Raw -30204.550664 + Penalty 954.677050 = -29249.873615 nChanged 1 SP:Iteration 16Q (58.937608 sec): 3 clusters Score: Raw -30204.912814 + Penalty 954.057303 = -29250.855511 nChanged 1 SP:Iteration 17Q (58.938786 sec): 3 clusters Score: Raw -30205.102376 + Penalty 954.954487 = -29250.147890 nChanged 1 SP:Iteration 18F (58.940030 sec): 3 clusters Score: Raw -30205.209279 + Penalty 954.954487 = -29250.254793 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 20 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.940675 sec): 2 clusters Score: Raw -2839.057274 + Penalty 481.639796 = -2357.417478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.940994 sec): 3 clusters Score: Raw -2925.444442 + Penalty 963.279592 = -1962.164850 nChanged 3 SP:Iteration 1Q (58.941296 sec): 3 clusters Score: Raw -2939.858286 + Penalty 963.279592 = -1976.578694 nChanged 0 SP:Iteration 2F (58.941624 sec): 3 clusters Score: Raw -2939.858286 + Penalty 963.279592 = -1976.578694 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 21 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.942158 sec): 2 clusters Score: Raw -772.971684 + Penalty 251.107649 = -521.864035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.942397 sec): 3 clusters Score: Raw -804.611889 + Penalty 502.692377 = -301.919512 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 22 (259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.943557 sec): 2 clusters Score: Raw -10996.501851 + Penalty 769.920300 = -10226.581550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.944213 sec): 3 clusters Score: Raw -10966.445328 + Penalty 1540.226191 = -9426.219137 nChanged 45 SP:Iteration 1F (58.944863 sec): 3 clusters Score: Raw -11035.967558 + Penalty 1540.759978 = -9495.207579 nChanged 10 SP:Iteration 2Q (58.945502 sec): 3 clusters Score: Raw -11065.884089 + Penalty 1541.137038 = -9524.747051 nChanged 5 SP:Iteration 3Q (58.946134 sec): 3 clusters Score: Raw -11078.440897 + Penalty 1542.085305 = -9536.355591 nChanged 5 SP:Iteration 4Q (58.946762 sec): 3 clusters Score: Raw -11088.834447 + Penalty 1541.660722 = -9547.173726 nChanged 2 SP:Iteration 5Q (58.947387 sec): 3 clusters Score: Raw -11091.700572 + Penalty 1541.660722 = -9550.039851 nChanged 0 SP:Iteration 6F (58.948036 sec): 3 clusters Score: Raw -11091.700572 + Penalty 1541.660722 = -9550.039851 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 23 (563 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.949989 sec): 2 clusters Score: Raw -22069.329297 + Penalty 947.956977 = -21121.372321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.951176 sec): 3 clusters Score: Raw -21922.810673 + Penalty 1896.253847 = -20026.556826 nChanged 141 SP:Iteration 1F (58.952349 sec): 3 clusters Score: Raw -22106.224144 + Penalty 1895.932735 = -20210.291409 nChanged 37 SP:Iteration 2F (58.953496 sec): 3 clusters Score: Raw -22149.721662 + Penalty 1895.806614 = -20253.915048 nChanged 14 SP:Iteration 3Q (58.954621 sec): 3 clusters Score: Raw -22167.602882 + Penalty 1895.790592 = -20271.812290 nChanged 7 SP:Iteration 4Q (58.955766 sec): 3 clusters Score: Raw -22176.259562 + Penalty 1895.882740 = -20280.376822 nChanged 3 SP:Iteration 5Q (58.956944 sec): 3 clusters Score: Raw -22178.093145 + Penalty 1895.937237 = -20282.155907 nChanged 3 SP:Iteration 6Q (58.958146 sec): 3 clusters Score: Raw -22181.545088 + Penalty 1895.927963 = -20285.617126 nChanged 1 SP:Iteration 7Q (58.959341 sec): 3 clusters Score: Raw -22185.010389 + Penalty 1895.938188 = -20289.072201 nChanged 3 SP:Iteration 8Q (58.960529 sec): 3 clusters Score: Raw -22188.575466 + Penalty 1895.935154 = -20292.640312 nChanged 2 SP:Iteration 9Q (58.961667 sec): 3 clusters Score: Raw -22191.040167 + Penalty 1895.926096 = -20295.114072 nChanged 1 SP:Iteration 10F (58.962831 sec): 3 clusters Score: Raw -22191.489155 + Penalty 1895.926096 = -20295.563059 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 24 (289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.964065 sec): 2 clusters Score: Raw -13079.714063 + Penalty 478.486078 = -12601.227986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.964778 sec): 3 clusters Score: Raw -12981.946455 + Penalty 955.164065 = -12026.782390 nChanged 77 SP:Iteration 1F (58.965481 sec): 3 clusters Score: Raw -13049.013693 + Penalty 954.510314 = -12094.503379 nChanged 19 SP:Iteration 2F (58.966183 sec): 3 clusters Score: Raw -13063.501801 + Penalty 954.701682 = -12108.800119 nChanged 4 SP:Iteration 3Q (58.966876 sec): 3 clusters Score: Raw -13068.816662 + Penalty 955.329752 = -12113.486910 nChanged 4 SP:Iteration 4Q (58.967568 sec): 3 clusters Score: Raw -13074.099017 + Penalty 957.128339 = -12116.970679 nChanged 6 SP:Iteration 5Q (58.968261 sec): 3 clusters Score: Raw -13080.508761 + Penalty 957.769321 = -12122.739440 nChanged 2 SP:Iteration 6Q (58.968952 sec): 3 clusters Score: Raw -13081.241681 + Penalty 957.769321 = -12123.472361 nChanged 0 SP:Iteration 7F (58.969657 sec): 3 clusters Score: Raw -13081.241681 + Penalty 957.769321 = -12123.472361 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 25 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.970600 sec): 2 clusters Score: Raw -7928.473619 + Penalty 537.123070 = -7391.350549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.971136 sec): 3 clusters Score: Raw -7930.924950 + Penalty 1069.085924 = -6861.839026 nChanged 41 SP:Iteration 1F (58.971667 sec): 3 clusters Score: Raw -8004.713051 + Penalty 1067.696228 = -6937.016823 nChanged 8 SP:Iteration 2Q (58.972174 sec): 3 clusters Score: Raw -8013.718926 + Penalty 1064.373320 = -6949.345606 nChanged 6 SP:Iteration 3Q (58.972683 sec): 3 clusters Score: Raw -8020.893725 + Penalty 1065.742055 = -6955.151669 nChanged 8 SP:Iteration 4Q (58.973201 sec): 3 clusters Score: Raw -8043.987966 + Penalty 1065.785009 = -6978.202958 nChanged 6 SP:Iteration 5Q (58.973717 sec): 3 clusters Score: Raw -8050.733032 + Penalty 1066.020337 = -6984.712695 nChanged 1 SP:Iteration 6Q (58.974236 sec): 3 clusters Score: Raw -8054.032701 + Penalty 1066.020337 = -6988.012364 nChanged 0 SP:Iteration 7F (58.974769 sec): 3 clusters Score: Raw -8054.032701 + Penalty 1066.020337 = -6988.012364 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 26 (719 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.977292 sec): 2 clusters Score: Raw -35713.724523 + Penalty 1010.184599 = -34703.539925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.978761 sec): 3 clusters Score: Raw -35500.889150 + Penalty 2019.881081 = -33481.008069 nChanged 180 SP:Iteration 1F (58.980221 sec): 3 clusters Score: Raw -35694.566916 + Penalty 2019.385129 = -33675.181787 nChanged 56 SP:Iteration 2F (58.981686 sec): 3 clusters Score: Raw -35776.207434 + Penalty 2019.064990 = -33757.142443 nChanged 33 SP:Iteration 3Q (58.983111 sec): 3 clusters Score: Raw -35820.168233 + Penalty 2018.625375 = -33801.542858 nChanged 18 SP:Iteration 4Q (58.984610 sec): 3 clusters Score: Raw -35842.872225 + Penalty 2018.010438 = -33824.861787 nChanged 18 SP:Iteration 5Q (58.986089 sec): 3 clusters Score: Raw -35868.130971 + Penalty 2017.607055 = -33850.523917 nChanged 15 SP:Iteration 6Q (58.987499 sec): 3 clusters Score: Raw -35886.906530 + Penalty 2017.588812 = -33869.317717 nChanged 17 SP:Iteration 7Q (58.988877 sec): 3 clusters Score: Raw -35911.685398 + Penalty 2017.722193 = -33893.963205 nChanged 14 SP:Iteration 8Q (58.990322 sec): 3 clusters Score: Raw -35940.914878 + Penalty 2017.975333 = -33922.939545 nChanged 20 SP:Iteration 9Q (58.991714 sec): 3 clusters Score: Raw -35990.688890 + Penalty 2018.463115 = -33972.225775 nChanged 23 SP:Iteration 10F (58.993164 sec): 3 clusters Score: Raw -36077.167688 + Penalty 2018.999319 = -34058.168369 nChanged 26 SP:Iteration 11Q (58.994494 sec): 3 clusters Score: Raw -36240.499828 + Penalty 2018.828063 = -34221.671765 nChanged 28 SP:Iteration 12Q (58.995764 sec): 3 clusters Score: Raw -36405.312725 + Penalty 2017.724442 = -34387.588283 nChanged 31 SP:Iteration 13Q (58.997045 sec): 3 clusters Score: Raw -36475.222008 + Penalty 2016.691347 = -34458.530661 nChanged 14 SP:Iteration 14Q (58.998301 sec): 3 clusters Score: Raw -36502.589942 + Penalty 2016.239891 = -34486.350051 nChanged 6 SP:Iteration 15Q (58.999524 sec): 3 clusters Score: Raw -36512.936305 + Penalty 2016.026242 = -34496.910063 nChanged 2 SP:Iteration 16Q (59.000742 sec): 3 clusters Score: Raw -36523.445554 + Penalty 2015.803927 = -34507.641626 nChanged 4 SP:Iteration 17Q (59.001965 sec): 3 clusters Score: Raw -36532.367785 + Penalty 2015.810611 = -34516.557175 nChanged 1 SP:Iteration 18Q (59.003159 sec): 3 clusters Score: Raw -36533.582792 + Penalty 2015.810611 = -34517.772181 nChanged 0 SP:Iteration 19F (59.004598 sec): 3 clusters Score: Raw -36533.582792 + Penalty 2015.810611 = -34517.772181 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 27 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.005213 sec): 2 clusters Score: Raw -1866.725868 + Penalty 436.882029 = -1429.843839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.005509 sec): 3 clusters Score: Raw -1935.949117 + Penalty 874.177585 = -1061.771532 nChanged 1 SP:Iteration 1Q (59.005785 sec): 3 clusters Score: Raw -1947.559336 + Penalty 874.177585 = -1073.381750 nChanged 0 SP:Iteration 2F (59.006069 sec): 3 clusters Score: Raw -1947.559336 + Penalty 874.177585 = -1073.381750 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 28 (224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.007143 sec): 2 clusters Score: Raw -12151.272879 + Penalty 506.945392 = -11644.327488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.007744 sec): 3 clusters Score: Raw -12062.695496 + Penalty 1010.680410 = -11052.015087 nChanged 49 SP:Iteration 1F (59.008335 sec): 3 clusters Score: Raw -12119.357913 + Penalty 1010.452045 = -11108.905868 nChanged 16 SP:Iteration 2F (59.008934 sec): 3 clusters Score: Raw -12141.945660 + Penalty 1010.420534 = -11131.525126 nChanged 5 SP:Iteration 3Q (59.009519 sec): 3 clusters Score: Raw -12148.585287 + Penalty 1010.276341 = -11138.308946 nChanged 1 SP:Iteration 4Q (59.010131 sec): 3 clusters Score: Raw -12149.661800 + Penalty 1010.276341 = -11139.385459 nChanged 0 SP:Iteration 5F (59.010721 sec): 3 clusters Score: Raw -12149.661800 + Penalty 1010.276341 = -11139.385459 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 29 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.011267 sec): 2 clusters Score: Raw -1291.501914 + Penalty 303.435247 = -988.066667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.011533 sec): 3 clusters Score: Raw -1319.955930 + Penalty 604.785044 = -715.170887 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 30 (274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.014318 sec): 2 clusters Score: Raw -12410.392965 + Penalty 715.960368 = -11694.432597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.015749 sec): 3 clusters Score: Raw -12403.101312 + Penalty 1434.705299 = -10968.396013 nChanged 50 SP:Iteration 1F (59.017151 sec): 3 clusters Score: Raw -12484.651618 + Penalty 1433.112108 = -11051.539511 nChanged 9 SP:Iteration 2Q (59.018482 sec): 3 clusters Score: Raw -12498.914371 + Penalty 1432.900827 = -11066.013544 nChanged 3 SP:Iteration 3Q (59.019550 sec): 3 clusters Score: Raw -12510.221902 + Penalty 1432.615773 = -11077.606129 nChanged 1 SP:Iteration 4Q (59.020612 sec): 3 clusters Score: Raw -12512.803965 + Penalty 1433.047448 = -11079.756516 nChanged 1 SP:Iteration 5Q (59.021678 sec): 3 clusters Score: Raw -12513.943918 + Penalty 1433.532211 = -11080.411707 nChanged 1 SP:Iteration 6Q (59.022690 sec): 3 clusters Score: Raw -12515.905847 + Penalty 1433.532211 = -11082.373636 nChanged 0 SP:Iteration 7F (59.023645 sec): 3 clusters Score: Raw -12515.905847 + Penalty 1433.532211 = -11082.373636 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 34 (263 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.025116 sec): 2 clusters Score: Raw -11932.357627 + Penalty 360.335816 = -11572.021810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.025814 sec): 3 clusters Score: Raw -11821.325339 + Penalty 718.210946 = -11103.114393 nChanged 81 SP:Iteration 1F (59.026502 sec): 3 clusters Score: Raw -11877.291930 + Penalty 717.476240 = -11159.815690 nChanged 20 SP:Iteration 2F (59.027191 sec): 3 clusters Score: Raw -11889.872338 + Penalty 718.956764 = -11170.915573 nChanged 9 SP:Iteration 3Q (59.027885 sec): 3 clusters Score: Raw -11898.496054 + Penalty 717.998257 = -11180.497797 nChanged 5 SP:Iteration 4Q (59.028689 sec): 3 clusters Score: Raw -11904.572654 + Penalty 717.555063 = -11187.017592 nChanged 3 SP:Iteration 5Q (59.029469 sec): 3 clusters Score: Raw -11905.511053 + Penalty 717.555063 = -11187.955990 nChanged 0 SP:Iteration 6F (59.030210 sec): 3 clusters Score: Raw -11905.511053 + Penalty 717.555063 = -11187.955990 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 35 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.030873 sec): 2 clusters Score: Raw -2448.496229 + Penalty 394.356010 = -2054.140218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.031205 sec): 3 clusters Score: Raw -2485.526356 + Penalty 790.244098 = -1695.282258 nChanged 7 SP:Iteration 1F (59.031530 sec): 3 clusters Score: Raw -2507.994654 + Penalty 790.945427 = -1717.049227 nChanged 1 SP:Iteration 2Q (59.031840 sec): 3 clusters Score: Raw -2511.200658 + Penalty 790.945427 = -1720.255231 nChanged 0 SP:Iteration 3F (59.032165 sec): 3 clusters Score: Raw -2511.200658 + Penalty 790.945427 = -1720.255231 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 36 (669 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.034524 sec): 2 clusters Score: Raw -31556.824572 + Penalty 890.434225 = -30666.390347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.035969 sec): 3 clusters Score: Raw -31331.999059 + Penalty 1780.486787 = -29551.512272 nChanged 188 SP:Iteration 1F (59.037347 sec): 3 clusters Score: Raw -31485.987973 + Penalty 1780.958647 = -29705.029326 nChanged 42 SP:Iteration 2F (59.038735 sec): 3 clusters Score: Raw -31536.052669 + Penalty 1782.112914 = -29753.939754 nChanged 23 SP:Iteration 3Q (59.040113 sec): 3 clusters Score: Raw -31566.092487 + Penalty 1782.230839 = -29783.861649 nChanged 14 SP:Iteration 4Q (59.041475 sec): 3 clusters Score: Raw -31580.625259 + Penalty 1782.558235 = -29798.067024 nChanged 9 SP:Iteration 5Q (59.042837 sec): 3 clusters Score: Raw -31591.312438 + Penalty 1782.460812 = -29808.851626 nChanged 7 SP:Iteration 6Q (59.044214 sec): 3 clusters Score: Raw -31595.313576 + Penalty 1782.635156 = -29812.678420 nChanged 4 SP:Iteration 7Q (59.045571 sec): 3 clusters Score: Raw -31599.466321 + Penalty 1783.054347 = -29816.411974 nChanged 3 SP:Iteration 8Q (59.046953 sec): 3 clusters Score: Raw -31604.041767 + Penalty 1783.428503 = -29820.613264 nChanged 4 SP:Iteration 9Q (59.048327 sec): 3 clusters Score: Raw -31607.895977 + Penalty 1784.229215 = -29823.666762 nChanged 4 SP:Iteration 10F (59.049701 sec): 3 clusters Score: Raw -31610.013647 + Penalty 1784.870260 = -29825.143387 nChanged 3 SP:Iteration 11Q (59.051050 sec): 3 clusters Score: Raw -31611.727292 + Penalty 1784.870260 = -29826.857032 nChanged 0 SP:Iteration 12F (59.052407 sec): 3 clusters Score: Raw -31611.727292 + Penalty 1784.870260 = -29826.857032 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 38 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.052931 sec): 2 clusters Score: Raw -276.980328 + Penalty 176.076171 = -100.904157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.053157 sec): 3 clusters Score: Raw -284.848415 + Penalty 355.852760 = 71.004345 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 39 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.053644 sec): 2 clusters Score: Raw -565.626354 + Penalty 242.555663 = -323.070691 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.053875 sec): 3 clusters Score: Raw -578.076003 + Penalty 484.066961 = -94.009042 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 40 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.054344 sec): 2 clusters Score: Raw -285.577402 + Penalty 152.781569 = -132.795833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.054564 sec): 3 clusters Score: Raw -286.235676 + Penalty 305.563138 = 19.327462 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 41 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.055043 sec): 2 clusters Score: Raw -523.671772 + Penalty 231.294022 = -292.377751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.055269 sec): 3 clusters Score: Raw -532.638890 + Penalty 462.588043 = -70.050847 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 43 (251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.056397 sec): 2 clusters Score: Raw -12932.181837 + Penalty 784.549919 = -12147.631918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.057057 sec): 3 clusters Score: Raw -12927.328775 + Penalty 1568.382725 = -11358.946050 nChanged 41 SP:Iteration 1F (59.057702 sec): 3 clusters Score: Raw -13011.880001 + Penalty 1568.600230 = -11443.279772 nChanged 10 SP:Iteration 2Q (59.058329 sec): 3 clusters Score: Raw -13033.425954 + Penalty 1568.498921 = -11464.927033 nChanged 1 SP:Iteration 3Q (59.058966 sec): 3 clusters Score: Raw -13034.437482 + Penalty 1568.498921 = -11465.938560 nChanged 0 SP:Iteration 4F (59.059641 sec): 3 clusters Score: Raw -13034.437482 + Penalty 1568.498921 = -11465.938560 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 44 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.060149 sec): 2 clusters Score: Raw -617.506630 + Penalty 252.499662 = -365.006968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.060388 sec): 3 clusters Score: Raw -630.236557 + Penalty 510.494808 = -119.741749 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 45 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.061459 sec): 2 clusters Score: Raw -5583.493657 + Penalty 538.145765 = -5045.347892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.061908 sec): 3 clusters Score: Raw -5614.725515 + Penalty 1079.535101 = -4535.190414 nChanged 16 SP:Iteration 1F (59.062349 sec): 3 clusters Score: Raw -5641.764180 + Penalty 1079.535101 = -4562.229079 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 46 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.062944 sec): 2 clusters Score: Raw -228.913341 + Penalty 86.772830 = -142.140511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.063161 sec): 3 clusters Score: Raw -226.733486 + Penalty 184.526194 = -42.207292 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 47 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.063641 sec): 2 clusters Score: Raw -434.457990 + Penalty 174.031001 = -260.426989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.063867 sec): 3 clusters Score: Raw -450.069673 + Penalty 348.958995 = -101.110677 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 48 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.064368 sec): 2 clusters Score: Raw -886.239021 + Penalty 241.335398 = -644.903623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.064611 sec): 3 clusters Score: Raw -896.745401 + Penalty 484.639182 = -412.106218 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 49 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.065127 sec): 2 clusters Score: Raw -958.624039 + Penalty 224.632547 = -733.991492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.065378 sec): 3 clusters Score: Raw -983.013973 + Penalty 446.561274 = -536.452699 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 50 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.065875 sec): 2 clusters Score: Raw -882.973052 + Penalty 322.057820 = -560.915232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.066116 sec): 3 clusters Score: Raw -922.480284 + Penalty 648.615234 = -273.865050 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 51 (328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.067489 sec): 2 clusters Score: Raw -11163.001181 + Penalty 301.953739 = -10861.047442 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.068280 sec): 3 clusters Score: Raw -11046.486236 + Penalty 604.898853 = -10441.587384 nChanged 73 SP:Iteration 1F (59.069054 sec): 3 clusters Score: Raw -11136.429400 + Penalty 604.316641 = -10532.112759 nChanged 41 SP:Iteration 2F (59.069837 sec): 3 clusters Score: Raw -11215.875741 + Penalty 603.908641 = -10611.967100 nChanged 19 SP:Iteration 3F (59.070612 sec): 3 clusters Score: Raw -11233.277823 + Penalty 603.907478 = -10629.370345 nChanged 7 SP:Iteration 4Q (59.071364 sec): 3 clusters Score: Raw -11242.330181 + Penalty 603.936415 = -10638.393766 nChanged 5 SP:Iteration 5Q (59.072112 sec): 3 clusters Score: Raw -11246.612022 + Penalty 603.963224 = -10642.648798 nChanged 2 SP:Iteration 6Q (59.072885 sec): 3 clusters Score: Raw -11247.373895 + Penalty 604.150841 = -10643.223054 nChanged 2 SP:Iteration 7Q (59.073631 sec): 3 clusters Score: Raw -11248.491572 + Penalty 604.174289 = -10644.317283 nChanged 2 SP:Iteration 8Q (59.074396 sec): 3 clusters Score: Raw -11250.095002 + Penalty 604.174289 = -10645.920713 nChanged 0 SP:Iteration 9F (59.075178 sec): 3 clusters Score: Raw -11250.095002 + Penalty 604.174289 = -10645.920713 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 53 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.075783 sec): 2 clusters Score: Raw -2225.624998 + Penalty 398.397693 = -1827.227305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.076081 sec): 3 clusters Score: Raw -2284.739822 + Penalty 797.528138 = -1487.211684 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 54 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.076627 sec): 2 clusters Score: Raw -1452.902429 + Penalty 292.662394 = -1160.240035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.076899 sec): 3 clusters Score: Raw -1479.597679 + Penalty 587.091744 = -892.505935 nChanged 1 SP:Iteration 1Q (59.077155 sec): 3 clusters Score: Raw -1484.516454 + Penalty 587.091744 = -897.424710 nChanged 0 SP:Iteration 2F (59.077413 sec): 3 clusters Score: Raw -1484.516454 + Penalty 587.091744 = -897.424710 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 55 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.078052 sec): 2 clusters Score: Raw -3448.751998 + Penalty 382.658838 = -3066.093159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.078382 sec): 3 clusters Score: Raw -3461.642722 + Penalty 767.299573 = -2694.343149 nChanged 4 SP:Iteration 1F (59.078706 sec): 3 clusters Score: Raw -3467.739389 + Penalty 767.299573 = -2700.439816 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 56 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.079179 sec): 2 clusters Score: Raw -289.485586 + Penalty 155.307219 = -134.178367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.079398 sec): 3 clusters Score: Raw -294.419898 + Penalty 310.614437 = 16.194540 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 57 (180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.080329 sec): 2 clusters Score: Raw -8407.785906 + Penalty 782.285120 = -7625.500786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.080869 sec): 3 clusters Score: Raw -8462.132938 + Penalty 1565.196978 = -6896.935960 nChanged 17 SP:Iteration 1F (59.081404 sec): 3 clusters Score: Raw -8502.877883 + Penalty 1564.943759 = -6937.934124 nChanged 4 SP:Iteration 2Q (59.081901 sec): 3 clusters Score: Raw -8526.122645 + Penalty 1564.762420 = -6961.360226 nChanged 5 SP:Iteration 3Q (59.082434 sec): 3 clusters Score: Raw -8550.179674 + Penalty 1564.774361 = -6985.405313 nChanged 2 SP:Iteration 4Q (59.082951 sec): 3 clusters Score: Raw -8556.284926 + Penalty 1564.691028 = -6991.593898 nChanged 1 SP:Iteration 5Q (59.083449 sec): 3 clusters Score: Raw -8557.202669 + Penalty 1564.691028 = -6992.511641 nChanged 0 SP:Iteration 6F (59.083965 sec): 3 clusters Score: Raw -8557.202669 + Penalty 1564.691028 = -6992.511641 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 58 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.084878 sec): 2 clusters Score: Raw -8532.272430 + Penalty 503.586143 = -8028.686287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.085419 sec): 3 clusters Score: Raw -8495.220811 + Penalty 1008.331119 = -7486.889693 nChanged 28 SP:Iteration 1F (59.085959 sec): 3 clusters Score: Raw -8537.127488 + Penalty 1008.016664 = -7529.110824 nChanged 6 SP:Iteration 2Q (59.086467 sec): 3 clusters Score: Raw -8543.130170 + Penalty 1008.211368 = -7534.918801 nChanged 2 SP:Iteration 3Q (59.086973 sec): 3 clusters Score: Raw -8545.910693 + Penalty 1008.505120 = -7537.405574 nChanged 1 SP:Iteration 4Q (59.087479 sec): 3 clusters Score: Raw -8548.321829 + Penalty 1008.863882 = -7539.457947 nChanged 1 SP:Iteration 5Q (59.087984 sec): 3 clusters Score: Raw -8550.390338 + Penalty 1009.560356 = -7540.829982 nChanged 3 SP:Iteration 6Q (59.088492 sec): 3 clusters Score: Raw -8555.473916 + Penalty 1009.724077 = -7545.749839 nChanged 1 SP:Iteration 7Q (59.088986 sec): 3 clusters Score: Raw -8555.841461 + Penalty 1009.724077 = -7546.117384 nChanged 0 SP:Iteration 8F (59.089486 sec): 3 clusters Score: Raw -8555.841461 + Penalty 1009.724077 = -7546.117384 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 59 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.089993 sec): 2 clusters Score: Raw -545.936367 + Penalty 231.664817 = -314.271549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.090227 sec): 3 clusters Score: Raw -572.216528 + Penalty 458.407027 = -113.809501 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 60 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.090687 sec): 2 clusters Score: Raw -99.405262 + Penalty 56.871369 = -42.533893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.090880 sec): 2 clusters Score: Raw -99.405262 + Penalty 56.871369 = -42.533893 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 62 (216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.091895 sec): 2 clusters Score: Raw -10129.044240 + Penalty 504.958560 = -9624.085680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.092502 sec): 3 clusters Score: Raw -10074.804088 + Penalty 1005.930775 = -9068.873312 nChanged 45 SP:Iteration 1F (59.093094 sec): 3 clusters Score: Raw -10130.175587 + Penalty 1006.386574 = -9123.789014 nChanged 10 SP:Iteration 2Q (59.093669 sec): 3 clusters Score: Raw -10142.957338 + Penalty 1006.922475 = -9136.034863 nChanged 5 SP:Iteration 3Q (59.094241 sec): 3 clusters Score: Raw -10148.226905 + Penalty 1007.363494 = -9140.863411 nChanged 2 SP:Iteration 4Q (59.094813 sec): 3 clusters Score: Raw -10151.441372 + Penalty 1007.363494 = -9144.077878 nChanged 0 SP:Iteration 5F (59.095392 sec): 3 clusters Score: Raw -10151.441372 + Penalty 1007.363494 = -9144.077878 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 63 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.095892 sec): 2 clusters Score: Raw -464.578522 + Penalty 197.815372 = -266.763149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.096125 sec): 3 clusters Score: Raw -467.208011 + Penalty 355.286205 = -111.921807 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 65 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.096646 sec): 2 clusters Score: Raw -1072.481498 + Penalty 352.443356 = -720.038141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.096900 sec): 3 clusters Score: Raw -1158.620150 + Penalty 703.585968 = -455.034182 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 67 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.097381 sec): 2 clusters Score: Raw -539.945799 + Penalty 222.144461 = -317.801337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.097609 sec): 3 clusters Score: Raw -544.353597 + Penalty 445.104675 = -99.248922 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 68 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.098132 sec): 2 clusters Score: Raw -799.945217 + Penalty 250.477491 = -549.467726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.098375 sec): 3 clusters Score: Raw -837.889700 + Penalty 501.982567 = -335.907133 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 69 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.098854 sec): 2 clusters Score: Raw -403.550824 + Penalty 223.381081 = -180.169742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.099078 sec): 3 clusters Score: Raw -421.438597 + Penalty 424.412706 = 2.974109 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 70 (495 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.100915 sec): 2 clusters Score: Raw -24197.054471 + Penalty 651.433491 = -23545.620981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.102016 sec): 3 clusters Score: Raw -23980.424351 + Penalty 1303.333365 = -22677.090986 nChanged 133 SP:Iteration 1F (59.103084 sec): 3 clusters Score: Raw -24068.099178 + Penalty 1303.150562 = -22764.948617 nChanged 29 SP:Iteration 2F (59.104144 sec): 3 clusters Score: Raw -24096.237646 + Penalty 1302.694103 = -22793.543543 nChanged 30 SP:Iteration 3F (59.105196 sec): 3 clusters Score: Raw -24118.145931 + Penalty 1302.801367 = -22815.344564 nChanged 9 SP:Iteration 4Q (59.106242 sec): 3 clusters Score: Raw -24124.194598 + Penalty 1302.932621 = -22821.261976 nChanged 5 SP:Iteration 5Q (59.107301 sec): 3 clusters Score: Raw -24128.786607 + Penalty 1302.663127 = -22826.123479 nChanged 4 SP:Iteration 6Q (59.108367 sec): 3 clusters Score: Raw -24131.088839 + Penalty 1303.068074 = -22828.020766 nChanged 3 SP:Iteration 7Q (59.109422 sec): 3 clusters Score: Raw -24134.492123 + Penalty 1303.334219 = -22831.157904 nChanged 6 SP:Iteration 8Q (59.110474 sec): 3 clusters Score: Raw -24137.864718 + Penalty 1303.990656 = -22833.874062 nChanged 4 SP:Iteration 9Q (59.111525 sec): 3 clusters Score: Raw -24140.572824 + Penalty 1304.482648 = -22836.090175 nChanged 5 SP:Iteration 10F (59.112605 sec): 3 clusters Score: Raw -24143.623760 + Penalty 1305.211824 = -22838.411937 nChanged 7 SP:Iteration 11Q (59.113659 sec): 3 clusters Score: Raw -24147.244424 + Penalty 1307.198302 = -22840.046122 nChanged 13 SP:Iteration 12Q (59.114708 sec): 3 clusters Score: Raw -24162.876753 + Penalty 1309.731367 = -22853.145386 nChanged 14 SP:Iteration 13Q (59.115776 sec): 3 clusters Score: Raw -24174.085307 + Penalty 1312.835210 = -22861.250097 nChanged 11 SP:Iteration 14Q (59.116822 sec): 3 clusters Score: Raw -24180.666252 + Penalty 1316.291834 = -22864.374418 nChanged 8 SP:Iteration 15Q (59.117861 sec): 3 clusters Score: Raw -24187.226884 + Penalty 1320.789068 = -22866.437816 nChanged 9 SP:Iteration 16Q (59.118901 sec): 3 clusters Score: Raw -24196.759085 + Penalty 1325.821780 = -22870.937305 nChanged 9 SP:Iteration 17Q (59.119934 sec): 3 clusters Score: Raw -24204.641708 + Penalty 1332.138388 = -22872.503321 nChanged 10 SP:Iteration 18Q (59.120993 sec): 3 clusters Score: Raw -24213.652743 + Penalty 1338.495907 = -22875.156836 nChanged 11 SP:Iteration 19Q (59.122087 sec): 3 clusters Score: Raw -24226.932082 + Penalty 1341.803510 = -22885.128572 nChanged 7 SP:Iteration 20F (59.123142 sec): 3 clusters Score: Raw -24232.940815 + Penalty 1345.230042 = -22887.710773 nChanged 5 SP:Iteration 21Q (59.124136 sec): 3 clusters Score: Raw -24238.384362 + Penalty 1348.559041 = -22889.825320 nChanged 3 SP:Iteration 22Q (59.125120 sec): 3 clusters Score: Raw -24241.479466 + Penalty 1354.776520 = -22886.702945 nChanged 7 SP:Iteration 23F (59.126183 sec): 3 clusters Score: Raw -24246.830133 + Penalty 1357.525095 = -22889.305038 nChanged 6 SP:Iteration 24Q (59.127166 sec): 3 clusters Score: Raw -24251.557688 + Penalty 1361.991546 = -22889.566142 nChanged 4 SP:Iteration 25Q (59.128171 sec): 3 clusters Score: Raw -24256.934987 + Penalty 1367.558540 = -22889.376447 nChanged 4 SP:Iteration 26F (59.129308 sec): 3 clusters Score: Raw -24260.222649 + Penalty 1371.752350 = -22888.470299 nChanged 3 SP:Iteration 27F (59.130435 sec): 3 clusters Score: Raw -24262.973642 + Penalty 1377.971133 = -22885.002510 nChanged 5 SP:Iteration 28F (59.131540 sec): 3 clusters Score: Raw -24267.256371 + Penalty 1378.082323 = -22889.174048 nChanged 1 SP:Iteration 29Q (59.132539 sec): 3 clusters Score: Raw -24268.263906 + Penalty 1378.082323 = -22890.181582 nChanged 0 SP:Iteration 30F (59.133590 sec): 3 clusters Score: Raw -24268.263906 + Penalty 1378.082323 = -22890.181582 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 71 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.134084 sec): 2 clusters Score: Raw -242.924543 + Penalty 139.492550 = -103.431993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.134308 sec): 3 clusters Score: Raw -241.691203 + Penalty 276.352607 = 34.661404 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 72 (65 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.134947 sec): 2 clusters Score: Raw -2844.224598 + Penalty 433.533993 = -2410.690605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.135276 sec): 3 clusters Score: Raw -2914.451618 + Penalty 864.254101 = -2050.197517 nChanged 1 SP:Iteration 1Q (59.135583 sec): 3 clusters Score: Raw -2918.580031 + Penalty 864.254101 = -2054.325930 nChanged 0 SP:Iteration 2F (59.135914 sec): 3 clusters Score: Raw -2918.580031 + Penalty 864.254101 = -2054.325930 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 74 (135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.137004 sec): 2 clusters Score: Raw -4636.027627 + Penalty 209.767502 = -4426.260125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.137462 sec): 3 clusters Score: Raw -4605.372776 + Penalty 432.305248 = -4173.067528 nChanged 33 SP:Iteration 1F (59.137911 sec): 3 clusters Score: Raw -4651.686366 + Penalty 438.846870 = -4212.839495 nChanged 14 SP:Iteration 2F (59.138361 sec): 3 clusters Score: Raw -4680.642887 + Penalty 436.804055 = -4243.838832 nChanged 6 SP:Iteration 3Q (59.138793 sec): 3 clusters Score: Raw -4695.859617 + Penalty 439.865486 = -4255.994131 nChanged 2 SP:Iteration 4Q (59.139218 sec): 3 clusters Score: Raw -4698.379521 + Penalty 439.865486 = -4258.514035 nChanged 0 SP:Iteration 5F (59.139657 sec): 3 clusters Score: Raw -4698.379521 + Penalty 439.865486 = -4258.514035 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 75 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.140293 sec): 2 clusters Score: Raw -388.758523 + Penalty 187.383970 = -201.374554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.140516 sec): 3 clusters Score: Raw -397.173187 + Penalty 374.767939 = -22.405248 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 76 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.141003 sec): 2 clusters Score: Raw -621.028145 + Penalty 251.351302 = -369.676842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.141230 sec): 3 clusters Score: Raw -630.650111 + Penalty 495.611233 = -135.038878 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 79 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.141712 sec): 2 clusters Score: Raw -486.920344 + Penalty 198.461300 = -288.459044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.141941 sec): 3 clusters Score: Raw -504.475460 + Penalty 397.336140 = -107.139321 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 82 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.142500 sec): 2 clusters Score: Raw -1276.761460 + Penalty 319.071895 = -957.689565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.142763 sec): 3 clusters Score: Raw -1314.519263 + Penalty 638.356132 = -676.163130 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 83 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.143266 sec): 2 clusters Score: Raw -872.683409 + Penalty 268.092250 = -604.591159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.143509 sec): 3 clusters Score: Raw -896.933878 + Penalty 539.235461 = -357.698417 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 84 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.143999 sec): 2 clusters Score: Raw -620.498106 + Penalty 80.871340 = -539.626766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.144237 sec): 3 clusters Score: Raw -630.067407 + Penalty 151.365722 = -478.701685 nChanged 1 SP:Iteration 1F (59.144465 sec): 3 clusters Score: Raw -632.209396 + Penalty 148.513468 = -483.695928 nChanged 1 SP:Iteration 2F (59.144693 sec): 3 clusters Score: Raw -636.138706 + Penalty 148.513468 = -487.625238 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 85 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.145171 sec): 2 clusters Score: Raw -486.853526 + Penalty 195.372962 = -291.480564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.145398 sec): 3 clusters Score: Raw -488.715580 + Penalty 362.093778 = -126.621802 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 88 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.145913 sec): 2 clusters Score: Raw -1136.279669 + Penalty 322.086361 = -814.193307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.146164 sec): 3 clusters Score: Raw -1167.782450 + Penalty 626.212742 = -541.569708 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 90 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.146673 sec): 2 clusters Score: Raw -1066.035984 + Penalty 326.709115 = -739.326869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.146924 sec): 3 clusters Score: Raw -1110.601271 + Penalty 652.357153 = -458.244118 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 91 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.147443 sec): 2 clusters Score: Raw -1189.424630 + Penalty 305.342244 = -884.082386 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.147696 sec): 3 clusters Score: Raw -1224.894180 + Penalty 627.433136 = -597.461044 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 92 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.148159 sec): 2 clusters Score: Raw -146.393171 + Penalty 101.947656 = -44.445515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.148369 sec): 3 clusters Score: Raw -142.593466 + Penalty 210.512934 = 67.919468 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 93 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.148829 sec): 2 clusters Score: Raw -151.481465 + Penalty 103.913035 = -47.568430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.149038 sec): 3 clusters Score: Raw -146.376784 + Penalty 191.929611 = 45.552826 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 97 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.149505 sec): 2 clusters Score: Raw -222.496804 + Penalty 135.981784 = -86.515020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.149746 sec): 3 clusters Score: Raw -229.793146 + Penalty 276.026833 = 46.233687 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 98 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.150230 sec): 2 clusters Score: Raw -469.860946 + Penalty 225.531836 = -244.329110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.150457 sec): 3 clusters Score: Raw -476.672783 + Penalty 444.528825 = -32.143958 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 103 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.150934 sec): 2 clusters Score: Raw -383.551394 + Penalty 171.097107 = -212.454288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.151157 sec): 3 clusters Score: Raw -407.880200 + Penalty 353.087787 = -54.792413 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 105 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.151657 sec): 2 clusters Score: Raw -855.162478 + Penalty 298.298454 = -556.864024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.151898 sec): 3 clusters Score: Raw -886.517189 + Penalty 599.859695 = -286.657494 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 113 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.152388 sec): 2 clusters Score: Raw -632.628576 + Penalty 224.499054 = -408.129521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.152622 sec): 3 clusters Score: Raw -637.154285 + Penalty 447.137717 = -190.016568 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 120 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.153093 sec): 2 clusters Score: Raw -369.044277 + Penalty 198.996520 = -170.047757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.153312 sec): 3 clusters Score: Raw -363.916133 + Penalty 396.288507 = 32.372374 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 121 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.153801 sec): 2 clusters Score: Raw -630.692882 + Penalty 278.090074 = -352.602808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.154032 sec): 3 clusters Score: Raw -667.469548 + Penalty 558.685299 = -108.784249 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 132 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.154535 sec): 2 clusters Score: Raw -904.138030 + Penalty 310.671880 = -593.466150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.154779 sec): 3 clusters Score: Raw -937.991722 + Penalty 619.087437 = -318.904286 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 133 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.155252 sec): 2 clusters Score: Raw -416.555345 + Penalty 181.844672 = -234.710672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.155475 sec): 3 clusters Score: Raw -411.822789 + Penalty 372.624064 = -39.198725 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 134 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.155976 sec): 2 clusters Score: Raw -895.296563 + Penalty 237.216644 = -658.079919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.156219 sec): 3 clusters Score: Raw -917.251788 + Penalty 471.946469 = -445.305319 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 137 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.156703 sec): 2 clusters Score: Raw -286.286153 + Penalty 155.947027 = -130.339126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.156921 sec): 3 clusters Score: Raw -292.258235 + Penalty 310.315578 = 18.057343 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 138 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.157387 sec): 2 clusters Score: Raw -264.272212 + Penalty 160.844833 = -103.427379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.157603 sec): 3 clusters Score: Raw -259.635838 + Penalty 325.272177 = 65.636339 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 140 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.158086 sec): 2 clusters Score: Raw -490.557604 + Penalty 199.253924 = -291.303679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.158313 sec): 3 clusters Score: Raw -498.157430 + Penalty 385.622536 = -112.534894 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 142 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.158781 sec): 2 clusters Score: Raw -313.441604 + Penalty 169.071413 = -144.370190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.158999 sec): 3 clusters Score: Raw -310.558798 + Penalty 338.142826 = 27.584028 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 144 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.159450 sec): 2 clusters Score: Raw -46.959185 + Penalty 0.000000 = -46.959185 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.159637 sec): 2 clusters Score: Raw -46.959185 + Penalty 0.000000 = -46.959185 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 149 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.160110 sec): 2 clusters Score: Raw -410.671498 + Penalty 194.267621 = -216.403877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.160331 sec): 3 clusters Score: Raw -410.144281 + Penalty 384.454240 = -25.690041 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 155 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.160829 sec): 2 clusters Score: Raw -865.481717 + Penalty 257.207839 = -608.273878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.161070 sec): 3 clusters Score: Raw -879.653405 + Penalty 514.415677 = -365.237728 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 160 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.161542 sec): 2 clusters Score: Raw -380.816138 + Penalty 209.187384 = -171.628754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.161763 sec): 3 clusters Score: Raw -398.102661 + Penalty 418.374769 = 20.272107 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 166 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.162236 sec): 2 clusters Score: Raw -444.591060 + Penalty 195.432824 = -249.158236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.162457 sec): 3 clusters Score: Raw -436.069003 + Penalty 390.865648 = -45.203355 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 167 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.162918 sec): 2 clusters Score: Raw -193.563466 + Penalty 127.974089 = -65.589378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.163129 sec): 3 clusters Score: Raw -186.862673 + Penalty 127.974089 = -58.888584 nChanged 1 SP:Iteration 1F (59.163321 sec): 2 clusters Score: Raw -193.563466 + Penalty 127.974089 = -65.589378 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 174 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.163797 sec): 2 clusters Score: Raw -204.471312 + Penalty 119.960288 = -84.511023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.164010 sec): 3 clusters Score: Raw -198.184664 + Penalty 239.920577 = 41.735912 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 176 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.164469 sec): 2 clusters Score: Raw -152.717151 + Penalty 109.055320 = -43.661831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.164679 sec): 3 clusters Score: Raw -147.074867 + Penalty 211.003853 = 63.928986 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 183 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.165132 sec): 2 clusters Score: Raw -95.097920 + Penalty 48.451692 = -46.646228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.165334 sec): 3 clusters Score: Raw -88.943125 + Penalty 96.903385 = 7.960259 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 188 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.165794 sec): 2 clusters Score: Raw -156.711781 + Penalty 95.455106 = -61.256675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.166002 sec): 3 clusters Score: Raw -147.519653 + Penalty 190.772888 = 43.253236 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 194 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.166461 sec): 2 clusters Score: Raw -158.610591 + Penalty 102.295824 = -56.314767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.166668 sec): 3 clusters Score: Raw -148.486027 + Penalty 203.895728 = 55.409701 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 197 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.167119 sec): 2 clusters Score: Raw -47.495632 + Penalty 0.000000 = -47.495632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.167306 sec): 2 clusters Score: Raw -47.495632 + Penalty 0.000000 = -47.495632 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 200 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.167765 sec): 2 clusters Score: Raw -142.612030 + Penalty 93.813388 = -48.798643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.167974 sec): 3 clusters Score: Raw -138.127618 + Penalty 185.901846 = 47.774229 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 204 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.168494 sec): 2 clusters Score: Raw -1007.599622 + Penalty 70.224333 = -937.375289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.168748 sec): 3 clusters Score: Raw -1003.531503 + Penalty 154.715203 = -848.816299 nChanged 4 SP:Iteration 1F (59.168998 sec): 3 clusters Score: Raw -1008.573141 + Penalty 167.232658 = -841.340482 nChanged 1 SP:Iteration 2F (59.169247 sec): 3 clusters Score: Raw -1009.275190 + Penalty 212.269491 = -797.005699 nChanged 2 SP:Iteration 3F (59.169496 sec): 3 clusters Score: Raw -1015.345871 + Penalty 212.269491 = -803.076380 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 207 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.169957 sec): 2 clusters Score: Raw -148.190699 + Penalty 102.188703 = -46.001995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.170167 sec): 3 clusters Score: Raw -144.031725 + Penalty 200.125346 = 56.093621 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 213 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.170637 sec): 2 clusters Score: Raw -95.734687 + Penalty 69.169349 = -26.565337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.170830 sec): 2 clusters Score: Raw -95.734687 + Penalty 69.169349 = -26.565337 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 217 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.171279 sec): 2 clusters Score: Raw -47.380909 + Penalty 0.000000 = -47.380909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.171466 sec): 2 clusters Score: Raw -47.380909 + Penalty 0.000000 = -47.380909 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 221 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.171944 sec): 2 clusters Score: Raw -495.350744 + Penalty 240.551450 = -254.799294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.172169 sec): 3 clusters Score: Raw -505.819473 + Penalty 483.372444 = -22.447029 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 227 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.172628 sec): 2 clusters Score: Raw -152.271200 + Penalty 105.776918 = -46.494282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.172824 sec): 2 clusters Score: Raw -152.271200 + Penalty 105.776918 = -46.494282 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 228 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.173266 sec): 2 clusters Score: Raw -40.029365 + Penalty 0.000000 = -40.029365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.173445 sec): 2 clusters Score: Raw -40.029365 + Penalty 0.000000 = -40.029365 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 230 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.173906 sec): 2 clusters Score: Raw -152.370961 + Penalty 110.774078 = -41.596883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.174100 sec): 2 clusters Score: Raw -152.370961 + Penalty 110.774078 = -41.596883 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 232 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.174556 sec): 2 clusters Score: Raw -98.224329 + Penalty 65.841648 = -32.382681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.174748 sec): 2 clusters Score: Raw -98.224329 + Penalty 65.841648 = -32.382681 nChanged 0 Deleting Class 120 (7 points): Lose 32.308074 but Gain 1046.088539 Iteration 119Q (59.319807 sec): 110 clusters Score: Raw -1133145.356791 + Penalty 102052.908613 = -1031092.448178 nChanged 12 Deleting Class 9 (28 points): Lose 86.220353 but Gain 1096.423217 Iteration 120F (60.725202 sec): 109 clusters Score: Raw -1133073.812987 + Penalty 100973.198595 = -1032100.614392 nChanged 35 Deleting Class 121 (13 points): Lose 100.013013 but Gain 1109.053350 Iteration 121Q (60.860866 sec): 108 clusters Score: Raw -1133021.222290 + Penalty 99913.353924 = -1033107.868366 nChanged 18 Deleting Class 5 (42 points): Lose 202.740414 but Gain 1209.159441 Iteration 122Q (60.993060 sec): 107 clusters Score: Raw -1132851.933240 + Penalty 98750.948483 = -1034100.984756 nChanged 44 Deleting Class 213 (2 points): Lose 14.270647 but Gain 1020.784285 Iteration 123Q (61.126250 sec): 106 clusters Score: Raw -1132906.682357 + Penalty 97760.080276 = -1035146.602081 nChanged 18 Deleting Class 88 (25 points): Lose 98.324550 but Gain 1102.097421 Iteration 124Q (61.257630 sec): 105 clusters Score: Raw -1132829.429725 + Penalty 96685.469510 = -1036143.960215 nChanged 37 Deleting Class 176 (3 points): Lose 16.114316 but Gain 1015.425697 Iteration 125Q (61.391010 sec): 104 clusters Score: Raw -1132863.033803 + Penalty 95801.786630 = -1037061.247173 nChanged 23 Deleting Class 194 (6 points): Lose 34.244878 but Gain 1046.552793 Iteration 126Q (61.523562 sec): 103 clusters Score: Raw -1132862.779864 + Penalty 94794.567095 = -1038068.212770 nChanged 22 Deleting Class 50 (18 points): Lose 140.989136 but Gain 1139.792747 Iteration 127Q (61.654783 sec): 102 clusters Score: Raw -1132735.959162 + Penalty 93648.409833 = -1039087.549329 nChanged 32 Deleting Class 76 (12 points): Lose 38.711853 but Gain 1034.705618 Iteration 128Q (61.786423 sec): 101 clusters Score: Raw -1132747.141948 + Penalty 92634.471228 = -1040112.670720 nChanged 25 Deleting Class 230 (3 points): Lose 36.278844 but Gain 1031.429234 Iteration 129Q (61.912159 sec): 100 clusters Score: Raw -1132732.781012 + Penalty 91509.352157 = -1041223.428855 nChanged 21 Deleting Class 39 (14 points): Lose 56.788191 but Gain 1069.579239 Iteration 130F (63.189776 sec): 99 clusters Score: Raw -1132690.671587 + Penalty 90477.124116 = -1042213.547472 nChanged 28 Deleting Class 41 (9 points): Lose 49.027787 but Gain 1035.470611 Iteration 131Q (63.314427 sec): 98 clusters Score: Raw -1132667.112945 + Penalty 89451.047164 = -1043216.065781 nChanged 27 Deleting Class 138 (5 points): Lose 39.125511 but Gain 1022.300641 Iteration 132Q (63.438277 sec): 97 clusters Score: Raw -1132645.770158 + Penalty 88430.676971 = -1044215.093188 nChanged 16 Deleting Class 221 (10 points): Lose 86.842719 but Gain 1068.656264 Iteration 133Q (63.562136 sec): 96 clusters Score: Raw -1132568.944689 + Penalty 87413.128753 = -1045155.815937 nChanged 22 Deleting Class 20 (60 points): Lose 221.572421 but Gain 1203.327165 Iteration 134Q (63.684597 sec): 95 clusters Score: Raw -1132386.505682 + Penalty 86338.102314 = -1046048.403368 nChanged 68 Deleting Class 27 (43 points): Lose 215.857037 but Gain 1192.212620 Iteration 135Q (63.810681 sec): 94 clusters Score: Raw -1132284.605148 + Penalty 85211.600301 = -1047073.004847 nChanged 62 Deleting Class 105 (18 points): Lose 85.293030 but Gain 1055.706129 Iteration 136Q (63.933262 sec): 93 clusters Score: Raw -1132300.512711 + Penalty 84155.224270 = -1048145.288441 nChanged 50 Deleting Class 142 (7 points): Lose 23.933811 but Gain 991.356039 Iteration 137Q (64.055699 sec): 92 clusters Score: Raw -1132332.889419 + Penalty 83155.545611 = -1049177.343808 nChanged 31 Deleting Class 227 (3 points): Lose 24.201521 but Gain 984.900149 Iteration 138Q (64.177520 sec): 91 clusters Score: Raw -1132333.941421 + Penalty 82170.422934 = -1050163.518488 nChanged 19 Deleting Class 90 (22 points): Lose 123.625150 but Gain 1081.190017 Iteration 139Q (64.297098 sec): 90 clusters Score: Raw -1132234.163529 + Penalty 81081.040938 = -1051153.122590 nChanged 35 Deleting Class 65 (30 points): Lose 154.679653 but Gain 1109.553036 Iteration 140F (65.461859 sec): 89 clusters Score: Raw -1132118.846991 + Penalty 80100.028424 = -1052018.818567 nChanged 42 Deleting Class 132 (22 points): Lose 111.766020 but Gain 1070.539454 Iteration 141Q (65.585368 sec): 88 clusters Score: Raw -1132078.853574 + Penalty 79045.493125 = -1053033.360449 nChanged 37 Deleting Class 38 (6 points): Lose 51.633662 but Gain 1005.232732 Iteration 142Q (65.711856 sec): 87 clusters Score: Raw -1132066.590300 + Penalty 78091.629307 = -1053974.960993 nChanged 21 Deleting Class 160 (8 points): Lose 76.635662 but Gain 1029.045361 Iteration 143Q (65.831899 sec): 86 clusters Score: Raw -1132008.073916 + Penalty 77062.864673 = -1054945.209243 nChanged 14 Deleting Class 217 (1 points): Lose 5.999003 but Gain 957.928379 Iteration 144Q (65.950129 sec): 85 clusters Score: Raw -1132018.872533 + Penalty 76104.135447 = -1055914.737086 nChanged 9 Deleting Class 93 (3 points): Lose 17.775236 but Gain 967.545335 Iteration 145Q (66.069004 sec): 84 clusters Score: Raw -1132007.251546 + Penalty 75117.520656 = -1056889.730890 nChanged 7 Deleting Class 98 (10 points): Lose 52.545844 but Gain 1001.931228 Iteration 146Q (66.186154 sec): 83 clusters Score: Raw -1131961.847871 + Penalty 74123.770087 = -1057838.077784 nChanged 15 Deleting Class 232 (2 points): Lose 22.365926 but Gain 971.674890 Iteration 147Q (66.303475 sec): 82 clusters Score: Raw -1131955.127812 + Penalty 73154.799066 = -1058800.328746 nChanged 9 Deleting Class 44 (11 points): Lose 44.214915 but Gain 986.893066 Iteration 148Q (66.419260 sec): 81 clusters Score: Raw -1131922.767387 + Penalty 72173.594839 = -1059749.172548 nChanged 18 Deleting Class 166 (8 points): Lose 32.211805 but Gain 961.383219 Iteration 149Q (66.536087 sec): 80 clusters Score: Raw -1131915.183591 + Penalty 71222.554163 = -1060692.629428 nChanged 21 Deleting Class 69 (9 points): Lose 117.030878 but Gain 1039.962515 Iteration 150F (67.550905 sec): 79 clusters Score: Raw -1131832.826649 + Penalty 71177.636178 = -1060655.190471 nChanged 30 Deleting Class 167 (4 points): Lose 22.231289 but Gain 944.305098 Iteration 151F (68.561229 sec): 78 clusters Score: Raw -1131848.568839 + Penalty 70246.440119 = -1061602.128720 nChanged 21 Deleting Class 92 (3 points): Lose 28.827099 but Gain 949.245483 Iteration 152Q (68.676183 sec): 77 clusters Score: Raw -1131834.267713 + Penalty 69304.435886 = -1062529.831827 nChanged 10 Deleting Class 207 (3 points): Lose 31.643901 but Gain 951.489896 Iteration 153Q (68.789658 sec): 76 clusters Score: Raw -1131816.179788 + Penalty 68359.618725 = -1063456.561064 nChanged 14 Deleting Class 140 (12 points): Lose 67.943714 but Gain 984.646279 Iteration 154Q (68.903221 sec): 75 clusters Score: Raw -1131764.854925 + Penalty 67402.053883 = -1064362.801042 nChanged 24 Deleting Class 67 (11 points): Lose 34.272607 but Gain 947.656669 Iteration 155Q (69.016875 sec): 74 clusters Score: Raw -1131757.335477 + Penalty 66468.451262 = -1065288.884215 nChanged 23 Deleting Class 149 (8 points): Lose 50.694982 but Gain 955.651290 Iteration 156Q (69.137130 sec): 73 clusters Score: Raw -1131727.264930 + Penalty 65522.080085 = -1066205.184844 nChanged 22 Deleting Class 53 (45 points): Lose 171.995616 but Gain 1067.983628 Iteration 157Q (69.249813 sec): 72 clusters Score: Raw -1131579.264547 + Penalty 64457.888831 = -1067121.375716 nChanged 54 Deleting Class 188 (3 points): Lose 5.128188 but Gain 888.792652 Iteration 158Q (69.362431 sec): 71 clusters Score: Raw -1131650.071145 + Penalty 63578.084100 = -1068071.987044 nChanged 20 Deleting Class 59 (12 points): Lose 63.053253 but Gain 938.509771 Iteration 159Q (69.473380 sec): 70 clusters Score: Raw -1131601.494519 + Penalty 62658.057675 = -1068943.436844 nChanged 28 Deleting Class 75 (8 points): Lose 49.906048 but Gain 921.788880 Iteration 160F (70.367606 sec): 69 clusters Score: Raw -1131577.801047 + Penalty 61734.960716 = -1069842.840331 nChanged 17 Deleting Class 133 (8 points): Lose 35.660995 but Gain 894.539683 Iteration 161Q (70.478376 sec): 68 clusters Score: Raw -1131558.076487 + Penalty 60846.165074 = -1070711.911413 nChanged 14 Deleting Class 56 (6 points): Lose 28.420470 but Gain 886.661148 Iteration 162Q (70.588984 sec): 67 clusters Score: Raw -1131543.416556 + Penalty 59966.306279 = -1071577.110277 nChanged 13 Deleting Class 200 (3 points): Lose 16.305239 but Gain 873.506443 Iteration 163Q (70.698219 sec): 66 clusters Score: Raw -1131536.736064 + Penalty 59107.928925 = -1072428.807139 nChanged 10 Deleting Class 174 (4 points): Lose 28.287550 but Gain 885.172249 Iteration 164Q (70.808921 sec): 65 clusters Score: Raw -1131516.214062 + Penalty 58228.769040 = -1073287.445022 nChanged 8 Deleting Class 137 (6 points): Lose 36.314185 but Gain 890.313866 Iteration 165Q (70.919303 sec): 64 clusters Score: Raw -1131487.922767 + Penalty 57344.345195 = -1074143.577573 nChanged 13 Deleting Class 113 (14 points): Lose 77.595950 but Gain 927.006498 Iteration 166Q (71.027208 sec): 63 clusters Score: Raw -1131421.170149 + Penalty 56428.714692 = -1074992.455457 nChanged 22 Deleting Class 91 (24 points): Lose 114.610652 but Gain 963.564500 Iteration 167Q (71.135684 sec): 62 clusters Score: Raw -1131338.583410 + Penalty 55493.633104 = -1075844.950305 nChanged 32 Deleting Class 83 (19 points): Lose 81.547047 but Gain 931.381155 Iteration 168Q (71.244337 sec): 61 clusters Score: Raw -1131303.791089 + Penalty 54562.630112 = -1076741.160977 nChanged 27 Deleting Class 21 (17 points): Lose 62.551460 but Gain 906.622326 Iteration 169Q (71.352573 sec): 60 clusters Score: Raw -1131271.939304 + Penalty 53657.885484 = -1077614.053819 nChanged 30 Deleting Class 155 (18 points): Lose 67.155799 but Gain 910.282598 Iteration 170F (72.122670 sec): 59 clusters Score: Raw -1131241.011747 + Penalty 52764.624534 = -1078476.387213 nChanged 34 Deleting Class 71 (3 points): Lose 25.599656 but Gain 865.294970 Iteration 171Q (72.229931 sec): 58 clusters Score: Raw -1131248.356472 + Penalty 51945.019801 = -1079303.336671 nChanged 15 Deleting Class 63 (10 points): Lose 41.592480 but Gain 878.800094 Iteration 172Q (72.334791 sec): 57 clusters Score: Raw -1131224.683330 + Penalty 51151.747218 = -1080072.936113 nChanged 18 Deleting Class 60 (2 points): Lose 8.581111 but Gain 839.293710 Iteration 173Q (72.441176 sec): 56 clusters Score: Raw -1131238.233058 + Penalty 50318.591655 = -1080919.641403 nChanged 10 Deleting Class 40 (6 points): Lose 46.318517 but Gain 872.242016 Iteration 174Q (72.546573 sec): 55 clusters Score: Raw -1131201.998594 + Penalty 49455.955943 = -1081746.042651 nChanged 19 Deleting Class 97 (6 points): Lose 33.664630 but Gain 857.325524 Iteration 175Q (72.651093 sec): 54 clusters Score: Raw -1131188.161108 + Penalty 48606.533387 = -1082581.627722 nChanged 17 Deleting Class 85 (10 points): Lose 44.383854 but Gain 867.949620 Iteration 176Q (72.755726 sec): 53 clusters Score: Raw -1131161.257027 + Penalty 47809.205804 = -1083352.051222 nChanged 20 Deleting Class 72 (66 points): Lose 240.280600 but Gain 1063.197582 Iteration 177Q (72.859241 sec): 52 clusters Score: Raw -1130941.421230 + Penalty 46720.518092 = -1084220.903137 nChanged 72 Deleting Class 197 (1 points): Lose 8.569541 but Gain 830.376417 Iteration 178Q (72.964079 sec): 51 clusters Score: Raw -1131045.468441 + Penalty 45891.391567 = -1085154.076874 nChanged 19 Deleting Class 68 (26 points): Lose 150.152868 but Gain 969.989647 Iteration 179Q (73.065579 sec): 50 clusters Score: Raw -1130906.896396 + Penalty 44926.727037 = -1085980.169359 nChanged 40 Deleting Class 79 (15 points): Lose 82.155474 but Gain 902.091795 Iteration 180F (73.718895 sec): 49 clusters Score: Raw -1130876.523142 + Penalty 44030.860411 = -1086845.662731 nChanged 30 Deleting Class 82 (43 points): Lose 187.161310 but Gain 1015.113082 Iteration 181Q (73.819573 sec): 48 clusters Score: Raw -1130717.778982 + Penalty 43049.258726 = -1087668.520256 nChanged 59 Deleting Class 55 (55 points): Lose 148.367637 but Gain 964.145618 Iteration 182Q (73.923525 sec): 47 clusters Score: Raw -1130639.863762 + Penalty 42104.084559 = -1088535.779202 nChanged 83 Deleting Class 29 (29 points): Lose 140.212085 but Gain 927.559115 Iteration 183Q (74.024812 sec): 46 clusters Score: Raw -1130591.361075 + Penalty 41194.651686 = -1089396.709389 nChanged 70 Deleting Class 48 (18 points): Lose 60.058979 but Gain 848.995978 Iteration 184Q (74.124541 sec): 45 clusters Score: Raw -1130594.783678 + Penalty 40347.483029 = -1090247.300649 nChanged 57 Deleting Class 103 (10 points): Lose 49.783020 but Gain 835.166068 Iteration 185Q (74.222807 sec): 44 clusters Score: Raw -1130587.979402 + Penalty 39533.484693 = -1091054.494709 nChanged 48 Deleting Class 54 (27 points): Lose 107.423128 but Gain 896.566137 Iteration 186Q (74.322410 sec): 43 clusters Score: Raw -1130505.171425 + Penalty 38651.316995 = -1091853.854430 nChanged 50 Deleting Class 144 (1 points): Lose 3.074491 but Gain 784.800926 Iteration 187Q (74.419797 sec): 42 clusters Score: Raw -1130542.810334 + Penalty 37913.114892 = -1092629.695442 nChanged 24 Deleting Class 134 (19 points): Lose 52.331143 but Gain 824.115996 Iteration 188Q (74.516248 sec): 41 clusters Score: Raw -1130505.487506 + Penalty 37068.367461 = -1093437.120045 nChanged 27 Deleting Class 47 (10 points): Lose 42.009882 but Gain 773.137385 Iteration 189Q (74.612288 sec): 40 clusters Score: Raw -1130493.256633 + Penalty 36302.794293 = -1094190.462341 nChanged 22 Deleting Class 43 (247 points): Lose 733.260112 but Gain 1454.723293 Iteration 190F (75.130025 sec): 39 clusters Score: Raw -1129779.641266 + Penalty 34910.700856 = -1094868.940410 nChanged 261 Deleting Class 15 (20 points): Lose 82.306377 but Gain 778.750867 Iteration 191Q (75.229542 sec): 38 clusters Score: Raw -1130180.621330 + Penalty 34146.707002 = -1096033.914328 nChanged 78 Deleting Class 183 (2 points): Lose 21.034406 but Gain 715.038185 Iteration 192Q (75.324231 sec): 37 clusters Score: Raw -1130232.214985 + Penalty 33445.911027 = -1096786.303958 nChanged 46 Deleting Class 45 (146 points): Lose 433.654873 but Gain 1121.399348 Iteration 193Q (75.418410 sec): 36 clusters Score: Raw -1129838.052434 + Penalty 32360.498726 = -1097477.553708 nChanged 185 Deleting Class 49 (27 points): Lose 121.142426 but Gain 783.241085 Iteration 194Q (75.514082 sec): 35 clusters Score: Raw -1129996.356482 + Penalty 31659.988671 = -1098336.367811 nChanged 81 Deleting Class 46 (18 points): Lose 92.791408 but Gain 717.128227 Iteration 195Q (75.610135 sec): 34 clusters Score: Raw -1130009.036979 + Penalty 30962.106712 = -1099046.930266 nChanged 56 Deleting Class 35 (84 points): Lose 422.517322 but Gain 1021.732485 Iteration 196Q (75.702805 sec): 33 clusters Score: Raw -1129629.035236 + Penalty 29948.016366 = -1099681.018870 nChanged 105 Deleting Class 58 (185 points): Lose 428.073424 but Gain 1018.730968 Iteration 197Q (75.794720 sec): 32 clusters Score: Raw -1129373.363430 + Penalty 28925.587514 = -1100447.775916 nChanged 214 Deleting Class 28 (192 points): Lose 432.408836 but Gain 995.042125 Iteration 198Q (75.886705 sec): 31 clusters Score: Raw -1129234.463756 + Penalty 27952.532678 = -1101281.931078 nChanged 244 Deleting Class 57 (196 points): Lose 1111.774409 but Gain 1536.641169 Iteration 199Q (75.978630 sec): 30 clusters Score: Raw -1128454.462456 + Penalty 26533.247571 = -1101921.214884 nChanged 268 Deleting Class 17 (213 points): Lose 1000.827772 but Gain 1328.630275 Iteration 200F (76.373375 sec): 29 clusters Score: Raw -1127927.882734 + Penalty 25230.226053 = -1102697.656681 nChanged 292 Deleting Class 62 (253 points): Lose 666.690609 but Gain 983.793821 Iteration 201Q (76.467174 sec): 28 clusters Score: Raw -1127843.666796 + Penalty 24195.227011 = -1103648.439785 nChanged 347 Deleting Class 84 (17 points): Lose 88.616524 but Gain 355.636443 Iteration 202Q (76.558967 sec): 27 clusters Score: Raw -1128259.013077 + Penalty 23845.839821 = -1104413.173257 nChanged 132 Deleting Class 204 (41 points): Lose 154.699302 but Gain 257.885437 Iteration 203Q (76.646946 sec): 26 clusters Score: Raw -1128208.329916 + Penalty 23624.697725 = -1104583.632191 nChanged 114 Deleting Class 228 (1 points): Lose 13.956300 but Gain 51.146480 Iteration 204Q (76.733912 sec): 25 clusters Score: Raw -1128287.692148 + Penalty 23575.823753 = -1104711.868396 nChanged 67 Iteration 205Q (76.819152 sec): 25 clusters Score: Raw -1128313.924420 + Penalty 23580.473684 = -1104733.450736 nChanged 43 Iteration 206Q (76.904995 sec): 25 clusters Score: Raw -1128329.260292 + Penalty 23579.724511 = -1104749.535781 nChanged 36 Iteration 207Q (76.990379 sec): 25 clusters Score: Raw -1128341.710164 + Penalty 23583.059361 = -1104758.650803 nChanged 39 Iteration 208Q (77.076079 sec): 25 clusters Score: Raw -1128352.677847 + Penalty 23585.561237 = -1104767.116610 nChanged 28 Iteration 209Q (77.160456 sec): 25 clusters Score: Raw -1128362.188451 + Penalty 23589.204219 = -1104772.984232 nChanged 32 Deleting Class 18 (337 points): Lose 1321.552783 but Gain 1325.918024 Iteration 210F (77.498677 sec): 24 clusters Score: Raw -1127048.819837 + Penalty 22288.445397 = -1104760.374439 nChanged 368 Iteration 211F (77.822526 sec): 24 clusters Score: Raw -1127872.797718 + Penalty 22312.311217 = -1105560.486501 nChanged 164 Iteration 212Q (77.909590 sec): 24 clusters Score: Raw -1128005.161534 + Penalty 22333.286787 = -1105671.874747 nChanged 103 Iteration 213Q (77.994890 sec): 24 clusters Score: Raw -1128062.631479 + Penalty 22340.464304 = -1105722.167175 nChanged 67 Iteration 214Q (78.081457 sec): 24 clusters Score: Raw -1128093.932490 + Penalty 22343.576546 = -1105750.355945 nChanged 47 Iteration 215Q (78.166518 sec): 24 clusters Score: Raw -1128108.361498 + Penalty 22348.627601 = -1105759.733897 nChanged 35 Iteration 216Q (78.252743 sec): 24 clusters Score: Raw -1128119.584859 + Penalty 22351.710469 = -1105767.874390 nChanged 31 Iteration 217Q (78.337346 sec): 24 clusters Score: Raw -1128127.890625 + Penalty 22356.095347 = -1105771.795278 nChanged 23 Iteration 218Q (78.420949 sec): 24 clusters Score: Raw -1128137.539842 + Penalty 22361.916043 = -1105775.623800 nChanged 28 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 -1128137.539842 + Penalty 22361.916043 = -1105775.623800Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 1 (920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (78.476879 sec): 2 clusters Score: Raw -38358.464264 + Penalty 223.943912 = -38134.520352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (78.478848 sec): 3 clusters Score: Raw -37824.865925 + Penalty 448.998837 = -37375.867088 nChanged 397 SP:Iteration 1F (78.480721 sec): 3 clusters Score: Raw -38144.311391 + Penalty 450.392563 = -37693.918828 nChanged 95 SP:Iteration 2F (78.482593 sec): 3 clusters Score: Raw -38236.899795 + Penalty 453.391215 = -37783.508580 nChanged 61 SP:Iteration 3F (78.484461 sec): 3 clusters Score: Raw -38275.504312 + Penalty 454.383181 = -37821.121131 nChanged 31 SP:Iteration 4Q (78.486315 sec): 3 clusters Score: Raw -38299.889824 + Penalty 453.377838 = -37846.511986 nChanged 23 SP:Iteration 5Q (78.488159 sec): 3 clusters Score: Raw -38310.951037 + Penalty 454.384974 = -37856.566063 nChanged 13 SP:Iteration 6Q (78.490011 sec): 3 clusters Score: Raw -38316.663901 + Penalty 454.112877 = -37862.551025 nChanged 8 SP:Iteration 7Q (78.491856 sec): 3 clusters Score: Raw -38319.389160 + Penalty 455.043751 = -37864.345409 nChanged 8 SP:Iteration 8Q (78.493681 sec): 3 clusters Score: Raw -38322.477906 + Penalty 455.646716 = -37866.831190 nChanged 7 SP:Iteration 9Q (78.495509 sec): 3 clusters Score: Raw -38325.884948 + Penalty 456.111144 = -37869.773804 nChanged 10 SP:Iteration 10F (78.497378 sec): 3 clusters Score: Raw -38334.619427 + Penalty 457.364479 = -37877.254947 nChanged 11 SP:Iteration 11Q (78.499198 sec): 3 clusters Score: Raw -38341.701353 + Penalty 457.802600 = -37883.898753 nChanged 9 SP:Iteration 12Q (78.501011 sec): 3 clusters Score: Raw -38345.123641 + Penalty 457.852468 = -37887.271173 nChanged 4 SP:Iteration 13Q (78.502812 sec): 3 clusters Score: Raw -38345.978613 + Penalty 457.269521 = -37888.709092 nChanged 3 SP:Iteration 14Q (78.504607 sec): 3 clusters Score: Raw -38346.892657 + Penalty 456.904167 = -37889.988490 nChanged 3 SP:Iteration 15Q (78.506465 sec): 3 clusters Score: Raw -38347.710084 + Penalty 456.904167 = -37890.805918 nChanged 0 SP:Iteration 16F (78.508406 sec): 3 clusters Score: Raw -38347.710084 + Penalty 456.904167 = -37890.805918 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 2 (2054 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (78.518541 sec): 2 clusters Score: Raw -96325.957134 + Penalty 319.578037 = -96006.379097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (78.522564 sec): 3 clusters Score: Raw -95052.348777 + Penalty 652.670576 = -94399.678201 nChanged 901 SP:Iteration 1F (78.526702 sec): 3 clusters Score: Raw -95627.670912 + Penalty 661.057772 = -94966.613140 nChanged 197 SP:Iteration 2F (78.530763 sec): 3 clusters Score: Raw -95757.351657 + Penalty 671.276209 = -95086.075448 nChanged 146 SP:Iteration 3F (78.534748 sec): 3 clusters Score: Raw -95898.759200 + Penalty 686.656390 = -95212.102811 nChanged 128 SP:Iteration 4F (78.538967 sec): 3 clusters Score: Raw -96021.241083 + Penalty 706.807547 = -95314.433536 nChanged 99 SP:Iteration 5Q (78.543296 sec): 3 clusters Score: Raw -96099.419447 + Penalty 730.763750 = -95368.655697 nChanged 79 SP:Iteration 6Q (78.547207 sec): 3 clusters Score: Raw -96169.259937 + Penalty 754.639538 = -95414.620399 nChanged 73 SP:Iteration 7Q (78.550947 sec): 3 clusters Score: Raw -96242.465300 + Penalty 779.013397 = -95463.451903 nChanged 42 SP:Iteration 8Q (78.554632 sec): 3 clusters Score: Raw -96282.772592 + Penalty 798.947054 = -95483.825539 nChanged 32 SP:Iteration 9Q (78.558596 sec): 3 clusters Score: Raw -96306.788108 + Penalty 825.078491 = -95481.709617 nChanged 18 SP:Iteration 10F (78.562828 sec): 3 clusters Score: Raw -96319.175722 + Penalty 834.166021 = -95485.009701 nChanged 14 SP:Iteration 11Q (78.566244 sec): 3 clusters Score: Raw -96329.373791 + Penalty 854.833625 = -95474.540166 nChanged 14 SP:Iteration 12F (78.570353 sec): 3 clusters Score: Raw -96340.528067 + Penalty 863.365196 = -95477.162872 nChanged 7 SP:Iteration 13Q (78.573708 sec): 3 clusters Score: Raw -96345.276457 + Penalty 871.257206 = -95474.019251 nChanged 4 SP:Iteration 14F (78.577895 sec): 3 clusters Score: Raw -96347.426262 + Penalty 874.620694 = -95472.805569 nChanged 1 SP:Iteration 15F (78.581950 sec): 3 clusters Score: Raw -96347.759441 + Penalty 874.870462 = -95472.888979 nChanged 1 SP:Iteration 16Q (78.585261 sec): 3 clusters Score: Raw -96348.308417 + Penalty 874.870462 = -95473.437955 nChanged 0 SP:Iteration 17F (78.589349 sec): 3 clusters Score: Raw -96348.308417 + Penalty 874.870462 = -95473.437955 nChanged 0 Memory request: 0.03 GB would take us to total of 0.28 GB. Trying to split cluster 4 (5571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (78.615615 sec): 2 clusters Score: Raw -243910.851749 + Penalty 89.578369 = -243821.273380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (78.627335 sec): 3 clusters Score: Raw -240204.704755 + Penalty 180.742744 = -240023.962012 nChanged 2696 SP:Iteration 1F (78.637940 sec): 3 clusters Score: Raw -242056.100750 + Penalty 182.431440 = -241873.669310 nChanged 338 SP:Iteration 2F (78.649045 sec): 3 clusters Score: Raw -242277.779090 + Penalty 183.806834 = -242093.972256 nChanged 261 SP:Iteration 3Q (78.659629 sec): 3 clusters Score: Raw -242675.181318 + Penalty 184.717790 = -242490.463527 nChanged 231 SP:Iteration 4Q (78.670035 sec): 3 clusters Score: Raw -242952.596764 + Penalty 185.440863 = -242767.155900 nChanged 184 SP:Iteration 5Q (78.680295 sec): 3 clusters Score: Raw -243062.535245 + Penalty 186.211442 = -242876.323803 nChanged 118 SP:Iteration 6Q (78.690219 sec): 3 clusters Score: Raw -243113.245374 + Penalty 187.098139 = -242926.147235 nChanged 113 SP:Iteration 7Q (78.700091 sec): 3 clusters Score: Raw -243157.095486 + Penalty 188.047676 = -242969.047810 nChanged 134 SP:Iteration 8Q (78.709951 sec): 3 clusters Score: Raw -243212.689337 + Penalty 189.405758 = -243023.283580 nChanged 112 SP:Iteration 9Q (78.719595 sec): 3 clusters Score: Raw -243256.633624 + Penalty 190.333995 = -243066.299628 nChanged 124 SP:Iteration 10F (78.729935 sec): 3 clusters Score: Raw -243308.698849 + Penalty 190.812138 = -243117.886712 nChanged 107 SP:Iteration 11Q (78.739450 sec): 3 clusters Score: Raw -243354.164008 + Penalty 191.177112 = -243162.986896 nChanged 95 SP:Iteration 12Q (78.749225 sec): 3 clusters Score: Raw -243396.685409 + Penalty 192.630187 = -243204.055222 nChanged 102 SP:Iteration 13Q (78.758700 sec): 3 clusters Score: Raw -243448.132163 + Penalty 194.089827 = -243254.042336 nChanged 100 SP:Iteration 14Q (78.767712 sec): 3 clusters Score: Raw -243495.971517 + Penalty 193.433295 = -243302.538222 nChanged 87 SP:Iteration 15Q (78.776692 sec): 3 clusters Score: Raw -243535.501081 + Penalty 196.047175 = -243339.453906 nChanged 83 SP:Iteration 16Q (78.785523 sec): 3 clusters Score: Raw -243576.659120 + Penalty 198.884390 = -243377.774730 nChanged 83 SP:Iteration 17Q (78.794314 sec): 3 clusters Score: Raw -243623.444253 + Penalty 201.870796 = -243421.573457 nChanged 92 SP:Iteration 18Q (78.803040 sec): 3 clusters Score: Raw -243680.577790 + Penalty 202.746692 = -243477.831097 nChanged 83 SP:Iteration 19Q (78.812476 sec): 3 clusters Score: Raw -243730.693652 + Penalty 208.959972 = -243521.733681 nChanged 57 SP:Iteration 20F (78.823249 sec): 3 clusters Score: Raw -243762.127641 + Penalty 217.253800 = -243544.873841 nChanged 57 SP:Iteration 21Q (78.831815 sec): 3 clusters Score: Raw -243799.221136 + Penalty 220.888257 = -243578.332879 nChanged 60 SP:Iteration 22Q (78.840091 sec): 3 clusters Score: Raw -243841.769499 + Penalty 233.459248 = -243608.310251 nChanged 40 SP:Iteration 23Q (78.848463 sec): 3 clusters Score: Raw -243869.360602 + Penalty 247.767309 = -243621.593292 nChanged 21 SP:Iteration 24Q (78.856611 sec): 3 clusters Score: Raw -243881.980247 + Penalty 258.936413 = -243623.043834 nChanged 17 SP:Iteration 25Q (78.864491 sec): 3 clusters Score: Raw -243893.914749 + Penalty 270.419029 = -243623.495720 nChanged 18 SP:Iteration 26Q (78.872324 sec): 3 clusters Score: Raw -243910.656394 + Penalty 266.247251 = -243644.409143 nChanged 10 SP:Iteration 27Q (78.880506 sec): 3 clusters Score: Raw -243920.339184 + Penalty 265.401652 = -243654.937532 nChanged 1 SP:Iteration 28Q (78.888449 sec): 3 clusters Score: Raw -243919.945087 + Penalty 265.401652 = -243654.543435 nChanged 0 SP:Iteration 29F (78.898589 sec): 3 clusters Score: Raw -243919.945087 + Penalty 265.401652 = -243654.543435 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 6 (951 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (78.907559 sec): 2 clusters Score: Raw -47803.861054 + Penalty 875.751789 = -46928.109265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (78.909563 sec): 3 clusters Score: Raw -47395.076521 + Penalty 1751.813272 = -45643.263249 nChanged 300 SP:Iteration 1F (78.911463 sec): 3 clusters Score: Raw -47588.993640 + Penalty 1752.439436 = -45836.554204 nChanged 82 SP:Iteration 2F (78.913360 sec): 3 clusters Score: Raw -47644.504791 + Penalty 1753.385659 = -45891.119131 nChanged 43 SP:Iteration 3Q (78.915252 sec): 3 clusters Score: Raw -47681.873032 + Penalty 1754.615804 = -45927.257228 nChanged 36 SP:Iteration 4Q (78.917144 sec): 3 clusters Score: Raw -47710.094515 + Penalty 1755.636840 = -45954.457675 nChanged 26 SP:Iteration 5Q (78.919027 sec): 3 clusters Score: Raw -47731.585693 + Penalty 1757.173544 = -45974.412149 nChanged 21 SP:Iteration 6Q (78.920913 sec): 3 clusters Score: Raw -47750.922090 + Penalty 1759.712351 = -45991.209740 nChanged 22 SP:Iteration 7Q (78.922817 sec): 3 clusters Score: Raw -47767.996844 + Penalty 1764.147775 = -46003.849068 nChanged 24 SP:Iteration 8Q (78.924730 sec): 3 clusters Score: Raw -47786.641117 + Penalty 1768.168336 = -46018.472781 nChanged 26 SP:Iteration 9Q (78.926627 sec): 3 clusters Score: Raw -47811.276084 + Penalty 1771.098124 = -46040.177961 nChanged 21 SP:Iteration 10F (78.928509 sec): 3 clusters Score: Raw -47829.470940 + Penalty 1773.769157 = -46055.701783 nChanged 14 SP:Iteration 11Q (78.930370 sec): 3 clusters Score: Raw -47839.758799 + Penalty 1775.739381 = -46064.019418 nChanged 13 SP:Iteration 12Q (78.932228 sec): 3 clusters Score: Raw -47849.980735 + Penalty 1778.533437 = -46071.447298 nChanged 12 SP:Iteration 13Q (78.934082 sec): 3 clusters Score: Raw -47858.634856 + Penalty 1780.086626 = -46078.548230 nChanged 8 SP:Iteration 14Q (78.935946 sec): 3 clusters Score: Raw -47862.391831 + Penalty 1783.559008 = -46078.832823 nChanged 13 SP:Iteration 15Q (78.937793 sec): 3 clusters Score: Raw -47870.562979 + Penalty 1787.096536 = -46083.466443 nChanged 15 SP:Iteration 16Q (78.939656 sec): 3 clusters Score: Raw -47881.750908 + Penalty 1791.541080 = -46090.209828 nChanged 19 SP:Iteration 17Q (78.941520 sec): 3 clusters Score: Raw -47900.497368 + Penalty 1794.430530 = -46106.066838 nChanged 9 SP:Iteration 18Q (78.943353 sec): 3 clusters Score: Raw -47908.744901 + Penalty 1798.620027 = -46110.124874 nChanged 12 SP:Iteration 19Q (78.945179 sec): 3 clusters Score: Raw -47919.304517 + Penalty 1803.027460 = -46116.277057 nChanged 16 SP:Iteration 20F (78.947186 sec): 3 clusters Score: Raw -47935.055150 + Penalty 1806.969227 = -46128.085923 nChanged 12 SP:Iteration 21Q (78.949259 sec): 3 clusters Score: Raw -47949.021168 + Penalty 1808.722005 = -46140.299163 nChanged 9 SP:Iteration 22Q (78.951134 sec): 3 clusters Score: Raw -47954.872196 + Penalty 1810.916548 = -46143.955648 nChanged 5 SP:Iteration 23Q (78.952968 sec): 3 clusters Score: Raw -47961.101856 + Penalty 1814.133132 = -46146.968724 nChanged 7 SP:Iteration 24Q (78.954768 sec): 3 clusters Score: Raw -47965.986673 + Penalty 1815.188581 = -46150.798092 nChanged 3 SP:Iteration 25Q (78.956579 sec): 3 clusters Score: Raw -47967.122423 + Penalty 1814.778236 = -46152.344187 nChanged 1 SP:Iteration 26Q (78.958458 sec): 3 clusters Score: Raw -47967.819263 + Penalty 1814.778236 = -46153.041027 nChanged 0 SP:Iteration 27F (78.960368 sec): 3 clusters Score: Raw -47967.819263 + Penalty 1814.778236 = -46153.041027 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 7 (1051 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (78.967191 sec): 2 clusters Score: Raw -48964.804563 + Penalty 428.324584 = -48536.479979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (78.969429 sec): 3 clusters Score: Raw -48348.262979 + Penalty 861.779329 = -47486.483650 nChanged 394 SP:Iteration 1F (78.971626 sec): 3 clusters Score: Raw -48571.041896 + Penalty 869.840030 = -47701.201867 nChanged 142 SP:Iteration 2F (78.973743 sec): 3 clusters Score: Raw -48671.420073 + Penalty 879.482114 = -47791.937959 nChanged 94 SP:Iteration 3F (78.975836 sec): 3 clusters Score: Raw -48755.024612 + Penalty 883.734149 = -47871.290463 nChanged 51 SP:Iteration 4Q (78.977887 sec): 3 clusters Score: Raw -48805.448728 + Penalty 886.852957 = -47918.595771 nChanged 35 SP:Iteration 5Q (78.979866 sec): 3 clusters Score: Raw -48824.450666 + Penalty 889.814213 = -47934.636453 nChanged 23 SP:Iteration 6Q (78.981886 sec): 3 clusters Score: Raw -48836.775808 + Penalty 891.137229 = -47945.638579 nChanged 12 SP:Iteration 7Q (78.983972 sec): 3 clusters Score: Raw -48846.292041 + Penalty 893.517728 = -47952.774313 nChanged 12 SP:Iteration 8Q (78.985897 sec): 3 clusters Score: Raw -48852.588924 + Penalty 896.985232 = -47955.603692 nChanged 11 SP:Iteration 9Q (78.987877 sec): 3 clusters Score: Raw -48857.547935 + Penalty 897.650444 = -47959.897492 nChanged 11 SP:Iteration 10F (78.989948 sec): 3 clusters Score: Raw -48861.890414 + Penalty 897.995643 = -47963.894772 nChanged 4 SP:Iteration 11Q (78.991857 sec): 3 clusters Score: Raw -48862.999030 + Penalty 899.479705 = -47963.519324 nChanged 4 SP:Iteration 12F (78.994051 sec): 3 clusters Score: Raw -48864.584202 + Penalty 901.184656 = -47963.399546 nChanged 6 SP:Iteration 13F (78.996150 sec): 3 clusters Score: Raw -48865.998185 + Penalty 904.491095 = -47961.507089 nChanged 5 SP:Iteration 14F (78.998188 sec): 3 clusters Score: Raw -48867.419475 + Penalty 907.770468 = -47959.649006 nChanged 7 SP:Iteration 15F (79.000226 sec): 3 clusters Score: Raw -48870.625872 + Penalty 916.318538 = -47954.307334 nChanged 16 SP:Iteration 16F (79.002260 sec): 3 clusters Score: Raw -48878.867611 + Penalty 926.723294 = -47952.144316 nChanged 18 SP:Iteration 17F (79.004293 sec): 3 clusters Score: Raw -48886.533115 + Penalty 932.175389 = -47954.357726 nChanged 18 SP:Iteration 18Q (79.006161 sec): 3 clusters Score: Raw -48895.892798 + Penalty 936.959394 = -47958.933404 nChanged 19 SP:Iteration 19Q (79.008043 sec): 3 clusters Score: Raw -48908.753822 + Penalty 950.422677 = -47958.331145 nChanged 26 SP:Iteration 20F (79.010235 sec): 3 clusters Score: Raw -48928.885197 + Penalty 974.855089 = -47954.030107 nChanged 31 SP:Iteration 21F (79.012414 sec): 3 clusters Score: Raw -48951.092229 + Penalty 973.325480 = -47977.766748 nChanged 17 SP:Iteration 22Q (79.014253 sec): 3 clusters Score: Raw -48967.046891 + Penalty 982.723108 = -47984.323782 nChanged 10 SP:Iteration 23Q (79.016108 sec): 3 clusters Score: Raw -48977.904517 + Penalty 993.996494 = -47983.908022 nChanged 7 SP:Iteration 24F (79.018170 sec): 3 clusters Score: Raw -48984.158593 + Penalty 1008.141657 = -47976.016937 nChanged 4 SP:Iteration 25F (79.020217 sec): 3 clusters Score: Raw -48991.708924 + Penalty 1013.268903 = -47978.440021 nChanged 4 SP:Iteration 26Q (79.021972 sec): 3 clusters Score: Raw -48997.546368 + Penalty 1013.268903 = -47984.277465 nChanged 0 SP:Iteration 27F (79.024018 sec): 3 clusters Score: Raw -48997.546368 + Penalty 1013.268903 = -47984.277465 nChanged 0 Memory request: 0.03 GB would take us to total of 0.29 GB. Trying to split cluster 8 (6938 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.058767 sec): 2 clusters Score: Raw -294893.613756 + Penalty 300.325002 = -294593.288754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.072173 sec): 3 clusters Score: Raw -290295.889315 + Penalty 594.357587 = -289701.531728 nChanged 3189 SP:Iteration 1F (79.085562 sec): 3 clusters Score: Raw -292439.740449 + Penalty 594.568845 = -291845.171604 nChanged 1389 SP:Iteration 2F (79.099041 sec): 3 clusters Score: Raw -294004.351835 + Penalty 628.683047 = -293375.668788 nChanged 506 SP:Iteration 3F (79.112611 sec): 3 clusters Score: Raw -294586.105335 + Penalty 690.903908 = -293895.201427 nChanged 182 SP:Iteration 4Q (79.124264 sec): 3 clusters Score: Raw -294755.172147 + Penalty 753.065492 = -294002.106654 nChanged 89 SP:Iteration 5Q (79.135676 sec): 3 clusters Score: Raw -294836.481539 + Penalty 807.288585 = -294029.192954 nChanged 43 SP:Iteration 6Q (79.146749 sec): 3 clusters Score: Raw -294875.300875 + Penalty 852.284780 = -294023.016095 nChanged 19 SP:Iteration 7F (79.161895 sec): 3 clusters Score: Raw -294896.477835 + Penalty 883.085685 = -294013.392150 nChanged 14 SP:Iteration 8F (79.175804 sec): 3 clusters Score: Raw -294908.503914 + Penalty 926.525341 = -293981.978573 nChanged 12 SP:Iteration 9F (79.190218 sec): 3 clusters Score: Raw -294919.436349 + Penalty 956.196721 = -293963.239628 nChanged 6 SP:Iteration 10F (79.204031 sec): 3 clusters Score: Raw -294924.062949 + Penalty 988.744261 = -293935.318688 nChanged 4 SP:Iteration 11F (79.217744 sec): 3 clusters Score: Raw -294927.364602 + Penalty 1011.113145 = -293916.251457 nChanged 3 SP:Iteration 12F (79.231486 sec): 3 clusters Score: Raw -294932.815857 + Penalty 1053.405582 = -293879.410275 nChanged 4 SP:Iteration 13F (79.245520 sec): 3 clusters Score: Raw -294944.900552 + Penalty 1063.899512 = -293881.001040 nChanged 3 SP:Iteration 14Q (79.256629 sec): 3 clusters Score: Raw -294949.946644 + Penalty 1061.758472 = -293888.188172 nChanged 1 SP:Iteration 15Q (79.267351 sec): 3 clusters Score: Raw -294952.195322 + Penalty 1067.177562 = -293885.017760 nChanged 1 SP:Iteration 16F (79.280964 sec): 3 clusters Score: Raw -294954.967941 + Penalty 1067.177562 = -293887.790380 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 10 (383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.287485 sec): 2 clusters Score: Raw -18306.510809 + Penalty 597.767986 = -17708.742823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.288483 sec): 3 clusters Score: Raw -18162.057701 + Penalty 1195.759541 = -16966.298160 nChanged 82 SP:Iteration 1F (79.289440 sec): 3 clusters Score: Raw -18241.596015 + Penalty 1195.504744 = -17046.091272 nChanged 33 SP:Iteration 2F (79.290346 sec): 3 clusters Score: Raw -18269.119916 + Penalty 1195.540394 = -17073.579523 nChanged 11 SP:Iteration 3Q (79.291242 sec): 3 clusters Score: Raw -18285.764921 + Penalty 1195.775367 = -17089.989554 nChanged 9 SP:Iteration 4Q (79.292135 sec): 3 clusters Score: Raw -18295.625807 + Penalty 1196.183399 = -17099.442408 nChanged 5 SP:Iteration 5Q (79.293024 sec): 3 clusters Score: Raw -18298.931708 + Penalty 1196.534299 = -17102.397408 nChanged 4 SP:Iteration 6Q (79.293914 sec): 3 clusters Score: Raw -18302.511930 + Penalty 1196.868865 = -17105.643065 nChanged 4 SP:Iteration 7Q (79.294835 sec): 3 clusters Score: Raw -18304.609942 + Penalty 1197.100750 = -17107.509192 nChanged 3 SP:Iteration 8Q (79.295727 sec): 3 clusters Score: Raw -18308.194568 + Penalty 1197.879757 = -17110.314811 nChanged 4 SP:Iteration 9Q (79.296614 sec): 3 clusters Score: Raw -18310.752375 + Penalty 1198.562883 = -17112.189492 nChanged 3 SP:Iteration 10F (79.297515 sec): 3 clusters Score: Raw -18313.139527 + Penalty 1199.395699 = -17113.743828 nChanged 7 SP:Iteration 11Q (79.298400 sec): 3 clusters Score: Raw -18320.263755 + Penalty 1200.552611 = -17119.711144 nChanged 4 SP:Iteration 12Q (79.299284 sec): 3 clusters Score: Raw -18324.004163 + Penalty 1202.557635 = -17121.446528 nChanged 5 SP:Iteration 13Q (79.300166 sec): 3 clusters Score: Raw -18328.616299 + Penalty 1205.434899 = -17123.181400 nChanged 6 SP:Iteration 14Q (79.301046 sec): 3 clusters Score: Raw -18335.681986 + Penalty 1209.221548 = -17126.460438 nChanged 7 SP:Iteration 15Q (79.301925 sec): 3 clusters Score: Raw -18343.349202 + Penalty 1212.420262 = -17130.928940 nChanged 5 SP:Iteration 16Q (79.302798 sec): 3 clusters Score: Raw -18347.907535 + Penalty 1212.750564 = -17135.156970 nChanged 2 SP:Iteration 17Q (79.303664 sec): 3 clusters Score: Raw -18350.135506 + Penalty 1213.090136 = -17137.045370 nChanged 2 SP:Iteration 18Q (79.304531 sec): 3 clusters Score: Raw -18352.117373 + Penalty 1214.553684 = -17137.563689 nChanged 3 SP:Iteration 19Q (79.305401 sec): 3 clusters Score: Raw -18356.029786 + Penalty 1215.221627 = -17140.808159 nChanged 1 SP:Iteration 20F (79.306296 sec): 3 clusters Score: Raw -18356.451400 + Penalty 1215.221627 = -17141.229773 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 11 (904 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.310061 sec): 2 clusters Score: Raw -46698.874363 + Penalty 1002.019972 = -45696.854392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.311964 sec): 3 clusters Score: Raw -46380.841014 + Penalty 2005.253065 = -44375.587949 nChanged 274 SP:Iteration 1F (79.313835 sec): 3 clusters Score: Raw -46600.240800 + Penalty 2005.477928 = -44594.762872 nChanged 48 SP:Iteration 2F (79.315672 sec): 3 clusters Score: Raw -46643.091861 + Penalty 2006.166420 = -44636.925441 nChanged 23 SP:Iteration 3Q (79.317519 sec): 3 clusters Score: Raw -46662.349691 + Penalty 2006.598802 = -44655.750888 nChanged 15 SP:Iteration 4Q (79.319342 sec): 3 clusters Score: Raw -46676.288206 + Penalty 2005.755307 = -44670.532899 nChanged 12 SP:Iteration 5Q (79.321165 sec): 3 clusters Score: Raw -46686.807715 + Penalty 2005.010617 = -44681.797098 nChanged 19 SP:Iteration 6Q (79.322985 sec): 3 clusters Score: Raw -46702.648564 + Penalty 2004.275996 = -44698.372569 nChanged 13 SP:Iteration 7Q (79.324861 sec): 3 clusters Score: Raw -46711.626714 + Penalty 2004.295182 = -44707.331532 nChanged 5 SP:Iteration 8Q (79.326736 sec): 3 clusters Score: Raw -46718.314484 + Penalty 2004.075471 = -44714.239013 nChanged 5 SP:Iteration 9Q (79.328588 sec): 3 clusters Score: Raw -46722.982189 + Penalty 2003.162717 = -44719.819472 nChanged 5 SP:Iteration 10F (79.330448 sec): 3 clusters Score: Raw -46730.408014 + Penalty 2001.727842 = -44728.680172 nChanged 10 SP:Iteration 11Q (79.332264 sec): 3 clusters Score: Raw -46740.031472 + Penalty 2002.638835 = -44737.392637 nChanged 5 SP:Iteration 12Q (79.334267 sec): 3 clusters Score: Raw -46742.722503 + Penalty 2002.576613 = -44740.145890 nChanged 3 SP:Iteration 13Q (79.336304 sec): 3 clusters Score: Raw -46744.228335 + Penalty 2002.690837 = -44741.537499 nChanged 3 SP:Iteration 14Q (79.338221 sec): 3 clusters Score: Raw -46745.822383 + Penalty 2002.624678 = -44743.197705 nChanged 3 SP:Iteration 15Q (79.340053 sec): 3 clusters Score: Raw -46748.164675 + Penalty 2003.099189 = -44745.065486 nChanged 6 SP:Iteration 16Q (79.341905 sec): 3 clusters Score: Raw -46755.180414 + Penalty 2002.679050 = -44752.501364 nChanged 6 SP:Iteration 17Q (79.343791 sec): 3 clusters Score: Raw -46760.434063 + Penalty 2002.100829 = -44758.333235 nChanged 2 SP:Iteration 18Q (79.345598 sec): 3 clusters Score: Raw -46761.341843 + Penalty 2002.378708 = -44758.963135 nChanged 3 SP:Iteration 19Q (79.347400 sec): 3 clusters Score: Raw -46764.129510 + Penalty 2002.378708 = -44761.750802 nChanged 0 SP:Iteration 20F (79.349242 sec): 3 clusters Score: Raw -46764.129510 + Penalty 2002.378708 = -44761.750802 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 12 (567 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.351507 sec): 2 clusters Score: Raw -24743.463246 + Penalty 347.895478 = -24395.567768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.352804 sec): 3 clusters Score: Raw -24438.439181 + Penalty 703.219158 = -23735.220023 nChanged 200 SP:Iteration 1F (79.354054 sec): 3 clusters Score: Raw -24584.745545 + Penalty 722.721251 = -23862.024294 nChanged 82 SP:Iteration 2F (79.355285 sec): 3 clusters Score: Raw -24663.911077 + Penalty 743.720280 = -23920.190797 nChanged 46 SP:Iteration 3F (79.356511 sec): 3 clusters Score: Raw -24711.200522 + Penalty 765.893311 = -23945.307211 nChanged 35 SP:Iteration 4F (79.357734 sec): 3 clusters Score: Raw -24741.660256 + Penalty 786.462629 = -23955.197627 nChanged 23 SP:Iteration 5Q (79.359028 sec): 3 clusters Score: Raw -24763.248679 + Penalty 794.128031 = -23969.120647 nChanged 15 SP:Iteration 6Q (79.360271 sec): 3 clusters Score: Raw -24780.468660 + Penalty 804.361669 = -23976.106991 nChanged 11 SP:Iteration 7Q (79.361482 sec): 3 clusters Score: Raw -24790.309494 + Penalty 805.661962 = -23984.647532 nChanged 4 SP:Iteration 8Q (79.362616 sec): 3 clusters Score: Raw -24792.306477 + Penalty 809.881560 = -23982.424917 nChanged 2 SP:Iteration 9F (79.363827 sec): 3 clusters Score: Raw -24793.070652 + Penalty 809.939032 = -23983.131619 nChanged 1 SP:Iteration 10F (79.365037 sec): 3 clusters Score: Raw -24793.938322 + Penalty 809.416625 = -23984.521698 nChanged 1 SP:Iteration 11Q (79.366155 sec): 3 clusters Score: Raw -24794.313570 + Penalty 811.157093 = -23983.156476 nChanged 1 SP:Iteration 12F (79.367366 sec): 3 clusters Score: Raw -24795.334038 + Penalty 811.157093 = -23984.176945 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 14 (895 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.370494 sec): 2 clusters Score: Raw -36671.196122 + Penalty 290.454206 = -36380.741917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.372406 sec): 3 clusters Score: Raw -36187.481679 + Penalty 590.100942 = -35597.380737 nChanged 367 SP:Iteration 1F (79.374223 sec): 3 clusters Score: Raw -36578.349738 + Penalty 596.036176 = -35982.313562 nChanged 88 SP:Iteration 2F (79.376040 sec): 3 clusters Score: Raw -36634.155839 + Penalty 603.207554 = -36030.948285 nChanged 38 SP:Iteration 3Q (79.377878 sec): 3 clusters Score: Raw -36656.033950 + Penalty 609.358015 = -36046.675935 nChanged 17 SP:Iteration 4Q (79.379732 sec): 3 clusters Score: Raw -36664.964416 + Penalty 611.656041 = -36053.308374 nChanged 13 SP:Iteration 5Q (79.381524 sec): 3 clusters Score: Raw -36671.456481 + Penalty 610.939594 = -36060.516887 nChanged 10 SP:Iteration 6Q (79.383292 sec): 3 clusters Score: Raw -36677.129197 + Penalty 612.115608 = -36065.013590 nChanged 12 SP:Iteration 7Q (79.385059 sec): 3 clusters Score: Raw -36686.339728 + Penalty 611.101930 = -36075.237797 nChanged 8 SP:Iteration 8Q (79.386831 sec): 3 clusters Score: Raw -36689.354118 + Penalty 610.109299 = -36079.244819 nChanged 7 SP:Iteration 9Q (79.388678 sec): 3 clusters Score: Raw -36691.383914 + Penalty 610.300538 = -36081.083377 nChanged 6 SP:Iteration 10F (79.390571 sec): 3 clusters Score: Raw -36692.994891 + Penalty 609.071546 = -36083.923345 nChanged 4 SP:Iteration 11Q (79.392426 sec): 3 clusters Score: Raw -36694.422997 + Penalty 609.478382 = -36084.944614 nChanged 5 SP:Iteration 12Q (79.394254 sec): 3 clusters Score: Raw -36695.622950 + Penalty 610.417309 = -36085.205641 nChanged 3 SP:Iteration 13Q (79.396027 sec): 3 clusters Score: Raw -36696.056964 + Penalty 610.141712 = -36085.915252 nChanged 3 SP:Iteration 14Q (79.397848 sec): 3 clusters Score: Raw -36696.664269 + Penalty 609.979176 = -36086.685093 nChanged 6 SP:Iteration 15Q (79.399648 sec): 3 clusters Score: Raw -36698.244189 + Penalty 610.337635 = -36087.906554 nChanged 6 SP:Iteration 16Q (79.401408 sec): 3 clusters Score: Raw -36700.399644 + Penalty 610.437663 = -36089.961982 nChanged 7 SP:Iteration 17Q (79.403181 sec): 3 clusters Score: Raw -36702.904641 + Penalty 609.797996 = -36093.106645 nChanged 5 SP:Iteration 18Q (79.404952 sec): 3 clusters Score: Raw -36704.259511 + Penalty 609.716927 = -36094.542584 nChanged 2 SP:Iteration 19Q (79.406731 sec): 3 clusters Score: Raw -36704.887211 + Penalty 610.112180 = -36094.775031 nChanged 1 SP:Iteration 20F (79.408522 sec): 3 clusters Score: Raw -36704.941085 + Penalty 610.112180 = -36094.828904 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 16 (635 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.410941 sec): 2 clusters Score: Raw -21527.757803 + Penalty 972.462020 = -20555.295783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.412337 sec): 3 clusters Score: Raw -21412.226729 + Penalty 1945.859576 = -19466.367153 nChanged 161 SP:Iteration 1F (79.413700 sec): 3 clusters Score: Raw -21639.541468 + Penalty 1944.156743 = -19695.384725 nChanged 61 SP:Iteration 2F (79.415065 sec): 3 clusters Score: Raw -21776.015940 + Penalty 1942.627353 = -19833.388587 nChanged 50 SP:Iteration 3F (79.416426 sec): 3 clusters Score: Raw -21937.938161 + Penalty 1940.363677 = -19997.574484 nChanged 44 SP:Iteration 4F (79.417791 sec): 3 clusters Score: Raw -22125.615722 + Penalty 1942.605843 = -20183.009880 nChanged 33 SP:Iteration 5F (79.419164 sec): 3 clusters Score: Raw -22260.867186 + Penalty 1946.228086 = -20314.639100 nChanged 31 SP:Iteration 6Q (79.420372 sec): 3 clusters Score: Raw -22382.342586 + Penalty 1949.430716 = -20432.911870 nChanged 23 SP:Iteration 7Q (79.421559 sec): 3 clusters Score: Raw -22471.196492 + Penalty 1951.215819 = -20519.980673 nChanged 8 SP:Iteration 8Q (79.422732 sec): 3 clusters Score: Raw -22509.949307 + Penalty 1952.653050 = -20557.296257 nChanged 10 SP:Iteration 9Q (79.423940 sec): 3 clusters Score: Raw -22556.617284 + Penalty 1954.399076 = -20602.218208 nChanged 12 SP:Iteration 10F (79.425309 sec): 3 clusters Score: Raw -22589.978266 + Penalty 1955.193985 = -20634.784281 nChanged 7 SP:Iteration 11Q (79.426470 sec): 3 clusters Score: Raw -22644.917806 + Penalty 1956.227171 = -20688.690634 nChanged 8 SP:Iteration 12Q (79.427623 sec): 3 clusters Score: Raw -22673.149995 + Penalty 1956.860905 = -20716.289091 nChanged 5 SP:Iteration 13Q (79.428774 sec): 3 clusters Score: Raw -22683.768631 + Penalty 1956.812147 = -20726.956483 nChanged 2 SP:Iteration 14Q (79.429917 sec): 3 clusters Score: Raw -22691.991558 + Penalty 1956.812147 = -20735.179411 nChanged 0 SP:Iteration 15F (79.431283 sec): 3 clusters Score: Raw -22691.991558 + Penalty 1956.812147 = -20735.179411 nChanged 0 Score: Raw -1149379.237950 + Penalty 23922.156808 = -1125457.081142 Splitting cluster 16 changes total score from -1105775.623800 to -1125457.081142 So it's getting split into cluster 3. Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 19 (785 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.779884 sec): 2 clusters Score: Raw -39868.990949 + Penalty 590.978054 = -39278.012895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.781496 sec): 3 clusters Score: Raw -39489.319817 + Penalty 1182.075906 = -38307.243911 nChanged 287 SP:Iteration 1F (79.783081 sec): 3 clusters Score: Raw -39667.988457 + Penalty 1183.291910 = -38484.696547 nChanged 79 SP:Iteration 2F (79.784644 sec): 3 clusters Score: Raw -39723.922403 + Penalty 1184.521738 = -38539.400665 nChanged 57 SP:Iteration 3F (79.786243 sec): 3 clusters Score: Raw -39769.442358 + Penalty 1187.442289 = -38582.000069 nChanged 41 SP:Iteration 4F (79.787804 sec): 3 clusters Score: Raw -39798.876219 + Penalty 1191.081082 = -38607.795137 nChanged 28 SP:Iteration 5Q (79.789393 sec): 3 clusters Score: Raw -39819.725162 + Penalty 1194.503033 = -38625.222129 nChanged 25 SP:Iteration 6Q (79.790975 sec): 3 clusters Score: Raw -39839.623330 + Penalty 1197.160737 = -38642.462593 nChanged 21 SP:Iteration 7Q (79.792537 sec): 3 clusters Score: Raw -39855.531684 + Penalty 1200.555381 = -38654.976303 nChanged 19 SP:Iteration 8Q (79.794104 sec): 3 clusters Score: Raw -39868.548370 + Penalty 1203.254996 = -38665.293373 nChanged 17 SP:Iteration 9Q (79.795687 sec): 3 clusters Score: Raw -39883.235086 + Penalty 1206.791417 = -38676.443669 nChanged 11 SP:Iteration 10F (79.797274 sec): 3 clusters Score: Raw -39889.708894 + Penalty 1211.257390 = -38678.451503 nChanged 12 SP:Iteration 11Q (79.798819 sec): 3 clusters Score: Raw -39897.621566 + Penalty 1212.897471 = -38684.724095 nChanged 8 SP:Iteration 12Q (79.800358 sec): 3 clusters Score: Raw -39900.818887 + Penalty 1216.646689 = -38684.172199 nChanged 5 SP:Iteration 13F (79.801919 sec): 3 clusters Score: Raw -39905.942795 + Penalty 1216.829926 = -38689.112869 nChanged 3 SP:Iteration 14Q (79.803499 sec): 3 clusters Score: Raw -39908.788706 + Penalty 1217.792549 = -38690.996157 nChanged 3 SP:Iteration 15Q (79.805080 sec): 3 clusters Score: Raw -39913.497492 + Penalty 1219.489194 = -38694.008298 nChanged 4 SP:Iteration 16Q (79.806621 sec): 3 clusters Score: Raw -39915.452234 + Penalty 1223.512831 = -38691.939403 nChanged 3 SP:Iteration 17F (79.808198 sec): 3 clusters Score: Raw -39918.273441 + Penalty 1225.545015 = -38692.728426 nChanged 5 SP:Iteration 18Q (79.809743 sec): 3 clusters Score: Raw -39923.973994 + Penalty 1230.218655 = -38693.755339 nChanged 5 SP:Iteration 19Q (79.811297 sec): 3 clusters Score: Raw -39927.380719 + Penalty 1234.138932 = -38693.241787 nChanged 4 SP:Iteration 20F (79.812907 sec): 3 clusters Score: Raw -39930.175906 + Penalty 1235.826110 = -38694.349796 nChanged 1 SP:Iteration 21Q (79.814425 sec): 3 clusters Score: Raw -39931.200082 + Penalty 1236.175407 = -38695.024675 nChanged 2 SP:Iteration 22Q (79.815989 sec): 3 clusters Score: Raw -39932.911618 + Penalty 1239.035491 = -38693.876127 nChanged 2 SP:Iteration 23F (79.817610 sec): 3 clusters Score: Raw -39933.825875 + Penalty 1242.576219 = -38691.249656 nChanged 4 SP:Iteration 24F (79.819201 sec): 3 clusters Score: Raw -39939.064736 + Penalty 1244.554408 = -38694.510328 nChanged 3 SP:Iteration 25Q (79.820696 sec): 3 clusters Score: Raw -39941.516929 + Penalty 1245.777430 = -38695.739498 nChanged 1 SP:Iteration 26Q (79.822179 sec): 3 clusters Score: Raw -39942.808644 + Penalty 1246.187078 = -38696.621565 nChanged 1 SP:Iteration 27Q (79.823681 sec): 3 clusters Score: Raw -39944.146824 + Penalty 1247.772855 = -38696.373969 nChanged 1 SP:Iteration 28F (79.825286 sec): 3 clusters Score: Raw -39945.190546 + Penalty 1248.817898 = -38696.372648 nChanged 1 SP:Iteration 29F (79.826877 sec): 3 clusters Score: Raw -39945.928286 + Penalty 1248.817898 = -38697.110388 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 22 (463 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.829598 sec): 2 clusters Score: Raw -18730.825867 + Penalty 831.865559 = -17898.960308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.830620 sec): 3 clusters Score: Raw -18615.792762 + Penalty 1659.613525 = -16956.179237 nChanged 121 SP:Iteration 1F (79.831625 sec): 3 clusters Score: Raw -18735.833296 + Penalty 1658.058312 = -17077.774984 nChanged 28 SP:Iteration 2F (79.832629 sec): 3 clusters Score: Raw -18766.980755 + Penalty 1658.961656 = -17108.019099 nChanged 10 SP:Iteration 3Q (79.833618 sec): 3 clusters Score: Raw -18779.328932 + Penalty 1659.688797 = -17119.640135 nChanged 6 SP:Iteration 4Q (79.834656 sec): 3 clusters Score: Raw -18786.819532 + Penalty 1659.819142 = -17127.000390 nChanged 5 SP:Iteration 5Q (79.835649 sec): 3 clusters Score: Raw -18790.195222 + Penalty 1660.439728 = -17129.755494 nChanged 3 SP:Iteration 6Q (79.836634 sec): 3 clusters Score: Raw -18794.499216 + Penalty 1660.583029 = -17133.916187 nChanged 3 SP:Iteration 7Q (79.837615 sec): 3 clusters Score: Raw -18798.887445 + Penalty 1661.434576 = -17137.452870 nChanged 3 SP:Iteration 8Q (79.838596 sec): 3 clusters Score: Raw -18800.637553 + Penalty 1661.131730 = -17139.505824 nChanged 1 SP:Iteration 9Q (79.839574 sec): 3 clusters Score: Raw -18801.434562 + Penalty 1660.731690 = -17140.702872 nChanged 1 SP:Iteration 10F (79.840575 sec): 3 clusters Score: Raw -18802.133250 + Penalty 1661.021486 = -17141.111764 nChanged 1 SP:Iteration 11Q (79.841557 sec): 3 clusters Score: Raw -18802.658508 + Penalty 1661.021486 = -17141.637021 nChanged 0 SP:Iteration 12F (79.842558 sec): 3 clusters Score: Raw -18802.658508 + Penalty 1661.021486 = -17141.637021 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 23 (727 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.845843 sec): 2 clusters Score: Raw -28765.987128 + Penalty 936.232163 = -27829.754965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.847362 sec): 3 clusters Score: Raw -28541.389649 + Penalty 1873.192438 = -26668.197212 nChanged 215 SP:Iteration 1F (79.848890 sec): 3 clusters Score: Raw -28750.996697 + Penalty 1874.189551 = -26876.807145 nChanged 49 SP:Iteration 2F (79.850363 sec): 3 clusters Score: Raw -28812.487809 + Penalty 1875.850735 = -26936.637074 nChanged 35 SP:Iteration 3Q (79.851824 sec): 3 clusters Score: Raw -28856.972645 + Penalty 1878.200356 = -26978.772289 nChanged 22 SP:Iteration 4Q (79.853289 sec): 3 clusters Score: Raw -28890.236564 + Penalty 1881.842677 = -27008.393887 nChanged 18 SP:Iteration 5Q (79.854730 sec): 3 clusters Score: Raw -28914.787146 + Penalty 1883.210980 = -27031.576166 nChanged 12 SP:Iteration 6Q (79.856155 sec): 3 clusters Score: Raw -28925.755288 + Penalty 1884.020768 = -27041.734520 nChanged 9 SP:Iteration 7Q (79.857571 sec): 3 clusters Score: Raw -28944.189250 + Penalty 1885.350324 = -27058.838926 nChanged 10 SP:Iteration 8Q (79.858967 sec): 3 clusters Score: Raw -28962.089682 + Penalty 1886.049388 = -27076.040293 nChanged 11 SP:Iteration 9Q (79.860376 sec): 3 clusters Score: Raw -28981.536489 + Penalty 1886.267003 = -27095.269486 nChanged 13 SP:Iteration 10F (79.861866 sec): 3 clusters Score: Raw -29003.848206 + Penalty 1885.993308 = -27117.854898 nChanged 12 SP:Iteration 11Q (79.863322 sec): 3 clusters Score: Raw -29021.694776 + Penalty 1887.099561 = -27134.595215 nChanged 4 SP:Iteration 12Q (79.864734 sec): 3 clusters Score: Raw -29025.397769 + Penalty 1887.922459 = -27137.475310 nChanged 2 SP:Iteration 13Q (79.866144 sec): 3 clusters Score: Raw -29027.602452 + Penalty 1888.435392 = -27139.167060 nChanged 2 SP:Iteration 14Q (79.867532 sec): 3 clusters Score: Raw -29031.600182 + Penalty 1888.694224 = -27142.905958 nChanged 3 SP:Iteration 15Q (79.868969 sec): 3 clusters Score: Raw -29035.174409 + Penalty 1888.982524 = -27146.191885 nChanged 1 SP:Iteration 16Q (79.870535 sec): 3 clusters Score: Raw -29035.610995 + Penalty 1889.139522 = -27146.471473 nChanged 1 SP:Iteration 17Q (79.871950 sec): 3 clusters Score: Raw -29036.125612 + Penalty 1889.139522 = -27146.986090 nChanged 0 SP:Iteration 18F (79.873431 sec): 3 clusters Score: Raw -29036.125612 + Penalty 1889.139522 = -27146.986090 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 24 (362 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.875057 sec): 2 clusters Score: Raw -16279.600737 + Penalty 548.755462 = -15730.845275 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.875911 sec): 3 clusters Score: Raw -16140.205890 + Penalty 1096.251917 = -15043.953973 nChanged 95 SP:Iteration 1F (79.876794 sec): 3 clusters Score: Raw -16207.332900 + Penalty 1096.452568 = -15110.880332 nChanged 30 SP:Iteration 2F (79.877625 sec): 3 clusters Score: Raw -16240.934840 + Penalty 1093.067482 = -15147.867358 nChanged 19 SP:Iteration 3F (79.878457 sec): 3 clusters Score: Raw -16259.129709 + Penalty 1090.962482 = -15168.167227 nChanged 13 SP:Iteration 4Q (79.879282 sec): 3 clusters Score: Raw -16272.011524 + Penalty 1093.314781 = -15178.696743 nChanged 10 SP:Iteration 5Q (79.880108 sec): 3 clusters Score: Raw -16288.085575 + Penalty 1095.815152 = -15192.270423 nChanged 10 SP:Iteration 6Q (79.880935 sec): 3 clusters Score: Raw -16301.550766 + Penalty 1096.017133 = -15205.533633 nChanged 5 SP:Iteration 7Q (79.881757 sec): 3 clusters Score: Raw -16306.318768 + Penalty 1094.980130 = -15211.338638 nChanged 4 SP:Iteration 8Q (79.882579 sec): 3 clusters Score: Raw -16310.616507 + Penalty 1097.147842 = -15213.468666 nChanged 4 SP:Iteration 9Q (79.883422 sec): 3 clusters Score: Raw -16314.596601 + Penalty 1097.895405 = -15216.701196 nChanged 2 SP:Iteration 10F (79.884254 sec): 3 clusters Score: Raw -16317.478579 + Penalty 1098.178713 = -15219.299866 nChanged 3 SP:Iteration 11Q (79.885076 sec): 3 clusters Score: Raw -16322.070487 + Penalty 1096.724849 = -15225.345638 nChanged 2 SP:Iteration 12Q (79.885899 sec): 3 clusters Score: Raw -16324.448338 + Penalty 1094.665255 = -15229.783083 nChanged 1 SP:Iteration 13Q (79.886719 sec): 3 clusters Score: Raw -16325.887816 + Penalty 1092.614553 = -15233.273263 nChanged 2 SP:Iteration 14Q (79.887538 sec): 3 clusters Score: Raw -16326.852859 + Penalty 1092.614553 = -15234.238305 nChanged 0 SP:Iteration 15F (79.888371 sec): 3 clusters Score: Raw -16326.852859 + Penalty 1092.614553 = -15234.238305 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 25 (249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.889489 sec): 2 clusters Score: Raw -10872.613489 + Penalty 621.189338 = -10251.424151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.890138 sec): 3 clusters Score: Raw -10840.314009 + Penalty 1242.256941 = -9598.057068 nChanged 49 SP:Iteration 1F (79.890775 sec): 3 clusters Score: Raw -10912.149475 + Penalty 1241.366657 = -9670.782818 nChanged 15 SP:Iteration 2F (79.891415 sec): 3 clusters Score: Raw -10932.558482 + Penalty 1240.388740 = -9692.169741 nChanged 8 SP:Iteration 3Q (79.892038 sec): 3 clusters Score: Raw -10937.762168 + Penalty 1240.338068 = -9697.424100 nChanged 4 SP:Iteration 4Q (79.892658 sec): 3 clusters Score: Raw -10945.292546 + Penalty 1240.701357 = -9704.591188 nChanged 5 SP:Iteration 5Q (79.893279 sec): 3 clusters Score: Raw -10950.356237 + Penalty 1240.691332 = -9709.664904 nChanged 2 SP:Iteration 6Q (79.893899 sec): 3 clusters Score: Raw -10953.847589 + Penalty 1240.744795 = -9713.102794 nChanged 1 SP:Iteration 7Q (79.894517 sec): 3 clusters Score: Raw -10955.075259 + Penalty 1240.908969 = -9714.166290 nChanged 1 SP:Iteration 8Q (79.895136 sec): 3 clusters Score: Raw -10956.456713 + Penalty 1241.038032 = -9715.418681 nChanged 1 SP:Iteration 9Q (79.895760 sec): 3 clusters Score: Raw -10957.538067 + Penalty 1241.269993 = -9716.268075 nChanged 1 SP:Iteration 10F (79.896394 sec): 3 clusters Score: Raw -10962.417981 + Penalty 1241.237142 = -9721.180839 nChanged 2 SP:Iteration 11Q (79.897012 sec): 3 clusters Score: Raw -10963.957645 + Penalty 1241.875822 = -9722.081823 nChanged 2 SP:Iteration 12Q (79.897630 sec): 3 clusters Score: Raw -10968.091281 + Penalty 1242.577152 = -9725.514129 nChanged 2 SP:Iteration 13Q (79.898249 sec): 3 clusters Score: Raw -10969.444520 + Penalty 1243.044873 = -9726.399647 nChanged 1 SP:Iteration 14Q (79.898867 sec): 3 clusters Score: Raw -10970.378382 + Penalty 1243.069042 = -9727.309340 nChanged 2 SP:Iteration 15Q (79.899486 sec): 3 clusters Score: Raw -10973.770976 + Penalty 1243.054399 = -9730.716577 nChanged 2 SP:Iteration 16Q (79.900124 sec): 3 clusters Score: Raw -10976.680141 + Penalty 1242.602681 = -9734.077460 nChanged 1 SP:Iteration 17Q (79.900741 sec): 3 clusters Score: Raw -10977.493479 + Penalty 1242.602681 = -9734.890798 nChanged 0 SP:Iteration 18F (79.901374 sec): 3 clusters Score: Raw -10977.493479 + Penalty 1242.602681 = -9734.890798 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 26 (634 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.903550 sec): 2 clusters Score: Raw -31925.326702 + Penalty 999.417692 = -30925.909010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.904874 sec): 3 clusters Score: Raw -31761.852783 + Penalty 1999.772222 = -29762.080560 nChanged 167 SP:Iteration 1F (79.906182 sec): 3 clusters Score: Raw -31930.512819 + Penalty 2000.730295 = -29929.782523 nChanged 43 SP:Iteration 2F (79.907506 sec): 3 clusters Score: Raw -31980.200822 + Penalty 2001.154758 = -29979.046064 nChanged 19 SP:Iteration 3Q (79.908803 sec): 3 clusters Score: Raw -32011.986393 + Penalty 2001.419218 = -30010.567175 nChanged 14 SP:Iteration 4Q (79.910082 sec): 3 clusters Score: Raw -32029.148478 + Penalty 2001.651516 = -30027.496962 nChanged 8 SP:Iteration 5Q (79.911358 sec): 3 clusters Score: Raw -32040.785270 + Penalty 2001.590523 = -30039.194747 nChanged 7 SP:Iteration 6Q (79.912632 sec): 3 clusters Score: Raw -32049.193714 + Penalty 2001.958845 = -30047.234869 nChanged 6 SP:Iteration 7Q (79.913906 sec): 3 clusters Score: Raw -32054.195793 + Penalty 2002.304624 = -30051.891169 nChanged 3 SP:Iteration 8Q (79.915196 sec): 3 clusters Score: Raw -32058.104495 + Penalty 2002.449672 = -30055.654822 nChanged 4 SP:Iteration 9Q (79.916469 sec): 3 clusters Score: Raw -32063.201804 + Penalty 2002.177878 = -30061.023926 nChanged 6 SP:Iteration 10F (79.917776 sec): 3 clusters Score: Raw -32069.969504 + Penalty 2002.517189 = -30067.452315 nChanged 8 SP:Iteration 11Q (79.919081 sec): 3 clusters Score: Raw -32078.634491 + Penalty 2002.310059 = -30076.324433 nChanged 7 SP:Iteration 12Q (79.920353 sec): 3 clusters Score: Raw -32088.351681 + Penalty 2001.483254 = -30086.868427 nChanged 7 SP:Iteration 13Q (79.921619 sec): 3 clusters Score: Raw -32096.963549 + Penalty 2001.345464 = -30095.618085 nChanged 4 SP:Iteration 14Q (79.922886 sec): 3 clusters Score: Raw -32101.677440 + Penalty 2001.206973 = -30100.470468 nChanged 4 SP:Iteration 15Q (79.924164 sec): 3 clusters Score: Raw -32106.721255 + Penalty 2001.030247 = -30105.691008 nChanged 5 SP:Iteration 16Q (79.925424 sec): 3 clusters Score: Raw -32114.955726 + Penalty 2000.761863 = -30114.193863 nChanged 2 SP:Iteration 17Q (79.926682 sec): 3 clusters Score: Raw -32121.042609 + Penalty 2000.406960 = -30120.635649 nChanged 8 SP:Iteration 18Q (79.927938 sec): 3 clusters Score: Raw -32149.409057 + Penalty 1999.998731 = -30149.410325 nChanged 15 SP:Iteration 19Q (79.929198 sec): 3 clusters Score: Raw -32220.338993 + Penalty 1999.540607 = -30220.798386 nChanged 20 SP:Iteration 20F (79.930495 sec): 3 clusters Score: Raw -32370.059893 + Penalty 1999.638812 = -30370.421081 nChanged 19 SP:Iteration 21Q (79.931699 sec): 3 clusters Score: Raw -32454.011907 + Penalty 1999.976223 = -30454.035684 nChanged 22 SP:Iteration 22Q (79.932906 sec): 3 clusters Score: Raw -32501.739332 + Penalty 2000.185991 = -30501.553342 nChanged 11 SP:Iteration 23Q (79.934080 sec): 3 clusters Score: Raw -32526.471439 + Penalty 2000.008426 = -30526.463013 nChanged 11 SP:Iteration 24Q (79.935251 sec): 3 clusters Score: Raw -32550.068323 + Penalty 1999.748235 = -30550.320088 nChanged 5 SP:Iteration 25Q (79.936408 sec): 3 clusters Score: Raw -32559.699695 + Penalty 2000.076815 = -30559.622880 nChanged 5 SP:Iteration 26Q (79.937556 sec): 3 clusters Score: Raw -32567.323461 + Penalty 2000.224542 = -30567.098919 nChanged 4 SP:Iteration 27Q (79.938702 sec): 3 clusters Score: Raw -32576.534973 + Penalty 2000.451718 = -30576.083255 nChanged 3 SP:Iteration 28Q (79.939841 sec): 3 clusters Score: Raw -32584.390046 + Penalty 2000.451213 = -30583.938833 nChanged 1 SP:Iteration 29Q (79.940999 sec): 3 clusters Score: Raw -32585.882560 + Penalty 2000.451213 = -30585.431348 nChanged 0 SP:Iteration 30F (79.942300 sec): 3 clusters Score: Raw -32585.882560 + Penalty 2000.451213 = -30585.431348 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 30 (385 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.943813 sec): 2 clusters Score: Raw -17369.752965 + Penalty 771.503549 = -16598.249416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.944715 sec): 3 clusters Score: Raw -17287.945813 + Penalty 1541.664270 = -15746.281543 nChanged 76 SP:Iteration 1F (79.945590 sec): 3 clusters Score: Raw -17396.124236 + Penalty 1538.873028 = -15857.251208 nChanged 26 SP:Iteration 2F (79.946460 sec): 3 clusters Score: Raw -17446.767351 + Penalty 1535.466462 = -15911.300889 nChanged 16 SP:Iteration 3Q (79.947310 sec): 3 clusters Score: Raw -17474.069994 + Penalty 1534.591293 = -15939.478701 nChanged 4 SP:Iteration 4Q (79.948151 sec): 3 clusters Score: Raw -17486.758598 + Penalty 1534.034371 = -15952.724227 nChanged 2 SP:Iteration 5Q (79.948988 sec): 3 clusters Score: Raw -17489.709830 + Penalty 1534.257372 = -15955.452458 nChanged 1 SP:Iteration 6Q (79.949822 sec): 3 clusters Score: Raw -17491.166036 + Penalty 1534.493751 = -15956.672285 nChanged 1 SP:Iteration 7Q (79.950657 sec): 3 clusters Score: Raw -17494.235668 + Penalty 1534.415658 = -15959.820010 nChanged 2 SP:Iteration 8Q (79.951493 sec): 3 clusters Score: Raw -17498.416384 + Penalty 1533.791097 = -15964.625286 nChanged 3 SP:Iteration 9Q (79.952326 sec): 3 clusters Score: Raw -17501.256278 + Penalty 1532.981650 = -15968.274629 nChanged 2 SP:Iteration 10F (79.953194 sec): 3 clusters Score: Raw -17503.823563 + Penalty 1533.647359 = -15970.176204 nChanged 1 SP:Iteration 11Q (79.954051 sec): 3 clusters Score: Raw -17506.481107 + Penalty 1533.647359 = -15972.833748 nChanged 0 SP:Iteration 12F (79.954921 sec): 3 clusters Score: Raw -17506.481107 + Penalty 1533.647359 = -15972.833748 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 34 (269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.956082 sec): 2 clusters Score: Raw -12150.387344 + Penalty 372.739589 = -11777.647756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.956800 sec): 3 clusters Score: Raw -12030.371767 + Penalty 734.398119 = -11295.973648 nChanged 83 SP:Iteration 1F (79.957535 sec): 3 clusters Score: Raw -12094.263893 + Penalty 734.685608 = -11359.578285 nChanged 35 SP:Iteration 2F (79.958237 sec): 3 clusters Score: Raw -12122.900352 + Penalty 743.559196 = -11379.341156 nChanged 20 SP:Iteration 3F (79.958938 sec): 3 clusters Score: Raw -12140.945478 + Penalty 755.206062 = -11385.739416 nChanged 13 SP:Iteration 4Q (79.959633 sec): 3 clusters Score: Raw -12155.038158 + Penalty 773.261598 = -11381.776560 nChanged 14 SP:Iteration 5F (79.960343 sec): 3 clusters Score: Raw -12169.507645 + Penalty 790.203690 = -11379.303956 nChanged 12 SP:Iteration 6F (79.961050 sec): 3 clusters Score: Raw -12180.157371 + Penalty 796.216651 = -11383.940721 nChanged 4 SP:Iteration 7Q (79.961746 sec): 3 clusters Score: Raw -12183.420514 + Penalty 799.862520 = -11383.557994 nChanged 2 SP:Iteration 8F (79.962454 sec): 3 clusters Score: Raw -12184.471058 + Penalty 799.862520 = -11384.608538 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 36 (698 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.964916 sec): 2 clusters Score: Raw -32841.482843 + Penalty 901.913563 = -31939.569280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.966365 sec): 3 clusters Score: Raw -32607.289407 + Penalty 1804.329870 = -30802.959537 nChanged 189 SP:Iteration 1F (79.967788 sec): 3 clusters Score: Raw -32755.488976 + Penalty 1805.340395 = -30950.148581 nChanged 44 SP:Iteration 2F (79.969253 sec): 3 clusters Score: Raw -32790.825740 + Penalty 1806.541543 = -30984.284197 nChanged 23 SP:Iteration 3Q (79.970655 sec): 3 clusters Score: Raw -32814.853069 + Penalty 1807.969766 = -31006.883303 nChanged 15 SP:Iteration 4Q (79.972069 sec): 3 clusters Score: Raw -32826.069104 + Penalty 1809.415899 = -31016.653205 nChanged 9 SP:Iteration 5Q (79.973511 sec): 3 clusters Score: Raw -32834.383861 + Penalty 1809.989706 = -31024.394155 nChanged 7 SP:Iteration 6Q (79.974934 sec): 3 clusters Score: Raw -32841.148263 + Penalty 1810.581812 = -31030.566451 nChanged 5 SP:Iteration 7Q (79.976370 sec): 3 clusters Score: Raw -32844.796540 + Penalty 1811.029002 = -31033.767538 nChanged 3 SP:Iteration 8Q (79.977776 sec): 3 clusters Score: Raw -32846.611066 + Penalty 1811.400347 = -31035.210719 nChanged 4 SP:Iteration 9Q (79.979173 sec): 3 clusters Score: Raw -32849.422770 + Penalty 1811.946062 = -31037.476707 nChanged 5 SP:Iteration 10F (79.980585 sec): 3 clusters Score: Raw -32852.163001 + Penalty 1813.024572 = -31039.138429 nChanged 4 SP:Iteration 11Q (79.981981 sec): 3 clusters Score: Raw -32854.802268 + Penalty 1813.982580 = -31040.819689 nChanged 6 SP:Iteration 12Q (79.983400 sec): 3 clusters Score: Raw -32857.232436 + Penalty 1815.151338 = -31042.081099 nChanged 5 SP:Iteration 13Q (79.984795 sec): 3 clusters Score: Raw -32860.404597 + Penalty 1815.358728 = -31045.045869 nChanged 6 SP:Iteration 14Q (79.986189 sec): 3 clusters Score: Raw -32865.344980 + Penalty 1816.778217 = -31048.566763 nChanged 7 SP:Iteration 15Q (79.987592 sec): 3 clusters Score: Raw -32869.906461 + Penalty 1817.477764 = -31052.428697 nChanged 3 SP:Iteration 16Q (79.988984 sec): 3 clusters Score: Raw -32873.603707 + Penalty 1818.456096 = -31055.147611 nChanged 5 SP:Iteration 17Q (79.990401 sec): 3 clusters Score: Raw -32875.860789 + Penalty 1818.396703 = -31057.464085 nChanged 1 SP:Iteration 18Q (79.991813 sec): 3 clusters Score: Raw -32876.179937 + Penalty 1818.396703 = -31057.783234 nChanged 0 SP:Iteration 19F (79.993233 sec): 3 clusters Score: Raw -32876.179937 + Penalty 1818.396703 = -31057.783234 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 51 (633 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.995445 sec): 2 clusters Score: Raw -20902.645749 + Penalty 438.622693 = -20464.023056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.996772 sec): 3 clusters Score: Raw -20662.567066 + Penalty 880.802302 = -19781.764764 nChanged 206 SP:Iteration 1F (79.998074 sec): 3 clusters Score: Raw -20922.281420 + Penalty 884.921857 = -20037.359563 nChanged 66 SP:Iteration 2F (79.999374 sec): 3 clusters Score: Raw -21011.639301 + Penalty 888.934000 = -20122.705301 nChanged 37 SP:Iteration 3F (80.000670 sec): 3 clusters Score: Raw -21053.000867 + Penalty 888.394043 = -20164.606825 nChanged 20 SP:Iteration 4Q (80.001933 sec): 3 clusters Score: Raw -21069.992548 + Penalty 889.232160 = -20180.760389 nChanged 22 SP:Iteration 5Q (80.003207 sec): 3 clusters Score: Raw -21095.256856 + Penalty 888.633153 = -20206.623702 nChanged 16 SP:Iteration 6Q (80.004453 sec): 3 clusters Score: Raw -21105.892503 + Penalty 888.467941 = -20217.424561 nChanged 7 SP:Iteration 7Q (80.005697 sec): 3 clusters Score: Raw -21107.860409 + Penalty 889.122918 = -20218.737491 nChanged 2 SP:Iteration 8Q (80.006944 sec): 3 clusters Score: Raw -21108.271303 + Penalty 889.613001 = -20218.658302 nChanged 2 SP:Iteration 9F (80.008274 sec): 3 clusters Score: Raw -21109.173318 + Penalty 890.128602 = -20219.044716 nChanged 1 SP:Iteration 10F (80.009571 sec): 3 clusters Score: Raw -21109.577468 + Penalty 891.329001 = -20218.248468 nChanged 2 SP:Iteration 11F (80.010877 sec): 3 clusters Score: Raw -21111.259785 + Penalty 891.263896 = -20219.995890 nChanged 1 SP:Iteration 12Q (80.012124 sec): 3 clusters Score: Raw -21111.502579 + Penalty 891.092595 = -20220.409985 nChanged 1 SP:Iteration 13Q (80.013370 sec): 3 clusters Score: Raw -21112.877518 + Penalty 889.518541 = -20223.358977 nChanged 5 SP:Iteration 14Q (80.014648 sec): 3 clusters Score: Raw -21115.136096 + Penalty 888.986983 = -20226.149113 nChanged 4 SP:Iteration 15Q (80.015919 sec): 3 clusters Score: Raw -21117.236425 + Penalty 887.952545 = -20229.283880 nChanged 2 SP:Iteration 16Q (80.017183 sec): 3 clusters Score: Raw -21119.210620 + Penalty 886.315264 = -20232.895356 nChanged 4 SP:Iteration 17Q (80.018425 sec): 3 clusters Score: Raw -21124.188365 + Penalty 886.175059 = -20238.013305 nChanged 1 SP:Iteration 18Q (80.019667 sec): 3 clusters Score: Raw -21125.898912 + Penalty 885.938180 = -20239.960732 nChanged 1 SP:Iteration 19Q (80.020915 sec): 3 clusters Score: Raw -21126.127681 + Penalty 885.592203 = -20240.535478 nChanged 2 SP:Iteration 20F (80.022211 sec): 3 clusters Score: Raw -21126.515021 + Penalty 885.176310 = -20241.338711 nChanged 2 SP:Iteration 21Q (80.023451 sec): 3 clusters Score: Raw -21127.400377 + Penalty 885.096573 = -20242.303805 nChanged 1 SP:Iteration 22Q (80.024699 sec): 3 clusters Score: Raw -21128.817446 + Penalty 885.158210 = -20243.659236 nChanged 1 SP:Iteration 23Q (80.025968 sec): 3 clusters Score: Raw -21130.067053 + Penalty 885.564585 = -20244.502468 nChanged 1 SP:Iteration 24Q (80.027215 sec): 3 clusters Score: Raw -21132.104768 + Penalty 885.636391 = -20246.468377 nChanged 2 SP:Iteration 25Q (80.028448 sec): 3 clusters Score: Raw -21133.387091 + Penalty 885.648412 = -20247.738679 nChanged 1 SP:Iteration 26Q (80.029681 sec): 3 clusters Score: Raw -21133.734219 + Penalty 885.556710 = -20248.177509 nChanged 1 SP:Iteration 27Q (80.030931 sec): 3 clusters Score: Raw -21138.120961 + Penalty 885.768214 = -20252.352748 nChanged 1 SP:Iteration 28Q (80.032160 sec): 3 clusters Score: Raw -21139.020263 + Penalty 885.879945 = -20253.140318 nChanged 1 SP:Iteration 29Q (80.033387 sec): 3 clusters Score: Raw -21139.693285 + Penalty 885.742585 = -20253.950701 nChanged 1 SP:Iteration 30F (80.034662 sec): 3 clusters Score: Raw -21140.236540 + Penalty 885.742585 = -20254.493955 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 70 (1417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.042168 sec): 2 clusters Score: Raw -64771.847668 + Penalty 738.650685 = -64033.196983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.044850 sec): 3 clusters Score: Raw -64018.229507 + Penalty 1476.157421 = -62542.072085 nChanged 497 SP:Iteration 1F (80.047498 sec): 3 clusters Score: Raw -64319.314624 + Penalty 1474.661727 = -62844.652897 nChanged 153 SP:Iteration 2F (80.050118 sec): 3 clusters Score: Raw -64458.627344 + Penalty 1474.494833 = -62984.132511 nChanged 133 SP:Iteration 3F (80.052734 sec): 3 clusters Score: Raw -64608.903367 + Penalty 1476.608581 = -63132.294786 nChanged 110 SP:Iteration 4F (80.055368 sec): 3 clusters Score: Raw -64732.911862 + Penalty 1479.354762 = -63253.557100 nChanged 67 SP:Iteration 5Q (80.058041 sec): 3 clusters Score: Raw -64797.989079 + Penalty 1480.693057 = -63317.296022 nChanged 43 SP:Iteration 6Q (80.060659 sec): 3 clusters Score: Raw -64832.024533 + Penalty 1480.220100 = -63351.804433 nChanged 35 SP:Iteration 7Q (80.063146 sec): 3 clusters Score: Raw -64857.274296 + Penalty 1483.021660 = -63374.252635 nChanged 18 SP:Iteration 8Q (80.065589 sec): 3 clusters Score: Raw -64871.609362 + Penalty 1481.956792 = -63389.652570 nChanged 11 SP:Iteration 9Q (80.071621 sec): 3 clusters Score: Raw -64878.312034 + Penalty 1480.486192 = -63397.825843 nChanged 10 SP:Iteration 10F (80.076662 sec): 3 clusters Score: Raw -64882.913757 + Penalty 1481.396489 = -63401.517268 nChanged 6 SP:Iteration 11Q (80.081493 sec): 3 clusters Score: Raw -64886.559444 + Penalty 1482.418144 = -63404.141300 nChanged 4 SP:Iteration 12Q (80.085270 sec): 3 clusters Score: Raw -64889.022475 + Penalty 1482.418144 = -63406.604331 nChanged 0 SP:Iteration 13F (80.087965 sec): 3 clusters Score: Raw -64889.022475 + Penalty 1482.418144 = -63406.604331 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 74 (211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.092775 sec): 2 clusters Score: Raw -7162.250771 + Penalty 296.831491 = -6865.419280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.093392 sec): 3 clusters Score: Raw -7102.073804 + Penalty 582.394177 = -6519.679627 nChanged 46 SP:Iteration 1F (80.093969 sec): 3 clusters Score: Raw -7145.956629 + Penalty 581.917668 = -6564.038961 nChanged 11 SP:Iteration 2F (80.094566 sec): 3 clusters Score: Raw -7159.428867 + Penalty 583.205970 = -6576.222897 nChanged 4 SP:Iteration 3Q (80.095133 sec): 3 clusters Score: Raw -7169.682942 + Penalty 588.874019 = -6580.808924 nChanged 5 SP:Iteration 4Q (80.095700 sec): 3 clusters Score: Raw -7184.210199 + Penalty 595.702586 = -6588.507612 nChanged 8 SP:Iteration 5Q (80.096259 sec): 3 clusters Score: Raw -7209.602672 + Penalty 606.910549 = -6602.692123 nChanged 10 SP:Iteration 6Q (80.096814 sec): 3 clusters Score: Raw -7239.220414 + Penalty 614.323057 = -6624.897357 nChanged 9 SP:Iteration 7Q (80.097360 sec): 3 clusters Score: Raw -7253.459369 + Penalty 619.480473 = -6633.978896 nChanged 4 SP:Iteration 8Q (80.097902 sec): 3 clusters Score: Raw -7256.822474 + Penalty 622.238574 = -6634.583900 nChanged 1 SP:Iteration 9Q (80.098444 sec): 3 clusters Score: Raw -7259.554368 + Penalty 622.238574 = -6637.315794 nChanged 0 SP:Iteration 10F (80.099012 sec): 3 clusters Score: Raw -7259.554368 + Penalty 622.238574 = -6637.315794 nChanged 0 Iteration 219Q (80.200700 sec): 25 clusters Score: Raw -1129315.777078 + Penalty 23932.950782 = -1105382.826296 nChanged 49 Iteration 220F (80.549968 sec): 25 clusters Score: Raw -1129364.303898 + Penalty 23932.847591 = -1105431.456307 nChanged 41 Iteration 221Q (80.635161 sec): 25 clusters Score: Raw -1129387.667818 + Penalty 23944.486760 = -1105443.181058 nChanged 33 Iteration 222Q (80.720116 sec): 25 clusters Score: Raw -1129401.246244 + Penalty 23952.346752 = -1105448.899492 nChanged 28 Iteration 223Q (80.804201 sec): 25 clusters Score: Raw -1129411.019070 + Penalty 23958.886430 = -1105452.132640 nChanged 24 Iteration 224Q (80.887958 sec): 25 clusters Score: Raw -1129418.350429 + Penalty 23965.705402 = -1105452.645027 nChanged 21 Iteration 225Q (80.971784 sec): 25 clusters Score: Raw -1129426.335845 + Penalty 23973.226755 = -1105453.109089 nChanged 25 Iteration 226Q (81.055828 sec): 25 clusters Score: Raw -1129435.942937 + Penalty 23982.571009 = -1105453.371929 nChanged 34 Iteration 227Q (81.141097 sec): 25 clusters Score: Raw -1129446.313080 + Penalty 23988.837336 = -1105457.475744 nChanged 26 Iteration 228Q (81.225328 sec): 25 clusters Score: Raw -1129454.687974 + Penalty 23992.673852 = -1105462.014123 nChanged 22 Iteration 229Q (81.309670 sec): 25 clusters Score: Raw -1129460.290997 + Penalty 23997.025767 = -1105463.265230 nChanged 16 Iteration 230F (81.646916 sec): 25 clusters Score: Raw -1129464.316313 + Penalty 24000.915442 = -1105463.400871 nChanged 13 Iteration 231Q (81.731170 sec): 25 clusters Score: Raw -1129467.311501 + Penalty 24003.645705 = -1105463.665795 nChanged 10 Iteration 232Q (81.815162 sec): 25 clusters Score: Raw -1129469.802609 + Penalty 24006.709462 = -1105463.093147 nChanged 13 Iteration 233F (82.151996 sec): 25 clusters Score: Raw -1129473.151840 + Penalty 24010.125322 = -1105463.026518 nChanged 17 Iteration 234F (82.488014 sec): 25 clusters Score: Raw -1129476.391337 + Penalty 24010.333998 = -1105466.057339 nChanged 12 Iteration 235Q (82.572476 sec): 25 clusters Score: Raw -1129479.061711 + Penalty 24011.821359 = -1105467.240352 nChanged 9 Iteration 236Q (82.656303 sec): 25 clusters Score: Raw -1129481.544255 + Penalty 24012.991492 = -1105468.552763 nChanged 11 Iteration 237Q (82.741057 sec): 25 clusters Score: Raw -1129484.017725 + Penalty 24014.529541 = -1105469.488184 nChanged 8 Iteration 238Q (82.836252 sec): 25 clusters Score: Raw -1129486.047504 + Penalty 24016.926882 = -1105469.120623 nChanged 14 Iteration 239F (83.172080 sec): 25 clusters Score: Raw -1129489.501853 + Penalty 24020.777325 = -1105468.724527 nChanged 15 Iteration 240F (83.508822 sec): 25 clusters Score: Raw -1129494.649214 + Penalty 24025.447775 = -1105469.201439 nChanged 21 Iteration 241Q (83.592906 sec): 25 clusters Score: Raw -1129500.173357 + Penalty 24027.766488 = -1105472.406869 nChanged 15 Iteration 242Q (83.677654 sec): 25 clusters Score: Raw -1129504.213909 + Penalty 24030.180718 = -1105474.033191 nChanged 11 Iteration 243Q (83.762728 sec): 25 clusters Score: Raw -1129507.118018 + Penalty 24032.392526 = -1105474.725492 nChanged 12 Iteration 244Q (83.846385 sec): 25 clusters Score: Raw -1129509.337706 + Penalty 24033.421678 = -1105475.916027 nChanged 5 Iteration 245Q (83.934003 sec): 25 clusters Score: Raw -1129510.399155 + Penalty 24034.263197 = -1105476.135958 nChanged 4 Iteration 246Q (84.019077 sec): 25 clusters Score: Raw -1129511.521031 + Penalty 24034.895921 = -1105476.625110 nChanged 1 Iteration 247Q (84.103475 sec): 25 clusters Score: Raw -1129512.221561 + Penalty 24035.734362 = -1105476.487200 nChanged 2 Iteration 248F (84.442164 sec): 25 clusters Score: Raw -1129513.607352 + Penalty 24035.970289 = -1105477.637063 nChanged 5 Iteration 249Q (84.526451 sec): 25 clusters Score: Raw -1129515.040581 + Penalty 24037.116234 = -1105477.924348 nChanged 3 Iteration 250F (84.864075 sec): 25 clusters Score: Raw -1129515.456378 + Penalty 24037.066052 = -1105478.390327 nChanged 1 Iteration 251Q (84.948075 sec): 25 clusters Score: Raw -1129515.798419 + Penalty 24037.665355 = -1105478.133064 nChanged 3 Iteration 252F (85.284858 sec): 25 clusters Score: Raw -1129517.217742 + Penalty 24038.057924 = -1105479.159818 nChanged 1 Iteration 253Q (85.368714 sec): 25 clusters Score: Raw -1129517.926202 + Penalty 24038.502417 = -1105479.423785 nChanged 1 Iteration 254Q (85.453202 sec): 25 clusters Score: Raw -1129518.076324 + Penalty 24038.502417 = -1105479.573907 nChanged 0 Iteration 255F (85.789858 sec): 25 clusters Score: Raw -1129518.076324 + Penalty 24038.502417 = -1105479.573907 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 -1129518.076324 + Penalty 24038.502417 = -1105479.573907Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 1 (920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.845911 sec): 2 clusters Score: Raw -38358.464264 + Penalty 223.943912 = -38134.520352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.847856 sec): 3 clusters Score: Raw -37818.928495 + Penalty 491.493613 = -37327.434882 nChanged 391 SP:Iteration 1F (85.849784 sec): 3 clusters Score: Raw -38248.919201 + Penalty 518.341835 = -37730.577366 nChanged 110 SP:Iteration 2F (85.851678 sec): 3 clusters Score: Raw -38344.893089 + Penalty 546.636254 = -37798.256834 nChanged 41 SP:Iteration 3Q (85.853667 sec): 3 clusters Score: Raw -38375.811658 + Penalty 548.921492 = -37826.890165 nChanged 17 SP:Iteration 4Q (85.855628 sec): 3 clusters Score: Raw -38385.612054 + Penalty 555.227245 = -37830.384808 nChanged 9 SP:Iteration 5Q (85.857549 sec): 3 clusters Score: Raw -38390.175641 + Penalty 563.125260 = -37827.050381 nChanged 7 SP:Iteration 6F (85.859439 sec): 3 clusters Score: Raw -38393.706493 + Penalty 564.234866 = -37829.471628 nChanged 4 SP:Iteration 7Q (85.861294 sec): 3 clusters Score: Raw -38395.222433 + Penalty 559.517820 = -37835.704614 nChanged 4 SP:Iteration 8Q (85.863219 sec): 3 clusters Score: Raw -38397.072306 + Penalty 551.589267 = -37845.483039 nChanged 4 SP:Iteration 9Q (85.865119 sec): 3 clusters Score: Raw -38398.990117 + Penalty 548.420778 = -37850.569339 nChanged 3 SP:Iteration 10F (85.867022 sec): 3 clusters Score: Raw -38401.126962 + Penalty 539.764876 = -37861.362086 nChanged 3 SP:Iteration 11Q (85.868882 sec): 3 clusters Score: Raw -38402.800431 + Penalty 539.651372 = -37863.149059 nChanged 2 SP:Iteration 12Q (85.870769 sec): 3 clusters Score: Raw -38403.222451 + Penalty 539.651372 = -37863.571079 nChanged 0 SP:Iteration 13F (85.872703 sec): 3 clusters Score: Raw -38403.222451 + Penalty 539.651372 = -37863.571079 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 2 (2054 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.882905 sec): 2 clusters Score: Raw -96325.957134 + Penalty 319.578037 = -96006.379097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.886894 sec): 3 clusters Score: Raw -95093.965974 + Penalty 630.099343 = -94463.866631 nChanged 885 SP:Iteration 1F (85.890845 sec): 3 clusters Score: Raw -95836.138295 + Penalty 624.842602 = -95211.295692 nChanged 202 SP:Iteration 2F (85.894694 sec): 3 clusters Score: Raw -95938.269570 + Penalty 618.336790 = -95319.932780 nChanged 105 SP:Iteration 3F (85.898760 sec): 3 clusters Score: Raw -95995.659481 + Penalty 610.708941 = -95384.950540 nChanged 80 SP:Iteration 4Q (85.902691 sec): 3 clusters Score: Raw -96035.502287 + Penalty 603.778746 = -95431.723541 nChanged 73 SP:Iteration 5Q (85.906460 sec): 3 clusters Score: Raw -96068.155600 + Penalty 597.960831 = -95470.194769 nChanged 60 SP:Iteration 6Q (85.910411 sec): 3 clusters Score: Raw -96099.314459 + Penalty 590.910810 = -95508.403649 nChanged 59 SP:Iteration 7Q (85.914342 sec): 3 clusters Score: Raw -96130.774703 + Penalty 587.405706 = -95543.368997 nChanged 49 SP:Iteration 8Q (85.918283 sec): 3 clusters Score: Raw -96150.529022 + Penalty 584.279319 = -95566.249703 nChanged 36 SP:Iteration 9Q (85.922033 sec): 3 clusters Score: Raw -96162.629389 + Penalty 579.696659 = -95582.932731 nChanged 36 SP:Iteration 10F (85.925825 sec): 3 clusters Score: Raw -96177.948176 + Penalty 575.382600 = -95602.565575 nChanged 27 SP:Iteration 11Q (85.929530 sec): 3 clusters Score: Raw -96191.301999 + Penalty 572.228582 = -95619.073417 nChanged 15 SP:Iteration 12Q (85.933267 sec): 3 clusters Score: Raw -96198.215627 + Penalty 569.725557 = -95628.490070 nChanged 15 SP:Iteration 13Q (85.936860 sec): 3 clusters Score: Raw -96206.638201 + Penalty 568.575188 = -95638.063013 nChanged 12 SP:Iteration 14Q (85.940417 sec): 3 clusters Score: Raw -96211.664992 + Penalty 567.730853 = -95643.934139 nChanged 9 SP:Iteration 15Q (85.943949 sec): 3 clusters Score: Raw -96214.858885 + Penalty 565.808207 = -95649.050678 nChanged 8 SP:Iteration 16Q (85.947501 sec): 3 clusters Score: Raw -96216.930688 + Penalty 565.432603 = -95651.498086 nChanged 9 SP:Iteration 17Q (85.951094 sec): 3 clusters Score: Raw -96219.548220 + Penalty 562.189165 = -95657.359055 nChanged 8 SP:Iteration 18Q (85.954691 sec): 3 clusters Score: Raw -96222.055079 + Penalty 561.639968 = -95660.415111 nChanged 7 SP:Iteration 19Q (85.958238 sec): 3 clusters Score: Raw -96224.160244 + Penalty 558.659853 = -95665.500391 nChanged 13 SP:Iteration 20F (85.962038 sec): 3 clusters Score: Raw -96228.357167 + Penalty 559.959069 = -95668.398098 nChanged 13 SP:Iteration 21Q (85.965528 sec): 3 clusters Score: Raw -96232.812385 + Penalty 561.098733 = -95671.713652 nChanged 10 SP:Iteration 22Q (85.968983 sec): 3 clusters Score: Raw -96235.226480 + Penalty 559.872925 = -95675.353555 nChanged 6 SP:Iteration 23Q (85.972478 sec): 3 clusters Score: Raw -96236.067939 + Penalty 555.982640 = -95680.085299 nChanged 8 SP:Iteration 24Q (85.975912 sec): 3 clusters Score: Raw -96239.358586 + Penalty 553.042970 = -95686.315617 nChanged 8 SP:Iteration 25Q (85.979411 sec): 3 clusters Score: Raw -96243.861753 + Penalty 550.425829 = -95693.435924 nChanged 7 SP:Iteration 26Q (85.982955 sec): 3 clusters Score: Raw -96247.104370 + Penalty 545.928312 = -95701.176058 nChanged 10 SP:Iteration 27Q (85.986355 sec): 3 clusters Score: Raw -96250.352793 + Penalty 549.906308 = -95700.446485 nChanged 14 SP:Iteration 28F (85.990202 sec): 3 clusters Score: Raw -96253.517681 + Penalty 544.735628 = -95708.782054 nChanged 13 SP:Iteration 29Q (85.993948 sec): 3 clusters Score: Raw -96257.165569 + Penalty 549.408963 = -95707.756606 nChanged 19 SP:Iteration 30F (85.998168 sec): 3 clusters Score: Raw -96267.318916 + Penalty 556.902941 = -95710.415975 nChanged 17 SP:Iteration 31Q (86.001752 sec): 3 clusters Score: Raw -96276.942456 + Penalty 556.469402 = -95720.473054 nChanged 16 SP:Iteration 32Q (86.005341 sec): 3 clusters Score: Raw -96287.677942 + Penalty 580.144191 = -95707.533751 nChanged 22 SP:Iteration 33F (86.009074 sec): 3 clusters Score: Raw -96311.447704 + Penalty 772.381727 = -95539.065976 nChanged 18 SP:Iteration 34F (86.012823 sec): 3 clusters Score: Raw -96332.501026 + Penalty 957.244389 = -95375.256637 nChanged 2 SP:Iteration 35F (86.016962 sec): 3 clusters Score: Raw -96332.929572 + Penalty 957.244389 = -95375.685184 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 3 (269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.019355 sec): 2 clusters Score: Raw -10951.689769 + Penalty 880.159178 = -10071.530590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.020092 sec): 3 clusters Score: Raw -10999.892996 + Penalty 1761.125000 = -9238.767995 nChanged 47 SP:Iteration 1F (86.020812 sec): 3 clusters Score: Raw -11109.521762 + Penalty 1761.312766 = -9348.208996 nChanged 13 SP:Iteration 2Q (86.021479 sec): 3 clusters Score: Raw -11132.252517 + Penalty 1761.312766 = -9370.939751 nChanged 0 SP:Iteration 3F (86.022176 sec): 3 clusters Score: Raw -11132.252517 + Penalty 1761.312766 = -9370.939751 nChanged 0 Memory request: 0.03 GB would take us to total of 0.28 GB. Trying to split cluster 4 (5571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.053903 sec): 2 clusters Score: Raw -243910.851749 + Penalty 89.578369 = -243821.273380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.064726 sec): 3 clusters Score: Raw -240153.602945 + Penalty 174.237111 = -239979.365835 nChanged 2731 SP:Iteration 1F (86.075576 sec): 3 clusters Score: Raw -242621.788184 + Penalty 172.198031 = -242449.590153 nChanged 385 SP:Iteration 2F (86.086448 sec): 3 clusters Score: Raw -242940.919632 + Penalty 169.690405 = -242771.229227 nChanged 266 SP:Iteration 3Q (86.097104 sec): 3 clusters Score: Raw -243104.492922 + Penalty 169.032562 = -242935.460360 nChanged 157 SP:Iteration 4Q (86.107714 sec): 3 clusters Score: Raw -243168.853947 + Penalty 168.572413 = -243000.281535 nChanged 150 SP:Iteration 5Q (86.118064 sec): 3 clusters Score: Raw -243241.932224 + Penalty 167.273082 = -243074.659141 nChanged 151 SP:Iteration 6Q (86.128440 sec): 3 clusters Score: Raw -243317.659898 + Penalty 166.485863 = -243151.174035 nChanged 144 SP:Iteration 7Q (86.138566 sec): 3 clusters Score: Raw -243395.468029 + Penalty 166.837776 = -243228.630253 nChanged 134 SP:Iteration 8Q (86.148725 sec): 3 clusters Score: Raw -243478.139162 + Penalty 167.512519 = -243310.626643 nChanged 135 SP:Iteration 9Q (86.158611 sec): 3 clusters Score: Raw -243567.700733 + Penalty 169.796811 = -243397.903922 nChanged 107 SP:Iteration 10F (86.169727 sec): 3 clusters Score: Raw -243647.921969 + Penalty 169.116177 = -243478.805792 nChanged 94 SP:Iteration 11Q (86.179368 sec): 3 clusters Score: Raw -243722.501077 + Penalty 173.397857 = -243549.103220 nChanged 86 SP:Iteration 12Q (86.188955 sec): 3 clusters Score: Raw -243795.615422 + Penalty 183.647816 = -243611.967606 nChanged 62 SP:Iteration 13Q (86.198360 sec): 3 clusters Score: Raw -243851.788964 + Penalty 184.484286 = -243667.304678 nChanged 43 SP:Iteration 14Q (86.207743 sec): 3 clusters Score: Raw -243891.336312 + Penalty 193.493051 = -243697.843261 nChanged 22 SP:Iteration 15Q (86.216829 sec): 3 clusters Score: Raw -243908.140309 + Penalty 205.907426 = -243702.232883 nChanged 9 SP:Iteration 16Q (86.226211 sec): 3 clusters Score: Raw -243912.200463 + Penalty 214.345039 = -243697.855425 nChanged 3 SP:Iteration 17F (86.237423 sec): 3 clusters Score: Raw -243912.800999 + Penalty 216.919217 = -243695.881782 nChanged 1 SP:Iteration 18F (86.248726 sec): 3 clusters Score: Raw -243913.000844 + Penalty 220.426924 = -243692.573920 nChanged 1 SP:Iteration 19F (86.259957 sec): 3 clusters Score: Raw -243913.149302 + Penalty 224.240376 = -243688.908925 nChanged 1 SP:Iteration 20F (86.271318 sec): 3 clusters Score: Raw -243913.239413 + Penalty 224.240376 = -243688.999036 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 6 (935 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.280424 sec): 2 clusters Score: Raw -47031.531167 + Penalty 876.362263 = -46155.168904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.282257 sec): 3 clusters Score: Raw -46648.286970 + Penalty 1751.446511 = -44896.840459 nChanged 275 SP:Iteration 1F (86.284054 sec): 3 clusters Score: Raw -46844.166790 + Penalty 1751.522666 = -45092.644123 nChanged 81 SP:Iteration 2F (86.285850 sec): 3 clusters Score: Raw -46906.766884 + Penalty 1751.522624 = -45155.244260 nChanged 39 SP:Iteration 3Q (86.287669 sec): 3 clusters Score: Raw -46937.066548 + Penalty 1751.925222 = -45185.141326 nChanged 27 SP:Iteration 4Q (86.289505 sec): 3 clusters Score: Raw -46957.029746 + Penalty 1752.057723 = -45204.972023 nChanged 20 SP:Iteration 5Q (86.291325 sec): 3 clusters Score: Raw -46969.868690 + Penalty 1752.564710 = -45217.303980 nChanged 16 SP:Iteration 6Q (86.293100 sec): 3 clusters Score: Raw -46979.845420 + Penalty 1753.425031 = -45226.420388 nChanged 14 SP:Iteration 7Q (86.294877 sec): 3 clusters Score: Raw -46989.070020 + Penalty 1753.986560 = -45235.083459 nChanged 9 SP:Iteration 8Q (86.296681 sec): 3 clusters Score: Raw -46995.221579 + Penalty 1754.861449 = -45240.360130 nChanged 10 SP:Iteration 9Q (86.298459 sec): 3 clusters Score: Raw -47000.852272 + Penalty 1755.982346 = -45244.869926 nChanged 12 SP:Iteration 10F (86.300254 sec): 3 clusters Score: Raw -47013.386499 + Penalty 1757.091572 = -45256.294928 nChanged 13 SP:Iteration 11Q (86.302031 sec): 3 clusters Score: Raw -47019.917799 + Penalty 1757.372953 = -45262.544847 nChanged 6 SP:Iteration 12Q (86.303907 sec): 3 clusters Score: Raw -47023.864895 + Penalty 1757.473704 = -45266.391190 nChanged 6 SP:Iteration 13Q (86.305753 sec): 3 clusters Score: Raw -47027.041785 + Penalty 1757.773413 = -45269.268372 nChanged 6 SP:Iteration 14Q (86.307593 sec): 3 clusters Score: Raw -47029.550600 + Penalty 1757.954137 = -45271.596463 nChanged 2 SP:Iteration 15Q (86.309415 sec): 3 clusters Score: Raw -47031.146817 + Penalty 1757.817884 = -45273.328933 nChanged 3 SP:Iteration 16Q (86.311227 sec): 3 clusters Score: Raw -47032.741947 + Penalty 1757.871617 = -45274.870330 nChanged 1 SP:Iteration 17Q (86.313007 sec): 3 clusters Score: Raw -47033.253796 + Penalty 1757.846074 = -45275.407722 nChanged 2 SP:Iteration 18Q (86.314789 sec): 3 clusters Score: Raw -47033.666615 + Penalty 1757.846074 = -45275.820541 nChanged 0 SP:Iteration 19F (86.316579 sec): 3 clusters Score: Raw -47033.666615 + Penalty 1757.846074 = -45275.820541 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 7 (1269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.324873 sec): 2 clusters Score: Raw -59974.265837 + Penalty 469.336878 = -59504.928960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.327487 sec): 3 clusters Score: Raw -59219.435262 + Penalty 940.367022 = -58279.068240 nChanged 515 SP:Iteration 1F (86.329886 sec): 3 clusters Score: Raw -59416.055380 + Penalty 950.666432 = -58465.388949 nChanged 165 SP:Iteration 2F (86.332255 sec): 3 clusters Score: Raw -59531.471583 + Penalty 973.957768 = -58557.513815 nChanged 146 SP:Iteration 3F (86.334614 sec): 3 clusters Score: Raw -59658.242507 + Penalty 993.059803 = -58665.182704 nChanged 105 SP:Iteration 4F (86.336969 sec): 3 clusters Score: Raw -59753.385521 + Penalty 1000.441379 = -58752.944142 nChanged 79 SP:Iteration 5F (86.339342 sec): 3 clusters Score: Raw -59824.631232 + Penalty 1017.107606 = -58807.523626 nChanged 60 SP:Iteration 6Q (86.341676 sec): 3 clusters Score: Raw -59889.186908 + Penalty 1048.369822 = -58840.817086 nChanged 54 SP:Iteration 7Q (86.344041 sec): 3 clusters Score: Raw -59939.685199 + Penalty 1069.985050 = -58869.700148 nChanged 26 SP:Iteration 8Q (86.346289 sec): 3 clusters Score: Raw -59959.139682 + Penalty 1083.810234 = -58875.329448 nChanged 13 SP:Iteration 9Q (86.348502 sec): 3 clusters Score: Raw -59974.175999 + Penalty 1098.695491 = -58875.480508 nChanged 13 SP:Iteration 10F (86.350950 sec): 3 clusters Score: Raw -59984.031797 + Penalty 1109.868930 = -58874.162867 nChanged 7 SP:Iteration 11F (86.353309 sec): 3 clusters Score: Raw -59993.351703 + Penalty 1120.633476 = -58872.718226 nChanged 5 SP:Iteration 12F (86.355754 sec): 3 clusters Score: Raw -60000.037093 + Penalty 1124.787891 = -58875.249202 nChanged 3 SP:Iteration 13Q (86.357790 sec): 3 clusters Score: Raw -60005.112269 + Penalty 1137.305896 = -58867.806372 nChanged 5 SP:Iteration 14F (86.360148 sec): 3 clusters Score: Raw -60010.282164 + Penalty 1143.848454 = -58866.433711 nChanged 3 SP:Iteration 15F (86.362496 sec): 3 clusters Score: Raw -60012.473641 + Penalty 1147.251909 = -58865.221732 nChanged 2 SP:Iteration 16F (86.364914 sec): 3 clusters Score: Raw -60015.144068 + Penalty 1147.251909 = -58867.892159 nChanged 0 Memory request: 0.03 GB would take us to total of 0.29 GB. Trying to split cluster 8 (6987 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.399299 sec): 2 clusters Score: Raw -296883.814297 + Penalty 301.541806 = -296582.272491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.412137 sec): 3 clusters Score: Raw -292264.615364 + Penalty 613.042723 = -291651.572642 nChanged 3190 SP:Iteration 1F (86.425024 sec): 3 clusters Score: Raw -294039.950108 + Penalty 641.995214 = -293397.954894 nChanged 1170 SP:Iteration 2F (86.437875 sec): 3 clusters Score: Raw -295056.309793 + Penalty 699.436232 = -294356.873561 nChanged 783 SP:Iteration 3F (86.450322 sec): 3 clusters Score: Raw -295878.579829 + Penalty 779.153469 = -295099.426359 nChanged 536 SP:Iteration 4F (86.462940 sec): 3 clusters Score: Raw -296463.760654 + Penalty 858.683845 = -295605.076809 nChanged 271 SP:Iteration 5Q (86.474897 sec): 3 clusters Score: Raw -296727.070185 + Penalty 947.359808 = -295779.710377 nChanged 120 SP:Iteration 6Q (86.485658 sec): 3 clusters Score: Raw -296842.119020 + Penalty 1027.538909 = -295814.580111 nChanged 44 SP:Iteration 7Q (86.495880 sec): 3 clusters Score: Raw -296890.059789 + Penalty 1056.473369 = -295833.586421 nChanged 18 SP:Iteration 8Q (86.505894 sec): 3 clusters Score: Raw -296908.268396 + Penalty 1077.375520 = -295830.892876 nChanged 8 SP:Iteration 9F (86.518344 sec): 3 clusters Score: Raw -296913.867757 + Penalty 1089.112526 = -295824.755231 nChanged 2 SP:Iteration 10F (86.531738 sec): 3 clusters Score: Raw -296915.304564 + Penalty 1098.816536 = -295816.488028 nChanged 2 SP:Iteration 11F (86.544349 sec): 3 clusters Score: Raw -296916.896362 + Penalty 1106.268239 = -295810.628123 nChanged 2 SP:Iteration 12F (86.557229 sec): 3 clusters Score: Raw -296920.825628 + Penalty 1111.268969 = -295809.556658 nChanged 2 SP:Iteration 13F (86.569938 sec): 3 clusters Score: Raw -296922.139926 + Penalty 1111.268969 = -295810.870957 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 10 (381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.576471 sec): 2 clusters Score: Raw -18211.051122 + Penalty 595.510596 = -17615.540526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.577364 sec): 3 clusters Score: Raw -18063.817082 + Penalty 1192.620228 = -16871.196854 nChanged 89 SP:Iteration 1F (86.578247 sec): 3 clusters Score: Raw -18131.643543 + Penalty 1196.455494 = -16935.188049 nChanged 31 SP:Iteration 2F (86.579128 sec): 3 clusters Score: Raw -18158.103923 + Penalty 1198.925519 = -16959.178404 nChanged 15 SP:Iteration 3Q (86.580036 sec): 3 clusters Score: Raw -18176.143488 + Penalty 1202.056874 = -16974.086613 nChanged 10 SP:Iteration 4Q (86.580941 sec): 3 clusters Score: Raw -18187.235586 + Penalty 1206.714031 = -16980.521556 nChanged 9 SP:Iteration 5Q (86.581808 sec): 3 clusters Score: Raw -18193.644510 + Penalty 1208.640792 = -16985.003718 nChanged 9 SP:Iteration 6Q (86.582673 sec): 3 clusters Score: Raw -18204.080879 + Penalty 1209.865221 = -16994.215657 nChanged 6 SP:Iteration 7Q (86.583536 sec): 3 clusters Score: Raw -18210.121379 + Penalty 1213.350547 = -16996.770832 nChanged 5 SP:Iteration 8Q (86.584399 sec): 3 clusters Score: Raw -18212.958930 + Penalty 1216.441355 = -16996.517574 nChanged 4 SP:Iteration 9F (86.585274 sec): 3 clusters Score: Raw -18216.455853 + Penalty 1218.890719 = -16997.565134 nChanged 2 SP:Iteration 10F (86.586149 sec): 3 clusters Score: Raw -18217.515789 + Penalty 1223.311596 = -16994.204193 nChanged 4 SP:Iteration 11F (86.587023 sec): 3 clusters Score: Raw -18220.283767 + Penalty 1228.304759 = -16991.979008 nChanged 6 SP:Iteration 12F (86.587950 sec): 3 clusters Score: Raw -18226.132639 + Penalty 1235.367700 = -16990.764939 nChanged 6 SP:Iteration 13F (86.588886 sec): 3 clusters Score: Raw -18230.961229 + Penalty 1241.053228 = -16989.908001 nChanged 4 SP:Iteration 14F (86.589803 sec): 3 clusters Score: Raw -18236.484701 + Penalty 1245.295574 = -16991.189127 nChanged 5 SP:Iteration 15Q (86.590699 sec): 3 clusters Score: Raw -18241.715196 + Penalty 1245.299620 = -16996.415576 nChanged 2 SP:Iteration 16Q (86.591592 sec): 3 clusters Score: Raw -18243.593290 + Penalty 1247.451620 = -16996.141670 nChanged 2 SP:Iteration 17F (86.592479 sec): 3 clusters Score: Raw -18249.920075 + Penalty 1248.234210 = -17001.685865 nChanged 4 SP:Iteration 18Q (86.593336 sec): 3 clusters Score: Raw -18253.275259 + Penalty 1248.234210 = -17005.041049 nChanged 0 SP:Iteration 19F (86.594212 sec): 3 clusters Score: Raw -18253.275259 + Penalty 1248.234210 = -17005.041049 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 11 (905 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.597682 sec): 2 clusters Score: Raw -46743.648145 + Penalty 1001.963622 = -45741.684523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.599496 sec): 3 clusters Score: Raw -46433.783556 + Penalty 2003.729983 = -44430.053573 nChanged 268 SP:Iteration 1F (86.601282 sec): 3 clusters Score: Raw -46636.078143 + Penalty 2003.477212 = -44632.600930 nChanged 44 SP:Iteration 2Q (86.603023 sec): 3 clusters Score: Raw -46669.611951 + Penalty 2003.349986 = -44666.261965 nChanged 21 SP:Iteration 3Q (86.604796 sec): 3 clusters Score: Raw -46685.883288 + Penalty 2003.396626 = -44682.486662 nChanged 19 SP:Iteration 4Q (86.606534 sec): 3 clusters Score: Raw -46702.888753 + Penalty 2003.346799 = -44699.541954 nChanged 11 SP:Iteration 5Q (86.608267 sec): 3 clusters Score: Raw -46712.526770 + Penalty 2003.329884 = -44709.196886 nChanged 9 SP:Iteration 6Q (86.610062 sec): 3 clusters Score: Raw -46715.572866 + Penalty 2003.212484 = -44712.360382 nChanged 2 SP:Iteration 7Q (86.611857 sec): 3 clusters Score: Raw -46716.639848 + Penalty 2003.141079 = -44713.498769 nChanged 4 SP:Iteration 8Q (86.613640 sec): 3 clusters Score: Raw -46721.156712 + Penalty 2002.993962 = -44718.162750 nChanged 4 SP:Iteration 9Q (86.615371 sec): 3 clusters Score: Raw -46722.769242 + Penalty 2002.760086 = -44720.009156 nChanged 4 SP:Iteration 10F (86.617164 sec): 3 clusters Score: Raw -46724.552381 + Penalty 2002.697832 = -44721.854549 nChanged 5 SP:Iteration 11Q (86.618934 sec): 3 clusters Score: Raw -46726.284466 + Penalty 2002.678041 = -44723.606425 nChanged 6 SP:Iteration 12Q (86.620739 sec): 3 clusters Score: Raw -46729.601268 + Penalty 2002.569677 = -44727.031592 nChanged 3 SP:Iteration 13Q (86.622519 sec): 3 clusters Score: Raw -46730.873936 + Penalty 2002.392699 = -44728.481238 nChanged 4 SP:Iteration 14Q (86.624273 sec): 3 clusters Score: Raw -46732.127832 + Penalty 2002.392264 = -44729.735568 nChanged 2 SP:Iteration 15Q (86.626003 sec): 3 clusters Score: Raw -46734.042166 + Penalty 2002.276661 = -44731.765504 nChanged 5 SP:Iteration 16Q (86.627795 sec): 3 clusters Score: Raw -46738.311839 + Penalty 2002.482251 = -44735.829588 nChanged 6 SP:Iteration 17Q (86.629583 sec): 3 clusters Score: Raw -46742.568310 + Penalty 2002.298656 = -44740.269654 nChanged 6 SP:Iteration 18Q (86.631383 sec): 3 clusters Score: Raw -46746.339170 + Penalty 2002.260957 = -44744.078213 nChanged 3 SP:Iteration 19Q (86.633153 sec): 3 clusters Score: Raw -46749.847128 + Penalty 2002.620300 = -44747.226828 nChanged 5 SP:Iteration 20F (86.634901 sec): 3 clusters Score: Raw -46753.596346 + Penalty 2002.426631 = -44751.169716 nChanged 6 SP:Iteration 21Q (86.636631 sec): 3 clusters Score: Raw -46758.140549 + Penalty 2002.300357 = -44755.840192 nChanged 6 SP:Iteration 22Q (86.638388 sec): 3 clusters Score: Raw -46760.379173 + Penalty 2002.423765 = -44757.955409 nChanged 2 SP:Iteration 23Q (86.640120 sec): 3 clusters Score: Raw -46761.518640 + Penalty 2002.284441 = -44759.234199 nChanged 3 SP:Iteration 24Q (86.641848 sec): 3 clusters Score: Raw -46763.767028 + Penalty 2002.284441 = -44761.482588 nChanged 0 SP:Iteration 25F (86.643646 sec): 3 clusters Score: Raw -46763.767028 + Penalty 2002.284441 = -44761.482588 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 12 (568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.646129 sec): 2 clusters Score: Raw -24790.598716 + Penalty 348.611047 = -24441.987669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.647330 sec): 3 clusters Score: Raw -24483.095931 + Penalty 699.072927 = -23784.023004 nChanged 226 SP:Iteration 1F (86.648529 sec): 3 clusters Score: Raw -24659.739555 + Penalty 702.064827 = -23957.674728 nChanged 62 SP:Iteration 2F (86.649720 sec): 3 clusters Score: Raw -24711.116399 + Penalty 706.400370 = -24004.716030 nChanged 29 SP:Iteration 3F (86.652617 sec): 3 clusters Score: Raw -24727.707836 + Penalty 710.886019 = -24016.821817 nChanged 21 SP:Iteration 4Q (86.655126 sec): 3 clusters Score: Raw -24740.300744 + Penalty 715.006328 = -24025.294416 nChanged 15 SP:Iteration 5Q (86.657339 sec): 3 clusters Score: Raw -24746.291001 + Penalty 717.161659 = -24029.129342 nChanged 9 SP:Iteration 6Q (86.659327 sec): 3 clusters Score: Raw -24749.860508 + Penalty 718.451692 = -24031.408816 nChanged 6 SP:Iteration 7Q (86.661181 sec): 3 clusters Score: Raw -24752.437962 + Penalty 721.221551 = -24031.216411 nChanged 10 SP:Iteration 8F (86.662884 sec): 3 clusters Score: Raw -24757.291968 + Penalty 722.674901 = -24034.617067 nChanged 7 SP:Iteration 9Q (86.664094 sec): 3 clusters Score: Raw -24759.737945 + Penalty 724.409709 = -24035.328236 nChanged 6 SP:Iteration 10F (86.665323 sec): 3 clusters Score: Raw -24761.594064 + Penalty 723.756883 = -24037.837181 nChanged 7 SP:Iteration 11Q (86.666537 sec): 3 clusters Score: Raw -24763.912006 + Penalty 726.215866 = -24037.696141 nChanged 5 SP:Iteration 12F (86.667759 sec): 3 clusters Score: Raw -24765.208564 + Penalty 727.705479 = -24037.503085 nChanged 4 SP:Iteration 13F (86.668995 sec): 3 clusters Score: Raw -24766.757398 + Penalty 729.281319 = -24037.476079 nChanged 4 SP:Iteration 14F (86.670213 sec): 3 clusters Score: Raw -24768.501715 + Penalty 730.541047 = -24037.960668 nChanged 3 SP:Iteration 15Q (86.671425 sec): 3 clusters Score: Raw -24769.694006 + Penalty 731.538709 = -24038.155296 nChanged 3 SP:Iteration 16Q (86.672635 sec): 3 clusters Score: Raw -24770.610810 + Penalty 733.324036 = -24037.286775 nChanged 4 SP:Iteration 17F (86.673849 sec): 3 clusters Score: Raw -24771.918456 + Penalty 735.084641 = -24036.833815 nChanged 2 SP:Iteration 18F (86.675063 sec): 3 clusters Score: Raw -24772.475432 + Penalty 734.953397 = -24037.522035 nChanged 2 SP:Iteration 19Q (86.676272 sec): 3 clusters Score: Raw -24772.917279 + Penalty 735.645181 = -24037.272098 nChanged 3 SP:Iteration 20F (86.677483 sec): 3 clusters Score: Raw -24773.585705 + Penalty 737.080391 = -24036.505314 nChanged 4 SP:Iteration 21F (86.678732 sec): 3 clusters Score: Raw -24774.724364 + Penalty 738.555972 = -24036.168392 nChanged 6 SP:Iteration 22F (86.679947 sec): 3 clusters Score: Raw -24777.085431 + Penalty 743.127877 = -24033.957554 nChanged 5 SP:Iteration 23F (86.681155 sec): 3 clusters Score: Raw -24779.726614 + Penalty 743.378841 = -24036.347773 nChanged 4 SP:Iteration 24Q (86.682360 sec): 3 clusters Score: Raw -24781.248988 + Penalty 744.508289 = -24036.740699 nChanged 3 SP:Iteration 25Q (86.683564 sec): 3 clusters Score: Raw -24783.092677 + Penalty 752.422867 = -24030.669810 nChanged 7 SP:Iteration 26F (86.684775 sec): 3 clusters Score: Raw -24788.724109 + Penalty 772.933267 = -24015.790842 nChanged 11 SP:Iteration 27F (86.685977 sec): 3 clusters Score: Raw -24801.929544 + Penalty 786.038929 = -24015.890615 nChanged 11 SP:Iteration 28Q (86.687173 sec): 3 clusters Score: Raw -24812.026747 + Penalty 791.333787 = -24020.692960 nChanged 4 SP:Iteration 29Q (86.688374 sec): 3 clusters Score: Raw -24815.396669 + Penalty 799.727575 = -24015.669094 nChanged 5 SP:Iteration 30F (86.689597 sec): 3 clusters Score: Raw -24820.271483 + Penalty 805.980156 = -24014.291327 nChanged 4 SP:Iteration 31F (86.690814 sec): 3 clusters Score: Raw -24822.821343 + Penalty 811.060727 = -24011.760616 nChanged 4 SP:Iteration 32F (86.692014 sec): 3 clusters Score: Raw -24827.167388 + Penalty 818.013494 = -24009.153894 nChanged 3 SP:Iteration 33F (86.693210 sec): 3 clusters Score: Raw -24830.027140 + Penalty 823.850590 = -24006.176550 nChanged 2 SP:Iteration 34F (86.694406 sec): 3 clusters Score: Raw -24833.161875 + Penalty 825.631131 = -24007.530744 nChanged 1 SP:Iteration 35Q (86.695535 sec): 3 clusters Score: Raw -24835.693561 + Penalty 827.919186 = -24007.774375 nChanged 3 SP:Iteration 36Q (86.696660 sec): 3 clusters Score: Raw -24839.336890 + Penalty 827.849019 = -24011.487872 nChanged 1 SP:Iteration 37Q (86.697769 sec): 3 clusters Score: Raw -24840.425118 + Penalty 827.849019 = -24012.576099 nChanged 0 SP:Iteration 38F (86.698963 sec): 3 clusters Score: Raw -24840.425118 + Penalty 827.849019 = -24012.576099 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 14 (895 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.702338 sec): 2 clusters Score: Raw -36671.196122 + Penalty 290.454206 = -36380.741917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.704131 sec): 3 clusters Score: Raw -36152.255310 + Penalty 579.039885 = -35573.215425 nChanged 346 SP:Iteration 1F (86.705888 sec): 3 clusters Score: Raw -36465.543896 + Penalty 590.716583 = -35874.827313 nChanged 161 SP:Iteration 2F (86.707669 sec): 3 clusters Score: Raw -36631.749014 + Penalty 605.674116 = -36026.074897 nChanged 71 SP:Iteration 3F (86.709438 sec): 3 clusters Score: Raw -36694.427548 + Penalty 608.179353 = -36086.248195 nChanged 26 SP:Iteration 4Q (86.711173 sec): 3 clusters Score: Raw -36710.941203 + Penalty 614.030469 = -36096.910735 nChanged 17 SP:Iteration 5Q (86.712967 sec): 3 clusters Score: Raw -36717.015930 + Penalty 618.356173 = -36098.659756 nChanged 7 SP:Iteration 6Q (86.714728 sec): 3 clusters Score: Raw -36718.749191 + Penalty 619.563320 = -36099.185872 nChanged 10 SP:Iteration 7Q (86.716463 sec): 3 clusters Score: Raw -36720.852991 + Penalty 620.668939 = -36100.184051 nChanged 1 SP:Iteration 8Q (86.718215 sec): 3 clusters Score: Raw -36721.162944 + Penalty 622.310402 = -36098.852542 nChanged 5 SP:Iteration 9F (86.719956 sec): 3 clusters Score: Raw -36723.738086 + Penalty 622.738780 = -36100.999306 nChanged 2 SP:Iteration 10F (86.721753 sec): 3 clusters Score: Raw -36724.022704 + Penalty 624.256152 = -36099.766552 nChanged 1 SP:Iteration 11F (86.723539 sec): 3 clusters Score: Raw -36724.122099 + Penalty 627.351498 = -36096.770601 nChanged 2 SP:Iteration 12F (86.725314 sec): 3 clusters Score: Raw -36724.529895 + Penalty 630.482173 = -36094.047721 nChanged 2 SP:Iteration 13F (86.727048 sec): 3 clusters Score: Raw -36724.878858 + Penalty 633.456492 = -36091.422366 nChanged 2 SP:Iteration 14F (86.728817 sec): 3 clusters Score: Raw -36725.099451 + Penalty 635.068956 = -36090.030495 nChanged 1 SP:Iteration 15F (86.730721 sec): 3 clusters Score: Raw -36725.347586 + Penalty 636.789404 = -36088.558182 nChanged 1 SP:Iteration 16F (86.732490 sec): 3 clusters Score: Raw -36725.587006 + Penalty 638.512235 = -36087.074771 nChanged 1 SP:Iteration 17F (86.734278 sec): 3 clusters Score: Raw -36725.690149 + Penalty 638.512235 = -36087.177914 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 16 (392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.737030 sec): 2 clusters Score: Raw -13202.721997 + Penalty 873.076213 = -12329.645784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.737935 sec): 3 clusters Score: Raw -13172.858028 + Penalty 1745.503795 = -11427.354232 nChanged 87 SP:Iteration 1F (86.738823 sec): 3 clusters Score: Raw -13282.123063 + Penalty 1744.862891 = -11537.260172 nChanged 18 SP:Iteration 2Q (86.739687 sec): 3 clusters Score: Raw -13324.952630 + Penalty 1743.895558 = -11581.057071 nChanged 12 SP:Iteration 3Q (86.740540 sec): 3 clusters Score: Raw -13347.446023 + Penalty 1744.433270 = -11603.012753 nChanged 7 SP:Iteration 4Q (86.741386 sec): 3 clusters Score: Raw -13366.078763 + Penalty 1744.639831 = -11621.438932 nChanged 5 SP:Iteration 5Q (86.742223 sec): 3 clusters Score: Raw -13371.709975 + Penalty 1744.639831 = -11627.070144 nChanged 0 SP:Iteration 6F (86.743107 sec): 3 clusters Score: Raw -13371.709975 + Penalty 1744.639831 = -11627.070144 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 19 (489 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.745566 sec): 2 clusters Score: Raw -25525.647129 + Penalty 590.369419 = -24935.277710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.746641 sec): 3 clusters Score: Raw -25312.221513 + Penalty 1178.555849 = -24133.665664 nChanged 144 SP:Iteration 1F (86.747699 sec): 3 clusters Score: Raw -25402.708587 + Penalty 1178.254645 = -24224.453942 nChanged 37 SP:Iteration 2F (86.748753 sec): 3 clusters Score: Raw -25434.626322 + Penalty 1179.032782 = -24255.593540 nChanged 23 SP:Iteration 3Q (86.749803 sec): 3 clusters Score: Raw -25456.707360 + Penalty 1179.511062 = -24277.196298 nChanged 22 SP:Iteration 4Q (86.752883 sec): 3 clusters Score: Raw -25483.501617 + Penalty 1178.972641 = -24304.528976 nChanged 30 SP:Iteration 5F (86.755227 sec): 3 clusters Score: Raw -25520.406510 + Penalty 1178.076279 = -24342.330231 nChanged 15 SP:Iteration 6Q (86.757351 sec): 3 clusters Score: Raw -25535.943587 + Penalty 1179.160334 = -24356.783253 nChanged 13 SP:Iteration 7Q (86.759180 sec): 3 clusters Score: Raw -25549.580178 + Penalty 1180.568656 = -24369.011522 nChanged 9 SP:Iteration 8Q (86.760907 sec): 3 clusters Score: Raw -25557.852775 + Penalty 1181.386566 = -24376.466209 nChanged 6 SP:Iteration 9Q (86.762472 sec): 3 clusters Score: Raw -25563.270626 + Penalty 1184.102613 = -24379.168014 nChanged 4 SP:Iteration 10F (86.763839 sec): 3 clusters Score: Raw -25566.382646 + Penalty 1184.208381 = -24382.174265 nChanged 5 SP:Iteration 11Q (86.764964 sec): 3 clusters Score: Raw -25573.302689 + Penalty 1183.711509 = -24389.591180 nChanged 1 SP:Iteration 12Q (86.766049 sec): 3 clusters Score: Raw -25574.446747 + Penalty 1184.228356 = -24390.218391 nChanged 1 SP:Iteration 13Q (86.767130 sec): 3 clusters Score: Raw -25574.829438 + Penalty 1185.124195 = -24389.705242 nChanged 1 SP:Iteration 14F (86.768260 sec): 3 clusters Score: Raw -25575.439689 + Penalty 1187.261367 = -24388.178322 nChanged 2 SP:Iteration 15F (86.769389 sec): 3 clusters Score: Raw -25575.868687 + Penalty 1187.261367 = -24388.607320 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 22 (465 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.772520 sec): 2 clusters Score: Raw -18814.602411 + Penalty 834.525717 = -17980.076694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.773588 sec): 3 clusters Score: Raw -18682.710688 + Penalty 1666.875991 = -17015.834696 nChanged 98 SP:Iteration 1F (86.774623 sec): 3 clusters Score: Raw -18793.876501 + Penalty 1665.415129 = -17128.461372 nChanged 44 SP:Iteration 2F (86.775633 sec): 3 clusters Score: Raw -18849.912328 + Penalty 1664.983375 = -17184.928953 nChanged 21 SP:Iteration 3Q (86.776622 sec): 3 clusters Score: Raw -18878.680329 + Penalty 1664.892994 = -17213.787335 nChanged 13 SP:Iteration 4Q (86.777605 sec): 3 clusters Score: Raw -18898.165267 + Penalty 1664.888975 = -17233.276292 nChanged 9 SP:Iteration 5Q (86.778583 sec): 3 clusters Score: Raw -18914.592124 + Penalty 1664.389736 = -17250.202388 nChanged 6 SP:Iteration 6Q (86.779558 sec): 3 clusters Score: Raw -18920.517265 + Penalty 1664.578791 = -17255.938474 nChanged 5 SP:Iteration 7Q (86.780537 sec): 3 clusters Score: Raw -18928.638982 + Penalty 1664.730788 = -17263.908194 nChanged 1 SP:Iteration 8Q (86.781507 sec): 3 clusters Score: Raw -18929.324792 + Penalty 1664.730788 = -17264.594004 nChanged 0 SP:Iteration 9F (86.782514 sec): 3 clusters Score: Raw -18929.324792 + Penalty 1664.730788 = -17264.594004 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 23 (704 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.785986 sec): 2 clusters Score: Raw -27940.898048 + Penalty 929.852585 = -27011.045463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.787441 sec): 3 clusters Score: Raw -27713.802627 + Penalty 1859.856364 = -25853.946262 nChanged 184 SP:Iteration 1F (86.788911 sec): 3 clusters Score: Raw -27901.840322 + Penalty 1860.696349 = -26041.143973 nChanged 61 SP:Iteration 2F (86.790343 sec): 3 clusters Score: Raw -27983.030637 + Penalty 1861.921259 = -26121.109378 nChanged 35 SP:Iteration 3Q (86.791756 sec): 3 clusters Score: Raw -28038.523837 + Penalty 1862.548322 = -26175.975515 nChanged 26 SP:Iteration 4Q (86.793169 sec): 3 clusters Score: Raw -28085.898436 + Penalty 1864.201395 = -26221.697041 nChanged 24 SP:Iteration 5Q (86.794576 sec): 3 clusters Score: Raw -28122.202772 + Penalty 1865.269048 = -26256.933724 nChanged 17 SP:Iteration 6Q (86.795951 sec): 3 clusters Score: Raw -28141.951077 + Penalty 1865.554847 = -26276.396229 nChanged 10 SP:Iteration 7Q (86.797327 sec): 3 clusters Score: Raw -28154.082117 + Penalty 1865.948903 = -26288.133214 nChanged 6 SP:Iteration 8Q (86.798691 sec): 3 clusters Score: Raw -28162.678347 + Penalty 1865.978479 = -26296.699869 nChanged 12 SP:Iteration 9Q (86.800052 sec): 3 clusters Score: Raw -28175.638234 + Penalty 1865.700813 = -26309.937421 nChanged 4 SP:Iteration 10F (86.801461 sec): 3 clusters Score: Raw -28178.090399 + Penalty 1866.018610 = -26312.071789 nChanged 1 SP:Iteration 11Q (86.802797 sec): 3 clusters Score: Raw -28178.712478 + Penalty 1865.877437 = -26312.835042 nChanged 1 SP:Iteration 12Q (86.804136 sec): 3 clusters Score: Raw -28180.366232 + Penalty 1866.081214 = -26314.285018 nChanged 1 SP:Iteration 13Q (86.805491 sec): 3 clusters Score: Raw -28181.716018 + Penalty 1866.593974 = -26315.122044 nChanged 2 SP:Iteration 14Q (86.806858 sec): 3 clusters Score: Raw -28184.170007 + Penalty 1866.593974 = -26317.576033 nChanged 0 SP:Iteration 15F (86.808282 sec): 3 clusters Score: Raw -28184.170007 + Penalty 1866.593974 = -26317.576033 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 24 (365 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.809948 sec): 2 clusters Score: Raw -16405.943230 + Penalty 551.312863 = -15854.630366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.810816 sec): 3 clusters Score: Raw -16290.895252 + Penalty 1102.937118 = -15187.958135 nChanged 93 SP:Iteration 1F (86.811662 sec): 3 clusters Score: Raw -16365.045514 + Penalty 1105.073442 = -15259.972072 nChanged 21 SP:Iteration 2F (86.812540 sec): 3 clusters Score: Raw -16381.207890 + Penalty 1106.117730 = -15275.090159 nChanged 11 SP:Iteration 3Q (86.813399 sec): 3 clusters Score: Raw -16389.530250 + Penalty 1107.217597 = -15282.312653 nChanged 7 SP:Iteration 4Q (86.814246 sec): 3 clusters Score: Raw -16397.327970 + Penalty 1109.736306 = -15287.591664 nChanged 8 SP:Iteration 5Q (86.815078 sec): 3 clusters Score: Raw -16401.527649 + Penalty 1112.497894 = -15289.029755 nChanged 6 SP:Iteration 6Q (86.815908 sec): 3 clusters Score: Raw -16403.934161 + Penalty 1115.887638 = -15288.046523 nChanged 6 SP:Iteration 7F (86.816753 sec): 3 clusters Score: Raw -16408.902358 + Penalty 1124.122465 = -15284.779892 nChanged 9 SP:Iteration 8F (86.817596 sec): 3 clusters Score: Raw -16417.510846 + Penalty 1132.956267 = -15284.554579 nChanged 10 SP:Iteration 9F (86.818437 sec): 3 clusters Score: Raw -16431.806303 + Penalty 1145.068645 = -15286.737658 nChanged 12 SP:Iteration 10F (86.819278 sec): 3 clusters Score: Raw -16446.431931 + Penalty 1152.770038 = -15293.661894 nChanged 8 SP:Iteration 11Q (86.820114 sec): 3 clusters Score: Raw -16458.572108 + Penalty 1159.283004 = -15299.289104 nChanged 6 SP:Iteration 12Q (86.820940 sec): 3 clusters Score: Raw -16462.828467 + Penalty 1164.802856 = -15298.025612 nChanged 4 SP:Iteration 13F (86.821805 sec): 3 clusters Score: Raw -16466.513350 + Penalty 1168.659201 = -15297.854149 nChanged 3 SP:Iteration 14F (86.822651 sec): 3 clusters Score: Raw -16473.136114 + Penalty 1170.452486 = -15302.683628 nChanged 3 SP:Iteration 15Q (86.823469 sec): 3 clusters Score: Raw -16479.682424 + Penalty 1170.452486 = -15309.229937 nChanged 0 SP:Iteration 16F (86.824311 sec): 3 clusters Score: Raw -16479.682424 + Penalty 1170.452486 = -15309.229937 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 25 (248 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.825561 sec): 2 clusters Score: Raw -10839.226205 + Penalty 619.711723 = -10219.514481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.826212 sec): 3 clusters Score: Raw -10816.738367 + Penalty 1241.437875 = -9575.300491 nChanged 60 SP:Iteration 1F (86.826852 sec): 3 clusters Score: Raw -10895.738527 + Penalty 1247.962867 = -9647.775661 nChanged 20 SP:Iteration 2F (86.827492 sec): 3 clusters Score: Raw -10923.380086 + Penalty 1248.369731 = -9675.010355 nChanged 9 SP:Iteration 3Q (86.828117 sec): 3 clusters Score: Raw -10962.435602 + Penalty 1248.428191 = -9714.007411 nChanged 10 SP:Iteration 4Q (86.828769 sec): 3 clusters Score: Raw -10991.866358 + Penalty 1254.504153 = -9737.362205 nChanged 6 SP:Iteration 5Q (86.829393 sec): 3 clusters Score: Raw -11014.099304 + Penalty 1259.950936 = -9754.148368 nChanged 6 SP:Iteration 6Q (86.830013 sec): 3 clusters Score: Raw -11022.556515 + Penalty 1265.219581 = -9757.336934 nChanged 5 SP:Iteration 7Q (86.830625 sec): 3 clusters Score: Raw -11032.742896 + Penalty 1268.226091 = -9764.516805 nChanged 2 SP:Iteration 8Q (86.831236 sec): 3 clusters Score: Raw -11038.168230 + Penalty 1268.226091 = -9769.942138 nChanged 0 SP:Iteration 9F (86.831873 sec): 3 clusters Score: Raw -11038.168230 + Penalty 1268.226091 = -9769.942138 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 26 (630 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.834049 sec): 2 clusters Score: Raw -31749.015700 + Penalty 998.790149 = -30750.225551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.835387 sec): 3 clusters Score: Raw -31581.082500 + Penalty 1997.582102 = -29583.500398 nChanged 151 SP:Iteration 1F (86.836755 sec): 3 clusters Score: Raw -31746.737446 + Penalty 1997.573167 = -29749.164279 nChanged 36 SP:Iteration 2F (86.838125 sec): 3 clusters Score: Raw -31790.760342 + Penalty 1997.570252 = -29793.190090 nChanged 24 SP:Iteration 3Q (86.839475 sec): 3 clusters Score: Raw -31816.979330 + Penalty 1997.553452 = -29819.425878 nChanged 13 SP:Iteration 4Q (86.840794 sec): 3 clusters Score: Raw -31834.289941 + Penalty 1997.552019 = -29836.737922 nChanged 5 SP:Iteration 5Q (86.842072 sec): 3 clusters Score: Raw -31843.781339 + Penalty 1997.494202 = -29846.287136 nChanged 6 SP:Iteration 6Q (86.843346 sec): 3 clusters Score: Raw -31851.295071 + Penalty 1997.484816 = -29853.810255 nChanged 5 SP:Iteration 7Q (86.844618 sec): 3 clusters Score: Raw -31857.410729 + Penalty 1997.425329 = -29859.985399 nChanged 4 SP:Iteration 8Q (86.845887 sec): 3 clusters Score: Raw -31862.394872 + Penalty 1997.418262 = -29864.976610 nChanged 2 SP:Iteration 9Q (86.847156 sec): 3 clusters Score: Raw -31863.870833 + Penalty 1997.443571 = -29866.427261 nChanged 3 SP:Iteration 10F (86.848462 sec): 3 clusters Score: Raw -31867.936220 + Penalty 1997.481543 = -29870.454678 nChanged 3 SP:Iteration 11Q (86.849736 sec): 3 clusters Score: Raw -31872.036738 + Penalty 1997.494804 = -29874.541934 nChanged 3 SP:Iteration 12Q (86.851026 sec): 3 clusters Score: Raw -31875.592914 + Penalty 1997.507902 = -29878.085012 nChanged 1 SP:Iteration 13Q (86.852292 sec): 3 clusters Score: Raw -31876.741158 + Penalty 1997.524311 = -29879.216847 nChanged 1 SP:Iteration 14Q (86.853557 sec): 3 clusters Score: Raw -31877.924264 + Penalty 1997.523715 = -29880.400549 nChanged 2 SP:Iteration 15Q (86.854867 sec): 3 clusters Score: Raw -31881.606347 + Penalty 1997.546171 = -29884.060176 nChanged 2 SP:Iteration 16Q (86.856136 sec): 3 clusters Score: Raw -31885.244213 + Penalty 1997.557307 = -29887.686906 nChanged 1 SP:Iteration 17Q (86.857399 sec): 3 clusters Score: Raw -31885.940712 + Penalty 1997.557307 = -29888.383405 nChanged 0 SP:Iteration 18F (86.858701 sec): 3 clusters Score: Raw -31885.940712 + Penalty 1997.557307 = -29888.383405 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 30 (386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.860385 sec): 2 clusters Score: Raw -17400.382736 + Penalty 772.589248 = -16627.793488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.861277 sec): 3 clusters Score: Raw -17323.095893 + Penalty 1544.388960 = -15778.706932 nChanged 87 SP:Iteration 1F (86.862153 sec): 3 clusters Score: Raw -17454.168360 + Penalty 1543.091847 = -15911.076513 nChanged 32 SP:Iteration 2F (86.863046 sec): 3 clusters Score: Raw -17497.606285 + Penalty 1542.436467 = -15955.169818 nChanged 12 SP:Iteration 3Q (86.863899 sec): 3 clusters Score: Raw -17512.143627 + Penalty 1542.578728 = -15969.564899 nChanged 2 SP:Iteration 4Q (86.864765 sec): 3 clusters Score: Raw -17521.597079 + Penalty 1542.888893 = -15978.708185 nChanged 1 SP:Iteration 5Q (86.865614 sec): 3 clusters Score: Raw -17522.261384 + Penalty 1542.888893 = -15979.372491 nChanged 0 SP:Iteration 6F (86.866485 sec): 3 clusters Score: Raw -17522.261384 + Penalty 1542.888893 = -15979.372491 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 34 (269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.867660 sec): 2 clusters Score: Raw -12150.387344 + Penalty 372.739589 = -11777.647756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.868353 sec): 3 clusters Score: Raw -12033.015542 + Penalty 749.811515 = -11283.204028 nChanged 85 SP:Iteration 1F (86.869034 sec): 3 clusters Score: Raw -12109.018864 + Penalty 759.702270 = -11349.316593 nChanged 22 SP:Iteration 2F (86.869712 sec): 3 clusters Score: Raw -12129.164769 + Penalty 769.980830 = -11359.183939 nChanged 8 SP:Iteration 3Q (86.870389 sec): 3 clusters Score: Raw -12137.201814 + Penalty 781.400197 = -11355.801617 nChanged 7 SP:Iteration 4F (86.871067 sec): 3 clusters Score: Raw -12142.299790 + Penalty 785.207913 = -11357.091877 nChanged 3 SP:Iteration 5Q (86.871760 sec): 3 clusters Score: Raw -12144.173363 + Penalty 786.991168 = -11357.182194 nChanged 2 SP:Iteration 6Q (86.872430 sec): 3 clusters Score: Raw -12145.909948 + Penalty 788.254583 = -11357.655365 nChanged 1 SP:Iteration 7Q (86.873131 sec): 3 clusters Score: Raw -12146.835661 + Penalty 791.478099 = -11355.357562 nChanged 2 SP:Iteration 8F (86.873808 sec): 3 clusters Score: Raw -12147.639779 + Penalty 797.941408 = -11349.698371 nChanged 4 SP:Iteration 9F (86.874484 sec): 3 clusters Score: Raw -12149.721489 + Penalty 805.145587 = -11344.575903 nChanged 4 SP:Iteration 10F (86.875159 sec): 3 clusters Score: Raw -12156.418393 + Penalty 806.368186 = -11350.050208 nChanged 2 SP:Iteration 11Q (86.875826 sec): 3 clusters Score: Raw -12157.896795 + Penalty 808.074899 = -11349.821896 nChanged 4 SP:Iteration 12F (86.876502 sec): 3 clusters Score: Raw -12161.001650 + Penalty 815.048796 = -11345.952854 nChanged 6 SP:Iteration 13F (86.877178 sec): 3 clusters Score: Raw -12167.422581 + Penalty 824.286354 = -11343.136227 nChanged 6 SP:Iteration 14F (86.877852 sec): 3 clusters Score: Raw -12173.699903 + Penalty 825.771815 = -11347.928087 nChanged 2 SP:Iteration 15Q (86.878508 sec): 3 clusters Score: Raw -12174.603436 + Penalty 828.193185 = -11346.410251 nChanged 1 SP:Iteration 16F (86.879183 sec): 3 clusters Score: Raw -12174.761812 + Penalty 829.982896 = -11344.778916 nChanged 1 SP:Iteration 17F (86.879859 sec): 3 clusters Score: Raw -12174.753672 + Penalty 829.982896 = -11344.770775 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 36 (690 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.882236 sec): 2 clusters Score: Raw -32514.579307 + Penalty 899.592775 = -31614.986532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.883672 sec): 3 clusters Score: Raw -32275.554548 + Penalty 1798.137825 = -30477.416722 nChanged 193 SP:Iteration 1F (86.885098 sec): 3 clusters Score: Raw -32444.275985 + Penalty 1797.371031 = -30646.904954 nChanged 42 SP:Iteration 2F (86.886503 sec): 3 clusters Score: Raw -32491.522164 + Penalty 1798.367284 = -30693.154879 nChanged 24 SP:Iteration 3Q (86.887918 sec): 3 clusters Score: Raw -32513.202890 + Penalty 1799.642563 = -30713.560328 nChanged 19 SP:Iteration 4Q (86.889316 sec): 3 clusters Score: Raw -32532.030005 + Penalty 1800.408243 = -30731.621763 nChanged 13 SP:Iteration 5Q (86.890699 sec): 3 clusters Score: Raw -32543.726733 + Penalty 1800.379051 = -30743.347682 nChanged 6 SP:Iteration 6Q (86.892068 sec): 3 clusters Score: Raw -32547.931961 + Penalty 1800.175141 = -30747.756820 nChanged 2 SP:Iteration 7Q (86.893423 sec): 3 clusters Score: Raw -32550.679691 + Penalty 1800.611704 = -30750.067987 nChanged 3 SP:Iteration 8Q (86.894810 sec): 3 clusters Score: Raw -32554.608205 + Penalty 1800.739681 = -30753.868524 nChanged 2 SP:Iteration 9Q (86.896184 sec): 3 clusters Score: Raw -32556.947353 + Penalty 1801.898352 = -30755.049001 nChanged 4 SP:Iteration 10F (86.897608 sec): 3 clusters Score: Raw -32560.798518 + Penalty 1801.805543 = -30758.992975 nChanged 4 SP:Iteration 11Q (86.899029 sec): 3 clusters Score: Raw -32563.399920 + Penalty 1801.652901 = -30761.747019 nChanged 2 SP:Iteration 12Q (86.900432 sec): 3 clusters Score: Raw -32564.885795 + Penalty 1801.549211 = -30763.336584 nChanged 2 SP:Iteration 13Q (86.901807 sec): 3 clusters Score: Raw -32565.968735 + Penalty 1801.264136 = -30764.704598 nChanged 1 SP:Iteration 14Q (86.903179 sec): 3 clusters Score: Raw -32566.498643 + Penalty 1801.264136 = -30765.234507 nChanged 0 SP:Iteration 15F (86.904589 sec): 3 clusters Score: Raw -32566.498643 + Penalty 1801.264136 = -30765.234507 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 51 (638 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.906884 sec): 2 clusters Score: Raw -21135.399820 + Penalty 436.094145 = -20699.305676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.908297 sec): 3 clusters Score: Raw -20871.890990 + Penalty 873.123338 = -19998.767652 nChanged 204 SP:Iteration 1F (86.909692 sec): 3 clusters Score: Raw -21093.024498 + Penalty 873.408035 = -20219.616463 nChanged 65 SP:Iteration 2F (86.911050 sec): 3 clusters Score: Raw -21151.967993 + Penalty 873.555541 = -20278.412452 nChanged 44 SP:Iteration 3F (86.912365 sec): 3 clusters Score: Raw -21208.796360 + Penalty 875.432080 = -20333.364280 nChanged 37 SP:Iteration 4F (86.913691 sec): 3 clusters Score: Raw -21265.614231 + Penalty 876.065796 = -20389.548435 nChanged 24 SP:Iteration 5Q (86.914984 sec): 3 clusters Score: Raw -21310.926105 + Penalty 876.624667 = -20434.301437 nChanged 19 SP:Iteration 6Q (86.916270 sec): 3 clusters Score: Raw -21359.137533 + Penalty 878.362253 = -20480.775280 nChanged 23 SP:Iteration 7Q (86.917540 sec): 3 clusters Score: Raw -21401.997467 + Penalty 878.196661 = -20523.800806 nChanged 17 SP:Iteration 8Q (86.918777 sec): 3 clusters Score: Raw -21428.830392 + Penalty 877.871358 = -20550.959034 nChanged 15 SP:Iteration 9Q (86.920007 sec): 3 clusters Score: Raw -21441.427075 + Penalty 877.692272 = -20563.734803 nChanged 5 SP:Iteration 10F (86.921342 sec): 3 clusters Score: Raw -21448.254943 + Penalty 877.322585 = -20570.932358 nChanged 6 SP:Iteration 11Q (86.922559 sec): 3 clusters Score: Raw -21460.816010 + Penalty 877.010603 = -20583.805407 nChanged 9 SP:Iteration 12Q (86.923781 sec): 3 clusters Score: Raw -21474.901133 + Penalty 875.886298 = -20599.014835 nChanged 8 SP:Iteration 13Q (86.924999 sec): 3 clusters Score: Raw -21485.585813 + Penalty 875.619208 = -20609.966605 nChanged 9 SP:Iteration 14Q (86.926216 sec): 3 clusters Score: Raw -21502.547284 + Penalty 874.656114 = -20627.891170 nChanged 8 SP:Iteration 15Q (86.927428 sec): 3 clusters Score: Raw -21515.123073 + Penalty 874.582949 = -20640.540124 nChanged 5 SP:Iteration 16Q (86.928641 sec): 3 clusters Score: Raw -21520.122502 + Penalty 874.738002 = -20645.384500 nChanged 1 SP:Iteration 17Q (86.929855 sec): 3 clusters Score: Raw -21520.836374 + Penalty 874.899359 = -20645.937015 nChanged 1 SP:Iteration 18Q (86.931099 sec): 3 clusters Score: Raw -21521.659318 + Penalty 875.040695 = -20646.618623 nChanged 1 SP:Iteration 19Q (86.932342 sec): 3 clusters Score: Raw -21523.155259 + Penalty 875.040695 = -20648.114564 nChanged 0 SP:Iteration 20F (86.933706 sec): 3 clusters Score: Raw -21523.155259 + Penalty 875.040695 = -20648.114564 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 70 (1459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.941320 sec): 2 clusters Score: Raw -66631.544808 + Penalty 739.403624 = -65892.141185 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.944416 sec): 3 clusters Score: Raw -65838.931862 + Penalty 1484.544536 = -64354.387326 nChanged 501 SP:Iteration 1F (86.947313 sec): 3 clusters Score: Raw -66110.258001 + Penalty 1497.914153 = -64612.343847 nChanged 184 SP:Iteration 2F (86.950089 sec): 3 clusters Score: Raw -66271.232856 + Penalty 1517.175075 = -64754.057781 nChanged 132 SP:Iteration 3F (86.952839 sec): 3 clusters Score: Raw -66407.166788 + Penalty 1539.589352 = -64867.577437 nChanged 105 SP:Iteration 4F (86.955611 sec): 3 clusters Score: Raw -66520.616630 + Penalty 1564.059980 = -64956.556651 nChanged 77 SP:Iteration 5F (86.958423 sec): 3 clusters Score: Raw -66604.677633 + Penalty 1596.289639 = -65008.387993 nChanged 54 SP:Iteration 6Q (86.961107 sec): 3 clusters Score: Raw -66661.648379 + Penalty 1618.164421 = -65043.483959 nChanged 33 SP:Iteration 7Q (86.963719 sec): 3 clusters Score: Raw -66691.116146 + Penalty 1633.954642 = -65057.161503 nChanged 19 SP:Iteration 8Q (86.966368 sec): 3 clusters Score: Raw -66709.346896 + Penalty 1648.599214 = -65060.747681 nChanged 13 SP:Iteration 9Q (86.968983 sec): 3 clusters Score: Raw -66724.746026 + Penalty 1656.081486 = -65068.664540 nChanged 12 SP:Iteration 10F (86.971775 sec): 3 clusters Score: Raw -66735.718249 + Penalty 1662.743634 = -65072.974615 nChanged 7 SP:Iteration 11Q (86.974265 sec): 3 clusters Score: Raw -66741.727994 + Penalty 1663.864356 = -65077.863637 nChanged 3 SP:Iteration 12Q (86.976742 sec): 3 clusters Score: Raw -66744.054156 + Penalty 1664.345594 = -65079.708563 nChanged 1 SP:Iteration 13Q (86.979250 sec): 3 clusters Score: Raw -66744.847954 + Penalty 1664.345594 = -65080.502360 nChanged 0 SP:Iteration 14F (86.981990 sec): 3 clusters Score: Raw -66744.847954 + Penalty 1664.345594 = -65080.502360 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 74 (213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.986444 sec): 2 clusters Score: Raw -7214.444240 + Penalty 300.031986 = -6914.412254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.987052 sec): 3 clusters Score: Raw -7155.342912 + Penalty 598.732910 = -6556.610002 nChanged 48 SP:Iteration 1F (86.987646 sec): 3 clusters Score: Raw -7216.138445 + Penalty 599.466523 = -6616.671922 nChanged 17 SP:Iteration 2F (86.988259 sec): 3 clusters Score: Raw -7255.593906 + Penalty 601.891046 = -6653.702860 nChanged 11 SP:Iteration 3F (86.988852 sec): 3 clusters Score: Raw -7288.631721 + Penalty 606.648117 = -6681.983604 nChanged 14 SP:Iteration 4F (86.989441 sec): 3 clusters Score: Raw -7306.181062 + Penalty 605.935754 = -6700.245308 nChanged 1 SP:Iteration 5Q (86.990005 sec): 3 clusters Score: Raw -7307.266045 + Penalty 605.586118 = -6701.679927 nChanged 1 SP:Iteration 6Q (86.990566 sec): 3 clusters Score: Raw -7307.917088 + Penalty 605.504757 = -6702.412331 nChanged 1 SP:Iteration 7Q (86.991125 sec): 3 clusters Score: Raw -7308.179006 + Penalty 605.400404 = -6702.778602 nChanged 1 SP:Iteration 8Q (86.991685 sec): 3 clusters Score: Raw -7308.595641 + Penalty 605.400404 = -6703.195237 nChanged 0 SP:Iteration 9F (86.992274 sec): 3 clusters Score: Raw -7308.595641 + Penalty 605.400404 = -6703.195237 nChanged 0 Time taken for this iteration:86.216915 seconds. 300->25 Clusters: Score -1105479.573907, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 256 (time per iteration =339.941363 ms) Total iterations: 2668 (time per iteration =32.618062 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 6078155000.000000 (time per metric unit =14.317665ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 151953875000.000000 (time per metric unit=572.706612ps) That took 87.024989 seconds. FileBase PeterP-2013-10-10_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 0.23 and 0.34 GB of RAM. Memory request: 0.11 GB would take us to total of 0.11 GB. ---------------------------------------------------------- Loaded 24870 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 24870 points ------ Starting initial clusters from distinct float masks Not enough masks (242) to generate starting clusters (300), so starting with (243) clusters instead. Assigned 243 initial classes from 242 unique masks. Deleting Class 203 (7 points): Lose 68.911416 but Gain 1627.544664 Iteration 0F (3.595593 sec): 242 clusters Score: Raw -1115496.322228 + Penalty 253246.680150 = -862249.642078 nChanged 7966 Deleting Class 137 (1 points): Lose 5.397769 but Gain 1469.906547 Iteration 1F (6.318013 sec): 236 clusters Score: Raw -1132706.861157 + Penalty 249057.325376 = -883649.535781 nChanged 3018 Deleting Class 138 (5 points): Lose 37.472234 but Gain 1494.253414 Iteration 2F (9.015507 sec): 232 clusters Score: Raw -1139358.086530 + Penalty 246971.695632 = -892386.390898 nChanged 2257 Deleting Class 214 (4 points): Lose 50.353684 but Gain 1496.679854 Iteration 3F (11.632593 sec): 230 clusters Score: Raw -1143557.107178 + Penalty 246164.261949 = -897392.845229 nChanged 1940 Deleting Class 92 (11 points): Lose 150.204887 but Gain 1591.512363 Iteration 4F (14.305356 sec): 229 clusters Score: Raw -1146398.983145 + Penalty 245557.408691 = -900841.574454 nChanged 1615 Deleting Class 153 (6 points): Lose 80.396494 but Gain 1503.114497 Iteration 5F (16.916396 sec): 228 clusters Score: Raw -1148221.186120 + Penalty 243865.173461 = -904356.012660 nChanged 1221 Deleting Class 226 (3 points): Lose 19.467451 but Gain 1435.960975 Iteration 6Q (17.226343 sec): 226 clusters Score: Raw -1149432.853845 + Penalty 242698.456516 = -906734.397330 nChanged 932 Deleting Class 159 (2 points): Lose 12.477495 but Gain 1425.526198 Iteration 7Q (17.508328 sec): 225 clusters Score: Raw -1150292.822573 + Penalty 241666.599453 = -908626.223120 nChanged 718 Deleting Class 107 (3 points): Lose 35.707519 but Gain 1446.997601 Iteration 8Q (17.765961 sec): 224 clusters Score: Raw -1150863.144661 + Penalty 240442.814709 = -910420.329952 nChanged 552 Deleting Class 196 (3 points): Lose 49.839106 but Gain 1460.704289 Iteration 9Q (17.987647 sec): 223 clusters Score: Raw -1151267.703964 + Penalty 239203.079227 = -912064.624737 nChanged 386 Deleting Class 60 (28 points): Lose 172.787491 but Gain 1580.000845 Iteration 10F (20.521843 sec): 222 clusters Score: Raw -1151426.307225 + Penalty 237846.768206 = -913579.539020 nChanged 347 Deleting Class 209 (3 points): Lose 46.312484 but Gain 1451.906885 Iteration 11Q (20.718166 sec): 221 clusters Score: Raw -1151675.718334 + Penalty 236538.402440 = -915137.315893 nChanged 240 Deleting Class 136 (9 points): Lose 57.751110 but Gain 1454.808958 Iteration 12Q (20.899224 sec): 220 clusters Score: Raw -1151832.638042 + Penalty 235188.683904 = -916643.954138 nChanged 197 Deleting Class 194 (7 points): Lose 101.456060 but Gain 1488.996011 Iteration 13Q (21.074180 sec): 219 clusters Score: Raw -1151856.898866 + Penalty 233849.597577 = -918007.301289 nChanged 170 Deleting Class 218 (2 points): Lose 18.814138 but Gain 1405.945412 Iteration 14Q (21.244056 sec): 218 clusters Score: Raw -1151979.992876 + Penalty 232574.214714 = -919405.778162 nChanged 146 Deleting Class 175 (6 points): Lose 57.140726 but Gain 1436.416919 Iteration 15Q (21.410744 sec): 217 clusters Score: Raw -1152031.403019 + Penalty 231311.792176 = -920719.610843 nChanged 128 Deleting Class 91 (2 points): Lose 15.861388 but Gain 1383.750136 Iteration 16Q (21.579398 sec): 216 clusters Score: Raw -1152111.804204 + Penalty 229973.081841 = -922138.722363 nChanged 105 Deleting Class 87 (3 points): Lose 35.939065 but Gain 1396.509918 Iteration 17Q (21.741872 sec): 215 clusters Score: Raw -1152135.453408 + Penalty 228573.865734 = -923561.587674 nChanged 90 Deleting Class 82 (29 points): Lose 242.718912 but Gain 1591.310505 Iteration 18Q (21.903482 sec): 214 clusters Score: Raw -1151948.042316 + Penalty 227056.902318 = -924891.139998 nChanged 96 Deleting Class 157 (15 points): Lose 118.464425 but Gain 1461.642010 Iteration 19Q (22.061610 sec): 213 clusters Score: Raw -1151951.992413 + Penalty 225669.953876 = -926282.038537 nChanged 83 Writing temp clu file Memory request: 0.11 GB would take us to total of 0.23 GB. Compute initial score before splitting: Score: Raw -1151951.992413 + Penalty 225669.953876 = -926282.038537Memory request: 0.04 GB would take us to total of 0.27 GB. Trying to split cluster 1 (9150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.189257 sec): 2 clusters Score: Raw -426102.403166 + Penalty 286.055976 = -425816.347190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.206518 sec): 3 clusters Score: Raw -419935.295934 + Penalty 558.249069 = -419377.046865 nChanged 4282 SP:Iteration 1F (22.223407 sec): 3 clusters Score: Raw -421588.595680 + Penalty 527.721030 = -421060.874650 nChanged 1763 SP:Iteration 2F (22.240521 sec): 3 clusters Score: Raw -423399.576406 + Penalty 561.572907 = -422838.003499 nChanged 1770 SP:Iteration 3F (22.257626 sec): 3 clusters Score: Raw -425686.150240 + Penalty 608.871955 = -425077.278285 nChanged 339 SP:Iteration 4Q (22.275881 sec): 3 clusters Score: Raw -426058.990509 + Penalty 599.616900 = -425459.373610 nChanged 43 SP:Iteration 5Q (22.289136 sec): 3 clusters Score: Raw -426105.637866 + Penalty 679.181059 = -425426.456806 nChanged 7 SP:Iteration 6F (22.305770 sec): 3 clusters Score: Raw -426117.090305 + Penalty 705.899520 = -425411.190785 nChanged 1 SP:Iteration 7F (22.322162 sec): 3 clusters Score: Raw -426118.986102 + Penalty 737.075446 = -425381.910655 nChanged 1 SP:Iteration 8F (22.338720 sec): 3 clusters Score: Raw -426120.769069 + Penalty 737.075446 = -425383.693623 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 2 (705 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.346505 sec): 2 clusters Score: Raw -36970.381549 + Penalty 991.443312 = -35978.938237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.348015 sec): 3 clusters Score: Raw -36744.652963 + Penalty 1983.294406 = -34761.358557 nChanged 197 SP:Iteration 1F (22.349538 sec): 3 clusters Score: Raw -36970.299887 + Penalty 1984.038046 = -34986.261841 nChanged 61 SP:Iteration 2F (22.350941 sec): 3 clusters Score: Raw -37052.183445 + Penalty 1985.257665 = -35066.925780 nChanged 46 SP:Iteration 3F (22.352332 sec): 3 clusters Score: Raw -37104.169773 + Penalty 1985.415356 = -35118.754416 nChanged 26 SP:Iteration 4Q (22.353729 sec): 3 clusters Score: Raw -37128.749730 + Penalty 1985.994210 = -35142.755520 nChanged 20 SP:Iteration 5Q (22.355109 sec): 3 clusters Score: Raw -37149.849409 + Penalty 1986.574968 = -35163.274441 nChanged 10 SP:Iteration 6Q (22.356490 sec): 3 clusters Score: Raw -37159.083917 + Penalty 1986.876134 = -35172.207783 nChanged 6 SP:Iteration 7Q (22.357915 sec): 3 clusters Score: Raw -37163.134848 + Penalty 1986.929811 = -35176.205037 nChanged 5 SP:Iteration 8Q (22.359292 sec): 3 clusters Score: Raw -37167.915102 + Penalty 1986.929811 = -35180.985291 nChanged 2 SP:Iteration 9Q (22.360664 sec): 3 clusters Score: Raw -37170.072854 + Penalty 1987.011650 = -35183.061203 nChanged 2 SP:Iteration 10F (22.362098 sec): 3 clusters Score: Raw -37171.565295 + Penalty 1986.774062 = -35184.791233 nChanged 3 SP:Iteration 11Q (22.363482 sec): 3 clusters Score: Raw -37175.785886 + Penalty 1986.718196 = -35189.067690 nChanged 3 SP:Iteration 12Q (22.364852 sec): 3 clusters Score: Raw -37178.823588 + Penalty 1986.725879 = -35192.097709 nChanged 3 SP:Iteration 13Q (22.366257 sec): 3 clusters Score: Raw -37181.661588 + Penalty 1987.590795 = -35194.070793 nChanged 3 SP:Iteration 14Q (22.367691 sec): 3 clusters Score: Raw -37184.047904 + Penalty 1987.590795 = -35196.457109 nChanged 0 SP:Iteration 15F (22.369179 sec): 3 clusters Score: Raw -37184.047904 + Penalty 1987.590795 = -35196.457109 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 3 (352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.372294 sec): 2 clusters Score: Raw -17350.908845 + Penalty 236.304062 = -17114.604783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.373749 sec): 3 clusters Score: Raw -17150.392500 + Penalty 487.960220 = -16662.432280 nChanged 118 SP:Iteration 1F (22.375065 sec): 3 clusters Score: Raw -17234.335192 + Penalty 500.275304 = -16734.059889 nChanged 36 SP:Iteration 2F (22.376378 sec): 3 clusters Score: Raw -17254.959580 + Penalty 510.026463 = -16744.933117 nChanged 19 SP:Iteration 3F (22.377605 sec): 3 clusters Score: Raw -17262.538675 + Penalty 518.542657 = -16743.996018 nChanged 14 SP:Iteration 4F (22.378749 sec): 3 clusters Score: Raw -17269.842890 + Penalty 528.567788 = -16741.275103 nChanged 18 SP:Iteration 5F (22.379790 sec): 3 clusters Score: Raw -17280.455556 + Penalty 539.106299 = -16741.349256 nChanged 17 SP:Iteration 6Q (22.380595 sec): 3 clusters Score: Raw -17292.581096 + Penalty 549.604242 = -16742.976854 nChanged 16 SP:Iteration 7Q (22.381391 sec): 3 clusters Score: Raw -17306.729504 + Penalty 556.527494 = -16750.202011 nChanged 13 SP:Iteration 8Q (22.382176 sec): 3 clusters Score: Raw -17318.922070 + Penalty 544.940980 = -16773.981091 nChanged 8 SP:Iteration 9Q (22.382944 sec): 3 clusters Score: Raw -17327.634484 + Penalty 540.152723 = -16787.481761 nChanged 9 SP:Iteration 10F (22.383757 sec): 3 clusters Score: Raw -17335.502953 + Penalty 552.108535 = -16783.394418 nChanged 8 SP:Iteration 11F (22.384569 sec): 3 clusters Score: Raw -17340.881358 + Penalty 564.590737 = -16776.290621 nChanged 6 SP:Iteration 12F (22.385381 sec): 3 clusters Score: Raw -17347.336728 + Penalty 549.226927 = -16798.109801 nChanged 5 SP:Iteration 13Q (22.386115 sec): 3 clusters Score: Raw -17358.450603 + Penalty 547.186344 = -16811.264258 nChanged 3 SP:Iteration 14Q (22.386822 sec): 3 clusters Score: Raw -17362.712434 + Penalty 547.186344 = -16815.526090 nChanged 0 SP:Iteration 15F (22.387634 sec): 3 clusters Score: Raw -17362.712434 + Penalty 547.186344 = -16815.526090 nChanged 0 Memory request: 0.02 GB would take us to total of 0.24 GB. Trying to split cluster 4 (2770 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.400747 sec): 2 clusters Score: Raw -146930.683081 + Penalty 484.868136 = -146445.814945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.405814 sec): 3 clusters Score: Raw -145306.477439 + Penalty 974.121879 = -144332.355560 nChanged 1189 SP:Iteration 1F (22.410850 sec): 3 clusters Score: Raw -145943.561709 + Penalty 980.616174 = -144962.945535 nChanged 219 SP:Iteration 2F (22.415858 sec): 3 clusters Score: Raw -146077.580328 + Penalty 991.845779 = -145085.734549 nChanged 212 SP:Iteration 3F (22.420821 sec): 3 clusters Score: Raw -146251.891719 + Penalty 1005.978523 = -145245.913197 nChanged 213 SP:Iteration 4F (22.425815 sec): 3 clusters Score: Raw -146435.561002 + Penalty 1016.929381 = -145418.631621 nChanged 148 SP:Iteration 5F (22.430787 sec): 3 clusters Score: Raw -146545.207206 + Penalty 1026.993118 = -145518.214087 nChanged 121 SP:Iteration 6Q (22.435614 sec): 3 clusters Score: Raw -146613.449889 + Penalty 1036.966033 = -145576.483857 nChanged 94 SP:Iteration 7Q (22.440443 sec): 3 clusters Score: Raw -146661.668133 + Penalty 1045.942342 = -145615.725791 nChanged 66 SP:Iteration 8Q (22.445196 sec): 3 clusters Score: Raw -146688.431826 + Penalty 1055.133033 = -145633.298793 nChanged 54 SP:Iteration 9Q (22.450088 sec): 3 clusters Score: Raw -146709.788871 + Penalty 1062.826783 = -145646.962088 nChanged 44 SP:Iteration 10F (22.455043 sec): 3 clusters Score: Raw -146725.660098 + Penalty 1073.301782 = -145652.358316 nChanged 49 SP:Iteration 11Q (22.459693 sec): 3 clusters Score: Raw -146747.144966 + Penalty 1086.185395 = -145660.959571 nChanged 54 SP:Iteration 12Q (22.464330 sec): 3 clusters Score: Raw -146774.871628 + Penalty 1097.297652 = -145677.573975 nChanged 50 SP:Iteration 13Q (22.468966 sec): 3 clusters Score: Raw -146797.715055 + Penalty 1108.178554 = -145689.536501 nChanged 50 SP:Iteration 14Q (22.473867 sec): 3 clusters Score: Raw -146825.700904 + Penalty 1120.972223 = -145704.728681 nChanged 45 SP:Iteration 15Q (22.478540 sec): 3 clusters Score: Raw -146853.193288 + Penalty 1129.878388 = -145723.314900 nChanged 36 SP:Iteration 16Q (22.483016 sec): 3 clusters Score: Raw -146870.287006 + Penalty 1133.616009 = -145736.670996 nChanged 22 SP:Iteration 17Q (22.487471 sec): 3 clusters Score: Raw -146879.479305 + Penalty 1139.829733 = -145739.649572 nChanged 21 SP:Iteration 18Q (22.491893 sec): 3 clusters Score: Raw -146887.003632 + Penalty 1145.808657 = -145741.194975 nChanged 14 SP:Iteration 19Q (22.496301 sec): 3 clusters Score: Raw -146890.970096 + Penalty 1152.369863 = -145738.600233 nChanged 18 SP:Iteration 20F (22.501348 sec): 3 clusters Score: Raw -146897.015865 + Penalty 1155.845499 = -145741.170366 nChanged 13 SP:Iteration 21Q (22.505672 sec): 3 clusters Score: Raw -146901.895841 + Penalty 1159.764527 = -145742.131314 nChanged 10 SP:Iteration 22Q (22.509998 sec): 3 clusters Score: Raw -146906.027779 + Penalty 1164.033797 = -145741.993982 nChanged 14 SP:Iteration 23F (22.514923 sec): 3 clusters Score: Raw -146910.754780 + Penalty 1169.639383 = -145741.115398 nChanged 15 SP:Iteration 24F (22.519841 sec): 3 clusters Score: Raw -146917.223310 + Penalty 1173.174689 = -145744.048621 nChanged 12 SP:Iteration 25Q (22.524153 sec): 3 clusters Score: Raw -146924.825295 + Penalty 1179.149142 = -145745.676153 nChanged 15 SP:Iteration 26Q (22.528538 sec): 3 clusters Score: Raw -146931.972235 + Penalty 1186.336778 = -145745.635457 nChanged 12 SP:Iteration 27F (22.533491 sec): 3 clusters Score: Raw -146936.774753 + Penalty 1192.440291 = -145744.334462 nChanged 12 SP:Iteration 28F (22.538908 sec): 3 clusters Score: Raw -146942.049978 + Penalty 1195.590247 = -145746.459731 nChanged 12 SP:Iteration 29Q (22.543383 sec): 3 clusters Score: Raw -146946.688448 + Penalty 1199.661894 = -145747.026554 nChanged 12 SP:Iteration 30F (22.548367 sec): 3 clusters Score: Raw -146952.470299 + Penalty 1204.198131 = -145748.272168 nChanged 11 SP:Iteration 31Q (22.552523 sec): 3 clusters Score: Raw -146956.932999 + Penalty 1210.007896 = -145746.925103 nChanged 9 SP:Iteration 32F (22.557497 sec): 3 clusters Score: Raw -146962.361820 + Penalty 1218.195059 = -145744.166761 nChanged 11 SP:Iteration 33F (22.562501 sec): 3 clusters Score: Raw -146970.800632 + Penalty 1225.337646 = -145745.462986 nChanged 9 SP:Iteration 34Q (22.566611 sec): 3 clusters Score: Raw -146975.859450 + Penalty 1226.380399 = -145749.479051 nChanged 10 SP:Iteration 35Q (22.570786 sec): 3 clusters Score: Raw -146981.147145 + Penalty 1226.215472 = -145754.931673 nChanged 7 SP:Iteration 36Q (22.575046 sec): 3 clusters Score: Raw -146985.920653 + Penalty 1227.918546 = -145758.002108 nChanged 6 SP:Iteration 37Q (22.579294 sec): 3 clusters Score: Raw -146990.582799 + Penalty 1231.817969 = -145758.764830 nChanged 5 SP:Iteration 38Q (22.583366 sec): 3 clusters Score: Raw -146993.041488 + Penalty 1233.489808 = -145759.551680 nChanged 2 SP:Iteration 39Q (22.587370 sec): 3 clusters Score: Raw -146994.095658 + Penalty 1235.049802 = -145759.045856 nChanged 1 SP:Iteration 40F (22.592319 sec): 3 clusters Score: Raw -146994.392625 + Penalty 1235.049802 = -145759.342823 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 5 (783 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.601356 sec): 2 clusters Score: Raw -41799.214984 + Penalty 412.884027 = -41386.330957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.602976 sec): 3 clusters Score: Raw -41356.180281 + Penalty 834.986549 = -40521.193732 nChanged 306 SP:Iteration 1F (22.604508 sec): 3 clusters Score: Raw -41611.624115 + Penalty 863.380019 = -40748.244096 nChanged 101 SP:Iteration 2F (22.606081 sec): 3 clusters Score: Raw -41715.550165 + Penalty 904.304862 = -40811.245303 nChanged 49 SP:Iteration 3F (22.607645 sec): 3 clusters Score: Raw -41771.596919 + Penalty 956.085279 = -40815.511640 nChanged 23 SP:Iteration 4Q (22.609182 sec): 3 clusters Score: Raw -41802.480076 + Penalty 995.126026 = -40807.354050 nChanged 7 SP:Iteration 5F (22.610711 sec): 3 clusters Score: Raw -41811.866992 + Penalty 1003.657776 = -40808.209215 nChanged 1 SP:Iteration 6Q (22.612173 sec): 3 clusters Score: Raw -41812.577483 + Penalty 1003.657776 = -40808.919707 nChanged 0 SP:Iteration 7F (22.613730 sec): 3 clusters Score: Raw -41812.577483 + Penalty 1003.657776 = -40808.919707 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 6 (345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.615663 sec): 2 clusters Score: Raw -18380.904384 + Penalty 544.376513 = -17836.527871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.616477 sec): 3 clusters Score: Raw -18271.696246 + Penalty 1083.957794 = -17187.738453 nChanged 92 SP:Iteration 1F (22.617275 sec): 3 clusters Score: Raw -18349.782600 + Penalty 1083.616357 = -17266.166243 nChanged 28 SP:Iteration 2F (22.618073 sec): 3 clusters Score: Raw -18380.573157 + Penalty 1084.289613 = -17296.283543 nChanged 8 SP:Iteration 3Q (22.618852 sec): 3 clusters Score: Raw -18402.626713 + Penalty 1087.369392 = -17315.257322 nChanged 17 SP:Iteration 4Q (22.619634 sec): 3 clusters Score: Raw -18462.261155 + Penalty 1094.465946 = -17367.795209 nChanged 34 SP:Iteration 5F (22.620432 sec): 3 clusters Score: Raw -18574.342273 + Penalty 1103.120052 = -17471.222222 nChanged 42 SP:Iteration 6F (22.621229 sec): 3 clusters Score: Raw -18646.274243 + Penalty 1113.165419 = -17533.108825 nChanged 25 SP:Iteration 7F (22.622027 sec): 3 clusters Score: Raw -18688.524362 + Penalty 1115.282607 = -17573.241755 nChanged 19 SP:Iteration 8F (22.622825 sec): 3 clusters Score: Raw -18735.818753 + Penalty 1103.206244 = -17632.612510 nChanged 12 SP:Iteration 9Q (22.623572 sec): 3 clusters Score: Raw -18766.740206 + Penalty 1104.198126 = -17662.542080 nChanged 3 SP:Iteration 10F (22.624370 sec): 3 clusters Score: Raw -18781.147954 + Penalty 1104.198126 = -17676.949829 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 7 (330 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.625667 sec): 2 clusters Score: Raw -17316.646710 + Penalty 780.034627 = -16536.612084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.626451 sec): 3 clusters Score: Raw -17275.009491 + Penalty 1555.849750 = -15719.159741 nChanged 69 SP:Iteration 1F (22.627226 sec): 3 clusters Score: Raw -17371.702956 + Penalty 1553.103376 = -15818.599580 nChanged 22 SP:Iteration 2F (22.628000 sec): 3 clusters Score: Raw -17402.411296 + Penalty 1551.317264 = -15851.094032 nChanged 6 SP:Iteration 3Q (22.628752 sec): 3 clusters Score: Raw -17414.868360 + Penalty 1550.765765 = -15864.102594 nChanged 3 SP:Iteration 4Q (22.629548 sec): 3 clusters Score: Raw -17420.816222 + Penalty 1550.765765 = -15870.050457 nChanged 0 SP:Iteration 5F (22.630320 sec): 3 clusters Score: Raw -17420.816222 + Penalty 1550.765765 = -15870.050457 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 8 (97 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.631042 sec): 2 clusters Score: Raw -3479.159371 + Penalty 365.161721 = -3113.997650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.631426 sec): 3 clusters Score: Raw -3526.976939 + Penalty 723.542464 = -2803.434476 nChanged 15 SP:Iteration 1F (22.631802 sec): 3 clusters Score: Raw -3563.253980 + Penalty 720.755037 = -2842.498943 nChanged 4 SP:Iteration 2Q (22.632164 sec): 3 clusters Score: Raw -3580.930017 + Penalty 718.746521 = -2862.183497 nChanged 2 SP:Iteration 3Q (22.632521 sec): 3 clusters Score: Raw -3588.332896 + Penalty 717.644412 = -2870.688484 nChanged 1 SP:Iteration 4Q (22.632873 sec): 3 clusters Score: Raw -3592.586364 + Penalty 717.644412 = -2874.941952 nChanged 0 SP:Iteration 5F (22.633248 sec): 3 clusters Score: Raw -3592.586364 + Penalty 717.644412 = -2874.941952 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 9 (272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.634392 sec): 2 clusters Score: Raw -11275.804798 + Penalty 827.126038 = -10448.678761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.635095 sec): 3 clusters Score: Raw -11279.673676 + Penalty 1649.028313 = -9630.645363 nChanged 53 SP:Iteration 1F (22.635798 sec): 3 clusters Score: Raw -11413.486062 + Penalty 1644.307690 = -9769.178372 nChanged 21 SP:Iteration 2F (22.636496 sec): 3 clusters Score: Raw -11483.346276 + Penalty 1640.345857 = -9843.000419 nChanged 9 SP:Iteration 3Q (22.637147 sec): 3 clusters Score: Raw -11507.513264 + Penalty 1637.323361 = -9870.189903 nChanged 4 SP:Iteration 4Q (22.637794 sec): 3 clusters Score: Raw -11518.565149 + Penalty 1634.692931 = -9883.872218 nChanged 4 SP:Iteration 5Q (22.638441 sec): 3 clusters Score: Raw -11527.427105 + Penalty 1632.518327 = -9894.908777 nChanged 3 SP:Iteration 6Q (22.639061 sec): 3 clusters Score: Raw -11530.933165 + Penalty 1631.435309 = -9899.497856 nChanged 1 SP:Iteration 7Q (22.639683 sec): 3 clusters Score: Raw -11532.258480 + Penalty 1631.435309 = -9900.823171 nChanged 0 SP:Iteration 8F (22.640387 sec): 3 clusters Score: Raw -11532.258480 + Penalty 1631.435309 = -9900.823171 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 10 (286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.641566 sec): 2 clusters Score: Raw -15008.734461 + Penalty 424.070090 = -14584.664371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.642276 sec): 3 clusters Score: Raw -14869.892884 + Penalty 840.133981 = -14029.758903 nChanged 84 SP:Iteration 1F (22.642977 sec): 3 clusters Score: Raw -14935.692397 + Penalty 841.483401 = -14094.208996 nChanged 28 SP:Iteration 2F (22.643675 sec): 3 clusters Score: Raw -14969.911044 + Penalty 849.253963 = -14120.657081 nChanged 19 SP:Iteration 3F (22.644372 sec): 3 clusters Score: Raw -14988.101528 + Penalty 860.684740 = -14127.416788 nChanged 12 SP:Iteration 4Q (22.645065 sec): 3 clusters Score: Raw -14997.562884 + Penalty 869.249388 = -14128.313496 nChanged 11 SP:Iteration 5Q (22.645754 sec): 3 clusters Score: Raw -15007.263639 + Penalty 887.139726 = -14120.123913 nChanged 11 SP:Iteration 6F (22.646459 sec): 3 clusters Score: Raw -15018.453978 + Penalty 906.713855 = -14111.740123 nChanged 5 SP:Iteration 7F (22.647157 sec): 3 clusters Score: Raw -15022.452678 + Penalty 900.682690 = -14121.769988 nChanged 2 SP:Iteration 8Q (22.647831 sec): 3 clusters Score: Raw -15023.484164 + Penalty 899.249929 = -14124.234234 nChanged 3 SP:Iteration 9Q (22.648532 sec): 3 clusters Score: Raw -15026.150581 + Penalty 899.282042 = -14126.868539 nChanged 3 SP:Iteration 10F (22.649236 sec): 3 clusters Score: Raw -15031.640418 + Penalty 914.165281 = -14117.475138 nChanged 2 SP:Iteration 11F (22.651241 sec): 3 clusters Score: Raw -15035.017744 + Penalty 929.337662 = -14105.680082 nChanged 2 SP:Iteration 12F (22.652902 sec): 3 clusters Score: Raw -15038.821198 + Penalty 951.053621 = -14087.767577 nChanged 2 SP:Iteration 13F (22.654344 sec): 3 clusters Score: Raw -15049.217194 + Penalty 956.481632 = -14092.735562 nChanged 2 SP:Iteration 14Q (22.655669 sec): 3 clusters Score: Raw -15054.485155 + Penalty 956.481632 = -14098.003524 nChanged 0 SP:Iteration 15F (22.656880 sec): 3 clusters Score: Raw -15054.485155 + Penalty 956.481632 = -14098.003524 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 11 (172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.658871 sec): 2 clusters Score: Raw -7811.897145 + Penalty 207.149376 = -7604.747769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.659705 sec): 3 clusters Score: Raw -7734.601472 + Penalty 418.363045 = -7316.238426 nChanged 46 SP:Iteration 1F (22.660452 sec): 3 clusters Score: Raw -7759.857748 + Penalty 425.594057 = -7334.263691 nChanged 15 SP:Iteration 2F (22.661153 sec): 3 clusters Score: Raw -7777.597680 + Penalty 432.260254 = -7345.337426 nChanged 13 SP:Iteration 3F (22.661853 sec): 3 clusters Score: Raw -7788.714025 + Penalty 442.461834 = -7346.252190 nChanged 11 SP:Iteration 4F (22.662538 sec): 3 clusters Score: Raw -7803.354801 + Penalty 446.655708 = -7356.699094 nChanged 8 SP:Iteration 5Q (22.663034 sec): 3 clusters Score: Raw -7815.839910 + Penalty 449.838857 = -7366.001054 nChanged 4 SP:Iteration 6Q (22.663525 sec): 3 clusters Score: Raw -7822.013616 + Penalty 449.876220 = -7372.137396 nChanged 2 SP:Iteration 7Q (22.664008 sec): 3 clusters Score: Raw -7824.957974 + Penalty 448.814587 = -7376.143387 nChanged 3 SP:Iteration 8Q (22.664493 sec): 3 clusters Score: Raw -7832.261379 + Penalty 446.238559 = -7386.022820 nChanged 1 SP:Iteration 9Q (22.664972 sec): 3 clusters Score: Raw -7835.824341 + Penalty 443.143677 = -7392.680665 nChanged 2 SP:Iteration 10F (22.665472 sec): 3 clusters Score: Raw -7837.205235 + Penalty 439.510349 = -7397.694886 nChanged 2 SP:Iteration 11Q (22.665948 sec): 3 clusters Score: Raw -7838.082276 + Penalty 439.510349 = -7398.571927 nChanged 0 SP:Iteration 12F (22.666450 sec): 3 clusters Score: Raw -7838.082276 + Penalty 439.510349 = -7398.571927 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 12 (222 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.667939 sec): 2 clusters Score: Raw -11548.832606 + Penalty 318.738836 = -11230.093770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.668540 sec): 3 clusters Score: Raw -11441.851080 + Penalty 627.301230 = -10814.549850 nChanged 71 SP:Iteration 1F (22.669130 sec): 3 clusters Score: Raw -11504.784551 + Penalty 627.908144 = -10876.876408 nChanged 17 SP:Iteration 2F (22.669743 sec): 3 clusters Score: Raw -11519.892416 + Penalty 646.802165 = -10873.090251 nChanged 12 SP:Iteration 3F (22.670337 sec): 3 clusters Score: Raw -11532.334129 + Penalty 660.309567 = -10872.024562 nChanged 8 SP:Iteration 4F (22.670927 sec): 3 clusters Score: Raw -11538.568226 + Penalty 684.109770 = -10854.458456 nChanged 5 SP:Iteration 5F (22.671515 sec): 3 clusters Score: Raw -11542.329607 + Penalty 694.574941 = -10847.754666 nChanged 3 SP:Iteration 6F (22.672104 sec): 3 clusters Score: Raw -11544.362212 + Penalty 708.157617 = -10836.204595 nChanged 1 SP:Iteration 7F (22.672692 sec): 3 clusters Score: Raw -11545.094394 + Penalty 713.559872 = -10831.534522 nChanged 1 SP:Iteration 8F (22.673300 sec): 3 clusters Score: Raw -11546.680692 + Penalty 716.327780 = -10830.352913 nChanged 1 SP:Iteration 9F (22.673889 sec): 3 clusters Score: Raw -11546.873860 + Penalty 716.327780 = -10830.546080 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 13 (622 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.676374 sec): 2 clusters Score: Raw -24234.110597 + Penalty 1002.663285 = -23231.447312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.677736 sec): 3 clusters Score: Raw -24111.931156 + Penalty 2002.675933 = -22109.255223 nChanged 184 SP:Iteration 1F (22.679091 sec): 3 clusters Score: Raw -24331.636988 + Penalty 1999.945637 = -22331.691351 nChanged 44 SP:Iteration 2F (22.680434 sec): 3 clusters Score: Raw -24402.461516 + Penalty 1998.646645 = -22403.814871 nChanged 25 SP:Iteration 3Q (22.681685 sec): 3 clusters Score: Raw -24449.581570 + Penalty 1997.189263 = -22452.392307 nChanged 22 SP:Iteration 4Q (22.682915 sec): 3 clusters Score: Raw -24494.826544 + Penalty 1995.817089 = -22499.009454 nChanged 25 SP:Iteration 5Q (22.684158 sec): 3 clusters Score: Raw -24546.164253 + Penalty 1997.541096 = -22548.623158 nChanged 19 SP:Iteration 6Q (22.685403 sec): 3 clusters Score: Raw -24580.964196 + Penalty 1996.991223 = -22583.972972 nChanged 5 SP:Iteration 7Q (22.686726 sec): 3 clusters Score: Raw -24587.550140 + Penalty 1997.025191 = -22590.524949 nChanged 3 SP:Iteration 8Q (22.688127 sec): 3 clusters Score: Raw -24594.051400 + Penalty 1996.724468 = -22597.326932 nChanged 3 SP:Iteration 9Q (22.689507 sec): 3 clusters Score: Raw -24599.524019 + Penalty 1996.467759 = -22603.056260 nChanged 2 SP:Iteration 10F (22.690934 sec): 3 clusters Score: Raw -24602.295884 + Penalty 1996.592151 = -22605.703734 nChanged 1 SP:Iteration 11Q (22.692298 sec): 3 clusters Score: Raw -24602.859566 + Penalty 1996.592151 = -22606.267415 nChanged 0 SP:Iteration 12F (22.693710 sec): 3 clusters Score: Raw -24602.859566 + Penalty 1996.592151 = -22606.267415 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 14 (98 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.694458 sec): 2 clusters Score: Raw -5551.325727 + Penalty 556.891120 = -4994.434608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.694845 sec): 3 clusters Score: Raw -5577.650890 + Penalty 1113.812767 = -4463.838123 nChanged 9 SP:Iteration 1F (22.695248 sec): 3 clusters Score: Raw -5598.948822 + Penalty 1113.630695 = -4485.318127 nChanged 1 SP:Iteration 2Q (22.695615 sec): 3 clusters Score: Raw -5600.376747 + Penalty 1113.908255 = -4486.468492 nChanged 1 SP:Iteration 3Q (22.695984 sec): 3 clusters Score: Raw -5602.879925 + Penalty 1113.908255 = -4488.971670 nChanged 0 SP:Iteration 4F (22.696360 sec): 3 clusters Score: Raw -5602.879925 + Penalty 1113.908255 = -4488.971670 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 15 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.696998 sec): 2 clusters Score: Raw -2839.260468 + Penalty 386.617217 = -2452.643250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.697307 sec): 3 clusters Score: Raw -2865.273462 + Penalty 787.052690 = -2078.220772 nChanged 3 SP:Iteration 1F (22.697608 sec): 3 clusters Score: Raw -2875.972190 + Penalty 787.052690 = -2088.919500 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 16 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.698081 sec): 2 clusters Score: Raw -448.582311 + Penalty 236.117805 = -212.464507 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.698301 sec): 3 clusters Score: Raw -445.656592 + Penalty 472.235609 = 26.579018 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 17 (421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.699981 sec): 2 clusters Score: Raw -21805.003917 + Penalty 927.348016 = -20877.655901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.701020 sec): 3 clusters Score: Raw -21755.473435 + Penalty 1855.377650 = -19900.095786 nChanged 91 SP:Iteration 1F (22.702007 sec): 3 clusters Score: Raw -21886.517927 + Penalty 1855.264019 = -20031.253908 nChanged 22 SP:Iteration 2F (22.702956 sec): 3 clusters Score: Raw -21923.142285 + Penalty 1855.223839 = -20067.918446 nChanged 10 SP:Iteration 3Q (22.703868 sec): 3 clusters Score: Raw -21937.632862 + Penalty 1855.173039 = -20082.459823 nChanged 3 SP:Iteration 4Q (22.704793 sec): 3 clusters Score: Raw -21942.918082 + Penalty 1855.205923 = -20087.712159 nChanged 1 SP:Iteration 5Q (22.705701 sec): 3 clusters Score: Raw -21945.777601 + Penalty 1855.171594 = -20090.606006 nChanged 3 SP:Iteration 6Q (22.706610 sec): 3 clusters Score: Raw -21950.453513 + Penalty 1855.032773 = -20095.420740 nChanged 2 SP:Iteration 7Q (22.707514 sec): 3 clusters Score: Raw -21952.050832 + Penalty 1854.978375 = -20097.072456 nChanged 1 SP:Iteration 8Q (22.708416 sec): 3 clusters Score: Raw -21952.816456 + Penalty 1854.978375 = -20097.838080 nChanged 0 SP:Iteration 9F (22.709357 sec): 3 clusters Score: Raw -21952.816456 + Penalty 1854.978375 = -20097.838080 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 18 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.709904 sec): 2 clusters Score: Raw -1488.179904 + Penalty 328.704800 = -1159.475104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.710173 sec): 3 clusters Score: Raw -1534.311553 + Penalty 657.409601 = -876.901952 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 19 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.710976 sec): 2 clusters Score: Raw -7674.295539 + Penalty 540.805275 = -7133.490264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.711421 sec): 3 clusters Score: Raw -7633.324833 + Penalty 1081.155880 = -6552.168952 nChanged 19 SP:Iteration 1F (22.711859 sec): 3 clusters Score: Raw -7655.652823 + Penalty 1079.329968 = -6576.322855 nChanged 8 SP:Iteration 2F (22.712297 sec): 3 clusters Score: Raw -7666.315533 + Penalty 1079.298999 = -6587.016534 nChanged 3 SP:Iteration 3Q (22.712732 sec): 3 clusters Score: Raw -7670.571670 + Penalty 1078.303824 = -6592.267846 nChanged 2 SP:Iteration 4Q (22.713167 sec): 3 clusters Score: Raw -7672.362206 + Penalty 1077.252242 = -6595.109964 nChanged 2 SP:Iteration 5Q (22.713601 sec): 3 clusters Score: Raw -7673.642171 + Penalty 1077.252242 = -6596.389928 nChanged 0 SP:Iteration 6F (22.714037 sec): 3 clusters Score: Raw -7673.642171 + Penalty 1077.252242 = -6596.389928 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 20 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.714590 sec): 2 clusters Score: Raw -2184.727969 + Penalty 302.170233 = -1882.557736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.714867 sec): 3 clusters Score: Raw -2167.382177 + Penalty 604.340465 = -1563.041712 nChanged 2 SP:Iteration 1F (22.715138 sec): 3 clusters Score: Raw -2169.792258 + Penalty 605.074016 = -1564.718242 nChanged 1 SP:Iteration 2Q (22.715410 sec): 3 clusters Score: Raw -2170.833614 + Penalty 605.074016 = -1565.759598 nChanged 0 SP:Iteration 3F (22.715681 sec): 3 clusters Score: Raw -2170.833614 + Penalty 605.074016 = -1565.759598 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 21 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.716151 sec): 2 clusters Score: Raw -404.954324 + Penalty 198.474074 = -206.480250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.716371 sec): 3 clusters Score: Raw -396.164516 + Penalty 396.739420 = 0.574904 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 22 (624 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.718514 sec): 2 clusters Score: Raw -30420.281361 + Penalty 340.215625 = -30080.065736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.719892 sec): 3 clusters Score: Raw -30088.247657 + Penalty 679.588550 = -29408.659106 nChanged 234 SP:Iteration 1F (22.721195 sec): 3 clusters Score: Raw -30224.138281 + Penalty 678.844520 = -29545.293761 nChanged 66 SP:Iteration 2F (22.722503 sec): 3 clusters Score: Raw -30267.369867 + Penalty 682.917731 = -29584.452135 nChanged 56 SP:Iteration 3F (22.723829 sec): 3 clusters Score: Raw -30318.057323 + Penalty 686.863517 = -29631.193805 nChanged 44 SP:Iteration 4F (22.725141 sec): 3 clusters Score: Raw -30346.389238 + Penalty 687.866894 = -29658.522345 nChanged 30 SP:Iteration 5Q (22.726455 sec): 3 clusters Score: Raw -30369.091753 + Penalty 689.112556 = -29679.979196 nChanged 25 SP:Iteration 6Q (22.727803 sec): 3 clusters Score: Raw -30389.710358 + Penalty 695.774156 = -29693.936201 nChanged 23 SP:Iteration 7Q (22.729178 sec): 3 clusters Score: Raw -30412.370865 + Penalty 694.809783 = -29717.561081 nChanged 13 SP:Iteration 8Q (22.730490 sec): 3 clusters Score: Raw -30424.547511 + Penalty 693.799385 = -29730.748126 nChanged 7 SP:Iteration 9Q (22.731811 sec): 3 clusters Score: Raw -30430.935022 + Penalty 693.598186 = -29737.336835 nChanged 8 SP:Iteration 10F (22.733130 sec): 3 clusters Score: Raw -30439.818570 + Penalty 688.615754 = -29751.202816 nChanged 6 SP:Iteration 11Q (22.734429 sec): 3 clusters Score: Raw -30446.915681 + Penalty 689.849267 = -29757.066414 nChanged 1 SP:Iteration 12Q (22.735722 sec): 3 clusters Score: Raw -30447.001604 + Penalty 689.849267 = -29757.152338 nChanged 0 SP:Iteration 13F (22.737048 sec): 3 clusters Score: Raw -30447.001604 + Penalty 689.849267 = -29757.152338 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 23 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.737567 sec): 2 clusters Score: Raw -783.109411 + Penalty 266.165187 = -516.944224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.737806 sec): 3 clusters Score: Raw -803.879109 + Penalty 527.813741 = -276.065369 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 24 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.738493 sec): 2 clusters Score: Raw -4861.220453 + Penalty 556.702341 = -4304.518112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.738858 sec): 3 clusters Score: Raw -4907.675246 + Penalty 1110.132871 = -3797.542375 nChanged 2 SP:Iteration 1Q (22.739205 sec): 3 clusters Score: Raw -4913.175258 + Penalty 1110.132871 = -3803.042387 nChanged 0 SP:Iteration 2F (22.739560 sec): 3 clusters Score: Raw -4913.175258 + Penalty 1110.132871 = -3803.042387 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 25 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.740139 sec): 2 clusters Score: Raw -2723.023420 + Penalty 425.782283 = -2297.241137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.740431 sec): 3 clusters Score: Raw -2751.744690 + Penalty 846.738536 = -1905.006154 nChanged 2 SP:Iteration 1Q (22.740713 sec): 3 clusters Score: Raw -2757.727082 + Penalty 848.018764 = -1909.708318 nChanged 2 SP:Iteration 2Q (22.740992 sec): 3 clusters Score: Raw -2762.433066 + Penalty 848.018764 = -1914.414302 nChanged 0 SP:Iteration 3F (22.741279 sec): 3 clusters Score: Raw -2762.433066 + Penalty 848.018764 = -1914.414302 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 26 (1345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.748064 sec): 2 clusters Score: Raw -69253.522200 + Penalty 470.165931 = -68783.356269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.750626 sec): 3 clusters Score: Raw -68450.253014 + Penalty 940.600697 = -67509.652318 nChanged 534 SP:Iteration 1F (22.753179 sec): 3 clusters Score: Raw -68757.254889 + Penalty 939.257143 = -67817.997746 nChanged 185 SP:Iteration 2F (22.755694 sec): 3 clusters Score: Raw -68922.128674 + Penalty 927.740613 = -67994.388062 nChanged 127 SP:Iteration 3F (22.758302 sec): 3 clusters Score: Raw -69078.385066 + Penalty 917.306559 = -68161.078507 nChanged 102 SP:Iteration 4F (22.760954 sec): 3 clusters Score: Raw -69146.758968 + Penalty 911.392618 = -68235.366350 nChanged 55 SP:Iteration 5Q (22.763542 sec): 3 clusters Score: Raw -69176.446005 + Penalty 905.227631 = -68271.218374 nChanged 38 SP:Iteration 6Q (22.765991 sec): 3 clusters Score: Raw -69193.761906 + Penalty 898.676640 = -68295.085266 nChanged 32 SP:Iteration 7Q (22.768434 sec): 3 clusters Score: Raw -69212.352800 + Penalty 886.707786 = -68325.645014 nChanged 38 SP:Iteration 8Q (22.770859 sec): 3 clusters Score: Raw -69235.965458 + Penalty 878.298485 = -68357.666972 nChanged 31 SP:Iteration 9Q (22.773332 sec): 3 clusters Score: Raw -69251.165431 + Penalty 872.282867 = -68378.882564 nChanged 26 SP:Iteration 10F (22.775950 sec): 3 clusters Score: Raw -69273.602316 + Penalty 865.920208 = -68407.682109 nChanged 26 SP:Iteration 11Q (22.778520 sec): 3 clusters Score: Raw -69294.545719 + Penalty 861.985523 = -68432.560196 nChanged 17 SP:Iteration 12Q (22.781097 sec): 3 clusters Score: Raw -69305.252014 + Penalty 857.709697 = -68447.542316 nChanged 16 SP:Iteration 13Q (22.783519 sec): 3 clusters Score: Raw -69312.509248 + Penalty 853.828246 = -68458.681002 nChanged 12 SP:Iteration 14Q (22.785829 sec): 3 clusters Score: Raw -69316.394490 + Penalty 852.427598 = -68463.966892 nChanged 8 SP:Iteration 15Q (22.788125 sec): 3 clusters Score: Raw -69317.817614 + Penalty 851.522234 = -68466.295380 nChanged 2 SP:Iteration 16Q (22.790419 sec): 3 clusters Score: Raw -69318.042782 + Penalty 850.667405 = -68467.375378 nChanged 1 SP:Iteration 17Q (22.792691 sec): 3 clusters Score: Raw -69318.190895 + Penalty 850.667405 = -68467.523491 nChanged 0 SP:Iteration 18F (22.795196 sec): 3 clusters Score: Raw -69318.190895 + Penalty 850.667405 = -68467.523491 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 27 (297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.798122 sec): 2 clusters Score: Raw -14770.717547 + Penalty 582.552534 = -14188.165014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.798858 sec): 3 clusters Score: Raw -14717.442239 + Penalty 1164.473489 = -13552.968750 nChanged 72 SP:Iteration 1F (22.799574 sec): 3 clusters Score: Raw -14814.997659 + Penalty 1162.129887 = -13652.867772 nChanged 19 SP:Iteration 2F (22.800292 sec): 3 clusters Score: Raw -14848.383157 + Penalty 1162.015674 = -13686.367483 nChanged 10 SP:Iteration 3Q (22.800988 sec): 3 clusters Score: Raw -14858.629513 + Penalty 1161.829938 = -13696.799575 nChanged 5 SP:Iteration 4Q (22.801677 sec): 3 clusters Score: Raw -14863.789203 + Penalty 1161.539872 = -13702.249331 nChanged 4 SP:Iteration 5Q (22.802368 sec): 3 clusters Score: Raw -14872.722156 + Penalty 1161.764364 = -13710.957792 nChanged 6 SP:Iteration 6Q (22.803058 sec): 3 clusters Score: Raw -14879.886101 + Penalty 1162.144409 = -13717.741692 nChanged 3 SP:Iteration 7Q (22.803744 sec): 3 clusters Score: Raw -14881.253501 + Penalty 1162.146710 = -13719.106791 nChanged 1 SP:Iteration 8Q (22.804428 sec): 3 clusters Score: Raw -14881.920387 + Penalty 1162.146710 = -13719.773677 nChanged 0 SP:Iteration 9F (22.805140 sec): 3 clusters Score: Raw -14881.920387 + Penalty 1162.146710 = -13719.773677 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 28 (70 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.806211 sec): 2 clusters Score: Raw -3753.077419 + Penalty 666.521185 = -3086.556234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.806555 sec): 3 clusters Score: Raw -3886.544227 + Penalty 1333.066697 = -2553.477530 nChanged 2 SP:Iteration 1Q (22.806906 sec): 3 clusters Score: Raw -3901.153319 + Penalty 1333.066697 = -2568.086622 nChanged 0 SP:Iteration 2F (22.807254 sec): 3 clusters Score: Raw -3901.153319 + Penalty 1333.066697 = -2568.086622 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 29 (655 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.810101 sec): 2 clusters Score: Raw -37595.778711 + Penalty 868.303933 = -36727.474778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.811477 sec): 3 clusters Score: Raw -37354.796134 + Penalty 1736.009419 = -35618.786715 nChanged 184 SP:Iteration 1F (22.812838 sec): 3 clusters Score: Raw -37517.940255 + Penalty 1735.611893 = -35782.328362 nChanged 43 SP:Iteration 2F (22.814167 sec): 3 clusters Score: Raw -37561.936866 + Penalty 1735.407545 = -35826.529321 nChanged 29 SP:Iteration 3Q (22.815482 sec): 3 clusters Score: Raw -37588.468724 + Penalty 1735.455821 = -35853.012903 nChanged 15 SP:Iteration 4Q (22.816796 sec): 3 clusters Score: Raw -37603.271663 + Penalty 1735.794222 = -35867.477441 nChanged 9 SP:Iteration 5Q (22.818100 sec): 3 clusters Score: Raw -37608.853429 + Penalty 1736.042543 = -35872.810886 nChanged 3 SP:Iteration 6Q (22.819405 sec): 3 clusters Score: Raw -37610.215218 + Penalty 1736.134620 = -35874.080598 nChanged 1 SP:Iteration 7Q (22.820709 sec): 3 clusters Score: Raw -37610.542083 + Penalty 1736.224537 = -35874.317546 nChanged 1 SP:Iteration 8Q (22.822038 sec): 3 clusters Score: Raw -37610.925484 + Penalty 1736.224537 = -35874.700946 nChanged 0 SP:Iteration 9F (22.823383 sec): 3 clusters Score: Raw -37610.925484 + Penalty 1736.224537 = -35874.700946 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 30 (334 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.825393 sec): 2 clusters Score: Raw -18116.088877 + Penalty 528.753532 = -17587.335345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.826182 sec): 3 clusters Score: Raw -18015.379816 + Penalty 1064.032379 = -16951.347437 nChanged 84 SP:Iteration 1F (22.826961 sec): 3 clusters Score: Raw -18099.792399 + Penalty 1065.036391 = -17034.756008 nChanged 31 SP:Iteration 2F (22.827735 sec): 3 clusters Score: Raw -18136.074115 + Penalty 1071.625435 = -17064.448680 nChanged 15 SP:Iteration 3Q (22.828503 sec): 3 clusters Score: Raw -18154.716771 + Penalty 1070.987305 = -17083.729465 nChanged 9 SP:Iteration 4Q (22.829264 sec): 3 clusters Score: Raw -18165.189246 + Penalty 1075.554219 = -17089.635027 nChanged 5 SP:Iteration 5Q (22.830018 sec): 3 clusters Score: Raw -18171.184086 + Penalty 1080.988715 = -17090.195371 nChanged 4 SP:Iteration 6Q (22.830762 sec): 3 clusters Score: Raw -18174.551940 + Penalty 1086.341751 = -17088.210190 nChanged 2 SP:Iteration 7F (22.831535 sec): 3 clusters Score: Raw -18177.110372 + Penalty 1090.511078 = -17086.599294 nChanged 2 SP:Iteration 8F (22.832307 sec): 3 clusters Score: Raw -18180.076699 + Penalty 1096.627894 = -17083.448805 nChanged 4 SP:Iteration 9F (22.833080 sec): 3 clusters Score: Raw -18187.342952 + Penalty 1116.973933 = -17070.369018 nChanged 5 SP:Iteration 10F (22.833852 sec): 3 clusters Score: Raw -18197.327529 + Penalty 1114.834098 = -17082.493431 nChanged 2 SP:Iteration 11Q (22.834557 sec): 3 clusters Score: Raw -18199.876687 + Penalty 1111.222486 = -17088.654200 nChanged 1 SP:Iteration 12Q (22.835258 sec): 3 clusters Score: Raw -18200.058025 + Penalty 1111.168495 = -17088.889530 nChanged 1 SP:Iteration 13Q (22.835957 sec): 3 clusters Score: Raw -18201.266332 + Penalty 1111.168495 = -17090.097837 nChanged 0 SP:Iteration 14F (22.836732 sec): 3 clusters Score: Raw -18201.266332 + Penalty 1111.168495 = -17090.097837 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 31 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.837277 sec): 2 clusters Score: Raw -1292.432682 + Penalty 146.963631 = -1145.469051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.837578 sec): 3 clusters Score: Raw -1300.504631 + Penalty 293.927262 = -1006.577369 nChanged 3 SP:Iteration 1F (22.837843 sec): 3 clusters Score: Raw -1308.532606 + Penalty 293.927262 = -1014.605344 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 32 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.838398 sec): 2 clusters Score: Raw -1836.468967 + Penalty 342.658090 = -1493.810877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.838672 sec): 3 clusters Score: Raw -1857.948365 + Penalty 688.217858 = -1169.730507 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 33 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.839203 sec): 2 clusters Score: Raw -1715.836365 + Penalty 439.965976 = -1275.870389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.839467 sec): 3 clusters Score: Raw -1778.358437 + Penalty 878.180004 = -900.178434 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 34 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.839932 sec): 2 clusters Score: Raw -251.857411 + Penalty 123.924043 = -127.933368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.840142 sec): 3 clusters Score: Raw -256.362416 + Penalty 266.113702 = 9.751285 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 35 (350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.841597 sec): 2 clusters Score: Raw -19769.132677 + Penalty 847.161337 = -18921.971339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.842450 sec): 3 clusters Score: Raw -19708.566064 + Penalty 1693.104975 = -18015.461088 nChanged 74 SP:Iteration 1F (22.843255 sec): 3 clusters Score: Raw -19788.974066 + Penalty 1692.950589 = -18096.023477 nChanged 16 SP:Iteration 2Q (22.844045 sec): 3 clusters Score: Raw -19812.695010 + Penalty 1692.178290 = -18120.516721 nChanged 7 SP:Iteration 3Q (22.844831 sec): 3 clusters Score: Raw -19822.861279 + Penalty 1691.166184 = -18131.695095 nChanged 8 SP:Iteration 4Q (22.845616 sec): 3 clusters Score: Raw -19832.226288 + Penalty 1690.921822 = -18141.304466 nChanged 4 SP:Iteration 5Q (22.846399 sec): 3 clusters Score: Raw -19837.304520 + Penalty 1690.807346 = -18146.497173 nChanged 1 SP:Iteration 6Q (22.847184 sec): 3 clusters Score: Raw -19838.809679 + Penalty 1690.807346 = -18148.002332 nChanged 0 SP:Iteration 7F (22.847985 sec): 3 clusters Score: Raw -19838.809679 + Penalty 1690.807346 = -18148.002332 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 36 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.848494 sec): 2 clusters Score: Raw -978.935181 + Penalty 395.309007 = -583.626174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.848738 sec): 3 clusters Score: Raw -1011.844199 + Penalty 791.541252 = -220.302947 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 37 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.849215 sec): 2 clusters Score: Raw -410.785861 + Penalty 135.657920 = -275.127941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.849435 sec): 3 clusters Score: Raw -412.360363 + Penalty 271.315839 = -141.044523 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 38 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.850012 sec): 2 clusters Score: Raw -2007.559765 + Penalty 98.701819 = -1908.857946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.850314 sec): 3 clusters Score: Raw -2005.407038 + Penalty 196.722969 = -1808.684068 nChanged 13 SP:Iteration 1F (22.850610 sec): 3 clusters Score: Raw -2024.750706 + Penalty 197.790862 = -1826.959843 nChanged 2 SP:Iteration 2Q (22.850926 sec): 3 clusters Score: Raw -2028.653619 + Penalty 197.790862 = -1830.862757 nChanged 0 SP:Iteration 3F (22.851220 sec): 3 clusters Score: Raw -2028.653619 + Penalty 197.790862 = -1830.862757 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 39 (80 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.851888 sec): 2 clusters Score: Raw -4123.129031 + Penalty 413.192661 = -3709.936370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.852240 sec): 3 clusters Score: Raw -4133.684051 + Penalty 831.778685 = -3301.905366 nChanged 9 SP:Iteration 1F (22.852589 sec): 3 clusters Score: Raw -4150.258875 + Penalty 831.778685 = -3318.480190 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 40 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.853056 sec): 2 clusters Score: Raw -279.489566 + Penalty 159.891333 = -119.598232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.853270 sec): 3 clusters Score: Raw -274.188344 + Penalty 327.957327 = 53.768983 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 41 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.853746 sec): 2 clusters Score: Raw -587.548615 + Penalty 313.298403 = -274.250212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.853970 sec): 3 clusters Score: Raw -596.868319 + Penalty 626.412704 = 29.544385 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 42 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.854438 sec): 2 clusters Score: Raw -330.094400 + Penalty 118.079736 = -212.014664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.854654 sec): 3 clusters Score: Raw -327.825404 + Penalty 235.884606 = -91.940799 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 43 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.855197 sec): 2 clusters Score: Raw -1924.374761 + Penalty 281.037415 = -1643.337346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.855469 sec): 3 clusters Score: Raw -1936.071200 + Penalty 562.074830 = -1373.996371 nChanged 1 SP:Iteration 1Q (22.855733 sec): 3 clusters Score: Raw -1937.539194 + Penalty 562.074830 = -1375.464364 nChanged 0 SP:Iteration 2F (22.856001 sec): 3 clusters Score: Raw -1937.539194 + Penalty 562.074830 = -1375.464364 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 44 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.856498 sec): 2 clusters Score: Raw -803.511734 + Penalty 216.235776 = -587.275958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.856740 sec): 3 clusters Score: Raw -830.074365 + Penalty 433.128755 = -396.945610 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 45 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.857268 sec): 2 clusters Score: Raw -1413.998720 + Penalty 242.943266 = -1171.055454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.857534 sec): 3 clusters Score: Raw -1450.588800 + Penalty 486.916819 = -963.671981 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 46 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.857995 sec): 2 clusters Score: Raw -213.572335 + Penalty 112.393802 = -101.178533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.858206 sec): 3 clusters Score: Raw -206.126624 + Penalty 250.638460 = 44.511835 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 47 (212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.859663 sec): 2 clusters Score: Raw -10488.109644 + Penalty 849.063820 = -9639.045824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.860248 sec): 3 clusters Score: Raw -10531.963462 + Penalty 1698.334194 = -8833.629269 nChanged 18 SP:Iteration 1F (22.860824 sec): 3 clusters Score: Raw -10580.542473 + Penalty 1698.121365 = -8882.421109 nChanged 11 SP:Iteration 2F (22.861398 sec): 3 clusters Score: Raw -10625.908517 + Penalty 1698.345193 = -8927.563324 nChanged 8 SP:Iteration 3Q (22.861938 sec): 3 clusters Score: Raw -10651.578579 + Penalty 1698.868156 = -8952.710423 nChanged 4 SP:Iteration 4Q (22.862469 sec): 3 clusters Score: Raw -10667.432560 + Penalty 1698.953294 = -8968.479266 nChanged 1 SP:Iteration 5Q (22.862995 sec): 3 clusters Score: Raw -10669.143742 + Penalty 1699.077627 = -8970.066116 nChanged 1 SP:Iteration 6Q (22.863520 sec): 3 clusters Score: Raw -10672.439556 + Penalty 1699.048838 = -8973.390718 nChanged 1 SP:Iteration 7Q (22.864043 sec): 3 clusters Score: Raw -10678.454990 + Penalty 1699.012645 = -8979.442345 nChanged 1 SP:Iteration 8Q (22.864566 sec): 3 clusters Score: Raw -10685.596221 + Penalty 1699.012645 = -8986.583577 nChanged 0 SP:Iteration 9F (22.865134 sec): 3 clusters Score: Raw -10685.596221 + Penalty 1699.012645 = -8986.583577 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 48 (83 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.865848 sec): 2 clusters Score: Raw -3538.811838 + Penalty 261.165272 = -3277.646566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.866207 sec): 3 clusters Score: Raw -3542.104958 + Penalty 517.592022 = -3024.512936 nChanged 9 SP:Iteration 1F (22.866559 sec): 3 clusters Score: Raw -3552.510989 + Penalty 518.718859 = -3033.792129 nChanged 3 SP:Iteration 2Q (22.866920 sec): 3 clusters Score: Raw -3559.057767 + Penalty 518.358724 = -3040.699043 nChanged 4 SP:Iteration 3Q (22.867269 sec): 3 clusters Score: Raw -3562.414379 + Penalty 518.358724 = -3044.055655 nChanged 0 SP:Iteration 4F (22.867621 sec): 3 clusters Score: Raw -3562.414379 + Penalty 518.358724 = -3044.055655 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 49 (121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.868392 sec): 2 clusters Score: Raw -6377.751852 + Penalty 425.791930 = -5951.959921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.868823 sec): 3 clusters Score: Raw -6363.595412 + Penalty 854.020851 = -5509.574561 nChanged 15 SP:Iteration 1F (22.869247 sec): 3 clusters Score: Raw -6385.365571 + Penalty 851.896672 = -5533.468898 nChanged 9 SP:Iteration 2F (22.869669 sec): 3 clusters Score: Raw -6395.944120 + Penalty 851.263039 = -5544.681081 nChanged 1 SP:Iteration 3Q (22.870083 sec): 3 clusters Score: Raw -6396.748416 + Penalty 849.858041 = -5546.890375 nChanged 2 SP:Iteration 4Q (22.870496 sec): 3 clusters Score: Raw -6398.237440 + Penalty 848.952249 = -5549.285191 nChanged 1 SP:Iteration 5Q (22.870908 sec): 3 clusters Score: Raw -6399.133860 + Penalty 846.709803 = -5552.424057 nChanged 2 SP:Iteration 6Q (22.871322 sec): 3 clusters Score: Raw -6400.962020 + Penalty 844.186612 = -5556.775409 nChanged 2 SP:Iteration 7Q (22.871735 sec): 3 clusters Score: Raw -6403.053390 + Penalty 844.186612 = -5558.866779 nChanged 0 SP:Iteration 8F (22.872158 sec): 3 clusters Score: Raw -6403.053390 + Penalty 844.186612 = -5558.866779 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 50 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.872697 sec): 2 clusters Score: Raw -1635.847022 + Penalty 434.042546 = -1201.804477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.872959 sec): 3 clusters Score: Raw -1683.740251 + Penalty 869.632206 = -814.108045 nChanged 1 SP:Iteration 1Q (22.873207 sec): 3 clusters Score: Raw -1690.977266 + Penalty 869.632206 = -821.345060 nChanged 0 SP:Iteration 2F (22.873484 sec): 3 clusters Score: Raw -1690.977266 + Penalty 869.632206 = -821.345060 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 51 (305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.874784 sec): 2 clusters Score: Raw -16571.383107 + Penalty 557.404568 = -16013.978539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.875569 sec): 3 clusters Score: Raw -16441.703073 + Penalty 1116.921944 = -15324.781130 nChanged 75 SP:Iteration 1F (22.876349 sec): 3 clusters Score: Raw -16502.352278 + Penalty 1118.034736 = -15384.317543 nChanged 24 SP:Iteration 2F (22.877107 sec): 3 clusters Score: Raw -16528.489589 + Penalty 1118.628164 = -15409.861425 nChanged 14 SP:Iteration 3Q (22.877868 sec): 3 clusters Score: Raw -16544.169933 + Penalty 1118.364741 = -15425.805192 nChanged 8 SP:Iteration 4Q (22.878648 sec): 3 clusters Score: Raw -16551.293028 + Penalty 1118.186157 = -15433.106871 nChanged 9 SP:Iteration 5Q (22.879431 sec): 3 clusters Score: Raw -16562.799781 + Penalty 1116.631428 = -15446.168353 nChanged 7 SP:Iteration 6Q (22.880196 sec): 3 clusters Score: Raw -16570.596670 + Penalty 1116.649659 = -15453.947010 nChanged 7 SP:Iteration 7Q (22.880955 sec): 3 clusters Score: Raw -16579.143676 + Penalty 1113.319926 = -15465.823750 nChanged 5 SP:Iteration 8Q (22.881713 sec): 3 clusters Score: Raw -16586.106935 + Penalty 1112.760412 = -15473.346523 nChanged 3 SP:Iteration 9Q (22.882466 sec): 3 clusters Score: Raw -16587.324342 + Penalty 1113.557048 = -15473.767294 nChanged 3 SP:Iteration 10F (22.883237 sec): 3 clusters Score: Raw -16588.920596 + Penalty 1114.498293 = -15474.422304 nChanged 3 SP:Iteration 11Q (22.883989 sec): 3 clusters Score: Raw -16591.678618 + Penalty 1112.842428 = -15478.836190 nChanged 3 SP:Iteration 12Q (22.884728 sec): 3 clusters Score: Raw -16598.524405 + Penalty 1111.380664 = -15487.143741 nChanged 3 SP:Iteration 13Q (22.885458 sec): 3 clusters Score: Raw -16599.571681 + Penalty 1110.775601 = -15488.796080 nChanged 2 SP:Iteration 14Q (22.886183 sec): 3 clusters Score: Raw -16601.744516 + Penalty 1111.064582 = -15490.679933 nChanged 1 SP:Iteration 15Q (22.886910 sec): 3 clusters Score: Raw -16602.188454 + Penalty 1109.182891 = -15493.005563 nChanged 2 SP:Iteration 16Q (22.887635 sec): 3 clusters Score: Raw -16603.538419 + Penalty 1109.255230 = -15494.283189 nChanged 1 SP:Iteration 17Q (22.888355 sec): 3 clusters Score: Raw -16604.208034 + Penalty 1108.587700 = -15495.620334 nChanged 1 SP:Iteration 18Q (22.889076 sec): 3 clusters Score: Raw -16605.549783 + Penalty 1108.587700 = -15496.962083 nChanged 0 SP:Iteration 19F (22.889819 sec): 3 clusters Score: Raw -16605.549783 + Penalty 1108.587700 = -15496.962083 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 52 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.890297 sec): 2 clusters Score: Raw -100.824305 + Penalty 55.021295 = -45.803010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.890513 sec): 3 clusters Score: Raw -96.674598 + Penalty 110.042590 = 13.367992 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 53 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.891128 sec): 2 clusters Score: Raw -2851.971498 + Penalty 586.873208 = -2265.098289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.891438 sec): 3 clusters Score: Raw -2957.247652 + Penalty 1173.330113 = -1783.917540 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 54 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.891949 sec): 2 clusters Score: Raw -1120.181562 + Penalty 406.271452 = -713.910110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.892198 sec): 3 clusters Score: Raw -1206.274578 + Penalty 811.944764 = -394.329813 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 55 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.892768 sec): 2 clusters Score: Raw -1922.842249 + Penalty 436.853297 = -1485.988952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.893040 sec): 3 clusters Score: Raw -1979.083906 + Penalty 886.993311 = -1092.090595 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 56 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.893539 sec): 2 clusters Score: Raw -1102.651683 + Penalty 397.621343 = -705.030340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.893783 sec): 3 clusters Score: Raw -1147.454064 + Penalty 794.381213 = -353.072851 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 57 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.894587 sec): 2 clusters Score: Raw -3158.636411 + Penalty 535.572749 = -2623.063662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.894929 sec): 3 clusters Score: Raw -3268.888353 + Penalty 1071.087088 = -2197.801265 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 58 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.895489 sec): 2 clusters Score: Raw -1532.616002 + Penalty 328.485614 = -1204.130388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.895749 sec): 3 clusters Score: Raw -1544.979393 + Penalty 656.947784 = -888.031609 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 59 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.896344 sec): 2 clusters Score: Raw -2525.069046 + Penalty 238.202501 = -2286.866545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.896654 sec): 3 clusters Score: Raw -2519.743820 + Penalty 474.742937 = -2045.000883 nChanged 12 SP:Iteration 1F (22.896957 sec): 3 clusters Score: Raw -2547.866912 + Penalty 470.808398 = -2077.058514 nChanged 3 SP:Iteration 2F (22.897259 sec): 3 clusters Score: Raw -2554.536373 + Penalty 470.808398 = -2083.727975 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 61 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.897728 sec): 2 clusters Score: Raw -313.198947 + Penalty 149.718014 = -163.480933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.897944 sec): 3 clusters Score: Raw -316.407397 + Penalty 298.329022 = -18.078375 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 62 (61 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.898549 sec): 2 clusters Score: Raw -3379.552185 + Penalty 442.775106 = -2936.777079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.898866 sec): 3 clusters Score: Raw -3407.789438 + Penalty 886.720993 = -2521.068445 nChanged 5 SP:Iteration 1F (22.899180 sec): 3 clusters Score: Raw -3422.462551 + Penalty 888.979389 = -2533.483162 nChanged 2 SP:Iteration 2Q (22.899485 sec): 3 clusters Score: Raw -3433.041052 + Penalty 888.979389 = -2544.061663 nChanged 0 SP:Iteration 3F (22.899798 sec): 3 clusters Score: Raw -3433.041052 + Penalty 888.979389 = -2544.061663 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 63 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.900275 sec): 2 clusters Score: Raw -476.490990 + Penalty 167.570996 = -308.919994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.900500 sec): 3 clusters Score: Raw -491.564201 + Penalty 345.446647 = -146.117555 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 64 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.901048 sec): 2 clusters Score: Raw -1751.806916 + Penalty 423.136693 = -1328.670223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.901311 sec): 3 clusters Score: Raw -1804.230620 + Penalty 846.798093 = -957.432527 nChanged 1 SP:Iteration 1Q (22.901562 sec): 3 clusters Score: Raw -1812.786830 + Penalty 846.798093 = -965.988737 nChanged 0 SP:Iteration 2F (22.901820 sec): 3 clusters Score: Raw -1812.786830 + Penalty 846.798093 = -965.988737 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 65 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.902281 sec): 2 clusters Score: Raw -189.994225 + Penalty 83.050608 = -106.943617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.902494 sec): 3 clusters Score: Raw -189.561067 + Penalty 200.011403 = 10.450336 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 66 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.902960 sec): 2 clusters Score: Raw -314.338349 + Penalty 153.993347 = -160.345002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.903177 sec): 3 clusters Score: Raw -315.911781 + Penalty 307.986693 = -7.925088 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 67 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.903641 sec): 2 clusters Score: Raw -330.565673 + Penalty 181.093275 = -149.472398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.903841 sec): 2 clusters Score: Raw -330.565673 + Penalty 181.093275 = -149.472398 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 68 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.904304 sec): 2 clusters Score: Raw -316.408988 + Penalty 171.241826 = -145.167162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.904518 sec): 3 clusters Score: Raw -313.145257 + Penalty 379.107803 = 65.962546 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 69 (163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.905376 sec): 2 clusters Score: Raw -7834.421614 + Penalty 277.015334 = -7557.406280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.905886 sec): 3 clusters Score: Raw -7780.058995 + Penalty 556.384864 = -7223.674131 nChanged 44 SP:Iteration 1F (22.906393 sec): 3 clusters Score: Raw -7812.658818 + Penalty 558.911824 = -7253.746995 nChanged 13 SP:Iteration 2F (22.906898 sec): 3 clusters Score: Raw -7829.848737 + Penalty 557.280795 = -7272.567941 nChanged 9 SP:Iteration 3F (22.907385 sec): 3 clusters Score: Raw -7840.717709 + Penalty 558.947658 = -7281.770051 nChanged 8 SP:Iteration 4Q (22.907866 sec): 3 clusters Score: Raw -7847.057275 + Penalty 559.956144 = -7287.101131 nChanged 5 SP:Iteration 5Q (22.908347 sec): 3 clusters Score: Raw -7850.491492 + Penalty 564.024668 = -7286.466824 nChanged 6 SP:Iteration 6F (22.908854 sec): 3 clusters Score: Raw -7854.487185 + Penalty 563.995824 = -7290.491361 nChanged 5 SP:Iteration 7Q (22.909333 sec): 3 clusters Score: Raw -7856.228119 + Penalty 565.657799 = -7290.570319 nChanged 1 SP:Iteration 8Q (22.909810 sec): 3 clusters Score: Raw -7856.769064 + Penalty 563.533153 = -7293.235911 nChanged 1 SP:Iteration 9Q (22.910287 sec): 3 clusters Score: Raw -7858.334113 + Penalty 564.193544 = -7294.140569 nChanged 1 SP:Iteration 10F (22.910775 sec): 3 clusters Score: Raw -7859.188669 + Penalty 564.193544 = -7294.995125 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 70 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.911409 sec): 2 clusters Score: Raw -2736.189948 + Penalty 235.514077 = -2500.675871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.911732 sec): 3 clusters Score: Raw -2762.812038 + Penalty 497.733249 = -2265.078789 nChanged 8 SP:Iteration 1F (22.912071 sec): 3 clusters Score: Raw -2780.355417 + Penalty 504.285498 = -2276.069919 nChanged 1 SP:Iteration 2Q (22.912377 sec): 3 clusters Score: Raw -2783.004096 + Penalty 504.285498 = -2278.718598 nChanged 0 SP:Iteration 3F (22.912695 sec): 3 clusters Score: Raw -2783.004096 + Penalty 504.285498 = -2278.718598 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 71 (459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.914482 sec): 2 clusters Score: Raw -26797.187137 + Penalty 681.365921 = -26115.821215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.915548 sec): 3 clusters Score: Raw -26611.103570 + Penalty 1364.268612 = -25246.834958 nChanged 121 SP:Iteration 1F (22.916592 sec): 3 clusters Score: Raw -26706.775153 + Penalty 1367.892808 = -25338.882345 nChanged 36 SP:Iteration 2F (22.917611 sec): 3 clusters Score: Raw -26744.071269 + Penalty 1372.835728 = -25371.235541 nChanged 26 SP:Iteration 3F (22.918649 sec): 3 clusters Score: Raw -26765.541302 + Penalty 1376.083927 = -25389.457375 nChanged 18 SP:Iteration 4Q (22.919668 sec): 3 clusters Score: Raw -26781.286623 + Penalty 1387.040426 = -25394.246198 nChanged 23 SP:Iteration 5F (22.920686 sec): 3 clusters Score: Raw -26806.805459 + Penalty 1393.476057 = -25413.329402 nChanged 14 SP:Iteration 6Q (22.921689 sec): 3 clusters Score: Raw -26818.691229 + Penalty 1393.196230 = -25425.494999 nChanged 15 SP:Iteration 7Q (22.922682 sec): 3 clusters Score: Raw -26832.785091 + Penalty 1395.904646 = -25436.880445 nChanged 12 SP:Iteration 8Q (22.923687 sec): 3 clusters Score: Raw -26843.308440 + Penalty 1396.738401 = -25446.570039 nChanged 9 SP:Iteration 9Q (22.924684 sec): 3 clusters Score: Raw -26851.328957 + Penalty 1394.993036 = -25456.335921 nChanged 6 SP:Iteration 10F (22.925688 sec): 3 clusters Score: Raw -26857.378422 + Penalty 1399.949441 = -25457.428981 nChanged 3 SP:Iteration 11Q (22.926675 sec): 3 clusters Score: Raw -26861.437515 + Penalty 1400.908496 = -25460.529019 nChanged 2 SP:Iteration 12Q (22.927648 sec): 3 clusters Score: Raw -26869.182945 + Penalty 1399.988200 = -25469.194745 nChanged 4 SP:Iteration 13Q (22.928621 sec): 3 clusters Score: Raw -26891.747338 + Penalty 1402.904589 = -25488.842748 nChanged 3 SP:Iteration 14Q (22.929593 sec): 3 clusters Score: Raw -26896.275690 + Penalty 1406.144341 = -25490.131348 nChanged 5 SP:Iteration 15Q (22.930557 sec): 3 clusters Score: Raw -26904.833812 + Penalty 1405.714869 = -25499.118943 nChanged 2 SP:Iteration 16Q (22.931511 sec): 3 clusters Score: Raw -26904.946355 + Penalty 1405.714869 = -25499.231486 nChanged 0 SP:Iteration 17F (22.932512 sec): 3 clusters Score: Raw -26904.946355 + Penalty 1405.714869 = -25499.231486 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 72 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.933041 sec): 2 clusters Score: Raw -877.093115 + Penalty 312.043790 = -565.049325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.933289 sec): 3 clusters Score: Raw -920.125614 + Penalty 614.069196 = -306.056418 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 73 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.933758 sec): 2 clusters Score: Raw -158.594640 + Penalty 91.775361 = -66.819279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.933969 sec): 3 clusters Score: Raw -154.739420 + Penalty 156.676474 = 1.937055 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 74 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.934520 sec): 2 clusters Score: Raw -1382.548324 + Penalty 158.556666 = -1223.991658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.934795 sec): 3 clusters Score: Raw -1401.583654 + Penalty 321.223570 = -1080.360085 nChanged 1 SP:Iteration 1Q (22.935132 sec): 3 clusters Score: Raw -1404.909710 + Penalty 321.223570 = -1083.686140 nChanged 0 SP:Iteration 2F (22.935440 sec): 3 clusters Score: Raw -1404.909710 + Penalty 321.223570 = -1083.686140 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 75 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.935991 sec): 2 clusters Score: Raw -1051.598964 + Penalty 283.429145 = -768.169819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.936238 sec): 3 clusters Score: Raw -1079.248968 + Penalty 569.091760 = -510.157208 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 76 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.936718 sec): 2 clusters Score: Raw -510.472810 + Penalty 216.085870 = -294.386941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.936943 sec): 3 clusters Score: Raw -510.968507 + Penalty 428.921990 = -82.046517 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 77 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.937417 sec): 2 clusters Score: Raw -436.690849 + Penalty 248.049250 = -188.641599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.937638 sec): 3 clusters Score: Raw -421.579411 + Penalty 496.318455 = 74.739044 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 78 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.938139 sec): 2 clusters Score: Raw -1061.358110 + Penalty 369.191132 = -692.166978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.938384 sec): 3 clusters Score: Raw -1106.001817 + Penalty 739.744252 = -366.257565 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 79 (252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.939516 sec): 2 clusters Score: Raw -15432.796528 + Penalty 719.704374 = -14713.092154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.940194 sec): 3 clusters Score: Raw -15368.643123 + Penalty 1442.512563 = -13926.130561 nChanged 42 SP:Iteration 1F (22.940862 sec): 3 clusters Score: Raw -15434.063922 + Penalty 1445.279798 = -13988.784124 nChanged 15 SP:Iteration 2F (22.941507 sec): 3 clusters Score: Raw -15458.040477 + Penalty 1446.716342 = -14011.324134 nChanged 10 SP:Iteration 3Q (22.942135 sec): 3 clusters Score: Raw -15476.319997 + Penalty 1446.126314 = -14030.193684 nChanged 6 SP:Iteration 4Q (22.942768 sec): 3 clusters Score: Raw -15488.668675 + Penalty 1446.701789 = -14041.966886 nChanged 5 SP:Iteration 5Q (22.943403 sec): 3 clusters Score: Raw -15496.031183 + Penalty 1446.941548 = -14049.089635 nChanged 3 SP:Iteration 6Q (22.944030 sec): 3 clusters Score: Raw -15503.592088 + Penalty 1447.546270 = -14056.045819 nChanged 1 SP:Iteration 7Q (22.944680 sec): 3 clusters Score: Raw -15505.329644 + Penalty 1447.546270 = -14057.783374 nChanged 0 SP:Iteration 8F (22.945325 sec): 3 clusters Score: Raw -15505.329644 + Penalty 1447.546270 = -14057.783374 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 80 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.945853 sec): 2 clusters Score: Raw -1235.293859 + Penalty 406.138651 = -829.155208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.946112 sec): 3 clusters Score: Raw -1278.135089 + Penalty 810.489862 = -467.645227 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 81 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.946612 sec): 2 clusters Score: Raw -840.635492 + Penalty 316.454693 = -524.180799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.946854 sec): 3 clusters Score: Raw -875.033143 + Penalty 631.441182 = -243.591961 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 83 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.947399 sec): 2 clusters Score: Raw -1318.118544 + Penalty 399.627368 = -918.491176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.947652 sec): 3 clusters Score: Raw -1363.210167 + Penalty 798.728839 = -564.481327 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 84 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.948290 sec): 2 clusters Score: Raw -3597.912182 + Penalty 591.733894 = -3006.178288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.948617 sec): 3 clusters Score: Raw -3674.966852 + Penalty 1184.127647 = -2490.839205 nChanged 2 SP:Iteration 1Q (22.948925 sec): 3 clusters Score: Raw -3683.642146 + Penalty 1184.127647 = -2499.514499 nChanged 0 SP:Iteration 2F (22.949257 sec): 3 clusters Score: Raw -3683.642146 + Penalty 1184.127647 = -2499.514499 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 85 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.949751 sec): 2 clusters Score: Raw -814.856070 + Penalty 264.271346 = -550.584724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.949986 sec): 3 clusters Score: Raw -830.184089 + Penalty 525.525749 = -304.658341 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 86 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.950485 sec): 2 clusters Score: Raw -997.964640 + Penalty 387.731907 = -610.232733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.950723 sec): 3 clusters Score: Raw -1020.981944 + Penalty 774.600956 = -246.380988 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 88 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.951305 sec): 2 clusters Score: Raw -1086.235759 + Penalty 293.859413 = -792.376347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.951588 sec): 3 clusters Score: Raw -1103.650910 + Penalty 589.139548 = -514.511362 nChanged 1 SP:Iteration 1Q (22.951853 sec): 3 clusters Score: Raw -1107.001667 + Penalty 591.133490 = -515.868177 nChanged 1 SP:Iteration 2Q (22.952091 sec): 3 clusters Score: Raw -1107.446708 + Penalty 591.133490 = -516.313218 nChanged 0 SP:Iteration 3F (22.952330 sec): 3 clusters Score: Raw -1107.446708 + Penalty 591.133490 = -516.313218 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 89 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.952842 sec): 2 clusters Score: Raw -1209.534866 + Penalty 350.414038 = -859.120828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.953091 sec): 3 clusters Score: Raw -1239.495818 + Penalty 699.901507 = -539.594311 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 90 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.953580 sec): 2 clusters Score: Raw -723.813449 + Penalty 219.581625 = -504.231824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.953813 sec): 3 clusters Score: Raw -731.415914 + Penalty 439.163249 = -292.252665 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 94 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.954274 sec): 2 clusters Score: Raw -151.282264 + Penalty 71.554371 = -79.727893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.954482 sec): 3 clusters Score: Raw -148.072376 + Penalty 133.803997 = -14.268379 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 95 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.955049 sec): 2 clusters Score: Raw -2175.707506 + Penalty 526.333150 = -1649.374356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.955325 sec): 3 clusters Score: Raw -2248.572859 + Penalty 1056.814121 = -1191.758738 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 96 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.955787 sec): 2 clusters Score: Raw -152.501541 + Penalty 77.759058 = -74.742482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.955998 sec): 3 clusters Score: Raw -147.753329 + Penalty 160.886072 = 13.132743 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 97 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.956454 sec): 2 clusters Score: Raw -99.217322 + Penalty 39.630434 = -59.586889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.956670 sec): 3 clusters Score: Raw -95.215403 + Penalty 79.260867 = -15.954536 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 98 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.957231 sec): 2 clusters Score: Raw -684.582437 + Penalty 335.687765 = -348.894672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.957498 sec): 3 clusters Score: Raw -686.435849 + Penalty 684.747616 = -1.688232 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 99 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.957995 sec): 2 clusters Score: Raw -239.580717 + Penalty 177.740917 = -61.839800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.958191 sec): 2 clusters Score: Raw -239.580717 + Penalty 177.740917 = -61.839800 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 100 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.958655 sec): 2 clusters Score: Raw -267.005603 + Penalty 144.979428 = -122.026175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.958870 sec): 3 clusters Score: Raw -268.574849 + Penalty 232.494754 = -36.080095 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 101 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.959380 sec): 2 clusters Score: Raw -1221.055052 + Penalty 302.332674 = -918.722378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.959630 sec): 3 clusters Score: Raw -1237.917952 + Penalty 605.140679 = -632.777273 nChanged 1 SP:Iteration 1Q (22.959911 sec): 3 clusters Score: Raw -1239.905541 + Penalty 603.934453 = -635.971088 nChanged 1 SP:Iteration 2Q (22.960189 sec): 3 clusters Score: Raw -1244.238772 + Penalty 603.934453 = -640.304319 nChanged 0 SP:Iteration 3F (22.960472 sec): 3 clusters Score: Raw -1244.238772 + Penalty 603.934453 = -640.304319 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 102 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.961036 sec): 2 clusters Score: Raw -1530.827558 + Penalty 387.557050 = -1143.270508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.961298 sec): 3 clusters Score: Raw -1603.051303 + Penalty 775.663405 = -827.387897 nChanged 1 SP:Iteration 1Q (22.961546 sec): 3 clusters Score: Raw -1605.406345 + Penalty 775.663405 = -829.742940 nChanged 0 SP:Iteration 2F (22.961804 sec): 3 clusters Score: Raw -1605.406345 + Penalty 775.663405 = -829.742940 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 103 (111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.962574 sec): 2 clusters Score: Raw -5896.625181 + Penalty 645.278403 = -5251.346777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.963025 sec): 3 clusters Score: Raw -5951.308648 + Penalty 1291.299296 = -4660.009353 nChanged 7 SP:Iteration 1F (22.963447 sec): 3 clusters Score: Raw -5970.813693 + Penalty 1292.122528 = -4678.691164 nChanged 2 SP:Iteration 2Q (22.963851 sec): 3 clusters Score: Raw -5973.632150 + Penalty 1292.516192 = -4681.115958 nChanged 1 SP:Iteration 3Q (22.964252 sec): 3 clusters Score: Raw -5974.501142 + Penalty 1292.516192 = -4681.984949 nChanged 0 SP:Iteration 4F (22.964671 sec): 3 clusters Score: Raw -5974.501142 + Penalty 1292.516192 = -4681.984949 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 104 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.965131 sec): 2 clusters Score: Raw -110.527972 + Penalty 80.484978 = -30.042994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.965324 sec): 2 clusters Score: Raw -110.527972 + Penalty 80.484978 = -30.042994 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 105 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.965857 sec): 2 clusters Score: Raw -1668.649645 + Penalty 366.523188 = -1302.126456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.966122 sec): 3 clusters Score: Raw -1707.355577 + Penalty 730.697020 = -976.658556 nChanged 1 SP:Iteration 1Q (22.966375 sec): 3 clusters Score: Raw -1711.969090 + Penalty 730.697020 = -981.272070 nChanged 0 SP:Iteration 2F (22.966638 sec): 3 clusters Score: Raw -1711.969090 + Penalty 730.697020 = -981.272070 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 106 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.967214 sec): 2 clusters Score: Raw -1018.008772 + Penalty 318.374739 = -699.634033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.967492 sec): 3 clusters Score: Raw -1042.898921 + Penalty 636.749477 = -406.149444 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 108 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.967986 sec): 2 clusters Score: Raw -173.088809 + Penalty 112.716603 = -60.372206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.968197 sec): 3 clusters Score: Raw -162.547686 + Penalty 237.118759 = 74.571073 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 109 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.968672 sec): 2 clusters Score: Raw -534.622643 + Penalty 292.043313 = -242.579330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.968896 sec): 3 clusters Score: Raw -541.507222 + Penalty 583.559996 = 42.052774 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 111 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.969364 sec): 2 clusters Score: Raw -342.393720 + Penalty 185.062024 = -157.331696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.969581 sec): 3 clusters Score: Raw -333.536900 + Penalty 371.347031 = 37.810132 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 112 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.970065 sec): 2 clusters Score: Raw -677.250857 + Penalty 329.003965 = -348.246892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.970296 sec): 3 clusters Score: Raw -696.388076 + Penalty 662.456474 = -33.931602 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 113 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.970752 sec): 2 clusters Score: Raw -112.992187 + Penalty 91.639682 = -21.352505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.970959 sec): 3 clusters Score: Raw -103.837346 + Penalty 183.279365 = 79.442019 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 114 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.971435 sec): 2 clusters Score: Raw -233.757425 + Penalty 145.932990 = -87.824435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.971649 sec): 3 clusters Score: Raw -224.458926 + Penalty 145.932990 = -78.525936 nChanged 1 SP:Iteration 1F (22.971842 sec): 2 clusters Score: Raw -233.757425 + Penalty 145.932990 = -87.824435 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 115 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.972428 sec): 2 clusters Score: Raw -2738.885074 + Penalty 552.602424 = -2186.282650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.972730 sec): 3 clusters Score: Raw -2840.142346 + Penalty 1105.413806 = -1734.728540 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 116 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.973281 sec): 2 clusters Score: Raw -422.475349 + Penalty 267.525086 = -154.950263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.973539 sec): 3 clusters Score: Raw -422.401173 + Penalty 534.610277 = 112.209104 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 117 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.974058 sec): 2 clusters Score: Raw -581.289623 + Penalty 239.459036 = -341.830587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.974286 sec): 3 clusters Score: Raw -576.148979 + Penalty 474.658595 = -101.490384 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 118 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.974747 sec): 2 clusters Score: Raw -176.779470 + Penalty 131.794051 = -44.985419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.974942 sec): 2 clusters Score: Raw -176.779470 + Penalty 131.794051 = -44.985419 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 119 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.975407 sec): 2 clusters Score: Raw -288.159362 + Penalty 171.298006 = -116.861356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.975623 sec): 3 clusters Score: Raw -279.144070 + Penalty 351.681466 = 72.537396 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 120 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.976095 sec): 2 clusters Score: Raw -341.985542 + Penalty 104.783356 = -237.202186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.976315 sec): 3 clusters Score: Raw -350.885041 + Penalty 200.453587 = -150.431454 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 121 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.976777 sec): 2 clusters Score: Raw -179.188925 + Penalty 138.834859 = -40.354066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.976987 sec): 3 clusters Score: Raw -166.744940 + Penalty 280.839654 = 114.094713 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 122 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.977512 sec): 2 clusters Score: Raw -1493.736402 + Penalty 387.013407 = -1106.722995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.977768 sec): 3 clusters Score: Raw -1528.569234 + Penalty 771.574808 = -756.994427 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 123 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.978337 sec): 2 clusters Score: Raw -776.697055 + Penalty 237.441850 = -539.255205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.978626 sec): 3 clusters Score: Raw -788.684041 + Penalty 461.376865 = -327.307176 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 124 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.979083 sec): 2 clusters Score: Raw -105.540079 + Penalty 74.291817 = -31.248261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.979276 sec): 2 clusters Score: Raw -105.540079 + Penalty 74.291817 = -31.248261 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 125 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.979773 sec): 2 clusters Score: Raw -441.723463 + Penalty 217.547874 = -224.175589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.980005 sec): 3 clusters Score: Raw -445.230858 + Penalty 435.095748 = -10.135109 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 126 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.980487 sec): 2 clusters Score: Raw -486.752339 + Penalty 280.281946 = -206.470393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.980710 sec): 3 clusters Score: Raw -477.283405 + Penalty 557.403687 = 80.120282 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 127 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.981186 sec): 2 clusters Score: Raw -315.679911 + Penalty 180.844187 = -134.835724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.981404 sec): 3 clusters Score: Raw -314.163756 + Penalty 335.072145 = 20.908389 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 128 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.981864 sec): 2 clusters Score: Raw -105.543887 + Penalty 70.462304 = -35.081582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.982077 sec): 3 clusters Score: Raw -99.058749 + Penalty 140.924609 = 41.865859 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 129 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.982978 sec): 2 clusters Score: Raw -9451.534029 + Penalty 703.890163 = -8747.643866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.983497 sec): 3 clusters Score: Raw -9485.725117 + Penalty 1407.828908 = -8077.896209 nChanged 19 SP:Iteration 1F (22.984005 sec): 3 clusters Score: Raw -9515.590127 + Penalty 1408.485906 = -8107.104221 nChanged 3 SP:Iteration 2Q (22.984498 sec): 3 clusters Score: Raw -9522.679390 + Penalty 1409.262694 = -8113.416696 nChanged 3 SP:Iteration 3Q (22.984989 sec): 3 clusters Score: Raw -9528.162327 + Penalty 1409.262694 = -8118.899632 nChanged 0 SP:Iteration 4F (22.985495 sec): 3 clusters Score: Raw -9528.162327 + Penalty 1409.262694 = -8118.899632 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 130 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.985985 sec): 2 clusters Score: Raw -555.052146 + Penalty 298.062868 = -256.989278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.986215 sec): 3 clusters Score: Raw -554.395029 + Penalty 585.252373 = 30.857343 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 131 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.986691 sec): 2 clusters Score: Raw -436.383234 + Penalty 245.635840 = -190.747394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.986910 sec): 3 clusters Score: Raw -429.865611 + Penalty 245.635840 = -184.229771 nChanged 1 SP:Iteration 1F (22.987110 sec): 2 clusters Score: Raw -436.383234 + Penalty 245.635840 = -190.747394 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 132 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.987636 sec): 2 clusters Score: Raw -1031.390464 + Penalty 340.734170 = -690.656295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.987879 sec): 3 clusters Score: Raw -1062.916615 + Penalty 676.119595 = -386.797020 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 133 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.988345 sec): 2 clusters Score: Raw -311.236445 + Penalty 219.646974 = -91.589472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.988562 sec): 3 clusters Score: Raw -296.435609 + Penalty 439.944769 = 143.509160 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 134 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.989061 sec): 2 clusters Score: Raw -1011.883865 + Penalty 317.459299 = -694.424565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.989301 sec): 3 clusters Score: Raw -1028.303085 + Penalty 630.382160 = -397.920925 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 135 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.989771 sec): 2 clusters Score: Raw -353.570069 + Penalty 174.156558 = -179.413512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.989991 sec): 3 clusters Score: Raw -359.902315 + Penalty 348.074622 = -11.827693 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 139 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.990450 sec): 2 clusters Score: Raw -168.051193 + Penalty 102.179119 = -65.872074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.990673 sec): 3 clusters Score: Raw -158.524080 + Penalty 218.005693 = 59.481613 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 140 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.991206 sec): 2 clusters Score: Raw -1538.006842 + Penalty 460.419623 = -1077.587219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.991476 sec): 3 clusters Score: Raw -1657.531335 + Penalty 920.839246 = -736.692089 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 142 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.991929 sec): 2 clusters Score: Raw -50.382140 + Penalty 0.000000 = -50.382140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.992119 sec): 2 clusters Score: Raw -50.382140 + Penalty 0.000000 = -50.382140 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 143 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.992588 sec): 2 clusters Score: Raw -410.232058 + Penalty 219.132393 = -191.099665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.992809 sec): 3 clusters Score: Raw -401.117902 + Penalty 438.240342 = 37.122440 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 144 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.993276 sec): 2 clusters Score: Raw -340.469113 + Penalty 200.903222 = -139.565891 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.993495 sec): 3 clusters Score: Raw -339.319546 + Penalty 401.806445 = 62.486899 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 145 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.993957 sec): 2 clusters Score: Raw -230.491451 + Penalty 148.800819 = -81.690632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.994170 sec): 3 clusters Score: Raw -220.528948 + Penalty 304.208904 = 83.679956 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 147 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.994688 sec): 2 clusters Score: Raw -1067.980586 + Penalty 426.752934 = -641.227653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.994933 sec): 3 clusters Score: Raw -1152.851344 + Penalty 852.327319 = -300.524024 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 148 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.995397 sec): 2 clusters Score: Raw -290.628143 + Penalty 161.123772 = -129.504371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.995611 sec): 3 clusters Score: Raw -281.231226 + Penalty 338.243447 = 57.012221 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 149 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.996093 sec): 2 clusters Score: Raw -488.692190 + Penalty 234.363747 = -254.328443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.996317 sec): 3 clusters Score: Raw -487.097774 + Penalty 457.884139 = -29.213635 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 150 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.996826 sec): 2 clusters Score: Raw -868.782647 + Penalty 287.696182 = -581.086465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.997077 sec): 3 clusters Score: Raw -887.166538 + Penalty 576.171714 = -310.994823 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 151 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.997554 sec): 2 clusters Score: Raw -233.473806 + Penalty 157.230496 = -76.243310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.997765 sec): 3 clusters Score: Raw -226.056891 + Penalty 311.479784 = 85.422892 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 152 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.998253 sec): 2 clusters Score: Raw -781.971390 + Penalty 331.617246 = -450.354144 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.998489 sec): 3 clusters Score: Raw -820.154167 + Penalty 668.684416 = -151.469751 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 154 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.998960 sec): 2 clusters Score: Raw -474.214857 + Penalty 246.592314 = -227.622543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.999181 sec): 3 clusters Score: Raw -472.865127 + Penalty 494.461357 = 21.596230 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 155 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.999683 sec): 2 clusters Score: Raw -1213.790925 + Penalty 385.311613 = -828.479312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.999927 sec): 3 clusters Score: Raw -1223.374110 + Penalty 761.962441 = -461.411669 nChanged 1 SP:Iteration 1Q (23.000158 sec): 3 clusters Score: Raw -1223.797975 + Penalty 761.962441 = -461.835534 nChanged 0 SP:Iteration 2F (23.000395 sec): 3 clusters Score: Raw -1223.797975 + Penalty 761.962441 = -461.835534 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 156 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.000879 sec): 2 clusters Score: Raw -682.099715 + Penalty 273.472036 = -408.627679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.001108 sec): 3 clusters Score: Raw -717.570329 + Penalty 524.301190 = -193.269139 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 158 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.001586 sec): 2 clusters Score: Raw -116.851932 + Penalty 85.740086 = -31.111845 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.001794 sec): 3 clusters Score: Raw -105.606191 + Penalty 171.480172 = 65.873981 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 160 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.002262 sec): 2 clusters Score: Raw -419.688675 + Penalty 254.849768 = -164.838907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.002481 sec): 3 clusters Score: Raw -417.291985 + Penalty 510.177818 = 92.885833 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 161 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.002945 sec): 2 clusters Score: Raw -315.832646 + Penalty 160.453576 = -155.379070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.003159 sec): 3 clusters Score: Raw -312.295676 + Penalty 342.041714 = 29.746037 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 162 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.003632 sec): 2 clusters Score: Raw -545.437771 + Penalty 291.072991 = -254.364780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.003854 sec): 3 clusters Score: Raw -540.532538 + Penalty 599.953113 = 59.420575 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 163 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.004319 sec): 2 clusters Score: Raw -364.262958 + Penalty 247.203842 = -117.059117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.004536 sec): 3 clusters Score: Raw -358.718583 + Penalty 494.407683 = 135.689100 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 164 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.004991 sec): 2 clusters Score: Raw -115.295002 + Penalty 85.202900 = -30.092101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.005183 sec): 2 clusters Score: Raw -115.295002 + Penalty 85.202900 = -30.092101 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 165 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.005652 sec): 2 clusters Score: Raw -408.355588 + Penalty 201.065137 = -207.290451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.005871 sec): 3 clusters Score: Raw -407.795253 + Penalty 389.148423 = -18.646830 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 166 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.006334 sec): 2 clusters Score: Raw -313.308378 + Penalty 157.251598 = -156.056779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.006549 sec): 3 clusters Score: Raw -315.494570 + Penalty 323.670513 = 8.175942 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 167 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.007027 sec): 2 clusters Score: Raw -507.149063 + Penalty 218.580228 = -288.568836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.007248 sec): 3 clusters Score: Raw -511.973424 + Penalty 434.944503 = -77.028922 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 168 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.007711 sec): 2 clusters Score: Raw -258.201957 + Penalty 134.775903 = -123.426054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.007923 sec): 3 clusters Score: Raw -261.935280 + Penalty 257.283550 = -4.651730 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 169 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.008420 sec): 2 clusters Score: Raw -774.304379 + Penalty 353.309220 = -420.995159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.008648 sec): 3 clusters Score: Raw -771.980835 + Penalty 706.618440 = -65.362395 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 170 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.009096 sec): 2 clusters Score: Raw -45.417882 + Penalty 0.000000 = -45.417882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.009284 sec): 2 clusters Score: Raw -45.417882 + Penalty 0.000000 = -45.417882 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 171 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.009756 sec): 2 clusters Score: Raw -494.880753 + Penalty 221.035277 = -273.845476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.009979 sec): 3 clusters Score: Raw -507.318956 + Penalty 439.437940 = -67.881016 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 172 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.010443 sec): 2 clusters Score: Raw -343.351611 + Penalty 183.245435 = -160.106176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.010659 sec): 3 clusters Score: Raw -334.441845 + Penalty 364.675390 = 30.233544 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 173 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.011128 sec): 2 clusters Score: Raw -474.442396 + Penalty 232.844027 = -241.598370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.011349 sec): 3 clusters Score: Raw -464.414572 + Penalty 461.713435 = -2.701137 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 174 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.011837 sec): 2 clusters Score: Raw -887.607428 + Penalty 369.618409 = -517.989019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.012071 sec): 3 clusters Score: Raw -911.985364 + Penalty 740.397817 = -171.587548 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 176 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.012531 sec): 2 clusters Score: Raw -235.355677 + Penalty 150.714759 = -84.640918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.012743 sec): 3 clusters Score: Raw -222.526938 + Penalty 301.429517 = 78.902580 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 177 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.013227 sec): 2 clusters Score: Raw -653.279049 + Penalty 268.485686 = -384.793363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.013459 sec): 3 clusters Score: Raw -677.734883 + Penalty 544.039589 = -133.695294 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 178 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.013932 sec): 2 clusters Score: Raw -448.457744 + Penalty 192.587092 = -255.870651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.014154 sec): 3 clusters Score: Raw -465.703708 + Penalty 397.164501 = -68.539207 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 179 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.014621 sec): 2 clusters Score: Raw -374.394194 + Penalty 250.155115 = -124.239079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.014839 sec): 3 clusters Score: Raw -363.373756 + Penalty 500.310230 = 136.936474 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 180 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.015314 sec): 2 clusters Score: Raw -163.331481 + Penalty 93.997882 = -69.333600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.015508 sec): 2 clusters Score: Raw -163.331481 + Penalty 93.997882 = -69.333600 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 181 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.015999 sec): 2 clusters Score: Raw -933.961334 + Penalty 332.430688 = -601.530646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.016234 sec): 3 clusters Score: Raw -951.324469 + Penalty 664.439363 = -286.885106 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 182 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.016707 sec): 2 clusters Score: Raw -489.645871 + Penalty 268.883246 = -220.762626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.016929 sec): 3 clusters Score: Raw -479.759893 + Penalty 537.766491 = 58.006599 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 183 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.017422 sec): 2 clusters Score: Raw -1002.893519 + Penalty 388.881265 = -614.012255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.017660 sec): 3 clusters Score: Raw -1035.885965 + Penalty 773.184207 = -262.701758 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 184 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.018138 sec): 2 clusters Score: Raw -570.962915 + Penalty 267.971005 = -302.991910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.018364 sec): 3 clusters Score: Raw -575.851417 + Penalty 535.264708 = -40.586709 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 185 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.018826 sec): 2 clusters Score: Raw -296.685320 + Penalty 170.120514 = -126.564806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.019039 sec): 3 clusters Score: Raw -284.012416 + Penalty 363.866646 = 79.854229 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 186 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.019522 sec): 2 clusters Score: Raw -717.690793 + Penalty 285.394066 = -432.296727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.019751 sec): 3 clusters Score: Raw -716.084786 + Penalty 568.086650 = -147.998136 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 187 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.020207 sec): 2 clusters Score: Raw -165.670426 + Penalty 113.095068 = -52.575358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.020418 sec): 3 clusters Score: Raw -158.213679 + Penalty 213.649301 = 55.435623 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 188 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.020884 sec): 2 clusters Score: Raw -341.774242 + Penalty 185.609256 = -156.164987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.021100 sec): 3 clusters Score: Raw -337.159525 + Penalty 381.141556 = 43.982030 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 189 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.021571 sec): 2 clusters Score: Raw -487.913211 + Penalty 254.537322 = -233.375889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.021792 sec): 3 clusters Score: Raw -473.734140 + Penalty 510.363685 = 36.629545 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 190 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.022282 sec): 2 clusters Score: Raw -560.260714 + Penalty 272.800887 = -287.459827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.022506 sec): 3 clusters Score: Raw -567.310602 + Penalty 549.659047 = -17.651556 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 191 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.022966 sec): 2 clusters Score: Raw -236.201479 + Penalty 170.953937 = -65.247542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.023178 sec): 3 clusters Score: Raw -226.312723 + Penalty 341.907874 = 115.595151 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 192 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.023641 sec): 2 clusters Score: Raw -295.502989 + Penalty 185.969234 = -109.533755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.023854 sec): 3 clusters Score: Raw -285.777693 + Penalty 185.969234 = -99.808458 nChanged 1 SP:Iteration 1F (23.024047 sec): 2 clusters Score: Raw -295.502989 + Penalty 185.969234 = -109.533755 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 193 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.024506 sec): 2 clusters Score: Raw -237.408331 + Penalty 141.817631 = -95.590700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.024718 sec): 3 clusters Score: Raw -226.302260 + Penalty 141.817631 = -84.484629 nChanged 1 SP:Iteration 1F (23.024909 sec): 2 clusters Score: Raw -237.408331 + Penalty 141.817631 = -95.590700 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 195 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.025404 sec): 2 clusters Score: Raw -792.249566 + Penalty 84.398321 = -707.851245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.025632 sec): 3 clusters Score: Raw -798.578676 + Penalty 152.355537 = -646.223139 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 197 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.026091 sec): 2 clusters Score: Raw -168.965517 + Penalty 129.074370 = -39.891147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.026300 sec): 3 clusters Score: Raw -160.722969 + Penalty 272.094745 = 111.371775 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 199 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.026772 sec): 2 clusters Score: Raw -442.100692 + Penalty 209.160475 = -232.940217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.026991 sec): 3 clusters Score: Raw -443.795011 + Penalty 418.320950 = -25.474062 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 200 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.027460 sec): 2 clusters Score: Raw -414.562035 + Penalty 217.270559 = -197.291476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.027679 sec): 3 clusters Score: Raw -406.282599 + Penalty 436.764636 = 30.482037 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 201 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.028130 sec): 2 clusters Score: Raw -52.500070 + Penalty 0.000000 = -52.500070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.028320 sec): 2 clusters Score: Raw -52.500070 + Penalty 0.000000 = -52.500070 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 202 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.028794 sec): 2 clusters Score: Raw -244.600375 + Penalty 179.301504 = -65.298871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.029006 sec): 3 clusters Score: Raw -231.101431 + Penalty 358.603008 = 127.501577 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 204 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.029466 sec): 2 clusters Score: Raw -239.202425 + Penalty 185.576160 = -53.626265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.029677 sec): 3 clusters Score: Raw -230.550803 + Penalty 374.404118 = 143.853314 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 205 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.030135 sec): 2 clusters Score: Raw -167.236497 + Penalty 134.415364 = -32.821133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.030328 sec): 2 clusters Score: Raw -167.236497 + Penalty 134.415364 = -32.821133 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 206 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.030837 sec): 2 clusters Score: Raw -1173.183952 + Penalty 272.576830 = -900.607122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.031086 sec): 3 clusters Score: Raw -1186.934767 + Penalty 545.153660 = -641.781107 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 207 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.031559 sec): 2 clusters Score: Raw -442.361493 + Penalty 197.531487 = -244.830006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.031781 sec): 3 clusters Score: Raw -452.600203 + Penalty 414.969283 = -37.630921 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 210 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.032240 sec): 2 clusters Score: Raw -208.199395 + Penalty 148.615997 = -59.583398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.032452 sec): 3 clusters Score: Raw -203.572329 + Penalty 316.879367 = 113.307038 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 211 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.033009 sec): 2 clusters Score: Raw -1764.871278 + Penalty 109.870494 = -1655.000784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.033291 sec): 3 clusters Score: Raw -1756.434235 + Penalty 218.439692 = -1537.994543 nChanged 4 SP:Iteration 1F (23.033568 sec): 3 clusters Score: Raw -1763.401496 + Penalty 215.839338 = -1547.562158 nChanged 1 SP:Iteration 2Q (23.033846 sec): 3 clusters Score: Raw -1764.370141 + Penalty 212.065721 = -1552.304420 nChanged 2 SP:Iteration 3Q (23.034123 sec): 3 clusters Score: Raw -1768.730337 + Penalty 208.335697 = -1560.394639 nChanged 2 SP:Iteration 4Q (23.034397 sec): 3 clusters Score: Raw -1773.226757 + Penalty 208.335697 = -1564.891059 nChanged 0 SP:Iteration 5F (23.034673 sec): 3 clusters Score: Raw -1773.226757 + Penalty 208.335697 = -1564.891059 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 212 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.035137 sec): 2 clusters Score: Raw -236.116950 + Penalty 162.979185 = -73.137764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.035350 sec): 3 clusters Score: Raw -225.187677 + Penalty 325.958371 = 100.770694 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 213 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.035816 sec): 2 clusters Score: Raw -380.453305 + Penalty 232.643497 = -147.809808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.036048 sec): 3 clusters Score: Raw -363.351519 + Penalty 465.286994 = 101.935475 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 215 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.036507 sec): 2 clusters Score: Raw -162.327034 + Penalty 115.302179 = -47.024855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.036717 sec): 3 clusters Score: Raw -157.360212 + Penalty 222.376483 = 65.016271 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 216 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.037195 sec): 2 clusters Score: Raw -642.038410 + Penalty 264.849820 = -377.188590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.037422 sec): 3 clusters Score: Raw -645.002224 + Penalty 531.978106 = -113.024118 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 217 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.037879 sec): 2 clusters Score: Raw -172.347374 + Penalty 117.488367 = -54.859007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.038089 sec): 3 clusters Score: Raw -163.521478 + Penalty 224.937990 = 61.416511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 219 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.038558 sec): 2 clusters Score: Raw -500.422113 + Penalty 293.812905 = -206.609208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.038777 sec): 3 clusters Score: Raw -495.961931 + Penalty 587.625810 = 91.663879 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 220 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.039232 sec): 2 clusters Score: Raw -116.584538 + Penalty 91.109941 = -25.474597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.039424 sec): 2 clusters Score: Raw -116.584538 + Penalty 91.109941 = -25.474597 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 221 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.039878 sec): 2 clusters Score: Raw -115.745120 + Penalty 92.051406 = -23.693714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.040070 sec): 2 clusters Score: Raw -115.745120 + Penalty 92.051406 = -23.693714 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 222 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.040526 sec): 2 clusters Score: Raw -170.441597 + Penalty 135.477025 = -34.964572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.040736 sec): 3 clusters Score: Raw -160.982855 + Penalty 278.916880 = 117.934026 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 223 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.041188 sec): 2 clusters Score: Raw -132.186009 + Penalty 30.170836 = -102.015172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.041384 sec): 3 clusters Score: Raw -131.838959 + Penalty 73.850956 = -57.988003 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 224 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.041840 sec): 2 clusters Score: Raw -170.896509 + Penalty 123.249631 = -47.646878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.042049 sec): 3 clusters Score: Raw -162.538646 + Penalty 249.860470 = 87.321824 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 225 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.042509 sec): 2 clusters Score: Raw -225.862165 + Penalty 139.424837 = -86.437328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.042737 sec): 3 clusters Score: Raw -219.317229 + Penalty 278.849674 = 59.532444 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 227 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.043188 sec): 2 clusters Score: Raw -52.299217 + Penalty 0.000000 = -52.299217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.043377 sec): 2 clusters Score: Raw -52.299217 + Penalty 0.000000 = -52.299217 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 228 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.043847 sec): 2 clusters Score: Raw -474.227397 + Penalty 285.790967 = -188.436429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.044069 sec): 3 clusters Score: Raw -477.628689 + Penalty 577.232216 = 99.603527 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 229 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.044523 sec): 2 clusters Score: Raw -133.321973 + Penalty 27.700566 = -105.621406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.044722 sec): 3 clusters Score: Raw -132.707309 + Penalty 69.155872 = -63.551437 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 230 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.045181 sec): 2 clusters Score: Raw -209.096347 + Penalty 134.569719 = -74.526628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.045375 sec): 2 clusters Score: Raw -209.096347 + Penalty 134.569719 = -74.526628 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 231 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.045873 sec): 2 clusters Score: Raw -843.526117 + Penalty 135.913593 = -707.612524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.046116 sec): 3 clusters Score: Raw -866.476721 + Penalty 278.258608 = -588.218113 nChanged 1 SP:Iteration 1F (23.046357 sec): 3 clusters Score: Raw -868.129128 + Penalty 278.258608 = -589.870520 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 232 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.046815 sec): 2 clusters Score: Raw -105.742372 + Penalty 67.490851 = -38.251520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.047020 sec): 3 clusters Score: Raw -99.348781 + Penalty 134.981702 = 35.632921 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 234 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.047509 sec): 2 clusters Score: Raw -621.586910 + Penalty 71.763356 = -549.823554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.047744 sec): 3 clusters Score: Raw -638.055307 + Penalty 145.739870 = -492.315436 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 235 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.048199 sec): 2 clusters Score: Raw -100.423876 + Penalty 58.051076 = -42.372800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.048396 sec): 3 clusters Score: Raw -98.338231 + Penalty 116.102153 = 17.763922 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 236 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.048854 sec): 2 clusters Score: Raw -173.932043 + Penalty 137.050454 = -36.881588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.049048 sec): 2 clusters Score: Raw -173.932043 + Penalty 137.050454 = -36.881588 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 238 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.049521 sec): 2 clusters Score: Raw -247.302064 + Penalty 180.047098 = -67.254966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.049733 sec): 3 clusters Score: Raw -233.201211 + Penalty 360.094196 = 126.892985 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 240 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.050187 sec): 2 clusters Score: Raw -106.751045 + Penalty 85.426670 = -21.324375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.050379 sec): 2 clusters Score: Raw -106.751045 + Penalty 85.426670 = -21.324375 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 241 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.050833 sec): 2 clusters Score: Raw -113.728768 + Penalty 83.578579 = -30.150189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.051039 sec): 3 clusters Score: Raw -103.480865 + Penalty 167.157157 = 63.676292 nChanged 0 Deleting Class 169 (12 points): Lose 95.184626 but Gain 1439.084295 Iteration 20F (25.515340 sec): 212 clusters Score: Raw -1151928.862382 + Penalty 224215.968513 = -927712.893868 nChanged 74 Deleting Class 179 (6 points): Lose 73.132091 but Gain 1413.093896 Iteration 21Q (25.670974 sec): 211 clusters Score: Raw -1151905.675613 + Penalty 222919.360840 = -928986.314772 nChanged 60 Deleting Class 219 (8 points): Lose 91.704433 but Gain 1430.096989 Iteration 22Q (25.824811 sec): 210 clusters Score: Raw -1151855.942720 + Penalty 221573.214740 = -930282.727980 nChanged 56 Deleting Class 221 (2 points): Lose 9.716227 but Gain 1344.145578 Iteration 23Q (25.980539 sec): 209 clusters Score: Raw -1151907.266177 + Penalty 220227.350772 = -931679.915405 nChanged 44 Deleting Class 163 (6 points): Lose 62.435318 but Gain 1396.422533 Iteration 24Q (26.135612 sec): 208 clusters Score: Raw -1151883.238263 + Penalty 218856.844788 = -933026.393475 nChanged 38 Deleting Class 113 (2 points): Lose 9.007409 but Gain 1338.133538 Iteration 25Q (26.286866 sec): 207 clusters Score: Raw -1151900.009151 + Penalty 217542.319905 = -934357.689247 nChanged 40 Deleting Class 133 (5 points): Lose 54.061898 but Gain 1381.313759 Iteration 26Q (26.437781 sec): 206 clusters Score: Raw -1151869.322818 + Penalty 216260.574324 = -935608.748494 nChanged 37 Deleting Class 220 (2 points): Lose 10.366915 but Gain 1330.398187 Iteration 27Q (26.588901 sec): 205 clusters Score: Raw -1151910.981862 + Penalty 215008.280959 = -936902.700903 nChanged 38 Deleting Class 98 (11 points): Lose 108.318282 but Gain 1416.924281 Iteration 28Q (26.738590 sec): 204 clusters Score: Raw -1151840.108397 + Penalty 213724.737703 = -938115.370694 nChanged 37 Deleting Class 228 (8 points): Lose 83.269231 but Gain 1391.051228 Iteration 29Q (26.887294 sec): 203 clusters Score: Raw -1151800.218586 + Penalty 212416.055460 = -939384.163126 nChanged 25 Deleting Class 36 (16 points): Lose 138.839463 but Gain 1443.087281 Iteration 30F (29.198169 sec): 202 clusters Score: Raw -1151689.906119 + Penalty 211139.576508 = -940550.329611 nChanged 33 Deleting Class 130 (9 points): Lose 71.306178 but Gain 1373.013376 Iteration 31Q (29.344953 sec): 201 clusters Score: Raw -1151694.472892 + Penalty 209787.589584 = -941906.883308 nChanged 19 Deleting Class 126 (9 points): Lose 68.964537 but Gain 1365.389717 Iteration 32Q (29.492531 sec): 200 clusters Score: Raw -1151651.062156 + Penalty 208760.236769 = -942890.825387 nChanged 19 Deleting Class 95 (36 points): Lose 190.684108 but Gain 1486.593951 Iteration 33Q (29.637127 sec): 199 clusters Score: Raw -1151531.465361 + Penalty 207495.450245 = -944036.015115 nChanged 46 Deleting Class 116 (7 points): Lose 95.893217 but Gain 1391.499549 Iteration 34Q (29.786719 sec): 198 clusters Score: Raw -1151542.909458 + Penalty 206219.307539 = -945323.601919 nChanged 19 Deleting Class 238 (4 points): Lose 24.993615 but Gain 1314.534564 Iteration 35Q (29.931258 sec): 197 clusters Score: Raw -1151575.900204 + Penalty 204950.304173 = -946625.596032 nChanged 11 Deleting Class 41 (10 points): Lose 89.396769 but Gain 1377.158204 Iteration 36Q (30.073422 sec): 196 clusters Score: Raw -1151500.854798 + Penalty 203596.921589 = -947903.933209 nChanged 16 Deleting Class 147 (20 points): Lose 156.185824 but Gain 1441.832659 Iteration 37Q (30.214767 sec): 195 clusters Score: Raw -1151370.635997 + Penalty 202304.389200 = -949066.246798 nChanged 25 Deleting Class 213 (6 points): Lose 29.183497 but Gain 1314.173031 Iteration 38Q (30.361333 sec): 194 clusters Score: Raw -1151414.358155 + Penalty 201010.946430 = -950403.411725 nChanged 16 Deleting Class 202 (4 points): Lose 31.890313 but Gain 1309.090940 Iteration 39Q (30.505131 sec): 193 clusters Score: Raw -1151417.358779 + Penalty 199678.109232 = -951739.249547 nChanged 6 Deleting Class 109 (9 points): Lose 68.416487 but Gain 1345.284566 Iteration 40F (32.750647 sec): 192 clusters Score: Raw -1151376.061477 + Penalty 198342.362324 = -953033.699154 nChanged 10 Deleting Class 99 (4 points): Lose 23.627006 but Gain 1297.697002 Iteration 41Q (32.892649 sec): 191 clusters Score: Raw -1151365.111753 + Penalty 197076.718644 = -954288.393109 nChanged 6 Deleting Class 162 (9 points): Lose 68.151379 but Gain 1340.814819 Iteration 42Q (33.033426 sec): 190 clusters Score: Raw -1151308.234391 + Penalty 195790.306449 = -955517.927942 nChanged 11 Deleting Class 204 (4 points): Lose 83.285270 but Gain 1354.902572 Iteration 43Q (33.173704 sec): 189 clusters Score: Raw -1151258.248651 + Penalty 194595.104562 = -956663.144089 nChanged 7 Deleting Class 160 (7 points): Lose 54.539912 but Gain 1325.570410 Iteration 44Q (33.316808 sec): 188 clusters Score: Raw -1151231.455846 + Penalty 193312.760290 = -957918.695556 nChanged 8 Deleting Class 86 (20 points): Lose 126.527618 but Gain 1388.761331 Iteration 45Q (33.456933 sec): 187 clusters Score: Raw -1151128.974760 + Penalty 191956.691062 = -959172.283698 nChanged 21 Deleting Class 174 (16 points): Lose 119.763006 but Gain 1376.970557 Iteration 46Q (33.597896 sec): 186 clusters Score: Raw -1151070.946861 + Penalty 190697.784071 = -960373.162789 nChanged 22 Deleting Class 182 (8 points): Lose 52.327389 but Gain 1308.755040 Iteration 47Q (33.738927 sec): 185 clusters Score: Raw -1151077.004435 + Penalty 189454.872922 = -961622.131513 nChanged 12 Deleting Class 183 (17 points): Lose 134.323699 but Gain 1389.245769 Iteration 48Q (33.881598 sec): 184 clusters Score: Raw -1150968.441202 + Penalty 188101.813616 = -962866.627586 nChanged 20 Deleting Class 121 (3 points): Lose 26.496131 but Gain 1279.073235 Iteration 49Q (34.021750 sec): 183 clusters Score: Raw -1150973.130278 + Penalty 186822.252713 = -964150.877564 nChanged 6 Deleting Class 77 (7 points): Lose 41.014662 but Gain 1290.198331 Iteration 50F (36.120219 sec): 182 clusters Score: Raw -1150949.240075 + Penalty 185540.625484 = -965408.614591 nChanged 9 Deleting Class 112 (12 points): Lose 108.624013 but Gain 1340.085150 Iteration 51Q (36.257713 sec): 181 clusters Score: Raw -1150851.569518 + Penalty 184269.247508 = -966582.322009 nChanged 15 Deleting Class 164 (2 points): Lose 14.755565 but Gain 1244.142882 Iteration 52Q (36.396796 sec): 180 clusters Score: Raw -1150862.807245 + Penalty 183030.350626 = -967832.456619 nChanged 4 Deleting Class 240 (2 points): Lose 22.459555 but Gain 1247.410386 Iteration 53Q (36.533849 sec): 179 clusters Score: Raw -1150844.325024 + Penalty 181786.687505 = -969057.637519 nChanged 4 Deleting Class 131 (7 points): Lose 56.501674 but Gain 1277.645271 Iteration 54Q (36.671259 sec): 178 clusters Score: Raw -1150796.977348 + Penalty 180533.219525 = -970263.757823 nChanged 9 Deleting Class 222 (3 points): Lose 27.142307 but Gain 1248.137814 Iteration 55Q (36.808544 sec): 177 clusters Score: Raw -1150788.779102 + Penalty 179321.622956 = -971467.156146 nChanged 6 Deleting Class 236 (3 points): Lose 42.799327 but Gain 1262.633674 Iteration 56Q (36.944309 sec): 176 clusters Score: Raw -1150756.350068 + Penalty 178068.835607 = -972687.514461 nChanged 7 Deleting Class 241 (2 points): Lose 2.670194 but Gain 1220.424341 Iteration 57Q (37.085007 sec): 175 clusters Score: Raw -1150761.204836 + Penalty 176900.141405 = -973861.063431 nChanged 5 Deleting Class 56 (19 points): Lose 152.716006 but Gain 1366.811018 Iteration 58Q (37.224932 sec): 174 clusters Score: Raw -1150622.232263 + Penalty 175614.392137 = -975007.840125 nChanged 23 Deleting Class 158 (3 points): Lose 23.833357 but Gain 1229.370208 Iteration 59Q (37.370085 sec): 173 clusters Score: Raw -1150665.234941 + Penalty 174407.039218 = -976258.195723 nChanged 11 Deleting Class 80 (22 points): Lose 127.158770 but Gain 1337.455205 Iteration 60F (39.350287 sec): 172 clusters Score: Raw -1150554.935985 + Penalty 173137.673279 = -977417.262706 nChanged 32 Deleting Class 191 (4 points): Lose 48.562848 but Gain 1248.144858 Iteration 61Q (39.487675 sec): 171 clusters Score: Raw -1150574.255469 + Penalty 171900.615411 = -978673.640058 nChanged 17 Deleting Class 205 (3 points): Lose 40.520452 but Gain 1238.356821 Iteration 62Q (39.622311 sec): 170 clusters Score: Raw -1150552.947521 + Penalty 170658.924212 = -979894.023309 nChanged 8 Deleting Class 118 (3 points): Lose 20.101644 but Gain 1214.206896 Iteration 63Q (39.756057 sec): 169 clusters Score: Raw -1150539.988529 + Penalty 169416.790996 = -981123.197532 nChanged 8 Deleting Class 28 (72 points): Lose 397.969493 but Gain 1589.386297 Iteration 64Q (39.898556 sec): 168 clusters Score: Raw -1150161.900125 + Penalty 167937.539656 = -982224.360468 nChanged 77 Deleting Class 108 (6 points): Lose 53.127745 but Gain 1236.998556 Iteration 65Q (40.037341 sec): 167 clusters Score: Raw -1150301.481422 + Penalty 166721.570462 = -983579.910960 nChanged 23 Deleting Class 189 (8 points): Lose 59.074788 but Gain 1238.928077 Iteration 66Q (40.172456 sec): 166 clusters Score: Raw -1150274.583070 + Penalty 165616.960983 = -984657.622087 nChanged 17 Deleting Class 115 (50 points): Lose 240.161350 but Gain 1420.157231 Iteration 67Q (40.306452 sec): 165 clusters Score: Raw -1150068.307189 + Penalty 164334.796326 = -985733.510863 nChanged 60 Deleting Class 197 (3 points): Lose 18.048857 but Gain 1189.150719 Iteration 68Q (40.443120 sec): 164 clusters Score: Raw -1150168.170544 + Penalty 163159.676346 = -987008.494198 nChanged 16 Deleting Class 212 (4 points): Lose 19.603472 but Gain 1189.920720 Iteration 69Q (40.576693 sec): 163 clusters Score: Raw -1150185.790804 + Penalty 161982.668271 = -988203.122534 nChanged 11 Deleting Class 83 (23 points): Lose 122.212882 but Gain 1290.002523 Iteration 70F (42.460750 sec): 162 clusters Score: Raw -1150080.713874 + Penalty 160762.505428 = -989318.208447 nChanged 28 Deleting Class 33 (32 points): Lose 154.133454 but Gain 1314.176073 Iteration 71Q (42.595137 sec): 161 clusters Score: Raw -1149980.229168 + Penalty 159571.462508 = -990408.766660 nChanged 40 Deleting Class 53 (62 points): Lose 307.977265 but Gain 1470.787290 Iteration 72Q (42.731206 sec): 160 clusters Score: Raw -1149755.332593 + Penalty 158509.804790 = -991245.527804 nChanged 76 Deleting Class 224 (5 points): Lose 55.782424 but Gain 1214.732303 Iteration 73Q (42.868327 sec): 159 clusters Score: Raw -1149911.219912 + Penalty 157341.131590 = -992570.088322 nChanged 19 Deleting Class 152 (15 points): Lose 113.581731 but Gain 1272.249275 Iteration 74Q (43.000299 sec): 158 clusters Score: Raw -1149829.527782 + Penalty 156132.323911 = -993697.203871 nChanged 30 Deleting Class 54 (23 points): Lose 175.048340 but Gain 1331.975148 Iteration 75Q (43.132138 sec): 157 clusters Score: Raw -1149702.211554 + Penalty 154882.981153 = -994819.230400 nChanged 42 Deleting Class 190 (15 points): Lose 100.329541 but Gain 1255.475269 Iteration 76Q (43.265908 sec): 156 clusters Score: Raw -1149696.609741 + Penalty 153808.013468 = -995888.596273 nChanged 33 Deleting Class 143 (10 points): Lose 87.144222 but Gain 1240.061538 Iteration 77Q (43.397536 sec): 155 clusters Score: Raw -1149679.889662 + Penalty 152599.555083 = -997080.334579 nChanged 24 Deleting Class 155 (24 points): Lose 173.236353 but Gain 1326.048382 Iteration 78Q (43.526843 sec): 154 clusters Score: Raw -1149535.612779 + Penalty 151325.680624 = -998209.932154 nChanged 32 Deleting Class 104 (2 points): Lose 22.830607 but Gain 1175.251213 Iteration 79Q (43.661534 sec): 153 clusters Score: Raw -1149590.345890 + Penalty 150164.516766 = -999425.829124 nChanged 14 Deleting Class 154 (10 points): Lose 81.628750 but Gain 1232.179581 Iteration 80F (45.440798 sec): 152 clusters Score: Raw -1149528.707201 + Penalty 148983.637696 = -1000545.069505 nChanged 21 Deleting Class 181 (14 points): Lose 87.067994 but Gain 1236.048014 Iteration 81Q (45.569550 sec): 151 clusters Score: Raw -1149476.813082 + Penalty 147763.727919 = -1001713.085163 nChanged 21 Deleting Class 140 (34 points): Lose 206.695078 but Gain 1351.925631 Iteration 82Q (45.697498 sec): 150 clusters Score: Raw -1149305.588093 + Penalty 146457.081263 = -1002848.506829 nChanged 48 Deleting Class 114 (6 points): Lose 31.194938 but Gain 1164.439092 Iteration 83Q (45.827969 sec): 149 clusters Score: Raw -1149353.381731 + Penalty 145303.676282 = -1004049.705449 nChanged 28 Deleting Class 185 (7 points): Lose 55.144476 but Gain 1187.803408 Iteration 84Q (45.957930 sec): 148 clusters Score: Raw -1149326.600028 + Penalty 144118.036722 = -1005208.563306 nChanged 20 Deleting Class 78 (20 points): Lose 131.583896 but Gain 1260.319680 Iteration 85Q (46.085483 sec): 147 clusters Score: Raw -1149214.161751 + Penalty 143010.008442 = -1006204.153308 nChanged 31 Deleting Class 50 (31 points): Lose 166.574367 but Gain 1290.305758 Iteration 86Q (46.213213 sec): 146 clusters Score: Raw -1149104.467168 + Penalty 141788.069440 = -1007316.397728 nChanged 39 Deleting Class 192 (5 points): Lose 46.201405 but Gain 1169.521518 Iteration 87Q (46.350395 sec): 145 clusters Score: Raw -1149126.866124 + Penalty 140624.570153 = -1008502.295971 nChanged 20 Deleting Class 122 (27 points): Lose 86.679765 but Gain 1206.987254 Iteration 88Q (46.477229 sec): 144 clusters Score: Raw -1149067.491875 + Penalty 139413.143000 = -1009654.348874 nChanged 40 Deleting Class 184 (11 points): Lose 75.675760 but Gain 1194.033212 Iteration 89Q (46.606033 sec): 143 clusters Score: Raw -1149036.632862 + Penalty 138318.736451 = -1010717.896411 nChanged 20 Deleting Class 200 (7 points): Lose 16.565610 but Gain 1130.106675 Iteration 90F (48.261923 sec): 142 clusters Score: Raw -1149051.496613 + Penalty 137216.168020 = -1011835.328593 nChanged 19 Deleting Class 186 (18 points): Lose 107.428178 but Gain 1211.437899 Iteration 91Q (48.388746 sec): 141 clusters Score: Raw -1148966.882063 + Penalty 136054.970841 = -1012911.911223 nChanged 30 Deleting Class 227 (1 points): Lose 8.025604 but Gain 1110.841715 Iteration 92Q (48.515607 sec): 140 clusters Score: Raw -1148997.926005 + Penalty 134971.259495 = -1014026.666511 nChanged 13 Deleting Class 16 (10 points): Lose 103.830293 but Gain 1205.660389 Iteration 93Q (48.640964 sec): 139 clusters Score: Raw -1148913.176714 + Penalty 133814.649843 = -1015098.526871 nChanged 21 Deleting Class 173 (8 points): Lose 31.867785 but Gain 1133.338720 Iteration 94Q (48.764773 sec): 138 clusters Score: Raw -1148917.184407 + Penalty 132687.028223 = -1016230.156185 nChanged 17 Deleting Class 187 (5 points): Lose 50.222366 but Gain 1145.729701 Iteration 95Q (48.888899 sec): 137 clusters Score: Raw -1148885.282656 + Penalty 131582.366549 = -1017302.916107 nChanged 15 Deleting Class 55 (40 points): Lose 147.148080 but Gain 1242.719266 Iteration 96Q (49.014583 sec): 136 clusters Score: Raw -1148760.733757 + Penalty 130394.949390 = -1018365.784368 nChanged 49 Deleting Class 144 (6 points): Lose 40.671527 but Gain 1134.876323 Iteration 97Q (49.139324 sec): 135 clusters Score: Raw -1148810.327576 + Penalty 129203.785171 = -1019606.542405 nChanged 26 Deleting Class 176 (2 points): Lose 4.461901 but Gain 1266.520429 Iteration 98Q (49.262285 sec): 134 clusters Score: Raw -1148834.153964 + Penalty 128184.674119 = -1020649.479845 nChanged 12 Deleting Class 215 (4 points): Lose 46.933295 but Gain 1130.805965 Iteration 99Q (49.386275 sec): 133 clusters Score: Raw -1148798.489821 + Penalty 127052.505085 = -1021745.984736 nChanged 12 Deleting Class 64 (33 points): Lose 171.424690 but Gain 1254.435285 Iteration 100F (50.907499 sec): 132 clusters Score: Raw -1148638.967359 + Penalty 125992.347967 = -1022646.619393 nChanged 39 Deleting Class 106 (22 points): Lose 114.951574 but Gain 1194.953535 Iteration 101Q (51.030650 sec): 131 clusters Score: Raw -1148608.857425 + Penalty 124831.194009 = -1023777.663416 nChanged 40 Deleting Class 210 (7 points): Lose 95.267544 but Gain 1172.260403 Iteration 102Q (51.154273 sec): 130 clusters Score: Raw -1148576.671005 + Penalty 123744.749651 = -1024831.921354 nChanged 31 Deleting Class 124 (2 points): Lose 13.576607 but Gain 1084.817946 Iteration 103Q (51.275172 sec): 129 clusters Score: Raw -1148618.546220 + Penalty 122713.421261 = -1025905.124959 nChanged 28 Deleting Class 217 (3 points): Lose 12.742600 but Gain 1082.409900 Iteration 104Q (51.397412 sec): 128 clusters Score: Raw -1148626.321545 + Penalty 121650.289692 = -1026976.031853 nChanged 20 Deleting Class 188 (7 points): Lose 37.874707 but Gain 1106.567617 Iteration 105Q (51.518480 sec): 127 clusters Score: Raw -1148604.681336 + Penalty 120547.572751 = -1028057.108586 nChanged 21 Deleting Class 132 (23 points): Lose 137.555680 but Gain 1205.034026 Iteration 106Q (51.637139 sec): 126 clusters Score: Raw -1148482.801411 + Penalty 119335.259751 = -1029147.541660 nChanged 34 Deleting Class 172 (10 points): Lose 54.321393 but Gain 1119.668505 Iteration 107Q (51.759901 sec): 125 clusters Score: Raw -1148475.792926 + Penalty 118226.624193 = -1030249.168734 nChanged 27 Deleting Class 232 (3 points): Lose 43.238927 but Gain 1104.525917 Iteration 108Q (51.879383 sec): 124 clusters Score: Raw -1148460.823071 + Penalty 117148.352724 = -1031312.470347 nChanged 18 Deleting Class 81 (15 points): Lose 121.497976 but Gain 1182.758752 Iteration 109Q (51.997722 sec): 123 clusters Score: Raw -1148351.707219 + Penalty 115960.481918 = -1032391.225301 nChanged 24 Deleting Class 119 (5 points): Lose 15.967770 but Gain 1077.257240 Iteration 110F (53.411355 sec): 122 clusters Score: Raw -1148361.720049 + Penalty 114891.713766 = -1033470.006284 nChanged 10 Deleting Class 216 (11 points): Lose 59.108743 but Gain 1117.920222 Iteration 111Q (53.530359 sec): 121 clusters Score: Raw -1148310.322422 + Penalty 113792.180328 = -1034518.142094 nChanged 14 Deleting Class 165 (13 points): Lose 67.001721 but Gain 1125.936944 Iteration 112Q (53.647821 sec): 120 clusters Score: Raw -1148258.502384 + Penalty 112685.456433 = -1035573.045951 nChanged 17 Deleting Class 201 (2 points): Lose 17.207708 but Gain 1066.401845 Iteration 113Q (53.764827 sec): 119 clusters Score: Raw -1148275.361156 + Penalty 111630.188697 = -1036645.172459 nChanged 9 Deleting Class 73 (5 points): Lose 51.215094 but Gain 1098.778625 Iteration 114Q (53.881530 sec): 118 clusters Score: Raw -1148232.683750 + Penalty 110537.448449 = -1037695.235300 nChanged 10 Deleting Class 145 (4 points): Lose 40.026924 but Gain 1086.403625 Iteration 115Q (53.999191 sec): 117 clusters Score: Raw -1148203.488917 + Penalty 109480.051198 = -1038723.437719 nChanged 10 Deleting Class 111 (7 points): Lose 33.783594 but Gain 1075.507534 Iteration 116Q (54.114451 sec): 116 clusters Score: Raw -1148187.711184 + Penalty 108468.951451 = -1039718.759734 nChanged 12 Deleting Class 177 (13 points): Lose 63.723363 but Gain 1125.305148 Iteration 117Q (54.231722 sec): 115 clusters Score: Raw -1148150.814797 + Penalty 107440.419662 = -1040710.395135 nChanged 16 Deleting Class 151 (3 points): Lose 14.768462 but Gain 1048.312203 Iteration 118Q (54.348403 sec): 114 clusters Score: Raw -1148178.940263 + Penalty 106410.802805 = -1041768.137458 nChanged 9 Writing temp clu file Memory request: 0.11 GB would take us to total of 0.23 GB. Compute initial score before splitting: Score: Raw -1148178.940263 + Penalty 106410.802805 = -1041768.137458Memory request: 0.05 GB would take us to total of 0.28 GB. Trying to split cluster 1 (9622 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.440089 sec): 2 clusters Score: Raw -447423.753165 + Penalty 298.349040 = -447125.404126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.458098 sec): 3 clusters Score: Raw -440913.293052 + Penalty 588.197073 = -440325.095980 nChanged 4509 SP:Iteration 1F (54.475592 sec): 3 clusters Score: Raw -442588.644476 + Penalty 575.846576 = -442012.797900 nChanged 1996 SP:Iteration 2F (54.493163 sec): 3 clusters Score: Raw -444764.742626 + Penalty 560.253242 = -444204.489385 nChanged 1465 SP:Iteration 3F (54.510644 sec): 3 clusters Score: Raw -446464.868164 + Penalty 581.281560 = -445883.586604 nChanged 619 SP:Iteration 4F (54.528759 sec): 3 clusters Score: Raw -447195.775739 + Penalty 670.507734 = -446525.268005 nChanged 165 SP:Iteration 5Q (54.544496 sec): 3 clusters Score: Raw -447376.981552 + Penalty 774.624473 = -446602.357080 nChanged 42 SP:Iteration 6Q (54.558629 sec): 3 clusters Score: Raw -447423.022589 + Penalty 899.754424 = -446523.268166 nChanged 22 SP:Iteration 7F (54.578386 sec): 3 clusters Score: Raw -447449.716132 + Penalty 951.376071 = -446498.340061 nChanged 7 SP:Iteration 8F (54.598095 sec): 3 clusters Score: Raw -447457.549951 + Penalty 960.974626 = -446496.575325 nChanged 2 SP:Iteration 9F (54.617692 sec): 3 clusters Score: Raw -447461.240905 + Penalty 960.974626 = -446500.266279 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 2 (731 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.626221 sec): 2 clusters Score: Raw -38136.635172 + Penalty 992.236043 = -37144.399129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.627770 sec): 3 clusters Score: Raw -37893.211757 + Penalty 1985.738150 = -35907.473606 nChanged 203 SP:Iteration 1F (54.629234 sec): 3 clusters Score: Raw -38090.900911 + Penalty 1988.086780 = -36102.814130 nChanged 70 SP:Iteration 2F (54.630672 sec): 3 clusters Score: Raw -38169.192917 + Penalty 1989.003982 = -36180.188935 nChanged 33 SP:Iteration 3Q (54.632102 sec): 3 clusters Score: Raw -38212.274955 + Penalty 1991.610262 = -36220.664693 nChanged 29 SP:Iteration 4Q (54.633528 sec): 3 clusters Score: Raw -38248.424804 + Penalty 1993.040507 = -36255.384297 nChanged 20 SP:Iteration 5Q (54.634992 sec): 3 clusters Score: Raw -38267.798986 + Penalty 1993.156702 = -36274.642284 nChanged 7 SP:Iteration 6Q (54.636432 sec): 3 clusters Score: Raw -38276.346630 + Penalty 1993.517821 = -36282.828809 nChanged 9 SP:Iteration 7Q (54.637865 sec): 3 clusters Score: Raw -38291.945211 + Penalty 1993.505030 = -36298.440181 nChanged 5 SP:Iteration 8Q (54.639298 sec): 3 clusters Score: Raw -38296.124922 + Penalty 1994.060507 = -36302.064415 nChanged 5 SP:Iteration 9Q (54.640749 sec): 3 clusters Score: Raw -38301.292621 + Penalty 1994.827998 = -36306.464622 nChanged 2 SP:Iteration 10F (54.642211 sec): 3 clusters Score: Raw -38304.269217 + Penalty 1994.871949 = -36309.397268 nChanged 1 SP:Iteration 11Q (54.643651 sec): 3 clusters Score: Raw -38305.479436 + Penalty 1994.821667 = -36310.657768 nChanged 1 SP:Iteration 12Q (54.645098 sec): 3 clusters Score: Raw -38305.732476 + Penalty 1994.862863 = -36310.869612 nChanged 2 SP:Iteration 13Q (54.646536 sec): 3 clusters Score: Raw -38307.481946 + Penalty 1995.016723 = -36312.465223 nChanged 2 SP:Iteration 14Q (54.647964 sec): 3 clusters Score: Raw -38308.935763 + Penalty 1995.400374 = -36313.535389 nChanged 2 SP:Iteration 15Q (54.649380 sec): 3 clusters Score: Raw -38312.178288 + Penalty 1995.894167 = -36316.284120 nChanged 2 SP:Iteration 16Q (54.650833 sec): 3 clusters Score: Raw -38315.978284 + Penalty 1995.896678 = -36320.081606 nChanged 3 SP:Iteration 17Q (54.652269 sec): 3 clusters Score: Raw -38319.508380 + Penalty 1995.480375 = -36324.028005 nChanged 1 SP:Iteration 18Q (54.653734 sec): 3 clusters Score: Raw -38320.831174 + Penalty 1995.480375 = -36325.350800 nChanged 0 SP:Iteration 19F (54.655271 sec): 3 clusters Score: Raw -38320.831174 + Penalty 1995.480375 = -36325.350800 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 3 (108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.656663 sec): 2 clusters Score: Raw -5557.483005 + Penalty 318.528383 = -5238.954622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.657074 sec): 3 clusters Score: Raw -5516.047667 + Penalty 624.692893 = -4891.354773 nChanged 19 SP:Iteration 1F (54.657478 sec): 3 clusters Score: Raw -5524.811957 + Penalty 626.777963 = -4898.033994 nChanged 4 SP:Iteration 2Q (54.657881 sec): 3 clusters Score: Raw -5529.340571 + Penalty 628.898889 = -4900.441682 nChanged 3 SP:Iteration 3Q (54.658283 sec): 3 clusters Score: Raw -5531.676388 + Penalty 630.298728 = -4901.377659 nChanged 3 SP:Iteration 4Q (54.658684 sec): 3 clusters Score: Raw -5533.015537 + Penalty 628.338132 = -4904.677406 nChanged 1 SP:Iteration 5Q (54.659085 sec): 3 clusters Score: Raw -5534.983488 + Penalty 625.051811 = -4909.931677 nChanged 2 SP:Iteration 6Q (54.659489 sec): 3 clusters Score: Raw -5538.663876 + Penalty 625.659919 = -4913.003957 nChanged 4 SP:Iteration 7Q (54.659889 sec): 3 clusters Score: Raw -5543.326992 + Penalty 626.395624 = -4916.931368 nChanged 3 SP:Iteration 8Q (54.660289 sec): 3 clusters Score: Raw -5546.409599 + Penalty 627.428702 = -4918.980898 nChanged 3 SP:Iteration 9Q (54.660686 sec): 3 clusters Score: Raw -5548.456738 + Penalty 628.002105 = -4920.454632 nChanged 1 SP:Iteration 10F (54.661086 sec): 3 clusters Score: Raw -5549.040276 + Penalty 631.052888 = -4917.987388 nChanged 2 SP:Iteration 11F (54.661488 sec): 3 clusters Score: Raw -5550.530805 + Penalty 632.710711 = -4917.820094 nChanged 1 SP:Iteration 12F (54.661890 sec): 3 clusters Score: Raw -5551.566601 + Penalty 633.740649 = -4917.825953 nChanged 1 SP:Iteration 13Q (54.662286 sec): 3 clusters Score: Raw -5552.266269 + Penalty 633.740649 = -4918.525621 nChanged 0 SP:Iteration 14F (54.662688 sec): 3 clusters Score: Raw -5552.266269 + Penalty 633.740649 = -4918.525621 nChanged 0 Memory request: 0.02 GB would take us to total of 0.24 GB. Trying to split cluster 4 (2787 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.675780 sec): 2 clusters Score: Raw -147828.993692 + Penalty 487.255555 = -147341.738137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.681044 sec): 3 clusters Score: Raw -146187.307866 + Penalty 977.517997 = -145209.789869 nChanged 1213 SP:Iteration 1F (54.686148 sec): 3 clusters Score: Raw -146900.777584 + Penalty 983.110082 = -145917.667502 nChanged 277 SP:Iteration 2F (54.691273 sec): 3 clusters Score: Raw -147112.058376 + Penalty 997.615705 = -146114.442671 nChanged 244 SP:Iteration 3F (54.696484 sec): 3 clusters Score: Raw -147327.002977 + Penalty 1023.895707 = -146303.107270 nChanged 230 SP:Iteration 4F (54.701567 sec): 3 clusters Score: Raw -147546.431649 + Penalty 1061.270473 = -146485.161176 nChanged 140 SP:Iteration 5F (54.706752 sec): 3 clusters Score: Raw -147682.453364 + Penalty 1098.992480 = -146583.460884 nChanged 80 SP:Iteration 6Q (54.711634 sec): 3 clusters Score: Raw -147766.905672 + Penalty 1129.581373 = -146637.324299 nChanged 35 SP:Iteration 7Q (54.716127 sec): 3 clusters Score: Raw -147803.336717 + Penalty 1148.060916 = -146655.275801 nChanged 26 SP:Iteration 8Q (54.720463 sec): 3 clusters Score: Raw -147827.929532 + Penalty 1164.591221 = -146663.338312 nChanged 19 SP:Iteration 9Q (54.724996 sec): 3 clusters Score: Raw -147849.114224 + Penalty 1177.681833 = -146671.432391 nChanged 10 SP:Iteration 10F (54.730445 sec): 3 clusters Score: Raw -147858.477985 + Penalty 1182.229886 = -146676.248098 nChanged 3 SP:Iteration 11Q (54.734562 sec): 3 clusters Score: Raw -147861.100631 + Penalty 1187.817716 = -146673.282915 nChanged 6 SP:Iteration 12F (54.739668 sec): 3 clusters Score: Raw -147866.599408 + Penalty 1200.486343 = -146666.113064 nChanged 4 SP:Iteration 13F (54.744763 sec): 3 clusters Score: Raw -147871.407219 + Penalty 1214.013452 = -146657.393768 nChanged 3 SP:Iteration 14F (54.749828 sec): 3 clusters Score: Raw -147874.440465 + Penalty 1217.486270 = -146656.954195 nChanged 1 SP:Iteration 15F (54.754980 sec): 3 clusters Score: Raw -147876.462989 + Penalty 1217.486270 = -146658.976719 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 5 (820 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.764436 sec): 2 clusters Score: Raw -43709.941891 + Penalty 436.125951 = -43273.815940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.766132 sec): 3 clusters Score: Raw -43286.779360 + Penalty 896.784301 = -42389.995059 nChanged 306 SP:Iteration 1F (54.767789 sec): 3 clusters Score: Raw -43481.031539 + Penalty 924.196870 = -42556.834669 nChanged 83 SP:Iteration 2F (54.769423 sec): 3 clusters Score: Raw -43546.480162 + Penalty 952.315279 = -42594.164883 nChanged 60 SP:Iteration 3F (54.771089 sec): 3 clusters Score: Raw -43597.041656 + Penalty 993.881555 = -42603.160101 nChanged 49 SP:Iteration 4F (54.772705 sec): 3 clusters Score: Raw -43653.533928 + Penalty 1046.516711 = -42607.017217 nChanged 35 SP:Iteration 5Q (54.774304 sec): 3 clusters Score: Raw -43689.575845 + Penalty 1086.751756 = -42602.824089 nChanged 19 SP:Iteration 6F (54.775889 sec): 3 clusters Score: Raw -43713.586690 + Penalty 1121.254788 = -42592.331903 nChanged 12 SP:Iteration 7F (54.777495 sec): 3 clusters Score: Raw -43728.843822 + Penalty 1159.399134 = -42569.444687 nChanged 7 SP:Iteration 8F (54.779125 sec): 3 clusters Score: Raw -43748.769076 + Penalty 1176.780670 = -42571.988406 nChanged 6 SP:Iteration 9Q (54.780506 sec): 3 clusters Score: Raw -43762.940978 + Penalty 1196.938873 = -42566.002105 nChanged 3 SP:Iteration 10F (54.782110 sec): 3 clusters Score: Raw -43766.506356 + Penalty 1196.938873 = -42569.567483 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 6 (334 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.784524 sec): 2 clusters Score: Raw -17884.153949 + Penalty 542.018982 = -17342.134968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.785323 sec): 3 clusters Score: Raw -17828.531799 + Penalty 1081.589135 = -16746.942665 nChanged 89 SP:Iteration 1F (54.786106 sec): 3 clusters Score: Raw -18138.365847 + Penalty 1090.193142 = -17048.172706 nChanged 44 SP:Iteration 2F (54.786889 sec): 3 clusters Score: Raw -18226.486462 + Penalty 1097.744382 = -17128.742080 nChanged 10 SP:Iteration 3Q (54.787643 sec): 3 clusters Score: Raw -18239.419599 + Penalty 1103.919932 = -17135.499667 nChanged 3 SP:Iteration 4Q (54.788380 sec): 3 clusters Score: Raw -18243.898441 + Penalty 1097.237588 = -17146.660853 nChanged 2 SP:Iteration 5Q (54.789101 sec): 3 clusters Score: Raw -18247.337658 + Penalty 1097.237588 = -17150.100069 nChanged 0 SP:Iteration 6F (54.789886 sec): 3 clusters Score: Raw -18247.337658 + Penalty 1097.237588 = -17150.100069 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 7 (504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.791757 sec): 2 clusters Score: Raw -25804.023213 + Penalty 856.322781 = -24947.700432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.792859 sec): 3 clusters Score: Raw -25671.916569 + Penalty 1718.026224 = -23953.890345 nChanged 137 SP:Iteration 1F (54.793965 sec): 3 clusters Score: Raw -25807.396053 + Penalty 1719.619632 = -24087.776421 nChanged 30 SP:Iteration 2F (54.795053 sec): 3 clusters Score: Raw -25837.259734 + Penalty 1722.380141 = -24114.879592 nChanged 17 SP:Iteration 3Q (54.796141 sec): 3 clusters Score: Raw -25853.988966 + Penalty 1722.662316 = -24131.326650 nChanged 10 SP:Iteration 4Q (54.797238 sec): 3 clusters Score: Raw -25865.966031 + Penalty 1724.550066 = -24141.415965 nChanged 8 SP:Iteration 5Q (54.798292 sec): 3 clusters Score: Raw -25872.594542 + Penalty 1724.920674 = -24147.673867 nChanged 3 SP:Iteration 6Q (54.799340 sec): 3 clusters Score: Raw -25875.231336 + Penalty 1726.298132 = -24148.933203 nChanged 5 SP:Iteration 7Q (54.800425 sec): 3 clusters Score: Raw -25880.423267 + Penalty 1726.164195 = -24154.259072 nChanged 4 SP:Iteration 8Q (54.801469 sec): 3 clusters Score: Raw -25884.328247 + Penalty 1725.900833 = -24158.427414 nChanged 2 SP:Iteration 9Q (54.802512 sec): 3 clusters Score: Raw -25887.614082 + Penalty 1725.900833 = -24161.713249 nChanged 0 SP:Iteration 10F (54.803590 sec): 3 clusters Score: Raw -25887.614082 + Penalty 1725.900833 = -24161.713249 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 8 (109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.804357 sec): 2 clusters Score: Raw -3855.287841 + Penalty 404.337248 = -3450.950593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.804763 sec): 3 clusters Score: Raw -3899.548681 + Penalty 808.119741 = -3091.428941 nChanged 12 SP:Iteration 1F (54.805160 sec): 3 clusters Score: Raw -3923.847697 + Penalty 807.026462 = -3116.821235 nChanged 4 SP:Iteration 2Q (54.805544 sec): 3 clusters Score: Raw -3931.742164 + Penalty 804.565882 = -3127.176282 nChanged 3 SP:Iteration 3Q (54.805926 sec): 3 clusters Score: Raw -3940.075300 + Penalty 803.385205 = -3136.690095 nChanged 2 SP:Iteration 4Q (54.806306 sec): 3 clusters Score: Raw -3945.760411 + Penalty 803.385205 = -3142.375206 nChanged 0 SP:Iteration 5F (54.806703 sec): 3 clusters Score: Raw -3945.760411 + Penalty 803.385205 = -3142.375206 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 9 (294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.807923 sec): 2 clusters Score: Raw -12063.053978 + Penalty 829.980011 = -11233.073967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.808645 sec): 3 clusters Score: Raw -12063.483261 + Penalty 1659.960023 = -10403.523238 nChanged 59 SP:Iteration 1F (54.809354 sec): 3 clusters Score: Raw -12171.235709 + Penalty 1660.961695 = -10510.274014 nChanged 13 SP:Iteration 2Q (54.810044 sec): 3 clusters Score: Raw -12198.115225 + Penalty 1662.207571 = -10535.907654 nChanged 9 SP:Iteration 3Q (54.810724 sec): 3 clusters Score: Raw -12220.885313 + Penalty 1662.646013 = -10558.239300 nChanged 5 SP:Iteration 4Q (54.811395 sec): 3 clusters Score: Raw -12234.203720 + Penalty 1664.067407 = -10570.136313 nChanged 3 SP:Iteration 5Q (54.812066 sec): 3 clusters Score: Raw -12245.390539 + Penalty 1664.653835 = -10580.736704 nChanged 1 SP:Iteration 6Q (54.812733 sec): 3 clusters Score: Raw -12248.687148 + Penalty 1665.291879 = -10583.395269 nChanged 1 SP:Iteration 7Q (54.813399 sec): 3 clusters Score: Raw -12249.998900 + Penalty 1665.291879 = -10584.707020 nChanged 0 SP:Iteration 8F (54.814111 sec): 3 clusters Score: Raw -12249.998900 + Penalty 1665.291879 = -10584.707020 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 10 (392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.816363 sec): 2 clusters Score: Raw -20523.100555 + Penalty 472.138246 = -20050.962310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.817257 sec): 3 clusters Score: Raw -20340.600108 + Penalty 944.592790 = -19396.007318 nChanged 115 SP:Iteration 1F (54.818138 sec): 3 clusters Score: Raw -20420.601085 + Penalty 949.917615 = -19470.683470 nChanged 49 SP:Iteration 2F (54.819017 sec): 3 clusters Score: Raw -20463.942730 + Penalty 960.195890 = -19503.746841 nChanged 25 SP:Iteration 3F (54.819899 sec): 3 clusters Score: Raw -20486.572801 + Penalty 975.787479 = -19510.785323 nChanged 27 SP:Iteration 4F (54.820778 sec): 3 clusters Score: Raw -20510.275893 + Penalty 989.737767 = -19520.538126 nChanged 23 SP:Iteration 5F (54.821657 sec): 3 clusters Score: Raw -20533.010527 + Penalty 1004.836046 = -19528.174481 nChanged 15 SP:Iteration 6Q (54.822530 sec): 3 clusters Score: Raw -20550.517335 + Penalty 1020.940832 = -19529.576503 nChanged 14 SP:Iteration 7Q (54.823405 sec): 3 clusters Score: Raw -20564.549831 + Penalty 1031.703243 = -19532.846587 nChanged 7 SP:Iteration 8Q (54.824308 sec): 3 clusters Score: Raw -20574.013332 + Penalty 1039.849273 = -19534.164058 nChanged 7 SP:Iteration 9Q (54.825179 sec): 3 clusters Score: Raw -20585.645052 + Penalty 1047.687105 = -19537.957946 nChanged 4 SP:Iteration 10F (54.826059 sec): 3 clusters Score: Raw -20589.894682 + Penalty 1051.716943 = -19538.177739 nChanged 2 SP:Iteration 11Q (54.826992 sec): 3 clusters Score: Raw -20593.901720 + Penalty 1051.963355 = -19541.938365 nChanged 1 SP:Iteration 12Q (54.827857 sec): 3 clusters Score: Raw -20595.548736 + Penalty 1051.963355 = -19543.585381 nChanged 0 SP:Iteration 13F (54.828784 sec): 3 clusters Score: Raw -20595.548736 + Penalty 1051.963355 = -19543.585381 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 11 (177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.829796 sec): 2 clusters Score: Raw -8031.644287 + Penalty 228.807138 = -7802.837149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.830332 sec): 3 clusters Score: Raw -7954.373337 + Penalty 462.956599 = -7491.416737 nChanged 46 SP:Iteration 1F (54.830859 sec): 3 clusters Score: Raw -7993.130727 + Penalty 470.841327 = -7522.289399 nChanged 22 SP:Iteration 2F (54.831384 sec): 3 clusters Score: Raw -8019.547894 + Penalty 482.626615 = -7536.921279 nChanged 7 SP:Iteration 3Q (54.831900 sec): 3 clusters Score: Raw -8029.704245 + Penalty 490.171184 = -7539.533061 nChanged 4 SP:Iteration 4Q (54.832410 sec): 3 clusters Score: Raw -8036.137904 + Penalty 500.129298 = -7536.008606 nChanged 3 SP:Iteration 5F (54.832935 sec): 3 clusters Score: Raw -8039.051885 + Penalty 505.289170 = -7533.762715 nChanged 2 SP:Iteration 6F (54.833457 sec): 3 clusters Score: Raw -8039.969478 + Penalty 509.298417 = -7530.671061 nChanged 1 SP:Iteration 7F (54.833969 sec): 3 clusters Score: Raw -8041.588464 + Penalty 521.101965 = -7520.486500 nChanged 3 SP:Iteration 8F (54.834479 sec): 3 clusters Score: Raw -8045.622397 + Penalty 528.975460 = -7516.646937 nChanged 2 SP:Iteration 9F (54.834992 sec): 3 clusters Score: Raw -8047.102321 + Penalty 528.975460 = -7518.126860 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 12 (165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.836177 sec): 2 clusters Score: Raw -8583.397673 + Penalty 313.926464 = -8269.471210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.836678 sec): 3 clusters Score: Raw -8497.696570 + Penalty 627.303567 = -7870.393002 nChanged 45 SP:Iteration 1F (54.837172 sec): 3 clusters Score: Raw -8522.667665 + Penalty 627.020839 = -7895.646826 nChanged 15 SP:Iteration 2F (54.837666 sec): 3 clusters Score: Raw -8539.049744 + Penalty 626.729267 = -7912.320477 nChanged 16 SP:Iteration 3F (54.838159 sec): 3 clusters Score: Raw -8552.835352 + Penalty 628.212175 = -7924.623177 nChanged 7 SP:Iteration 4Q (54.838648 sec): 3 clusters Score: Raw -8557.142424 + Penalty 629.163560 = -7927.978864 nChanged 6 SP:Iteration 5Q (54.839136 sec): 3 clusters Score: Raw -8560.007454 + Penalty 628.831104 = -7931.176349 nChanged 2 SP:Iteration 6Q (54.839627 sec): 3 clusters Score: Raw -8561.140478 + Penalty 627.896370 = -7933.244107 nChanged 3 SP:Iteration 7Q (54.840116 sec): 3 clusters Score: Raw -8562.446872 + Penalty 627.793781 = -7934.653090 nChanged 2 SP:Iteration 8Q (54.840603 sec): 3 clusters Score: Raw -8563.021600 + Penalty 627.793781 = -7935.227818 nChanged 0 SP:Iteration 9F (54.841095 sec): 3 clusters Score: Raw -8563.021600 + Penalty 627.793781 = -7935.227818 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 13 (604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.843251 sec): 2 clusters Score: Raw -23269.672533 + Penalty 985.113892 = -22284.558641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.844536 sec): 3 clusters Score: Raw -23130.195873 + Penalty 1969.002068 = -21161.193805 nChanged 163 SP:Iteration 1F (54.845829 sec): 3 clusters Score: Raw -23379.005941 + Penalty 1968.986678 = -21410.019264 nChanged 42 SP:Iteration 2F (54.847095 sec): 3 clusters Score: Raw -23450.676171 + Penalty 1968.961822 = -21481.714349 nChanged 25 SP:Iteration 3Q (54.848307 sec): 3 clusters Score: Raw -23493.774045 + Penalty 1969.862118 = -21523.911927 nChanged 29 SP:Iteration 4Q (54.849516 sec): 3 clusters Score: Raw -23548.684730 + Penalty 1970.430600 = -21578.254131 nChanged 24 SP:Iteration 5Q (54.850712 sec): 3 clusters Score: Raw -23590.754317 + Penalty 1970.583522 = -21620.170795 nChanged 15 SP:Iteration 6Q (54.851902 sec): 3 clusters Score: Raw -23621.383811 + Penalty 1970.644847 = -21650.738964 nChanged 14 SP:Iteration 7Q (54.853161 sec): 3 clusters Score: Raw -23645.376894 + Penalty 1970.347118 = -21675.029777 nChanged 10 SP:Iteration 8Q (54.854372 sec): 3 clusters Score: Raw -23668.621476 + Penalty 1970.333163 = -21698.288313 nChanged 6 SP:Iteration 9Q (54.855594 sec): 3 clusters Score: Raw -23678.718927 + Penalty 1970.299290 = -21708.419638 nChanged 2 SP:Iteration 10F (54.856914 sec): 3 clusters Score: Raw -23685.656259 + Penalty 1970.312982 = -21715.343277 nChanged 1 SP:Iteration 11Q (54.858088 sec): 3 clusters Score: Raw -23686.221724 + Penalty 1970.325920 = -21715.895805 nChanged 1 SP:Iteration 12Q (54.859268 sec): 3 clusters Score: Raw -23686.472369 + Penalty 1970.325920 = -21716.146449 nChanged 0 SP:Iteration 13F (54.860561 sec): 3 clusters Score: Raw -23686.472369 + Penalty 1970.325920 = -21716.146449 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 14 (92 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.861297 sec): 2 clusters Score: Raw -5186.000905 + Penalty 555.460965 = -4630.539941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.861677 sec): 3 clusters Score: Raw -5222.481886 + Penalty 1110.630750 = -4111.851137 nChanged 5 SP:Iteration 1F (54.862052 sec): 3 clusters Score: Raw -5236.212406 + Penalty 1111.995934 = -4124.216471 nChanged 3 SP:Iteration 2Q (54.862417 sec): 3 clusters Score: Raw -5245.574384 + Penalty 1111.995934 = -4133.578450 nChanged 0 SP:Iteration 3F (54.862810 sec): 3 clusters Score: Raw -5245.574384 + Penalty 1111.995934 = -4133.578450 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 15 (61 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.863444 sec): 2 clusters Score: Raw -3140.675550 + Penalty 415.019251 = -2725.656299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.863764 sec): 3 clusters Score: Raw -3168.922509 + Penalty 832.772374 = -2336.150135 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 17 (418 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.865433 sec): 2 clusters Score: Raw -21696.474551 + Penalty 926.609425 = -20769.865125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.866410 sec): 3 clusters Score: Raw -21666.890011 + Penalty 1855.908605 = -19810.981406 nChanged 97 SP:Iteration 1F (54.867381 sec): 3 clusters Score: Raw -21811.900749 + Penalty 1857.642849 = -19954.257900 nChanged 27 SP:Iteration 2F (54.868302 sec): 3 clusters Score: Raw -21875.698820 + Penalty 1858.795054 = -20016.903767 nChanged 13 SP:Iteration 3Q (54.869188 sec): 3 clusters Score: Raw -21899.466262 + Penalty 1861.183554 = -20038.282708 nChanged 11 SP:Iteration 4Q (54.870084 sec): 3 clusters Score: Raw -21912.177274 + Penalty 1862.538176 = -20049.639097 nChanged 7 SP:Iteration 5Q (54.870976 sec): 3 clusters Score: Raw -21920.884566 + Penalty 1864.023377 = -20056.861189 nChanged 7 SP:Iteration 6Q (54.871852 sec): 3 clusters Score: Raw -21929.421469 + Penalty 1864.730507 = -20064.690962 nChanged 5 SP:Iteration 7Q (54.872722 sec): 3 clusters Score: Raw -21943.139655 + Penalty 1864.806274 = -20078.333381 nChanged 7 SP:Iteration 8Q (54.873625 sec): 3 clusters Score: Raw -21957.572060 + Penalty 1865.712982 = -20091.859078 nChanged 4 SP:Iteration 9Q (54.874489 sec): 3 clusters Score: Raw -21966.755163 + Penalty 1866.697344 = -20100.057819 nChanged 3 SP:Iteration 10F (54.875410 sec): 3 clusters Score: Raw -21970.609802 + Penalty 1867.112230 = -20103.497572 nChanged 2 SP:Iteration 11Q (54.876270 sec): 3 clusters Score: Raw -21972.824859 + Penalty 1867.272211 = -20105.552648 nChanged 1 SP:Iteration 12Q (54.877127 sec): 3 clusters Score: Raw -21973.102283 + Penalty 1867.272211 = -20105.830073 nChanged 0 SP:Iteration 13F (54.878047 sec): 3 clusters Score: Raw -21973.102283 + Penalty 1867.272211 = -20105.830073 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 18 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.878615 sec): 2 clusters Score: Raw -1779.357913 + Penalty 361.688593 = -1417.669320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.878896 sec): 3 clusters Score: Raw -1830.320019 + Penalty 723.134259 = -1107.185760 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 19 (139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.879727 sec): 2 clusters Score: Raw -8197.323874 + Penalty 555.242202 = -7642.081672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.880193 sec): 3 clusters Score: Raw -8153.441606 + Penalty 1110.580660 = -7042.860946 nChanged 17 SP:Iteration 1F (54.880650 sec): 3 clusters Score: Raw -8176.776485 + Penalty 1110.517611 = -7066.258874 nChanged 7 SP:Iteration 2F (54.881105 sec): 3 clusters Score: Raw -8186.187151 + Penalty 1110.473515 = -7075.713636 nChanged 3 SP:Iteration 3Q (54.881559 sec): 3 clusters Score: Raw -8189.034254 + Penalty 1110.465242 = -7078.569013 nChanged 3 SP:Iteration 4Q (54.882012 sec): 3 clusters Score: Raw -8192.500864 + Penalty 1110.301538 = -7082.199326 nChanged 7 SP:Iteration 5F (54.882467 sec): 3 clusters Score: Raw -8200.426660 + Penalty 1110.092818 = -7090.333842 nChanged 3 SP:Iteration 6Q (54.882921 sec): 3 clusters Score: Raw -8203.851098 + Penalty 1110.092818 = -7093.758280 nChanged 0 SP:Iteration 7F (54.883378 sec): 3 clusters Score: Raw -8203.851098 + Penalty 1110.092818 = -7093.758280 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 20 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.883939 sec): 2 clusters Score: Raw -2184.727969 + Penalty 302.170233 = -1882.557736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.884218 sec): 3 clusters Score: Raw -2167.498188 + Penalty 603.568123 = -1563.930065 nChanged 1 SP:Iteration 1Q (54.884492 sec): 3 clusters Score: Raw -2168.573771 + Penalty 608.464473 = -1560.109297 nChanged 3 SP:Iteration 2F (54.884765 sec): 3 clusters Score: Raw -2174.766650 + Penalty 610.329293 = -1564.437357 nChanged 1 SP:Iteration 3Q (54.885037 sec): 3 clusters Score: Raw -2176.865169 + Penalty 610.720608 = -1566.144561 nChanged 1 SP:Iteration 4Q (54.885309 sec): 3 clusters Score: Raw -2177.329908 + Penalty 610.720608 = -1566.609301 nChanged 0 SP:Iteration 5F (54.885581 sec): 3 clusters Score: Raw -2177.329908 + Penalty 610.720608 = -1566.609301 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 21 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.886054 sec): 2 clusters Score: Raw -404.954324 + Penalty 198.474074 = -206.480250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.886274 sec): 3 clusters Score: Raw -395.539592 + Penalty 402.426026 = 6.886434 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 22 (648 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.888472 sec): 2 clusters Score: Raw -31545.185268 + Penalty 355.136272 = -31190.048996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.889855 sec): 3 clusters Score: Raw -31215.088842 + Penalty 710.272545 = -30504.816297 nChanged 224 SP:Iteration 1F (54.891163 sec): 3 clusters Score: Raw -31324.112205 + Penalty 711.807369 = -30612.304835 nChanged 54 SP:Iteration 2F (54.892496 sec): 3 clusters Score: Raw -31360.849213 + Penalty 713.116889 = -30647.732324 nChanged 39 SP:Iteration 3F (54.893840 sec): 3 clusters Score: Raw -31388.934033 + Penalty 716.102993 = -30672.831040 nChanged 37 SP:Iteration 4F (54.895163 sec): 3 clusters Score: Raw -31412.867248 + Penalty 719.887994 = -30692.979254 nChanged 24 SP:Iteration 5Q (54.896481 sec): 3 clusters Score: Raw -31424.222582 + Penalty 723.382048 = -30700.840534 nChanged 25 SP:Iteration 6Q (54.897816 sec): 3 clusters Score: Raw -31435.757430 + Penalty 727.698337 = -30708.059093 nChanged 22 SP:Iteration 7Q (54.899140 sec): 3 clusters Score: Raw -31445.668160 + Penalty 729.589954 = -30716.078205 nChanged 16 SP:Iteration 8Q (54.900460 sec): 3 clusters Score: Raw -31454.667983 + Penalty 731.139407 = -30723.528576 nChanged 21 SP:Iteration 9Q (54.901771 sec): 3 clusters Score: Raw -31466.547984 + Penalty 735.545144 = -30731.002840 nChanged 20 SP:Iteration 10F (54.903073 sec): 3 clusters Score: Raw -31483.182085 + Penalty 745.288034 = -30737.894051 nChanged 20 SP:Iteration 11Q (54.904375 sec): 3 clusters Score: Raw -31500.772667 + Penalty 750.722313 = -30750.050354 nChanged 20 SP:Iteration 12Q (54.905675 sec): 3 clusters Score: Raw -31520.227533 + Penalty 765.421453 = -30754.806080 nChanged 23 SP:Iteration 13Q (54.907000 sec): 3 clusters Score: Raw -31547.985753 + Penalty 774.299393 = -30773.686360 nChanged 18 SP:Iteration 14Q (54.908317 sec): 3 clusters Score: Raw -31566.404865 + Penalty 786.308587 = -30780.096277 nChanged 16 SP:Iteration 15Q (54.909631 sec): 3 clusters Score: Raw -31586.381530 + Penalty 791.115999 = -30795.265530 nChanged 6 SP:Iteration 16Q (54.910913 sec): 3 clusters Score: Raw -31593.812404 + Penalty 794.060509 = -30799.751895 nChanged 6 SP:Iteration 17Q (54.912161 sec): 3 clusters Score: Raw -31597.034082 + Penalty 795.336019 = -30801.698063 nChanged 1 SP:Iteration 18Q (54.913403 sec): 3 clusters Score: Raw -31597.623394 + Penalty 795.505264 = -30802.118130 nChanged 1 SP:Iteration 19Q (54.914651 sec): 3 clusters Score: Raw -31598.375475 + Penalty 795.505264 = -30802.870211 nChanged 0 SP:Iteration 20F (54.915970 sec): 3 clusters Score: Raw -31598.375475 + Penalty 795.505264 = -30802.870211 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 23 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.916488 sec): 2 clusters Score: Raw -673.036694 + Penalty 253.831148 = -419.205546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.916726 sec): 3 clusters Score: Raw -691.965542 + Penalty 508.129989 = -183.835553 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 24 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.917407 sec): 2 clusters Score: Raw -4835.452381 + Penalty 558.769085 = -4276.683296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.917766 sec): 3 clusters Score: Raw -4881.937409 + Penalty 1117.538170 = -3764.399239 nChanged 3 SP:Iteration 1Q (54.918120 sec): 3 clusters Score: Raw -4892.286720 + Penalty 1117.538170 = -3774.748550 nChanged 0 SP:Iteration 2F (54.918477 sec): 3 clusters Score: Raw -4892.286720 + Penalty 1117.538170 = -3774.748550 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 25 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.919066 sec): 2 clusters Score: Raw -2949.695536 + Penalty 443.997984 = -2505.697551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.919368 sec): 3 clusters Score: Raw -2969.796904 + Penalty 887.893958 = -2081.902946 nChanged 2 SP:Iteration 1Q (54.919663 sec): 3 clusters Score: Raw -2975.454279 + Penalty 887.903948 = -2087.550331 nChanged 1 SP:Iteration 2Q (54.919979 sec): 3 clusters Score: Raw -2978.414095 + Penalty 887.903948 = -2090.510147 nChanged 0 SP:Iteration 3F (54.920276 sec): 3 clusters Score: Raw -2978.414095 + Penalty 887.903948 = -2090.510147 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 26 (1378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.927447 sec): 2 clusters Score: Raw -70938.184088 + Penalty 491.903086 = -70446.281001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.930144 sec): 3 clusters Score: Raw -70145.554895 + Penalty 984.680728 = -69160.874167 nChanged 529 SP:Iteration 1F (54.932826 sec): 3 clusters Score: Raw -70537.666848 + Penalty 971.694399 = -69565.972449 nChanged 185 SP:Iteration 2F (54.935552 sec): 3 clusters Score: Raw -70735.879729 + Penalty 950.913621 = -69784.966108 nChanged 112 SP:Iteration 3F (54.938087 sec): 3 clusters Score: Raw -70867.496075 + Penalty 933.834785 = -69933.661290 nChanged 44 SP:Iteration 4Q (54.940616 sec): 3 clusters Score: Raw -70912.730177 + Penalty 929.336491 = -69983.393686 nChanged 23 SP:Iteration 5Q (54.943027 sec): 3 clusters Score: Raw -70937.145330 + Penalty 927.426623 = -70009.718708 nChanged 10 SP:Iteration 6Q (54.945360 sec): 3 clusters Score: Raw -70953.183649 + Penalty 917.636033 = -70035.547616 nChanged 4 SP:Iteration 7Q (54.947569 sec): 3 clusters Score: Raw -70958.432697 + Penalty 906.926848 = -70051.505849 nChanged 2 SP:Iteration 8Q (54.949829 sec): 3 clusters Score: Raw -70959.743008 + Penalty 906.926848 = -70052.816160 nChanged 0 SP:Iteration 9F (54.952360 sec): 3 clusters Score: Raw -70959.743008 + Penalty 906.926848 = -70052.816160 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 27 (319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.955278 sec): 2 clusters Score: Raw -15659.582466 + Penalty 599.502188 = -15060.080278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.956059 sec): 3 clusters Score: Raw -15604.529002 + Penalty 1189.408923 = -14415.120079 nChanged 75 SP:Iteration 1F (54.956816 sec): 3 clusters Score: Raw -15716.982697 + Penalty 1182.622091 = -14534.360606 nChanged 30 SP:Iteration 2F (54.957569 sec): 3 clusters Score: Raw -15766.152128 + Penalty 1182.486864 = -14583.665264 nChanged 9 SP:Iteration 3Q (54.958296 sec): 3 clusters Score: Raw -15776.675049 + Penalty 1181.433278 = -14595.241772 nChanged 8 SP:Iteration 4Q (54.959016 sec): 3 clusters Score: Raw -15794.771519 + Penalty 1181.939216 = -14612.832303 nChanged 6 SP:Iteration 5Q (54.959739 sec): 3 clusters Score: Raw -15798.494341 + Penalty 1181.056145 = -14617.438196 nChanged 2 SP:Iteration 6Q (54.960456 sec): 3 clusters Score: Raw -15799.969320 + Penalty 1178.601891 = -14621.367429 nChanged 4 SP:Iteration 7Q (54.961174 sec): 3 clusters Score: Raw -15803.735478 + Penalty 1176.344483 = -14627.390995 nChanged 2 SP:Iteration 8Q (54.961889 sec): 3 clusters Score: Raw -15806.063444 + Penalty 1174.713435 = -14631.350009 nChanged 2 SP:Iteration 9Q (54.962605 sec): 3 clusters Score: Raw -15809.223357 + Penalty 1175.653064 = -14633.570293 nChanged 2 SP:Iteration 10F (54.963355 sec): 3 clusters Score: Raw -15810.373782 + Penalty 1177.017070 = -14633.356712 nChanged 1 SP:Iteration 11F (54.964104 sec): 3 clusters Score: Raw -15810.607675 + Penalty 1177.017070 = -14633.590605 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 29 (592 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.966659 sec): 2 clusters Score: Raw -33415.473593 + Penalty 858.172250 = -32557.301344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.967940 sec): 3 clusters Score: Raw -33204.085596 + Penalty 1716.508837 = -31487.576759 nChanged 142 SP:Iteration 1F (54.969190 sec): 3 clusters Score: Raw -33338.578078 + Penalty 1716.356562 = -31622.221515 nChanged 47 SP:Iteration 2F (54.970504 sec): 3 clusters Score: Raw -33387.792500 + Penalty 1717.390189 = -31670.402311 nChanged 22 SP:Iteration 3Q (54.971767 sec): 3 clusters Score: Raw -33418.366118 + Penalty 1718.019596 = -31700.346522 nChanged 20 SP:Iteration 4Q (54.973020 sec): 3 clusters Score: Raw -33441.156471 + Penalty 1718.964690 = -31722.191782 nChanged 17 SP:Iteration 5Q (54.974248 sec): 3 clusters Score: Raw -33458.572915 + Penalty 1719.089270 = -31739.483645 nChanged 10 SP:Iteration 6Q (54.975473 sec): 3 clusters Score: Raw -33467.425704 + Penalty 1719.780223 = -31747.645481 nChanged 14 SP:Iteration 7Q (54.976694 sec): 3 clusters Score: Raw -33479.865603 + Penalty 1721.864212 = -31758.001391 nChanged 9 SP:Iteration 8Q (54.977917 sec): 3 clusters Score: Raw -33491.705489 + Penalty 1722.959081 = -31768.746408 nChanged 4 SP:Iteration 9Q (54.979133 sec): 3 clusters Score: Raw -33494.605168 + Penalty 1722.482788 = -31772.122380 nChanged 4 SP:Iteration 10F (54.980360 sec): 3 clusters Score: Raw -33500.602838 + Penalty 1723.449638 = -31777.153200 nChanged 8 SP:Iteration 11Q (54.981558 sec): 3 clusters Score: Raw -33512.647463 + Penalty 1723.132465 = -31789.514998 nChanged 10 SP:Iteration 12Q (54.982791 sec): 3 clusters Score: Raw -33531.965490 + Penalty 1723.602142 = -31808.363348 nChanged 13 SP:Iteration 13Q (54.983998 sec): 3 clusters Score: Raw -33551.016397 + Penalty 1723.765224 = -31827.251173 nChanged 12 SP:Iteration 14Q (54.985198 sec): 3 clusters Score: Raw -33565.764413 + Penalty 1724.244465 = -31841.519948 nChanged 3 SP:Iteration 15Q (54.986395 sec): 3 clusters Score: Raw -33570.119536 + Penalty 1723.736907 = -31846.382629 nChanged 4 SP:Iteration 16Q (54.987587 sec): 3 clusters Score: Raw -33575.752636 + Penalty 1725.391615 = -31850.361021 nChanged 8 SP:Iteration 17Q (54.988777 sec): 3 clusters Score: Raw -33589.741314 + Penalty 1724.876115 = -31864.865199 nChanged 9 SP:Iteration 18Q (54.989964 sec): 3 clusters Score: Raw -33607.110821 + Penalty 1724.741383 = -31882.369438 nChanged 14 SP:Iteration 19Q (54.991139 sec): 3 clusters Score: Raw -33630.799255 + Penalty 1725.476232 = -31905.323023 nChanged 5 SP:Iteration 20F (54.992384 sec): 3 clusters Score: Raw -33636.956675 + Penalty 1725.714282 = -31911.242394 nChanged 4 SP:Iteration 21Q (54.993572 sec): 3 clusters Score: Raw -33644.979778 + Penalty 1725.453190 = -31919.526588 nChanged 5 SP:Iteration 22Q (54.994732 sec): 3 clusters Score: Raw -33648.653543 + Penalty 1726.560809 = -31922.092734 nChanged 3 SP:Iteration 23Q (54.995887 sec): 3 clusters Score: Raw -33651.651612 + Penalty 1726.648516 = -31925.003096 nChanged 2 SP:Iteration 24Q (54.997038 sec): 3 clusters Score: Raw -33656.798903 + Penalty 1726.883245 = -31929.915658 nChanged 2 SP:Iteration 25Q (54.998186 sec): 3 clusters Score: Raw -33659.199972 + Penalty 1727.176915 = -31932.023057 nChanged 2 SP:Iteration 26Q (54.999330 sec): 3 clusters Score: Raw -33661.978974 + Penalty 1727.176915 = -31934.802059 nChanged 0 SP:Iteration 27F (55.000578 sec): 3 clusters Score: Raw -33661.978974 + Penalty 1727.176915 = -31934.802059 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 30 (348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.002444 sec): 2 clusters Score: Raw -19009.845944 + Penalty 556.876361 = -18452.969583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.003258 sec): 3 clusters Score: Raw -18861.594213 + Penalty 1113.911275 = -17747.682937 nChanged 106 SP:Iteration 1F (55.004060 sec): 3 clusters Score: Raw -18931.881667 + Penalty 1114.908665 = -17816.973002 nChanged 28 SP:Iteration 2F (55.004880 sec): 3 clusters Score: Raw -18954.865462 + Penalty 1117.914952 = -17836.950510 nChanged 22 SP:Iteration 3F (55.005682 sec): 3 clusters Score: Raw -18971.184312 + Penalty 1121.504889 = -17849.679423 nChanged 13 SP:Iteration 4Q (55.006481 sec): 3 clusters Score: Raw -18979.957563 + Penalty 1125.450785 = -17854.506778 nChanged 8 SP:Iteration 5Q (55.007279 sec): 3 clusters Score: Raw -18989.965655 + Penalty 1127.729671 = -17862.235983 nChanged 8 SP:Iteration 6Q (55.008104 sec): 3 clusters Score: Raw -18996.194862 + Penalty 1130.980774 = -17865.214088 nChanged 7 SP:Iteration 7Q (55.008900 sec): 3 clusters Score: Raw -18999.659728 + Penalty 1131.064384 = -17868.595344 nChanged 5 SP:Iteration 8Q (55.009699 sec): 3 clusters Score: Raw -19003.472404 + Penalty 1132.631005 = -17870.841400 nChanged 5 SP:Iteration 9Q (55.010494 sec): 3 clusters Score: Raw -19007.674554 + Penalty 1138.364522 = -17869.310032 nChanged 4 SP:Iteration 10F (55.011294 sec): 3 clusters Score: Raw -19013.091311 + Penalty 1143.545884 = -17869.545427 nChanged 5 SP:Iteration 11Q (55.012109 sec): 3 clusters Score: Raw -19018.120767 + Penalty 1145.895447 = -17872.225320 nChanged 1 SP:Iteration 12Q (55.012902 sec): 3 clusters Score: Raw -19020.295650 + Penalty 1147.152156 = -17873.143494 nChanged 2 SP:Iteration 13Q (55.013697 sec): 3 clusters Score: Raw -19021.749756 + Penalty 1147.129748 = -17874.620008 nChanged 2 SP:Iteration 14Q (55.014488 sec): 3 clusters Score: Raw -19023.145523 + Penalty 1149.877757 = -17873.267766 nChanged 2 SP:Iteration 15F (55.015286 sec): 3 clusters Score: Raw -19024.333184 + Penalty 1151.384031 = -17872.949153 nChanged 1 SP:Iteration 16F (55.016084 sec): 3 clusters Score: Raw -19025.561237 + Penalty 1150.734972 = -17874.826265 nChanged 2 SP:Iteration 17Q (55.016873 sec): 3 clusters Score: Raw -19027.464481 + Penalty 1152.375779 = -17875.088702 nChanged 1 SP:Iteration 18Q (55.017661 sec): 3 clusters Score: Raw -19027.878941 + Penalty 1156.022989 = -17871.855951 nChanged 2 SP:Iteration 19F (55.018459 sec): 3 clusters Score: Raw -19029.269019 + Penalty 1159.416429 = -17869.852589 nChanged 2 SP:Iteration 20F (55.019258 sec): 3 clusters Score: Raw -19030.325240 + Penalty 1161.257205 = -17869.068035 nChanged 3 SP:Iteration 21F (55.020059 sec): 3 clusters Score: Raw -19033.843501 + Penalty 1162.570632 = -17871.272868 nChanged 3 SP:Iteration 22Q (55.020848 sec): 3 clusters Score: Raw -19037.299192 + Penalty 1165.538789 = -17871.760403 nChanged 4 SP:Iteration 23Q (55.021634 sec): 3 clusters Score: Raw -19041.910880 + Penalty 1171.780799 = -17870.130081 nChanged 4 SP:Iteration 24F (55.022432 sec): 3 clusters Score: Raw -19046.462784 + Penalty 1181.941797 = -17864.520987 nChanged 5 SP:Iteration 25F (55.023230 sec): 3 clusters Score: Raw -19055.540870 + Penalty 1184.939285 = -17870.601585 nChanged 4 SP:Iteration 26Q (55.023998 sec): 3 clusters Score: Raw -19059.449279 + Penalty 1189.339916 = -17870.109363 nChanged 2 SP:Iteration 27F (55.024795 sec): 3 clusters Score: Raw -19062.810115 + Penalty 1195.491133 = -17867.318983 nChanged 2 SP:Iteration 28F (55.025593 sec): 3 clusters Score: Raw -19067.839650 + Penalty 1195.491133 = -17872.348517 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 31 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.026559 sec): 2 clusters Score: Raw -1368.691943 + Penalty 171.378947 = -1197.312996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.026831 sec): 3 clusters Score: Raw -1376.457398 + Penalty 349.787230 = -1026.670168 nChanged 2 SP:Iteration 1F (55.027101 sec): 3 clusters Score: Raw -1383.734504 + Penalty 361.147639 = -1022.586865 nChanged 2 SP:Iteration 2F (55.027364 sec): 3 clusters Score: Raw -1391.721947 + Penalty 361.147639 = -1030.574308 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 32 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.028204 sec): 2 clusters Score: Raw -1803.330886 + Penalty 371.465541 = -1431.865345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.028479 sec): 3 clusters Score: Raw -1833.199735 + Penalty 744.939223 = -1088.260511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 34 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.029256 sec): 2 clusters Score: Raw -251.857411 + Penalty 123.924043 = -127.933368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.029469 sec): 3 clusters Score: Raw -253.980512 + Penalty 244.946534 = -9.033978 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 35 (349 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.031203 sec): 2 clusters Score: Raw -19714.291534 + Penalty 846.540319 = -18867.751215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.032045 sec): 3 clusters Score: Raw -19643.737520 + Penalty 1691.135540 = -17952.601979 nChanged 63 SP:Iteration 1F (55.032881 sec): 3 clusters Score: Raw -19757.387745 + Penalty 1687.564590 = -18069.823155 nChanged 24 SP:Iteration 2F (55.033715 sec): 3 clusters Score: Raw -19807.553528 + Penalty 1686.463062 = -18121.090466 nChanged 10 SP:Iteration 3Q (55.034523 sec): 3 clusters Score: Raw -19829.335732 + Penalty 1685.176990 = -18144.158742 nChanged 7 SP:Iteration 4Q (55.035325 sec): 3 clusters Score: Raw -19843.586758 + Penalty 1684.572601 = -18159.014156 nChanged 3 SP:Iteration 5Q (55.036126 sec): 3 clusters Score: Raw -19849.505307 + Penalty 1683.917026 = -18165.588281 nChanged 1 SP:Iteration 6Q (55.036924 sec): 3 clusters Score: Raw -19853.192264 + Penalty 1683.917026 = -18169.275238 nChanged 0 SP:Iteration 7F (55.037738 sec): 3 clusters Score: Raw -19853.192264 + Penalty 1683.917026 = -18169.275238 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 37 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.038640 sec): 2 clusters Score: Raw -467.238233 + Penalty 160.257130 = -306.981103 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.038870 sec): 3 clusters Score: Raw -468.768590 + Penalty 331.473780 = -137.294810 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 38 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.039771 sec): 2 clusters Score: Raw -2243.584026 + Penalty 107.022962 = -2136.561064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.040083 sec): 3 clusters Score: Raw -2251.516499 + Penalty 218.325756 = -2033.190743 nChanged 4 SP:Iteration 1F (55.040394 sec): 3 clusters Score: Raw -2259.321255 + Penalty 217.579631 = -2041.741625 nChanged 1 SP:Iteration 2Q (55.040696 sec): 3 clusters Score: Raw -2261.339583 + Penalty 217.579631 = -2043.759952 nChanged 0 SP:Iteration 3F (55.041004 sec): 3 clusters Score: Raw -2261.339583 + Penalty 217.579631 = -2043.759952 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 39 (114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.042070 sec): 2 clusters Score: Raw -5779.793209 + Penalty 505.928411 = -5273.864798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.042491 sec): 3 clusters Score: Raw -5776.925494 + Penalty 1014.276855 = -4762.648639 nChanged 15 SP:Iteration 1F (55.042904 sec): 3 clusters Score: Raw -5797.091712 + Penalty 1018.393663 = -4778.698048 nChanged 4 SP:Iteration 2Q (55.043311 sec): 3 clusters Score: Raw -5805.163595 + Penalty 1020.808931 = -4784.354664 nChanged 4 SP:Iteration 3Q (55.043718 sec): 3 clusters Score: Raw -5811.336070 + Penalty 1022.325529 = -4789.010541 nChanged 3 SP:Iteration 4Q (55.044124 sec): 3 clusters Score: Raw -5814.505195 + Penalty 1025.419960 = -4789.085235 nChanged 5 SP:Iteration 5Q (55.044528 sec): 3 clusters Score: Raw -5820.107433 + Penalty 1029.187877 = -4790.919555 nChanged 3 SP:Iteration 6Q (55.044932 sec): 3 clusters Score: Raw -5823.198388 + Penalty 1030.395525 = -4792.802863 nChanged 2 SP:Iteration 7Q (55.045334 sec): 3 clusters Score: Raw -5825.898007 + Penalty 1030.395525 = -4795.502482 nChanged 0 SP:Iteration 8F (55.045744 sec): 3 clusters Score: Raw -5825.898007 + Penalty 1030.395525 = -4795.502482 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 40 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.046563 sec): 2 clusters Score: Raw -279.489566 + Penalty 159.891333 = -119.598232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.046780 sec): 3 clusters Score: Raw -274.819298 + Penalty 309.054982 = 34.235685 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 42 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.047538 sec): 2 clusters Score: Raw -378.006740 + Penalty 133.512823 = -244.493917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.047760 sec): 3 clusters Score: Raw -385.906702 + Penalty 268.424216 = -117.482487 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 43 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.048595 sec): 2 clusters Score: Raw -2029.289954 + Penalty 298.403660 = -1730.886294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.048874 sec): 3 clusters Score: Raw -2040.582821 + Penalty 597.973634 = -1442.609187 nChanged 1 SP:Iteration 1Q (55.049145 sec): 3 clusters Score: Raw -2041.900698 + Penalty 597.973634 = -1443.927064 nChanged 0 SP:Iteration 2F (55.049418 sec): 3 clusters Score: Raw -2041.900698 + Penalty 597.973634 = -1443.927064 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 44 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.050216 sec): 2 clusters Score: Raw -890.336446 + Penalty 239.954680 = -650.381766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.050462 sec): 3 clusters Score: Raw -924.432013 + Penalty 477.777228 = -446.654784 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 45 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.051281 sec): 2 clusters Score: Raw -1419.638025 + Penalty 250.484351 = -1169.153674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.051544 sec): 3 clusters Score: Raw -1464.018242 + Penalty 501.544877 = -962.473366 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 46 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.052296 sec): 2 clusters Score: Raw -273.035522 + Penalty 152.782982 = -120.252540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.052513 sec): 3 clusters Score: Raw -269.534336 + Penalty 322.690975 = 53.156639 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 47 (285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.054027 sec): 2 clusters Score: Raw -13894.280255 + Penalty 892.282727 = -13001.997528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.054732 sec): 3 clusters Score: Raw -13934.519351 + Penalty 1781.896022 = -12152.623329 nChanged 59 SP:Iteration 1F (55.055429 sec): 3 clusters Score: Raw -14055.301855 + Penalty 1781.520783 = -12273.781072 nChanged 5 SP:Iteration 2Q (55.056104 sec): 3 clusters Score: Raw -14071.533317 + Penalty 1781.709857 = -12289.823459 nChanged 3 SP:Iteration 3Q (55.056777 sec): 3 clusters Score: Raw -14076.806413 + Penalty 1781.709857 = -12295.096555 nChanged 0 SP:Iteration 4F (55.057468 sec): 3 clusters Score: Raw -14076.806413 + Penalty 1781.709857 = -12295.096555 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 48 (122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.058635 sec): 2 clusters Score: Raw -5112.752790 + Penalty 378.094167 = -4734.658624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.059071 sec): 3 clusters Score: Raw -5106.530484 + Penalty 777.268853 = -4329.261631 nChanged 18 SP:Iteration 1F (55.059499 sec): 3 clusters Score: Raw -5136.557942 + Penalty 810.005916 = -4326.552026 nChanged 12 SP:Iteration 2F (55.059955 sec): 3 clusters Score: Raw -5158.935178 + Penalty 821.922382 = -4337.012796 nChanged 2 SP:Iteration 3Q (55.060388 sec): 3 clusters Score: Raw -5163.045563 + Penalty 826.391522 = -4336.654041 nChanged 1 SP:Iteration 4F (55.060827 sec): 3 clusters Score: Raw -5164.196339 + Penalty 830.955901 = -4333.240438 nChanged 1 SP:Iteration 5F (55.061259 sec): 3 clusters Score: Raw -5165.745363 + Penalty 830.955901 = -4334.789462 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 49 (157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.062444 sec): 2 clusters Score: Raw -8212.508353 + Penalty 501.495633 = -7711.012721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.062931 sec): 3 clusters Score: Raw -8193.497461 + Penalty 1009.651616 = -7183.845844 nChanged 23 SP:Iteration 1F (55.063412 sec): 3 clusters Score: Raw -8227.943820 + Penalty 1017.625364 = -7210.318456 nChanged 8 SP:Iteration 2F (55.063890 sec): 3 clusters Score: Raw -8242.134630 + Penalty 1024.199352 = -7217.935279 nChanged 4 SP:Iteration 3Q (55.064359 sec): 3 clusters Score: Raw -8249.215507 + Penalty 1026.769031 = -7222.446476 nChanged 2 SP:Iteration 4Q (55.064825 sec): 3 clusters Score: Raw -8252.947213 + Penalty 1030.755518 = -7222.191695 nChanged 2 SP:Iteration 5F (55.065322 sec): 3 clusters Score: Raw -8256.232873 + Penalty 1035.072661 = -7221.160212 nChanged 2 SP:Iteration 6F (55.065811 sec): 3 clusters Score: Raw -8258.265516 + Penalty 1038.701435 = -7219.564081 nChanged 2 SP:Iteration 7F (55.066309 sec): 3 clusters Score: Raw -8260.239504 + Penalty 1041.119478 = -7219.120025 nChanged 2 SP:Iteration 8F (55.066800 sec): 3 clusters Score: Raw -8262.117992 + Penalty 1045.337834 = -7216.780158 nChanged 2 SP:Iteration 9F (55.067287 sec): 3 clusters Score: Raw -8263.028584 + Penalty 1045.337834 = -7217.690750 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 51 (321 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.069069 sec): 2 clusters Score: Raw -17599.727180 + Penalty 598.149578 = -17001.577602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.069930 sec): 3 clusters Score: Raw -17488.034815 + Penalty 1198.396666 = -16289.638149 nChanged 72 SP:Iteration 1F (55.070745 sec): 3 clusters Score: Raw -17554.166279 + Penalty 1198.312899 = -16355.853379 nChanged 15 SP:Iteration 2Q (55.071554 sec): 3 clusters Score: Raw -17580.466780 + Penalty 1197.698298 = -16382.768481 nChanged 10 SP:Iteration 3Q (55.072360 sec): 3 clusters Score: Raw -17594.219616 + Penalty 1197.707717 = -16396.511899 nChanged 4 SP:Iteration 4Q (55.073172 sec): 3 clusters Score: Raw -17597.205819 + Penalty 1198.404781 = -16398.801037 nChanged 3 SP:Iteration 5Q (55.073975 sec): 3 clusters Score: Raw -17599.539978 + Penalty 1198.725134 = -16400.814844 nChanged 2 SP:Iteration 6Q (55.074761 sec): 3 clusters Score: Raw -17600.776986 + Penalty 1199.353317 = -16401.423669 nChanged 2 SP:Iteration 7Q (55.075535 sec): 3 clusters Score: Raw -17602.862726 + Penalty 1199.609656 = -16403.253069 nChanged 1 SP:Iteration 8Q (55.076309 sec): 3 clusters Score: Raw -17603.470858 + Penalty 1199.416676 = -16404.054182 nChanged 1 SP:Iteration 9Q (55.077083 sec): 3 clusters Score: Raw -17604.171196 + Penalty 1199.113315 = -16405.057880 nChanged 1 SP:Iteration 10F (55.077844 sec): 3 clusters Score: Raw -17608.943211 + Penalty 1199.708644 = -16409.234567 nChanged 1 SP:Iteration 11Q (55.078592 sec): 3 clusters Score: Raw -17611.063057 + Penalty 1200.052967 = -16411.010090 nChanged 1 SP:Iteration 12Q (55.079338 sec): 3 clusters Score: Raw -17611.494781 + Penalty 1200.201193 = -16411.293588 nChanged 1 SP:Iteration 13Q (55.080086 sec): 3 clusters Score: Raw -17612.303851 + Penalty 1199.909143 = -16412.394708 nChanged 1 SP:Iteration 14Q (55.080836 sec): 3 clusters Score: Raw -17614.309832 + Penalty 1199.783524 = -16414.526307 nChanged 1 SP:Iteration 15Q (55.081610 sec): 3 clusters Score: Raw -17614.795752 + Penalty 1199.457300 = -16415.338452 nChanged 2 SP:Iteration 16Q (55.082354 sec): 3 clusters Score: Raw -17615.796872 + Penalty 1199.315659 = -16416.481213 nChanged 2 SP:Iteration 17Q (55.083098 sec): 3 clusters Score: Raw -17617.248501 + Penalty 1198.747527 = -16418.500974 nChanged 3 SP:Iteration 18Q (55.083842 sec): 3 clusters Score: Raw -17620.897938 + Penalty 1199.121394 = -16421.776543 nChanged 3 SP:Iteration 19Q (55.084586 sec): 3 clusters Score: Raw -17623.331876 + Penalty 1199.476546 = -16423.855331 nChanged 1 SP:Iteration 20F (55.085341 sec): 3 clusters Score: Raw -17623.697290 + Penalty 1199.573139 = -16424.124150 nChanged 3 SP:Iteration 21Q (55.086086 sec): 3 clusters Score: Raw -17623.998475 + Penalty 1199.573139 = -16424.425335 nChanged 0 SP:Iteration 22F (55.086841 sec): 3 clusters Score: Raw -17623.998475 + Penalty 1199.573139 = -16424.425335 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 52 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.087800 sec): 2 clusters Score: Raw -100.824305 + Penalty 55.021295 = -45.803010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.088014 sec): 3 clusters Score: Raw -96.674598 + Penalty 110.042590 = 13.367992 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 57 (73 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.088996 sec): 2 clusters Score: Raw -3330.156579 + Penalty 548.615295 = -2781.541284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.089338 sec): 3 clusters Score: Raw -3438.786684 + Penalty 1098.295694 = -2340.490991 nChanged 3 SP:Iteration 1Q (55.089666 sec): 3 clusters Score: Raw -3452.603633 + Penalty 1098.295694 = -2354.307940 nChanged 0 SP:Iteration 2F (55.090002 sec): 3 clusters Score: Raw -3452.603633 + Penalty 1098.295694 = -2354.307940 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 58 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.090800 sec): 2 clusters Score: Raw -794.764502 + Penalty 284.806265 = -509.958238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.091033 sec): 3 clusters Score: Raw -801.476645 + Penalty 574.310233 = -227.166411 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 59 (73 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.091956 sec): 2 clusters Score: Raw -3487.333122 + Penalty 346.799777 = -3140.533345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.092303 sec): 3 clusters Score: Raw -3493.757576 + Penalty 693.295637 = -2800.461938 nChanged 8 SP:Iteration 1F (55.092647 sec): 3 clusters Score: Raw -3512.520952 + Penalty 696.282395 = -2816.238557 nChanged 4 SP:Iteration 2F (55.092988 sec): 3 clusters Score: Raw -3520.214674 + Penalty 696.769616 = -2823.445058 nChanged 2 SP:Iteration 3Q (55.093317 sec): 3 clusters Score: Raw -3523.842497 + Penalty 696.769616 = -2827.072881 nChanged 0 SP:Iteration 4F (55.093658 sec): 3 clusters Score: Raw -3523.842497 + Penalty 696.769616 = -2827.072881 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 61 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.094439 sec): 2 clusters Score: Raw -367.702668 + Penalty 182.817232 = -184.885437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.094660 sec): 3 clusters Score: Raw -377.181313 + Penalty 374.914596 = -2.266717 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 62 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.095546 sec): 2 clusters Score: Raw -3130.399192 + Penalty 445.537168 = -2684.862024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.095861 sec): 3 clusters Score: Raw -3160.521041 + Penalty 888.483038 = -2272.038003 nChanged 2 SP:Iteration 1Q (55.096187 sec): 3 clusters Score: Raw -3163.444975 + Penalty 889.126012 = -2274.318963 nChanged 1 SP:Iteration 2Q (55.096487 sec): 3 clusters Score: Raw -3167.902902 + Penalty 889.909820 = -2277.993082 nChanged 1 SP:Iteration 3Q (55.096786 sec): 3 clusters Score: Raw -3170.431240 + Penalty 889.909820 = -2280.521420 nChanged 0 SP:Iteration 4F (55.097099 sec): 3 clusters Score: Raw -3170.431240 + Penalty 889.909820 = -2280.521420 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 63 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.097884 sec): 2 clusters Score: Raw -424.326179 + Penalty 154.692802 = -269.633377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.098107 sec): 3 clusters Score: Raw -442.858904 + Penalty 313.448556 = -129.410348 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 65 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.098853 sec): 2 clusters Score: Raw -189.994225 + Penalty 83.050608 = -106.943617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.099063 sec): 3 clusters Score: Raw -190.812488 + Penalty 166.101216 = -24.711272 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 66 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.099818 sec): 2 clusters Score: Raw -367.677611 + Penalty 173.587423 = -194.090188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.100039 sec): 3 clusters Score: Raw -370.210543 + Penalty 345.820515 = -24.390027 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 67 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.100788 sec): 2 clusters Score: Raw -330.565673 + Penalty 181.093275 = -149.472398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.101004 sec): 3 clusters Score: Raw -326.757990 + Penalty 356.721369 = 29.963379 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 68 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.101750 sec): 2 clusters Score: Raw -316.408988 + Penalty 171.241826 = -145.167162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.101967 sec): 3 clusters Score: Raw -320.603716 + Penalty 345.468053 = 24.864338 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 69 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.103148 sec): 2 clusters Score: Raw -8581.236458 + Penalty 306.924510 = -8274.311948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.103683 sec): 3 clusters Score: Raw -8515.816075 + Penalty 615.775448 = -7900.040627 nChanged 38 SP:Iteration 1F (55.104212 sec): 3 clusters Score: Raw -8551.586271 + Penalty 618.821496 = -7932.764776 nChanged 13 SP:Iteration 2F (55.104734 sec): 3 clusters Score: Raw -8561.400123 + Penalty 622.429905 = -7938.970219 nChanged 7 SP:Iteration 3Q (55.105248 sec): 3 clusters Score: Raw -8565.709954 + Penalty 625.811583 = -7939.898372 nChanged 8 SP:Iteration 4Q (55.105766 sec): 3 clusters Score: Raw -8576.950720 + Penalty 638.027863 = -7938.922857 nChanged 13 SP:Iteration 5F (55.106288 sec): 3 clusters Score: Raw -8590.733626 + Penalty 637.661673 = -7953.071954 nChanged 7 SP:Iteration 6Q (55.106803 sec): 3 clusters Score: Raw -8598.923980 + Penalty 639.852734 = -7959.071246 nChanged 3 SP:Iteration 7Q (55.107336 sec): 3 clusters Score: Raw -8603.781686 + Penalty 643.753033 = -7960.028653 nChanged 2 SP:Iteration 8Q (55.107849 sec): 3 clusters Score: Raw -8604.688157 + Penalty 645.485743 = -7959.202414 nChanged 1 SP:Iteration 9F (55.108370 sec): 3 clusters Score: Raw -8604.878852 + Penalty 644.819738 = -7960.059113 nChanged 3 SP:Iteration 10F (55.108913 sec): 3 clusters Score: Raw -8607.033905 + Penalty 641.476297 = -7965.557607 nChanged 3 SP:Iteration 11Q (55.109424 sec): 3 clusters Score: Raw -8610.245529 + Penalty 647.592633 = -7962.652895 nChanged 4 SP:Iteration 12F (55.109946 sec): 3 clusters Score: Raw -8617.573590 + Penalty 655.756717 = -7961.816873 nChanged 2 SP:Iteration 13F (55.110466 sec): 3 clusters Score: Raw -8619.956519 + Penalty 668.508053 = -7951.448465 nChanged 3 SP:Iteration 14F (55.110985 sec): 3 clusters Score: Raw -8624.736810 + Penalty 668.508053 = -7956.228757 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 70 (71 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.112009 sec): 2 clusters Score: Raw -3010.902580 + Penalty 269.818240 = -2741.084340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.112347 sec): 3 clusters Score: Raw -3040.893496 + Penalty 537.302629 = -2503.590867 nChanged 11 SP:Iteration 1F (55.112680 sec): 3 clusters Score: Raw -3064.029660 + Penalty 538.345629 = -2525.684031 nChanged 1 SP:Iteration 2Q (55.113003 sec): 3 clusters Score: Raw -3068.893334 + Penalty 538.345629 = -2530.547705 nChanged 0 SP:Iteration 3F (55.113334 sec): 3 clusters Score: Raw -3068.893334 + Penalty 538.345629 = -2530.547705 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 71 (554 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.115665 sec): 2 clusters Score: Raw -32681.636318 + Penalty 733.397082 = -31948.239236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.116900 sec): 3 clusters Score: Raw -32438.230602 + Penalty 1466.301530 = -30971.929072 nChanged 153 SP:Iteration 1F (55.118074 sec): 3 clusters Score: Raw -32555.943053 + Penalty 1464.786446 = -31091.156607 nChanged 37 SP:Iteration 2F (55.119234 sec): 3 clusters Score: Raw -32589.432985 + Penalty 1463.724385 = -31125.708600 nChanged 21 SP:Iteration 3Q (55.120409 sec): 3 clusters Score: Raw -32604.354073 + Penalty 1461.554784 = -31142.799289 nChanged 13 SP:Iteration 4Q (55.121567 sec): 3 clusters Score: Raw -32614.428444 + Penalty 1459.410814 = -31155.017629 nChanged 16 SP:Iteration 5Q (55.122723 sec): 3 clusters Score: Raw -32624.922744 + Penalty 1457.297837 = -31167.624907 nChanged 17 SP:Iteration 6Q (55.123877 sec): 3 clusters Score: Raw -32639.958981 + Penalty 1455.712765 = -31184.246216 nChanged 11 SP:Iteration 7Q (55.125031 sec): 3 clusters Score: Raw -32649.644108 + Penalty 1455.623854 = -31194.020254 nChanged 12 SP:Iteration 8Q (55.126185 sec): 3 clusters Score: Raw -32663.570282 + Penalty 1455.114282 = -31208.456000 nChanged 14 SP:Iteration 9Q (55.127338 sec): 3 clusters Score: Raw -32673.690316 + Penalty 1453.463780 = -31220.226536 nChanged 10 SP:Iteration 10F (55.128495 sec): 3 clusters Score: Raw -32679.321023 + Penalty 1452.768096 = -31226.552927 nChanged 3 SP:Iteration 11Q (55.129650 sec): 3 clusters Score: Raw -32680.810353 + Penalty 1452.101148 = -31228.709205 nChanged 4 SP:Iteration 12Q (55.130801 sec): 3 clusters Score: Raw -32682.457903 + Penalty 1451.912511 = -31230.545392 nChanged 3 SP:Iteration 13Q (55.131953 sec): 3 clusters Score: Raw -32685.592882 + Penalty 1450.451465 = -31235.141417 nChanged 3 SP:Iteration 14Q (55.133102 sec): 3 clusters Score: Raw -32687.272968 + Penalty 1450.352235 = -31236.920732 nChanged 1 SP:Iteration 15Q (55.134285 sec): 3 clusters Score: Raw -32688.314023 + Penalty 1449.775063 = -31238.538960 nChanged 1 SP:Iteration 16Q (55.135442 sec): 3 clusters Score: Raw -32688.980426 + Penalty 1449.775063 = -31239.205363 nChanged 0 SP:Iteration 17F (55.136625 sec): 3 clusters Score: Raw -32688.980426 + Penalty 1449.775063 = -31239.205363 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 72 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.137597 sec): 2 clusters Score: Raw -925.803325 + Penalty 322.440865 = -603.362460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.137884 sec): 3 clusters Score: Raw -971.558149 + Penalty 658.309915 = -313.248234 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 74 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.138744 sec): 2 clusters Score: Raw -1532.963651 + Penalty 208.748870 = -1324.214781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.139034 sec): 3 clusters Score: Raw -1564.387736 + Penalty 419.794627 = -1144.593110 nChanged 3 SP:Iteration 1F (55.139319 sec): 3 clusters Score: Raw -1573.933748 + Penalty 420.065427 = -1153.868321 nChanged 1 SP:Iteration 2Q (55.139598 sec): 3 clusters Score: Raw -1576.544921 + Penalty 420.065427 = -1156.479494 nChanged 0 SP:Iteration 3F (55.139881 sec): 3 clusters Score: Raw -1576.544921 + Penalty 420.065427 = -1156.479494 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 75 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.140686 sec): 2 clusters Score: Raw -1106.285237 + Penalty 296.698267 = -809.586969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.140935 sec): 3 clusters Score: Raw -1131.991168 + Penalty 594.526235 = -537.464933 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 76 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.141704 sec): 2 clusters Score: Raw -563.694071 + Penalty 228.580155 = -335.113916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.141929 sec): 3 clusters Score: Raw -567.212717 + Penalty 461.408424 = -105.804292 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 79 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.143440 sec): 2 clusters Score: Raw -17205.556074 + Penalty 744.773999 = -16460.782074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.144187 sec): 3 clusters Score: Raw -17110.079244 + Penalty 1490.473392 = -15619.605852 nChanged 54 SP:Iteration 1F (55.144892 sec): 3 clusters Score: Raw -17176.816857 + Penalty 1491.034155 = -15685.782701 nChanged 16 SP:Iteration 2F (55.145601 sec): 3 clusters Score: Raw -17204.185223 + Penalty 1491.184764 = -15713.000460 nChanged 7 SP:Iteration 3Q (55.146296 sec): 3 clusters Score: Raw -17214.184386 + Penalty 1491.349274 = -15722.835112 nChanged 1 SP:Iteration 4Q (55.146989 sec): 3 clusters Score: Raw -17215.391996 + Penalty 1491.349274 = -15724.042722 nChanged 0 SP:Iteration 5F (55.147687 sec): 3 clusters Score: Raw -17215.391996 + Penalty 1491.349274 = -15724.042722 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 84 (118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.148866 sec): 2 clusters Score: Raw -6366.215868 + Penalty 695.593189 = -5670.622679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.149285 sec): 3 clusters Score: Raw -6411.191042 + Penalty 1391.175912 = -5020.015130 nChanged 10 SP:Iteration 1F (55.149702 sec): 3 clusters Score: Raw -6429.033724 + Penalty 1391.208106 = -5037.825618 nChanged 4 SP:Iteration 2Q (55.150101 sec): 3 clusters Score: Raw -6440.025311 + Penalty 1391.208106 = -5048.817205 nChanged 0 SP:Iteration 3F (55.150512 sec): 3 clusters Score: Raw -6440.025311 + Penalty 1391.208106 = -5048.817205 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 85 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.151345 sec): 2 clusters Score: Raw -1031.324734 + Penalty 297.091852 = -734.232882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.151596 sec): 3 clusters Score: Raw -1053.363078 + Penalty 591.616627 = -461.746452 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 88 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.152427 sec): 2 clusters Score: Raw -1243.911622 + Penalty 320.899417 = -923.012205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.152681 sec): 3 clusters Score: Raw -1267.090417 + Penalty 648.206602 = -618.883816 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 89 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.153489 sec): 2 clusters Score: Raw -1260.949617 + Penalty 358.393375 = -902.556242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.153743 sec): 3 clusters Score: Raw -1305.016744 + Penalty 716.786751 = -588.229994 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 90 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.154518 sec): 2 clusters Score: Raw -776.390809 + Penalty 231.798572 = -544.592237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.154756 sec): 3 clusters Score: Raw -779.385294 + Penalty 465.516125 = -313.869168 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 94 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.155498 sec): 2 clusters Score: Raw -151.282264 + Penalty 71.554371 = -79.727893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.155693 sec): 2 clusters Score: Raw -151.282264 + Penalty 71.554371 = -79.727893 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 96 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.156437 sec): 2 clusters Score: Raw -208.678510 + Penalty 117.356365 = -91.322145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.156651 sec): 3 clusters Score: Raw -203.314319 + Penalty 273.183446 = 69.869127 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 97 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.157391 sec): 2 clusters Score: Raw -99.217322 + Penalty 39.630434 = -59.586889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.157592 sec): 3 clusters Score: Raw -95.215403 + Penalty 79.260867 = -15.954536 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 100 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.158339 sec): 2 clusters Score: Raw -267.005603 + Penalty 144.979428 = -122.026175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.158555 sec): 3 clusters Score: Raw -265.453427 + Penalty 293.879509 = 28.426082 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 101 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.159390 sec): 2 clusters Score: Raw -2083.284926 + Penalty 415.076969 = -1668.207957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.159673 sec): 3 clusters Score: Raw -2122.186681 + Penalty 827.023393 = -1295.163287 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 102 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.160499 sec): 2 clusters Score: Raw -1631.644735 + Penalty 397.910640 = -1233.734095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.160766 sec): 3 clusters Score: Raw -1715.276566 + Penalty 789.980319 = -925.296247 nChanged 1 SP:Iteration 1Q (55.161019 sec): 3 clusters Score: Raw -1717.381497 + Penalty 789.980319 = -927.401178 nChanged 0 SP:Iteration 2F (55.161282 sec): 3 clusters Score: Raw -1717.381497 + Penalty 789.980319 = -927.401178 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 103 (117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.162360 sec): 2 clusters Score: Raw -6227.503114 + Penalty 659.904932 = -5567.598183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.162805 sec): 3 clusters Score: Raw -6286.431058 + Penalty 1317.809261 = -4968.621798 nChanged 10 SP:Iteration 1F (55.163223 sec): 3 clusters Score: Raw -6311.593591 + Penalty 1316.743241 = -4994.850350 nChanged 3 SP:Iteration 2Q (55.163623 sec): 3 clusters Score: Raw -6319.088364 + Penalty 1316.743241 = -5002.345122 nChanged 0 SP:Iteration 3F (55.164039 sec): 3 clusters Score: Raw -6319.088364 + Penalty 1316.743241 = -5002.345122 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 105 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.164912 sec): 2 clusters Score: Raw -2040.057129 + Penalty 409.413905 = -1630.643225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.165194 sec): 3 clusters Score: Raw -2071.170559 + Penalty 817.363438 = -1253.807121 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 117 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.165962 sec): 2 clusters Score: Raw -581.289623 + Penalty 239.459036 = -341.830587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.166189 sec): 3 clusters Score: Raw -577.710291 + Penalty 483.010361 = -94.699931 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 120 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.166944 sec): 2 clusters Score: Raw -341.985542 + Penalty 104.783356 = -237.202186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.167166 sec): 3 clusters Score: Raw -353.587709 + Penalty 205.116720 = -148.470989 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 123 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.167942 sec): 2 clusters Score: Raw -828.584194 + Penalty 258.439272 = -570.144921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.168179 sec): 3 clusters Score: Raw -855.880597 + Penalty 516.878544 = -339.002053 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 125 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.168934 sec): 2 clusters Score: Raw -441.723463 + Penalty 217.547874 = -224.175589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.169155 sec): 3 clusters Score: Raw -443.284898 + Penalty 435.095748 = -8.189149 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 127 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.169908 sec): 2 clusters Score: Raw -315.679911 + Penalty 180.844187 = -134.835724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.170125 sec): 3 clusters Score: Raw -316.868949 + Penalty 353.499791 = 36.630841 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 128 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.170864 sec): 2 clusters Score: Raw -105.543887 + Penalty 70.462304 = -35.081582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.171058 sec): 2 clusters Score: Raw -105.543887 + Penalty 70.462304 = -35.081582 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 129 (184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.172307 sec): 2 clusters Score: Raw -10315.144068 + Penalty 705.226431 = -9609.917637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.172869 sec): 3 clusters Score: Raw -10335.804625 + Penalty 1409.198216 = -8926.606408 nChanged 40 SP:Iteration 1F (55.173426 sec): 3 clusters Score: Raw -10418.624435 + Penalty 1409.719554 = -9008.904881 nChanged 5 SP:Iteration 2Q (55.173949 sec): 3 clusters Score: Raw -10429.034923 + Penalty 1409.635934 = -9019.398989 nChanged 2 SP:Iteration 3Q (55.174494 sec): 3 clusters Score: Raw -10432.422428 + Penalty 1410.452862 = -9021.969566 nChanged 1 SP:Iteration 4Q (55.175014 sec): 3 clusters Score: Raw -10432.950801 + Penalty 1410.452862 = -9022.497939 nChanged 0 SP:Iteration 5F (55.175559 sec): 3 clusters Score: Raw -10432.950801 + Penalty 1410.452862 = -9022.497939 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 134 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.176480 sec): 2 clusters Score: Raw -1183.815236 + Penalty 346.971100 = -836.844136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.176729 sec): 3 clusters Score: Raw -1214.291935 + Penalty 690.672320 = -523.619615 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 135 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.177492 sec): 2 clusters Score: Raw -411.423227 + Penalty 196.398418 = -215.024809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.177715 sec): 3 clusters Score: Raw -421.365018 + Penalty 382.914238 = -38.450780 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 139 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.178460 sec): 2 clusters Score: Raw -168.051193 + Penalty 102.179119 = -65.872074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.178670 sec): 3 clusters Score: Raw -158.607653 + Penalty 210.278396 = 51.670743 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 142 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.179410 sec): 2 clusters Score: Raw -50.382140 + Penalty 0.000000 = -50.382140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.179604 sec): 2 clusters Score: Raw -50.382140 + Penalty 0.000000 = -50.382140 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 148 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.180352 sec): 2 clusters Score: Raw -290.628143 + Penalty 161.123772 = -129.504371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.180569 sec): 3 clusters Score: Raw -281.097926 + Penalty 314.056091 = 32.958165 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 149 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.181324 sec): 2 clusters Score: Raw -488.692190 + Penalty 234.363747 = -254.328443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.181548 sec): 3 clusters Score: Raw -495.615443 + Penalty 454.175456 = -41.439988 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 150 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.182334 sec): 2 clusters Score: Raw -1081.458325 + Penalty 322.487924 = -758.970401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.182581 sec): 3 clusters Score: Raw -1112.274220 + Penalty 644.975849 = -467.298372 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 156 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.183349 sec): 2 clusters Score: Raw -682.099715 + Penalty 273.472036 = -408.627679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.183581 sec): 3 clusters Score: Raw -711.487684 + Penalty 545.341535 = -166.146149 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 161 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.184329 sec): 2 clusters Score: Raw -315.832646 + Penalty 160.453576 = -155.379070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.184543 sec): 3 clusters Score: Raw -310.633954 + Penalty 322.423484 = 11.789530 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 166 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.185318 sec): 2 clusters Score: Raw -424.643763 + Penalty 195.692337 = -228.951426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.185540 sec): 3 clusters Score: Raw -429.486401 + Penalty 391.384673 = -38.101728 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 167 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.186305 sec): 2 clusters Score: Raw -630.233054 + Penalty 257.157145 = -373.075909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.186534 sec): 3 clusters Score: Raw -636.396066 + Penalty 516.871854 = -119.524213 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 168 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.187281 sec): 2 clusters Score: Raw -258.201957 + Penalty 134.775903 = -123.426054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.187480 sec): 2 clusters Score: Raw -258.201957 + Penalty 134.775903 = -123.426054 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 170 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.188214 sec): 2 clusters Score: Raw -45.417882 + Penalty 0.000000 = -45.417882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.188402 sec): 2 clusters Score: Raw -45.417882 + Penalty 0.000000 = -45.417882 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 171 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.189162 sec): 2 clusters Score: Raw -608.514542 + Penalty 258.766024 = -349.748518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.189389 sec): 3 clusters Score: Raw -624.161022 + Penalty 518.961425 = -105.199597 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 178 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.190152 sec): 2 clusters Score: Raw -499.271530 + Penalty 206.911002 = -292.360528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.190379 sec): 3 clusters Score: Raw -524.280549 + Penalty 413.822003 = -110.458546 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 180 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.191118 sec): 2 clusters Score: Raw -49.391118 + Penalty 0.000000 = -49.391118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.191308 sec): 2 clusters Score: Raw -49.391118 + Penalty 0.000000 = -49.391118 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 193 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.192050 sec): 2 clusters Score: Raw -237.408331 + Penalty 141.817631 = -95.590700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.192247 sec): 2 clusters Score: Raw -237.408331 + Penalty 141.817631 = -95.590700 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 195 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.193027 sec): 2 clusters Score: Raw -792.249566 + Penalty 84.398321 = -707.851245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.193263 sec): 3 clusters Score: Raw -798.296999 + Penalty 173.087206 = -625.209793 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 199 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.194026 sec): 2 clusters Score: Raw -560.776214 + Penalty 248.569401 = -312.206812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.194254 sec): 3 clusters Score: Raw -562.046291 + Penalty 492.874602 = -69.171690 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 206 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.195077 sec): 2 clusters Score: Raw -1287.635825 + Penalty 294.543339 = -993.092486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.195332 sec): 3 clusters Score: Raw -1304.169551 + Penalty 586.912665 = -717.256886 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 207 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.196096 sec): 2 clusters Score: Raw -442.361493 + Penalty 197.531487 = -244.830006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.196319 sec): 3 clusters Score: Raw -464.289156 + Penalty 393.521070 = -70.768086 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 211 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.197168 sec): 2 clusters Score: Raw -1859.492202 + Penalty 117.159106 = -1742.333095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.197456 sec): 3 clusters Score: Raw -1859.699513 + Penalty 267.477988 = -1592.221525 nChanged 3 SP:Iteration 1F (55.197738 sec): 3 clusters Score: Raw -1864.455874 + Penalty 264.826956 = -1599.628918 nChanged 1 SP:Iteration 2Q (55.198018 sec): 3 clusters Score: Raw -1865.043541 + Penalty 264.826956 = -1600.216585 nChanged 0 SP:Iteration 3F (55.198299 sec): 3 clusters Score: Raw -1865.043541 + Penalty 264.826956 = -1600.216585 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 223 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.199045 sec): 2 clusters Score: Raw -132.186009 + Penalty 30.170836 = -102.015172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.199245 sec): 3 clusters Score: Raw -131.838959 + Penalty 73.850956 = -57.988003 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 225 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.199990 sec): 2 clusters Score: Raw -225.862165 + Penalty 139.424837 = -86.437328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.200204 sec): 3 clusters Score: Raw -218.591247 + Penalty 279.474262 = 60.883015 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 229 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.200940 sec): 2 clusters Score: Raw -133.321973 + Penalty 27.700566 = -105.621406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.201141 sec): 3 clusters Score: Raw -132.707309 + Penalty 69.155872 = -63.551437 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 230 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.201884 sec): 2 clusters Score: Raw -209.096347 + Penalty 134.569719 = -74.526628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.202096 sec): 3 clusters Score: Raw -211.336761 + Penalty 269.139437 = 57.802676 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 231 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.202881 sec): 2 clusters Score: Raw -881.808116 + Penalty 144.223558 = -737.584558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.203126 sec): 3 clusters Score: Raw -893.299814 + Penalty 292.458545 = -600.841269 nChanged 1 SP:Iteration 1Q (55.203364 sec): 3 clusters Score: Raw -896.400618 + Penalty 292.458545 = -603.942073 nChanged 0 SP:Iteration 2F (55.203605 sec): 3 clusters Score: Raw -896.400618 + Penalty 292.458545 = -603.942073 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 234 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.204385 sec): 2 clusters Score: Raw -702.655440 + Penalty 96.516633 = -606.138807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.204641 sec): 3 clusters Score: Raw -725.287185 + Penalty 194.813323 = -530.473862 nChanged 1 SP:Iteration 1F (55.204876 sec): 3 clusters Score: Raw -727.602544 + Penalty 194.813323 = -532.789220 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 235 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.205623 sec): 2 clusters Score: Raw -100.423876 + Penalty 58.051076 = -42.372800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.205815 sec): 2 clusters Score: Raw -100.423876 + Penalty 58.051076 = -42.372800 nChanged 0 Deleting Class 134 (21 points): Lose 125.490113 but Gain 1153.494334 Iteration 119Q (55.332081 sec): 113 clusters Score: Raw -1148062.698945 + Penalty 105280.706701 = -1042781.992245 nChanged 24 Deleting Class 193 (4 points): Lose 11.140873 but Gain 1035.418955 Iteration 120F (56.647140 sec): 112 clusters Score: Raw -1148085.239494 + Penalty 104253.529851 = -1043831.709643 nChanged 9 Deleting Class 128 (2 points): Lose 8.490513 but Gain 1028.898945 Iteration 121Q (56.764398 sec): 111 clusters Score: Raw -1148083.052152 + Penalty 103240.635974 = -1044842.416178 nChanged 6 Deleting Class 21 (7 points): Lose 12.733754 but Gain 1032.339016 Iteration 122Q (56.881186 sec): 110 clusters Score: Raw -1148077.030259 + Penalty 102218.521885 = -1045858.508375 nChanged 11 Deleting Class 89 (24 points): Lose 122.722299 but Gain 1141.405774 Iteration 123Q (56.997896 sec): 109 clusters Score: Raw -1147967.761030 + Penalty 101108.121778 = -1046859.639252 nChanged 27 Deleting Class 117 (10 points): Lose 34.667512 but Gain 1052.584285 Iteration 124Q (57.116566 sec): 108 clusters Score: Raw -1147984.440648 + Penalty 100078.365827 = -1047906.074821 nChanged 15 Deleting Class 199 (10 points): Lose 75.443145 but Gain 1092.630498 Iteration 125Q (57.233537 sec): 107 clusters Score: Raw -1147927.187294 + Penalty 98988.820407 = -1048938.366888 nChanged 15 Deleting Class 167 (11 points): Lose 68.544332 but Gain 1085.449756 Iteration 126Q (57.344421 sec): 106 clusters Score: Raw -1147880.704864 + Penalty 97935.668843 = -1049945.036021 nChanged 16 Deleting Class 24 (84 points): Lose 258.876349 but Gain 1276.409175 Iteration 127Q (57.455114 sec): 105 clusters Score: Raw -1147645.664923 + Penalty 96701.008996 = -1050944.655928 nChanged 90 Deleting Class 58 (14 points): Lose 77.748492 but Gain 1092.300303 Iteration 128Q (57.569067 sec): 104 clusters Score: Raw -1147700.420880 + Penalty 95632.986138 = -1052067.434742 nChanged 32 Deleting Class 171 (11 points): Lose 82.297091 but Gain 1092.240766 Iteration 129Q (57.679630 sec): 103 clusters Score: Raw -1147656.905922 + Penalty 94590.240269 = -1053066.665653 nChanged 22 Deleting Class 105 (38 points): Lose 129.397767 but Gain 1139.175512 Iteration 130F (58.856037 sec): 102 clusters Score: Raw -1147563.866191 + Penalty 93510.259729 = -1054053.606462 nChanged 49 Deleting Class 225 (4 points): Lose 8.215942 but Gain 1017.949022 Iteration 131Q (58.967348 sec): 101 clusters Score: Raw -1147624.781888 + Penalty 92531.043185 = -1055093.738703 nChanged 29 Deleting Class 125 (8 points): Lose 54.939886 but Gain 1058.886641 Iteration 132Q (59.077374 sec): 100 clusters Score: Raw -1147596.942658 + Penalty 91560.100379 = -1056036.842279 nChanged 20 Deleting Class 156 (13 points): Lose 78.773088 but Gain 1079.134234 Iteration 133Q (59.185631 sec): 99 clusters Score: Raw -1147540.342812 + Penalty 90527.083574 = -1057013.259238 nChanged 22 Deleting Class 149 (9 points): Lose 80.067720 but Gain 1079.586205 Iteration 134Q (59.293983 sec): 98 clusters Score: Raw -1147495.404639 + Penalty 89490.514986 = -1058004.889653 nChanged 21 Deleting Class 32 (32 points): Lose 110.049389 but Gain 1113.395837 Iteration 135Q (59.403405 sec): 97 clusters Score: Raw -1147417.520939 + Penalty 88431.819935 = -1058985.701004 nChanged 46 Deleting Class 101 (38 points): Lose 145.952715 but Gain 1139.748535 Iteration 136Q (59.511939 sec): 96 clusters Score: Raw -1147328.832360 + Penalty 87401.328405 = -1059927.503955 nChanged 50 Deleting Class 148 (5 points): Lose 20.748344 but Gain 1013.273616 Iteration 137Q (59.620991 sec): 95 clusters Score: Raw -1147395.264835 + Penalty 86421.882984 = -1060973.381851 nChanged 28 Deleting Class 40 (5 points): Lose 17.476946 but Gain 1005.523068 Iteration 138Q (59.727296 sec): 94 clusters Score: Raw -1147409.566098 + Penalty 85443.749222 = -1061965.816876 nChanged 15 Deleting Class 67 (5 points): Lose 38.619854 but Gain 1109.260405 Iteration 139Q (59.833124 sec): 93 clusters Score: Raw -1147388.637746 + Penalty 84474.465421 = -1062914.172325 nChanged 15 Deleting Class 72 (19 points): Lose 121.954035 but Gain 1108.380457 Iteration 140F (60.897048 sec): 92 clusters Score: Raw -1147287.444502 + Penalty 83429.939097 = -1063857.505405 nChanged 31 Deleting Class 127 (6 points): Lose 48.760310 but Gain 1021.565424 Iteration 141Q (61.004408 sec): 91 clusters Score: Raw -1147301.488778 + Penalty 82444.373536 = -1064857.115242 nChanged 28 Deleting Class 102 (31 points): Lose 188.297718 but Gain 1154.591329 Iteration 142Q (61.111004 sec): 90 clusters Score: Raw -1147145.079415 + Penalty 81402.786148 = -1065742.293267 nChanged 53 Deleting Class 46 (5 points): Lose 41.442217 but Gain 1039.272238 Iteration 143Q (61.217367 sec): 89 clusters Score: Raw -1147201.153580 + Penalty 80446.281033 = -1066754.872547 nChanged 22 Deleting Class 14 (90 points): Lose 271.681695 but Gain 1239.124105 Iteration 144Q (61.322811 sec): 88 clusters Score: Raw -1146947.095345 + Penalty 79253.411056 = -1067693.684289 nChanged 102 Deleting Class 88 (23 points): Lose 70.953122 but Gain 1035.867638 Iteration 145Q (61.430811 sec): 87 clusters Score: Raw -1147033.416668 + Penalty 78273.016313 = -1068760.400355 nChanged 43 Deleting Class 25 (62 points): Lose 197.563405 but Gain 1158.143727 Iteration 146Q (61.538860 sec): 86 clusters Score: Raw -1146876.924224 + Penalty 77123.705550 = -1069753.218674 nChanged 71 Deleting Class 76 (10 points): Lose 45.055362 but Gain 1004.764250 Iteration 147Q (61.644798 sec): 85 clusters Score: Raw -1146912.471213 + Penalty 76120.565949 = -1070791.905265 nChanged 23 Deleting Class 150 (22 points): Lose 130.838698 but Gain 1088.524613 Iteration 148Q (61.748575 sec): 84 clusters Score: Raw -1146800.172832 + Penalty 75051.890003 = -1071748.282829 nChanged 31 Deleting Class 23 (13 points): Lose 69.880712 but Gain 1026.756741 Iteration 149Q (61.852008 sec): 83 clusters Score: Raw -1146778.767210 + Penalty 74066.420619 = -1072712.346591 nChanged 23 Deleting Class 230 (5 points): Lose 55.386254 but Gain 1007.012834 Iteration 150F (62.815251 sec): 82 clusters Score: Raw -1146755.235514 + Penalty 73070.060020 = -1073685.175494 nChanged 12 Deleting Class 85 (20 points): Lose 95.326636 but Gain 1045.093154 Iteration 151Q (62.917040 sec): 81 clusters Score: Raw -1146684.556464 + Penalty 72038.713537 = -1074645.842927 nChanged 25 Deleting Class 62 (57 points): Lose 177.613099 but Gain 1117.378226 Iteration 152Q (63.033656 sec): 80 clusters Score: Raw -1146537.843222 + Penalty 70949.273478 = -1075588.569743 nChanged 63 Deleting Class 68 (6 points): Lose 30.126523 but Gain 967.322932 Iteration 153Q (63.137459 sec): 79 clusters Score: Raw -1146594.684811 + Penalty 70022.030854 = -1076572.653957 nChanged 29 Deleting Class 139 (3 points): Lose 5.016296 but Gain 941.367158 Iteration 154Q (63.241274 sec): 78 clusters Score: Raw -1146611.844803 + Penalty 69102.217797 = -1077509.627006 nChanged 18 Deleting Class 61 (7 points): Lose 46.593411 but Gain 950.901837 Iteration 155Q (63.342276 sec): 77 clusters Score: Raw -1146574.326527 + Penalty 68161.073796 = -1078413.252731 nChanged 17 Deleting Class 166 (8 points): Lose 49.387717 but Gain 952.507589 Iteration 156Q (63.443961 sec): 76 clusters Score: Raw -1146544.175420 + Penalty 67219.628458 = -1079324.546963 nChanged 18 Deleting Class 84 (120 points): Lose 580.821565 but Gain 1480.707468 Iteration 157Q (63.543717 sec): 75 clusters Score: Raw -1145982.049971 + Penalty 66047.439172 = -1079934.610799 nChanged 136 Deleting Class 135 (8 points): Lose 64.684914 but Gain 955.944349 Iteration 158Q (63.647289 sec): 74 clusters Score: Raw -1146256.866130 + Penalty 64986.188813 = -1081270.677317 nChanged 51 Deleting Class 3 (72 points): Lose 211.862027 but Gain 1104.359682 Iteration 159Q (63.746537 sec): 73 clusters Score: Raw -1146116.759429 + Penalty 63658.578092 = -1082458.181338 nChanged 102 Deleting Class 123 (19 points): Lose 77.268406 but Gain 979.909256 Iteration 160F (64.591594 sec): 72 clusters Score: Raw -1146213.894722 + Penalty 62730.472140 = -1083483.422583 nChanged 57 Deleting Class 142 (1 points): Lose 6.879816 but Gain 893.187413 Iteration 161Q (64.690991 sec): 71 clusters Score: Raw -1146285.749917 + Penalty 61907.988698 = -1084377.761219 nChanged 36 Deleting Class 19 (142 points): Lose 254.048536 but Gain 1139.674523 Iteration 162Q (64.789192 sec): 70 clusters Score: Raw -1146074.772171 + Penalty 60819.940851 = -1085254.831321 nChanged 165 Deleting Class 100 (5 points): Lose 26.320587 but Gain 911.745222 Iteration 163Q (64.891285 sec): 69 clusters Score: Raw -1146271.960202 + Penalty 59960.686701 = -1086311.273501 nChanged 63 Deleting Class 20 (32 points): Lose 51.289911 but Gain 929.274311 Iteration 164Q (64.989817 sec): 68 clusters Score: Raw -1146278.794035 + Penalty 59090.361762 = -1087188.432274 nChanged 75 Deleting Class 161 (6 points): Lose 33.315845 but Gain 906.381502 Iteration 165Q (65.087536 sec): 67 clusters Score: Raw -1146379.900223 + Penalty 58229.481630 = -1088150.418593 nChanged 36 Deleting Class 18 (38 points): Lose 173.033353 but Gain 1044.594252 Iteration 166Q (65.184697 sec): 66 clusters Score: Raw -1146319.497016 + Penalty 57312.121025 = -1089007.375992 nChanged 72 Deleting Class 66 (7 points): Lose 35.918231 but Gain 902.894098 Iteration 167Q (65.281047 sec): 65 clusters Score: Raw -1146400.773901 + Penalty 56454.751538 = -1089946.022363 nChanged 31 Deleting Class 75 (22 points): Lose 124.646326 but Gain 989.019561 Iteration 168Q (65.376385 sec): 64 clusters Score: Raw -1146313.755224 + Penalty 55507.520867 = -1090806.234357 nChanged 40 Deleting Class 15 (65 points): Lose 208.085456 but Gain 1065.343930 Iteration 169Q (65.470887 sec): 63 clusters Score: Raw -1146153.829816 + Penalty 54470.453460 = -1091683.376356 nChanged 80 Deleting Class 206 (25 points): Lose 82.328602 but Gain 952.550237 Iteration 170F (66.205315 sec): 62 clusters Score: Raw -1146191.147444 + Penalty 53643.354465 = -1092547.792978 nChanged 52 Deleting Class 178 (10 points): Lose 58.254597 but Gain 909.513679 Iteration 171Q (66.299551 sec): 61 clusters Score: Raw -1146198.284467 + Penalty 52740.567072 = -1093457.717395 nChanged 23 Deleting Class 57 (71 points): Lose 438.626714 but Gain 1280.409471 Iteration 172Q (66.394405 sec): 60 clusters Score: Raw -1145788.642777 + Penalty 51461.126305 = -1094327.516471 nChanged 78 Deleting Class 96 (4 points): Lose 34.257610 but Gain 856.825798 Iteration 173Q (66.488399 sec): 59 clusters Score: Raw -1145929.851685 + Penalty 50612.962555 = -1095316.889130 nChanged 23 Deleting Class 180 (1 points): Lose 4.582848 but Gain 816.065274 Iteration 174Q (66.581577 sec): 58 clusters Score: Raw -1145948.919186 + Penalty 49795.692250 = -1096153.226936 nChanged 15 Deleting Class 207 (11 points): Lose 116.409636 but Gain 925.125800 Iteration 175Q (66.673833 sec): 57 clusters Score: Raw -1145849.627101 + Penalty 48866.379741 = -1096983.247360 nChanged 21 Deleting Class 168 (5 points): Lose 42.202505 but Gain 847.577394 Iteration 176Q (66.767167 sec): 56 clusters Score: Raw -1145850.483745 + Penalty 47989.679799 = -1097860.803946 nChanged 14 Deleting Class 90 (15 points): Lose 67.149162 but Gain 866.354002 Iteration 177Q (66.859839 sec): 55 clusters Score: Raw -1145811.451531 + Penalty 47132.622634 = -1098678.828896 nChanged 21 Deleting Class 52 (2 points): Lose 23.815791 but Gain 803.427494 Iteration 178Q (66.953124 sec): 54 clusters Score: Raw -1145819.226891 + Penalty 46331.340316 = -1099487.886575 nChanged 9 Deleting Class 43 (35 points): Lose 93.202050 but Gain 826.975973 Iteration 179Q (67.042541 sec): 53 clusters Score: Raw -1145736.567749 + Penalty 45493.782257 = -1100242.785491 nChanged 38 Deleting Class 34 (5 points): Lose 56.618694 but Gain 779.332322 Iteration 180F (67.659577 sec): 52 clusters Score: Raw -1145724.249627 + Penalty 44733.216441 = -1100991.033186 nChanged 14 Deleting Class 37 (9 points): Lose 16.981507 but Gain 738.217359 Iteration 181Q (67.749411 sec): 51 clusters Score: Raw -1145726.222382 + Penalty 43994.799740 = -1101731.422642 nChanged 16 Deleting Class 63 (10 points): Lose 50.225596 but Gain 724.279294 Iteration 182Q (67.837956 sec): 50 clusters Score: Raw -1145690.821036 + Penalty 43262.261840 = -1102428.559196 nChanged 17 Deleting Class 94 (3 points): Lose 12.869262 but Gain 659.224072 Iteration 183Q (67.927214 sec): 49 clusters Score: Raw -1145697.119356 + Penalty 42601.818179 = -1103095.301176 nChanged 10 Deleting Class 44 (22 points): Lose 123.322154 but Gain 763.930361 Iteration 184Q (68.014980 sec): 48 clusters Score: Raw -1145581.553843 + Penalty 41841.469455 = -1103740.084388 nChanged 27 Deleting Class 42 (9 points): Lose 59.503526 but Gain 669.804214 Iteration 185Q (68.102653 sec): 47 clusters Score: Raw -1145579.980684 + Penalty 41196.139626 = -1104383.841057 nChanged 18 Deleting Class 45 (32 points): Lose 160.909072 but Gain 765.508706 Iteration 186Q (68.189420 sec): 46 clusters Score: Raw -1145443.743902 + Penalty 40466.278383 = -1104977.465519 nChanged 37 Deleting Class 103 (130 points): Lose 815.502587 but Gain 1411.344111 Iteration 187Q (68.285533 sec): 45 clusters Score: Raw -1144695.044537 + Penalty 39115.030993 = -1105580.013544 nChanged 137 Deleting Class 65 (5 points): Lose 50.738810 but Gain 634.603973 Iteration 188Q (68.376654 sec): 44 clusters Score: Raw -1145027.024213 + Penalty 38487.692945 = -1106539.331268 nChanged 47 Deleting Class 170 (1 points): Lose 40.421214 but Gain 621.761723 Iteration 189Q (68.464825 sec): 43 clusters Score: Raw -1145064.714262 + Penalty 37862.847671 = -1107201.866591 nChanged 25 Deleting Class 97 (2 points): Lose 9.470659 but Gain 578.688303 Iteration 190F (68.967959 sec): 42 clusters Score: Raw -1145091.464626 + Penalty 37284.873525 = -1107806.591100 nChanged 19 Deleting Class 59 (163 points): Lose 795.524116 but Gain 1268.165639 Iteration 191Q (69.055091 sec): 41 clusters Score: Raw -1144310.471852 + Penalty 36225.838001 = -1108084.633851 nChanged 176 Deleting Class 31 (66 points): Lose 221.052473 but Gain 685.556783 Iteration 192Q (69.144660 sec): 40 clusters Score: Raw -1144617.918262 + Penalty 35533.100087 = -1109084.818175 nChanged 118 Deleting Class 12 (151 points): Lose 235.590807 but Gain 668.035679 Iteration 193Q (69.231775 sec): 39 clusters Score: Raw -1144566.092310 + Penalty 34851.867747 = -1109714.224563 nChanged 193 Deleting Class 231 (25 points): Lose 106.111357 but Gain 532.558743 Iteration 194Q (69.319375 sec): 38 clusters Score: Raw -1144678.131484 + Penalty 34337.624009 = -1110340.507475 nChanged 68 Deleting Class 30 (312 points): Lose 607.229611 but Gain 993.413828 Iteration 195Q (69.406338 sec): 37 clusters Score: Raw -1144150.429454 + Penalty 33342.996741 = -1110807.432713 nChanged 356 Deleting Class 120 (9 points): Lose 117.888878 but Gain 502.851697 Iteration 196Q (69.494934 sec): 36 clusters Score: Raw -1144556.404415 + Penalty 32682.459458 = -1111873.944958 nChanged 93 Deleting Class 70 (100 points): Lose 387.756468 but Gain 759.355371 Iteration 197Q (69.578997 sec): 35 clusters Score: Raw -1144240.606013 + Penalty 31959.205821 = -1112281.400192 nChanged 145 Deleting Class 51 (346 points): Lose 741.628389 but Gain 1083.894778 Iteration 198Q (69.662770 sec): 34 clusters Score: Raw -1143769.378787 + Penalty 30996.639895 = -1112772.738892 nChanged 431 Deleting Class 234 (19 points): Lose 110.151672 but Gain 421.463853 Iteration 199Q (69.749363 sec): 33 clusters Score: Raw -1144269.547733 + Penalty 30561.328196 = -1113708.219536 nChanged 141 Deleting Class 235 (46 points): Lose 441.260158 but Gain 747.207966 Iteration 200F (70.144992 sec): 32 clusters Score: Raw -1143920.772026 + Penalty 29800.935000 = -1114119.837026 nChanged 115 Deleting Class 195 (21 points): Lose 103.162758 but Gain 350.564847 Iteration 201Q (70.226516 sec): 31 clusters Score: Raw -1144062.189640 + Penalty 29427.477853 = -1114634.711786 nChanged 95 Deleting Class 223 (4 points): Lose 61.698470 but Gain 305.693847 Iteration 202Q (70.307803 sec): 30 clusters Score: Raw -1144097.681585 + Penalty 29138.174652 = -1114959.506932 nChanged 61 Deleting Class 229 (3 points): Lose 41.545436 but Gain 255.202860 Iteration 203Q (70.386789 sec): 29 clusters Score: Raw -1144112.094223 + Penalty 28877.788609 = -1115234.305615 nChanged 45 Deleting Class 211 (68 points): Lose 305.042097 but Gain 360.662015 Iteration 204Q (70.465566 sec): 28 clusters Score: Raw -1143825.631974 + Penalty 28461.813647 = -1115363.818327 nChanged 110 Deleting Class 47 (307 points): Lose 1588.608920 but Gain 1595.258645 Iteration 205Q (70.548603 sec): 27 clusters Score: Raw -1142419.474719 + Penalty 27116.094200 = -1115303.380520 nChanged 368 Iteration 206F (70.879350 sec): 27 clusters Score: Raw -1143152.999726 + Penalty 27136.101545 = -1116016.898181 nChanged 73 Iteration 207Q (70.961242 sec): 27 clusters Score: Raw -1143202.518841 + Penalty 27160.919352 = -1116041.599490 nChanged 52 Iteration 208Q (71.036031 sec): 27 clusters Score: Raw -1143239.665962 + Penalty 27188.075760 = -1116051.590202 nChanged 41 Iteration 209Q (71.118284 sec): 27 clusters Score: Raw -1143264.055606 + Penalty 27203.796741 = -1116060.258865 nChanged 40 Iteration 210F (71.444782 sec): 27 clusters Score: Raw -1143291.587961 + Penalty 27219.931151 = -1116071.656810 nChanged 23 Iteration 211Q (71.521646 sec): 27 clusters Score: Raw -1143307.632569 + Penalty 27232.577372 = -1116075.055196 nChanged 18 Iteration 212Q (71.598173 sec): 27 clusters Score: Raw -1143320.785115 + Penalty 27241.528903 = -1116079.256212 nChanged 27 Iteration 213Q (71.674133 sec): 27 clusters Score: Raw -1143335.689213 + Penalty 27259.217053 = -1116076.472159 nChanged 26 Iteration 214F (72.002419 sec): 27 clusters Score: Raw -1143351.018786 + Penalty 27281.963056 = -1116069.055730 nChanged 30 Iteration 215F (72.331991 sec): 27 clusters Score: Raw -1143367.264165 + Penalty 27295.039181 = -1116072.224984 nChanged 23 Iteration 216Q (72.420412 sec): 27 clusters Score: Raw -1143382.637887 + Penalty 27313.733951 = -1116068.903936 nChanged 22 Iteration 217F (72.755963 sec): 27 clusters Score: Raw -1143408.288891 + Penalty 27336.996919 = -1116071.291972 nChanged 27 Iteration 218Q (72.831727 sec): 27 clusters Score: Raw -1143444.513886 + Penalty 27371.659519 = -1116072.854367 nChanged 31 Writing temp clu file Memory request: 0.11 GB would take us to total of 0.23 GB. Compute initial score before splitting: Score: Raw -1143444.513886 + Penalty 27371.659519 = -1116072.854367Memory request: 0.05 GB would take us to total of 0.28 GB. Trying to split cluster 1 (10188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.926210 sec): 2 clusters Score: Raw -472839.559859 + Penalty 314.916863 = -472524.642996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.945104 sec): 3 clusters Score: Raw -466022.891122 + Penalty 613.777293 = -465409.113829 nChanged 4763 SP:Iteration 1F (72.963954 sec): 3 clusters Score: Raw -468955.453815 + Penalty 610.948676 = -468344.505139 nChanged 1890 SP:Iteration 2F (72.982206 sec): 3 clusters Score: Raw -470510.293527 + Penalty 633.225550 = -469877.067977 nChanged 917 SP:Iteration 3F (73.000462 sec): 3 clusters Score: Raw -471315.292093 + Penalty 659.561247 = -470655.730846 nChanged 540 SP:Iteration 4F (73.018719 sec): 3 clusters Score: Raw -471751.721549 + Penalty 683.506048 = -471068.215501 nChanged 399 SP:Iteration 5Q (73.037564 sec): 3 clusters Score: Raw -472092.879804 + Penalty 706.852656 = -471386.027147 nChanged 320 SP:Iteration 6Q (73.054932 sec): 3 clusters Score: Raw -472454.558813 + Penalty 720.747048 = -471733.811765 nChanged 187 SP:Iteration 7Q (73.070632 sec): 3 clusters Score: Raw -472664.690582 + Penalty 727.544910 = -471937.145671 nChanged 113 SP:Iteration 8Q (73.085728 sec): 3 clusters Score: Raw -472735.843809 + Penalty 741.763616 = -471994.080193 nChanged 89 SP:Iteration 9Q (73.100840 sec): 3 clusters Score: Raw -472777.239305 + Penalty 751.331779 = -472025.907526 nChanged 63 SP:Iteration 10F (73.119285 sec): 3 clusters Score: Raw -472806.180385 + Penalty 759.271464 = -472046.908921 nChanged 57 SP:Iteration 11Q (73.134445 sec): 3 clusters Score: Raw -472832.630319 + Penalty 775.802137 = -472056.828182 nChanged 48 SP:Iteration 12Q (73.149231 sec): 3 clusters Score: Raw -472854.415820 + Penalty 792.294825 = -472062.120995 nChanged 43 SP:Iteration 13Q (73.164844 sec): 3 clusters Score: Raw -472873.898864 + Penalty 812.951299 = -472060.947565 nChanged 35 SP:Iteration 14F (73.183153 sec): 3 clusters Score: Raw -472888.670058 + Penalty 829.300316 = -472059.369742 nChanged 28 SP:Iteration 15F (73.201335 sec): 3 clusters Score: Raw -472901.895575 + Penalty 852.142608 = -472049.752967 nChanged 26 SP:Iteration 16F (73.219774 sec): 3 clusters Score: Raw -472915.744387 + Penalty 873.159513 = -472042.584874 nChanged 24 SP:Iteration 17F (73.238043 sec): 3 clusters Score: Raw -472925.236496 + Penalty 886.115142 = -472039.121354 nChanged 8 SP:Iteration 18F (73.256471 sec): 3 clusters Score: Raw -472927.380269 + Penalty 885.096797 = -472042.283473 nChanged 5 SP:Iteration 19Q (73.271170 sec): 3 clusters Score: Raw -472929.732778 + Penalty 889.645146 = -472040.087633 nChanged 5 SP:Iteration 20F (73.289440 sec): 3 clusters Score: Raw -472930.887998 + Penalty 895.138218 = -472035.749780 nChanged 9 SP:Iteration 21F (73.308823 sec): 3 clusters Score: Raw -472933.515419 + Penalty 901.682920 = -472031.832499 nChanged 7 SP:Iteration 22F (73.327306 sec): 3 clusters Score: Raw -472936.606736 + Penalty 906.544959 = -472030.061777 nChanged 6 SP:Iteration 23F (73.351716 sec): 3 clusters Score: Raw -472938.584281 + Penalty 921.980420 = -472016.603861 nChanged 8 SP:Iteration 24F (73.370059 sec): 3 clusters Score: Raw -472940.955686 + Penalty 940.285442 = -472000.670244 nChanged 4 SP:Iteration 25F (73.388336 sec): 3 clusters Score: Raw -472943.345279 + Penalty 946.601171 = -471996.744108 nChanged 1 SP:Iteration 26F (73.406397 sec): 3 clusters Score: Raw -472943.529031 + Penalty 947.852718 = -471995.676313 nChanged 1 SP:Iteration 27F (73.424672 sec): 3 clusters Score: Raw -472943.655128 + Penalty 952.820368 = -471990.834761 nChanged 3 SP:Iteration 28F (73.442965 sec): 3 clusters Score: Raw -472944.712571 + Penalty 960.203577 = -471984.508994 nChanged 4 SP:Iteration 29F (73.461133 sec): 3 clusters Score: Raw -472946.201437 + Penalty 961.039765 = -471985.161672 nChanged 4 SP:Iteration 30F (73.479458 sec): 3 clusters Score: Raw -472947.620911 + Penalty 956.157651 = -471991.463260 nChanged 5 SP:Iteration 31Q (73.493775 sec): 3 clusters Score: Raw -472949.392187 + Penalty 955.547379 = -471993.844808 nChanged 2 SP:Iteration 32Q (73.508126 sec): 3 clusters Score: Raw -472951.337989 + Penalty 957.943771 = -471993.394218 nChanged 3 SP:Iteration 33F (73.526185 sec): 3 clusters Score: Raw -472953.066609 + Penalty 957.943771 = -471995.122838 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 2 (732 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.535039 sec): 2 clusters Score: Raw -38148.778210 + Penalty 991.761742 = -37157.016468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.536548 sec): 3 clusters Score: Raw -37916.587232 + Penalty 1983.586796 = -35933.000436 nChanged 209 SP:Iteration 1F (73.538022 sec): 3 clusters Score: Raw -38095.290649 + Penalty 1983.688788 = -36111.601861 nChanged 44 SP:Iteration 2F (73.539497 sec): 3 clusters Score: Raw -38148.839400 + Penalty 1983.556760 = -36165.282640 nChanged 25 SP:Iteration 3Q (73.540951 sec): 3 clusters Score: Raw -38174.853542 + Penalty 1983.479307 = -36191.374235 nChanged 20 SP:Iteration 4Q (73.542399 sec): 3 clusters Score: Raw -38197.763622 + Penalty 1983.532035 = -36214.231587 nChanged 16 SP:Iteration 5Q (73.543876 sec): 3 clusters Score: Raw -38211.888848 + Penalty 1983.589556 = -36228.299292 nChanged 6 SP:Iteration 6Q (73.545287 sec): 3 clusters Score: Raw -38219.728355 + Penalty 1983.635897 = -36236.092458 nChanged 5 SP:Iteration 7Q (73.546747 sec): 3 clusters Score: Raw -38228.719868 + Penalty 1983.613812 = -36245.106056 nChanged 9 SP:Iteration 8Q (73.548182 sec): 3 clusters Score: Raw -38238.357937 + Penalty 1983.635362 = -36254.722576 nChanged 5 SP:Iteration 9Q (73.549604 sec): 3 clusters Score: Raw -38241.814307 + Penalty 1983.607618 = -36258.206689 nChanged 2 SP:Iteration 10F (73.551046 sec): 3 clusters Score: Raw -38243.550107 + Penalty 1983.590343 = -36259.959764 nChanged 3 SP:Iteration 11Q (73.552493 sec): 3 clusters Score: Raw -38244.777118 + Penalty 1983.596870 = -36261.180247 nChanged 1 SP:Iteration 12Q (73.553923 sec): 3 clusters Score: Raw -38245.260539 + Penalty 1983.596870 = -36261.663669 nChanged 0 SP:Iteration 13F (73.555385 sec): 3 clusters Score: Raw -38245.260539 + Penalty 1983.596870 = -36261.663669 nChanged 0 Memory request: 0.02 GB would take us to total of 0.25 GB. Trying to split cluster 4 (3002 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.570301 sec): 2 clusters Score: Raw -158508.225783 + Penalty 488.603857 = -158019.621927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.576047 sec): 3 clusters Score: Raw -156699.664771 + Penalty 975.715584 = -155723.949187 nChanged 1299 SP:Iteration 1F (73.581607 sec): 3 clusters Score: Raw -157415.330564 + Penalty 974.744460 = -156440.586104 nChanged 278 SP:Iteration 2F (73.587118 sec): 3 clusters Score: Raw -157607.348717 + Penalty 971.788237 = -156635.560480 nChanged 229 SP:Iteration 3F (73.592641 sec): 3 clusters Score: Raw -157741.076729 + Penalty 967.803932 = -156773.272797 nChanged 198 SP:Iteration 4F (73.598082 sec): 3 clusters Score: Raw -157875.634707 + Penalty 964.409093 = -156911.225614 nChanged 173 SP:Iteration 5F (73.603465 sec): 3 clusters Score: Raw -157974.572131 + Penalty 961.096475 = -157013.475656 nChanged 113 SP:Iteration 6Q (73.608847 sec): 3 clusters Score: Raw -158024.407683 + Penalty 957.869299 = -157066.538384 nChanged 77 SP:Iteration 7Q (73.614157 sec): 3 clusters Score: Raw -158049.897266 + Penalty 954.517467 = -157095.379799 nChanged 69 SP:Iteration 8Q (73.619500 sec): 3 clusters Score: Raw -158073.491002 + Penalty 950.870723 = -157122.620279 nChanged 68 SP:Iteration 9Q (73.624828 sec): 3 clusters Score: Raw -158101.775688 + Penalty 947.292261 = -157154.483427 nChanged 65 SP:Iteration 10F (73.630214 sec): 3 clusters Score: Raw -158130.515649 + Penalty 942.346872 = -157188.168777 nChanged 74 SP:Iteration 11Q (73.635502 sec): 3 clusters Score: Raw -158158.953083 + Penalty 938.435311 = -157220.517772 nChanged 57 SP:Iteration 12Q (73.640793 sec): 3 clusters Score: Raw -158180.950066 + Penalty 935.307015 = -157245.643051 nChanged 58 SP:Iteration 13Q (73.646019 sec): 3 clusters Score: Raw -158201.573419 + Penalty 932.718045 = -157268.855375 nChanged 61 SP:Iteration 14Q (73.651208 sec): 3 clusters Score: Raw -158219.261940 + Penalty 931.185271 = -157288.076670 nChanged 36 SP:Iteration 15Q (73.656419 sec): 3 clusters Score: Raw -158227.727044 + Penalty 928.495951 = -157299.231093 nChanged 33 SP:Iteration 16Q (73.661617 sec): 3 clusters Score: Raw -158235.931185 + Penalty 925.804802 = -157310.126383 nChanged 27 SP:Iteration 17Q (73.666826 sec): 3 clusters Score: Raw -158244.351689 + Penalty 923.191670 = -157321.160018 nChanged 34 SP:Iteration 18Q (73.672115 sec): 3 clusters Score: Raw -158254.130410 + Penalty 921.437621 = -157332.692789 nChanged 28 SP:Iteration 19Q (73.677657 sec): 3 clusters Score: Raw -158259.098816 + Penalty 919.575520 = -157339.523296 nChanged 19 SP:Iteration 20F (73.683059 sec): 3 clusters Score: Raw -158261.799583 + Penalty 916.423217 = -157345.376366 nChanged 18 SP:Iteration 21Q (73.688208 sec): 3 clusters Score: Raw -158265.454744 + Penalty 914.440085 = -157351.014658 nChanged 20 SP:Iteration 22Q (73.693420 sec): 3 clusters Score: Raw -158269.764311 + Penalty 911.011309 = -157358.753002 nChanged 24 SP:Iteration 23Q (73.698537 sec): 3 clusters Score: Raw -158277.303620 + Penalty 908.320715 = -157368.982905 nChanged 24 SP:Iteration 24Q (73.703617 sec): 3 clusters Score: Raw -158285.722938 + Penalty 904.933427 = -157380.789511 nChanged 38 SP:Iteration 25Q (73.708714 sec): 3 clusters Score: Raw -158299.406911 + Penalty 902.637320 = -157396.769590 nChanged 26 SP:Iteration 26Q (73.713745 sec): 3 clusters Score: Raw -158306.456727 + Penalty 901.485851 = -157404.970875 nChanged 22 SP:Iteration 27Q (73.718807 sec): 3 clusters Score: Raw -158312.875152 + Penalty 899.904917 = -157412.970235 nChanged 15 SP:Iteration 28Q (73.723821 sec): 3 clusters Score: Raw -158317.851341 + Penalty 898.330612 = -157419.520730 nChanged 22 SP:Iteration 29Q (73.728886 sec): 3 clusters Score: Raw -158324.698250 + Penalty 894.888282 = -157429.809968 nChanged 22 SP:Iteration 30F (73.734383 sec): 3 clusters Score: Raw -158331.305934 + Penalty 893.805007 = -157437.500926 nChanged 20 SP:Iteration 31Q (73.739388 sec): 3 clusters Score: Raw -158335.437288 + Penalty 893.730492 = -157441.706796 nChanged 12 SP:Iteration 32Q (73.744308 sec): 3 clusters Score: Raw -158338.719463 + Penalty 893.839575 = -157444.879888 nChanged 12 SP:Iteration 33Q (73.749199 sec): 3 clusters Score: Raw -158341.996763 + Penalty 893.778456 = -157448.218307 nChanged 9 SP:Iteration 34Q (73.754064 sec): 3 clusters Score: Raw -158345.522214 + Penalty 892.157516 = -157453.364698 nChanged 11 SP:Iteration 35Q (73.758931 sec): 3 clusters Score: Raw -158348.408675 + Penalty 891.310464 = -157457.098211 nChanged 11 SP:Iteration 36Q (73.763769 sec): 3 clusters Score: Raw -158350.466209 + Penalty 891.149433 = -157459.316776 nChanged 11 SP:Iteration 37Q (73.770593 sec): 3 clusters Score: Raw -158352.538846 + Penalty 890.841599 = -157461.697247 nChanged 9 SP:Iteration 38Q (73.779779 sec): 3 clusters Score: Raw -158354.060647 + Penalty 890.196226 = -157463.864421 nChanged 10 SP:Iteration 39Q (73.785407 sec): 3 clusters Score: Raw -158355.552854 + Penalty 890.198965 = -157465.353890 nChanged 10 SP:Iteration 40F (73.791484 sec): 3 clusters Score: Raw -158357.589459 + Penalty 887.674811 = -157469.914649 nChanged 16 SP:Iteration 41Q (73.796842 sec): 3 clusters Score: Raw -158360.827275 + Penalty 887.339261 = -157473.488013 nChanged 13 SP:Iteration 42Q (73.802192 sec): 3 clusters Score: Raw -158362.913965 + Penalty 886.137206 = -157476.776759 nChanged 11 SP:Iteration 43Q (73.807585 sec): 3 clusters Score: Raw -158364.557724 + Penalty 885.289143 = -157479.268581 nChanged 6 SP:Iteration 44Q (73.813127 sec): 3 clusters Score: Raw -158365.281088 + Penalty 885.551477 = -157479.729611 nChanged 4 SP:Iteration 45Q (73.818469 sec): 3 clusters Score: Raw -158365.867605 + Penalty 885.781933 = -157480.085672 nChanged 3 SP:Iteration 46Q (73.823862 sec): 3 clusters Score: Raw -158366.343096 + Penalty 885.931956 = -157480.411139 nChanged 3 SP:Iteration 47Q (73.829341 sec): 3 clusters Score: Raw -158366.663927 + Penalty 885.721793 = -157480.942134 nChanged 6 SP:Iteration 48Q (73.834659 sec): 3 clusters Score: Raw -158367.521173 + Penalty 885.801418 = -157481.719756 nChanged 6 SP:Iteration 49Q (73.840067 sec): 3 clusters Score: Raw -158368.364231 + Penalty 886.284374 = -157482.079857 nChanged 4 SP:Iteration 50F (73.846300 sec): 3 clusters Score: Raw -158368.651070 + Penalty 885.852696 = -157482.798374 nChanged 2 SP:Iteration 51Q (73.852106 sec): 3 clusters Score: Raw -158368.700874 + Penalty 885.648924 = -157483.051950 nChanged 2 SP:Iteration 52Q (73.857942 sec): 3 clusters Score: Raw -158368.883983 + Penalty 885.891081 = -157482.992902 nChanged 2 SP:Iteration 53F (73.864102 sec): 3 clusters Score: Raw -158369.400473 + Penalty 885.744912 = -157483.655561 nChanged 2 SP:Iteration 54Q (73.869443 sec): 3 clusters Score: Raw -158370.308670 + Penalty 886.025647 = -157484.283023 nChanged 4 SP:Iteration 55Q (73.875131 sec): 3 clusters Score: Raw -158371.366949 + Penalty 886.019719 = -157485.347230 nChanged 7 SP:Iteration 56Q (73.880825 sec): 3 clusters Score: Raw -158372.747578 + Penalty 885.853817 = -157486.893760 nChanged 10 SP:Iteration 57Q (73.886244 sec): 3 clusters Score: Raw -158374.725231 + Penalty 885.237985 = -157489.487246 nChanged 7 SP:Iteration 58Q (73.891834 sec): 3 clusters Score: Raw -158375.785455 + Penalty 884.416382 = -157491.369073 nChanged 10 SP:Iteration 59Q (73.897135 sec): 3 clusters Score: Raw -158378.705670 + Penalty 882.550558 = -157496.155112 nChanged 14 SP:Iteration 60F (73.903087 sec): 3 clusters Score: Raw -158382.220915 + Penalty 880.596235 = -157501.624679 nChanged 11 SP:Iteration 61Q (73.908506 sec): 3 clusters Score: Raw -158385.101722 + Penalty 880.304291 = -157504.797432 nChanged 7 SP:Iteration 62Q (73.913773 sec): 3 clusters Score: Raw -158386.449597 + Penalty 879.982046 = -157506.467551 nChanged 4 SP:Iteration 63Q (73.919043 sec): 3 clusters Score: Raw -158386.997430 + Penalty 880.256003 = -157506.741428 nChanged 3 SP:Iteration 64Q (73.924446 sec): 3 clusters Score: Raw -158387.407242 + Penalty 879.368332 = -157508.038910 nChanged 2 SP:Iteration 65Q (73.929812 sec): 3 clusters Score: Raw -158387.786240 + Penalty 879.282069 = -157508.504171 nChanged 2 SP:Iteration 66Q (73.935094 sec): 3 clusters Score: Raw -158387.970703 + Penalty 878.268183 = -157509.702520 nChanged 4 SP:Iteration 67Q (73.940520 sec): 3 clusters Score: Raw -158388.686839 + Penalty 878.629727 = -157510.057111 nChanged 2 SP:Iteration 68Q (73.945933 sec): 3 clusters Score: Raw -158388.831260 + Penalty 878.995993 = -157509.835267 nChanged 1 SP:Iteration 69F (73.951900 sec): 3 clusters Score: Raw -158389.057201 + Penalty 878.995993 = -157510.061209 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 5 (852 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.961554 sec): 2 clusters Score: Raw -45292.743293 + Penalty 446.787906 = -44845.955388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.963270 sec): 3 clusters Score: Raw -44812.438581 + Penalty 899.574262 = -43912.864319 nChanged 303 SP:Iteration 1F (73.964965 sec): 3 clusters Score: Raw -45054.958760 + Penalty 913.788604 = -44141.170156 nChanged 113 SP:Iteration 2F (73.966709 sec): 3 clusters Score: Raw -45140.215312 + Penalty 929.228648 = -44210.986664 nChanged 67 SP:Iteration 3F (73.968453 sec): 3 clusters Score: Raw -45190.703276 + Penalty 942.036508 = -44248.666768 nChanged 35 SP:Iteration 4Q (73.970143 sec): 3 clusters Score: Raw -45225.101249 + Penalty 956.748187 = -44268.353061 nChanged 26 SP:Iteration 5Q (73.971787 sec): 3 clusters Score: Raw -45249.780613 + Penalty 967.048949 = -44282.731664 nChanged 22 SP:Iteration 6Q (73.973475 sec): 3 clusters Score: Raw -45266.057119 + Penalty 977.186922 = -44288.870196 nChanged 20 SP:Iteration 7Q (73.975148 sec): 3 clusters Score: Raw -45278.573629 + Penalty 985.552630 = -44293.020999 nChanged 13 SP:Iteration 8Q (73.976823 sec): 3 clusters Score: Raw -45285.461730 + Penalty 994.143639 = -44291.318090 nChanged 11 SP:Iteration 9F (73.978539 sec): 3 clusters Score: Raw -45293.930197 + Penalty 1003.989314 = -44289.940883 nChanged 10 SP:Iteration 10F (73.980196 sec): 3 clusters Score: Raw -45305.428432 + Penalty 1017.173752 = -44288.254680 nChanged 11 SP:Iteration 11F (73.981844 sec): 3 clusters Score: Raw -45328.462378 + Penalty 1031.423894 = -44297.038485 nChanged 12 SP:Iteration 12Q (73.983368 sec): 3 clusters Score: Raw -45338.723021 + Penalty 1047.549508 = -44291.173512 nChanged 12 SP:Iteration 13F (73.985014 sec): 3 clusters Score: Raw -45345.575152 + Penalty 1057.280147 = -44288.295005 nChanged 6 SP:Iteration 14F (73.986660 sec): 3 clusters Score: Raw -45348.153072 + Penalty 1063.564137 = -44284.588935 nChanged 4 SP:Iteration 15F (73.988309 sec): 3 clusters Score: Raw -45350.339268 + Penalty 1066.277687 = -44284.061580 nChanged 2 SP:Iteration 16F (73.989973 sec): 3 clusters Score: Raw -45351.116764 + Penalty 1066.277687 = -44284.839077 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 6 (349 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.992890 sec): 2 clusters Score: Raw -19071.429142 + Penalty 590.008824 = -18481.420318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.993713 sec): 3 clusters Score: Raw -18964.454849 + Penalty 1198.778487 = -17765.676362 nChanged 104 SP:Iteration 1F (73.994542 sec): 3 clusters Score: Raw -19081.357891 + Penalty 1223.051849 = -17858.306042 nChanged 30 SP:Iteration 2F (73.995351 sec): 3 clusters Score: Raw -19132.254861 + Penalty 1245.157223 = -17887.097638 nChanged 20 SP:Iteration 3F (73.996158 sec): 3 clusters Score: Raw -19170.463750 + Penalty 1273.625971 = -17896.837778 nChanged 17 SP:Iteration 4Q (73.996936 sec): 3 clusters Score: Raw -19207.063043 + Penalty 1306.909673 = -17900.153371 nChanged 15 SP:Iteration 5Q (73.997708 sec): 3 clusters Score: Raw -19240.170216 + Penalty 1331.968653 = -17908.201563 nChanged 8 SP:Iteration 6Q (73.998460 sec): 3 clusters Score: Raw -19257.633558 + Penalty 1337.269564 = -17920.363994 nChanged 1 SP:Iteration 7Q (73.999194 sec): 3 clusters Score: Raw -19259.451498 + Penalty 1339.735596 = -17919.715903 nChanged 1 SP:Iteration 8F (74.000002 sec): 3 clusters Score: Raw -19259.540670 + Penalty 1340.960963 = -17918.579707 nChanged 1 SP:Iteration 9F (74.000808 sec): 3 clusters Score: Raw -19260.810971 + Penalty 1340.960963 = -17919.850008 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 7 (769 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.003642 sec): 2 clusters Score: Raw -38562.506625 + Penalty 893.549732 = -37668.956893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.005202 sec): 3 clusters Score: Raw -38262.398907 + Penalty 1786.982231 = -36475.416676 nChanged 221 SP:Iteration 1F (74.006783 sec): 3 clusters Score: Raw -38465.059086 + Penalty 1788.750378 = -36676.308707 nChanged 73 SP:Iteration 2F (74.008361 sec): 3 clusters Score: Raw -38542.635628 + Penalty 1792.344879 = -36750.290750 nChanged 43 SP:Iteration 3F (74.009871 sec): 3 clusters Score: Raw -38589.237207 + Penalty 1796.569581 = -36792.667626 nChanged 31 SP:Iteration 4Q (74.011365 sec): 3 clusters Score: Raw -38619.408903 + Penalty 1799.202596 = -36820.206307 nChanged 15 SP:Iteration 5Q (74.012888 sec): 3 clusters Score: Raw -38633.703014 + Penalty 1801.332353 = -36832.370661 nChanged 11 SP:Iteration 6Q (74.014401 sec): 3 clusters Score: Raw -38645.747226 + Penalty 1803.671709 = -36842.075516 nChanged 12 SP:Iteration 7Q (74.015895 sec): 3 clusters Score: Raw -38659.093452 + Penalty 1806.134654 = -36852.958798 nChanged 9 SP:Iteration 8Q (74.017382 sec): 3 clusters Score: Raw -38666.553993 + Penalty 1806.911015 = -36859.642979 nChanged 4 SP:Iteration 9Q (74.018901 sec): 3 clusters Score: Raw -38669.391640 + Penalty 1807.519702 = -36861.871938 nChanged 4 SP:Iteration 10F (74.020428 sec): 3 clusters Score: Raw -38674.500037 + Penalty 1808.041273 = -36866.458764 nChanged 7 SP:Iteration 11Q (74.021916 sec): 3 clusters Score: Raw -38683.505742 + Penalty 1808.994462 = -36874.511280 nChanged 5 SP:Iteration 12Q (74.023417 sec): 3 clusters Score: Raw -38691.463292 + Penalty 1810.540810 = -36880.922481 nChanged 9 SP:Iteration 13Q (74.024932 sec): 3 clusters Score: Raw -38700.905165 + Penalty 1811.637690 = -36889.267475 nChanged 6 SP:Iteration 14Q (74.026461 sec): 3 clusters Score: Raw -38706.584119 + Penalty 1812.540427 = -36894.043692 nChanged 3 SP:Iteration 15Q (74.027973 sec): 3 clusters Score: Raw -38709.430035 + Penalty 1812.998489 = -36896.431546 nChanged 4 SP:Iteration 16Q (74.029496 sec): 3 clusters Score: Raw -38713.496927 + Penalty 1813.483424 = -36900.013502 nChanged 3 SP:Iteration 17Q (74.031015 sec): 3 clusters Score: Raw -38716.346286 + Penalty 1815.082242 = -36901.264045 nChanged 3 SP:Iteration 18Q (74.032521 sec): 3 clusters Score: Raw -38718.132428 + Penalty 1815.234722 = -36902.897706 nChanged 1 SP:Iteration 19Q (74.034036 sec): 3 clusters Score: Raw -38718.827422 + Penalty 1815.234722 = -36903.592700 nChanged 0 SP:Iteration 20F (74.035537 sec): 3 clusters Score: Raw -38718.827422 + Penalty 1815.234722 = -36903.592700 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 8 (131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.036381 sec): 2 clusters Score: Raw -4783.050785 + Penalty 467.959734 = -4315.091052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.036823 sec): 3 clusters Score: Raw -4810.332028 + Penalty 938.560408 = -3871.771620 nChanged 19 SP:Iteration 1F (74.037257 sec): 3 clusters Score: Raw -4844.439575 + Penalty 940.631991 = -3903.807584 nChanged 6 SP:Iteration 2Q (74.037694 sec): 3 clusters Score: Raw -4860.911942 + Penalty 940.631991 = -3920.279951 nChanged 0 SP:Iteration 3F (74.038139 sec): 3 clusters Score: Raw -4860.911942 + Penalty 940.631991 = -3920.279951 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 9 (350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.040285 sec): 2 clusters Score: Raw -14024.493021 + Penalty 829.918241 = -13194.574780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.041145 sec): 3 clusters Score: Raw -13989.543647 + Penalty 1661.209403 = -12328.334244 nChanged 71 SP:Iteration 1F (74.041956 sec): 3 clusters Score: Raw -14109.941844 + Penalty 1660.503073 = -12449.438771 nChanged 19 SP:Iteration 2F (74.042764 sec): 3 clusters Score: Raw -14153.252102 + Penalty 1659.839162 = -12493.412939 nChanged 16 SP:Iteration 3Q (74.043537 sec): 3 clusters Score: Raw -14199.921265 + Penalty 1659.650996 = -12540.270269 nChanged 6 SP:Iteration 4Q (74.044303 sec): 3 clusters Score: Raw -14212.210311 + Penalty 1659.856800 = -12552.353511 nChanged 2 SP:Iteration 5Q (74.045066 sec): 3 clusters Score: Raw -14225.719735 + Penalty 1659.885448 = -12565.834287 nChanged 6 SP:Iteration 6Q (74.045829 sec): 3 clusters Score: Raw -14236.953523 + Penalty 1658.690036 = -12578.263487 nChanged 5 SP:Iteration 7Q (74.046591 sec): 3 clusters Score: Raw -14244.643192 + Penalty 1658.329799 = -12586.313394 nChanged 1 SP:Iteration 8Q (74.047347 sec): 3 clusters Score: Raw -14247.190258 + Penalty 1657.552534 = -12589.637723 nChanged 2 SP:Iteration 9Q (74.048108 sec): 3 clusters Score: Raw -14250.908569 + Penalty 1656.241008 = -12594.667562 nChanged 3 SP:Iteration 10F (74.048915 sec): 3 clusters Score: Raw -14259.059689 + Penalty 1655.408106 = -12603.651582 nChanged 2 SP:Iteration 11Q (74.049675 sec): 3 clusters Score: Raw -14262.632174 + Penalty 1654.076960 = -12608.555213 nChanged 4 SP:Iteration 12Q (74.050434 sec): 3 clusters Score: Raw -14268.279710 + Penalty 1654.619366 = -12613.660343 nChanged 1 SP:Iteration 13Q (74.051188 sec): 3 clusters Score: Raw -14279.027087 + Penalty 1654.619366 = -12624.407721 nChanged 0 SP:Iteration 14F (74.051994 sec): 3 clusters Score: Raw -14279.027087 + Penalty 1654.619366 = -12624.407721 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 10 (809 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.054699 sec): 2 clusters Score: Raw -41827.983128 + Penalty 555.392524 = -41272.590604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.056327 sec): 3 clusters Score: Raw -41382.218339 + Penalty 1118.524848 = -40263.693491 nChanged 280 SP:Iteration 1F (74.057913 sec): 3 clusters Score: Raw -41636.261878 + Penalty 1131.321929 = -40504.939949 nChanged 109 SP:Iteration 2F (74.059502 sec): 3 clusters Score: Raw -41728.191028 + Penalty 1148.300861 = -40579.890166 nChanged 58 SP:Iteration 3F (74.061073 sec): 3 clusters Score: Raw -41773.196279 + Penalty 1160.258329 = -40612.937950 nChanged 39 SP:Iteration 4Q (74.062679 sec): 3 clusters Score: Raw -41802.702769 + Penalty 1173.242818 = -40629.459951 nChanged 27 SP:Iteration 5Q (74.064304 sec): 3 clusters Score: Raw -41821.167691 + Penalty 1183.112326 = -40638.055364 nChanged 22 SP:Iteration 6Q (74.065898 sec): 3 clusters Score: Raw -41844.827202 + Penalty 1193.743278 = -40651.083924 nChanged 20 SP:Iteration 7Q (74.067467 sec): 3 clusters Score: Raw -41864.313616 + Penalty 1202.030490 = -40662.283126 nChanged 19 SP:Iteration 8Q (74.069029 sec): 3 clusters Score: Raw -41881.522784 + Penalty 1206.781808 = -40674.740976 nChanged 11 SP:Iteration 9Q (74.070619 sec): 3 clusters Score: Raw -41891.539812 + Penalty 1205.947696 = -40685.592115 nChanged 5 SP:Iteration 10F (74.072215 sec): 3 clusters Score: Raw -41898.274348 + Penalty 1207.199702 = -40691.074646 nChanged 2 SP:Iteration 11Q (74.073784 sec): 3 clusters Score: Raw -41901.516425 + Penalty 1208.799058 = -40692.717367 nChanged 2 SP:Iteration 12Q (74.075318 sec): 3 clusters Score: Raw -41903.223544 + Penalty 1211.958299 = -40691.265244 nChanged 2 SP:Iteration 13F (74.077146 sec): 3 clusters Score: Raw -41903.955575 + Penalty 1213.199802 = -40690.755772 nChanged 1 SP:Iteration 14F (74.078808 sec): 3 clusters Score: Raw -41904.592624 + Penalty 1219.072326 = -40685.520298 nChanged 3 SP:Iteration 15F (74.080444 sec): 3 clusters Score: Raw -41906.198930 + Penalty 1217.995093 = -40688.203837 nChanged 1 SP:Iteration 16Q (74.081974 sec): 3 clusters Score: Raw -41906.976063 + Penalty 1217.995093 = -40688.980970 nChanged 0 SP:Iteration 17F (74.083561 sec): 3 clusters Score: Raw -41906.976063 + Penalty 1217.995093 = -40688.980970 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 11 (327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.084987 sec): 2 clusters Score: Raw -14173.434915 + Penalty 262.142119 = -13911.292796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.085784 sec): 3 clusters Score: Raw -14034.296753 + Penalty 532.450335 = -13501.846418 nChanged 101 SP:Iteration 1F (74.086563 sec): 3 clusters Score: Raw -14116.951726 + Penalty 541.219307 = -13575.732419 nChanged 26 SP:Iteration 2F (74.087342 sec): 3 clusters Score: Raw -14135.100103 + Penalty 542.560272 = -13592.539831 nChanged 10 SP:Iteration 3Q (74.088118 sec): 3 clusters Score: Raw -14143.198147 + Penalty 543.251768 = -13599.946379 nChanged 7 SP:Iteration 4Q (74.088887 sec): 3 clusters Score: Raw -14149.012115 + Penalty 548.732677 = -13600.279437 nChanged 9 SP:Iteration 5Q (74.089656 sec): 3 clusters Score: Raw -14157.091350 + Penalty 551.043993 = -13606.047357 nChanged 8 SP:Iteration 6Q (74.090419 sec): 3 clusters Score: Raw -14162.186890 + Penalty 552.093698 = -13610.093192 nChanged 5 SP:Iteration 7Q (74.091188 sec): 3 clusters Score: Raw -14165.064433 + Penalty 551.182378 = -13613.882055 nChanged 4 SP:Iteration 8Q (74.091950 sec): 3 clusters Score: Raw -14166.528177 + Penalty 552.137989 = -13614.390188 nChanged 3 SP:Iteration 9Q (74.092710 sec): 3 clusters Score: Raw -14168.127533 + Penalty 553.155195 = -13614.972338 nChanged 2 SP:Iteration 10F (74.093487 sec): 3 clusters Score: Raw -14171.217920 + Penalty 555.846360 = -13615.371560 nChanged 7 SP:Iteration 11Q (74.094251 sec): 3 clusters Score: Raw -14176.444784 + Penalty 555.741789 = -13620.702995 nChanged 3 SP:Iteration 12Q (74.095011 sec): 3 clusters Score: Raw -14177.699979 + Penalty 555.741789 = -13621.958190 nChanged 0 SP:Iteration 13F (74.095790 sec): 3 clusters Score: Raw -14177.699979 + Penalty 555.741789 = -13621.958190 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 13 (687 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.098083 sec): 2 clusters Score: Raw -27451.994495 + Penalty 1020.530152 = -26431.464342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.099493 sec): 3 clusters Score: Raw -27309.863256 + Penalty 2041.465296 = -25268.397961 nChanged 197 SP:Iteration 1F (74.100901 sec): 3 clusters Score: Raw -27537.946445 + Penalty 2041.506734 = -25496.439711 nChanged 49 SP:Iteration 2F (74.102331 sec): 3 clusters Score: Raw -27621.208112 + Penalty 2041.934701 = -25579.273411 nChanged 30 SP:Iteration 3Q (74.103676 sec): 3 clusters Score: Raw -27666.320973 + Penalty 2041.882186 = -25624.438787 nChanged 17 SP:Iteration 4Q (74.105005 sec): 3 clusters Score: Raw -27685.756750 + Penalty 2041.914567 = -25643.842183 nChanged 10 SP:Iteration 5Q (74.106351 sec): 3 clusters Score: Raw -27694.160822 + Penalty 2041.854912 = -25652.305911 nChanged 6 SP:Iteration 6Q (74.107669 sec): 3 clusters Score: Raw -27698.444247 + Penalty 2041.833017 = -25656.611229 nChanged 2 SP:Iteration 7Q (74.108988 sec): 3 clusters Score: Raw -27699.195132 + Penalty 2041.820759 = -25657.374373 nChanged 3 SP:Iteration 8Q (74.110324 sec): 3 clusters Score: Raw -27707.009510 + Penalty 2041.742618 = -25665.266892 nChanged 10 SP:Iteration 9Q (74.111639 sec): 3 clusters Score: Raw -27728.954791 + Penalty 2041.895465 = -25687.059326 nChanged 8 SP:Iteration 10F (74.113025 sec): 3 clusters Score: Raw -27745.340570 + Penalty 2041.836282 = -25703.504287 nChanged 10 SP:Iteration 11Q (74.114346 sec): 3 clusters Score: Raw -27757.120565 + Penalty 2041.825656 = -25715.294909 nChanged 4 SP:Iteration 12Q (74.115654 sec): 3 clusters Score: Raw -27759.844082 + Penalty 2041.825656 = -25718.018426 nChanged 2 SP:Iteration 13Q (74.116960 sec): 3 clusters Score: Raw -27762.020570 + Penalty 2041.833065 = -25720.187504 nChanged 4 SP:Iteration 14Q (74.118273 sec): 3 clusters Score: Raw -27766.904728 + Penalty 2041.833065 = -25725.071662 nChanged 2 SP:Iteration 15Q (74.119649 sec): 3 clusters Score: Raw -27770.746119 + Penalty 2041.803269 = -25728.942851 nChanged 2 SP:Iteration 16Q (74.120953 sec): 3 clusters Score: Raw -27771.841688 + Penalty 2041.747849 = -25730.093839 nChanged 3 SP:Iteration 17Q (74.122262 sec): 3 clusters Score: Raw -27773.111255 + Penalty 2041.743740 = -25731.367515 nChanged 1 SP:Iteration 18Q (74.123566 sec): 3 clusters Score: Raw -27773.638067 + Penalty 2041.721299 = -25731.916768 nChanged 1 SP:Iteration 19Q (74.124867 sec): 3 clusters Score: Raw -27773.992657 + Penalty 2041.721299 = -25732.271358 nChanged 0 SP:Iteration 20F (74.126257 sec): 3 clusters Score: Raw -27773.992657 + Penalty 2041.721299 = -25732.271358 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 17 (444 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.128006 sec): 2 clusters Score: Raw -23003.376074 + Penalty 931.975620 = -22071.400454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.128998 sec): 3 clusters Score: Raw -22913.534894 + Penalty 1863.904161 = -21049.630732 nChanged 101 SP:Iteration 1F (74.129972 sec): 3 clusters Score: Raw -23066.566146 + Penalty 1863.861828 = -21202.704318 nChanged 23 SP:Iteration 2F (74.130946 sec): 3 clusters Score: Raw -23102.914863 + Penalty 1863.811818 = -21239.103045 nChanged 20 SP:Iteration 3Q (74.131900 sec): 3 clusters Score: Raw -23140.756963 + Penalty 1864.202441 = -21276.554523 nChanged 15 SP:Iteration 4Q (74.132846 sec): 3 clusters Score: Raw -23176.152937 + Penalty 1865.235722 = -21310.917215 nChanged 15 SP:Iteration 5Q (74.133787 sec): 3 clusters Score: Raw -23204.901825 + Penalty 1866.492448 = -21338.409377 nChanged 12 SP:Iteration 6Q (74.134716 sec): 3 clusters Score: Raw -23230.868749 + Penalty 1867.785882 = -21363.082867 nChanged 14 SP:Iteration 7Q (74.135655 sec): 3 clusters Score: Raw -23280.852356 + Penalty 1868.475840 = -21412.376516 nChanged 8 SP:Iteration 8Q (74.136564 sec): 3 clusters Score: Raw -23303.003141 + Penalty 1867.959991 = -21435.043150 nChanged 8 SP:Iteration 9Q (74.137484 sec): 3 clusters Score: Raw -23330.100294 + Penalty 1867.783339 = -21462.316955 nChanged 5 SP:Iteration 10F (74.138460 sec): 3 clusters Score: Raw -23340.227839 + Penalty 1867.867160 = -21472.360679 nChanged 3 SP:Iteration 11Q (74.139355 sec): 3 clusters Score: Raw -23347.938637 + Penalty 1868.208530 = -21479.730107 nChanged 4 SP:Iteration 12Q (74.140272 sec): 3 clusters Score: Raw -23361.177536 + Penalty 1868.086027 = -21493.091509 nChanged 2 SP:Iteration 13Q (74.141156 sec): 3 clusters Score: Raw -23376.040374 + Penalty 1867.830339 = -21508.210035 nChanged 5 SP:Iteration 14Q (74.142033 sec): 3 clusters Score: Raw -23389.035255 + Penalty 1867.854349 = -21521.180906 nChanged 3 SP:Iteration 15Q (74.142906 sec): 3 clusters Score: Raw -23402.592714 + Penalty 1868.021529 = -21534.571185 nChanged 2 SP:Iteration 16Q (74.143776 sec): 3 clusters Score: Raw -23404.183499 + Penalty 1868.313628 = -21535.869871 nChanged 2 SP:Iteration 17Q (74.144646 sec): 3 clusters Score: Raw -23410.979620 + Penalty 1868.288018 = -21542.691602 nChanged 1 SP:Iteration 18Q (74.145514 sec): 3 clusters Score: Raw -23416.416966 + Penalty 1868.257778 = -21548.159188 nChanged 1 SP:Iteration 19Q (74.146382 sec): 3 clusters Score: Raw -23417.638359 + Penalty 1868.222927 = -21549.415433 nChanged 1 SP:Iteration 20F (74.147353 sec): 3 clusters Score: Raw -23418.161183 + Penalty 1868.183481 = -21549.977702 nChanged 1 SP:Iteration 21Q (74.148227 sec): 3 clusters Score: Raw -23420.241686 + Penalty 1868.072532 = -21552.169154 nChanged 1 SP:Iteration 22Q (74.149095 sec): 3 clusters Score: Raw -23426.104076 + Penalty 1868.026000 = -21558.078076 nChanged 1 SP:Iteration 23Q (74.149962 sec): 3 clusters Score: Raw -23428.360603 + Penalty 1867.974907 = -21560.385695 nChanged 1 SP:Iteration 24Q (74.150829 sec): 3 clusters Score: Raw -23429.964664 + Penalty 1867.883219 = -21562.081445 nChanged 2 SP:Iteration 25Q (74.151696 sec): 3 clusters Score: Raw -23434.193419 + Penalty 1867.924184 = -21566.269235 nChanged 2 SP:Iteration 26Q (74.152560 sec): 3 clusters Score: Raw -23437.167500 + Penalty 1867.695181 = -21569.472319 nChanged 1 SP:Iteration 27Q (74.153424 sec): 3 clusters Score: Raw -23440.771231 + Penalty 1867.727487 = -21573.043744 nChanged 2 SP:Iteration 28Q (74.154291 sec): 3 clusters Score: Raw -23443.470040 + Penalty 1868.067707 = -21575.402333 nChanged 1 SP:Iteration 29Q (74.155151 sec): 3 clusters Score: Raw -23445.167352 + Penalty 1868.009049 = -21577.158303 nChanged 1 SP:Iteration 30F (74.156124 sec): 3 clusters Score: Raw -23447.079201 + Penalty 1867.945864 = -21579.133337 nChanged 1 SP:Iteration 31Q (74.156981 sec): 3 clusters Score: Raw -23448.146754 + Penalty 1867.945864 = -21580.200890 nChanged 0 SP:Iteration 32F (74.157955 sec): 3 clusters Score: Raw -23448.146754 + Penalty 1867.945864 = -21580.200890 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 22 (627 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.160077 sec): 2 clusters Score: Raw -29826.647627 + Penalty 399.444162 = -29427.203465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.161390 sec): 3 clusters Score: Raw -29499.644170 + Penalty 798.860112 = -28700.784058 nChanged 218 SP:Iteration 1F (74.162682 sec): 3 clusters Score: Raw -29640.408145 + Penalty 798.997810 = -28841.410335 nChanged 55 SP:Iteration 2F (74.164003 sec): 3 clusters Score: Raw -29672.387019 + Penalty 798.728859 = -28873.658160 nChanged 25 SP:Iteration 3Q (74.165300 sec): 3 clusters Score: Raw -29690.236571 + Penalty 798.298997 = -28891.937574 nChanged 15 SP:Iteration 4Q (74.166585 sec): 3 clusters Score: Raw -29700.589403 + Penalty 797.518302 = -28903.071100 nChanged 13 SP:Iteration 5Q (74.167875 sec): 3 clusters Score: Raw -29705.158497 + Penalty 797.446017 = -28907.712480 nChanged 6 SP:Iteration 6Q (74.169160 sec): 3 clusters Score: Raw -29708.364349 + Penalty 798.150263 = -28910.214086 nChanged 9 SP:Iteration 7Q (74.170469 sec): 3 clusters Score: Raw -29713.112579 + Penalty 799.533140 = -28913.579439 nChanged 10 SP:Iteration 8Q (74.171753 sec): 3 clusters Score: Raw -29716.976116 + Penalty 802.082225 = -28914.893892 nChanged 15 SP:Iteration 9Q (74.173059 sec): 3 clusters Score: Raw -29722.460558 + Penalty 803.264774 = -28919.195784 nChanged 8 SP:Iteration 10F (74.174363 sec): 3 clusters Score: Raw -29725.550537 + Penalty 804.403827 = -28921.146710 nChanged 8 SP:Iteration 11Q (74.175677 sec): 3 clusters Score: Raw -29728.940854 + Penalty 806.349233 = -28922.591621 nChanged 14 SP:Iteration 12Q (74.176960 sec): 3 clusters Score: Raw -29734.591958 + Penalty 808.293036 = -28926.298922 nChanged 10 SP:Iteration 13Q (74.178274 sec): 3 clusters Score: Raw -29739.867404 + Penalty 810.728498 = -28929.138906 nChanged 15 SP:Iteration 14Q (74.179714 sec): 3 clusters Score: Raw -29747.683024 + Penalty 815.608168 = -28932.074856 nChanged 19 SP:Iteration 15Q (74.181012 sec): 3 clusters Score: Raw -29760.458076 + Penalty 822.898371 = -28937.559705 nChanged 20 SP:Iteration 16Q (74.182306 sec): 3 clusters Score: Raw -29776.657480 + Penalty 828.807191 = -28947.850289 nChanged 20 SP:Iteration 17Q (74.183594 sec): 3 clusters Score: Raw -29793.682536 + Penalty 834.318714 = -28959.363823 nChanged 19 SP:Iteration 18Q (74.184866 sec): 3 clusters Score: Raw -29815.499943 + Penalty 839.532998 = -28975.966945 nChanged 19 SP:Iteration 19Q (74.186128 sec): 3 clusters Score: Raw -29830.561321 + Penalty 843.927043 = -28986.634279 nChanged 17 SP:Iteration 20F (74.187415 sec): 3 clusters Score: Raw -29842.298645 + Penalty 843.906401 = -28998.392244 nChanged 9 SP:Iteration 21Q (74.188677 sec): 3 clusters Score: Raw -29848.158695 + Penalty 847.769062 = -29000.389633 nChanged 9 SP:Iteration 22Q (74.189930 sec): 3 clusters Score: Raw -29852.030119 + Penalty 852.288180 = -28999.741939 nChanged 8 SP:Iteration 23F (74.191201 sec): 3 clusters Score: Raw -29855.631110 + Penalty 854.436468 = -29001.194643 nChanged 6 SP:Iteration 24Q (74.192476 sec): 3 clusters Score: Raw -29858.670712 + Penalty 855.457748 = -29003.212963 nChanged 1 SP:Iteration 25Q (74.193728 sec): 3 clusters Score: Raw -29858.774363 + Penalty 855.457748 = -29003.316615 nChanged 0 SP:Iteration 26F (74.195025 sec): 3 clusters Score: Raw -29858.774363 + Penalty 855.457748 = -29003.316615 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 26 (1519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.200512 sec): 2 clusters Score: Raw -79410.313149 + Penalty 588.126314 = -78822.186835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.203398 sec): 3 clusters Score: Raw -78517.465498 + Penalty 1171.125673 = -77346.339824 nChanged 582 SP:Iteration 1F (74.206319 sec): 3 clusters Score: Raw -78843.653850 + Penalty 1169.221421 = -77674.432429 nChanged 188 SP:Iteration 2F (74.209199 sec): 3 clusters Score: Raw -78950.758190 + Penalty 1170.551352 = -77780.206838 nChanged 115 SP:Iteration 3F (74.212047 sec): 3 clusters Score: Raw -79019.042375 + Penalty 1173.357421 = -77845.684954 nChanged 91 SP:Iteration 4F (74.214848 sec): 3 clusters Score: Raw -79067.617831 + Penalty 1181.961089 = -77885.656741 nChanged 88 SP:Iteration 5F (74.217649 sec): 3 clusters Score: Raw -79115.892372 + Penalty 1192.182895 = -77923.709477 nChanged 66 SP:Iteration 6Q (74.220449 sec): 3 clusters Score: Raw -79146.435139 + Penalty 1203.925948 = -77942.509191 nChanged 46 SP:Iteration 7Q (74.223247 sec): 3 clusters Score: Raw -79173.832313 + Penalty 1219.704168 = -77954.128145 nChanged 54 SP:Iteration 8Q (74.226042 sec): 3 clusters Score: Raw -79202.002950 + Penalty 1234.894960 = -77967.107990 nChanged 49 SP:Iteration 9Q (74.228822 sec): 3 clusters Score: Raw -79228.962361 + Penalty 1247.606947 = -77981.355413 nChanged 49 SP:Iteration 10F (74.231615 sec): 3 clusters Score: Raw -79261.778082 + Penalty 1258.236368 = -78003.541714 nChanged 47 SP:Iteration 11Q (74.234358 sec): 3 clusters Score: Raw -79289.472719 + Penalty 1268.111900 = -78021.360819 nChanged 41 SP:Iteration 12Q (74.237074 sec): 3 clusters Score: Raw -79317.127415 + Penalty 1272.055635 = -78045.071780 nChanged 29 SP:Iteration 13Q (74.239888 sec): 3 clusters Score: Raw -79335.163348 + Penalty 1275.831291 = -78059.332057 nChanged 30 SP:Iteration 14Q (74.242660 sec): 3 clusters Score: Raw -79355.651133 + Penalty 1277.300529 = -78078.350604 nChanged 25 SP:Iteration 15Q (74.245396 sec): 3 clusters Score: Raw -79368.808299 + Penalty 1280.294276 = -78088.514023 nChanged 20 SP:Iteration 16Q (74.248021 sec): 3 clusters Score: Raw -79376.681265 + Penalty 1282.284904 = -78094.396360 nChanged 17 SP:Iteration 17Q (74.250622 sec): 3 clusters Score: Raw -79385.330492 + Penalty 1283.395469 = -78101.935023 nChanged 21 SP:Iteration 18Q (74.253244 sec): 3 clusters Score: Raw -79399.254959 + Penalty 1286.267847 = -78112.987113 nChanged 14 SP:Iteration 19Q (74.255886 sec): 3 clusters Score: Raw -79406.755938 + Penalty 1288.136137 = -78118.619801 nChanged 12 SP:Iteration 20F (74.258701 sec): 3 clusters Score: Raw -79413.163139 + Penalty 1288.151842 = -78125.011297 nChanged 9 SP:Iteration 21Q (74.261245 sec): 3 clusters Score: Raw -79416.858109 + Penalty 1288.928334 = -78127.929776 nChanged 6 SP:Iteration 22Q (74.263873 sec): 3 clusters Score: Raw -79419.572499 + Penalty 1288.894370 = -78130.678129 nChanged 4 SP:Iteration 23Q (74.266407 sec): 3 clusters Score: Raw -79420.832565 + Penalty 1288.675267 = -78132.157299 nChanged 3 SP:Iteration 24Q (74.268936 sec): 3 clusters Score: Raw -79423.181575 + Penalty 1286.984664 = -78136.196910 nChanged 3 SP:Iteration 25Q (74.271499 sec): 3 clusters Score: Raw -79427.680421 + Penalty 1286.950345 = -78140.730076 nChanged 5 SP:Iteration 26Q (74.274147 sec): 3 clusters Score: Raw -79432.808062 + Penalty 1289.017674 = -78143.790388 nChanged 5 SP:Iteration 27Q (74.276712 sec): 3 clusters Score: Raw -79434.626540 + Penalty 1288.219022 = -78146.407518 nChanged 2 SP:Iteration 28Q (74.279238 sec): 3 clusters Score: Raw -79437.616784 + Penalty 1289.642505 = -78147.974279 nChanged 4 SP:Iteration 29Q (74.281844 sec): 3 clusters Score: Raw -79438.984033 + Penalty 1289.642505 = -78149.341528 nChanged 0 SP:Iteration 30F (74.284739 sec): 3 clusters Score: Raw -79438.984033 + Penalty 1289.642505 = -78149.341528 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 27 (337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.287625 sec): 2 clusters Score: Raw -16499.884208 + Penalty 621.118773 = -15878.765435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.288432 sec): 3 clusters Score: Raw -16428.763102 + Penalty 1241.101214 = -15187.661888 nChanged 83 SP:Iteration 1F (74.289238 sec): 3 clusters Score: Raw -16528.393179 + Penalty 1241.540626 = -15286.852553 nChanged 18 SP:Iteration 2F (74.290082 sec): 3 clusters Score: Raw -16557.396538 + Penalty 1242.172172 = -15315.224366 nChanged 8 SP:Iteration 3Q (74.290883 sec): 3 clusters Score: Raw -16567.596129 + Penalty 1242.454175 = -15325.141954 nChanged 9 SP:Iteration 4Q (74.291678 sec): 3 clusters Score: Raw -16579.471498 + Penalty 1242.657661 = -15336.813837 nChanged 7 SP:Iteration 5Q (74.292469 sec): 3 clusters Score: Raw -16590.042639 + Penalty 1243.600918 = -15346.441722 nChanged 8 SP:Iteration 6Q (74.293259 sec): 3 clusters Score: Raw -16599.217689 + Penalty 1244.262395 = -15354.955294 nChanged 8 SP:Iteration 7Q (74.294047 sec): 3 clusters Score: Raw -16609.009369 + Penalty 1244.861136 = -15364.148233 nChanged 5 SP:Iteration 8Q (74.294836 sec): 3 clusters Score: Raw -16613.994962 + Penalty 1245.084806 = -15368.910156 nChanged 4 SP:Iteration 9Q (74.295595 sec): 3 clusters Score: Raw -16618.753418 + Penalty 1244.990525 = -15373.762893 nChanged 1 SP:Iteration 10F (74.296379 sec): 3 clusters Score: Raw -16619.225665 + Penalty 1244.990525 = -15374.235140 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 29 (708 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.298790 sec): 2 clusters Score: Raw -39305.281588 + Penalty 859.632263 = -38445.649325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.300241 sec): 3 clusters Score: Raw -39043.512131 + Penalty 1724.239250 = -37319.272881 nChanged 195 SP:Iteration 1F (74.301666 sec): 3 clusters Score: Raw -39222.284587 + Penalty 1728.597361 = -37493.687226 nChanged 57 SP:Iteration 2F (74.303128 sec): 3 clusters Score: Raw -39282.352635 + Penalty 1732.355326 = -37549.997309 nChanged 29 SP:Iteration 3Q (74.304554 sec): 3 clusters Score: Raw -39314.838504 + Penalty 1735.245664 = -37579.592840 nChanged 19 SP:Iteration 4Q (74.305967 sec): 3 clusters Score: Raw -39339.627731 + Penalty 1740.125355 = -37599.502376 nChanged 20 SP:Iteration 5Q (74.307371 sec): 3 clusters Score: Raw -39360.789412 + Penalty 1740.841635 = -37619.947777 nChanged 11 SP:Iteration 6Q (74.308773 sec): 3 clusters Score: Raw -39372.389152 + Penalty 1743.946725 = -37628.442427 nChanged 13 SP:Iteration 7Q (74.310164 sec): 3 clusters Score: Raw -39386.595918 + Penalty 1745.290133 = -37641.305785 nChanged 12 SP:Iteration 8Q (74.311543 sec): 3 clusters Score: Raw -39394.736023 + Penalty 1748.137205 = -37646.598819 nChanged 12 SP:Iteration 9Q (74.312935 sec): 3 clusters Score: Raw -39401.126202 + Penalty 1748.832836 = -37652.293367 nChanged 7 SP:Iteration 10F (74.314359 sec): 3 clusters Score: Raw -39405.311611 + Penalty 1750.073398 = -37655.238213 nChanged 5 SP:Iteration 11Q (74.315734 sec): 3 clusters Score: Raw -39409.150067 + Penalty 1751.035414 = -37658.114653 nChanged 6 SP:Iteration 12Q (74.317101 sec): 3 clusters Score: Raw -39415.135624 + Penalty 1750.589728 = -37664.545896 nChanged 4 SP:Iteration 13Q (74.318506 sec): 3 clusters Score: Raw -39420.955913 + Penalty 1751.534323 = -37669.421590 nChanged 3 SP:Iteration 14Q (74.319886 sec): 3 clusters Score: Raw -39423.550755 + Penalty 1752.613863 = -37670.936892 nChanged 3 SP:Iteration 15Q (74.321264 sec): 3 clusters Score: Raw -39425.502461 + Penalty 1752.845838 = -37672.656623 nChanged 1 SP:Iteration 16Q (74.322660 sec): 3 clusters Score: Raw -39425.942849 + Penalty 1753.198384 = -37672.744465 nChanged 2 SP:Iteration 17Q (74.324039 sec): 3 clusters Score: Raw -39427.307632 + Penalty 1752.609667 = -37674.697966 nChanged 1 SP:Iteration 18Q (74.325414 sec): 3 clusters Score: Raw -39427.752258 + Penalty 1752.609667 = -37675.142591 nChanged 0 SP:Iteration 19F (74.326840 sec): 3 clusters Score: Raw -39427.752258 + Penalty 1752.609667 = -37675.142591 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 35 (378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.329021 sec): 2 clusters Score: Raw -21142.459392 + Penalty 865.497719 = -20276.961673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.329905 sec): 3 clusters Score: Raw -21076.427078 + Penalty 1731.254826 = -19345.172252 nChanged 72 SP:Iteration 1F (74.330760 sec): 3 clusters Score: Raw -21176.327450 + Penalty 1734.093231 = -19442.234219 nChanged 19 SP:Iteration 2F (74.331614 sec): 3 clusters Score: Raw -21203.656202 + Penalty 1736.529802 = -19467.126400 nChanged 12 SP:Iteration 3Q (74.332455 sec): 3 clusters Score: Raw -21220.142548 + Penalty 1738.987581 = -19481.154967 nChanged 13 SP:Iteration 4Q (74.333292 sec): 3 clusters Score: Raw -21242.846116 + Penalty 1740.221694 = -19502.624422 nChanged 4 SP:Iteration 5Q (74.334121 sec): 3 clusters Score: Raw -21250.674481 + Penalty 1741.847870 = -19508.826611 nChanged 5 SP:Iteration 6Q (74.334953 sec): 3 clusters Score: Raw -21254.375643 + Penalty 1742.368017 = -19512.007627 nChanged 1 SP:Iteration 7Q (74.335778 sec): 3 clusters Score: Raw -21256.301861 + Penalty 1742.368017 = -19513.933844 nChanged 0 SP:Iteration 8F (74.336633 sec): 3 clusters Score: Raw -21256.301861 + Penalty 1742.368017 = -19513.933844 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 38 (86 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.337460 sec): 2 clusters Score: Raw -3215.837364 + Penalty 122.278926 = -3093.558439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.337828 sec): 3 clusters Score: Raw -3209.361429 + Penalty 244.816109 = -2964.545320 nChanged 18 SP:Iteration 1F (74.338186 sec): 3 clusters Score: Raw -3228.259566 + Penalty 244.902367 = -2983.357199 nChanged 2 SP:Iteration 2Q (74.338565 sec): 3 clusters Score: Raw -3236.884375 + Penalty 246.272071 = -2990.612304 nChanged 3 SP:Iteration 3Q (74.338915 sec): 3 clusters Score: Raw -3239.796071 + Penalty 248.064660 = -2991.731411 nChanged 2 SP:Iteration 4Q (74.339266 sec): 3 clusters Score: Raw -3243.145166 + Penalty 252.190174 = -2990.954993 nChanged 3 SP:Iteration 5F (74.339645 sec): 3 clusters Score: Raw -3247.843457 + Penalty 255.833189 = -2992.010268 nChanged 4 SP:Iteration 6Q (74.339998 sec): 3 clusters Score: Raw -3256.939685 + Penalty 259.703837 = -2997.235848 nChanged 4 SP:Iteration 7Q (74.340350 sec): 3 clusters Score: Raw -3268.425520 + Penalty 262.738764 = -3005.686756 nChanged 1 SP:Iteration 8Q (74.340699 sec): 3 clusters Score: Raw -3270.658757 + Penalty 266.060115 = -3004.598642 nChanged 2 SP:Iteration 9F (74.341056 sec): 3 clusters Score: Raw -3274.386072 + Penalty 266.060115 = -3008.325957 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 39 (188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.342012 sec): 2 clusters Score: Raw -9398.074010 + Penalty 637.797842 = -8760.276168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.342565 sec): 3 clusters Score: Raw -9387.373643 + Penalty 1278.671993 = -8108.701650 nChanged 26 SP:Iteration 1F (74.343112 sec): 3 clusters Score: Raw -9428.537031 + Penalty 1279.628891 = -8148.908140 nChanged 5 SP:Iteration 2Q (74.343639 sec): 3 clusters Score: Raw -9440.115744 + Penalty 1279.305349 = -8160.810395 nChanged 6 SP:Iteration 3Q (74.344156 sec): 3 clusters Score: Raw -9459.365047 + Penalty 1281.704457 = -8177.660590 nChanged 7 SP:Iteration 4Q (74.344667 sec): 3 clusters Score: Raw -9479.782050 + Penalty 1286.479347 = -8193.302704 nChanged 6 SP:Iteration 5Q (74.345171 sec): 3 clusters Score: Raw -9495.966930 + Penalty 1297.109076 = -8198.857854 nChanged 5 SP:Iteration 6Q (74.345674 sec): 3 clusters Score: Raw -9507.335091 + Penalty 1308.238611 = -8199.096480 nChanged 5 SP:Iteration 7Q (74.346175 sec): 3 clusters Score: Raw -9515.102411 + Penalty 1318.973086 = -8196.129325 nChanged 4 SP:Iteration 8F (74.346705 sec): 3 clusters Score: Raw -9530.793818 + Penalty 1323.552705 = -8207.241113 nChanged 2 SP:Iteration 9Q (74.347196 sec): 3 clusters Score: Raw -9534.767267 + Penalty 1327.111286 = -8207.655981 nChanged 1 SP:Iteration 10F (74.347725 sec): 3 clusters Score: Raw -9543.745163 + Penalty 1327.111286 = -8216.633876 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 48 (350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.349143 sec): 2 clusters Score: Raw -14048.769567 + Penalty 549.237754 = -13499.531813 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.349977 sec): 3 clusters Score: Raw -13950.806324 + Penalty 1095.133444 = -12855.672880 nChanged 91 SP:Iteration 1F (74.350797 sec): 3 clusters Score: Raw -14050.897925 + Penalty 1091.225104 = -12959.672822 nChanged 30 SP:Iteration 2F (74.351612 sec): 3 clusters Score: Raw -14079.960691 + Penalty 1088.340159 = -12991.620532 nChanged 12 SP:Iteration 3Q (74.352413 sec): 3 clusters Score: Raw -14096.374220 + Penalty 1087.762366 = -13008.611854 nChanged 4 SP:Iteration 4Q (74.353208 sec): 3 clusters Score: Raw -14098.968910 + Penalty 1087.762366 = -13011.206544 nChanged 0 SP:Iteration 5F (74.354022 sec): 3 clusters Score: Raw -14098.968910 + Penalty 1087.762366 = -13011.206544 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 49 (425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.356416 sec): 2 clusters Score: Raw -21317.180684 + Penalty 723.900246 = -20593.280438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.357365 sec): 3 clusters Score: Raw -21184.244275 + Penalty 1451.830885 = -19732.413390 nChanged 83 SP:Iteration 1F (74.358314 sec): 3 clusters Score: Raw -21298.312933 + Penalty 1451.067218 = -19847.245715 nChanged 39 SP:Iteration 2F (74.359280 sec): 3 clusters Score: Raw -21379.293287 + Penalty 1445.933906 = -19933.359381 nChanged 27 SP:Iteration 3F (74.360215 sec): 3 clusters Score: Raw -21415.783072 + Penalty 1440.081314 = -19975.701758 nChanged 13 SP:Iteration 4Q (74.361116 sec): 3 clusters Score: Raw -21430.024703 + Penalty 1437.663712 = -19992.360991 nChanged 7 SP:Iteration 5Q (74.362017 sec): 3 clusters Score: Raw -21435.551857 + Penalty 1433.998311 = -20001.553546 nChanged 7 SP:Iteration 6Q (74.362916 sec): 3 clusters Score: Raw -21443.620188 + Penalty 1431.364184 = -20012.256004 nChanged 5 SP:Iteration 7Q (74.363816 sec): 3 clusters Score: Raw -21454.538667 + Penalty 1430.448792 = -20024.089875 nChanged 2 SP:Iteration 8Q (74.364709 sec): 3 clusters Score: Raw -21455.045833 + Penalty 1429.495834 = -20025.549998 nChanged 1 SP:Iteration 9Q (74.365603 sec): 3 clusters Score: Raw -21457.654531 + Penalty 1428.643928 = -20029.010603 nChanged 1 SP:Iteration 10F (74.366535 sec): 3 clusters Score: Raw -21459.017998 + Penalty 1428.643928 = -20030.374070 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 69 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.367635 sec): 2 clusters Score: Raw -10240.138157 + Penalty 367.587285 = -9872.550873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.368228 sec): 3 clusters Score: Raw -10158.310744 + Penalty 734.511520 = -9423.799224 nChanged 51 SP:Iteration 1F (74.368812 sec): 3 clusters Score: Raw -10210.935729 + Penalty 744.593396 = -9466.342332 nChanged 17 SP:Iteration 2F (74.369391 sec): 3 clusters Score: Raw -10231.916814 + Penalty 760.953110 = -9470.963704 nChanged 12 SP:Iteration 3F (74.369969 sec): 3 clusters Score: Raw -10250.549567 + Penalty 797.657645 = -9452.891921 nChanged 14 SP:Iteration 4F (74.370547 sec): 3 clusters Score: Raw -10272.865265 + Penalty 824.721828 = -9448.143437 nChanged 7 SP:Iteration 5F (74.371125 sec): 3 clusters Score: Raw -10282.896517 + Penalty 833.140173 = -9449.756344 nChanged 4 SP:Iteration 6Q (74.371687 sec): 3 clusters Score: Raw -10288.662448 + Penalty 847.710375 = -9440.952072 nChanged 4 SP:Iteration 7F (74.372264 sec): 3 clusters Score: Raw -10297.959260 + Penalty 866.249587 = -9431.709672 nChanged 4 SP:Iteration 8F (74.372860 sec): 3 clusters Score: Raw -10303.082148 + Penalty 874.546848 = -9428.535300 nChanged 1 SP:Iteration 9F (74.373438 sec): 3 clusters Score: Raw -10306.897706 + Penalty 874.546848 = -9432.350858 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 71 (595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.375581 sec): 2 clusters Score: Raw -35102.910143 + Penalty 749.020396 = -34353.889747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.376899 sec): 3 clusters Score: Raw -34851.856262 + Penalty 1499.396252 = -33352.460010 nChanged 175 SP:Iteration 1F (74.378140 sec): 3 clusters Score: Raw -34991.931834 + Penalty 1501.049292 = -33490.882541 nChanged 48 SP:Iteration 2F (74.379384 sec): 3 clusters Score: Raw -35036.251665 + Penalty 1500.839975 = -33535.411690 nChanged 26 SP:Iteration 3Q (74.380639 sec): 3 clusters Score: Raw -35052.085060 + Penalty 1501.622265 = -33550.462796 nChanged 9 SP:Iteration 4Q (74.381885 sec): 3 clusters Score: Raw -35058.081162 + Penalty 1501.941383 = -33556.139779 nChanged 7 SP:Iteration 5Q (74.383154 sec): 3 clusters Score: Raw -35060.446480 + Penalty 1502.232389 = -33558.214090 nChanged 3 SP:Iteration 6Q (74.384391 sec): 3 clusters Score: Raw -35060.904204 + Penalty 1502.414348 = -33558.489856 nChanged 4 SP:Iteration 7Q (74.385681 sec): 3 clusters Score: Raw -35061.745353 + Penalty 1502.353155 = -33559.392198 nChanged 3 SP:Iteration 8Q (74.386996 sec): 3 clusters Score: Raw -35062.950442 + Penalty 1502.298404 = -33560.652038 nChanged 2 SP:Iteration 9Q (74.388303 sec): 3 clusters Score: Raw -35064.516330 + Penalty 1501.631856 = -33562.884474 nChanged 6 SP:Iteration 10F (74.389681 sec): 3 clusters Score: Raw -35068.770899 + Penalty 1500.852881 = -33567.918018 nChanged 8 SP:Iteration 11Q (74.391168 sec): 3 clusters Score: Raw -35074.218205 + Penalty 1499.931703 = -33574.286502 nChanged 6 SP:Iteration 12Q (74.392511 sec): 3 clusters Score: Raw -35077.714085 + Penalty 1499.587183 = -33578.126903 nChanged 2 SP:Iteration 13Q (74.393837 sec): 3 clusters Score: Raw -35079.132733 + Penalty 1499.662827 = -33579.469905 nChanged 4 SP:Iteration 14Q (74.395161 sec): 3 clusters Score: Raw -35081.494328 + Penalty 1499.329108 = -33582.165220 nChanged 4 SP:Iteration 15Q (74.396452 sec): 3 clusters Score: Raw -35084.209757 + Penalty 1498.821406 = -33585.388351 nChanged 7 SP:Iteration 16Q (74.397702 sec): 3 clusters Score: Raw -35088.659758 + Penalty 1498.853087 = -33589.806671 nChanged 3 SP:Iteration 17Q (74.398931 sec): 3 clusters Score: Raw -35089.344942 + Penalty 1498.876205 = -33590.468737 nChanged 1 SP:Iteration 18Q (74.400184 sec): 3 clusters Score: Raw -35090.424977 + Penalty 1498.997820 = -33591.427157 nChanged 2 SP:Iteration 19Q (74.401416 sec): 3 clusters Score: Raw -35091.579365 + Penalty 1498.610153 = -33592.969211 nChanged 2 SP:Iteration 20F (74.402651 sec): 3 clusters Score: Raw -35092.712679 + Penalty 1498.831377 = -33593.881302 nChanged 3 SP:Iteration 21Q (74.403859 sec): 3 clusters Score: Raw -35094.920048 + Penalty 1498.831377 = -33596.088671 nChanged 0 SP:Iteration 22F (74.405075 sec): 3 clusters Score: Raw -35094.920048 + Penalty 1498.831377 = -33596.088671 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 74 (124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.405913 sec): 2 clusters Score: Raw -4152.591011 + Penalty 285.194176 = -3867.396835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.406343 sec): 3 clusters Score: Raw -4172.386890 + Penalty 578.134115 = -3594.252775 nChanged 11 SP:Iteration 1F (74.406764 sec): 3 clusters Score: Raw -4193.453158 + Penalty 577.361630 = -3616.091528 nChanged 5 SP:Iteration 2Q (74.407175 sec): 3 clusters Score: Raw -4209.816784 + Penalty 574.632551 = -3635.184234 nChanged 4 SP:Iteration 3Q (74.407582 sec): 3 clusters Score: Raw -4216.059859 + Penalty 572.170438 = -3643.889422 nChanged 2 SP:Iteration 4Q (74.407988 sec): 3 clusters Score: Raw -4219.264961 + Penalty 570.388352 = -3648.876609 nChanged 2 SP:Iteration 5Q (74.408395 sec): 3 clusters Score: Raw -4222.125389 + Penalty 569.718674 = -3652.406716 nChanged 1 SP:Iteration 6Q (74.408799 sec): 3 clusters Score: Raw -4223.511791 + Penalty 568.685969 = -3654.825822 nChanged 2 SP:Iteration 7Q (74.409202 sec): 3 clusters Score: Raw -4225.859407 + Penalty 567.744145 = -3658.115263 nChanged 2 SP:Iteration 8Q (74.409605 sec): 3 clusters Score: Raw -4227.244818 + Penalty 566.278135 = -3660.966683 nChanged 3 SP:Iteration 9Q (74.410010 sec): 3 clusters Score: Raw -4229.142834 + Penalty 563.010213 = -3666.132621 nChanged 3 SP:Iteration 10F (74.410431 sec): 3 clusters Score: Raw -4232.063029 + Penalty 562.382873 = -3669.680156 nChanged 2 SP:Iteration 11Q (74.410834 sec): 3 clusters Score: Raw -4234.705746 + Penalty 562.554334 = -3672.151412 nChanged 1 SP:Iteration 12Q (74.411237 sec): 3 clusters Score: Raw -4235.729659 + Penalty 561.536527 = -3674.193132 nChanged 1 SP:Iteration 13Q (74.411639 sec): 3 clusters Score: Raw -4236.330045 + Penalty 563.244063 = -3673.085982 nChanged 2 SP:Iteration 14F (74.412058 sec): 3 clusters Score: Raw -4241.012214 + Penalty 563.318407 = -3677.693807 nChanged 2 SP:Iteration 15Q (74.412460 sec): 3 clusters Score: Raw -4246.594990 + Penalty 564.810620 = -3681.784369 nChanged 1 SP:Iteration 16Q (74.412862 sec): 3 clusters Score: Raw -4253.724830 + Penalty 564.768534 = -3688.956296 nChanged 1 SP:Iteration 17Q (74.413260 sec): 3 clusters Score: Raw -4254.854073 + Penalty 563.399473 = -3691.454600 nChanged 1 SP:Iteration 18Q (74.413660 sec): 3 clusters Score: Raw -4256.001178 + Penalty 559.462287 = -3696.538891 nChanged 1 SP:Iteration 19Q (74.414091 sec): 3 clusters Score: Raw -4256.756709 + Penalty 559.462287 = -3697.294422 nChanged 0 SP:Iteration 20F (74.414510 sec): 3 clusters Score: Raw -4256.756709 + Penalty 559.462287 = -3697.294422 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 79 (435 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.416135 sec): 2 clusters Score: Raw -25844.547270 + Penalty 786.058917 = -25058.488353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.417102 sec): 3 clusters Score: Raw -25684.722907 + Penalty 1573.065683 = -24111.657224 nChanged 99 SP:Iteration 1F (74.418075 sec): 3 clusters Score: Raw -25780.658692 + Penalty 1574.204459 = -24206.454234 nChanged 28 SP:Iteration 2F (74.419032 sec): 3 clusters Score: Raw -25808.837325 + Penalty 1574.459575 = -24234.377750 nChanged 15 SP:Iteration 3Q (74.419981 sec): 3 clusters Score: Raw -25817.136679 + Penalty 1575.055495 = -24242.081184 nChanged 3 SP:Iteration 4Q (74.420923 sec): 3 clusters Score: Raw -25818.565662 + Penalty 1575.015037 = -24243.550625 nChanged 1 SP:Iteration 5Q (74.421864 sec): 3 clusters Score: Raw -25820.760620 + Penalty 1575.015037 = -24245.745582 nChanged 0 SP:Iteration 6F (74.422834 sec): 3 clusters Score: Raw -25820.760620 + Penalty 1575.015037 = -24245.745582 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 129 (237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.423937 sec): 2 clusters Score: Raw -12776.522443 + Penalty 704.660362 = -12071.862082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.424561 sec): 3 clusters Score: Raw -12755.115230 + Penalty 1411.152481 = -11343.962749 nChanged 46 SP:Iteration 1F (74.425176 sec): 3 clusters Score: Raw -12822.268255 + Penalty 1411.484395 = -11410.783860 nChanged 8 SP:Iteration 2Q (74.425775 sec): 3 clusters Score: Raw -12842.359324 + Penalty 1411.261358 = -11431.097967 nChanged 3 SP:Iteration 3Q (74.426374 sec): 3 clusters Score: Raw -12846.682063 + Penalty 1411.028188 = -11435.653875 nChanged 2 SP:Iteration 4Q (74.426967 sec): 3 clusters Score: Raw -12850.079916 + Penalty 1411.028188 = -11439.051728 nChanged 0 SP:Iteration 5F (74.427578 sec): 3 clusters Score: Raw -12850.079916 + Penalty 1411.028188 = -11439.051728 nChanged 0 Iteration 219Q (74.517131 sec): 27 clusters Score: Raw -1143495.850909 + Penalty 27411.387703 = -1116084.463206 nChanged 37 Iteration 220F (74.845285 sec): 27 clusters Score: Raw -1143536.948851 + Penalty 27427.703719 = -1116109.245132 nChanged 25 Iteration 221Q (74.924553 sec): 27 clusters Score: Raw -1143553.977080 + Penalty 27443.104424 = -1116110.872656 nChanged 13 Iteration 222Q (75.001144 sec): 27 clusters Score: Raw -1143564.663147 + Penalty 27449.453970 = -1116115.209177 nChanged 9 Iteration 223Q (75.076378 sec): 27 clusters Score: Raw -1143571.065803 + Penalty 27453.595352 = -1116117.470450 nChanged 5 Iteration 224Q (75.152071 sec): 27 clusters Score: Raw -1143575.029671 + Penalty 27455.219259 = -1116119.810412 nChanged 9 Iteration 225Q (75.227876 sec): 27 clusters Score: Raw -1143588.267504 + Penalty 27460.735602 = -1116127.531902 nChanged 7 Iteration 226Q (75.303517 sec): 27 clusters Score: Raw -1143592.840272 + Penalty 27461.719495 = -1116131.120777 nChanged 4 Iteration 227Q (75.379349 sec): 27 clusters Score: Raw -1143593.532512 + Penalty 27461.719495 = -1116131.813017 nChanged 0 Iteration 228F (75.709300 sec): 27 clusters Score: Raw -1143593.532512 + Penalty 27461.719495 = -1116131.813017 nChanged 0 Writing temp clu file Memory request: 0.11 GB would take us to total of 0.23 GB. Compute initial score before splitting: Score: Raw -1143593.532512 + Penalty 27461.719495 = -1116131.813017Memory request: 0.05 GB would take us to total of 0.28 GB. Trying to split cluster 1 (10200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (75.803597 sec): 2 clusters Score: Raw -473404.643739 + Penalty 314.905570 = -473089.738170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (75.822604 sec): 3 clusters Score: Raw -466572.602692 + Penalty 626.090702 = -465946.511990 nChanged 4774 SP:Iteration 1F (75.841400 sec): 3 clusters Score: Raw -469563.881653 + Penalty 627.190883 = -468936.690770 nChanged 1692 SP:Iteration 2F (75.859690 sec): 3 clusters Score: Raw -471024.013019 + Penalty 638.381335 = -470385.631684 nChanged 779 SP:Iteration 3F (75.878077 sec): 3 clusters Score: Raw -471764.827971 + Penalty 648.742995 = -471116.084975 nChanged 527 SP:Iteration 4F (75.896529 sec): 3 clusters Score: Raw -472220.769690 + Penalty 652.654386 = -471568.115304 nChanged 411 SP:Iteration 5Q (75.915176 sec): 3 clusters Score: Raw -472579.040988 + Penalty 654.016006 = -471925.024983 nChanged 281 SP:Iteration 6Q (75.932733 sec): 3 clusters Score: Raw -472788.427658 + Penalty 653.570493 = -472134.857166 nChanged 211 SP:Iteration 7Q (75.948961 sec): 3 clusters Score: Raw -472910.648811 + Penalty 658.930466 = -472251.718345 nChanged 169 SP:Iteration 8Q (75.964737 sec): 3 clusters Score: Raw -472993.410047 + Penalty 664.817315 = -472328.592732 nChanged 146 SP:Iteration 9Q (75.980965 sec): 3 clusters Score: Raw -473055.240000 + Penalty 672.535186 = -472382.704814 nChanged 118 SP:Iteration 10F (75.999249 sec): 3 clusters Score: Raw -473099.891263 + Penalty 681.099361 = -472418.791902 nChanged 104 SP:Iteration 11Q (76.014747 sec): 3 clusters Score: Raw -473141.535059 + Penalty 694.451611 = -472447.083448 nChanged 105 SP:Iteration 12Q (76.030212 sec): 3 clusters Score: Raw -473185.370885 + Penalty 712.060515 = -472473.310370 nChanged 95 SP:Iteration 13Q (76.045404 sec): 3 clusters Score: Raw -473234.825610 + Penalty 727.967266 = -472506.858345 nChanged 103 SP:Iteration 14Q (76.060465 sec): 3 clusters Score: Raw -473299.113972 + Penalty 741.572426 = -472557.541545 nChanged 81 SP:Iteration 15Q (76.075436 sec): 3 clusters Score: Raw -473341.006923 + Penalty 754.608886 = -472586.398037 nChanged 60 SP:Iteration 16Q (76.090316 sec): 3 clusters Score: Raw -473368.778418 + Penalty 764.262641 = -472604.515777 nChanged 60 SP:Iteration 17Q (76.105280 sec): 3 clusters Score: Raw -473396.707562 + Penalty 775.256846 = -472621.450715 nChanged 48 SP:Iteration 18Q (76.120266 sec): 3 clusters Score: Raw -473418.843218 + Penalty 792.535599 = -472626.307619 nChanged 44 SP:Iteration 19Q (76.135023 sec): 3 clusters Score: Raw -473438.985682 + Penalty 812.470377 = -472626.515304 nChanged 34 SP:Iteration 20F (76.153322 sec): 3 clusters Score: Raw -473453.436748 + Penalty 831.059167 = -472622.377581 nChanged 27 SP:Iteration 21F (76.171445 sec): 3 clusters Score: Raw -473466.515840 + Penalty 853.588763 = -472612.927076 nChanged 26 SP:Iteration 22F (76.189731 sec): 3 clusters Score: Raw -473480.370852 + Penalty 873.222886 = -472607.147966 nChanged 23 SP:Iteration 23F (76.207849 sec): 3 clusters Score: Raw -473489.415796 + Penalty 886.180175 = -472603.235621 nChanged 8 SP:Iteration 24F (76.226352 sec): 3 clusters Score: Raw -473491.590076 + Penalty 885.161549 = -472606.428527 nChanged 5 SP:Iteration 25Q (76.240797 sec): 3 clusters Score: Raw -473493.962623 + Penalty 889.710414 = -472604.252209 nChanged 5 SP:Iteration 26F (76.263912 sec): 3 clusters Score: Raw -473495.215604 + Penalty 895.204019 = -472600.011585 nChanged 9 SP:Iteration 27F (76.282536 sec): 3 clusters Score: Raw -473497.834812 + Penalty 901.749448 = -472596.085364 nChanged 7 SP:Iteration 28F (76.301166 sec): 3 clusters Score: Raw -473500.938932 + Penalty 911.283165 = -472589.655767 nChanged 7 SP:Iteration 29F (76.319506 sec): 3 clusters Score: Raw -473503.350918 + Penalty 922.049371 = -472581.301547 nChanged 7 SP:Iteration 30F (76.338575 sec): 3 clusters Score: Raw -473505.408827 + Penalty 940.356804 = -472565.052023 nChanged 4 SP:Iteration 31F (76.357090 sec): 3 clusters Score: Raw -473507.806945 + Penalty 946.673373 = -472561.133572 nChanged 1 SP:Iteration 32F (76.375755 sec): 3 clusters Score: Raw -473508.012438 + Penalty 951.340778 = -472556.671660 nChanged 3 SP:Iteration 33F (76.394159 sec): 3 clusters Score: Raw -473508.659612 + Penalty 957.892966 = -472550.766646 nChanged 2 SP:Iteration 34F (76.412757 sec): 3 clusters Score: Raw -473509.630959 + Penalty 960.277379 = -472549.353580 nChanged 3 SP:Iteration 35F (76.431581 sec): 3 clusters Score: Raw -473510.719825 + Penalty 954.511557 = -472556.208268 nChanged 5 SP:Iteration 36Q (76.446362 sec): 3 clusters Score: Raw -473512.424539 + Penalty 956.230589 = -472556.193950 nChanged 4 SP:Iteration 37F (76.465065 sec): 3 clusters Score: Raw -473513.971250 + Penalty 955.620166 = -472558.351085 nChanged 2 SP:Iteration 38Q (76.479543 sec): 3 clusters Score: Raw -473515.984749 + Penalty 958.016780 = -472557.967968 nChanged 3 SP:Iteration 39F (76.497794 sec): 3 clusters Score: Raw -473517.720350 + Penalty 954.460245 = -472563.260105 nChanged 1 SP:Iteration 40F (76.516239 sec): 3 clusters Score: Raw -473518.063271 + Penalty 954.460245 = -472563.603027 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 2 (732 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.524703 sec): 2 clusters Score: Raw -38148.778210 + Penalty 991.761742 = -37157.016468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.526253 sec): 3 clusters Score: Raw -37938.239437 + Penalty 1983.745489 = -35954.493947 nChanged 191 SP:Iteration 1F (76.527727 sec): 3 clusters Score: Raw -38151.520372 + Penalty 1983.932306 = -36167.588066 nChanged 51 SP:Iteration 2F (76.529208 sec): 3 clusters Score: Raw -38204.188455 + Penalty 1983.749137 = -36220.439319 nChanged 29 SP:Iteration 3Q (76.530678 sec): 3 clusters Score: Raw -38233.025762 + Penalty 1984.599767 = -36248.425995 nChanged 19 SP:Iteration 4Q (76.532227 sec): 3 clusters Score: Raw -38254.250327 + Penalty 1985.060538 = -36269.189789 nChanged 11 SP:Iteration 5Q (76.533961 sec): 3 clusters Score: Raw -38269.482061 + Penalty 1985.040060 = -36284.442001 nChanged 11 SP:Iteration 6Q (76.535596 sec): 3 clusters Score: Raw -38283.193863 + Penalty 1986.380593 = -36296.813269 nChanged 9 SP:Iteration 7Q (76.537119 sec): 3 clusters Score: Raw -38299.192513 + Penalty 1986.600595 = -36312.591918 nChanged 8 SP:Iteration 8Q (76.538650 sec): 3 clusters Score: Raw -38311.042634 + Penalty 1985.962060 = -36325.080574 nChanged 7 SP:Iteration 9Q (76.540162 sec): 3 clusters Score: Raw -38319.052177 + Penalty 1985.863186 = -36333.188992 nChanged 1 SP:Iteration 10F (76.541663 sec): 3 clusters Score: Raw -38320.292237 + Penalty 1985.806266 = -36334.485971 nChanged 1 SP:Iteration 11Q (76.543076 sec): 3 clusters Score: Raw -38321.626371 + Penalty 1985.802365 = -36335.824006 nChanged 1 SP:Iteration 12Q (76.544527 sec): 3 clusters Score: Raw -38324.094836 + Penalty 1986.528091 = -36337.566745 nChanged 3 SP:Iteration 13Q (76.545970 sec): 3 clusters Score: Raw -38326.330485 + Penalty 1986.604694 = -36339.725791 nChanged 1 SP:Iteration 14Q (76.547420 sec): 3 clusters Score: Raw -38327.989798 + Penalty 1986.588800 = -36341.400998 nChanged 2 SP:Iteration 15Q (76.548853 sec): 3 clusters Score: Raw -38332.836662 + Penalty 1986.402237 = -36346.434424 nChanged 2 SP:Iteration 16Q (76.550287 sec): 3 clusters Score: Raw -38335.457304 + Penalty 1986.462867 = -36348.994438 nChanged 2 SP:Iteration 17Q (76.551724 sec): 3 clusters Score: Raw -38337.626434 + Penalty 1986.570439 = -36351.055995 nChanged 2 SP:Iteration 18Q (76.553166 sec): 3 clusters Score: Raw -38339.793989 + Penalty 1986.689991 = -36353.103998 nChanged 3 SP:Iteration 19Q (76.554623 sec): 3 clusters Score: Raw -38343.708883 + Penalty 1986.659105 = -36357.049778 nChanged 4 SP:Iteration 20F (76.556093 sec): 3 clusters Score: Raw -38349.521568 + Penalty 1986.965366 = -36362.556202 nChanged 2 SP:Iteration 21Q (76.557515 sec): 3 clusters Score: Raw -38351.516136 + Penalty 1986.961010 = -36364.555126 nChanged 3 SP:Iteration 22Q (76.558942 sec): 3 clusters Score: Raw -38355.332953 + Penalty 1986.885953 = -36368.447000 nChanged 3 SP:Iteration 23Q (76.560428 sec): 3 clusters Score: Raw -38357.307655 + Penalty 1986.819497 = -36370.488158 nChanged 1 SP:Iteration 24Q (76.561869 sec): 3 clusters Score: Raw -38357.985204 + Penalty 1986.940149 = -36371.045055 nChanged 1 SP:Iteration 25Q (76.563318 sec): 3 clusters Score: Raw -38359.543132 + Penalty 1986.940149 = -36372.602983 nChanged 0 SP:Iteration 26F (76.564878 sec): 3 clusters Score: Raw -38359.543132 + Penalty 1986.940149 = -36372.602983 nChanged 0 Memory request: 0.02 GB would take us to total of 0.25 GB. Trying to split cluster 4 (3005 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.579830 sec): 2 clusters Score: Raw -158655.403347 + Penalty 488.993769 = -158166.409578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.585518 sec): 3 clusters Score: Raw -156906.226960 + Penalty 969.227362 = -155936.999597 nChanged 1307 SP:Iteration 1F (76.590930 sec): 3 clusters Score: Raw -157767.995674 + Penalty 961.065011 = -156806.930663 nChanged 262 SP:Iteration 2F (76.596341 sec): 3 clusters Score: Raw -157953.179858 + Penalty 951.427265 = -157001.752593 nChanged 207 SP:Iteration 3F (76.601833 sec): 3 clusters Score: Raw -158116.843568 + Penalty 944.218041 = -157172.625528 nChanged 169 SP:Iteration 4F (76.607175 sec): 3 clusters Score: Raw -158223.201723 + Penalty 938.837014 = -157284.364709 nChanged 134 SP:Iteration 5Q (76.612470 sec): 3 clusters Score: Raw -158297.727420 + Penalty 935.050816 = -157362.676605 nChanged 100 SP:Iteration 6Q (76.617695 sec): 3 clusters Score: Raw -158352.756811 + Penalty 931.429414 = -157421.327397 nChanged 77 SP:Iteration 7Q (76.622866 sec): 3 clusters Score: Raw -158384.586454 + Penalty 928.596237 = -157455.990216 nChanged 44 SP:Iteration 8Q (76.628229 sec): 3 clusters Score: Raw -158397.031159 + Penalty 927.390703 = -157469.640455 nChanged 35 SP:Iteration 9Q (76.633407 sec): 3 clusters Score: Raw -158405.620503 + Penalty 925.739301 = -157479.881201 nChanged 27 SP:Iteration 10F (76.639026 sec): 3 clusters Score: Raw -158417.367734 + Penalty 924.153316 = -157493.214418 nChanged 25 SP:Iteration 11Q (76.644438 sec): 3 clusters Score: Raw -158427.436498 + Penalty 921.609231 = -157505.827268 nChanged 29 SP:Iteration 12Q (76.649505 sec): 3 clusters Score: Raw -158436.390478 + Penalty 919.511826 = -157516.878652 nChanged 24 SP:Iteration 13Q (76.654590 sec): 3 clusters Score: Raw -158442.125217 + Penalty 917.811551 = -157524.313666 nChanged 18 SP:Iteration 14Q (76.659650 sec): 3 clusters Score: Raw -158446.192224 + Penalty 915.641416 = -157530.550808 nChanged 17 SP:Iteration 15Q (76.664680 sec): 3 clusters Score: Raw -158450.782294 + Penalty 914.535269 = -157536.247024 nChanged 17 SP:Iteration 16Q (76.669655 sec): 3 clusters Score: Raw -158454.441268 + Penalty 913.886313 = -157540.554955 nChanged 14 SP:Iteration 17Q (76.674683 sec): 3 clusters Score: Raw -158456.118660 + Penalty 913.198358 = -157542.920301 nChanged 11 SP:Iteration 18Q (76.679781 sec): 3 clusters Score: Raw -158457.117675 + Penalty 911.489110 = -157545.628565 nChanged 9 SP:Iteration 19Q (76.684844 sec): 3 clusters Score: Raw -158458.371355 + Penalty 910.679371 = -157547.691984 nChanged 4 SP:Iteration 20F (76.690185 sec): 3 clusters Score: Raw -158458.559739 + Penalty 910.604708 = -157547.955031 nChanged 3 SP:Iteration 21Q (76.695122 sec): 3 clusters Score: Raw -158458.817132 + Penalty 910.353313 = -157548.463819 nChanged 2 SP:Iteration 22Q (76.700145 sec): 3 clusters Score: Raw -158459.237365 + Penalty 909.866309 = -157549.371056 nChanged 3 SP:Iteration 23Q (76.705197 sec): 3 clusters Score: Raw -158459.727684 + Penalty 908.554476 = -157551.173208 nChanged 6 SP:Iteration 24Q (76.710139 sec): 3 clusters Score: Raw -158460.428751 + Penalty 907.238066 = -157553.190685 nChanged 9 SP:Iteration 25Q (76.715063 sec): 3 clusters Score: Raw -158461.254424 + Penalty 906.401019 = -157554.853405 nChanged 10 SP:Iteration 26Q (76.720073 sec): 3 clusters Score: Raw -158462.538171 + Penalty 905.942590 = -157556.595580 nChanged 10 SP:Iteration 27Q (76.725031 sec): 3 clusters Score: Raw -158463.613601 + Penalty 905.258135 = -157558.355466 nChanged 9 SP:Iteration 28Q (76.730041 sec): 3 clusters Score: Raw -158465.442082 + Penalty 903.859001 = -157561.583081 nChanged 16 SP:Iteration 29Q (76.735074 sec): 3 clusters Score: Raw -158469.462735 + Penalty 903.222337 = -157566.240397 nChanged 13 SP:Iteration 30F (76.740787 sec): 3 clusters Score: Raw -158472.195600 + Penalty 902.950685 = -157569.244915 nChanged 14 SP:Iteration 31Q (76.745846 sec): 3 clusters Score: Raw -158474.973711 + Penalty 901.821309 = -157573.152403 nChanged 12 SP:Iteration 32Q (76.750726 sec): 3 clusters Score: Raw -158476.920909 + Penalty 901.030711 = -157575.890198 nChanged 13 SP:Iteration 33Q (76.755568 sec): 3 clusters Score: Raw -158478.841009 + Penalty 899.907848 = -157578.933162 nChanged 12 SP:Iteration 34Q (76.760537 sec): 3 clusters Score: Raw -158480.530208 + Penalty 898.340085 = -157582.190124 nChanged 12 SP:Iteration 35Q (76.765603 sec): 3 clusters Score: Raw -158482.847322 + Penalty 896.939855 = -157585.907468 nChanged 18 SP:Iteration 36Q (76.770972 sec): 3 clusters Score: Raw -158486.286815 + Penalty 895.462835 = -157590.823981 nChanged 10 SP:Iteration 37Q (76.776203 sec): 3 clusters Score: Raw -158488.418760 + Penalty 893.425049 = -157594.993711 nChanged 12 SP:Iteration 38Q (76.781091 sec): 3 clusters Score: Raw -158491.866253 + Penalty 891.747321 = -157600.118932 nChanged 13 SP:Iteration 39Q (76.786007 sec): 3 clusters Score: Raw -158495.160830 + Penalty 890.992839 = -157604.167991 nChanged 9 SP:Iteration 40F (76.791359 sec): 3 clusters Score: Raw -158497.228505 + Penalty 889.397793 = -157607.830712 nChanged 14 SP:Iteration 41Q (76.796121 sec): 3 clusters Score: Raw -158499.501926 + Penalty 888.604640 = -157610.897285 nChanged 7 SP:Iteration 42Q (76.800960 sec): 3 clusters Score: Raw -158500.631640 + Penalty 888.058240 = -157612.573400 nChanged 6 SP:Iteration 43Q (76.805816 sec): 3 clusters Score: Raw -158501.502085 + Penalty 887.639305 = -157613.862779 nChanged 4 SP:Iteration 44Q (76.810565 sec): 3 clusters Score: Raw -158502.324669 + Penalty 886.155594 = -157616.169075 nChanged 7 SP:Iteration 45Q (76.815339 sec): 3 clusters Score: Raw -158503.743710 + Penalty 885.699575 = -157618.044134 nChanged 10 SP:Iteration 46Q (76.820074 sec): 3 clusters Score: Raw -158506.431879 + Penalty 885.522330 = -157620.909549 nChanged 16 SP:Iteration 47Q (76.824914 sec): 3 clusters Score: Raw -158510.576880 + Penalty 885.717407 = -157624.859473 nChanged 14 SP:Iteration 48Q (76.829610 sec): 3 clusters Score: Raw -158512.928461 + Penalty 885.728259 = -157627.200203 nChanged 11 SP:Iteration 49Q (76.834675 sec): 3 clusters Score: Raw -158515.676970 + Penalty 885.810399 = -157629.866571 nChanged 11 SP:Iteration 50F (76.840157 sec): 3 clusters Score: Raw -158518.344300 + Penalty 884.606396 = -157633.737904 nChanged 7 SP:Iteration 51Q (76.845187 sec): 3 clusters Score: Raw -158519.927013 + Penalty 884.557337 = -157635.369676 nChanged 6 SP:Iteration 52Q (76.849869 sec): 3 clusters Score: Raw -158520.742261 + Penalty 884.543525 = -157636.198736 nChanged 4 SP:Iteration 53Q (76.854554 sec): 3 clusters Score: Raw -158521.642301 + Penalty 883.736310 = -157637.905991 nChanged 8 SP:Iteration 54Q (76.859243 sec): 3 clusters Score: Raw -158523.073168 + Penalty 882.265111 = -157640.808057 nChanged 6 SP:Iteration 55Q (76.863914 sec): 3 clusters Score: Raw -158524.136609 + Penalty 882.492993 = -157641.643616 nChanged 6 SP:Iteration 56Q (76.868554 sec): 3 clusters Score: Raw -158525.864558 + Penalty 884.229390 = -157641.635167 nChanged 6 SP:Iteration 57F (76.873987 sec): 3 clusters Score: Raw -158526.974029 + Penalty 884.633361 = -157642.340667 nChanged 5 SP:Iteration 58Q (76.878702 sec): 3 clusters Score: Raw -158527.364789 + Penalty 884.652987 = -157642.711801 nChanged 1 SP:Iteration 59Q (76.883395 sec): 3 clusters Score: Raw -158527.382203 + Penalty 885.058783 = -157642.323420 nChanged 2 SP:Iteration 60F (76.888800 sec): 3 clusters Score: Raw -158527.760310 + Penalty 885.226939 = -157642.533370 nChanged 1 SP:Iteration 61Q (76.893509 sec): 3 clusters Score: Raw -158527.930117 + Penalty 885.523853 = -157642.406265 nChanged 2 SP:Iteration 62F (76.898859 sec): 3 clusters Score: Raw -158528.645831 + Penalty 884.886816 = -157643.759015 nChanged 2 SP:Iteration 63Q (76.903497 sec): 3 clusters Score: Raw -158529.370571 + Penalty 884.888176 = -157644.482395 nChanged 2 SP:Iteration 64Q (76.908153 sec): 3 clusters Score: Raw -158529.770206 + Penalty 884.435891 = -157645.334316 nChanged 1 SP:Iteration 65Q (76.912873 sec): 3 clusters Score: Raw -158529.823370 + Penalty 884.435891 = -157645.387479 nChanged 0 SP:Iteration 66F (76.918553 sec): 3 clusters Score: Raw -158529.823370 + Penalty 884.435891 = -157645.387479 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 5 (852 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.928095 sec): 2 clusters Score: Raw -45292.743293 + Penalty 446.787906 = -44845.955388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.929981 sec): 3 clusters Score: Raw -44843.289882 + Penalty 896.030711 = -43947.259172 nChanged 334 SP:Iteration 1F (76.931787 sec): 3 clusters Score: Raw -45037.950762 + Penalty 903.021354 = -44134.929408 nChanged 75 SP:Iteration 2F (76.933560 sec): 3 clusters Score: Raw -45088.273203 + Penalty 914.261345 = -44174.011859 nChanged 57 SP:Iteration 3F (76.935244 sec): 3 clusters Score: Raw -45134.646793 + Penalty 933.954914 = -44200.691879 nChanged 60 SP:Iteration 4F (76.936936 sec): 3 clusters Score: Raw -45188.227007 + Penalty 963.026426 = -44225.200580 nChanged 55 SP:Iteration 5F (76.938621 sec): 3 clusters Score: Raw -45240.948694 + Penalty 990.359689 = -44250.589005 nChanged 38 SP:Iteration 6Q (76.940263 sec): 3 clusters Score: Raw -45274.228600 + Penalty 1009.917205 = -44264.311395 nChanged 22 SP:Iteration 7Q (76.941908 sec): 3 clusters Score: Raw -45293.804091 + Penalty 1019.944251 = -44273.859840 nChanged 13 SP:Iteration 8Q (76.943634 sec): 3 clusters Score: Raw -45304.617210 + Penalty 1027.719285 = -44276.897924 nChanged 11 SP:Iteration 9Q (76.945389 sec): 3 clusters Score: Raw -45318.922697 + Penalty 1038.427468 = -44280.495229 nChanged 11 SP:Iteration 10F (76.947139 sec): 3 clusters Score: Raw -45334.101882 + Penalty 1047.865557 = -44286.236325 nChanged 10 SP:Iteration 11Q (76.948715 sec): 3 clusters Score: Raw -45341.645515 + Penalty 1054.556336 = -44287.089179 nChanged 6 SP:Iteration 12Q (76.950246 sec): 3 clusters Score: Raw -45348.585257 + Penalty 1057.001312 = -44291.583945 nChanged 4 SP:Iteration 13Q (76.951730 sec): 3 clusters Score: Raw -45352.782033 + Penalty 1058.942815 = -44293.839218 nChanged 1 SP:Iteration 14Q (76.953201 sec): 3 clusters Score: Raw -45353.077206 + Penalty 1058.942815 = -44294.134392 nChanged 0 SP:Iteration 15F (76.954901 sec): 3 clusters Score: Raw -45353.077206 + Penalty 1058.942815 = -44294.134392 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 6 (349 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.957786 sec): 2 clusters Score: Raw -19071.429142 + Penalty 590.008824 = -18481.420318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.958605 sec): 3 clusters Score: Raw -18952.795700 + Penalty 1207.666714 = -17745.128986 nChanged 94 SP:Iteration 1F (76.959410 sec): 3 clusters Score: Raw -19076.456230 + Penalty 1233.145166 = -17843.311064 nChanged 32 SP:Iteration 2F (76.960216 sec): 3 clusters Score: Raw -19127.709560 + Penalty 1254.917420 = -17872.792140 nChanged 20 SP:Iteration 3F (76.961017 sec): 3 clusters Score: Raw -19165.048706 + Penalty 1275.234343 = -17889.814363 nChanged 9 SP:Iteration 4Q (76.961791 sec): 3 clusters Score: Raw -19179.666508 + Penalty 1286.336915 = -17893.329593 nChanged 3 SP:Iteration 5Q (76.962556 sec): 3 clusters Score: Raw -19182.889074 + Penalty 1290.869193 = -17892.019881 nChanged 2 SP:Iteration 6F (76.963389 sec): 3 clusters Score: Raw -19187.446360 + Penalty 1291.884167 = -17895.562193 nChanged 4 SP:Iteration 7Q (76.964170 sec): 3 clusters Score: Raw -19195.340198 + Penalty 1295.929514 = -17899.410683 nChanged 4 SP:Iteration 8Q (76.964928 sec): 3 clusters Score: Raw -19204.109446 + Penalty 1306.310162 = -17897.799284 nChanged 5 SP:Iteration 9F (76.965731 sec): 3 clusters Score: Raw -19220.027849 + Penalty 1305.899528 = -17914.128321 nChanged 1 SP:Iteration 10F (76.966532 sec): 3 clusters Score: Raw -19220.835640 + Penalty 1305.899528 = -17914.936112 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 7 (771 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.969373 sec): 2 clusters Score: Raw -38644.274205 + Penalty 894.127742 = -37750.146463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.970938 sec): 3 clusters Score: Raw -38333.339352 + Penalty 1787.960770 = -36545.378582 nChanged 217 SP:Iteration 1F (76.972485 sec): 3 clusters Score: Raw -38542.019139 + Penalty 1787.310182 = -36754.708956 nChanged 75 SP:Iteration 2F (76.974011 sec): 3 clusters Score: Raw -38636.452206 + Penalty 1786.809126 = -36849.643080 nChanged 36 SP:Iteration 3Q (76.975519 sec): 3 clusters Score: Raw -38666.154014 + Penalty 1786.578836 = -36879.575178 nChanged 23 SP:Iteration 4Q (76.977000 sec): 3 clusters Score: Raw -38689.355994 + Penalty 1786.510492 = -36902.845503 nChanged 10 SP:Iteration 5Q (76.978517 sec): 3 clusters Score: Raw -38698.506309 + Penalty 1786.795097 = -36911.711212 nChanged 8 SP:Iteration 6Q (76.980023 sec): 3 clusters Score: Raw -38704.352543 + Penalty 1787.141627 = -36917.210916 nChanged 4 SP:Iteration 7Q (76.981531 sec): 3 clusters Score: Raw -38708.743533 + Penalty 1787.407559 = -36921.335974 nChanged 6 SP:Iteration 8Q (76.983026 sec): 3 clusters Score: Raw -38713.723968 + Penalty 1787.373506 = -36926.350462 nChanged 4 SP:Iteration 9Q (76.984517 sec): 3 clusters Score: Raw -38716.844905 + Penalty 1787.642021 = -36929.202884 nChanged 5 SP:Iteration 10F (76.986041 sec): 3 clusters Score: Raw -38721.816247 + Penalty 1787.829662 = -36933.986586 nChanged 6 SP:Iteration 11Q (76.987520 sec): 3 clusters Score: Raw -38724.164705 + Penalty 1787.929881 = -36936.234824 nChanged 1 SP:Iteration 12Q (76.988984 sec): 3 clusters Score: Raw -38724.535969 + Penalty 1788.023083 = -36936.512886 nChanged 1 SP:Iteration 13Q (76.990451 sec): 3 clusters Score: Raw -38724.673649 + Penalty 1788.023083 = -36936.650566 nChanged 0 SP:Iteration 14F (76.991966 sec): 3 clusters Score: Raw -38724.673649 + Penalty 1788.023083 = -36936.650566 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 8 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.992861 sec): 2 clusters Score: Raw -4711.104123 + Penalty 467.941828 = -4243.162295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.993307 sec): 3 clusters Score: Raw -4744.660721 + Penalty 948.795291 = -3795.865430 nChanged 22 SP:Iteration 1F (76.993744 sec): 3 clusters Score: Raw -4786.135468 + Penalty 955.895569 = -3830.239898 nChanged 5 SP:Iteration 2Q (76.994163 sec): 3 clusters Score: Raw -4807.321663 + Penalty 961.995071 = -3845.326591 nChanged 4 SP:Iteration 3Q (76.994576 sec): 3 clusters Score: Raw -4814.341785 + Penalty 972.700855 = -3841.640930 nChanged 3 SP:Iteration 4F (76.995012 sec): 3 clusters Score: Raw -4825.027247 + Penalty 972.641470 = -3852.385777 nChanged 2 SP:Iteration 5Q (76.995419 sec): 3 clusters Score: Raw -4829.242484 + Penalty 975.401632 = -3853.840852 nChanged 1 SP:Iteration 6Q (76.995824 sec): 3 clusters Score: Raw -4830.538210 + Penalty 979.801088 = -3850.737122 nChanged 1 SP:Iteration 7F (76.996260 sec): 3 clusters Score: Raw -4835.070480 + Penalty 979.801088 = -3855.269392 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 9 (350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.998348 sec): 2 clusters Score: Raw -14024.493021 + Penalty 829.918241 = -13194.574780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.999168 sec): 3 clusters Score: Raw -14030.318984 + Penalty 1661.058433 = -12369.260551 nChanged 71 SP:Iteration 1F (76.999994 sec): 3 clusters Score: Raw -14212.224631 + Penalty 1661.056716 = -12551.167915 nChanged 21 SP:Iteration 2F (77.000802 sec): 3 clusters Score: Raw -14275.803957 + Penalty 1660.499478 = -12615.304479 nChanged 13 SP:Iteration 3Q (77.001558 sec): 3 clusters Score: Raw -14301.843714 + Penalty 1660.183658 = -12641.660056 nChanged 3 SP:Iteration 4Q (77.002313 sec): 3 clusters Score: Raw -14307.908007 + Penalty 1660.332972 = -12647.575035 nChanged 2 SP:Iteration 5Q (77.003063 sec): 3 clusters Score: Raw -14311.760953 + Penalty 1660.825707 = -12650.935246 nChanged 2 SP:Iteration 6Q (77.003813 sec): 3 clusters Score: Raw -14317.528229 + Penalty 1660.749150 = -12656.779079 nChanged 1 SP:Iteration 7Q (77.004562 sec): 3 clusters Score: Raw -14318.505158 + Penalty 1660.559154 = -12657.946005 nChanged 1 SP:Iteration 8Q (77.005309 sec): 3 clusters Score: Raw -14321.876429 + Penalty 1661.316396 = -12660.560034 nChanged 3 SP:Iteration 9Q (77.006057 sec): 3 clusters Score: Raw -14327.781955 + Penalty 1660.939422 = -12666.842533 nChanged 1 SP:Iteration 10F (77.006858 sec): 3 clusters Score: Raw -14328.316325 + Penalty 1660.939422 = -12667.376903 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 10 (809 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.009563 sec): 2 clusters Score: Raw -41827.983128 + Penalty 555.392524 = -41272.590604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.011191 sec): 3 clusters Score: Raw -41417.247391 + Penalty 1101.744600 = -40315.502791 nChanged 280 SP:Iteration 1F (77.012809 sec): 3 clusters Score: Raw -41581.870570 + Penalty 1093.172077 = -40488.698493 nChanged 87 SP:Iteration 2F (77.014405 sec): 3 clusters Score: Raw -41631.497884 + Penalty 1081.524434 = -40549.973450 nChanged 68 SP:Iteration 3F (77.015974 sec): 3 clusters Score: Raw -41682.295545 + Penalty 1080.742451 = -40601.553094 nChanged 54 SP:Iteration 4F (77.017551 sec): 3 clusters Score: Raw -41727.119310 + Penalty 1087.031344 = -40640.087966 nChanged 48 SP:Iteration 5F (77.019118 sec): 3 clusters Score: Raw -41771.336526 + Penalty 1114.489600 = -40656.846926 nChanged 40 SP:Iteration 6Q (77.020718 sec): 3 clusters Score: Raw -41812.469847 + Penalty 1137.137780 = -40675.332067 nChanged 32 SP:Iteration 7Q (77.022292 sec): 3 clusters Score: Raw -41845.516282 + Penalty 1142.867605 = -40702.648677 nChanged 14 SP:Iteration 8Q (77.023821 sec): 3 clusters Score: Raw -41867.505153 + Penalty 1154.228176 = -40713.276977 nChanged 7 SP:Iteration 9Q (77.025347 sec): 3 clusters Score: Raw -41880.600190 + Penalty 1160.291941 = -40720.308248 nChanged 7 SP:Iteration 10F (77.026947 sec): 3 clusters Score: Raw -41888.412655 + Penalty 1163.700410 = -40724.712245 nChanged 2 SP:Iteration 11Q (77.028410 sec): 3 clusters Score: Raw -41892.248990 + Penalty 1166.094861 = -40726.154129 nChanged 1 SP:Iteration 12Q (77.029848 sec): 3 clusters Score: Raw -41894.001729 + Penalty 1163.481027 = -40730.520702 nChanged 1 SP:Iteration 13Q (77.031276 sec): 3 clusters Score: Raw -41896.372967 + Penalty 1164.678798 = -40731.694169 nChanged 2 SP:Iteration 14Q (77.032752 sec): 3 clusters Score: Raw -41898.377299 + Penalty 1167.198265 = -40731.179034 nChanged 1 SP:Iteration 15F (77.034388 sec): 3 clusters Score: Raw -41901.015405 + Penalty 1167.198265 = -40733.817141 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 11 (331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.035804 sec): 2 clusters Score: Raw -14249.678397 + Penalty 255.674943 = -13994.003454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.036591 sec): 3 clusters Score: Raw -14104.884145 + Penalty 512.168178 = -13592.715966 nChanged 106 SP:Iteration 1F (77.037397 sec): 3 clusters Score: Raw -14184.677364 + Penalty 513.073833 = -13671.603531 nChanged 32 SP:Iteration 2F (77.038169 sec): 3 clusters Score: Raw -14219.922688 + Penalty 512.022020 = -13707.900668 nChanged 22 SP:Iteration 3F (77.038941 sec): 3 clusters Score: Raw -14245.432799 + Penalty 511.361409 = -13734.071390 nChanged 14 SP:Iteration 4Q (77.039704 sec): 3 clusters Score: Raw -14260.078179 + Penalty 512.182825 = -13747.895353 nChanged 12 SP:Iteration 5Q (77.040465 sec): 3 clusters Score: Raw -14272.846860 + Penalty 512.361537 = -13760.485324 nChanged 9 SP:Iteration 6Q (77.041221 sec): 3 clusters Score: Raw -14282.121236 + Penalty 511.334622 = -13770.786614 nChanged 6 SP:Iteration 7Q (77.041973 sec): 3 clusters Score: Raw -14284.896068 + Penalty 511.334622 = -13773.561445 nChanged 0 SP:Iteration 8F (77.042743 sec): 3 clusters Score: Raw -14284.896068 + Penalty 511.334622 = -13773.561445 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 13 (647 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.044919 sec): 2 clusters Score: Raw -25643.483615 + Penalty 1009.410168 = -24634.073447 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.046265 sec): 3 clusters Score: Raw -25473.152664 + Penalty 2019.445289 = -23453.707374 nChanged 184 SP:Iteration 1F (77.047602 sec): 3 clusters Score: Raw -25724.925154 + Penalty 2020.237158 = -23704.687996 nChanged 64 SP:Iteration 2F (77.048929 sec): 3 clusters Score: Raw -25862.385245 + Penalty 2019.165737 = -23843.219508 nChanged 56 SP:Iteration 3F (77.050309 sec): 3 clusters Score: Raw -25995.907351 + Penalty 2017.824101 = -23978.083249 nChanged 34 SP:Iteration 4F (77.051690 sec): 3 clusters Score: Raw -26053.422181 + Penalty 2015.996945 = -24037.425236 nChanged 18 SP:Iteration 5Q (77.052989 sec): 3 clusters Score: Raw -26095.808595 + Penalty 2015.481259 = -24080.327336 nChanged 22 SP:Iteration 6Q (77.054214 sec): 3 clusters Score: Raw -26133.667612 + Penalty 2014.342940 = -24119.324672 nChanged 10 SP:Iteration 7Q (77.055438 sec): 3 clusters Score: Raw -26158.543086 + Penalty 2013.189086 = -24145.354000 nChanged 11 SP:Iteration 8Q (77.056649 sec): 3 clusters Score: Raw -26175.518756 + Penalty 2012.711442 = -24162.807314 nChanged 2 SP:Iteration 9Q (77.057854 sec): 3 clusters Score: Raw -26176.983174 + Penalty 2012.976292 = -24164.006882 nChanged 1 SP:Iteration 10F (77.059163 sec): 3 clusters Score: Raw -26178.267883 + Penalty 2013.147594 = -24165.120289 nChanged 1 SP:Iteration 11Q (77.060397 sec): 3 clusters Score: Raw -26179.596379 + Penalty 2013.297859 = -24166.298519 nChanged 1 SP:Iteration 12Q (77.061603 sec): 3 clusters Score: Raw -26181.589201 + Penalty 2013.432428 = -24168.156773 nChanged 2 SP:Iteration 13Q (77.062808 sec): 3 clusters Score: Raw -26192.187181 + Penalty 2013.577343 = -24178.609839 nChanged 2 SP:Iteration 14Q (77.064012 sec): 3 clusters Score: Raw -26195.426673 + Penalty 2013.577343 = -24181.849330 nChanged 0 SP:Iteration 15F (77.065347 sec): 3 clusters Score: Raw -26195.426673 + Penalty 2013.577343 = -24181.849330 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 17 (443 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.067184 sec): 2 clusters Score: Raw -22952.529620 + Penalty 931.498669 = -22021.030951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.068229 sec): 3 clusters Score: Raw -22897.901804 + Penalty 1862.980532 = -21034.921272 nChanged 100 SP:Iteration 1F (77.069236 sec): 3 clusters Score: Raw -23046.498825 + Penalty 1862.967666 = -21183.531159 nChanged 24 SP:Iteration 2F (77.070243 sec): 3 clusters Score: Raw -23092.980255 + Penalty 1862.837359 = -21230.142896 nChanged 20 SP:Iteration 3Q (77.071193 sec): 3 clusters Score: Raw -23129.503623 + Penalty 1862.563138 = -21266.940485 nChanged 15 SP:Iteration 4Q (77.072109 sec): 3 clusters Score: Raw -23156.923527 + Penalty 1862.503472 = -21294.420056 nChanged 11 SP:Iteration 5Q (77.073050 sec): 3 clusters Score: Raw -23173.057511 + Penalty 1862.054448 = -21311.003063 nChanged 7 SP:Iteration 6Q (77.073958 sec): 3 clusters Score: Raw -23183.963363 + Penalty 1861.809323 = -21322.154040 nChanged 5 SP:Iteration 7Q (77.074865 sec): 3 clusters Score: Raw -23195.467416 + Penalty 1861.704909 = -21333.762507 nChanged 4 SP:Iteration 8Q (77.075771 sec): 3 clusters Score: Raw -23204.084560 + Penalty 1861.239424 = -21342.845137 nChanged 6 SP:Iteration 9Q (77.076670 sec): 3 clusters Score: Raw -23211.038898 + Penalty 1861.072527 = -21349.966371 nChanged 7 SP:Iteration 10F (77.077628 sec): 3 clusters Score: Raw -23229.962226 + Penalty 1861.208666 = -21368.753559 nChanged 6 SP:Iteration 11Q (77.078526 sec): 3 clusters Score: Raw -23235.866598 + Penalty 1861.383783 = -21374.482815 nChanged 4 SP:Iteration 12Q (77.079422 sec): 3 clusters Score: Raw -23245.457616 + Penalty 1861.571919 = -21383.885697 nChanged 3 SP:Iteration 13Q (77.080336 sec): 3 clusters Score: Raw -23250.620259 + Penalty 1861.546070 = -21389.074189 nChanged 2 SP:Iteration 14Q (77.081228 sec): 3 clusters Score: Raw -23253.677426 + Penalty 1861.521081 = -21392.156344 nChanged 1 SP:Iteration 15Q (77.082118 sec): 3 clusters Score: Raw -23256.142146 + Penalty 1861.480690 = -21394.661456 nChanged 1 SP:Iteration 16Q (77.083006 sec): 3 clusters Score: Raw -23256.943286 + Penalty 1861.480690 = -21395.462597 nChanged 0 SP:Iteration 17F (77.083965 sec): 3 clusters Score: Raw -23256.943286 + Penalty 1861.480690 = -21395.462597 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 22 (629 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.086085 sec): 2 clusters Score: Raw -29918.371120 + Penalty 400.146575 = -29518.224544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.087488 sec): 3 clusters Score: Raw -29586.602463 + Penalty 799.926068 = -28786.676395 nChanged 228 SP:Iteration 1F (77.088777 sec): 3 clusters Score: Raw -29715.912965 + Penalty 797.018491 = -28918.894474 nChanged 96 SP:Iteration 2F (77.090062 sec): 3 clusters Score: Raw -29796.786666 + Penalty 794.301316 = -29002.485350 nChanged 49 SP:Iteration 3F (77.091352 sec): 3 clusters Score: Raw -29842.741325 + Penalty 795.951054 = -29046.790271 nChanged 37 SP:Iteration 4F (77.092638 sec): 3 clusters Score: Raw -29874.486508 + Penalty 798.077912 = -29076.408595 nChanged 24 SP:Iteration 5Q (77.093912 sec): 3 clusters Score: Raw -29892.545045 + Penalty 798.671529 = -29093.873516 nChanged 16 SP:Iteration 6Q (77.095189 sec): 3 clusters Score: Raw -29903.126074 + Penalty 799.835305 = -29103.290769 nChanged 13 SP:Iteration 7Q (77.096467 sec): 3 clusters Score: Raw -29911.792913 + Penalty 804.030390 = -29107.762523 nChanged 13 SP:Iteration 8Q (77.097746 sec): 3 clusters Score: Raw -29926.495731 + Penalty 806.782183 = -29119.713548 nChanged 10 SP:Iteration 9Q (77.099026 sec): 3 clusters Score: Raw -29935.528635 + Penalty 810.504443 = -29125.024192 nChanged 9 SP:Iteration 10F (77.100333 sec): 3 clusters Score: Raw -29940.472795 + Penalty 814.546411 = -29125.926384 nChanged 10 SP:Iteration 11Q (77.101608 sec): 3 clusters Score: Raw -29946.915450 + Penalty 817.632033 = -29129.283417 nChanged 7 SP:Iteration 12Q (77.102910 sec): 3 clusters Score: Raw -29951.860464 + Penalty 821.597808 = -29130.262657 nChanged 5 SP:Iteration 13Q (77.104202 sec): 3 clusters Score: Raw -29953.946601 + Penalty 822.870938 = -29131.075663 nChanged 2 SP:Iteration 14Q (77.105473 sec): 3 clusters Score: Raw -29954.224770 + Penalty 822.870938 = -29131.353832 nChanged 0 SP:Iteration 15F (77.106758 sec): 3 clusters Score: Raw -29954.224770 + Penalty 822.870938 = -29131.353832 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 26 (1508 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.112372 sec): 2 clusters Score: Raw -78936.678662 + Penalty 591.131899 = -78345.546762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.115227 sec): 3 clusters Score: Raw -78066.982763 + Penalty 1189.430451 = -76877.552312 nChanged 592 SP:Iteration 1F (77.117989 sec): 3 clusters Score: Raw -78446.655996 + Penalty 1195.566573 = -77251.089422 nChanged 162 SP:Iteration 2F (77.120950 sec): 3 clusters Score: Raw -78541.346646 + Penalty 1201.572618 = -77339.774027 nChanged 114 SP:Iteration 3F (77.123705 sec): 3 clusters Score: Raw -78610.619200 + Penalty 1207.729174 = -77402.890026 nChanged 76 SP:Iteration 4F (77.126475 sec): 3 clusters Score: Raw -78658.079468 + Penalty 1216.718491 = -77441.360977 nChanged 69 SP:Iteration 5Q (77.129234 sec): 3 clusters Score: Raw -78716.162155 + Penalty 1224.085907 = -77492.076248 nChanged 68 SP:Iteration 6Q (77.132013 sec): 3 clusters Score: Raw -78779.429204 + Penalty 1233.291283 = -77546.137921 nChanged 64 SP:Iteration 7Q (77.134814 sec): 3 clusters Score: Raw -78847.328661 + Penalty 1236.157834 = -77611.170827 nChanged 44 SP:Iteration 8Q (77.137545 sec): 3 clusters Score: Raw -78893.714392 + Penalty 1240.613667 = -77653.100724 nChanged 27 SP:Iteration 9Q (77.140217 sec): 3 clusters Score: Raw -78925.133825 + Penalty 1242.959199 = -77682.174627 nChanged 16 SP:Iteration 10F (77.143047 sec): 3 clusters Score: Raw -78939.398157 + Penalty 1241.757362 = -77697.640795 nChanged 9 SP:Iteration 11Q (77.145501 sec): 3 clusters Score: Raw -78948.355653 + Penalty 1243.997556 = -77704.358097 nChanged 8 SP:Iteration 12Q (77.148191 sec): 3 clusters Score: Raw -78955.054995 + Penalty 1244.826966 = -77710.228029 nChanged 5 SP:Iteration 13Q (77.150694 sec): 3 clusters Score: Raw -78957.924939 + Penalty 1244.718039 = -77713.206900 nChanged 1 SP:Iteration 14Q (77.153277 sec): 3 clusters Score: Raw -78958.124093 + Penalty 1244.718039 = -77713.406054 nChanged 0 SP:Iteration 15F (77.156193 sec): 3 clusters Score: Raw -78958.124093 + Penalty 1244.718039 = -77713.406054 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 27 (337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.159090 sec): 2 clusters Score: Raw -16499.884208 + Penalty 621.118773 = -15878.765435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.159910 sec): 3 clusters Score: Raw -16428.830973 + Penalty 1241.818955 = -15187.012017 nChanged 68 SP:Iteration 1F (77.160697 sec): 3 clusters Score: Raw -16512.619688 + Penalty 1241.576420 = -15271.043268 nChanged 24 SP:Iteration 2F (77.161485 sec): 3 clusters Score: Raw -16543.332287 + Penalty 1243.708750 = -15299.623538 nChanged 14 SP:Iteration 3Q (77.162255 sec): 3 clusters Score: Raw -16561.973938 + Penalty 1244.869162 = -15317.104776 nChanged 11 SP:Iteration 4Q (77.163021 sec): 3 clusters Score: Raw -16584.789419 + Penalty 1245.318825 = -15339.470594 nChanged 7 SP:Iteration 5Q (77.163784 sec): 3 clusters Score: Raw -16598.801750 + Penalty 1246.125734 = -15352.676016 nChanged 4 SP:Iteration 6Q (77.164547 sec): 3 clusters Score: Raw -16603.460997 + Penalty 1246.771499 = -15356.689497 nChanged 4 SP:Iteration 7Q (77.165303 sec): 3 clusters Score: Raw -16615.922224 + Penalty 1246.502609 = -15369.419615 nChanged 3 SP:Iteration 8Q (77.166060 sec): 3 clusters Score: Raw -16621.170696 + Penalty 1246.251485 = -15374.919211 nChanged 2 SP:Iteration 9Q (77.166814 sec): 3 clusters Score: Raw -16623.381849 + Penalty 1246.733011 = -15376.648838 nChanged 1 SP:Iteration 10F (77.167594 sec): 3 clusters Score: Raw -16623.490321 + Penalty 1246.733011 = -15376.757310 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 29 (708 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.169993 sec): 2 clusters Score: Raw -39305.281588 + Penalty 859.632263 = -38445.649325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.171440 sec): 3 clusters Score: Raw -39033.916095 + Penalty 1720.392064 = -37313.524031 nChanged 215 SP:Iteration 1F (77.172859 sec): 3 clusters Score: Raw -39179.181163 + Penalty 1722.679181 = -37456.501982 nChanged 45 SP:Iteration 2F (77.174318 sec): 3 clusters Score: Raw -39220.245284 + Penalty 1725.288147 = -37494.957138 nChanged 32 SP:Iteration 3Q (77.175748 sec): 3 clusters Score: Raw -39245.304790 + Penalty 1726.994671 = -37518.310119 nChanged 30 SP:Iteration 4Q (77.177161 sec): 3 clusters Score: Raw -39276.489461 + Penalty 1730.484801 = -37546.004660 nChanged 34 SP:Iteration 5Q (77.178568 sec): 3 clusters Score: Raw -39322.458252 + Penalty 1731.648429 = -37590.809823 nChanged 43 SP:Iteration 6F (77.180010 sec): 3 clusters Score: Raw -39389.686506 + Penalty 1734.416122 = -37655.270384 nChanged 37 SP:Iteration 7F (77.181463 sec): 3 clusters Score: Raw -39441.420193 + Penalty 1737.049374 = -37704.370819 nChanged 28 SP:Iteration 8Q (77.182847 sec): 3 clusters Score: Raw -39478.472752 + Penalty 1736.390636 = -37742.082116 nChanged 9 SP:Iteration 9Q (77.184214 sec): 3 clusters Score: Raw -39487.822553 + Penalty 1739.083901 = -37748.738652 nChanged 5 SP:Iteration 10F (77.185632 sec): 3 clusters Score: Raw -39493.393734 + Penalty 1738.897021 = -37754.496713 nChanged 6 SP:Iteration 11Q (77.186998 sec): 3 clusters Score: Raw -39498.796430 + Penalty 1738.292943 = -37760.503487 nChanged 1 SP:Iteration 12Q (77.188373 sec): 3 clusters Score: Raw -39500.894454 + Penalty 1739.188753 = -37761.705702 nChanged 2 SP:Iteration 13Q (77.189735 sec): 3 clusters Score: Raw -39503.100302 + Penalty 1739.243892 = -37763.856409 nChanged 3 SP:Iteration 14Q (77.191097 sec): 3 clusters Score: Raw -39507.446674 + Penalty 1739.816146 = -37767.630528 nChanged 1 SP:Iteration 15Q (77.192455 sec): 3 clusters Score: Raw -39509.090601 + Penalty 1739.795552 = -37769.295049 nChanged 2 SP:Iteration 16Q (77.193811 sec): 3 clusters Score: Raw -39511.831550 + Penalty 1738.608896 = -37773.222654 nChanged 3 SP:Iteration 17Q (77.195168 sec): 3 clusters Score: Raw -39514.798415 + Penalty 1738.608896 = -37776.189519 nChanged 0 SP:Iteration 18F (77.196607 sec): 3 clusters Score: Raw -39514.798415 + Penalty 1738.608896 = -37776.189519 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 35 (378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.198808 sec): 2 clusters Score: Raw -21142.459392 + Penalty 865.497719 = -20276.961673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.199673 sec): 3 clusters Score: Raw -21084.926406 + Penalty 1731.770198 = -19353.156208 nChanged 77 SP:Iteration 1F (77.200529 sec): 3 clusters Score: Raw -21190.169927 + Penalty 1733.673420 = -19456.496507 nChanged 20 SP:Iteration 2F (77.201380 sec): 3 clusters Score: Raw -21222.609700 + Penalty 1736.370129 = -19486.239571 nChanged 18 SP:Iteration 3Q (77.202211 sec): 3 clusters Score: Raw -21259.212113 + Penalty 1738.946256 = -19520.265858 nChanged 19 SP:Iteration 4F (77.203062 sec): 3 clusters Score: Raw -21291.631172 + Penalty 1741.764801 = -19549.866372 nChanged 12 SP:Iteration 5Q (77.203884 sec): 3 clusters Score: Raw -21313.022120 + Penalty 1745.530593 = -19567.491528 nChanged 9 SP:Iteration 6Q (77.204703 sec): 3 clusters Score: Raw -21329.474956 + Penalty 1747.177247 = -19582.297709 nChanged 6 SP:Iteration 7Q (77.205514 sec): 3 clusters Score: Raw -21341.503986 + Penalty 1748.707206 = -19592.796780 nChanged 3 SP:Iteration 8Q (77.206324 sec): 3 clusters Score: Raw -21345.899146 + Penalty 1749.546158 = -19596.352989 nChanged 3 SP:Iteration 9Q (77.207131 sec): 3 clusters Score: Raw -21356.577373 + Penalty 1750.604224 = -19605.973150 nChanged 4 SP:Iteration 10F (77.207980 sec): 3 clusters Score: Raw -21366.906285 + Penalty 1751.198823 = -19615.707462 nChanged 1 SP:Iteration 11Q (77.208784 sec): 3 clusters Score: Raw -21368.629196 + Penalty 1751.106603 = -19617.522593 nChanged 1 SP:Iteration 12Q (77.209585 sec): 3 clusters Score: Raw -21371.902264 + Penalty 1751.106603 = -19620.795662 nChanged 0 SP:Iteration 13F (77.210457 sec): 3 clusters Score: Raw -21371.902264 + Penalty 1751.106603 = -19620.795662 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 38 (86 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.211327 sec): 2 clusters Score: Raw -3215.837364 + Penalty 122.278926 = -3093.558439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.211699 sec): 3 clusters Score: Raw -3215.749132 + Penalty 248.175060 = -2967.574072 nChanged 20 SP:Iteration 1F (77.212061 sec): 3 clusters Score: Raw -3237.608552 + Penalty 248.996586 = -2988.611967 nChanged 2 SP:Iteration 2Q (77.212415 sec): 3 clusters Score: Raw -3242.819645 + Penalty 250.610242 = -2992.209403 nChanged 1 SP:Iteration 3Q (77.212765 sec): 3 clusters Score: Raw -3244.270286 + Penalty 250.610242 = -2993.660044 nChanged 0 SP:Iteration 4F (77.213126 sec): 3 clusters Score: Raw -3244.270286 + Penalty 250.610242 = -2993.660044 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 39 (228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.214190 sec): 2 clusters Score: Raw -11340.806998 + Penalty 698.247869 = -10642.559129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.214818 sec): 3 clusters Score: Raw -11319.482168 + Penalty 1402.348413 = -9917.133754 nChanged 36 SP:Iteration 1F (77.215435 sec): 3 clusters Score: Raw -11377.202252 + Penalty 1417.396352 = -9959.805900 nChanged 15 SP:Iteration 2F (77.216052 sec): 3 clusters Score: Raw -11410.487398 + Penalty 1441.050981 = -9969.436417 nChanged 9 SP:Iteration 3Q (77.216649 sec): 3 clusters Score: Raw -11453.918398 + Penalty 1466.832500 = -9987.085898 nChanged 8 SP:Iteration 4Q (77.217219 sec): 3 clusters Score: Raw -11497.468181 + Penalty 1464.723228 = -10032.744953 nChanged 3 SP:Iteration 5Q (77.217768 sec): 3 clusters Score: Raw -11506.796201 + Penalty 1462.771699 = -10044.024502 nChanged 3 SP:Iteration 6Q (77.218314 sec): 3 clusters Score: Raw -11511.515614 + Penalty 1462.771699 = -10048.743915 nChanged 0 SP:Iteration 7F (77.218912 sec): 3 clusters Score: Raw -11511.515614 + Penalty 1462.771699 = -10048.743915 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 48 (352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.220297 sec): 2 clusters Score: Raw -14109.746398 + Penalty 548.325209 = -13561.421189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.221119 sec): 3 clusters Score: Raw -13988.662759 + Penalty 1099.448030 = -12889.214729 nChanged 87 SP:Iteration 1F (77.221930 sec): 3 clusters Score: Raw -14073.732015 + Penalty 1100.668799 = -12973.063216 nChanged 24 SP:Iteration 2F (77.222743 sec): 3 clusters Score: Raw -14105.388750 + Penalty 1099.906097 = -13005.482653 nChanged 16 SP:Iteration 3Q (77.223540 sec): 3 clusters Score: Raw -14126.994612 + Penalty 1098.339758 = -13028.654854 nChanged 18 SP:Iteration 4F (77.224349 sec): 3 clusters Score: Raw -14176.996589 + Penalty 1096.786740 = -13080.209849 nChanged 21 SP:Iteration 5F (77.225157 sec): 3 clusters Score: Raw -14229.798573 + Penalty 1096.339327 = -13133.459246 nChanged 18 SP:Iteration 6F (77.225967 sec): 3 clusters Score: Raw -14274.303692 + Penalty 1097.355177 = -13176.948516 nChanged 15 SP:Iteration 7Q (77.226720 sec): 3 clusters Score: Raw -14303.483751 + Penalty 1098.427013 = -13205.056738 nChanged 6 SP:Iteration 8Q (77.227470 sec): 3 clusters Score: Raw -14312.067664 + Penalty 1099.069972 = -13212.997692 nChanged 3 SP:Iteration 9Q (77.228215 sec): 3 clusters Score: Raw -14315.964641 + Penalty 1099.118411 = -13216.846229 nChanged 1 SP:Iteration 10F (77.229022 sec): 3 clusters Score: Raw -14318.935083 + Penalty 1099.298631 = -13219.636452 nChanged 1 SP:Iteration 11Q (77.229767 sec): 3 clusters Score: Raw -14321.166164 + Penalty 1099.298631 = -13221.867533 nChanged 0 SP:Iteration 12F (77.230577 sec): 3 clusters Score: Raw -14321.166164 + Penalty 1099.298631 = -13221.867533 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 49 (425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.232978 sec): 2 clusters Score: Raw -21317.180684 + Penalty 723.900246 = -20593.280438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.233950 sec): 3 clusters Score: Raw -21172.868420 + Penalty 1447.998908 = -19724.869511 nChanged 126 SP:Iteration 1F (77.234895 sec): 3 clusters Score: Raw -21331.479592 + Penalty 1449.125000 = -19882.354592 nChanged 38 SP:Iteration 2F (77.235829 sec): 3 clusters Score: Raw -21382.731953 + Penalty 1450.869396 = -19931.862557 nChanged 23 SP:Iteration 3F (77.236759 sec): 3 clusters Score: Raw -21415.046606 + Penalty 1451.150642 = -19963.895964 nChanged 15 SP:Iteration 4Q (77.237660 sec): 3 clusters Score: Raw -21430.157136 + Penalty 1451.594580 = -19978.562556 nChanged 8 SP:Iteration 5Q (77.238556 sec): 3 clusters Score: Raw -21444.710298 + Penalty 1451.197967 = -19993.512331 nChanged 3 SP:Iteration 6Q (77.239456 sec): 3 clusters Score: Raw -21448.481722 + Penalty 1451.197967 = -19997.283755 nChanged 0 SP:Iteration 7F (77.240388 sec): 3 clusters Score: Raw -21448.481722 + Penalty 1451.197967 = -19997.283755 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 69 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.241491 sec): 2 clusters Score: Raw -10240.138157 + Penalty 367.587285 = -9872.550873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.242082 sec): 3 clusters Score: Raw -10169.104134 + Penalty 742.019044 = -9427.085090 nChanged 55 SP:Iteration 1F (77.242663 sec): 3 clusters Score: Raw -10216.547087 + Penalty 753.958537 = -9462.588550 nChanged 16 SP:Iteration 2F (77.243242 sec): 3 clusters Score: Raw -10235.137172 + Penalty 777.821762 = -9457.315410 nChanged 16 SP:Iteration 3F (77.243820 sec): 3 clusters Score: Raw -10257.632646 + Penalty 799.307816 = -9458.324830 nChanged 11 SP:Iteration 4F (77.244398 sec): 3 clusters Score: Raw -10281.018069 + Penalty 830.095482 = -9450.922587 nChanged 10 SP:Iteration 5F (77.244995 sec): 3 clusters Score: Raw -10305.018174 + Penalty 833.701029 = -9471.317145 nChanged 1 SP:Iteration 6Q (77.245560 sec): 3 clusters Score: Raw -10305.564371 + Penalty 833.701029 = -9471.863342 nChanged 0 SP:Iteration 7F (77.246138 sec): 3 clusters Score: Raw -10305.564371 + Penalty 833.701029 = -9471.863342 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 71 (595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.248206 sec): 2 clusters Score: Raw -35102.910143 + Penalty 749.020396 = -34353.889747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.249452 sec): 3 clusters Score: Raw -34820.459482 + Penalty 1499.807187 = -33320.652295 nChanged 180 SP:Iteration 1F (77.250693 sec): 3 clusters Score: Raw -34957.100250 + Penalty 1506.769509 = -33450.330740 nChanged 64 SP:Iteration 2F (77.251917 sec): 3 clusters Score: Raw -35027.905918 + Penalty 1512.824285 = -33515.081633 nChanged 31 SP:Iteration 3F (77.253147 sec): 3 clusters Score: Raw -35058.368106 + Penalty 1518.218401 = -33540.149704 nChanged 22 SP:Iteration 4Q (77.254366 sec): 3 clusters Score: Raw -35083.746418 + Penalty 1526.031834 = -33557.714585 nChanged 22 SP:Iteration 5Q (77.255581 sec): 3 clusters Score: Raw -35102.128784 + Penalty 1530.139752 = -33571.989032 nChanged 12 SP:Iteration 6Q (77.256783 sec): 3 clusters Score: Raw -35111.855283 + Penalty 1532.477125 = -33579.378158 nChanged 6 SP:Iteration 7Q (77.257982 sec): 3 clusters Score: Raw -35115.556521 + Penalty 1534.682007 = -33580.874514 nChanged 4 SP:Iteration 8Q (77.259178 sec): 3 clusters Score: Raw -35118.880251 + Penalty 1536.120636 = -33582.759615 nChanged 3 SP:Iteration 9Q (77.260456 sec): 3 clusters Score: Raw -35120.442135 + Penalty 1537.602661 = -33582.839473 nChanged 3 SP:Iteration 10F (77.261679 sec): 3 clusters Score: Raw -35122.159342 + Penalty 1538.298598 = -33583.860744 nChanged 2 SP:Iteration 11Q (77.262917 sec): 3 clusters Score: Raw -35123.524972 + Penalty 1539.547953 = -33583.977020 nChanged 2 SP:Iteration 12Q (77.264129 sec): 3 clusters Score: Raw -35124.282898 + Penalty 1540.075589 = -33584.207309 nChanged 1 SP:Iteration 13Q (77.265326 sec): 3 clusters Score: Raw -35124.819587 + Penalty 1541.145420 = -33583.674167 nChanged 3 SP:Iteration 14F (77.266549 sec): 3 clusters Score: Raw -35126.730260 + Penalty 1545.422249 = -33581.308011 nChanged 5 SP:Iteration 15F (77.267769 sec): 3 clusters Score: Raw -35129.763464 + Penalty 1546.362738 = -33583.400726 nChanged 1 SP:Iteration 16Q (77.268971 sec): 3 clusters Score: Raw -35130.206640 + Penalty 1546.362738 = -33583.843902 nChanged 0 SP:Iteration 17F (77.270208 sec): 3 clusters Score: Raw -35130.206640 + Penalty 1546.362738 = -33583.843902 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 74 (118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.271069 sec): 2 clusters Score: Raw -3936.114770 + Penalty 294.218473 = -3641.896298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.271499 sec): 3 clusters Score: Raw -3981.636014 + Penalty 589.427022 = -3392.208992 nChanged 19 SP:Iteration 1F (77.271915 sec): 3 clusters Score: Raw -4008.476625 + Penalty 588.436946 = -3420.039679 nChanged 3 SP:Iteration 2Q (77.272317 sec): 3 clusters Score: Raw -4017.694820 + Penalty 588.436946 = -3429.257874 nChanged 0 SP:Iteration 3F (77.272731 sec): 3 clusters Score: Raw -4017.694820 + Penalty 588.436946 = -3429.257874 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 79 (431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.274400 sec): 2 clusters Score: Raw -25618.398658 + Penalty 786.316965 = -24832.081693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.275415 sec): 3 clusters Score: Raw -25434.602558 + Penalty 1571.663581 = -23862.938977 nChanged 103 SP:Iteration 1F (77.276395 sec): 3 clusters Score: Raw -25525.435421 + Penalty 1571.078182 = -23954.357239 nChanged 46 SP:Iteration 2F (77.277421 sec): 3 clusters Score: Raw -25568.312298 + Penalty 1569.935156 = -23998.377142 nChanged 22 SP:Iteration 3F (77.278436 sec): 3 clusters Score: Raw -25594.873064 + Penalty 1569.533295 = -24025.339768 nChanged 7 SP:Iteration 4Q (77.279453 sec): 3 clusters Score: Raw -25604.674363 + Penalty 1570.239239 = -24034.435124 nChanged 6 SP:Iteration 5Q (77.280507 sec): 3 clusters Score: Raw -25607.821664 + Penalty 1570.572330 = -24037.249334 nChanged 2 SP:Iteration 6Q (77.281528 sec): 3 clusters Score: Raw -25609.506209 + Penalty 1570.456369 = -24039.049841 nChanged 2 SP:Iteration 7Q (77.282525 sec): 3 clusters Score: Raw -25611.433697 + Penalty 1570.456369 = -24040.977328 nChanged 0 SP:Iteration 8F (77.283526 sec): 3 clusters Score: Raw -25611.433697 + Penalty 1570.456369 = -24040.977328 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 129 (237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.284672 sec): 2 clusters Score: Raw -12776.522443 + Penalty 704.660362 = -12071.862082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.285321 sec): 3 clusters Score: Raw -12743.449835 + Penalty 1409.554230 = -11333.895605 nChanged 39 SP:Iteration 1F (77.285959 sec): 3 clusters Score: Raw -12799.129513 + Penalty 1409.391833 = -11389.737681 nChanged 8 SP:Iteration 2Q (77.286580 sec): 3 clusters Score: Raw -12812.762073 + Penalty 1409.645330 = -11403.116743 nChanged 7 SP:Iteration 3Q (77.287200 sec): 3 clusters Score: Raw -12829.517510 + Penalty 1409.603779 = -11419.913732 nChanged 3 SP:Iteration 4Q (77.287815 sec): 3 clusters Score: Raw -12834.555671 + Penalty 1408.989625 = -11425.566046 nChanged 5 SP:Iteration 5Q (77.288431 sec): 3 clusters Score: Raw -12840.703810 + Penalty 1407.303399 = -11433.400411 nChanged 5 SP:Iteration 6Q (77.289045 sec): 3 clusters Score: Raw -12847.185228 + Penalty 1405.493267 = -11441.691961 nChanged 4 SP:Iteration 7Q (77.289682 sec): 3 clusters Score: Raw -12850.891146 + Penalty 1403.353808 = -11447.537339 nChanged 3 SP:Iteration 8Q (77.290283 sec): 3 clusters Score: Raw -12853.680770 + Penalty 1401.292470 = -11452.388299 nChanged 3 SP:Iteration 9Q (77.290879 sec): 3 clusters Score: Raw -12859.519900 + Penalty 1399.339158 = -11460.180742 nChanged 4 SP:Iteration 10F (77.291491 sec): 3 clusters Score: Raw -12867.302598 + Penalty 1398.809660 = -11468.492937 nChanged 3 SP:Iteration 11Q (77.292095 sec): 3 clusters Score: Raw -12875.897157 + Penalty 1397.039446 = -11478.857711 nChanged 4 SP:Iteration 12Q (77.292695 sec): 3 clusters Score: Raw -12882.817059 + Penalty 1395.104331 = -11487.712728 nChanged 2 SP:Iteration 13Q (77.293294 sec): 3 clusters Score: Raw -12885.009394 + Penalty 1394.592301 = -11490.417093 nChanged 1 SP:Iteration 14Q (77.293912 sec): 3 clusters Score: Raw -12885.506733 + Penalty 1394.592301 = -11490.914432 nChanged 0 SP:Iteration 15F (77.294545 sec): 3 clusters Score: Raw -12885.506733 + Penalty 1394.592301 = -11490.914432 nChanged 0 Time taken for this iteration:76.598625 seconds. 300->27 Clusters: Score -1116131.813017, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 229 (time per iteration =337.661965 ms) Total iterations: 2615 (time per iteration =29.569633 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 4992360625.000000 (time per metric unit =15.488583ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 124809015625.000000 (time per metric unit=619.543305ps) That took 77.324590 seconds. FileBase PeterP-2013-10-10_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 0.28 and 0.43 GB of RAM. Memory request: 0.14 GB would take us to total of 0.14 GB. ---------------------------------------------------------- Loaded 30871 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 30871 points ------ Starting initial clusters from distinct float masks Not enough masks (234) to generate starting clusters (300), so starting with (235) clusters instead. Assigned 235 initial classes from 234 unique masks. Deleting Class 212 (1 points): Lose 0.142093 but Gain 1604.191746 Iteration 0F (4.263342 sec): 234 clusters Score: Raw -1223542.302707 + Penalty 243407.614454 = -980134.688252 nChanged 8091 Deleting Class 122 (5 points): Lose 94.657598 but Gain 1621.166696 Iteration 1F (7.539199 sec): 230 clusters Score: Raw -1239899.086212 + Penalty 239800.751969 = -1000098.334243 nChanged 2961 Deleting Class 181 (5 points): Lose 121.006322 but Gain 1639.059822 Iteration 2F (10.752319 sec): 227 clusters Score: Raw -1245404.451217 + Penalty 238842.917449 = -1006561.533768 nChanged 2011 Deleting Class 226 (1 points): Lose 4.693528 but Gain 1519.471655 Iteration 3F (13.950780 sec): 226 clusters Score: Raw -1248142.917837 + Penalty 237145.957264 = -1010996.960573 nChanged 1562 Deleting Class 155 (3 points): Lose 31.057867 but Gain 1510.147218 Iteration 4F (17.114089 sec): 224 clusters Score: Raw -1249824.522885 + Penalty 235348.151872 = -1014476.371013 nChanged 1280 Deleting Class 90 (5 points): Lose 121.382554 but Gain 1583.511052 Iteration 5Q (17.498213 sec): 223 clusters Score: Raw -1250823.670414 + Penalty 233941.743647 = -1016881.926768 nChanged 1174 Deleting Class 178 (3 points): Lose 36.955907 but Gain 1495.057356 Iteration 6Q (17.882750 sec): 222 clusters Score: Raw -1251714.677780 + Penalty 232591.641224 = -1019123.036556 nChanged 1090 Deleting Class 196 (3 points): Lose 61.601080 but Gain 1515.710338 Iteration 7Q (18.247529 sec): 221 clusters Score: Raw -1252436.787504 + Penalty 231309.290804 = -1021127.496700 nChanged 1000 Deleting Class 201 (4 points): Lose 58.947452 but Gain 1502.436080 Iteration 8Q (18.604635 sec): 220 clusters Score: Raw -1253160.003764 + Penalty 229850.406389 = -1023309.597375 nChanged 935 Deleting Class 214 (4 points): Lose 39.790154 but Gain 1444.436126 Iteration 9Q (18.929941 sec): 219 clusters Score: Raw -1253845.527083 + Penalty 227530.780132 = -1026314.746952 nChanged 908 Deleting Class 198 (2 points): Lose 24.814856 but Gain 1404.035224 Iteration 10F (22.037186 sec): 217 clusters Score: Raw -1254555.350577 + Penalty 226189.692512 = -1028365.658065 nChanged 853 Deleting Class 156 (5 points): Lose 75.128484 but Gain 1432.706409 Iteration 11Q (22.353306 sec): 216 clusters Score: Raw -1255234.344837 + Penalty 224835.675036 = -1030398.669801 nChanged 777 Deleting Class 194 (4 points): Lose 51.240752 but Gain 1406.193585 Iteration 12Q (22.661457 sec): 215 clusters Score: Raw -1255909.704883 + Penalty 223303.587586 = -1032606.117297 nChanged 706 Deleting Class 25 (21 points): Lose 147.596054 but Gain 1502.086816 Iteration 13Q (22.960472 sec): 214 clusters Score: Raw -1256510.049254 + Penalty 221696.592030 = -1034813.457224 nChanged 572 Deleting Class 219 (2 points): Lose 17.647572 but Gain 1369.768925 Iteration 14Q (23.241901 sec): 213 clusters Score: Raw -1257155.655822 + Penalty 220336.981798 = -1036818.674024 nChanged 433 Deleting Class 114 (4 points): Lose 45.460418 but Gain 1393.131205 Iteration 15Q (23.526502 sec): 212 clusters Score: Raw -1257427.731359 + Penalty 219076.353714 = -1038351.377645 nChanged 346 Deleting Class 92 (12 points): Lose 143.202146 but Gain 1489.042347 Iteration 16Q (23.775120 sec): 211 clusters Score: Raw -1257484.913086 + Penalty 217763.950122 = -1039720.962964 nChanged 272 Deleting Class 220 (2 points): Lose 19.307255 but Gain 1354.239216 Iteration 17Q (24.041095 sec): 210 clusters Score: Raw -1257631.879427 + Penalty 216645.880278 = -1040985.999149 nChanged 225 Deleting Class 68 (8 points): Lose 133.238599 but Gain 1463.747087 Iteration 18Q (24.263005 sec): 209 clusters Score: Raw -1257666.029569 + Penalty 215267.107839 = -1042398.921731 nChanged 158 Deleting Class 206 (4 points): Lose 51.048441 but Gain 1380.520277 Iteration 19Q (24.482634 sec): 208 clusters Score: Raw -1257715.442040 + Penalty 213914.981409 = -1043800.460631 nChanged 115 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 -1257715.442040 + Penalty 213914.981409 = -1043800.460631Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 1 (488 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.594983 sec): 2 clusters Score: Raw -23849.408505 + Penalty 784.054928 = -23065.353577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.596122 sec): 3 clusters Score: Raw -23698.817262 + Penalty 1568.365250 = -22130.452012 nChanged 123 SP:Iteration 1F (24.597230 sec): 3 clusters Score: Raw -23811.502301 + Penalty 1570.659208 = -22240.843093 nChanged 32 SP:Iteration 2F (24.598340 sec): 3 clusters Score: Raw -23846.756926 + Penalty 1572.090034 = -22274.666892 nChanged 18 SP:Iteration 3Q (24.599437 sec): 3 clusters Score: Raw -23869.255947 + Penalty 1573.891080 = -22295.364867 nChanged 14 SP:Iteration 4Q (24.600530 sec): 3 clusters Score: Raw -23887.936137 + Penalty 1574.661038 = -22313.275099 nChanged 11 SP:Iteration 5Q (24.601630 sec): 3 clusters Score: Raw -23903.006982 + Penalty 1574.807329 = -22328.199653 nChanged 7 SP:Iteration 6Q (24.602724 sec): 3 clusters Score: Raw -23918.571731 + Penalty 1574.831493 = -22343.740238 nChanged 10 SP:Iteration 7Q (24.603819 sec): 3 clusters Score: Raw -23936.632038 + Penalty 1574.137789 = -22362.494249 nChanged 11 SP:Iteration 8Q (24.604910 sec): 3 clusters Score: Raw -23946.816444 + Penalty 1575.709190 = -22371.107254 nChanged 10 SP:Iteration 9Q (24.606001 sec): 3 clusters Score: Raw -23958.890346 + Penalty 1575.644457 = -22383.245889 nChanged 8 SP:Iteration 10F (24.607119 sec): 3 clusters Score: Raw -23969.910419 + Penalty 1575.154433 = -22394.755985 nChanged 7 SP:Iteration 11Q (24.608217 sec): 3 clusters Score: Raw -23976.652613 + Penalty 1575.508395 = -22401.144218 nChanged 3 SP:Iteration 12Q (24.609313 sec): 3 clusters Score: Raw -23980.137147 + Penalty 1575.475631 = -22404.661516 nChanged 3 SP:Iteration 13Q (24.610409 sec): 3 clusters Score: Raw -23981.621653 + Penalty 1575.180088 = -22406.441565 nChanged 1 SP:Iteration 14Q (24.611504 sec): 3 clusters Score: Raw -23982.925929 + Penalty 1575.180088 = -22407.745841 nChanged 0 SP:Iteration 15F (24.612621 sec): 3 clusters Score: Raw -23982.925929 + Penalty 1575.180088 = -22407.745841 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 2 (149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.613490 sec): 2 clusters Score: Raw -6834.104731 + Penalty 627.554369 = -6206.550362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.613995 sec): 3 clusters Score: Raw -6844.150581 + Penalty 1255.180034 = -5588.970548 nChanged 13 SP:Iteration 1F (24.614460 sec): 3 clusters Score: Raw -6864.765999 + Penalty 1254.955245 = -5609.810754 nChanged 4 SP:Iteration 2Q (24.614914 sec): 3 clusters Score: Raw -6869.963224 + Penalty 1254.823959 = -5615.139265 nChanged 2 SP:Iteration 3Q (24.615366 sec): 3 clusters Score: Raw -6873.100487 + Penalty 1255.379332 = -5617.721155 nChanged 4 SP:Iteration 4Q (24.615819 sec): 3 clusters Score: Raw -6879.371527 + Penalty 1256.051157 = -5623.320370 nChanged 1 SP:Iteration 5Q (24.616270 sec): 3 clusters Score: Raw -6881.318427 + Penalty 1257.207032 = -5624.111395 nChanged 2 SP:Iteration 6Q (24.616721 sec): 3 clusters Score: Raw -6883.502499 + Penalty 1258.255655 = -5625.246844 nChanged 2 SP:Iteration 7Q (24.617172 sec): 3 clusters Score: Raw -6885.719816 + Penalty 1258.525219 = -5627.194597 nChanged 2 SP:Iteration 8Q (24.617642 sec): 3 clusters Score: Raw -6888.499522 + Penalty 1259.220582 = -5629.278940 nChanged 1 SP:Iteration 9Q (24.618101 sec): 3 clusters Score: Raw -6892.404057 + Penalty 1260.497396 = -5631.906660 nChanged 1 SP:Iteration 10F (24.618577 sec): 3 clusters Score: Raw -6893.782967 + Penalty 1260.497396 = -5633.285570 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 3 (158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.619448 sec): 2 clusters Score: Raw -7967.791572 + Penalty 805.008681 = -7162.782891 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.619943 sec): 3 clusters Score: Raw -8026.459110 + Penalty 1609.221419 = -6417.237690 nChanged 10 SP:Iteration 1F (24.620432 sec): 3 clusters Score: Raw -8059.715442 + Penalty 1608.795549 = -6450.919892 nChanged 5 SP:Iteration 2Q (24.620901 sec): 3 clusters Score: Raw -8083.293069 + Penalty 1608.829051 = -6474.464018 nChanged 2 SP:Iteration 3Q (24.621366 sec): 3 clusters Score: Raw -8086.810590 + Penalty 1608.829051 = -6477.981540 nChanged 0 SP:Iteration 4F (24.621854 sec): 3 clusters Score: Raw -8086.810590 + Penalty 1608.829051 = -6477.981540 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 4 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.622668 sec): 2 clusters Score: Raw -6943.240295 + Penalty 185.730810 = -6757.509485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.623136 sec): 3 clusters Score: Raw -6867.401307 + Penalty 371.127525 = -6496.273781 nChanged 33 SP:Iteration 1F (24.623600 sec): 3 clusters Score: Raw -6895.633964 + Penalty 371.065941 = -6524.568023 nChanged 9 SP:Iteration 2F (24.624059 sec): 3 clusters Score: Raw -6907.733863 + Penalty 369.948673 = -6537.785190 nChanged 9 SP:Iteration 3F (24.624517 sec): 3 clusters Score: Raw -6920.047721 + Penalty 371.437719 = -6548.610003 nChanged 6 SP:Iteration 4Q (24.624975 sec): 3 clusters Score: Raw -6928.362007 + Penalty 373.368671 = -6554.993336 nChanged 5 SP:Iteration 5Q (24.625436 sec): 3 clusters Score: Raw -6938.038505 + Penalty 378.367786 = -6559.670719 nChanged 5 SP:Iteration 6Q (24.625899 sec): 3 clusters Score: Raw -6946.089179 + Penalty 379.635618 = -6566.453561 nChanged 1 SP:Iteration 7Q (24.626341 sec): 3 clusters Score: Raw -6947.512187 + Penalty 380.782188 = -6566.730000 nChanged 2 SP:Iteration 8Q (24.626784 sec): 3 clusters Score: Raw -6950.335736 + Penalty 382.353596 = -6567.982139 nChanged 2 SP:Iteration 9Q (24.627219 sec): 3 clusters Score: Raw -6951.069902 + Penalty 382.632539 = -6568.437364 nChanged 2 SP:Iteration 10F (24.627679 sec): 3 clusters Score: Raw -6951.724844 + Penalty 382.632539 = -6569.092305 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 5 (131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.628481 sec): 2 clusters Score: Raw -5515.109135 + Penalty 205.357383 = -5309.751752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.628951 sec): 3 clusters Score: Raw -5475.679827 + Penalty 412.457050 = -5063.222777 nChanged 35 SP:Iteration 1F (24.629391 sec): 3 clusters Score: Raw -5503.667648 + Penalty 412.900404 = -5090.767243 nChanged 6 SP:Iteration 2Q (24.629832 sec): 3 clusters Score: Raw -5510.033512 + Penalty 412.900404 = -5097.133107 nChanged 0 SP:Iteration 3F (24.630271 sec): 3 clusters Score: Raw -5510.033512 + Penalty 412.900404 = -5097.133107 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 6 (76 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.630932 sec): 2 clusters Score: Raw -3478.096511 + Penalty 287.434071 = -3190.662441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.631280 sec): 3 clusters Score: Raw -3464.814496 + Penalty 575.090651 = -2889.723845 nChanged 9 SP:Iteration 1F (24.631622 sec): 3 clusters Score: Raw -3482.631350 + Penalty 574.933451 = -2907.697899 nChanged 2 SP:Iteration 2Q (24.631959 sec): 3 clusters Score: Raw -3486.472468 + Penalty 574.933451 = -2911.539017 nChanged 0 SP:Iteration 3F (24.632299 sec): 3 clusters Score: Raw -3486.472468 + Penalty 574.933451 = -2911.539017 nChanged 0 Memory request: 0.02 GB would take us to total of 0.31 GB. Trying to split cluster 7 (4253 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.651016 sec): 2 clusters Score: Raw -190999.819377 + Penalty 215.065236 = -190784.754141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.658884 sec): 3 clusters Score: Raw -188182.701770 + Penalty 435.068859 = -187747.632910 nChanged 1994 SP:Iteration 1F (24.666703 sec): 3 clusters Score: Raw -189770.332152 + Penalty 438.711898 = -189331.620255 nChanged 462 SP:Iteration 2F (24.674556 sec): 3 clusters Score: Raw -190229.727227 + Penalty 439.920733 = -189789.806494 nChanged 172 SP:Iteration 3Q (24.682033 sec): 3 clusters Score: Raw -190305.309218 + Penalty 440.569724 = -189864.739495 nChanged 104 SP:Iteration 4Q (24.689475 sec): 3 clusters Score: Raw -190349.842322 + Penalty 442.410042 = -189907.432280 nChanged 102 SP:Iteration 5Q (24.696791 sec): 3 clusters Score: Raw -190390.750137 + Penalty 444.933611 = -189945.816526 nChanged 82 SP:Iteration 6Q (24.704303 sec): 3 clusters Score: Raw -190427.544967 + Penalty 446.936842 = -189980.608125 nChanged 89 SP:Iteration 7Q (24.711422 sec): 3 clusters Score: Raw -190466.699440 + Penalty 451.533262 = -190015.166178 nChanged 87 SP:Iteration 8Q (24.718491 sec): 3 clusters Score: Raw -190509.494567 + Penalty 457.938524 = -190051.556043 nChanged 106 SP:Iteration 9Q (24.725906 sec): 3 clusters Score: Raw -190572.547130 + Penalty 465.480467 = -190107.066663 nChanged 106 SP:Iteration 10F (24.733426 sec): 3 clusters Score: Raw -190638.057125 + Penalty 471.502733 = -190166.554392 nChanged 84 SP:Iteration 11Q (24.740291 sec): 3 clusters Score: Raw -190684.190676 + Penalty 478.561248 = -190205.629427 nChanged 74 SP:Iteration 12Q (24.747152 sec): 3 clusters Score: Raw -190722.521424 + Penalty 487.350367 = -190235.171057 nChanged 69 SP:Iteration 13Q (24.754135 sec): 3 clusters Score: Raw -190760.292243 + Penalty 494.616632 = -190265.675611 nChanged 69 SP:Iteration 14Q (24.761231 sec): 3 clusters Score: Raw -190798.297732 + Penalty 504.243801 = -190294.053931 nChanged 60 SP:Iteration 15Q (24.767888 sec): 3 clusters Score: Raw -190830.482119 + Penalty 514.907358 = -190315.574761 nChanged 46 SP:Iteration 16Q (24.774437 sec): 3 clusters Score: Raw -190855.598114 + Penalty 521.576967 = -190334.021146 nChanged 42 SP:Iteration 17Q (24.781094 sec): 3 clusters Score: Raw -190874.076236 + Penalty 526.350494 = -190347.725742 nChanged 31 SP:Iteration 18Q (24.787407 sec): 3 clusters Score: Raw -190885.488025 + Penalty 534.152983 = -190351.335041 nChanged 22 SP:Iteration 19Q (24.793780 sec): 3 clusters Score: Raw -190895.737505 + Penalty 539.817394 = -190355.920110 nChanged 25 SP:Iteration 20F (24.801445 sec): 3 clusters Score: Raw -190906.400808 + Penalty 540.648004 = -190365.752804 nChanged 18 SP:Iteration 21Q (24.807767 sec): 3 clusters Score: Raw -190915.110216 + Penalty 544.177469 = -190370.932748 nChanged 21 SP:Iteration 22Q (24.814086 sec): 3 clusters Score: Raw -190920.909574 + Penalty 547.495982 = -190373.413592 nChanged 17 SP:Iteration 23Q (24.820282 sec): 3 clusters Score: Raw -190924.696301 + Penalty 545.730057 = -190378.966243 nChanged 16 SP:Iteration 24Q (24.827011 sec): 3 clusters Score: Raw -190930.747580 + Penalty 546.955337 = -190383.792243 nChanged 22 SP:Iteration 25Q (24.833116 sec): 3 clusters Score: Raw -190939.319653 + Penalty 541.649728 = -190397.669925 nChanged 18 SP:Iteration 26Q (24.839217 sec): 3 clusters Score: Raw -190948.199589 + Penalty 539.660161 = -190408.539428 nChanged 12 SP:Iteration 27Q (24.845292 sec): 3 clusters Score: Raw -190954.977032 + Penalty 539.735128 = -190415.241904 nChanged 6 SP:Iteration 28Q (24.851426 sec): 3 clusters Score: Raw -190957.554225 + Penalty 544.519274 = -190413.034951 nChanged 9 SP:Iteration 29F (24.859238 sec): 3 clusters Score: Raw -190959.812690 + Penalty 548.679154 = -190411.133536 nChanged 10 SP:Iteration 30F (24.866812 sec): 3 clusters Score: Raw -190965.949165 + Penalty 550.108593 = -190415.840573 nChanged 9 SP:Iteration 31Q (24.872858 sec): 3 clusters Score: Raw -190971.542476 + Penalty 554.930568 = -190416.611908 nChanged 6 SP:Iteration 32Q (24.879005 sec): 3 clusters Score: Raw -190973.272759 + Penalty 555.441171 = -190417.831587 nChanged 6 SP:Iteration 33Q (24.885137 sec): 3 clusters Score: Raw -190976.838278 + Penalty 548.781662 = -190428.056617 nChanged 9 SP:Iteration 34Q (24.891312 sec): 3 clusters Score: Raw -190983.374500 + Penalty 547.018130 = -190436.356370 nChanged 10 SP:Iteration 35Q (24.897300 sec): 3 clusters Score: Raw -190989.928682 + Penalty 545.314831 = -190444.613851 nChanged 8 SP:Iteration 36Q (24.903392 sec): 3 clusters Score: Raw -190998.096118 + Penalty 545.926426 = -190452.169692 nChanged 11 SP:Iteration 37Q (24.909395 sec): 3 clusters Score: Raw -191003.166139 + Penalty 539.437945 = -190463.728194 nChanged 7 SP:Iteration 38Q (24.915343 sec): 3 clusters Score: Raw -191006.880011 + Penalty 529.014305 = -190477.865705 nChanged 7 SP:Iteration 39Q (24.921286 sec): 3 clusters Score: Raw -191009.122168 + Penalty 527.312900 = -190481.809268 nChanged 4 SP:Iteration 40F (24.928928 sec): 3 clusters Score: Raw -191010.198691 + Penalty 520.934048 = -190489.264643 nChanged 5 SP:Iteration 41Q (24.934908 sec): 3 clusters Score: Raw -191015.977576 + Penalty 513.001656 = -190502.975919 nChanged 8 SP:Iteration 42Q (24.940930 sec): 3 clusters Score: Raw -191020.669760 + Penalty 504.761706 = -190515.908054 nChanged 4 SP:Iteration 43Q (24.946972 sec): 3 clusters Score: Raw -191021.918401 + Penalty 508.553150 = -190513.365251 nChanged 1 SP:Iteration 44F (24.954845 sec): 3 clusters Score: Raw -191022.244181 + Penalty 508.553150 = -190513.691031 nChanged 0 Memory request: 0.06 GB would take us to total of 0.35 GB. Trying to split cluster 8 (13106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.014405 sec): 2 clusters Score: Raw -548209.008013 + Penalty 214.549272 = -547994.458741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.039752 sec): 3 clusters Score: Raw -539358.278944 + Penalty 427.169230 = -538931.109714 nChanged 6136 SP:Iteration 1F (25.064012 sec): 3 clusters Score: Raw -541809.732682 + Penalty 430.024051 = -541379.708631 nChanged 2090 SP:Iteration 2F (25.088052 sec): 3 clusters Score: Raw -542652.438139 + Penalty 431.767290 = -542220.670849 nChanged 1039 SP:Iteration 3F (25.111954 sec): 3 clusters Score: Raw -543352.533926 + Penalty 429.259581 = -542923.274345 nChanged 962 SP:Iteration 4F (25.136280 sec): 3 clusters Score: Raw -544014.494993 + Penalty 426.007124 = -543588.487868 nChanged 1047 SP:Iteration 5F (25.160297 sec): 3 clusters Score: Raw -544826.804229 + Penalty 429.685962 = -544397.118266 nChanged 1087 SP:Iteration 6F (25.184055 sec): 3 clusters Score: Raw -545781.662660 + Penalty 439.181749 = -545342.480911 nChanged 946 SP:Iteration 7F (25.207798 sec): 3 clusters Score: Raw -546695.913434 + Penalty 436.991236 = -546258.922198 nChanged 701 SP:Iteration 8F (25.231616 sec): 3 clusters Score: Raw -547392.217120 + Penalty 415.812232 = -546976.404888 nChanged 459 SP:Iteration 9Q (25.252427 sec): 3 clusters Score: Raw -547884.326546 + Penalty 366.540254 = -547517.786292 nChanged 178 SP:Iteration 10F (25.276135 sec): 3 clusters Score: Raw -548128.497122 + Penalty 359.071274 = -547769.425849 nChanged 32 SP:Iteration 11Q (25.294664 sec): 3 clusters Score: Raw -548192.840578 + Penalty 354.450168 = -547838.390411 nChanged 15 SP:Iteration 12Q (25.313025 sec): 3 clusters Score: Raw -548198.841903 + Penalty 348.448183 = -547850.393720 nChanged 8 SP:Iteration 13Q (25.331361 sec): 3 clusters Score: Raw -548201.465804 + Penalty 350.163890 = -547851.301914 nChanged 3 SP:Iteration 14Q (25.350359 sec): 3 clusters Score: Raw -548202.003650 + Penalty 349.169254 = -547852.834396 nChanged 4 SP:Iteration 15Q (25.368602 sec): 3 clusters Score: Raw -548202.826741 + Penalty 352.224085 = -547850.602656 nChanged 8 SP:Iteration 16F (25.392028 sec): 3 clusters Score: Raw -548205.551237 + Penalty 352.402216 = -547853.149021 nChanged 8 SP:Iteration 17Q (25.410456 sec): 3 clusters Score: Raw -548207.949766 + Penalty 353.714990 = -547854.234776 nChanged 5 SP:Iteration 18Q (25.428938 sec): 3 clusters Score: Raw -548209.462215 + Penalty 354.975513 = -547854.486702 nChanged 4 SP:Iteration 19Q (25.447708 sec): 3 clusters Score: Raw -548210.812964 + Penalty 344.288740 = -547866.524224 nChanged 4 SP:Iteration 20F (25.471714 sec): 3 clusters Score: Raw -548212.803441 + Penalty 347.660359 = -547865.143082 nChanged 7 SP:Iteration 21F (25.495363 sec): 3 clusters Score: Raw -548216.278867 + Penalty 350.042585 = -547866.236282 nChanged 3 SP:Iteration 22Q (25.513831 sec): 3 clusters Score: Raw -548218.669944 + Penalty 350.414872 = -547868.255072 nChanged 1 SP:Iteration 23Q (25.532263 sec): 3 clusters Score: Raw -548219.173501 + Penalty 350.414872 = -547868.758629 nChanged 0 SP:Iteration 24F (25.556692 sec): 3 clusters Score: Raw -548219.173501 + Penalty 350.414872 = -547868.758629 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 9 (192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.564358 sec): 2 clusters Score: Raw -9546.932551 + Penalty 330.225334 = -9216.707217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.564975 sec): 3 clusters Score: Raw -9445.330066 + Penalty 658.885575 = -8786.444490 nChanged 58 SP:Iteration 1F (25.565535 sec): 3 clusters Score: Raw -9482.948030 + Penalty 659.297060 = -8823.650970 nChanged 13 SP:Iteration 2F (25.566097 sec): 3 clusters Score: Raw -9493.347301 + Penalty 658.369052 = -8834.978249 nChanged 5 SP:Iteration 3Q (25.566657 sec): 3 clusters Score: Raw -9497.512651 + Penalty 658.323847 = -8839.188803 nChanged 4 SP:Iteration 4Q (25.567219 sec): 3 clusters Score: Raw -9502.230887 + Penalty 657.879966 = -8844.350921 nChanged 1 SP:Iteration 5Q (25.567775 sec): 3 clusters Score: Raw -9503.451060 + Penalty 657.262192 = -8846.188869 nChanged 3 SP:Iteration 6Q (25.568331 sec): 3 clusters Score: Raw -9508.470536 + Penalty 659.253148 = -8849.217388 nChanged 8 SP:Iteration 7Q (25.568888 sec): 3 clusters Score: Raw -9515.114691 + Penalty 662.860071 = -8852.254620 nChanged 10 SP:Iteration 8F (25.569439 sec): 3 clusters Score: Raw -9522.919007 + Penalty 666.586641 = -8856.332367 nChanged 7 SP:Iteration 9Q (25.569983 sec): 3 clusters Score: Raw -9528.257818 + Penalty 670.253575 = -8858.004243 nChanged 6 SP:Iteration 10F (25.570531 sec): 3 clusters Score: Raw -9534.846726 + Penalty 672.265020 = -8862.581707 nChanged 5 SP:Iteration 11Q (25.571075 sec): 3 clusters Score: Raw -9538.369699 + Penalty 672.355251 = -8866.014448 nChanged 2 SP:Iteration 12Q (25.571615 sec): 3 clusters Score: Raw -9540.935002 + Penalty 674.548801 = -8866.386201 nChanged 2 SP:Iteration 13Q (25.572155 sec): 3 clusters Score: Raw -9543.641117 + Penalty 675.068495 = -8868.572622 nChanged 1 SP:Iteration 14Q (25.572725 sec): 3 clusters Score: Raw -9544.576982 + Penalty 677.806326 = -8866.770656 nChanged 2 SP:Iteration 15F (25.573256 sec): 3 clusters Score: Raw -9547.041372 + Penalty 681.595768 = -8865.445604 nChanged 4 SP:Iteration 16F (25.573793 sec): 3 clusters Score: Raw -9549.675411 + Penalty 684.285608 = -8865.389803 nChanged 2 SP:Iteration 17F (25.574326 sec): 3 clusters Score: Raw -9550.866698 + Penalty 687.237775 = -8863.628922 nChanged 2 SP:Iteration 18F (25.574859 sec): 3 clusters Score: Raw -9551.955610 + Penalty 687.237775 = -8864.717835 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 10 (292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.576706 sec): 2 clusters Score: Raw -13035.412566 + Penalty 267.539911 = -12767.872655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.577422 sec): 3 clusters Score: Raw -12891.656333 + Penalty 531.608432 = -12360.047901 nChanged 115 SP:Iteration 1F (25.578127 sec): 3 clusters Score: Raw -13018.058090 + Penalty 532.079382 = -12485.978708 nChanged 28 SP:Iteration 2F (25.578835 sec): 3 clusters Score: Raw -13044.557319 + Penalty 533.865355 = -12510.691964 nChanged 12 SP:Iteration 3Q (25.579541 sec): 3 clusters Score: Raw -13059.431829 + Penalty 536.748136 = -12522.683693 nChanged 6 SP:Iteration 4Q (25.580244 sec): 3 clusters Score: Raw -13065.910243 + Penalty 538.458705 = -12527.451538 nChanged 2 SP:Iteration 5Q (25.580946 sec): 3 clusters Score: Raw -13068.466170 + Penalty 538.458705 = -12530.007465 nChanged 0 SP:Iteration 6F (25.581652 sec): 3 clusters Score: Raw -13068.466170 + Penalty 538.458705 = -12530.007465 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 11 (333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.584420 sec): 2 clusters Score: Raw -14524.195439 + Penalty 268.062608 = -14256.132831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.585208 sec): 3 clusters Score: Raw -14369.493718 + Penalty 539.550659 = -13829.943059 nChanged 108 SP:Iteration 1F (25.585982 sec): 3 clusters Score: Raw -14462.884009 + Penalty 539.421804 = -13923.462205 nChanged 27 SP:Iteration 2F (25.586755 sec): 3 clusters Score: Raw -14481.165026 + Penalty 539.118318 = -13942.046708 nChanged 14 SP:Iteration 3Q (25.587518 sec): 3 clusters Score: Raw -14493.859894 + Penalty 541.757761 = -13952.102132 nChanged 13 SP:Iteration 4Q (25.588279 sec): 3 clusters Score: Raw -14503.111257 + Penalty 542.690126 = -13960.421130 nChanged 6 SP:Iteration 5Q (25.589039 sec): 3 clusters Score: Raw -14508.252992 + Penalty 543.594911 = -13964.658081 nChanged 4 SP:Iteration 6Q (25.589802 sec): 3 clusters Score: Raw -14512.912927 + Penalty 544.242696 = -13968.670231 nChanged 3 SP:Iteration 7Q (25.590559 sec): 3 clusters Score: Raw -14513.877202 + Penalty 544.072996 = -13969.804206 nChanged 3 SP:Iteration 8Q (25.591319 sec): 3 clusters Score: Raw -14515.569798 + Penalty 544.430131 = -13971.139667 nChanged 1 SP:Iteration 9Q (25.592078 sec): 3 clusters Score: Raw -14515.980865 + Penalty 544.519903 = -13971.460962 nChanged 1 SP:Iteration 10F (25.592851 sec): 3 clusters Score: Raw -14516.123674 + Penalty 544.519903 = -13971.603772 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 12 (89 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.593548 sec): 2 clusters Score: Raw -4389.605396 + Penalty 157.460455 = -4232.144941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.593920 sec): 3 clusters Score: Raw -4351.528404 + Penalty 327.185336 = -4024.343067 nChanged 16 SP:Iteration 1F (25.594283 sec): 3 clusters Score: Raw -4366.822970 + Penalty 343.298040 = -4023.524930 nChanged 9 SP:Iteration 2F (25.594645 sec): 3 clusters Score: Raw -4376.415689 + Penalty 413.605362 = -3962.810327 nChanged 9 SP:Iteration 3F (25.595037 sec): 3 clusters Score: Raw -4385.193534 + Penalty 519.590252 = -3865.603283 nChanged 2 SP:Iteration 4F (25.595413 sec): 3 clusters Score: Raw -4386.572751 + Penalty 442.827848 = -3943.744903 nChanged 1 SP:Iteration 5Q (25.595736 sec): 3 clusters Score: Raw -4386.761842 + Penalty 157.460455 = -4229.301386 nChanged 1 SP:Iteration 6Q (25.596042 sec): 2 clusters Score: Raw -4389.605396 + Penalty 157.460455 = -4232.144941 nChanged 0 SP:Iteration 7F (25.596348 sec): 2 clusters Score: Raw -4389.605396 + Penalty 157.460455 = -4232.144941 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 13 (295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.598083 sec): 2 clusters Score: Raw -13081.497151 + Penalty 389.079773 = -12692.417378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.598831 sec): 3 clusters Score: Raw -12950.941522 + Penalty 778.875637 = -12172.065885 nChanged 89 SP:Iteration 1F (25.599568 sec): 3 clusters Score: Raw -12998.297032 + Penalty 780.961521 = -12217.335511 nChanged 21 SP:Iteration 2F (25.600305 sec): 3 clusters Score: Raw -13021.487281 + Penalty 782.883187 = -12238.604094 nChanged 17 SP:Iteration 3F (25.601032 sec): 3 clusters Score: Raw -13033.555002 + Penalty 784.624602 = -12248.930401 nChanged 8 SP:Iteration 4Q (25.601736 sec): 3 clusters Score: Raw -13041.172664 + Penalty 783.221508 = -12257.951156 nChanged 11 SP:Iteration 5Q (25.602439 sec): 3 clusters Score: Raw -13058.314218 + Penalty 782.929202 = -12275.385016 nChanged 11 SP:Iteration 6Q (25.603140 sec): 3 clusters Score: Raw -13068.105070 + Penalty 782.301699 = -12285.803371 nChanged 9 SP:Iteration 7Q (25.603844 sec): 3 clusters Score: Raw -13074.606642 + Penalty 781.895359 = -12292.711284 nChanged 5 SP:Iteration 8Q (25.604542 sec): 3 clusters Score: Raw -13078.395904 + Penalty 781.720508 = -12296.675396 nChanged 1 SP:Iteration 9Q (25.605242 sec): 3 clusters Score: Raw -13078.943102 + Penalty 781.747474 = -12297.195628 nChanged 1 SP:Iteration 10F (25.605949 sec): 3 clusters Score: Raw -13079.220434 + Penalty 781.747474 = -12297.472960 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 14 (806 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.610121 sec): 2 clusters Score: Raw -39347.559636 + Penalty 615.848410 = -38731.711226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.611720 sec): 3 clusters Score: Raw -38967.326373 + Penalty 1230.286159 = -37737.040213 nChanged 259 SP:Iteration 1F (25.613286 sec): 3 clusters Score: Raw -39125.689621 + Penalty 1229.361660 = -37896.327961 nChanged 55 SP:Iteration 2F (25.614853 sec): 3 clusters Score: Raw -39163.007831 + Penalty 1228.487391 = -37934.520441 nChanged 45 SP:Iteration 3F (25.616459 sec): 3 clusters Score: Raw -39193.948455 + Penalty 1229.001747 = -37964.946708 nChanged 36 SP:Iteration 4Q (25.618050 sec): 3 clusters Score: Raw -39224.105967 + Penalty 1229.411122 = -37994.694845 nChanged 40 SP:Iteration 5Q (25.619639 sec): 3 clusters Score: Raw -39255.098704 + Penalty 1229.087331 = -38026.011373 nChanged 31 SP:Iteration 6Q (25.621201 sec): 3 clusters Score: Raw -39278.107795 + Penalty 1230.990095 = -38047.117701 nChanged 29 SP:Iteration 7Q (25.622762 sec): 3 clusters Score: Raw -39299.800796 + Penalty 1232.726136 = -38067.074660 nChanged 25 SP:Iteration 8Q (25.624325 sec): 3 clusters Score: Raw -39316.678888 + Penalty 1234.280381 = -38082.398506 nChanged 27 SP:Iteration 9Q (25.625947 sec): 3 clusters Score: Raw -39340.593249 + Penalty 1233.666753 = -38106.926496 nChanged 21 SP:Iteration 10F (25.627549 sec): 3 clusters Score: Raw -39359.276043 + Penalty 1233.692783 = -38125.583260 nChanged 17 SP:Iteration 11Q (25.629135 sec): 3 clusters Score: Raw -39372.208716 + Penalty 1235.668468 = -38136.540248 nChanged 10 SP:Iteration 12Q (25.630727 sec): 3 clusters Score: Raw -39377.113467 + Penalty 1234.786195 = -38142.327272 nChanged 7 SP:Iteration 13Q (25.632343 sec): 3 clusters Score: Raw -39379.571499 + Penalty 1236.017040 = -38143.554459 nChanged 6 SP:Iteration 14Q (25.633904 sec): 3 clusters Score: Raw -39381.501424 + Penalty 1235.847540 = -38145.653884 nChanged 2 SP:Iteration 15Q (25.635462 sec): 3 clusters Score: Raw -39382.821383 + Penalty 1236.949614 = -38145.871769 nChanged 2 SP:Iteration 16Q (25.637018 sec): 3 clusters Score: Raw -39383.652359 + Penalty 1237.797304 = -38145.855055 nChanged 1 SP:Iteration 17F (25.638628 sec): 3 clusters Score: Raw -39384.047557 + Penalty 1236.347003 = -38147.700554 nChanged 2 SP:Iteration 18Q (25.640211 sec): 3 clusters Score: Raw -39385.618260 + Penalty 1235.398776 = -38150.219484 nChanged 2 SP:Iteration 19Q (25.641803 sec): 3 clusters Score: Raw -39387.358694 + Penalty 1234.672157 = -38152.686536 nChanged 1 SP:Iteration 20F (25.643360 sec): 3 clusters Score: Raw -39389.047438 + Penalty 1235.847977 = -38153.199461 nChanged 2 SP:Iteration 21Q (25.644940 sec): 3 clusters Score: Raw -39389.624630 + Penalty 1236.273612 = -38153.351018 nChanged 1 SP:Iteration 22Q (25.646545 sec): 3 clusters Score: Raw -39390.051085 + Penalty 1236.273612 = -38153.777473 nChanged 0 SP:Iteration 23F (25.648135 sec): 3 clusters Score: Raw -39390.051085 + Penalty 1236.273612 = -38153.777473 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 15 (209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.650240 sec): 2 clusters Score: Raw -9941.277301 + Penalty 308.298078 = -9632.979223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.650815 sec): 3 clusters Score: Raw -9841.713953 + Penalty 618.658424 = -9223.055529 nChanged 56 SP:Iteration 1F (25.651380 sec): 3 clusters Score: Raw -9880.456712 + Penalty 620.442116 = -9260.014596 nChanged 20 SP:Iteration 2F (25.651945 sec): 3 clusters Score: Raw -9903.395748 + Penalty 624.549339 = -9278.846410 nChanged 13 SP:Iteration 3F (25.652507 sec): 3 clusters Score: Raw -9917.318916 + Penalty 631.121284 = -9286.197632 nChanged 11 SP:Iteration 4F (25.653073 sec): 3 clusters Score: Raw -9926.481574 + Penalty 633.724382 = -9292.757192 nChanged 7 SP:Iteration 5Q (25.653651 sec): 3 clusters Score: Raw -9932.855328 + Penalty 640.934654 = -9291.920675 nChanged 4 SP:Iteration 6F (25.654220 sec): 3 clusters Score: Raw -9935.506180 + Penalty 647.900528 = -9287.605652 nChanged 5 SP:Iteration 7F (25.654784 sec): 3 clusters Score: Raw -9942.070370 + Penalty 643.965262 = -9298.105108 nChanged 3 SP:Iteration 8Q (25.655341 sec): 3 clusters Score: Raw -9944.811428 + Penalty 643.932555 = -9300.878874 nChanged 2 SP:Iteration 9Q (25.655899 sec): 3 clusters Score: Raw -9946.824965 + Penalty 641.245287 = -9305.579678 nChanged 1 SP:Iteration 10F (25.656462 sec): 3 clusters Score: Raw -9949.248991 + Penalty 641.245287 = -9308.003704 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 16 (467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.658182 sec): 2 clusters Score: Raw -20914.903247 + Penalty 459.300372 = -20455.602876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.659203 sec): 3 clusters Score: Raw -20699.127079 + Penalty 918.779901 = -19780.347179 nChanged 161 SP:Iteration 1F (25.660210 sec): 3 clusters Score: Raw -20801.964362 + Penalty 920.152920 = -19881.811442 nChanged 36 SP:Iteration 2F (25.661234 sec): 3 clusters Score: Raw -20825.867903 + Penalty 921.543470 = -19904.324434 nChanged 20 SP:Iteration 3Q (25.662239 sec): 3 clusters Score: Raw -20840.025783 + Penalty 922.387076 = -19917.638707 nChanged 14 SP:Iteration 4Q (25.663234 sec): 3 clusters Score: Raw -20856.938731 + Penalty 924.007043 = -19932.931688 nChanged 15 SP:Iteration 5Q (25.664230 sec): 3 clusters Score: Raw -20873.703685 + Penalty 925.606356 = -19948.097329 nChanged 10 SP:Iteration 6Q (25.665242 sec): 3 clusters Score: Raw -20882.108910 + Penalty 927.465541 = -19954.643369 nChanged 8 SP:Iteration 7Q (25.666237 sec): 3 clusters Score: Raw -20885.546365 + Penalty 930.105441 = -19955.440924 nChanged 8 SP:Iteration 8Q (25.667259 sec): 3 clusters Score: Raw -20891.927729 + Penalty 931.786521 = -19960.141207 nChanged 5 SP:Iteration 9Q (25.668247 sec): 3 clusters Score: Raw -20896.558729 + Penalty 933.740320 = -19962.818409 nChanged 10 SP:Iteration 10F (25.669272 sec): 3 clusters Score: Raw -20904.920027 + Penalty 935.573602 = -19969.346425 nChanged 6 SP:Iteration 11Q (25.670253 sec): 3 clusters Score: Raw -20910.217752 + Penalty 936.664172 = -19973.553579 nChanged 6 SP:Iteration 12Q (25.671232 sec): 3 clusters Score: Raw -20915.142184 + Penalty 939.118554 = -19976.023630 nChanged 8 SP:Iteration 13Q (25.672209 sec): 3 clusters Score: Raw -20921.225012 + Penalty 943.691672 = -19977.533340 nChanged 7 SP:Iteration 14Q (25.673184 sec): 3 clusters Score: Raw -20929.137642 + Penalty 948.526012 = -19980.611631 nChanged 9 SP:Iteration 15Q (25.674161 sec): 3 clusters Score: Raw -20936.987490 + Penalty 954.669752 = -19982.317738 nChanged 7 SP:Iteration 16Q (25.675129 sec): 3 clusters Score: Raw -20940.903724 + Penalty 957.266575 = -19983.637149 nChanged 3 SP:Iteration 17Q (25.676091 sec): 3 clusters Score: Raw -20942.582011 + Penalty 957.671869 = -19984.910142 nChanged 3 SP:Iteration 18Q (25.677054 sec): 3 clusters Score: Raw -20946.309198 + Penalty 959.769206 = -19986.539992 nChanged 4 SP:Iteration 19Q (25.678012 sec): 3 clusters Score: Raw -20951.377499 + Penalty 964.079738 = -19987.297760 nChanged 4 SP:Iteration 20F (25.679013 sec): 3 clusters Score: Raw -20953.348481 + Penalty 965.924659 = -19987.423822 nChanged 4 SP:Iteration 21Q (25.679959 sec): 3 clusters Score: Raw -20956.237255 + Penalty 967.096726 = -19989.140529 nChanged 2 SP:Iteration 22Q (25.680900 sec): 3 clusters Score: Raw -20957.270039 + Penalty 967.096726 = -19990.173312 nChanged 0 SP:Iteration 23F (25.681906 sec): 3 clusters Score: Raw -20957.270039 + Penalty 967.096726 = -19990.173312 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 17 (136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.682729 sec): 2 clusters Score: Raw -6094.524504 + Penalty 355.441690 = -5739.082813 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.683178 sec): 3 clusters Score: Raw -6057.783975 + Penalty 710.883380 = -5346.900595 nChanged 25 SP:Iteration 1F (25.683620 sec): 3 clusters Score: Raw -6089.770250 + Penalty 710.266679 = -5379.503571 nChanged 7 SP:Iteration 2F (25.684063 sec): 3 clusters Score: Raw -6098.997763 + Penalty 708.586038 = -5390.411725 nChanged 5 SP:Iteration 3Q (25.684498 sec): 3 clusters Score: Raw -6103.906622 + Penalty 708.788783 = -5395.117840 nChanged 2 SP:Iteration 4Q (25.684931 sec): 3 clusters Score: Raw -6105.913831 + Penalty 709.335689 = -5396.578142 nChanged 1 SP:Iteration 5Q (25.685366 sec): 3 clusters Score: Raw -6106.396567 + Penalty 709.870022 = -5396.526545 nChanged 1 SP:Iteration 6F (25.685806 sec): 3 clusters Score: Raw -6106.944544 + Penalty 710.329171 = -5396.615372 nChanged 1 SP:Iteration 7Q (25.686270 sec): 3 clusters Score: Raw -6107.359905 + Penalty 710.329171 = -5397.030734 nChanged 0 SP:Iteration 8F (25.686726 sec): 3 clusters Score: Raw -6107.359905 + Penalty 710.329171 = -5397.030734 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 18 (139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.687537 sec): 2 clusters Score: Raw -5241.133661 + Penalty 275.309164 = -4965.824496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.688000 sec): 3 clusters Score: Raw -5206.203819 + Penalty 555.193988 = -4651.009830 nChanged 37 SP:Iteration 1F (25.688463 sec): 3 clusters Score: Raw -5252.339103 + Penalty 551.084433 = -4701.254670 nChanged 9 SP:Iteration 2F (25.688916 sec): 3 clusters Score: Raw -5260.281410 + Penalty 551.084433 = -4709.196977 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 19 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.689511 sec): 2 clusters Score: Raw -1977.613946 + Penalty 207.414650 = -1770.199296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.689801 sec): 3 clusters Score: Raw -1976.567273 + Penalty 416.355439 = -1560.211834 nChanged 7 SP:Iteration 1F (25.690085 sec): 3 clusters Score: Raw -1985.666059 + Penalty 414.829301 = -1570.836759 nChanged 1 SP:Iteration 2Q (25.690366 sec): 3 clusters Score: Raw -1986.444464 + Penalty 413.465345 = -1572.979119 nChanged 1 SP:Iteration 3Q (25.690652 sec): 3 clusters Score: Raw -1988.586478 + Penalty 413.465345 = -1575.121132 nChanged 0 SP:Iteration 4F (25.690940 sec): 3 clusters Score: Raw -1988.586478 + Penalty 413.465345 = -1575.121132 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 20 (679 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.693262 sec): 2 clusters Score: Raw -34868.481258 + Penalty 777.676603 = -34090.804654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.694663 sec): 3 clusters Score: Raw -34575.697303 + Penalty 1556.130723 = -33019.566580 nChanged 171 SP:Iteration 1F (25.696052 sec): 3 clusters Score: Raw -34682.548967 + Penalty 1556.066628 = -33126.482339 nChanged 52 SP:Iteration 2F (25.697430 sec): 3 clusters Score: Raw -34723.185862 + Penalty 1556.612797 = -33166.573065 nChanged 38 SP:Iteration 3F (25.698805 sec): 3 clusters Score: Raw -34756.647373 + Penalty 1556.971448 = -33199.675926 nChanged 28 SP:Iteration 4Q (25.700183 sec): 3 clusters Score: Raw -34779.023320 + Penalty 1557.435081 = -33221.588238 nChanged 17 SP:Iteration 5Q (25.701547 sec): 3 clusters Score: Raw -34789.345358 + Penalty 1557.824650 = -33231.520708 nChanged 16 SP:Iteration 6Q (25.702910 sec): 3 clusters Score: Raw -34802.347945 + Penalty 1558.744928 = -33243.603017 nChanged 14 SP:Iteration 7Q (25.704291 sec): 3 clusters Score: Raw -34814.360514 + Penalty 1559.495237 = -33254.865277 nChanged 8 SP:Iteration 8Q (25.705647 sec): 3 clusters Score: Raw -34818.328171 + Penalty 1560.061686 = -33258.266484 nChanged 9 SP:Iteration 9Q (25.707004 sec): 3 clusters Score: Raw -34826.307218 + Penalty 1561.672789 = -33264.634428 nChanged 12 SP:Iteration 10F (25.708392 sec): 3 clusters Score: Raw -34835.540907 + Penalty 1563.272104 = -33272.268802 nChanged 8 SP:Iteration 11Q (25.709752 sec): 3 clusters Score: Raw -34842.391989 + Penalty 1565.262562 = -33277.129428 nChanged 10 SP:Iteration 12Q (25.711101 sec): 3 clusters Score: Raw -34852.915628 + Penalty 1565.782587 = -33287.133041 nChanged 5 SP:Iteration 13Q (25.712453 sec): 3 clusters Score: Raw -34856.788446 + Penalty 1566.543777 = -33290.244669 nChanged 3 SP:Iteration 14Q (25.713797 sec): 3 clusters Score: Raw -34861.565387 + Penalty 1566.774055 = -33294.791332 nChanged 1 SP:Iteration 15Q (25.715137 sec): 3 clusters Score: Raw -34862.049768 + Penalty 1566.774055 = -33295.275713 nChanged 0 SP:Iteration 16F (25.716509 sec): 3 clusters Score: Raw -34862.049768 + Penalty 1566.774055 = -33295.275713 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 21 (628 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.718649 sec): 2 clusters Score: Raw -21711.822987 + Penalty 1014.088982 = -20697.734005 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.719946 sec): 3 clusters Score: Raw -21626.949938 + Penalty 2026.804692 = -19600.145246 nChanged 183 SP:Iteration 1F (25.721224 sec): 3 clusters Score: Raw -22086.440874 + Penalty 2021.569841 = -20064.871034 nChanged 71 SP:Iteration 2F (25.722501 sec): 3 clusters Score: Raw -22308.676523 + Penalty 2022.754550 = -20285.921972 nChanged 35 SP:Iteration 3F (25.723758 sec): 3 clusters Score: Raw -22429.148731 + Penalty 2024.196888 = -20404.951843 nChanged 26 SP:Iteration 4Q (25.724899 sec): 3 clusters Score: Raw -22520.286646 + Penalty 2024.924390 = -20495.362256 nChanged 22 SP:Iteration 5Q (25.726110 sec): 3 clusters Score: Raw -22580.998298 + Penalty 2026.175057 = -20554.823242 nChanged 12 SP:Iteration 6Q (25.727242 sec): 3 clusters Score: Raw -22629.556128 + Penalty 2027.431705 = -20602.124423 nChanged 12 SP:Iteration 7Q (25.728367 sec): 3 clusters Score: Raw -22667.257282 + Penalty 2028.271868 = -20638.985414 nChanged 9 SP:Iteration 8Q (25.729473 sec): 3 clusters Score: Raw -22687.646685 + Penalty 2029.013999 = -20658.632685 nChanged 10 SP:Iteration 9Q (25.730599 sec): 3 clusters Score: Raw -22709.701012 + Penalty 2029.716978 = -20679.984034 nChanged 9 SP:Iteration 10F (25.731886 sec): 3 clusters Score: Raw -22731.073576 + Penalty 2030.526016 = -20700.547560 nChanged 8 SP:Iteration 11Q (25.732992 sec): 3 clusters Score: Raw -22748.156638 + Penalty 2031.168299 = -20716.988339 nChanged 8 SP:Iteration 12Q (25.734102 sec): 3 clusters Score: Raw -22761.467642 + Penalty 2031.727230 = -20729.740411 nChanged 5 SP:Iteration 13Q (25.735199 sec): 3 clusters Score: Raw -22769.349126 + Penalty 2031.975360 = -20737.373765 nChanged 2 SP:Iteration 14Q (25.736292 sec): 3 clusters Score: Raw -22772.272064 + Penalty 2031.975360 = -20740.296704 nChanged 0 SP:Iteration 15F (25.737564 sec): 3 clusters Score: Raw -22772.272064 + Penalty 2031.975360 = -20740.296704 nChanged 0 Score: Raw -1283137.035195 + Penalty 215548.261757 = -1067588.773438 Splitting cluster 21 changes total score from -1043800.460631 to -1067588.773438 So it's getting split into cluster 25. Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 22 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.699323 sec): 2 clusters Score: Raw -1791.639155 + Penalty 494.358928 = -1297.280227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.699609 sec): 3 clusters Score: Raw -1879.525687 + Penalty 991.623301 = -887.902386 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 23 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.700098 sec): 2 clusters Score: Raw -529.675391 + Penalty 233.257302 = -296.418089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.700328 sec): 3 clusters Score: Raw -546.258747 + Penalty 494.223402 = -52.035345 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 24 (398 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.701959 sec): 2 clusters Score: Raw -17872.316886 + Penalty 847.751913 = -17024.564973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.702932 sec): 3 clusters Score: Raw -17845.598363 + Penalty 1698.128505 = -16147.469858 nChanged 68 SP:Iteration 1F (28.703890 sec): 3 clusters Score: Raw -17949.352781 + Penalty 1701.424461 = -16247.928320 nChanged 19 SP:Iteration 2Q (28.704834 sec): 3 clusters Score: Raw -17988.133901 + Penalty 1707.169118 = -16280.964783 nChanged 19 SP:Iteration 3Q (28.705732 sec): 3 clusters Score: Raw -18022.769501 + Penalty 1711.803375 = -16310.966127 nChanged 10 SP:Iteration 4Q (28.706620 sec): 3 clusters Score: Raw -18042.466180 + Penalty 1715.450214 = -16327.015966 nChanged 9 SP:Iteration 5Q (28.707501 sec): 3 clusters Score: Raw -18054.343002 + Penalty 1715.566949 = -16338.776053 nChanged 4 SP:Iteration 6Q (28.708408 sec): 3 clusters Score: Raw -18060.552667 + Penalty 1715.674408 = -16344.878259 nChanged 2 SP:Iteration 7Q (28.709339 sec): 3 clusters Score: Raw -18063.476363 + Penalty 1715.674408 = -16347.801955 nChanged 0 SP:Iteration 8F (28.710261 sec): 3 clusters Score: Raw -18063.476363 + Penalty 1715.674408 = -16347.801955 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 26 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.710964 sec): 2 clusters Score: Raw -4414.038771 + Penalty 667.847810 = -3746.190961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.711354 sec): 3 clusters Score: Raw -4535.995863 + Penalty 1331.082013 = -3204.913850 nChanged 10 SP:Iteration 1F (28.711752 sec): 3 clusters Score: Raw -4593.612622 + Penalty 1329.767103 = -3263.845519 nChanged 3 SP:Iteration 2Q (28.712091 sec): 3 clusters Score: Raw -4610.219432 + Penalty 1329.767103 = -3280.452329 nChanged 0 SP:Iteration 3F (28.712454 sec): 3 clusters Score: Raw -4610.219432 + Penalty 1329.767103 = -3280.452329 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 27 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.713062 sec): 2 clusters Score: Raw -2021.118997 + Penalty 311.830336 = -1709.288661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.713371 sec): 3 clusters Score: Raw -2051.186872 + Penalty 619.236372 = -1431.950500 nChanged 4 SP:Iteration 1F (28.713666 sec): 3 clusters Score: Raw -2066.618742 + Penalty 618.805736 = -1447.813006 nChanged 1 SP:Iteration 2Q (28.713951 sec): 3 clusters Score: Raw -2068.792688 + Penalty 618.805736 = -1449.986952 nChanged 0 SP:Iteration 3F (28.714247 sec): 3 clusters Score: Raw -2068.792688 + Penalty 618.805736 = -1449.986952 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 28 (443 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.715996 sec): 2 clusters Score: Raw -23433.515571 + Penalty 859.331905 = -22574.183666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.717038 sec): 3 clusters Score: Raw -23313.439608 + Penalty 1718.433948 = -21595.005660 nChanged 112 SP:Iteration 1F (28.718090 sec): 3 clusters Score: Raw -23436.494379 + Penalty 1717.218731 = -21719.275649 nChanged 31 SP:Iteration 2F (28.719117 sec): 3 clusters Score: Raw -23485.719462 + Penalty 1715.552730 = -21770.166732 nChanged 20 SP:Iteration 3Q (28.720126 sec): 3 clusters Score: Raw -23522.802265 + Penalty 1717.336881 = -21805.465384 nChanged 21 SP:Iteration 4Q (28.721110 sec): 3 clusters Score: Raw -23552.356251 + Penalty 1718.784034 = -21833.572217 nChanged 11 SP:Iteration 5Q (28.722057 sec): 3 clusters Score: Raw -23565.431278 + Penalty 1720.218863 = -21845.212414 nChanged 7 SP:Iteration 6Q (28.723001 sec): 3 clusters Score: Raw -23577.235637 + Penalty 1720.058251 = -21857.177386 nChanged 3 SP:Iteration 7Q (28.723944 sec): 3 clusters Score: Raw -23583.772481 + Penalty 1719.856824 = -21863.915657 nChanged 2 SP:Iteration 8Q (28.724885 sec): 3 clusters Score: Raw -23587.749795 + Penalty 1719.856824 = -21867.892971 nChanged 0 SP:Iteration 9F (28.725860 sec): 3 clusters Score: Raw -23587.749795 + Penalty 1719.856824 = -21867.892971 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 29 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.726409 sec): 2 clusters Score: Raw -1294.710177 + Penalty 429.425905 = -865.284271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.726674 sec): 3 clusters Score: Raw -1404.961053 + Penalty 858.258379 = -546.702674 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 30 (421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.728223 sec): 2 clusters Score: Raw -17377.361204 + Penalty 126.701017 = -17250.660187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.729229 sec): 3 clusters Score: Raw -17150.937124 + Penalty 268.904027 = -16882.033097 nChanged 166 SP:Iteration 1F (28.730198 sec): 3 clusters Score: Raw -17366.508168 + Penalty 290.178986 = -17076.329182 nChanged 41 SP:Iteration 2F (28.731165 sec): 3 clusters Score: Raw -17410.896869 + Penalty 296.713268 = -17114.183600 nChanged 13 SP:Iteration 3Q (28.732117 sec): 3 clusters Score: Raw -17420.877668 + Penalty 305.065047 = -17115.812620 nChanged 9 SP:Iteration 4Q (28.733057 sec): 3 clusters Score: Raw -17426.258370 + Penalty 310.266649 = -17115.991721 nChanged 7 SP:Iteration 5Q (28.733965 sec): 3 clusters Score: Raw -17430.835776 + Penalty 313.135158 = -17117.700617 nChanged 4 SP:Iteration 6Q (28.734902 sec): 3 clusters Score: Raw -17435.256881 + Penalty 315.393207 = -17119.863674 nChanged 1 SP:Iteration 7Q (28.737083 sec): 3 clusters Score: Raw -17435.411499 + Penalty 315.393207 = -17120.018292 nChanged 0 SP:Iteration 8F (28.738966 sec): 3 clusters Score: Raw -17435.411499 + Penalty 315.393207 = -17120.018292 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 31 (1127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.746819 sec): 2 clusters Score: Raw -51816.271492 + Penalty 476.799896 = -51339.471596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.749025 sec): 3 clusters Score: Raw -51150.159406 + Penalty 943.948553 = -50206.210853 nChanged 448 SP:Iteration 1F (28.751186 sec): 3 clusters Score: Raw -51500.270045 + Penalty 944.616537 = -50555.653508 nChanged 151 SP:Iteration 2F (28.753347 sec): 3 clusters Score: Raw -51636.542388 + Penalty 946.056711 = -50690.485676 nChanged 70 SP:Iteration 3F (28.755507 sec): 3 clusters Score: Raw -51698.453520 + Penalty 947.086146 = -50751.367375 nChanged 35 SP:Iteration 4Q (28.757661 sec): 3 clusters Score: Raw -51712.118041 + Penalty 949.505145 = -50762.612896 nChanged 16 SP:Iteration 5Q (28.759804 sec): 3 clusters Score: Raw -51716.697289 + Penalty 950.638103 = -50766.059185 nChanged 10 SP:Iteration 6Q (28.761988 sec): 3 clusters Score: Raw -51719.983969 + Penalty 951.767707 = -50768.216262 nChanged 8 SP:Iteration 7Q (28.764156 sec): 3 clusters Score: Raw -51722.662871 + Penalty 953.740404 = -50768.922467 nChanged 7 SP:Iteration 8Q (28.766284 sec): 3 clusters Score: Raw -51723.998282 + Penalty 955.969896 = -50768.028386 nChanged 8 SP:Iteration 9F (28.768443 sec): 3 clusters Score: Raw -51725.645694 + Penalty 958.465629 = -50767.180064 nChanged 9 SP:Iteration 10F (28.770662 sec): 3 clusters Score: Raw -51728.507769 + Penalty 961.398666 = -50767.109102 nChanged 13 SP:Iteration 11F (28.772881 sec): 3 clusters Score: Raw -51733.055496 + Penalty 964.512313 = -50768.543183 nChanged 11 SP:Iteration 12Q (28.775090 sec): 3 clusters Score: Raw -51736.409617 + Penalty 966.555447 = -50769.854170 nChanged 7 SP:Iteration 13Q (28.777265 sec): 3 clusters Score: Raw -51737.614521 + Penalty 968.858558 = -50768.755962 nChanged 8 SP:Iteration 14F (28.779458 sec): 3 clusters Score: Raw -51739.828017 + Penalty 970.506751 = -50769.321267 nChanged 6 SP:Iteration 15Q (28.781584 sec): 3 clusters Score: Raw -51740.701196 + Penalty 971.316711 = -50769.384485 nChanged 3 SP:Iteration 16Q (28.783706 sec): 3 clusters Score: Raw -51741.443809 + Penalty 971.248880 = -50770.194929 nChanged 2 SP:Iteration 17Q (28.785889 sec): 3 clusters Score: Raw -51741.621387 + Penalty 971.248880 = -50770.372506 nChanged 0 SP:Iteration 18F (28.788108 sec): 3 clusters Score: Raw -51741.621387 + Penalty 971.248880 = -50770.372506 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 32 (106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.794158 sec): 2 clusters Score: Raw -4587.340748 + Penalty 281.659988 = -4305.680759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.794582 sec): 3 clusters Score: Raw -4567.960225 + Penalty 553.690220 = -4014.270005 nChanged 14 SP:Iteration 1F (28.794990 sec): 3 clusters Score: Raw -4589.862533 + Penalty 553.423280 = -4036.439253 nChanged 9 SP:Iteration 2F (28.795407 sec): 3 clusters Score: Raw -4604.972673 + Penalty 550.527532 = -4054.445141 nChanged 7 SP:Iteration 3F (28.795802 sec): 3 clusters Score: Raw -4629.038458 + Penalty 548.338218 = -4080.700240 nChanged 1 SP:Iteration 4Q (28.796188 sec): 3 clusters Score: Raw -4629.753673 + Penalty 548.338218 = -4081.415455 nChanged 0 SP:Iteration 5F (28.796582 sec): 3 clusters Score: Raw -4629.753673 + Penalty 548.338218 = -4081.415455 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 33 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.797888 sec): 2 clusters Score: Raw -5840.600493 + Penalty 528.898410 = -5311.702084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.798346 sec): 3 clusters Score: Raw -5894.878304 + Penalty 1052.949643 = -4841.928662 nChanged 16 SP:Iteration 1F (28.798797 sec): 3 clusters Score: Raw -5926.195858 + Penalty 1049.668933 = -4876.526924 nChanged 8 SP:Iteration 2F (28.799249 sec): 3 clusters Score: Raw -5953.784046 + Penalty 1054.542771 = -4899.241275 nChanged 8 SP:Iteration 3F (28.799701 sec): 3 clusters Score: Raw -5970.170747 + Penalty 1054.542771 = -4915.627976 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 34 (1280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.807164 sec): 2 clusters Score: Raw -64330.156728 + Penalty 550.742287 = -63779.414441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.809687 sec): 3 clusters Score: Raw -63607.375226 + Penalty 1104.391604 = -62502.983622 nChanged 519 SP:Iteration 1F (28.812139 sec): 3 clusters Score: Raw -63917.514175 + Penalty 1110.810563 = -62806.703612 nChanged 122 SP:Iteration 2F (28.814575 sec): 3 clusters Score: Raw -64015.576248 + Penalty 1118.645526 = -62896.930723 nChanged 94 SP:Iteration 3F (28.817006 sec): 3 clusters Score: Raw -64089.867136 + Penalty 1131.928166 = -62957.938970 nChanged 72 SP:Iteration 4F (28.819451 sec): 3 clusters Score: Raw -64151.611432 + Penalty 1144.663344 = -63006.948088 nChanged 55 SP:Iteration 5Q (28.821828 sec): 3 clusters Score: Raw -64191.394158 + Penalty 1156.835261 = -63034.558897 nChanged 44 SP:Iteration 6Q (28.824136 sec): 3 clusters Score: Raw -64213.483291 + Penalty 1166.653313 = -63046.829978 nChanged 30 SP:Iteration 7Q (28.826431 sec): 3 clusters Score: Raw -64229.922152 + Penalty 1173.834536 = -63056.087617 nChanged 26 SP:Iteration 8Q (28.828709 sec): 3 clusters Score: Raw -64247.046512 + Penalty 1182.561224 = -63064.485289 nChanged 27 SP:Iteration 9Q (28.831029 sec): 3 clusters Score: Raw -64263.400078 + Penalty 1193.282259 = -63070.117820 nChanged 23 SP:Iteration 10F (28.833517 sec): 3 clusters Score: Raw -64275.263489 + Penalty 1208.323388 = -63066.940101 nChanged 29 SP:Iteration 11F (28.835927 sec): 3 clusters Score: Raw -64294.259376 + Penalty 1226.279702 = -63067.979674 nChanged 25 SP:Iteration 12Q (28.838119 sec): 3 clusters Score: Raw -64309.548737 + Penalty 1246.297655 = -63063.251082 nChanged 27 SP:Iteration 13F (28.840495 sec): 3 clusters Score: Raw -64330.602899 + Penalty 1259.032407 = -63071.570492 nChanged 20 SP:Iteration 14Q (28.842748 sec): 3 clusters Score: Raw -64344.870284 + Penalty 1273.707135 = -63071.163149 nChanged 11 SP:Iteration 15F (28.845182 sec): 3 clusters Score: Raw -64356.105291 + Penalty 1288.066443 = -63068.038848 nChanged 7 SP:Iteration 16F (28.847552 sec): 3 clusters Score: Raw -64363.545751 + Penalty 1290.648344 = -63072.897408 nChanged 7 SP:Iteration 17Q (28.849609 sec): 3 clusters Score: Raw -64370.794371 + Penalty 1291.814929 = -63078.979441 nChanged 6 SP:Iteration 18Q (28.851646 sec): 3 clusters Score: Raw -64376.386858 + Penalty 1300.046156 = -63076.340701 nChanged 6 SP:Iteration 19F (28.854014 sec): 3 clusters Score: Raw -64383.121505 + Penalty 1303.212276 = -63079.909229 nChanged 3 SP:Iteration 20F (28.856384 sec): 3 clusters Score: Raw -64385.048454 + Penalty 1304.084839 = -63080.963615 nChanged 4 SP:Iteration 21Q (28.858393 sec): 3 clusters Score: Raw -64392.978990 + Penalty 1303.278467 = -63089.700523 nChanged 1 SP:Iteration 22Q (28.860358 sec): 3 clusters Score: Raw -64394.672802 + Penalty 1305.082480 = -63089.590322 nChanged 1 SP:Iteration 23F (28.862735 sec): 3 clusters Score: Raw -64396.640418 + Penalty 1308.176919 = -63088.463499 nChanged 1 SP:Iteration 24F (28.865123 sec): 3 clusters Score: Raw -64397.820894 + Penalty 1312.518800 = -63085.302093 nChanged 3 SP:Iteration 25F (28.867490 sec): 3 clusters Score: Raw -64402.532867 + Penalty 1310.422321 = -63092.110546 nChanged 2 SP:Iteration 26Q (28.869467 sec): 3 clusters Score: Raw -64405.752365 + Penalty 1310.422321 = -63095.330044 nChanged 0 SP:Iteration 27F (28.871835 sec): 3 clusters Score: Raw -64405.752365 + Penalty 1310.422321 = -63095.330044 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 35 (96 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.874197 sec): 2 clusters Score: Raw -3419.832157 + Penalty 222.200912 = -3197.631245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.874603 sec): 3 clusters Score: Raw -3417.344315 + Penalty 448.537559 = -2968.806756 nChanged 19 SP:Iteration 1F (28.874996 sec): 3 clusters Score: Raw -3447.025233 + Penalty 448.337668 = -2998.687565 nChanged 2 SP:Iteration 2Q (28.875373 sec): 3 clusters Score: Raw -3448.596334 + Penalty 448.337668 = -3000.258666 nChanged 0 SP:Iteration 3F (28.875751 sec): 3 clusters Score: Raw -3448.596334 + Penalty 448.337668 = -3000.258666 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 36 (80 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.876440 sec): 2 clusters Score: Raw -4055.767909 + Penalty 323.866998 = -3731.900911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.876794 sec): 3 clusters Score: Raw -4039.314368 + Penalty 646.220212 = -3393.094156 nChanged 7 SP:Iteration 1F (28.877141 sec): 3 clusters Score: Raw -4046.934083 + Penalty 647.086705 = -3399.847378 nChanged 3 SP:Iteration 2Q (28.877508 sec): 3 clusters Score: Raw -4050.274298 + Penalty 647.225404 = -3403.048894 nChanged 2 SP:Iteration 3Q (28.877855 sec): 3 clusters Score: Raw -4055.130085 + Penalty 646.869217 = -3408.260867 nChanged 1 SP:Iteration 4Q (28.878211 sec): 3 clusters Score: Raw -4057.888666 + Penalty 647.309437 = -3410.579229 nChanged 1 SP:Iteration 5Q (28.878559 sec): 3 clusters Score: Raw -4058.485927 + Penalty 647.309437 = -3411.176490 nChanged 0 SP:Iteration 6F (28.878907 sec): 3 clusters Score: Raw -4058.485927 + Penalty 647.309437 = -3411.176490 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 37 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.879387 sec): 2 clusters Score: Raw -393.695864 + Penalty 163.183966 = -230.511898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.879608 sec): 3 clusters Score: Raw -398.273111 + Penalty 326.367932 = -71.905179 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 38 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.880077 sec): 2 clusters Score: Raw -225.036088 + Penalty 118.820725 = -106.215364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.880289 sec): 3 clusters Score: Raw -224.130200 + Penalty 232.805478 = 8.675278 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 39 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.880933 sec): 2 clusters Score: Raw -3601.273791 + Penalty 356.972579 = -3244.301212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.881279 sec): 3 clusters Score: Raw -3582.264118 + Penalty 714.492186 = -2867.771932 nChanged 10 SP:Iteration 1F (28.881620 sec): 3 clusters Score: Raw -3599.282247 + Penalty 714.903340 = -2884.378907 nChanged 3 SP:Iteration 2Q (28.881958 sec): 3 clusters Score: Raw -3602.891542 + Penalty 714.886448 = -2888.005093 nChanged 2 SP:Iteration 3Q (28.882296 sec): 3 clusters Score: Raw -3605.936333 + Penalty 714.154436 = -2891.781897 nChanged 1 SP:Iteration 4Q (28.882634 sec): 3 clusters Score: Raw -3607.893415 + Penalty 713.946846 = -2893.946569 nChanged 1 SP:Iteration 5Q (28.882971 sec): 3 clusters Score: Raw -3613.036312 + Penalty 713.946846 = -2899.089467 nChanged 0 SP:Iteration 6F (28.883310 sec): 3 clusters Score: Raw -3613.036312 + Penalty 713.946846 = -2899.089467 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 40 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.883940 sec): 2 clusters Score: Raw -2326.231507 + Penalty 487.106937 = -1839.124570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.884257 sec): 3 clusters Score: Raw -2412.795536 + Penalty 974.272030 = -1438.523506 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 41 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.884815 sec): 2 clusters Score: Raw -1842.448520 + Penalty 330.418246 = -1512.030274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.885104 sec): 3 clusters Score: Raw -1878.159095 + Penalty 657.887409 = -1220.271686 nChanged 1 SP:Iteration 1Q (28.885373 sec): 3 clusters Score: Raw -1881.765798 + Penalty 657.887409 = -1223.878390 nChanged 0 SP:Iteration 2F (28.885650 sec): 3 clusters Score: Raw -1881.765798 + Penalty 657.887409 = -1223.878390 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 42 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.886119 sec): 2 clusters Score: Raw -268.074854 + Penalty 166.036970 = -102.037884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.886335 sec): 3 clusters Score: Raw -261.530279 + Penalty 341.101577 = 79.571298 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 43 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.886849 sec): 2 clusters Score: Raw -1156.596778 + Penalty 404.911706 = -751.685072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.887099 sec): 3 clusters Score: Raw -1214.839682 + Penalty 806.374451 = -408.465231 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 44 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.887579 sec): 2 clusters Score: Raw -514.197379 + Penalty 305.677879 = -208.519501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.887802 sec): 3 clusters Score: Raw -515.430397 + Penalty 604.956087 = 89.525691 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 45 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.888320 sec): 2 clusters Score: Raw -1287.202867 + Penalty 343.559091 = -943.643775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.888573 sec): 3 clusters Score: Raw -1314.551690 + Penalty 689.257000 = -625.294690 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 46 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.889556 sec): 2 clusters Score: Raw -9172.299075 + Penalty 588.255688 = -8584.043387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.890113 sec): 3 clusters Score: Raw -9131.050050 + Penalty 1175.917797 = -7955.132254 nChanged 25 SP:Iteration 1F (28.890641 sec): 3 clusters Score: Raw -9176.485176 + Penalty 1176.770559 = -7999.714617 nChanged 11 SP:Iteration 2F (28.891186 sec): 3 clusters Score: Raw -9202.014558 + Penalty 1176.765315 = -8025.249243 nChanged 7 SP:Iteration 3Q (28.891708 sec): 3 clusters Score: Raw -9215.997214 + Penalty 1176.598212 = -8039.399002 nChanged 3 SP:Iteration 4Q (28.892226 sec): 3 clusters Score: Raw -9224.347924 + Penalty 1176.180564 = -8048.167359 nChanged 1 SP:Iteration 5Q (28.892743 sec): 3 clusters Score: Raw -9226.547424 + Penalty 1176.917483 = -8049.629941 nChanged 1 SP:Iteration 6Q (28.893257 sec): 3 clusters Score: Raw -9229.075078 + Penalty 1176.917483 = -8052.157595 nChanged 0 SP:Iteration 7F (28.893790 sec): 3 clusters Score: Raw -9229.075078 + Penalty 1176.917483 = -8052.157595 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 47 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.894368 sec): 2 clusters Score: Raw -1181.117396 + Penalty 255.910626 = -925.206771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.894642 sec): 3 clusters Score: Raw -1212.967368 + Penalty 510.400899 = -702.566469 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 48 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.895234 sec): 2 clusters Score: Raw -2269.890103 + Penalty 565.765300 = -1704.124804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.895533 sec): 3 clusters Score: Raw -2399.333998 + Penalty 1131.934477 = -1267.399521 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 49 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.896011 sec): 2 clusters Score: Raw -422.416628 + Penalty 241.861361 = -180.555267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.896235 sec): 3 clusters Score: Raw -431.919993 + Penalty 486.660248 = 54.740255 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 50 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.896698 sec): 2 clusters Score: Raw -145.095579 + Penalty 88.576074 = -56.519505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.896908 sec): 3 clusters Score: Raw -140.031326 + Penalty 186.838271 = 46.806945 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 51 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.897439 sec): 2 clusters Score: Raw -1361.290870 + Penalty 363.213303 = -998.077567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.897702 sec): 3 clusters Score: Raw -1418.950910 + Penalty 726.774569 = -692.176341 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 52 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.898190 sec): 2 clusters Score: Raw -516.226679 + Penalty 231.419808 = -284.806872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.898418 sec): 3 clusters Score: Raw -543.652658 + Penalty 461.762553 = -81.890105 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 53 (160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.899291 sec): 2 clusters Score: Raw -7031.320277 + Penalty 782.465532 = -6248.854745 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.899798 sec): 3 clusters Score: Raw -7097.766787 + Penalty 1564.787785 = -5532.979002 nChanged 13 SP:Iteration 1F (28.900298 sec): 3 clusters Score: Raw -7133.607914 + Penalty 1564.777159 = -5568.830754 nChanged 4 SP:Iteration 2Q (28.900779 sec): 3 clusters Score: Raw -7148.939507 + Penalty 1564.596687 = -5584.342820 nChanged 1 SP:Iteration 3Q (28.901252 sec): 3 clusters Score: Raw -7149.808839 + Penalty 1564.596687 = -5585.212152 nChanged 0 SP:Iteration 4F (28.901751 sec): 3 clusters Score: Raw -7149.808839 + Penalty 1564.596687 = -5585.212152 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 54 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.902318 sec): 2 clusters Score: Raw -1901.936520 + Penalty 562.404683 = -1339.531837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.902611 sec): 3 clusters Score: Raw -2079.530516 + Penalty 1124.809366 = -954.721150 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 55 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.903116 sec): 2 clusters Score: Raw -813.654912 + Penalty 249.602328 = -564.052584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.903359 sec): 3 clusters Score: Raw -839.798150 + Penalty 497.838747 = -341.959403 nChanged 0 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 (28.903984 sec): 2 clusters Score: Raw -2462.852095 + Penalty 566.629264 = -1896.222831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.904302 sec): 3 clusters Score: Raw -2594.506260 + Penalty 1140.012641 = -1454.493620 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 57 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.904898 sec): 2 clusters Score: Raw -2720.149806 + Penalty 364.343882 = -2355.805924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.905215 sec): 3 clusters Score: Raw -2732.760293 + Penalty 727.522038 = -2005.238255 nChanged 5 SP:Iteration 1F (28.905519 sec): 3 clusters Score: Raw -2742.284905 + Penalty 727.522038 = -2014.762866 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 58 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.906083 sec): 2 clusters Score: Raw -1927.083824 + Penalty 466.036543 = -1461.047282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.906376 sec): 3 clusters Score: Raw -2021.028135 + Penalty 931.411540 = -1089.616595 nChanged 1 SP:Iteration 1Q (28.906648 sec): 3 clusters Score: Raw -2030.966857 + Penalty 931.411540 = -1099.555317 nChanged 0 SP:Iteration 2F (28.906933 sec): 3 clusters Score: Raw -2030.966857 + Penalty 931.411540 = -1099.555317 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 59 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.907413 sec): 2 clusters Score: Raw -460.953599 + Penalty 262.597066 = -198.356533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.907637 sec): 3 clusters Score: Raw -478.919483 + Penalty 526.795524 = 47.876041 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 60 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.908231 sec): 2 clusters Score: Raw -2326.809928 + Penalty 619.955101 = -1706.854827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.908537 sec): 3 clusters Score: Raw -2478.890445 + Penalty 1240.727602 = -1238.162843 nChanged 1 SP:Iteration 1Q (28.908814 sec): 3 clusters Score: Raw -2486.407962 + Penalty 1240.727602 = -1245.680360 nChanged 0 SP:Iteration 2F (28.909111 sec): 3 clusters Score: Raw -2486.407962 + Penalty 1240.727602 = -1245.680360 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 61 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.909666 sec): 2 clusters Score: Raw -1630.164817 + Penalty 345.477883 = -1284.686935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.909945 sec): 3 clusters Score: Raw -1681.850112 + Penalty 695.854209 = -985.995903 nChanged 1 SP:Iteration 1Q (28.910212 sec): 3 clusters Score: Raw -1686.898800 + Penalty 695.854209 = -991.044592 nChanged 0 SP:Iteration 2F (28.910487 sec): 3 clusters Score: Raw -1686.898800 + Penalty 695.854209 = -991.044592 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 62 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.911000 sec): 2 clusters Score: Raw -1015.521168 + Penalty 339.636110 = -675.885058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.911248 sec): 3 clusters Score: Raw -1081.287691 + Penalty 677.608224 = -403.679467 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 63 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.911834 sec): 2 clusters Score: Raw -1906.722072 + Penalty 260.483263 = -1646.238809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.912133 sec): 3 clusters Score: Raw -1914.360510 + Penalty 523.350599 = -1391.009911 nChanged 5 SP:Iteration 1F (28.912444 sec): 3 clusters Score: Raw -1924.554251 + Penalty 525.769561 = -1398.784690 nChanged 2 SP:Iteration 2Q (28.912732 sec): 3 clusters Score: Raw -1927.321040 + Penalty 525.769561 = -1401.551480 nChanged 0 SP:Iteration 3F (28.913027 sec): 3 clusters Score: Raw -1927.321040 + Penalty 525.769561 = -1401.551480 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 64 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.913488 sec): 2 clusters Score: Raw -103.344198 + Penalty 64.739213 = -38.604985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.913699 sec): 3 clusters Score: Raw -94.393616 + Penalty 129.478425 = 35.084810 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 65 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.914180 sec): 2 clusters Score: Raw -449.138590 + Penalty 230.811256 = -218.327334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.914405 sec): 3 clusters Score: Raw -456.708514 + Penalty 474.745735 = 18.037221 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 66 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.914892 sec): 2 clusters Score: Raw -556.581574 + Penalty 189.323482 = -367.258092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.915124 sec): 3 clusters Score: Raw -566.213359 + Penalty 380.048508 = -186.164851 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 67 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.915678 sec): 2 clusters Score: Raw -338.218223 + Penalty 158.296477 = -179.921747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.915935 sec): 3 clusters Score: Raw -341.057809 + Penalty 317.739712 = -23.318097 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 69 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.916750 sec): 2 clusters Score: Raw -5730.055830 + Penalty 416.704199 = -5313.351632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.917174 sec): 3 clusters Score: Raw -5714.206290 + Penalty 833.381807 = -4880.824483 nChanged 15 SP:Iteration 1F (28.917591 sec): 3 clusters Score: Raw -5745.816382 + Penalty 833.764701 = -4912.051682 nChanged 4 SP:Iteration 2Q (28.918003 sec): 3 clusters Score: Raw -5755.417372 + Penalty 833.764701 = -4921.652671 nChanged 0 SP:Iteration 3F (28.918424 sec): 3 clusters Score: Raw -5755.417372 + Penalty 833.764701 = -4921.652671 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 70 (93 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.919126 sec): 2 clusters Score: Raw -4303.923623 + Penalty 436.232202 = -3867.691421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.919508 sec): 3 clusters Score: Raw -4326.978605 + Penalty 871.428991 = -3455.549614 nChanged 7 SP:Iteration 1F (28.919885 sec): 3 clusters Score: Raw -4339.138471 + Penalty 871.428991 = -3467.709480 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 71 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.920371 sec): 2 clusters Score: Raw -520.879195 + Penalty 208.103570 = -312.775625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.920599 sec): 3 clusters Score: Raw -534.634745 + Penalty 422.442668 = -112.192077 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 72 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.921078 sec): 2 clusters Score: Raw -377.699056 + Penalty 196.734441 = -180.964616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.921319 sec): 3 clusters Score: Raw -372.359625 + Penalty 389.394977 = 17.035352 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 73 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.921851 sec): 2 clusters Score: Raw -1365.204886 + Penalty 328.224104 = -1036.980782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.922114 sec): 3 clusters Score: Raw -1406.443152 + Penalty 658.020201 = -748.422950 nChanged 1 SP:Iteration 1Q (28.922364 sec): 3 clusters Score: Raw -1409.267211 + Penalty 658.020201 = -751.247010 nChanged 0 SP:Iteration 2F (28.922620 sec): 3 clusters Score: Raw -1409.267211 + Penalty 658.020201 = -751.247010 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 74 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.923134 sec): 2 clusters Score: Raw -1114.941131 + Penalty 330.205625 = -784.735505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.923383 sec): 3 clusters Score: Raw -1145.624421 + Penalty 677.085034 = -468.539387 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 75 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.923925 sec): 2 clusters Score: Raw -1453.535943 + Penalty 308.658678 = -1144.877265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.924192 sec): 3 clusters Score: Raw -1488.320487 + Penalty 620.359547 = -867.960939 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 76 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.924695 sec): 2 clusters Score: Raw -759.764957 + Penalty 287.423801 = -472.341156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.924932 sec): 3 clusters Score: Raw -784.157777 + Penalty 566.161187 = -217.996590 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 77 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.925501 sec): 2 clusters Score: Raw -1987.981883 + Penalty 303.539766 = -1684.442118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.925790 sec): 3 clusters Score: Raw -2003.775443 + Penalty 608.983758 = -1394.791685 nChanged 3 SP:Iteration 1F (28.926072 sec): 3 clusters Score: Raw -2018.976751 + Penalty 608.637559 = -1410.339192 nChanged 2 SP:Iteration 2Q (28.926345 sec): 3 clusters Score: Raw -2028.512649 + Penalty 608.637559 = -1419.875090 nChanged 0 SP:Iteration 3F (28.926625 sec): 3 clusters Score: Raw -2028.512649 + Penalty 608.637559 = -1419.875090 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 78 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.927173 sec): 2 clusters Score: Raw -1587.955287 + Penalty 416.783405 = -1171.171881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.927445 sec): 3 clusters Score: Raw -1670.108090 + Penalty 828.950174 = -841.157916 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 79 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.927911 sec): 2 clusters Score: Raw -214.712726 + Penalty 159.201527 = -55.511199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.928130 sec): 3 clusters Score: Raw -206.966704 + Penalty 318.403054 = 111.436350 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 80 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.928607 sec): 2 clusters Score: Raw -451.954255 + Penalty 292.089375 = -159.864880 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.928830 sec): 3 clusters Score: Raw -455.637149 + Penalty 585.337992 = 129.700843 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 81 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.929429 sec): 2 clusters Score: Raw -2134.364143 + Penalty 524.939008 = -1609.425135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.929729 sec): 3 clusters Score: Raw -2247.882481 + Penalty 1048.388050 = -1199.494432 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 82 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.930201 sec): 2 clusters Score: Raw -292.967298 + Penalty 156.545099 = -136.422200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.930419 sec): 3 clusters Score: Raw -298.734327 + Penalty 313.090197 = 14.355870 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 83 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.930892 sec): 2 clusters Score: Raw -335.505389 + Penalty 157.729719 = -177.775671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.931110 sec): 3 clusters Score: Raw -345.689598 + Penalty 319.768775 = -25.920823 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 84 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.931985 sec): 2 clusters Score: Raw -6385.149626 + Penalty 542.366016 = -5842.783610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.932460 sec): 3 clusters Score: Raw -6402.655844 + Penalty 1085.866400 = -5316.789444 nChanged 13 SP:Iteration 1F (28.932893 sec): 3 clusters Score: Raw -6435.019100 + Penalty 1085.677234 = -5349.341866 nChanged 1 SP:Iteration 2Q (28.933317 sec): 3 clusters Score: Raw -6437.673942 + Penalty 1085.677234 = -5351.996708 nChanged 0 SP:Iteration 3F (28.933751 sec): 3 clusters Score: Raw -6437.673942 + Penalty 1085.677234 = -5351.996708 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 85 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.934301 sec): 2 clusters Score: Raw -1463.127333 + Penalty 462.796411 = -1000.330922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.934569 sec): 3 clusters Score: Raw -1590.516154 + Penalty 925.272048 = -665.244106 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 86 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.935057 sec): 2 clusters Score: Raw -618.837654 + Penalty 326.936432 = -291.901222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.935284 sec): 3 clusters Score: Raw -632.452422 + Penalty 650.368166 = 17.915744 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 87 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.935817 sec): 2 clusters Score: Raw -1396.832186 + Penalty 386.684865 = -1010.147320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.936080 sec): 3 clusters Score: Raw -1469.575302 + Penalty 772.078986 = -697.496316 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 88 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.936549 sec): 2 clusters Score: Raw -230.967476 + Penalty 143.184878 = -87.782598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.936765 sec): 3 clusters Score: Raw -235.494886 + Penalty 284.349926 = 48.855040 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 89 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.937252 sec): 2 clusters Score: Raw -542.915184 + Penalty 185.986486 = -356.928698 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.937482 sec): 3 clusters Score: Raw -561.420754 + Penalty 375.862481 = -185.558273 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 91 (82 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.938163 sec): 2 clusters Score: Raw -3656.581268 + Penalty 615.806367 = -3040.774901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.938519 sec): 3 clusters Score: Raw -3765.229299 + Penalty 1229.245079 = -2535.984220 nChanged 2 SP:Iteration 1Q (28.938850 sec): 3 clusters Score: Raw -3773.461076 + Penalty 1229.245079 = -2544.215997 nChanged 0 SP:Iteration 2F (28.939202 sec): 3 clusters Score: Raw -3773.461076 + Penalty 1229.245079 = -2544.215997 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 93 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.939828 sec): 2 clusters Score: Raw -3263.739750 + Penalty 357.960754 = -2905.778995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.940165 sec): 3 clusters Score: Raw -3264.827895 + Penalty 715.874202 = -2548.953693 nChanged 4 SP:Iteration 1F (28.940499 sec): 3 clusters Score: Raw -3268.400782 + Penalty 716.417691 = -2551.983091 nChanged 1 SP:Iteration 2Q (28.940828 sec): 3 clusters Score: Raw -3269.912025 + Penalty 716.417691 = -2553.494333 nChanged 0 SP:Iteration 3F (28.941171 sec): 3 clusters Score: Raw -3269.912025 + Penalty 716.417691 = -2553.494333 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 94 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.941829 sec): 2 clusters Score: Raw -2688.255129 + Penalty 150.429088 = -2537.826040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.942181 sec): 3 clusters Score: Raw -2689.840202 + Penalty 297.127449 = -2392.712752 nChanged 15 SP:Iteration 1F (28.942526 sec): 3 clusters Score: Raw -2711.999415 + Penalty 293.693301 = -2418.306114 nChanged 5 SP:Iteration 2F (28.942870 sec): 3 clusters Score: Raw -2721.524554 + Penalty 292.632544 = -2428.892010 nChanged 3 SP:Iteration 3Q (28.943205 sec): 3 clusters Score: Raw -2725.293805 + Penalty 282.138951 = -2443.154853 nChanged 4 SP:Iteration 4F (28.943549 sec): 3 clusters Score: Raw -2732.172461 + Penalty 279.586203 = -2452.586258 nChanged 1 SP:Iteration 5Q (28.943880 sec): 3 clusters Score: Raw -2732.913131 + Penalty 279.586203 = -2453.326928 nChanged 0 SP:Iteration 6F (28.944223 sec): 3 clusters Score: Raw -2732.913131 + Penalty 279.586203 = -2453.326928 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 95 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.944935 sec): 2 clusters Score: Raw -4058.016174 + Penalty 678.708233 = -3379.307941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.945324 sec): 3 clusters Score: Raw -4157.692974 + Penalty 1358.185455 = -2799.507518 nChanged 2 SP:Iteration 1Q (28.945683 sec): 3 clusters Score: Raw -4168.811695 + Penalty 1358.185455 = -2810.626240 nChanged 0 SP:Iteration 2F (28.946062 sec): 3 clusters Score: Raw -4168.811695 + Penalty 1358.185455 = -2810.626240 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 96 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.946563 sec): 2 clusters Score: Raw -784.748007 + Penalty 308.258851 = -476.489156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.946801 sec): 3 clusters Score: Raw -848.541725 + Penalty 616.294873 = -232.246853 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 97 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.947304 sec): 2 clusters Score: Raw -792.711382 + Penalty 179.537778 = -613.173604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.947547 sec): 3 clusters Score: Raw -801.825114 + Penalty 355.486540 = -446.338574 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 98 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.948057 sec): 2 clusters Score: Raw -593.221135 + Penalty 169.218417 = -424.002717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.948322 sec): 3 clusters Score: Raw -620.583514 + Penalty 345.168785 = -275.414729 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 99 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.948872 sec): 2 clusters Score: Raw -311.655962 + Penalty 154.428779 = -157.227183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.949130 sec): 3 clusters Score: Raw -303.232338 + Penalty 312.369675 = 9.137337 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 100 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.949591 sec): 2 clusters Score: Raw -103.325064 + Penalty 69.988377 = -33.336687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.949785 sec): 2 clusters Score: Raw -103.325064 + Penalty 69.988377 = -33.336687 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 101 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.950279 sec): 2 clusters Score: Raw -745.565046 + Penalty 267.098946 = -478.466100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.950519 sec): 3 clusters Score: Raw -772.100788 + Penalty 546.781210 = -225.319578 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 102 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.950984 sec): 2 clusters Score: Raw -216.491602 + Penalty 154.721835 = -61.769767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.951196 sec): 3 clusters Score: Raw -206.820291 + Penalty 332.649109 = 125.828819 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 103 (354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.952792 sec): 2 clusters Score: Raw -13713.448189 + Penalty 122.676846 = -13590.771344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.953648 sec): 3 clusters Score: Raw -13535.509041 + Penalty 253.077181 = -13282.431860 nChanged 140 SP:Iteration 1F (28.954475 sec): 3 clusters Score: Raw -13670.110142 + Penalty 262.149650 = -13407.960493 nChanged 36 SP:Iteration 2F (28.955301 sec): 3 clusters Score: Raw -13694.517131 + Penalty 271.624205 = -13422.892926 nChanged 20 SP:Iteration 3F (28.956121 sec): 3 clusters Score: Raw -13715.440577 + Penalty 282.173766 = -13433.266811 nChanged 13 SP:Iteration 4Q (28.956933 sec): 3 clusters Score: Raw -13734.198223 + Penalty 289.975595 = -13444.222628 nChanged 11 SP:Iteration 5Q (28.957743 sec): 3 clusters Score: Raw -13743.963575 + Penalty 295.450069 = -13448.513506 nChanged 6 SP:Iteration 6Q (28.958567 sec): 3 clusters Score: Raw -13749.780399 + Penalty 309.314493 = -13440.465906 nChanged 16 SP:Iteration 7F (28.959383 sec): 3 clusters Score: Raw -13772.457437 + Penalty 324.775906 = -13447.681530 nChanged 16 SP:Iteration 8Q (28.960193 sec): 3 clusters Score: Raw -13790.165485 + Penalty 340.870893 = -13449.294592 nChanged 9 SP:Iteration 9Q (28.960995 sec): 3 clusters Score: Raw -13799.732353 + Penalty 339.423170 = -13460.309183 nChanged 6 SP:Iteration 10F (28.961816 sec): 3 clusters Score: Raw -13804.614248 + Penalty 340.632467 = -13463.981781 nChanged 1 SP:Iteration 11Q (28.962609 sec): 3 clusters Score: Raw -13804.926834 + Penalty 340.632467 = -13464.294367 nChanged 0 SP:Iteration 12F (28.963419 sec): 3 clusters Score: Raw -13804.926834 + Penalty 340.632467 = -13464.294367 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 104 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.963983 sec): 2 clusters Score: Raw -1249.120934 + Penalty 250.987565 = -998.133369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.964280 sec): 3 clusters Score: Raw -1299.968964 + Penalty 501.375814 = -798.593150 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 105 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.964818 sec): 2 clusters Score: Raw -1080.944557 + Penalty 236.102532 = -844.842025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.965080 sec): 3 clusters Score: Raw -1131.393139 + Penalty 465.827186 = -665.565953 nChanged 1 SP:Iteration 1Q (28.965327 sec): 3 clusters Score: Raw -1134.627627 + Penalty 465.827186 = -668.800441 nChanged 0 SP:Iteration 2F (28.965580 sec): 3 clusters Score: Raw -1134.627627 + Penalty 465.827186 = -668.800441 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 106 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.966061 sec): 2 clusters Score: Raw -397.510077 + Penalty 157.247354 = -240.262723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.966284 sec): 3 clusters Score: Raw -418.289068 + Penalty 315.549612 = -102.739455 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 107 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.966748 sec): 2 clusters Score: Raw -188.419306 + Penalty 92.889767 = -95.529538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.966959 sec): 3 clusters Score: Raw -184.865691 + Penalty 184.511438 = -0.354252 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 108 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.967476 sec): 2 clusters Score: Raw -1133.165431 + Penalty 384.252660 = -748.912771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.967725 sec): 3 clusters Score: Raw -1197.271815 + Penalty 766.211367 = -431.060448 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 109 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.968230 sec): 2 clusters Score: Raw -997.700282 + Penalty 385.060579 = -612.639703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.968473 sec): 3 clusters Score: Raw -1039.040229 + Penalty 771.386975 = -267.653254 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 110 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.969004 sec): 2 clusters Score: Raw -1551.818055 + Penalty 441.658990 = -1110.159064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.969268 sec): 3 clusters Score: Raw -1611.207453 + Penalty 883.317981 = -727.889472 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 112 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.969739 sec): 2 clusters Score: Raw -312.635110 + Penalty 180.730672 = -131.904438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.969956 sec): 3 clusters Score: Raw -306.801471 + Penalty 403.060955 = 96.259484 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 113 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.970437 sec): 2 clusters Score: Raw -456.188425 + Penalty 147.324927 = -308.863499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.970658 sec): 3 clusters Score: Raw -463.515493 + Penalty 272.935987 = -190.579505 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 115 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.971174 sec): 2 clusters Score: Raw -1216.282483 + Penalty 431.940053 = -784.342431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.971425 sec): 3 clusters Score: Raw -1277.181126 + Penalty 866.092522 = -411.088605 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 116 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.971927 sec): 2 clusters Score: Raw -610.666066 + Penalty 318.155178 = -292.510887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.972155 sec): 3 clusters Score: Raw -637.026741 + Penalty 640.290313 = 3.263572 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 (28.972623 sec): 2 clusters Score: Raw -286.104318 + Penalty 212.523644 = -73.580673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.972839 sec): 3 clusters Score: Raw -273.202118 + Penalty 420.492533 = 147.290416 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 118 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.973329 sec): 2 clusters Score: Raw -696.778547 + Penalty 229.239947 = -467.538600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.973563 sec): 3 clusters Score: Raw -712.720091 + Penalty 469.197993 = -243.522098 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 119 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.974082 sec): 2 clusters Score: Raw -1191.047025 + Penalty 291.886579 = -899.160445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.974338 sec): 3 clusters Score: Raw -1237.872772 + Penalty 583.842948 = -654.029824 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 120 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.974847 sec): 2 clusters Score: Raw -821.461657 + Penalty 392.569596 = -428.892061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.975094 sec): 3 clusters Score: Raw -878.230134 + Penalty 782.373981 = -95.856153 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 121 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.975548 sec): 2 clusters Score: Raw -44.028913 + Penalty 0.000000 = -44.028913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.975736 sec): 2 clusters Score: Raw -44.028913 + Penalty 0.000000 = -44.028913 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 123 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.976217 sec): 2 clusters Score: Raw -502.797231 + Penalty 243.494399 = -259.302832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.976442 sec): 3 clusters Score: Raw -517.520112 + Penalty 466.566282 = -50.953830 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 124 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.976921 sec): 2 clusters Score: Raw -411.177128 + Penalty 185.015999 = -226.161129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.977151 sec): 3 clusters Score: Raw -420.752605 + Penalty 377.493156 = -43.259450 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 125 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.977624 sec): 2 clusters Score: Raw -345.661348 + Penalty 179.375588 = -166.285759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.977844 sec): 3 clusters Score: Raw -348.068554 + Penalty 362.862667 = 14.794113 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 126 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.978370 sec): 2 clusters Score: Raw -1042.577664 + Penalty 240.951992 = -801.625672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.978625 sec): 3 clusters Score: Raw -1078.956976 + Penalty 481.568783 = -597.388194 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 127 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.979121 sec): 2 clusters Score: Raw -483.188821 + Penalty 254.786090 = -228.402731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.979344 sec): 3 clusters Score: Raw -489.206885 + Penalty 508.912607 = 19.705721 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 (28.979819 sec): 2 clusters Score: Raw -405.802688 + Penalty 178.338323 = -227.464365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.980041 sec): 3 clusters Score: Raw -407.732170 + Penalty 359.596905 = -48.135265 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 129 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.980519 sec): 2 clusters Score: Raw -425.451487 + Penalty 141.847815 = -283.603672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.980743 sec): 3 clusters Score: Raw -425.601335 + Penalty 272.673275 = -152.928061 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 130 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.981337 sec): 2 clusters Score: Raw -2418.212653 + Penalty 482.065114 = -1936.147539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.981643 sec): 3 clusters Score: Raw -2499.470044 + Penalty 969.041610 = -1530.428435 nChanged 3 SP:Iteration 1F (28.981945 sec): 3 clusters Score: Raw -2520.723564 + Penalty 969.041610 = -1551.681955 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 131 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.982418 sec): 2 clusters Score: Raw -330.389756 + Penalty 209.005113 = -121.384644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.982634 sec): 3 clusters Score: Raw -326.118942 + Penalty 394.988492 = 68.869550 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 132 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.983120 sec): 2 clusters Score: Raw -630.692363 + Penalty 296.945104 = -333.747259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.983348 sec): 3 clusters Score: Raw -645.480072 + Penalty 591.375792 = -54.104280 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 133 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.983821 sec): 2 clusters Score: Raw -346.453136 + Penalty 199.764900 = -146.688236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.984040 sec): 3 clusters Score: Raw -352.420263 + Penalty 396.282785 = 43.862522 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 134 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.984507 sec): 2 clusters Score: Raw -259.510402 + Penalty 153.166825 = -106.343577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.984726 sec): 3 clusters Score: Raw -254.331980 + Penalty 301.557521 = 47.225541 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 (28.985225 sec): 2 clusters Score: Raw -724.959742 + Penalty 302.503762 = -422.455980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.985460 sec): 3 clusters Score: Raw -765.552882 + Penalty 604.379572 = -161.173310 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 136 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.985935 sec): 2 clusters Score: Raw -366.401098 + Penalty 201.959981 = -164.441117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.986174 sec): 3 clusters Score: Raw -379.992455 + Penalty 380.392197 = 0.399742 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 137 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.986637 sec): 2 clusters Score: Raw -149.527892 + Penalty 98.745921 = -50.781971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.986845 sec): 3 clusters Score: Raw -143.657037 + Penalty 196.402875 = 52.745838 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 138 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.987307 sec): 2 clusters Score: Raw -161.488954 + Penalty 107.340554 = -54.148400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.987502 sec): 2 clusters Score: Raw -161.488954 + Penalty 107.340554 = -54.148400 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 139 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.987992 sec): 2 clusters Score: Raw -662.890050 + Penalty 241.382081 = -421.507970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.988227 sec): 3 clusters Score: Raw -686.538720 + Penalty 482.764162 = -203.774558 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 140 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.988733 sec): 2 clusters Score: Raw -795.321528 + Penalty 188.815200 = -606.506328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.988977 sec): 3 clusters Score: Raw -823.747341 + Penalty 387.793957 = -435.953383 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 141 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.989465 sec): 2 clusters Score: Raw -682.590947 + Penalty 361.101090 = -321.489857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.989696 sec): 3 clusters Score: Raw -728.982924 + Penalty 720.340556 = -8.642368 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 142 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.990155 sec): 2 clusters Score: Raw -99.142755 + Penalty 66.579887 = -32.562867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.990347 sec): 2 clusters Score: Raw -99.142755 + Penalty 66.579887 = -32.562867 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 143 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.990928 sec): 2 clusters Score: Raw -2283.393135 + Penalty 472.102454 = -1811.290681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.991231 sec): 3 clusters Score: Raw -2367.195397 + Penalty 939.962934 = -1427.232462 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 144 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.991727 sec): 2 clusters Score: Raw -785.935604 + Penalty 395.486674 = -390.448930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.991965 sec): 3 clusters Score: Raw -885.808257 + Penalty 790.684579 = -95.123677 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 145 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.992434 sec): 2 clusters Score: Raw -269.762809 + Penalty 142.567759 = -127.195049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.992645 sec): 3 clusters Score: Raw -260.411916 + Penalty 319.299238 = 58.887322 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 146 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.993194 sec): 2 clusters Score: Raw -441.428817 + Penalty 240.233318 = -201.195500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.993415 sec): 3 clusters Score: Raw -434.635888 + Penalty 470.766713 = 36.130825 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 147 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.993879 sec): 2 clusters Score: Raw -195.124333 + Penalty 110.888668 = -84.235665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.994092 sec): 3 clusters Score: Raw -192.781477 + Penalty 221.777335 = 28.995858 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 148 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.994555 sec): 2 clusters Score: Raw -223.155598 + Penalty 157.361180 = -65.794418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.994756 sec): 2 clusters Score: Raw -223.155598 + Penalty 157.361180 = -65.794418 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 149 (209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.995792 sec): 2 clusters Score: Raw -12055.571224 + Penalty 802.462486 = -11253.108738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.996393 sec): 3 clusters Score: Raw -12074.794964 + Penalty 1604.695189 = -10470.099775 nChanged 31 SP:Iteration 1F (28.996971 sec): 3 clusters Score: Raw -12140.719971 + Penalty 1604.384832 = -10536.335139 nChanged 7 SP:Iteration 2Q (28.997540 sec): 3 clusters Score: Raw -12164.679284 + Penalty 1604.541627 = -10560.137656 nChanged 4 SP:Iteration 3Q (28.998093 sec): 3 clusters Score: Raw -12176.421781 + Penalty 1604.541627 = -10571.880153 nChanged 0 SP:Iteration 4F (28.998666 sec): 3 clusters Score: Raw -12176.421781 + Penalty 1604.541627 = -10571.880153 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 150 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.999161 sec): 2 clusters Score: Raw -516.090732 + Penalty 261.982811 = -254.107921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.999394 sec): 3 clusters Score: Raw -532.377626 + Penalty 523.965622 = -8.412004 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 151 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.999892 sec): 2 clusters Score: Raw -637.134336 + Penalty 254.428558 = -382.705778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.000127 sec): 3 clusters Score: Raw -661.688373 + Penalty 511.899297 = -149.789076 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 152 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.000613 sec): 2 clusters Score: Raw -684.761953 + Penalty 322.091507 = -362.670446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.000842 sec): 3 clusters Score: Raw -688.414270 + Penalty 642.477315 = -45.936955 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 153 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.001370 sec): 2 clusters Score: Raw -1328.250362 + Penalty 477.038340 = -851.212022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.001633 sec): 3 clusters Score: Raw -1463.031831 + Penalty 947.723162 = -515.308668 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 154 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.002102 sec): 2 clusters Score: Raw -163.825854 + Penalty 139.280455 = -24.545399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.002313 sec): 3 clusters Score: Raw -153.521394 + Penalty 287.077924 = 133.556530 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 157 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.002800 sec): 2 clusters Score: Raw -161.129446 + Penalty 126.445875 = -34.683570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.003009 sec): 3 clusters Score: Raw -151.472455 + Penalty 262.667436 = 111.194981 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 (29.003479 sec): 2 clusters Score: Raw -278.458785 + Penalty 200.275128 = -78.183657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.003694 sec): 3 clusters Score: Raw -270.032004 + Penalty 405.431688 = 135.399684 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 159 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.004183 sec): 2 clusters Score: Raw -645.471069 + Penalty 243.332947 = -402.138121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.004415 sec): 3 clusters Score: Raw -681.511743 + Penalty 487.009902 = -194.501841 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 160 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.004887 sec): 2 clusters Score: Raw -277.043775 + Penalty 88.355742 = -188.688033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.005107 sec): 3 clusters Score: Raw -277.945221 + Penalty 176.711484 = -101.233737 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 161 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.005593 sec): 2 clusters Score: Raw -662.161886 + Penalty 304.840703 = -357.321184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.005823 sec): 3 clusters Score: Raw -669.777889 + Penalty 599.822963 = -69.954926 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 162 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.006310 sec): 2 clusters Score: Raw -622.511321 + Penalty 224.100574 = -398.410747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.006541 sec): 3 clusters Score: Raw -643.078724 + Penalty 451.239813 = -191.838910 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 163 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.007019 sec): 2 clusters Score: Raw -374.835609 + Penalty 122.891502 = -251.944107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.007239 sec): 3 clusters Score: Raw -385.826242 + Penalty 247.181940 = -138.644303 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 164 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.007707 sec): 2 clusters Score: Raw -254.963551 + Penalty 138.621990 = -116.341561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.007930 sec): 3 clusters Score: Raw -250.249863 + Penalty 271.230069 = 20.980206 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 165 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.008393 sec): 2 clusters Score: Raw -157.564634 + Penalty 93.442923 = -64.121710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.008600 sec): 3 clusters Score: Raw -148.766082 + Penalty 171.758154 = 22.992071 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 166 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.009112 sec): 2 clusters Score: Raw -1123.029625 + Penalty 338.930092 = -784.099533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.009358 sec): 3 clusters Score: Raw -1133.141929 + Penalty 675.222497 = -457.919432 nChanged 1 SP:Iteration 1Q (29.009610 sec): 3 clusters Score: Raw -1135.615441 + Penalty 675.222497 = -460.392945 nChanged 0 SP:Iteration 2F (29.009851 sec): 3 clusters Score: Raw -1135.615441 + Penalty 675.222497 = -460.392945 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 167 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.010317 sec): 2 clusters Score: Raw -213.391675 + Penalty 134.719709 = -78.671966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.010530 sec): 3 clusters Score: Raw -205.196669 + Penalty 253.270178 = 48.073510 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 168 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.010990 sec): 2 clusters Score: Raw -99.581715 + Penalty 56.961220 = -42.620496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.011183 sec): 2 clusters Score: Raw -99.581715 + Penalty 56.961220 = -42.620496 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 169 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.011667 sec): 2 clusters Score: Raw -442.254258 + Penalty 253.065668 = -189.188590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.011890 sec): 3 clusters Score: Raw -464.781969 + Penalty 507.070162 = 42.288193 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 170 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.012353 sec): 2 clusters Score: Raw -164.674528 + Penalty 129.602981 = -35.071547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.012562 sec): 3 clusters Score: Raw -153.809347 + Penalty 262.874261 = 109.064914 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 171 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.013040 sec): 2 clusters Score: Raw -440.556459 + Penalty 165.837412 = -274.719047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.013263 sec): 3 clusters Score: Raw -446.087422 + Penalty 331.088218 = -114.999204 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 173 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.013734 sec): 2 clusters Score: Raw -320.111384 + Penalty 214.624582 = -105.486803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.013951 sec): 3 clusters Score: Raw -313.627286 + Penalty 455.619525 = 141.992239 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 174 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.014433 sec): 2 clusters Score: Raw -503.515756 + Penalty 243.450067 = -260.065689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.014659 sec): 3 clusters Score: Raw -521.372012 + Penalty 486.900134 = -34.471878 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 175 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.015142 sec): 2 clusters Score: Raw -489.981773 + Penalty 201.615357 = -288.366417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.015367 sec): 3 clusters Score: Raw -497.101179 + Penalty 424.729307 = -72.371872 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 176 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.015846 sec): 2 clusters Score: Raw -462.590455 + Penalty 245.315581 = -217.274874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.016069 sec): 3 clusters Score: Raw -476.678100 + Penalty 489.236284 = 12.558184 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 177 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.016541 sec): 2 clusters Score: Raw -105.918996 + Penalty 86.489402 = -19.429594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.016734 sec): 2 clusters Score: Raw -105.918996 + Penalty 86.489402 = -19.429594 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 179 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.017224 sec): 2 clusters Score: Raw -667.201481 + Penalty 322.715342 = -344.486139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.017458 sec): 3 clusters Score: Raw -722.495398 + Penalty 646.841177 = -75.654221 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 180 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.017921 sec): 2 clusters Score: Raw -150.878661 + Penalty 96.067968 = -54.810692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.018131 sec): 3 clusters Score: Raw -145.595228 + Penalty 200.346802 = 54.751573 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 182 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.018582 sec): 2 clusters Score: Raw -49.073057 + Penalty 0.000000 = -49.073057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.018769 sec): 2 clusters Score: Raw -49.073057 + Penalty 0.000000 = -49.073057 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 183 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.019228 sec): 2 clusters Score: Raw -162.932985 + Penalty 10.050634 = -152.882351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.019417 sec): 3 clusters Score: Raw -163.098760 + Penalty 18.021827 = -145.076933 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 184 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.019881 sec): 2 clusters Score: Raw -153.135112 + Penalty 106.368462 = -46.766650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.020089 sec): 3 clusters Score: Raw -146.920509 + Penalty 217.568880 = 70.648371 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 185 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.020559 sec): 2 clusters Score: Raw -317.821214 + Penalty 208.522754 = -109.298460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.020781 sec): 3 clusters Score: Raw -318.412990 + Penalty 425.746428 = 107.333438 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 186 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.021244 sec): 2 clusters Score: Raw -162.129303 + Penalty 124.295743 = -37.833560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.021454 sec): 3 clusters Score: Raw -152.784768 + Penalty 236.208059 = 83.423291 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 187 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.021932 sec): 2 clusters Score: Raw -490.101331 + Penalty 230.515036 = -259.586295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.022156 sec): 3 clusters Score: Raw -488.491530 + Penalty 457.103837 = -31.387693 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 188 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.022637 sec): 2 clusters Score: Raw -572.128255 + Penalty 270.121220 = -302.007035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.022863 sec): 3 clusters Score: Raw -564.231509 + Penalty 542.975841 = -21.255668 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 189 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.023330 sec): 2 clusters Score: Raw -47.348117 + Penalty 0.000000 = -47.348117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.023516 sec): 2 clusters Score: Raw -47.348117 + Penalty 0.000000 = -47.348117 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 (29.023980 sec): 2 clusters Score: Raw -164.507793 + Penalty 125.824973 = -38.682821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.024192 sec): 3 clusters Score: Raw -154.773719 + Penalty 249.395116 = 94.621397 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 (29.024667 sec): 2 clusters Score: Raw -336.495375 + Penalty 212.720696 = -123.774679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.024885 sec): 3 clusters Score: Raw -328.357805 + Penalty 426.849886 = 98.492081 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 195 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.025358 sec): 2 clusters Score: Raw -157.235373 + Penalty 117.172846 = -40.062528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.025568 sec): 3 clusters Score: Raw -148.573023 + Penalty 243.409776 = 94.836753 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 197 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.026033 sec): 2 clusters Score: Raw -229.349230 + Penalty 181.571166 = -47.778064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.026246 sec): 3 clusters Score: Raw -215.129716 + Penalty 363.142332 = 148.012615 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 199 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.026725 sec): 2 clusters Score: Raw -496.610850 + Penalty 289.465842 = -207.145008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.026949 sec): 3 clusters Score: Raw -505.786224 + Penalty 577.736289 = 71.950065 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 200 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.027413 sec): 2 clusters Score: Raw -225.617883 + Penalty 171.769940 = -53.847942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.027625 sec): 3 clusters Score: Raw -215.354280 + Penalty 344.291831 = 128.937551 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 203 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.028100 sec): 2 clusters Score: Raw -258.105239 + Penalty 152.838619 = -105.266620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.028352 sec): 3 clusters Score: Raw -256.881233 + Penalty 301.709745 = 44.828512 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 204 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.028886 sec): 2 clusters Score: Raw -46.039772 + Penalty 0.000000 = -46.039772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.029112 sec): 2 clusters Score: Raw -46.039772 + Penalty 0.000000 = -46.039772 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 205 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.029584 sec): 2 clusters Score: Raw -330.596948 + Penalty 204.855620 = -125.741328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.029800 sec): 3 clusters Score: Raw -323.705011 + Penalty 429.785653 = 106.080641 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 207 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.030273 sec): 2 clusters Score: Raw -99.675999 + Penalty 65.149698 = -34.526301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.030468 sec): 2 clusters Score: Raw -99.675999 + Penalty 65.149698 = -34.526301 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 208 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.030936 sec): 2 clusters Score: Raw -282.329002 + Penalty 198.043768 = -84.285234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.031134 sec): 2 clusters Score: Raw -282.329002 + Penalty 198.043768 = -84.285234 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 209 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.031693 sec): 2 clusters Score: Raw -520.353884 + Penalty 260.837321 = -259.516562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.031957 sec): 3 clusters Score: Raw -534.386334 + Penalty 521.674642 = -12.711692 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 210 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.032466 sec): 2 clusters Score: Raw -268.190808 + Penalty 167.329318 = -100.861490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.032682 sec): 3 clusters Score: Raw -261.821367 + Penalty 335.221866 = 73.400499 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 211 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.033143 sec): 2 clusters Score: Raw -106.891692 + Penalty 87.846596 = -19.045096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.033350 sec): 3 clusters Score: Raw -98.183775 + Penalty 175.693192 = 77.509417 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 (29.033815 sec): 2 clusters Score: Raw -208.288309 + Penalty 123.828645 = -84.459664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.034027 sec): 3 clusters Score: Raw -199.532183 + Penalty 251.773408 = 52.241225 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 215 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.034561 sec): 2 clusters Score: Raw -282.187517 + Penalty 204.388271 = -77.799246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.034813 sec): 3 clusters Score: Raw -274.182569 + Penalty 413.726815 = 139.544246 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 216 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.035339 sec): 2 clusters Score: Raw -47.651636 + Penalty 0.000000 = -47.651636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.035532 sec): 2 clusters Score: Raw -47.651636 + Penalty 0.000000 = -47.651636 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 (29.035992 sec): 2 clusters Score: Raw -47.947148 + Penalty 0.000000 = -47.947148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.036182 sec): 2 clusters Score: Raw -47.947148 + Penalty 0.000000 = -47.947148 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 222 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.036656 sec): 2 clusters Score: Raw -282.745893 + Penalty 43.289779 = -239.456113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.036863 sec): 3 clusters Score: Raw -286.355027 + Penalty 135.438757 = -150.916270 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 223 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.037340 sec): 2 clusters Score: Raw -103.690485 + Penalty 75.456354 = -28.234131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.037533 sec): 2 clusters Score: Raw -103.690485 + Penalty 75.456354 = -28.234131 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 224 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.037992 sec): 2 clusters Score: Raw -110.023814 + Penalty 88.986907 = -21.036907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.038185 sec): 2 clusters Score: Raw -110.023814 + Penalty 88.986907 = -21.036907 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 (29.038637 sec): 2 clusters Score: Raw -48.934758 + Penalty 0.000000 = -48.934758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.038824 sec): 2 clusters Score: Raw -48.934758 + Penalty 0.000000 = -48.934758 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 227 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.039279 sec): 2 clusters Score: Raw -50.388773 + Penalty 0.000000 = -50.388773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.039468 sec): 2 clusters Score: Raw -50.388773 + Penalty 0.000000 = -50.388773 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 228 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.039931 sec): 2 clusters Score: Raw -89.019656 + Penalty 37.101822 = -51.917835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.040129 sec): 3 clusters Score: Raw -87.002343 + Penalty 74.203643 = -12.798700 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 229 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.040582 sec): 2 clusters Score: Raw -50.693903 + Penalty 0.000000 = -50.693903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.040769 sec): 2 clusters Score: Raw -50.693903 + Penalty 0.000000 = -50.693903 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 230 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.041232 sec): 2 clusters Score: Raw -101.656807 + Penalty 81.732322 = -19.924485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.041433 sec): 2 clusters Score: Raw -101.656807 + Penalty 81.732322 = -19.924485 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 231 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.041897 sec): 2 clusters Score: Raw -168.056204 + Penalty 140.814666 = -27.241538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.042107 sec): 3 clusters Score: Raw -154.913167 + Penalty 286.259592 = 131.346424 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 232 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.042562 sec): 2 clusters Score: Raw -47.977451 + Penalty 0.000000 = -47.977451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.042751 sec): 2 clusters Score: Raw -47.977451 + Penalty 0.000000 = -47.977451 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 233 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.043205 sec): 2 clusters Score: Raw -48.505090 + Penalty 0.000000 = -48.505090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.043395 sec): 2 clusters Score: Raw -48.505090 + Penalty 0.000000 = -48.505090 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 234 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.043870 sec): 2 clusters Score: Raw -162.706371 + Penalty 143.293614 = -19.412757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.044079 sec): 3 clusters Score: Raw -156.641909 + Penalty 272.405249 = 115.763340 nChanged 0 Deleting Class 44 (9 points): Lose 109.572187 but Gain 1438.163066 Iteration 20F (32.007070 sec): 208 clusters Score: Raw -1258735.355317 + Penalty 214088.426213 = -1044646.929104 nChanged 98 Deleting Class 227 (1 points): Lose 12.289773 but Gain 1332.829326 Iteration 21Q (32.214586 sec): 207 clusters Score: Raw -1258838.602819 + Penalty 212797.061576 = -1046041.541243 nChanged 63 Deleting Class 144 (16 points): Lose 155.263697 but Gain 1474.568562 Iteration 22Q (32.419141 sec): 206 clusters Score: Raw -1258731.804096 + Penalty 211501.755591 = -1047230.048504 nChanged 70 Deleting Class 117 (5 points): Lose 51.440302 but Gain 1365.059544 Iteration 23Q (32.624729 sec): 205 clusters Score: Raw -1258788.430963 + Penalty 210215.284393 = -1048573.146570 nChanged 52 Deleting Class 224 (2 points): Lose 14.063632 but Gain 1327.147574 Iteration 24Q (32.826410 sec): 204 clusters Score: Raw -1258821.771289 + Penalty 208928.111351 = -1049893.659938 nChanged 33 Deleting Class 234 (3 points): Lose 35.293840 but Gain 1348.344765 Iteration 25Q (33.024938 sec): 203 clusters Score: Raw -1258819.280663 + Penalty 207615.290721 = -1051203.989942 nChanged 25 Deleting Class 197 (4 points): Lose 48.199442 but Gain 1353.972969 Iteration 26Q (33.221835 sec): 202 clusters Score: Raw -1258790.608268 + Penalty 206287.114190 = -1052503.494078 nChanged 18 Deleting Class 80 (8 points): Lose 147.649341 but Gain 1452.070199 Iteration 27Q (33.417312 sec): 201 clusters Score: Raw -1258660.275639 + Penalty 204860.029716 = -1053800.245923 nChanged 15 Deleting Class 141 (13 points): Lose 154.342154 but Gain 1455.353766 Iteration 28Q (33.611160 sec): 200 clusters Score: Raw -1258541.740535 + Penalty 203414.961650 = -1055126.778885 nChanged 22 Deleting Class 120 (16 points): Lose 164.414762 but Gain 1463.692265 Iteration 29Q (33.807747 sec): 199 clusters Score: Raw -1258412.780121 + Penalty 202014.134658 = -1056398.645463 nChanged 23 Deleting Class 229 (1 points): Lose 12.968073 but Gain 1307.068005 Iteration 30F (36.621977 sec): 198 clusters Score: Raw -1258447.514568 + Penalty 200735.674856 = -1057711.839712 nChanged 7 Deleting Class 231 (3 points): Lose 34.631861 but Gain 1325.018697 Iteration 31Q (36.819697 sec): 197 clusters Score: Raw -1258431.294365 + Penalty 199412.195216 = -1059019.099150 nChanged 7 Deleting Class 211 (2 points): Lose 25.759014 but Gain 1310.141023 Iteration 32Q (37.009570 sec): 196 clusters Score: Raw -1258414.463903 + Penalty 198144.548267 = -1060269.915635 nChanged 3 Deleting Class 153 (30 points): Lose 208.681123 but Gain 1486.999574 Iteration 33Q (37.203655 sec): 195 clusters Score: Raw -1258211.840552 + Penalty 196787.972348 = -1061423.868204 nChanged 32 Deleting Class 199 (8 points): Lose 75.322890 but Gain 1345.277341 Iteration 34Q (37.399105 sec): 194 clusters Score: Raw -1258219.529515 + Penalty 195484.532131 = -1062734.997384 nChanged 19 Deleting Class 154 (3 points): Lose 44.634606 but Gain 1310.582282 Iteration 35Q (37.594209 sec): 193 clusters Score: Raw -1258207.954737 + Penalty 194191.061321 = -1064016.893417 nChanged 14 Deleting Class 177 (2 points): Lose 33.101793 but Gain 1289.899879 Iteration 36Q (37.786347 sec): 192 clusters Score: Raw -1258197.793687 + Penalty 192927.405949 = -1065270.387738 nChanged 11 Deleting Class 86 (11 points): Lose 153.630008 but Gain 1409.456499 Iteration 37Q (37.977618 sec): 191 clusters Score: Raw -1258058.945315 + Penalty 191538.101339 = -1066520.843976 nChanged 17 Deleting Class 215 (5 points): Lose 63.993232 but Gain 1312.805267 Iteration 38Q (38.168436 sec): 190 clusters Score: Raw -1258032.597890 + Penalty 190289.235067 = -1067743.362823 nChanged 12 Deleting Class 115 (24 points): Lose 156.211673 but Gain 1405.014468 Iteration 39Q (38.358877 sec): 189 clusters Score: Raw -1257913.339369 + Penalty 189030.336408 = -1068883.002961 nChanged 29 Deleting Class 200 (4 points): Lose 32.583923 but Gain 1280.885404 Iteration 40F (41.032672 sec): 188 clusters Score: Raw -1257968.583399 + Penalty 187755.515871 = -1070213.067528 nChanged 14 Deleting Class 116 (12 points): Lose 79.953278 but Gain 1323.571744 Iteration 41Q (41.221227 sec): 187 clusters Score: Raw -1257907.769394 + Penalty 186410.540223 = -1071497.229171 nChanged 17 Deleting Class 152 (12 points): Lose 97.142451 but Gain 1339.947440 Iteration 42Q (41.409398 sec): 186 clusters Score: Raw -1257838.737589 + Penalty 185090.254572 = -1072748.483017 nChanged 16 Deleting Class 109 (19 points): Lose 136.257122 but Gain 1351.901563 Iteration 43Q (41.598201 sec): 185 clusters Score: Raw -1257728.407104 + Penalty 183828.274567 = -1073900.132537 nChanged 20 Deleting Class 208 (5 points): Lose 57.844617 but Gain 1272.053924 Iteration 44Q (41.785410 sec): 184 clusters Score: Raw -1257728.064437 + Penalty 182579.962147 = -1075148.102290 nChanged 12 Deleting Class 22 (36 points): Lose 212.126315 but Gain 1426.104161 Iteration 45Q (41.971952 sec): 183 clusters Score: Raw -1257536.654103 + Penalty 181272.671447 = -1076263.982656 nChanged 40 Deleting Class 158 (5 points): Lose 75.536443 but Gain 1286.386162 Iteration 46Q (42.162963 sec): 182 clusters Score: Raw -1257555.699599 + Penalty 180050.773309 = -1077504.926290 nChanged 18 Deleting Class 173 (7 points): Lose 77.034629 but Gain 1286.744559 Iteration 47Q (42.348022 sec): 181 clusters Score: Raw -1257528.824623 + Penalty 178737.158028 = -1078791.666595 nChanged 12 Deleting Class 110 (29 points): Lose 149.681144 but Gain 1351.715067 Iteration 48Q (42.531548 sec): 180 clusters Score: Raw -1257420.113437 + Penalty 177423.113747 = -1079996.999690 nChanged 35 Deleting Class 108 (22 points): Lose 84.290472 but Gain 1285.080938 Iteration 49Q (42.718935 sec): 179 clusters Score: Raw -1257408.307584 + Penalty 176200.045724 = -1081208.261861 nChanged 29 Deleting Class 48 (51 points): Lose 275.445119 but Gain 1472.656363 Iteration 50F (45.253466 sec): 178 clusters Score: Raw -1257183.306548 + Penalty 174836.022526 = -1082347.284022 nChanged 58 Deleting Class 85 (31 points): Lose 195.975827 but Gain 1393.188492 Iteration 51Q (45.441537 sec): 177 clusters Score: Raw -1257125.618725 + Penalty 173582.003225 = -1083543.615500 nChanged 46 Deleting Class 230 (2 points): Lose 29.920501 but Gain 1218.952960 Iteration 52Q (45.627952 sec): 176 clusters Score: Raw -1257211.936890 + Penalty 172354.518287 = -1084857.418603 nChanged 13 Deleting Class 218 (1 points): Lose 10.392693 but Gain 1197.589689 Iteration 53Q (45.811781 sec): 175 clusters Score: Raw -1257223.548058 + Penalty 171176.226775 = -1086047.321284 nChanged 7 Deleting Class 43 (22 points): Lose 143.491068 but Gain 1328.990732 Iteration 54Q (45.994818 sec): 174 clusters Score: Raw -1257098.394326 + Penalty 169911.606277 = -1087186.788049 nChanged 27 Deleting Class 161 (13 points): Lose 83.141384 but Gain 1267.059886 Iteration 55Q (46.177121 sec): 173 clusters Score: Raw -1257063.671371 + Penalty 168675.679904 = -1088387.991467 nChanged 17 Deleting Class 193 (6 points): Lose 43.677283 but Gain 1227.293986 Iteration 56Q (46.359292 sec): 172 clusters Score: Raw -1257049.353758 + Penalty 167464.955625 = -1089584.398133 nChanged 15 Deleting Class 59 (10 points): Lose 67.584438 but Gain 1250.338348 Iteration 57Q (46.539483 sec): 171 clusters Score: Raw -1257001.749611 + Penalty 166278.422008 = -1090723.327603 nChanged 18 Deleting Class 170 (3 points): Lose 52.667573 but Gain 1219.520505 Iteration 58Q (46.718728 sec): 170 clusters Score: Raw -1256985.378120 + Penalty 165201.390495 = -1091783.987625 nChanged 8 Deleting Class 56 (56 points): Lose 290.403977 but Gain 1456.966641 Iteration 59Q (46.898098 sec): 169 clusters Score: Raw -1256719.242873 + Penalty 163776.089277 = -1092943.153596 nChanged 64 Deleting Class 79 (4 points): Lose 20.662022 but Gain 1187.162970 Iteration 60F (49.304226 sec): 168 clusters Score: Raw -1256843.376248 + Penalty 162604.210804 = -1094239.165444 nChanged 20 Deleting Class 132 (18 points): Lose 98.413638 but Gain 1265.101003 Iteration 61Q (49.481574 sec): 167 clusters Score: Raw -1256766.840836 + Penalty 161356.005823 = -1095410.835014 nChanged 30 Deleting Class 190 (3 points): Lose 19.034985 but Gain 1183.970717 Iteration 62Q (49.658549 sec): 166 clusters Score: Raw -1256790.780885 + Penalty 160206.497037 = -1096584.283848 nChanged 26 Deleting Class 182 (1 points): Lose 5.527548 but Gain 1168.829575 Iteration 63Q (49.834873 sec): 165 clusters Score: Raw -1256812.353109 + Penalty 159046.967034 = -1097765.386075 nChanged 15 Deleting Class 157 (3 points): Lose 28.433130 but Gain 1189.813203 Iteration 64Q (50.011988 sec): 164 clusters Score: Raw -1256802.837956 + Penalty 157890.510961 = -1098912.326996 nChanged 19 Deleting Class 148 (5 points): Lose 42.180399 but Gain 1198.857093 Iteration 65Q (50.188267 sec): 163 clusters Score: Raw -1256786.200013 + Penalty 156749.024024 = -1100037.175988 nChanged 19 Deleting Class 186 (3 points): Lose 13.809125 but Gain 1169.581175 Iteration 66Q (50.363177 sec): 162 clusters Score: Raw -1256798.320904 + Penalty 155574.491584 = -1101223.829320 nChanged 16 Deleting Class 54 (45 points): Lose 383.694010 but Gain 1534.610742 Iteration 67Q (50.538297 sec): 161 clusters Score: Raw -1256427.229435 + Penalty 154142.342621 = -1102284.886814 nChanged 56 Deleting Class 188 (10 points): Lose 67.639281 but Gain 1212.722913 Iteration 68Q (50.714632 sec): 160 clusters Score: Raw -1256512.531468 + Penalty 152976.403738 = -1103536.127730 nChanged 29 Deleting Class 185 (6 points): Lose 58.772123 but Gain 1203.073921 Iteration 69Q (50.887848 sec): 159 clusters Score: Raw -1256504.982874 + Penalty 151810.084826 = -1104694.898048 nChanged 19 Deleting Class 131 (6 points): Lose 62.931761 but Gain 1205.856893 Iteration 70F (53.135624 sec): 158 clusters Score: Raw -1256475.492184 + Penalty 150681.297220 = -1105794.194963 nChanged 20 Deleting Class 29 (30 points): Lose 178.702726 but Gain 1313.671206 Iteration 71Q (53.306902 sec): 157 clusters Score: Raw -1256345.973154 + Penalty 149570.300303 = -1106775.672851 nChanged 37 Deleting Class 102 (4 points): Lose 26.786813 but Gain 1153.757982 Iteration 72Q (53.479281 sec): 156 clusters Score: Raw -1256397.885978 + Penalty 148433.420464 = -1107964.465514 nChanged 17 Deleting Class 179 (14 points): Lose 140.782900 but Gain 1264.123067 Iteration 73Q (53.649642 sec): 155 clusters Score: Raw -1256281.257443 + Penalty 147224.825263 = -1109056.432180 nChanged 28 Deleting Class 127 (9 points): Lose 78.015782 but Gain 1198.725749 Iteration 74Q (53.822844 sec): 154 clusters Score: Raw -1256240.424989 + Penalty 146040.919872 = -1110199.505117 nChanged 27 Deleting Class 205 (6 points): Lose 63.384358 but Gain 1181.916357 Iteration 75Q (53.992883 sec): 153 clusters Score: Raw -1256205.599195 + Penalty 144883.492275 = -1111322.106920 nChanged 27 Deleting Class 209 (10 points): Lose 55.558716 but Gain 1171.042377 Iteration 76Q (54.173972 sec): 152 clusters Score: Raw -1256181.794733 + Penalty 143729.722771 = -1112452.071962 nChanged 47 Deleting Class 168 (4 points): Lose 50.031592 but Gain 1165.117518 Iteration 77Q (54.355677 sec): 151 clusters Score: Raw -1256185.981166 + Penalty 142561.559077 = -1113624.422088 nChanged 40 Deleting Class 223 (2 points): Lose 13.197735 but Gain 1125.353394 Iteration 78Q (54.526211 sec): 150 clusters Score: Raw -1256207.956200 + Penalty 141440.095293 = -1114767.860907 nChanged 37 Deleting Class 150 (10 points): Lose 66.260978 but Gain 1176.185112 Iteration 79Q (54.695444 sec): 149 clusters Score: Raw -1256173.600330 + Penalty 140323.397247 = -1115850.203083 nChanged 36 Deleting Class 225 (1 points): Lose 16.142121 but Gain 1124.201215 Iteration 80F (56.783861 sec): 148 clusters Score: Raw -1256197.612471 + Penalty 139201.045964 = -1116996.566506 nChanged 32 Deleting Class 146 (6 points): Lose 35.979843 but Gain 1143.390706 Iteration 81Q (56.952391 sec): 147 clusters Score: Raw -1256185.005273 + Penalty 138078.082812 = -1118106.922461 nChanged 34 Deleting Class 81 (46 points): Lose 297.606734 but Gain 1404.626457 Iteration 82Q (57.120263 sec): 146 clusters Score: Raw -1255927.520657 + Penalty 136789.726166 = -1119137.794491 nChanged 74 Deleting Class 166 (20 points): Lose 55.281184 but Gain 1157.361286 Iteration 83Q (57.290451 sec): 145 clusters Score: Raw -1256028.916635 + Penalty 135657.248303 = -1120371.668333 nChanged 63 Deleting Class 49 (8 points): Lose 100.991658 but Gain 1202.370592 Iteration 84Q (57.460173 sec): 144 clusters Score: Raw -1256010.590711 + Penalty 134486.613203 = -1121523.977507 nChanged 47 Deleting Class 195 (3 points): Lose 13.344116 but Gain 1102.557108 Iteration 85Q (57.643190 sec): 143 clusters Score: Raw -1256060.545948 + Penalty 133408.080572 = -1122652.465376 nChanged 42 Deleting Class 176 (9 points): Lose 69.971525 but Gain 1154.168596 Iteration 86Q (57.821081 sec): 142 clusters Score: Raw -1256036.048976 + Penalty 132297.243394 = -1123738.805582 nChanged 39 Deleting Class 169 (9 points): Lose 114.349563 but Gain 1190.631453 Iteration 87Q (57.999125 sec): 141 clusters Score: Raw -1255977.708165 + Penalty 131147.958693 = -1124829.749473 nChanged 33 Deleting Class 62 (23 points): Lose 112.771030 but Gain 1182.506554 Iteration 88Q (58.170682 sec): 140 clusters Score: Raw -1255909.519499 + Penalty 130010.345498 = -1125899.174001 nChanged 43 Deleting Class 232 (1 points): Lose 1.238136 but Gain 1069.411613 Iteration 89Q (58.341564 sec): 139 clusters Score: Raw -1255978.379880 + Penalty 128953.418490 = -1127024.961390 nChanged 24 Deleting Class 96 (17 points): Lose 99.344275 but Gain 1156.656578 Iteration 90F (60.298240 sec): 138 clusters Score: Raw -1255905.396469 + Penalty 127900.846077 = -1128004.550392 nChanged 29 Deleting Class 78 (32 points): Lose 154.316240 but Gain 1206.227516 Iteration 91Q (60.469978 sec): 137 clusters Score: Raw -1255807.441166 + Penalty 126753.661256 = -1129053.779909 nChanged 47 Deleting Class 76 (18 points): Lose 100.917555 but Gain 1152.700483 Iteration 92Q (60.641428 sec): 136 clusters Score: Raw -1255784.416805 + Penalty 125614.931885 = -1130169.484920 nChanged 33 Deleting Class 72 (8 points): Lose 57.208429 but Gain 1103.424166 Iteration 93Q (60.810479 sec): 135 clusters Score: Raw -1255771.099389 + Penalty 124547.811508 = -1131223.287882 nChanged 28 Deleting Class 95 (103 points): Lose 502.883021 but Gain 1548.540974 Iteration 94Q (60.978037 sec): 134 clusters Score: Raw -1255311.562892 + Penalty 123192.894760 = -1132118.668131 nChanged 119 Deleting Class 123 (12 points): Lose 86.809442 but Gain 1142.157010 Iteration 95Q (61.152281 sec): 133 clusters Score: Raw -1255481.058226 + Penalty 122082.527787 = -1133398.530439 nChanged 40 Deleting Class 91 (91 points): Lose 426.805869 but Gain 1466.940205 Iteration 96Q (61.321053 sec): 132 clusters Score: Raw -1255110.090345 + Penalty 120822.189102 = -1134287.901242 nChanged 118 Deleting Class 135 (14 points): Lose 120.269353 but Gain 1156.499875 Iteration 97Q (61.492413 sec): 131 clusters Score: Raw -1255274.130735 + Penalty 119668.267304 = -1135605.863431 nChanged 46 Deleting Class 130 (60 points): Lose 260.124920 but Gain 1296.195866 Iteration 98Q (61.652111 sec): 130 clusters Score: Raw -1255084.133817 + Penalty 118441.513851 = -1136642.619966 nChanged 77 Deleting Class 210 (5 points): Lose 40.612134 but Gain 1074.772096 Iteration 99Q (61.813404 sec): 129 clusters Score: Raw -1255192.012689 + Penalty 117405.068002 = -1137786.944687 nChanged 23 Deleting Class 187 (11 points): Lose 59.835862 but Gain 1091.591795 Iteration 100F (63.670152 sec): 128 clusters Score: Raw -1255162.915077 + Penalty 116337.463122 = -1138825.451955 nChanged 17 Deleting Class 233 (1 points): Lose 11.357727 but Gain 1041.494792 Iteration 101Q (63.829919 sec): 127 clusters Score: Raw -1255175.297412 + Penalty 115308.105064 = -1139867.192348 nChanged 11 Deleting Class 65 (9 points): Lose 55.819572 but Gain 1085.928182 Iteration 102Q (63.987546 sec): 126 clusters Score: Raw -1255135.625103 + Penalty 114257.797672 = -1140877.827431 nChanged 15 Deleting Class 100 (2 points): Lose 16.545461 but Gain 1043.804180 Iteration 103Q (64.143670 sec): 125 clusters Score: Raw -1255144.859343 + Penalty 113302.382599 = -1141842.476744 nChanged 8 Deleting Class 3 (154 points): Lose 615.286857 but Gain 1640.745556 Iteration 104Q (64.300539 sec): 124 clusters Score: Raw -1254545.049579 + Penalty 111748.571319 = -1142796.478260 nChanged 158 Deleting Class 42 (5 points): Lose 42.675110 but Gain 1066.471224 Iteration 105Q (64.465821 sec): 123 clusters Score: Raw -1254797.001519 + Penalty 110679.822247 = -1144117.179273 nChanged 37 Deleting Class 133 (7 points): Lose 47.616523 but Gain 1061.243315 Iteration 106Q (64.622059 sec): 122 clusters Score: Raw -1254784.276538 + Penalty 109640.078565 = -1145144.197974 nChanged 18 Deleting Class 45 (25 points): Lose 90.805341 but Gain 1103.356331 Iteration 107Q (64.775686 sec): 121 clusters Score: Raw -1254717.099447 + Penalty 108553.638175 = -1146163.461272 nChanged 37 Deleting Class 51 (35 points): Lose 156.955695 but Gain 1168.589988 Iteration 108Q (64.931061 sec): 120 clusters Score: Raw -1254605.688246 + Penalty 107432.930520 = -1147172.757726 nChanged 45 Deleting Class 174 (12 points): Lose 106.531617 but Gain 1115.438465 Iteration 109Q (65.087268 sec): 119 clusters Score: Raw -1254583.991438 + Penalty 106397.109259 = -1148186.882180 nChanged 28 Deleting Class 58 (48 points): Lose 321.566484 but Gain 1332.088032 Iteration 110F (66.783095 sec): 118 clusters Score: Raw -1254309.717567 + Penalty 105123.294737 = -1149186.422830 nChanged 62 Deleting Class 87 (36 points): Lose 221.363580 but Gain 1228.484985 Iteration 111Q (66.939379 sec): 117 clusters Score: Raw -1254248.346683 + Penalty 104008.194592 = -1150240.152091 nChanged 54 Deleting Class 52 (12 points): Lose 54.306277 but Gain 1052.338447 Iteration 112Q (67.097695 sec): 116 clusters Score: Raw -1254303.321674 + Penalty 102960.960551 = -1151342.361124 nChanged 29 Deleting Class 138 (3 points): Lose 17.954978 but Gain 1010.038544 Iteration 113Q (67.252338 sec): 115 clusters Score: Raw -1254325.536539 + Penalty 101955.068211 = -1152370.468328 nChanged 20 Deleting Class 167 (4 points): Lose 20.141069 but Gain 1004.602488 Iteration 114Q (67.410073 sec): 114 clusters Score: Raw -1254323.306106 + Penalty 100954.262086 = -1153369.044021 nChanged 16 Deleting Class 184 (3 points): Lose 22.621257 but Gain 1000.891491 Iteration 115Q (67.563159 sec): 113 clusters Score: Raw -1254313.031327 + Penalty 99958.925814 = -1154354.105512 nChanged 12 Deleting Class 142 (2 points): Lose 16.729697 but Gain 992.970085 Iteration 116Q (67.719074 sec): 112 clusters Score: Raw -1254306.184973 + Penalty 98973.095873 = -1155333.089101 nChanged 11 Deleting Class 159 (15 points): Lose 58.518303 but Gain 1034.699467 Iteration 117Q (67.870139 sec): 111 clusters Score: Raw -1254258.340809 + Penalty 97972.843885 = -1156285.496924 nChanged 20 Deleting Class 40 (66 points): Lose 308.345647 but Gain 1278.538081 Iteration 118Q (68.022653 sec): 110 clusters Score: Raw -1253980.474090 + Penalty 96771.329936 = -1157209.144154 nChanged 73 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 -1253980.474090 + Penalty 96771.329936 = -1157209.144154Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 1 (515 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.093163 sec): 2 clusters Score: Raw -24579.196574 + Penalty 819.834677 = -23759.361896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.094280 sec): 3 clusters Score: Raw -24422.408020 + Penalty 1639.813297 = -22782.594723 nChanged 127 SP:Iteration 1F (68.095373 sec): 3 clusters Score: Raw -24525.466349 + Penalty 1639.818256 = -22885.648092 nChanged 27 SP:Iteration 2F (68.096465 sec): 3 clusters Score: Raw -24563.636489 + Penalty 1639.791018 = -22923.845471 nChanged 33 SP:Iteration 3F (68.097555 sec): 3 clusters Score: Raw -24612.706105 + Penalty 1640.516821 = -22972.189284 nChanged 17 SP:Iteration 4Q (68.098632 sec): 3 clusters Score: Raw -24624.308893 + Penalty 1641.025979 = -22983.282913 nChanged 7 SP:Iteration 5Q (68.099738 sec): 3 clusters Score: Raw -24630.456763 + Penalty 1641.609947 = -22988.846816 nChanged 4 SP:Iteration 6Q (68.100812 sec): 3 clusters Score: Raw -24636.344051 + Penalty 1642.009568 = -22994.334483 nChanged 5 SP:Iteration 7Q (68.101880 sec): 3 clusters Score: Raw -24639.380716 + Penalty 1642.343633 = -22997.037082 nChanged 3 SP:Iteration 8Q (68.102951 sec): 3 clusters Score: Raw -24641.072962 + Penalty 1642.596874 = -22998.476088 nChanged 3 SP:Iteration 9Q (68.104019 sec): 3 clusters Score: Raw -24642.344050 + Penalty 1643.186366 = -22999.157684 nChanged 3 SP:Iteration 10F (68.105134 sec): 3 clusters Score: Raw -24643.739857 + Penalty 1643.285819 = -23000.454038 nChanged 1 SP:Iteration 11Q (68.106205 sec): 3 clusters Score: Raw -24645.035764 + Penalty 1643.390546 = -23001.645218 nChanged 1 SP:Iteration 12Q (68.107272 sec): 3 clusters Score: Raw -24646.155562 + Penalty 1643.390546 = -23002.765016 nChanged 0 SP:Iteration 13F (68.108360 sec): 3 clusters Score: Raw -24646.155562 + Penalty 1643.390546 = -23002.765016 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 2 (222 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.110704 sec): 2 clusters Score: Raw -9899.598972 + Penalty 712.846387 = -9186.752586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.111986 sec): 3 clusters Score: Raw -9896.024993 + Penalty 1423.820271 = -8472.204723 nChanged 31 SP:Iteration 1F (68.113159 sec): 3 clusters Score: Raw -9962.896000 + Penalty 1424.907999 = -8537.988001 nChanged 5 SP:Iteration 2Q (68.114297 sec): 3 clusters Score: Raw -9973.305011 + Penalty 1425.998844 = -8547.306167 nChanged 5 SP:Iteration 3Q (68.115355 sec): 3 clusters Score: Raw -9984.661674 + Penalty 1426.145315 = -8558.516359 nChanged 3 SP:Iteration 4Q (68.116265 sec): 3 clusters Score: Raw -9996.181600 + Penalty 1426.608896 = -8569.572703 nChanged 3 SP:Iteration 5Q (68.117171 sec): 3 clusters Score: Raw -10000.215845 + Penalty 1426.305966 = -8573.909879 nChanged 1 SP:Iteration 6Q (68.118070 sec): 3 clusters Score: Raw -10001.384555 + Penalty 1426.305966 = -8575.078590 nChanged 0 SP:Iteration 7F (68.119036 sec): 3 clusters Score: Raw -10001.384555 + Penalty 1426.305966 = -8575.078590 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 4 (184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.120252 sec): 2 clusters Score: Raw -8968.261817 + Penalty 187.030957 = -8781.230860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.120834 sec): 3 clusters Score: Raw -8876.360291 + Penalty 383.537109 = -8492.823182 nChanged 56 SP:Iteration 1F (68.121564 sec): 3 clusters Score: Raw -8933.357113 + Penalty 385.787235 = -8547.569878 nChanged 17 SP:Iteration 2F (68.122103 sec): 3 clusters Score: Raw -8956.161446 + Penalty 387.593172 = -8568.568274 nChanged 6 SP:Iteration 3Q (68.122633 sec): 3 clusters Score: Raw -8961.411550 + Penalty 386.146302 = -8575.265249 nChanged 1 SP:Iteration 4Q (68.123158 sec): 3 clusters Score: Raw -8962.654370 + Penalty 386.146302 = -8576.508068 nChanged 0 SP:Iteration 5F (68.123693 sec): 3 clusters Score: Raw -8962.654370 + Penalty 386.146302 = -8576.508068 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 5 (139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.124518 sec): 2 clusters Score: Raw -5853.506519 + Penalty 218.636247 = -5634.870272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.124982 sec): 3 clusters Score: Raw -5800.807126 + Penalty 437.942388 = -5362.864738 nChanged 35 SP:Iteration 1F (68.125438 sec): 3 clusters Score: Raw -5828.288015 + Penalty 445.867875 = -5382.420140 nChanged 15 SP:Iteration 2F (68.125892 sec): 3 clusters Score: Raw -5847.094382 + Penalty 453.991842 = -5393.102540 nChanged 7 SP:Iteration 3F (68.126346 sec): 3 clusters Score: Raw -5855.951292 + Penalty 466.323378 = -5389.627915 nChanged 5 SP:Iteration 4F (68.126833 sec): 3 clusters Score: Raw -5860.844162 + Penalty 481.248162 = -5379.596000 nChanged 4 SP:Iteration 5F (68.127286 sec): 3 clusters Score: Raw -5865.450615 + Penalty 485.452641 = -5379.997974 nChanged 2 SP:Iteration 6Q (68.127731 sec): 3 clusters Score: Raw -5869.412242 + Penalty 490.706170 = -5378.706072 nChanged 1 SP:Iteration 7F (68.128184 sec): 3 clusters Score: Raw -5870.384139 + Penalty 493.042231 = -5377.341908 nChanged 1 SP:Iteration 8F (68.128633 sec): 3 clusters Score: Raw -5872.424050 + Penalty 496.641839 = -5375.782211 nChanged 1 SP:Iteration 9F (68.129094 sec): 3 clusters Score: Raw -5872.728280 + Penalty 493.705786 = -5379.022494 nChanged 1 SP:Iteration 10F (68.129547 sec): 3 clusters Score: Raw -5873.395314 + Penalty 487.626268 = -5385.769046 nChanged 1 SP:Iteration 11Q (68.129990 sec): 3 clusters Score: Raw -5874.213277 + Penalty 487.626268 = -5386.587009 nChanged 0 SP:Iteration 12F (68.130443 sec): 3 clusters Score: Raw -5874.213277 + Penalty 487.626268 = -5386.587009 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 6 (59 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.131063 sec): 2 clusters Score: Raw -2655.039745 + Penalty 313.909037 = -2341.130708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.131378 sec): 3 clusters Score: Raw -2655.584523 + Penalty 616.533640 = -2039.050883 nChanged 1 SP:Iteration 1Q (68.131686 sec): 3 clusters Score: Raw -2658.455794 + Penalty 616.725349 = -2041.730445 nChanged 1 SP:Iteration 2Q (68.131993 sec): 3 clusters Score: Raw -2659.934440 + Penalty 616.725349 = -2043.209091 nChanged 0 SP:Iteration 3F (68.132302 sec): 3 clusters Score: Raw -2659.934440 + Penalty 616.725349 = -2043.209091 nChanged 0 Memory request: 0.02 GB would take us to total of 0.30 GB. Trying to split cluster 7 (4163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.151461 sec): 2 clusters Score: Raw -187258.833850 + Penalty 215.338953 = -187043.494896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.159283 sec): 3 clusters Score: Raw -184562.004415 + Penalty 440.184386 = -184121.820029 nChanged 1922 SP:Iteration 1F (68.166762 sec): 3 clusters Score: Raw -186163.890289 + Penalty 449.996920 = -185713.893369 nChanged 473 SP:Iteration 2F (68.174259 sec): 3 clusters Score: Raw -186608.962752 + Penalty 465.492585 = -186143.470167 nChanged 254 SP:Iteration 3F (68.181878 sec): 3 clusters Score: Raw -186860.588940 + Penalty 479.872556 = -186380.716383 nChanged 178 SP:Iteration 4Q (68.188929 sec): 3 clusters Score: Raw -186976.820096 + Penalty 486.907361 = -186489.912735 nChanged 115 SP:Iteration 5Q (68.195746 sec): 3 clusters Score: Raw -187049.782241 + Penalty 493.443652 = -186556.338589 nChanged 71 SP:Iteration 6Q (68.202347 sec): 3 clusters Score: Raw -187085.435639 + Penalty 500.203604 = -186585.232035 nChanged 57 SP:Iteration 7Q (68.208842 sec): 3 clusters Score: Raw -187115.225391 + Penalty 509.585721 = -186605.639670 nChanged 60 SP:Iteration 8Q (68.215253 sec): 3 clusters Score: Raw -187148.094289 + Penalty 518.313683 = -186629.780606 nChanged 50 SP:Iteration 9Q (68.221573 sec): 3 clusters Score: Raw -187172.620783 + Penalty 524.125840 = -186648.494942 nChanged 41 SP:Iteration 10F (68.229150 sec): 3 clusters Score: Raw -187194.921013 + Penalty 532.440675 = -186662.480337 nChanged 34 SP:Iteration 11Q (68.235331 sec): 3 clusters Score: Raw -187212.473088 + Penalty 530.094423 = -186682.378664 nChanged 23 SP:Iteration 12Q (68.241569 sec): 3 clusters Score: Raw -187221.469651 + Penalty 526.951826 = -186694.517824 nChanged 17 SP:Iteration 13Q (68.248028 sec): 3 clusters Score: Raw -187227.242752 + Penalty 525.604667 = -186701.638085 nChanged 14 SP:Iteration 14Q (68.254085 sec): 3 clusters Score: Raw -187230.437969 + Penalty 526.639727 = -186703.798241 nChanged 9 SP:Iteration 15Q (68.260294 sec): 3 clusters Score: Raw -187232.397511 + Penalty 526.284858 = -186706.112653 nChanged 8 SP:Iteration 16Q (68.266353 sec): 3 clusters Score: Raw -187233.888245 + Penalty 520.760246 = -186713.127999 nChanged 11 SP:Iteration 17Q (68.272444 sec): 3 clusters Score: Raw -187236.831859 + Penalty 519.476312 = -186717.355547 nChanged 8 SP:Iteration 18Q (68.278540 sec): 3 clusters Score: Raw -187239.419324 + Penalty 521.140795 = -186718.278528 nChanged 9 SP:Iteration 19Q (68.284674 sec): 3 clusters Score: Raw -187242.724147 + Penalty 520.895616 = -186721.828531 nChanged 8 SP:Iteration 20F (68.292183 sec): 3 clusters Score: Raw -187245.064818 + Penalty 510.839675 = -186734.225143 nChanged 7 SP:Iteration 21Q (68.298288 sec): 3 clusters Score: Raw -187248.069339 + Penalty 501.649453 = -186746.419886 nChanged 8 SP:Iteration 22Q (68.310077 sec): 3 clusters Score: Raw -187252.630446 + Penalty 508.210020 = -186744.420427 nChanged 6 SP:Iteration 23F (68.317877 sec): 3 clusters Score: Raw -187255.502597 + Penalty 514.146970 = -186741.355626 nChanged 4 SP:Iteration 24F (68.325368 sec): 3 clusters Score: Raw -187258.730067 + Penalty 513.893301 = -186744.836766 nChanged 10 SP:Iteration 25Q (68.331409 sec): 3 clusters Score: Raw -187272.166271 + Penalty 510.185835 = -186761.980436 nChanged 2 SP:Iteration 26Q (68.337247 sec): 3 clusters Score: Raw -187275.487230 + Penalty 502.699114 = -186772.788115 nChanged 2 SP:Iteration 27Q (68.343295 sec): 3 clusters Score: Raw -187276.587464 + Penalty 505.858437 = -186770.729027 nChanged 2 SP:Iteration 28F (68.350893 sec): 3 clusters Score: Raw -187278.790369 + Penalty 510.551263 = -186768.239106 nChanged 2 SP:Iteration 29F (68.358324 sec): 3 clusters Score: Raw -187279.265792 + Penalty 510.551263 = -186768.714529 nChanged 0 Memory request: 0.06 GB would take us to total of 0.35 GB. Trying to split cluster 8 (13415 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.420952 sec): 2 clusters Score: Raw -560786.476335 + Penalty 221.697123 = -560564.779212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.446434 sec): 3 clusters Score: Raw -551760.791523 + Penalty 456.166295 = -551304.625228 nChanged 6416 SP:Iteration 1F (68.470922 sec): 3 clusters Score: Raw -554423.691360 + Penalty 474.006891 = -553949.684469 nChanged 2007 SP:Iteration 2F (68.495437 sec): 3 clusters Score: Raw -555469.747602 + Penalty 506.175245 = -554963.572357 nChanged 1663 SP:Iteration 3F (68.520088 sec): 3 clusters Score: Raw -557006.015247 + Penalty 548.958865 = -556457.056382 nChanged 1583 SP:Iteration 4F (68.544441 sec): 3 clusters Score: Raw -558781.256411 + Penalty 588.584826 = -558192.671585 nChanged 991 SP:Iteration 5F (68.572220 sec): 3 clusters Score: Raw -559872.245188 + Penalty 604.512154 = -559267.733034 nChanged 456 SP:Iteration 6Q (68.594453 sec): 3 clusters Score: Raw -560450.107559 + Penalty 614.912579 = -559835.194980 nChanged 118 SP:Iteration 7Q (68.614231 sec): 3 clusters Score: Raw -560651.599698 + Penalty 596.132942 = -560055.466756 nChanged 51 SP:Iteration 8Q (68.633599 sec): 3 clusters Score: Raw -560683.178157 + Penalty 589.558152 = -560093.620005 nChanged 30 SP:Iteration 9Q (68.652947 sec): 3 clusters Score: Raw -560698.885874 + Penalty 586.894075 = -560111.991800 nChanged 41 SP:Iteration 10F (68.677688 sec): 3 clusters Score: Raw -560719.341118 + Penalty 598.822035 = -560120.519082 nChanged 32 SP:Iteration 11Q (68.697031 sec): 3 clusters Score: Raw -560735.009248 + Penalty 604.336400 = -560130.672849 nChanged 24 SP:Iteration 12Q (68.716151 sec): 3 clusters Score: Raw -560745.146709 + Penalty 604.388193 = -560140.758516 nChanged 15 SP:Iteration 13Q (68.735472 sec): 3 clusters Score: Raw -560752.225989 + Penalty 613.726062 = -560138.499926 nChanged 11 SP:Iteration 14F (68.760200 sec): 3 clusters Score: Raw -560756.121249 + Penalty 618.369606 = -560137.751643 nChanged 9 SP:Iteration 15F (68.784441 sec): 3 clusters Score: Raw -560758.601450 + Penalty 623.551829 = -560135.049621 nChanged 7 SP:Iteration 16F (68.809867 sec): 3 clusters Score: Raw -560760.399890 + Penalty 628.646709 = -560131.753181 nChanged 6 SP:Iteration 17F (68.834290 sec): 3 clusters Score: Raw -560761.996288 + Penalty 633.545399 = -560128.450889 nChanged 4 SP:Iteration 18F (68.859285 sec): 3 clusters Score: Raw -560763.042019 + Penalty 637.907314 = -560125.134706 nChanged 5 SP:Iteration 19F (68.883755 sec): 3 clusters Score: Raw -560763.756859 + Penalty 640.598405 = -560123.158454 nChanged 4 SP:Iteration 20F (68.908457 sec): 3 clusters Score: Raw -560764.947123 + Penalty 643.388469 = -560121.558655 nChanged 2 SP:Iteration 21F (68.932761 sec): 3 clusters Score: Raw -560765.307683 + Penalty 645.135250 = -560120.172433 nChanged 2 SP:Iteration 22F (68.957174 sec): 3 clusters Score: Raw -560765.440529 + Penalty 646.915460 = -560118.525070 nChanged 1 SP:Iteration 23F (68.981605 sec): 3 clusters Score: Raw -560765.919365 + Penalty 650.839036 = -560115.080329 nChanged 2 SP:Iteration 24F (69.005841 sec): 3 clusters Score: Raw -560767.163513 + Penalty 650.506425 = -560116.657089 nChanged 2 SP:Iteration 25Q (69.024781 sec): 3 clusters Score: Raw -560767.600212 + Penalty 650.506425 = -560117.093787 nChanged 0 SP:Iteration 26F (69.049317 sec): 3 clusters Score: Raw -560767.600212 + Penalty 650.506425 = -560117.093787 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 9 (191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.057465 sec): 2 clusters Score: Raw -9478.750391 + Penalty 332.587272 = -9146.163119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.058079 sec): 3 clusters Score: Raw -9392.583366 + Penalty 662.985466 = -8729.597900 nChanged 53 SP:Iteration 1F (69.058713 sec): 3 clusters Score: Raw -9431.217771 + Penalty 662.193276 = -8769.024495 nChanged 11 SP:Iteration 2F (69.059259 sec): 3 clusters Score: Raw -9447.440448 + Penalty 663.584268 = -8783.856180 nChanged 13 SP:Iteration 3F (69.059793 sec): 3 clusters Score: Raw -9469.167570 + Penalty 663.451469 = -8805.716101 nChanged 12 SP:Iteration 4F (69.060330 sec): 3 clusters Score: Raw -9476.480902 + Penalty 663.523612 = -8812.957291 nChanged 3 SP:Iteration 5Q (69.060882 sec): 3 clusters Score: Raw -9477.702992 + Penalty 663.602145 = -8814.100847 nChanged 3 SP:Iteration 6Q (69.061421 sec): 3 clusters Score: Raw -9479.845103 + Penalty 663.491558 = -8816.353545 nChanged 1 SP:Iteration 7Q (69.061956 sec): 3 clusters Score: Raw -9480.460697 + Penalty 663.339610 = -8817.121087 nChanged 1 SP:Iteration 8Q (69.062491 sec): 3 clusters Score: Raw -9480.625499 + Penalty 663.339610 = -8817.285889 nChanged 0 SP:Iteration 9F (69.063041 sec): 3 clusters Score: Raw -9480.625499 + Penalty 663.339610 = -8817.285889 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 10 (260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.064254 sec): 2 clusters Score: Raw -11537.959841 + Penalty 288.349879 = -11249.609961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.064942 sec): 3 clusters Score: Raw -11423.024854 + Penalty 617.827981 = -10805.196873 nChanged 77 SP:Iteration 1F (69.065617 sec): 3 clusters Score: Raw -11512.480722 + Penalty 675.270654 = -10837.210068 nChanged 27 SP:Iteration 2F (69.066290 sec): 3 clusters Score: Raw -11567.163659 + Penalty 709.649015 = -10857.514644 nChanged 11 SP:Iteration 3Q (69.066927 sec): 3 clusters Score: Raw -11584.205012 + Penalty 722.544430 = -10861.660582 nChanged 2 SP:Iteration 4Q (69.067530 sec): 3 clusters Score: Raw -11586.670206 + Penalty 731.486155 = -10855.184051 nChanged 4 SP:Iteration 5F (69.068181 sec): 3 clusters Score: Raw -11597.260967 + Penalty 728.562065 = -10868.698902 nChanged 1 SP:Iteration 6Q (69.068757 sec): 3 clusters Score: Raw -11600.016497 + Penalty 728.562065 = -10871.454432 nChanged 0 SP:Iteration 7F (69.069405 sec): 3 clusters Score: Raw -11600.016497 + Penalty 728.562065 = -10871.454432 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 11 (352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.070902 sec): 2 clusters Score: Raw -15268.193710 + Penalty 305.618621 = -14962.575089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.071731 sec): 3 clusters Score: Raw -15100.809759 + Penalty 618.583435 = -14482.226324 nChanged 109 SP:Iteration 1F (69.072545 sec): 3 clusters Score: Raw -15173.205424 + Penalty 621.009766 = -14552.195658 nChanged 34 SP:Iteration 2F (69.073367 sec): 3 clusters Score: Raw -15210.135841 + Penalty 622.232325 = -14587.903517 nChanged 23 SP:Iteration 3F (69.074183 sec): 3 clusters Score: Raw -15228.355404 + Penalty 623.943327 = -14604.412077 nChanged 9 SP:Iteration 4Q (69.074994 sec): 3 clusters Score: Raw -15233.459181 + Penalty 625.777542 = -14607.681639 nChanged 4 SP:Iteration 5Q (69.075802 sec): 3 clusters Score: Raw -15237.165144 + Penalty 626.376440 = -14610.788704 nChanged 4 SP:Iteration 6Q (69.076612 sec): 3 clusters Score: Raw -15240.475486 + Penalty 625.011417 = -14615.464069 nChanged 2 SP:Iteration 7Q (69.077417 sec): 3 clusters Score: Raw -15240.972781 + Penalty 624.935347 = -14616.037434 nChanged 2 SP:Iteration 8Q (69.078222 sec): 3 clusters Score: Raw -15241.596211 + Penalty 623.801624 = -14617.794587 nChanged 2 SP:Iteration 9Q (69.079026 sec): 3 clusters Score: Raw -15243.474552 + Penalty 623.979642 = -14619.494910 nChanged 2 SP:Iteration 10F (69.079838 sec): 3 clusters Score: Raw -15247.061295 + Penalty 623.448122 = -14623.613174 nChanged 4 SP:Iteration 11Q (69.080643 sec): 3 clusters Score: Raw -15248.673154 + Penalty 623.448122 = -14625.225032 nChanged 0 SP:Iteration 12F (69.081478 sec): 3 clusters Score: Raw -15248.673154 + Penalty 623.448122 = -14625.225032 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 12 (61 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.082123 sec): 2 clusters Score: Raw -3034.703298 + Penalty 162.915458 = -2871.787840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.082447 sec): 3 clusters Score: Raw -2998.980845 + Penalty 292.452896 = -2706.527949 nChanged 15 SP:Iteration 1F (69.082760 sec): 3 clusters Score: Raw -3020.473097 + Penalty 283.260951 = -2737.212146 nChanged 4 SP:Iteration 2F (69.083075 sec): 3 clusters Score: Raw -3025.265763 + Penalty 242.216089 = -2783.049675 nChanged 3 SP:Iteration 3Q (69.083371 sec): 3 clusters Score: Raw -3029.056132 + Penalty 162.915458 = -2866.140674 nChanged 4 SP:Iteration 4F (69.083645 sec): 2 clusters Score: Raw -3034.703298 + Penalty 162.915458 = -2871.787840 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 13 (311 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.085655 sec): 2 clusters Score: Raw -13770.939750 + Penalty 398.071642 = -13372.868108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.086488 sec): 3 clusters Score: Raw -13625.171866 + Penalty 800.643886 = -12824.527979 nChanged 98 SP:Iteration 1F (69.087286 sec): 3 clusters Score: Raw -13698.196662 + Penalty 808.392403 = -12889.804260 nChanged 31 SP:Iteration 2F (69.088078 sec): 3 clusters Score: Raw -13737.256288 + Penalty 810.235988 = -12927.020300 nChanged 21 SP:Iteration 3F (69.088857 sec): 3 clusters Score: Raw -13756.789661 + Penalty 810.653580 = -12946.136080 nChanged 17 SP:Iteration 4F (69.089644 sec): 3 clusters Score: Raw -13770.466838 + Penalty 807.591890 = -12962.874948 nChanged 10 SP:Iteration 5Q (69.090430 sec): 3 clusters Score: Raw -13780.748989 + Penalty 808.558878 = -12972.190111 nChanged 5 SP:Iteration 6Q (69.091190 sec): 3 clusters Score: Raw -13785.450796 + Penalty 806.457831 = -12978.992965 nChanged 6 SP:Iteration 7Q (69.091948 sec): 3 clusters Score: Raw -13792.283269 + Penalty 804.827741 = -12987.455527 nChanged 3 SP:Iteration 8Q (69.092705 sec): 3 clusters Score: Raw -13793.583744 + Penalty 803.377193 = -12990.206551 nChanged 3 SP:Iteration 9Q (69.093460 sec): 3 clusters Score: Raw -13795.602146 + Penalty 802.616946 = -12992.985200 nChanged 2 SP:Iteration 10F (69.094263 sec): 3 clusters Score: Raw -13795.806013 + Penalty 802.616946 = -12993.189067 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 14 (858 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.100295 sec): 2 clusters Score: Raw -41962.116965 + Penalty 635.421009 = -41326.695956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.102015 sec): 3 clusters Score: Raw -41561.905446 + Penalty 1271.292115 = -40290.613331 nChanged 268 SP:Iteration 1F (69.103672 sec): 3 clusters Score: Raw -41727.659347 + Penalty 1270.914061 = -40456.745286 nChanged 86 SP:Iteration 2F (69.105329 sec): 3 clusters Score: Raw -41799.533268 + Penalty 1270.365218 = -40529.168049 nChanged 50 SP:Iteration 3F (69.107001 sec): 3 clusters Score: Raw -41850.604599 + Penalty 1270.054837 = -40580.549762 nChanged 43 SP:Iteration 4F (69.108657 sec): 3 clusters Score: Raw -41886.702615 + Penalty 1269.680378 = -40617.022237 nChanged 28 SP:Iteration 5Q (69.110352 sec): 3 clusters Score: Raw -41909.775965 + Penalty 1269.493034 = -40640.282930 nChanged 25 SP:Iteration 6Q (69.112018 sec): 3 clusters Score: Raw -41925.712015 + Penalty 1269.469877 = -40656.242138 nChanged 17 SP:Iteration 7Q (69.113651 sec): 3 clusters Score: Raw -41934.265025 + Penalty 1269.264493 = -40665.000532 nChanged 10 SP:Iteration 8Q (69.115281 sec): 3 clusters Score: Raw -41939.011445 + Penalty 1269.236457 = -40669.774988 nChanged 6 SP:Iteration 9Q (69.116909 sec): 3 clusters Score: Raw -41941.064704 + Penalty 1269.002787 = -40672.061917 nChanged 7 SP:Iteration 10F (69.118560 sec): 3 clusters Score: Raw -41942.717784 + Penalty 1268.734786 = -40673.982998 nChanged 2 SP:Iteration 11Q (69.120234 sec): 3 clusters Score: Raw -41943.604257 + Penalty 1268.803187 = -40674.801070 nChanged 1 SP:Iteration 12Q (69.121912 sec): 3 clusters Score: Raw -41943.932330 + Penalty 1268.664157 = -40675.268173 nChanged 1 SP:Iteration 13Q (69.123562 sec): 3 clusters Score: Raw -41944.246031 + Penalty 1268.740737 = -40675.505294 nChanged 1 SP:Iteration 14Q (69.125190 sec): 3 clusters Score: Raw -41944.302759 + Penalty 1268.740737 = -40675.562022 nChanged 0 SP:Iteration 15F (69.126843 sec): 3 clusters Score: Raw -41944.302759 + Penalty 1268.740737 = -40675.562022 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 15 (146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.128790 sec): 2 clusters Score: Raw -7028.923481 + Penalty 303.396852 = -6725.526628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.129279 sec): 3 clusters Score: Raw -6975.946073 + Penalty 603.591502 = -6372.354571 nChanged 32 SP:Iteration 1F (69.129738 sec): 3 clusters Score: Raw -7005.291303 + Penalty 602.651566 = -6402.639737 nChanged 9 SP:Iteration 2F (69.130197 sec): 3 clusters Score: Raw -7014.534931 + Penalty 604.073460 = -6410.461471 nChanged 3 SP:Iteration 3Q (69.130653 sec): 3 clusters Score: Raw -7016.752519 + Penalty 603.863616 = -6412.888903 nChanged 3 SP:Iteration 4Q (69.131106 sec): 3 clusters Score: Raw -7017.916769 + Penalty 603.728890 = -6414.187879 nChanged 1 SP:Iteration 5Q (69.131559 sec): 3 clusters Score: Raw -7018.110540 + Penalty 603.728890 = -6414.381650 nChanged 0 SP:Iteration 6F (69.132015 sec): 3 clusters Score: Raw -7018.110540 + Penalty 603.728890 = -6414.381650 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 16 (503 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.133964 sec): 2 clusters Score: Raw -22409.546141 + Penalty 493.699814 = -21915.846327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.135109 sec): 3 clusters Score: Raw -22198.364942 + Penalty 995.236028 = -21203.128915 nChanged 162 SP:Iteration 1F (69.136178 sec): 3 clusters Score: Raw -22327.917662 + Penalty 1004.110928 = -21323.806734 nChanged 49 SP:Iteration 2F (69.137281 sec): 3 clusters Score: Raw -22374.392753 + Penalty 1009.443960 = -21364.948793 nChanged 19 SP:Iteration 3Q (69.138342 sec): 3 clusters Score: Raw -22385.771174 + Penalty 1013.302521 = -21372.468653 nChanged 14 SP:Iteration 4Q (69.139401 sec): 3 clusters Score: Raw -22393.236761 + Penalty 1017.970348 = -21375.266413 nChanged 7 SP:Iteration 5Q (69.140461 sec): 3 clusters Score: Raw -22397.341056 + Penalty 1020.682690 = -21376.658367 nChanged 5 SP:Iteration 6Q (69.141520 sec): 3 clusters Score: Raw -22398.506449 + Penalty 1023.269609 = -21375.236841 nChanged 6 SP:Iteration 7F (69.142588 sec): 3 clusters Score: Raw -22401.575392 + Penalty 1024.889081 = -21376.686311 nChanged 4 SP:Iteration 8Q (69.143646 sec): 3 clusters Score: Raw -22403.653493 + Penalty 1026.913806 = -21376.739686 nChanged 5 SP:Iteration 9Q (69.144703 sec): 3 clusters Score: Raw -22406.291620 + Penalty 1029.584353 = -21376.707267 nChanged 5 SP:Iteration 10F (69.145770 sec): 3 clusters Score: Raw -22408.543865 + Penalty 1030.724156 = -21377.819709 nChanged 2 SP:Iteration 11Q (69.146827 sec): 3 clusters Score: Raw -22409.367738 + Penalty 1029.740716 = -21379.627022 nChanged 1 SP:Iteration 12Q (69.147884 sec): 3 clusters Score: Raw -22411.340003 + Penalty 1029.950879 = -21381.389123 nChanged 3 SP:Iteration 13Q (69.148933 sec): 3 clusters Score: Raw -22415.946829 + Penalty 1030.696786 = -21385.250043 nChanged 2 SP:Iteration 14Q (69.149977 sec): 3 clusters Score: Raw -22416.607468 + Penalty 1031.777596 = -21384.829872 nChanged 1 SP:Iteration 15F (69.151048 sec): 3 clusters Score: Raw -22416.820927 + Penalty 1031.777596 = -21385.043331 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 17 (143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.151884 sec): 2 clusters Score: Raw -6364.528022 + Penalty 376.084992 = -5988.443029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.152344 sec): 3 clusters Score: Raw -6343.085505 + Penalty 752.118698 = -5590.966808 nChanged 20 SP:Iteration 1F (69.152818 sec): 3 clusters Score: Raw -6375.108499 + Penalty 751.977013 = -5623.131486 nChanged 7 SP:Iteration 2Q (69.153290 sec): 3 clusters Score: Raw -6380.966909 + Penalty 752.346464 = -5628.620445 nChanged 3 SP:Iteration 3Q (69.153743 sec): 3 clusters Score: Raw -6384.398577 + Penalty 752.576226 = -5631.822351 nChanged 4 SP:Iteration 4Q (69.154195 sec): 3 clusters Score: Raw -6390.343449 + Penalty 752.579263 = -5637.764187 nChanged 1 SP:Iteration 5Q (69.154646 sec): 3 clusters Score: Raw -6391.178522 + Penalty 752.579263 = -5638.599260 nChanged 0 SP:Iteration 6F (69.155126 sec): 3 clusters Score: Raw -6391.178522 + Penalty 752.579263 = -5638.599260 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 18 (191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.156125 sec): 2 clusters Score: Raw -7215.320171 + Penalty 337.856681 = -6877.463490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.156693 sec): 3 clusters Score: Raw -7152.093410 + Penalty 674.554750 = -6477.538661 nChanged 40 SP:Iteration 1F (69.157251 sec): 3 clusters Score: Raw -7190.038821 + Penalty 677.140955 = -6512.897866 nChanged 12 SP:Iteration 2F (69.157807 sec): 3 clusters Score: Raw -7204.492744 + Penalty 678.354337 = -6526.138407 nChanged 7 SP:Iteration 3Q (69.158357 sec): 3 clusters Score: Raw -7212.101317 + Penalty 680.079262 = -6532.022055 nChanged 3 SP:Iteration 4Q (69.158905 sec): 3 clusters Score: Raw -7215.858063 + Penalty 680.194929 = -6535.663134 nChanged 1 SP:Iteration 5Q (69.159453 sec): 3 clusters Score: Raw -7217.018528 + Penalty 681.780534 = -6535.237994 nChanged 2 SP:Iteration 6F (69.160008 sec): 3 clusters Score: Raw -7221.125432 + Penalty 683.556532 = -6537.568900 nChanged 4 SP:Iteration 7Q (69.160563 sec): 3 clusters Score: Raw -7225.911858 + Penalty 686.908706 = -6539.003151 nChanged 6 SP:Iteration 8Q (69.161171 sec): 3 clusters Score: Raw -7235.156274 + Penalty 687.350765 = -6547.805508 nChanged 3 SP:Iteration 9Q (69.161812 sec): 3 clusters Score: Raw -7238.860554 + Penalty 684.907671 = -6553.952882 nChanged 3 SP:Iteration 10F (69.162368 sec): 3 clusters Score: Raw -7241.031932 + Penalty 684.907671 = -6556.124261 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 19 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.162939 sec): 2 clusters Score: Raw -1848.838423 + Penalty 226.548213 = -1622.290210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.163226 sec): 3 clusters Score: Raw -1860.702530 + Penalty 470.278151 = -1390.424379 nChanged 2 SP:Iteration 1Q (69.163506 sec): 3 clusters Score: Raw -1869.738783 + Penalty 475.224259 = -1394.514523 nChanged 1 SP:Iteration 2Q (69.163779 sec): 3 clusters Score: Raw -1870.552468 + Penalty 475.224259 = -1395.328208 nChanged 0 SP:Iteration 3F (69.164058 sec): 3 clusters Score: Raw -1870.552468 + Penalty 475.224259 = -1395.328208 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 20 (788 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.166770 sec): 2 clusters Score: Raw -39594.942262 + Penalty 810.663985 = -38784.278277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.168445 sec): 3 clusters Score: Raw -39234.557430 + Penalty 1620.252481 = -37614.304949 nChanged 242 SP:Iteration 1F (69.170007 sec): 3 clusters Score: Raw -39378.612333 + Penalty 1619.845089 = -37758.767244 nChanged 66 SP:Iteration 2F (69.171548 sec): 3 clusters Score: Raw -39438.113212 + Penalty 1619.721217 = -37818.391994 nChanged 38 SP:Iteration 3Q (69.173094 sec): 3 clusters Score: Raw -39471.986788 + Penalty 1619.874175 = -37852.112613 nChanged 23 SP:Iteration 4Q (69.174626 sec): 3 clusters Score: Raw -39491.380032 + Penalty 1619.771384 = -37871.608648 nChanged 23 SP:Iteration 5Q (69.176197 sec): 3 clusters Score: Raw -39505.892802 + Penalty 1619.829712 = -37886.063090 nChanged 14 SP:Iteration 6Q (69.177749 sec): 3 clusters Score: Raw -39512.762328 + Penalty 1619.730161 = -37893.032167 nChanged 4 SP:Iteration 7Q (69.179281 sec): 3 clusters Score: Raw -39516.280013 + Penalty 1619.691323 = -37896.588691 nChanged 4 SP:Iteration 8Q (69.180810 sec): 3 clusters Score: Raw -39519.599654 + Penalty 1619.635829 = -37899.963826 nChanged 3 SP:Iteration 9Q (69.182367 sec): 3 clusters Score: Raw -39522.085227 + Penalty 1619.614184 = -37902.471042 nChanged 2 SP:Iteration 10F (69.183926 sec): 3 clusters Score: Raw -39523.463244 + Penalty 1619.682855 = -37903.780390 nChanged 1 SP:Iteration 11Q (69.185450 sec): 3 clusters Score: Raw -39524.440046 + Penalty 1619.801456 = -37904.638589 nChanged 2 SP:Iteration 12Q (69.186972 sec): 3 clusters Score: Raw -39525.738573 + Penalty 1619.763959 = -37905.974614 nChanged 3 SP:Iteration 13Q (69.188497 sec): 3 clusters Score: Raw -39526.937075 + Penalty 1619.507941 = -37907.429134 nChanged 3 SP:Iteration 14Q (69.190079 sec): 3 clusters Score: Raw -39528.004334 + Penalty 1619.652149 = -37908.352184 nChanged 1 SP:Iteration 15Q (69.191634 sec): 3 clusters Score: Raw -39529.383853 + Penalty 1619.601637 = -37909.782217 nChanged 1 SP:Iteration 16Q (69.193181 sec): 3 clusters Score: Raw -39529.536771 + Penalty 1619.601637 = -37909.935135 nChanged 0 SP:Iteration 17F (69.194735 sec): 3 clusters Score: Raw -39529.536771 + Penalty 1619.601637 = -37909.935135 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 21 (603 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.196929 sec): 2 clusters Score: Raw -19262.533281 + Penalty 934.898167 = -18327.635114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.198224 sec): 3 clusters Score: Raw -19132.789419 + Penalty 1868.380721 = -17264.408699 nChanged 166 SP:Iteration 1F (69.199477 sec): 3 clusters Score: Raw -19305.619676 + Penalty 1867.254699 = -17438.364978 nChanged 43 SP:Iteration 2F (69.200771 sec): 3 clusters Score: Raw -19356.134184 + Penalty 1867.046680 = -17489.087504 nChanged 25 SP:Iteration 3Q (69.202051 sec): 3 clusters Score: Raw -19388.457398 + Penalty 1867.587301 = -17520.870098 nChanged 10 SP:Iteration 4Q (69.203257 sec): 3 clusters Score: Raw -19399.169377 + Penalty 1867.440642 = -17531.728735 nChanged 4 SP:Iteration 5Q (69.204485 sec): 3 clusters Score: Raw -19402.342132 + Penalty 1867.256211 = -17535.085921 nChanged 1 SP:Iteration 6Q (69.205707 sec): 3 clusters Score: Raw -19403.200988 + Penalty 1867.173914 = -17536.027075 nChanged 1 SP:Iteration 7Q (69.206907 sec): 3 clusters Score: Raw -19404.027251 + Penalty 1867.173914 = -17536.853337 nChanged 0 SP:Iteration 8F (69.208214 sec): 3 clusters Score: Raw -19404.027251 + Penalty 1867.173914 = -17536.853337 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 23 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.208748 sec): 2 clusters Score: Raw -529.675391 + Penalty 233.257302 = -296.418089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.208993 sec): 3 clusters Score: Raw -555.552132 + Penalty 471.830835 = -83.721298 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 24 (476 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.210898 sec): 2 clusters Score: Raw -21099.509357 + Penalty 857.561776 = -20241.947581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.211985 sec): 3 clusters Score: Raw -20980.614970 + Penalty 1715.020416 = -19265.594554 nChanged 102 SP:Iteration 1F (69.213023 sec): 3 clusters Score: Raw -21091.915438 + Penalty 1716.787868 = -19375.127570 nChanged 32 SP:Iteration 2F (69.214045 sec): 3 clusters Score: Raw -21135.006166 + Penalty 1719.292107 = -19415.714059 nChanged 19 SP:Iteration 3Q (69.215049 sec): 3 clusters Score: Raw -21162.043522 + Penalty 1722.376254 = -19439.667268 nChanged 19 SP:Iteration 4Q (69.216050 sec): 3 clusters Score: Raw -21181.388385 + Penalty 1726.265266 = -19455.123119 nChanged 14 SP:Iteration 5Q (69.217048 sec): 3 clusters Score: Raw -21195.188592 + Penalty 1728.253756 = -19466.934836 nChanged 10 SP:Iteration 6Q (69.218045 sec): 3 clusters Score: Raw -21215.407453 + Penalty 1731.084575 = -19484.322878 nChanged 7 SP:Iteration 7Q (69.219041 sec): 3 clusters Score: Raw -21230.377101 + Penalty 1731.093401 = -19499.283700 nChanged 4 SP:Iteration 8Q (69.220032 sec): 3 clusters Score: Raw -21239.309941 + Penalty 1732.559553 = -19506.750388 nChanged 6 SP:Iteration 9Q (69.221023 sec): 3 clusters Score: Raw -21245.462883 + Penalty 1733.449836 = -19512.013047 nChanged 6 SP:Iteration 10F (69.222043 sec): 3 clusters Score: Raw -21254.566766 + Penalty 1733.934768 = -19520.631998 nChanged 1 SP:Iteration 11Q (69.223029 sec): 3 clusters Score: Raw -21255.533916 + Penalty 1733.934768 = -19521.599149 nChanged 0 SP:Iteration 12F (69.224055 sec): 3 clusters Score: Raw -21255.533916 + Penalty 1733.934768 = -19521.599149 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 25 (264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.225213 sec): 2 clusters Score: Raw -11434.893092 + Penalty 901.841954 = -10533.051139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.225882 sec): 3 clusters Score: Raw -11509.140011 + Penalty 1803.993238 = -9705.146772 nChanged 39 SP:Iteration 1F (69.226540 sec): 3 clusters Score: Raw -11582.942405 + Penalty 1803.977097 = -9778.965308 nChanged 5 SP:Iteration 2Q (69.227168 sec): 3 clusters Score: Raw -11601.282180 + Penalty 1804.008480 = -9797.273700 nChanged 4 SP:Iteration 3Q (69.227813 sec): 3 clusters Score: Raw -11610.552158 + Penalty 1804.008480 = -9806.543679 nChanged 2 SP:Iteration 4Q (69.228434 sec): 3 clusters Score: Raw -11617.407132 + Penalty 1804.036265 = -9813.370867 nChanged 2 SP:Iteration 5Q (69.229055 sec): 3 clusters Score: Raw -11623.907817 + Penalty 1804.036265 = -9819.871552 nChanged 0 SP:Iteration 6F (69.229743 sec): 3 clusters Score: Raw -11623.907817 + Penalty 1804.036265 = -9819.871552 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 26 (111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.230500 sec): 2 clusters Score: Raw -5368.500534 + Penalty 701.724776 = -4666.775758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.230917 sec): 3 clusters Score: Raw -5482.251039 + Penalty 1406.045980 = -4076.205059 nChanged 7 SP:Iteration 1F (69.231328 sec): 3 clusters Score: Raw -5513.026894 + Penalty 1405.961461 = -4107.065433 nChanged 1 SP:Iteration 2Q (69.231716 sec): 3 clusters Score: Raw -5516.437398 + Penalty 1405.961461 = -4110.475937 nChanged 0 SP:Iteration 3F (69.232125 sec): 3 clusters Score: Raw -5516.437398 + Penalty 1405.961461 = -4110.475937 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 27 (107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.232872 sec): 2 clusters Score: Raw -4275.608106 + Penalty 529.326736 = -3746.281369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.233275 sec): 3 clusters Score: Raw -4315.175923 + Penalty 1057.585967 = -3257.589956 nChanged 7 SP:Iteration 1F (69.233671 sec): 3 clusters Score: Raw -4332.109130 + Penalty 1057.345237 = -3274.763893 nChanged 3 SP:Iteration 2Q (69.234052 sec): 3 clusters Score: Raw -4340.735171 + Penalty 1057.345237 = -3283.389933 nChanged 0 SP:Iteration 3F (69.234448 sec): 3 clusters Score: Raw -4340.735171 + Penalty 1057.345237 = -3283.389933 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 28 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.235475 sec): 2 clusters Score: Raw -10227.239053 + Penalty 751.123249 = -9476.115804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.236062 sec): 3 clusters Score: Raw -10246.619454 + Penalty 1502.645303 = -8743.974151 nChanged 23 SP:Iteration 1F (69.236639 sec): 3 clusters Score: Raw -10294.886302 + Penalty 1502.872601 = -8792.013702 nChanged 4 SP:Iteration 2Q (69.237196 sec): 3 clusters Score: Raw -10304.304855 + Penalty 1502.658439 = -8801.646415 nChanged 1 SP:Iteration 3Q (69.237749 sec): 3 clusters Score: Raw -10306.089919 + Penalty 1502.658439 = -8803.431480 nChanged 0 SP:Iteration 4F (69.238324 sec): 3 clusters Score: Raw -10306.089919 + Penalty 1502.658439 = -8803.431480 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 30 (424 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.239838 sec): 2 clusters Score: Raw -17488.287272 + Penalty 130.560610 = -17357.726663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.240794 sec): 3 clusters Score: Raw -17241.138233 + Penalty 274.876482 = -16966.261751 nChanged 175 SP:Iteration 1F (69.241728 sec): 3 clusters Score: Raw -17427.966586 + Penalty 288.359898 = -17139.606689 nChanged 54 SP:Iteration 2F (69.242658 sec): 3 clusters Score: Raw -17457.307869 + Penalty 296.571231 = -17160.736637 nChanged 15 SP:Iteration 3Q (69.243582 sec): 3 clusters Score: Raw -17466.960993 + Penalty 299.897497 = -17167.063497 nChanged 8 SP:Iteration 4Q (69.244505 sec): 3 clusters Score: Raw -17469.913861 + Penalty 303.620983 = -17166.292877 nChanged 5 SP:Iteration 5F (69.245436 sec): 3 clusters Score: Raw -17473.094114 + Penalty 319.327365 = -17153.766749 nChanged 13 SP:Iteration 6F (69.246362 sec): 3 clusters Score: Raw -17483.933557 + Penalty 335.318957 = -17148.614600 nChanged 11 SP:Iteration 7F (69.247289 sec): 3 clusters Score: Raw -17491.778203 + Penalty 367.257911 = -17124.520292 nChanged 12 SP:Iteration 8F (69.248214 sec): 3 clusters Score: Raw -17502.999477 + Penalty 392.125880 = -17110.873598 nChanged 8 SP:Iteration 9F (69.249139 sec): 3 clusters Score: Raw -17507.663885 + Penalty 403.683429 = -17103.980456 nChanged 4 SP:Iteration 10F (69.250095 sec): 3 clusters Score: Raw -17512.331044 + Penalty 423.364706 = -17088.966338 nChanged 5 SP:Iteration 11F (69.251024 sec): 3 clusters Score: Raw -17520.070908 + Penalty 442.607978 = -17077.462930 nChanged 3 SP:Iteration 12F (69.251953 sec): 3 clusters Score: Raw -17525.967471 + Penalty 461.452638 = -17064.514833 nChanged 4 SP:Iteration 13F (69.252879 sec): 3 clusters Score: Raw -17530.580855 + Penalty 463.631394 = -17066.949461 nChanged 3 SP:Iteration 14Q (69.253793 sec): 3 clusters Score: Raw -17532.513473 + Penalty 469.833212 = -17062.680262 nChanged 1 SP:Iteration 15F (69.254714 sec): 3 clusters Score: Raw -17533.505668 + Penalty 494.801451 = -17038.704216 nChanged 2 SP:Iteration 16F (69.255645 sec): 3 clusters Score: Raw -17536.314032 + Penalty 561.273959 = -16975.040073 nChanged 5 SP:Iteration 17F (69.256570 sec): 3 clusters Score: Raw -17544.170358 + Penalty 577.803338 = -16966.367019 nChanged 1 SP:Iteration 18F (69.257503 sec): 3 clusters Score: Raw -17545.620564 + Penalty 577.803338 = -16967.817225 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 31 (1165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.263651 sec): 2 clusters Score: Raw -53398.148150 + Penalty 498.665480 = -52899.482670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.266030 sec): 3 clusters Score: Raw -52737.508014 + Penalty 1017.128003 = -51720.380011 nChanged 449 SP:Iteration 1F (69.268368 sec): 3 clusters Score: Raw -53158.729083 + Penalty 1046.881947 = -52111.847136 nChanged 171 SP:Iteration 2F (69.270710 sec): 3 clusters Score: Raw -53283.741900 + Penalty 1062.245335 = -52221.496564 nChanged 55 SP:Iteration 3Q (69.272919 sec): 3 clusters Score: Raw -53331.203747 + Penalty 1075.223887 = -52255.979860 nChanged 42 SP:Iteration 4Q (69.275093 sec): 3 clusters Score: Raw -53359.303368 + Penalty 1087.047550 = -52272.255818 nChanged 25 SP:Iteration 5Q (69.277224 sec): 3 clusters Score: Raw -53373.379465 + Penalty 1095.533700 = -52277.845765 nChanged 15 SP:Iteration 6Q (69.279342 sec): 3 clusters Score: Raw -53382.864834 + Penalty 1100.214277 = -52282.650557 nChanged 10 SP:Iteration 7Q (69.281493 sec): 3 clusters Score: Raw -53394.109664 + Penalty 1107.934334 = -52286.175331 nChanged 11 SP:Iteration 8Q (69.283634 sec): 3 clusters Score: Raw -53404.320917 + Penalty 1111.972287 = -52292.348630 nChanged 10 SP:Iteration 9Q (69.285781 sec): 3 clusters Score: Raw -53410.832472 + Penalty 1114.361453 = -52296.471019 nChanged 6 SP:Iteration 10F (69.288072 sec): 3 clusters Score: Raw -53416.927408 + Penalty 1117.215724 = -52299.711684 nChanged 7 SP:Iteration 11Q (69.290181 sec): 3 clusters Score: Raw -53423.025631 + Penalty 1120.090265 = -52302.935367 nChanged 12 SP:Iteration 12Q (69.295261 sec): 3 clusters Score: Raw -53441.486589 + Penalty 1128.268133 = -52313.218456 nChanged 13 SP:Iteration 13Q (69.299143 sec): 3 clusters Score: Raw -53456.441933 + Penalty 1136.037019 = -52320.404914 nChanged 14 SP:Iteration 14Q (69.302418 sec): 3 clusters Score: Raw -53467.975054 + Penalty 1139.308620 = -52328.666434 nChanged 10 SP:Iteration 15Q (69.304748 sec): 3 clusters Score: Raw -53473.572812 + Penalty 1141.526118 = -52332.046694 nChanged 8 SP:Iteration 16Q (69.306746 sec): 3 clusters Score: Raw -53479.042057 + Penalty 1143.685132 = -52335.356925 nChanged 6 SP:Iteration 17Q (69.308701 sec): 3 clusters Score: Raw -53482.074379 + Penalty 1144.699421 = -52337.374958 nChanged 1 SP:Iteration 18Q (69.310649 sec): 3 clusters Score: Raw -53483.341480 + Penalty 1145.845650 = -52337.495829 nChanged 4 SP:Iteration 19Q (69.312592 sec): 3 clusters Score: Raw -53485.854830 + Penalty 1145.981232 = -52339.873598 nChanged 3 SP:Iteration 20F (69.314769 sec): 3 clusters Score: Raw -53486.659347 + Penalty 1145.686899 = -52340.972448 nChanged 5 SP:Iteration 21Q (69.316700 sec): 3 clusters Score: Raw -53488.529011 + Penalty 1144.402089 = -52344.126922 nChanged 6 SP:Iteration 22Q (69.318665 sec): 3 clusters Score: Raw -53496.013470 + Penalty 1144.966565 = -52351.046905 nChanged 2 SP:Iteration 23Q (69.320570 sec): 3 clusters Score: Raw -53497.353390 + Penalty 1148.357858 = -52348.995532 nChanged 3 SP:Iteration 24F (69.322749 sec): 3 clusters Score: Raw -53498.459026 + Penalty 1148.357858 = -52350.101168 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 32 (131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.328670 sec): 2 clusters Score: Raw -5641.875059 + Penalty 355.253259 = -5286.621800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.329144 sec): 3 clusters Score: Raw -5624.920532 + Penalty 704.965195 = -4919.955338 nChanged 21 SP:Iteration 1F (69.329606 sec): 3 clusters Score: Raw -5666.141954 + Penalty 699.146991 = -4966.994964 nChanged 12 SP:Iteration 2F (69.330049 sec): 3 clusters Score: Raw -5680.122820 + Penalty 702.015820 = -4978.107000 nChanged 2 SP:Iteration 3Q (69.330475 sec): 3 clusters Score: Raw -5681.539269 + Penalty 703.705474 = -4977.833795 nChanged 1 SP:Iteration 4F (69.330907 sec): 3 clusters Score: Raw -5682.492343 + Penalty 705.794381 = -4976.697963 nChanged 1 SP:Iteration 5F (69.331339 sec): 3 clusters Score: Raw -5683.888797 + Penalty 705.794381 = -4978.094416 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 33 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.332672 sec): 2 clusters Score: Raw -7135.237738 + Penalty 592.269802 = -6542.967936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.333195 sec): 3 clusters Score: Raw -7167.257974 + Penalty 1183.117470 = -5984.140504 nChanged 26 SP:Iteration 1F (69.333692 sec): 3 clusters Score: Raw -7209.357693 + Penalty 1184.759820 = -6024.597873 nChanged 5 SP:Iteration 2Q (69.334170 sec): 3 clusters Score: Raw -7214.692675 + Penalty 1185.815869 = -6028.876806 nChanged 2 SP:Iteration 3Q (69.334648 sec): 3 clusters Score: Raw -7215.806190 + Penalty 1187.247338 = -6028.558852 nChanged 2 SP:Iteration 4F (69.335141 sec): 3 clusters Score: Raw -7217.339193 + Penalty 1188.623853 = -6028.715341 nChanged 2 SP:Iteration 5Q (69.335619 sec): 3 clusters Score: Raw -7218.743266 + Penalty 1190.381619 = -6028.361647 nChanged 2 SP:Iteration 6F (69.336110 sec): 3 clusters Score: Raw -7220.855896 + Penalty 1193.154493 = -6027.701403 nChanged 3 SP:Iteration 7F (69.336603 sec): 3 clusters Score: Raw -7224.756888 + Penalty 1195.703603 = -6029.053285 nChanged 2 SP:Iteration 8Q (69.337079 sec): 3 clusters Score: Raw -7227.085777 + Penalty 1196.655353 = -6030.430425 nChanged 1 SP:Iteration 9Q (69.337555 sec): 3 clusters Score: Raw -7228.753674 + Penalty 1196.655353 = -6032.098321 nChanged 0 SP:Iteration 10F (69.338047 sec): 3 clusters Score: Raw -7228.753674 + Penalty 1196.655353 = -6032.098321 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 34 (1337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.345095 sec): 2 clusters Score: Raw -66860.544024 + Penalty 563.129330 = -66297.414693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.347635 sec): 3 clusters Score: Raw -66114.870315 + Penalty 1127.346234 = -64987.524081 nChanged 531 SP:Iteration 1F (69.350131 sec): 3 clusters Score: Raw -66428.335489 + Penalty 1132.214665 = -65296.120824 nChanged 146 SP:Iteration 2F (69.352628 sec): 3 clusters Score: Raw -66531.773071 + Penalty 1134.369793 = -65397.403278 nChanged 92 SP:Iteration 3F (69.355121 sec): 3 clusters Score: Raw -66607.318320 + Penalty 1141.119149 = -65466.199172 nChanged 69 SP:Iteration 4F (69.357751 sec): 3 clusters Score: Raw -66649.485114 + Penalty 1145.290696 = -65504.194417 nChanged 54 SP:Iteration 5Q (69.360248 sec): 3 clusters Score: Raw -66681.001671 + Penalty 1147.808589 = -65533.193082 nChanged 43 SP:Iteration 6Q (69.365650 sec): 3 clusters Score: Raw -66707.348060 + Penalty 1156.768171 = -65550.579888 nChanged 49 SP:Iteration 7Q (69.369660 sec): 3 clusters Score: Raw -66737.091246 + Penalty 1166.819975 = -65570.271270 nChanged 40 SP:Iteration 8Q (69.372701 sec): 3 clusters Score: Raw -66769.077823 + Penalty 1179.037425 = -65590.040398 nChanged 29 SP:Iteration 9Q (69.375151 sec): 3 clusters Score: Raw -66787.230436 + Penalty 1189.291372 = -65597.939064 nChanged 30 SP:Iteration 10F (69.377624 sec): 3 clusters Score: Raw -66810.746423 + Penalty 1193.233162 = -65617.513262 nChanged 30 SP:Iteration 11Q (69.379897 sec): 3 clusters Score: Raw -66836.294987 + Penalty 1211.772847 = -65624.522140 nChanged 29 SP:Iteration 12Q (69.382155 sec): 3 clusters Score: Raw -66859.820845 + Penalty 1227.503413 = -65632.317432 nChanged 20 SP:Iteration 13Q (69.384384 sec): 3 clusters Score: Raw -66874.772364 + Penalty 1245.632271 = -65629.140093 nChanged 15 SP:Iteration 14F (69.386845 sec): 3 clusters Score: Raw -66889.579782 + Penalty 1254.450184 = -65635.129598 nChanged 17 SP:Iteration 15Q (69.389054 sec): 3 clusters Score: Raw -66907.193969 + Penalty 1253.996937 = -65653.197032 nChanged 5 SP:Iteration 16Q (69.391263 sec): 3 clusters Score: Raw -66912.965554 + Penalty 1257.373347 = -65655.592208 nChanged 2 SP:Iteration 17Q (69.393430 sec): 3 clusters Score: Raw -66915.569020 + Penalty 1261.486259 = -65654.082761 nChanged 3 SP:Iteration 18F (69.395890 sec): 3 clusters Score: Raw -66918.266816 + Penalty 1261.486259 = -65656.780557 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 35 (113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.398271 sec): 2 clusters Score: Raw -3901.179969 + Penalty 291.577104 = -3609.602865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.398696 sec): 3 clusters Score: Raw -3901.609829 + Penalty 572.937476 = -3328.672353 nChanged 22 SP:Iteration 1F (69.399110 sec): 3 clusters Score: Raw -3936.728415 + Penalty 568.834668 = -3367.893746 nChanged 9 SP:Iteration 2F (69.399516 sec): 3 clusters Score: Raw -3951.887977 + Penalty 569.374094 = -3382.513883 nChanged 1 SP:Iteration 3Q (69.399909 sec): 3 clusters Score: Raw -3952.248571 + Penalty 569.374094 = -3382.874477 nChanged 0 SP:Iteration 4F (69.400327 sec): 3 clusters Score: Raw -3952.248571 + Penalty 569.374094 = -3382.874477 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 36 (92 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.401078 sec): 2 clusters Score: Raw -4637.511081 + Penalty 347.643924 = -4289.867156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.401458 sec): 3 clusters Score: Raw -4606.968945 + Penalty 689.091649 = -3917.877295 nChanged 13 SP:Iteration 1F (69.401829 sec): 3 clusters Score: Raw -4624.834501 + Penalty 689.708860 = -3935.125640 nChanged 4 SP:Iteration 2Q (69.402196 sec): 3 clusters Score: Raw -4631.645567 + Penalty 691.547275 = -3940.098292 nChanged 2 SP:Iteration 3Q (69.402562 sec): 3 clusters Score: Raw -4636.075280 + Penalty 691.547275 = -3944.528005 nChanged 0 SP:Iteration 4F (69.402929 sec): 3 clusters Score: Raw -4636.075280 + Penalty 691.547275 = -3944.528005 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 37 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.403415 sec): 2 clusters Score: Raw -393.695864 + Penalty 163.183966 = -230.511898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.403637 sec): 3 clusters Score: Raw -395.328202 + Penalty 322.339336 = -72.988867 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 38 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.404109 sec): 2 clusters Score: Raw -225.036088 + Penalty 118.820725 = -106.215364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.404306 sec): 2 clusters Score: Raw -225.036088 + Penalty 118.820725 = -106.215364 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 39 (83 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.405034 sec): 2 clusters Score: Raw -4042.727247 + Penalty 366.823143 = -3675.904104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.405409 sec): 3 clusters Score: Raw -4024.815220 + Penalty 733.384089 = -3291.431131 nChanged 14 SP:Iteration 1F (69.405777 sec): 3 clusters Score: Raw -4038.154568 + Penalty 732.717128 = -3305.437440 nChanged 2 SP:Iteration 2Q (69.406140 sec): 3 clusters Score: Raw -4039.913995 + Penalty 732.329916 = -3307.584079 nChanged 1 SP:Iteration 3Q (69.406500 sec): 3 clusters Score: Raw -4041.462850 + Penalty 732.329916 = -3309.132934 nChanged 0 SP:Iteration 4F (69.406876 sec): 3 clusters Score: Raw -4041.462850 + Penalty 732.329916 = -3309.132934 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 41 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.407456 sec): 2 clusters Score: Raw -2057.582866 + Penalty 359.390580 = -1698.192285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.407747 sec): 3 clusters Score: Raw -2097.489769 + Penalty 719.311233 = -1378.178536 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 46 (235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.409229 sec): 2 clusters Score: Raw -11361.490436 + Penalty 634.359112 = -10727.131325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.409847 sec): 3 clusters Score: Raw -11313.447949 + Penalty 1269.639591 = -10043.808358 nChanged 41 SP:Iteration 1F (69.410458 sec): 3 clusters Score: Raw -11365.133974 + Penalty 1270.924842 = -10094.209132 nChanged 10 SP:Iteration 2Q (69.411082 sec): 3 clusters Score: Raw -11382.697478 + Penalty 1272.781018 = -10109.916460 nChanged 10 SP:Iteration 3Q (69.411680 sec): 3 clusters Score: Raw -11396.332069 + Penalty 1273.846008 = -10122.486061 nChanged 3 SP:Iteration 4Q (69.412275 sec): 3 clusters Score: Raw -11398.458590 + Penalty 1277.097631 = -10121.360960 nChanged 4 SP:Iteration 5F (69.412884 sec): 3 clusters Score: Raw -11401.102469 + Penalty 1279.102889 = -10121.999581 nChanged 4 SP:Iteration 6Q (69.413486 sec): 3 clusters Score: Raw -11407.782755 + Penalty 1279.102889 = -10128.679866 nChanged 0 SP:Iteration 7F (69.414090 sec): 3 clusters Score: Raw -11407.782755 + Penalty 1279.102889 = -10128.679866 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 47 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.414912 sec): 2 clusters Score: Raw -1357.545783 + Penalty 312.364169 = -1045.181614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.415185 sec): 3 clusters Score: Raw -1399.607580 + Penalty 627.285816 = -772.321764 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 50 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.415658 sec): 2 clusters Score: Raw -145.095579 + Penalty 88.576074 = -56.519505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.415868 sec): 3 clusters Score: Raw -139.928008 + Penalty 170.566722 = 30.638714 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 53 (296 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.417703 sec): 2 clusters Score: Raw -12907.121535 + Penalty 877.465893 = -12029.655641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.418456 sec): 3 clusters Score: Raw -12891.966374 + Penalty 1756.592698 = -11135.373676 nChanged 43 SP:Iteration 1F (69.419197 sec): 3 clusters Score: Raw -12968.126618 + Penalty 1756.636469 = -11211.490149 nChanged 9 SP:Iteration 2Q (69.419918 sec): 3 clusters Score: Raw -12985.802835 + Penalty 1756.962955 = -11228.839880 nChanged 8 SP:Iteration 3Q (69.420636 sec): 3 clusters Score: Raw -13002.942522 + Penalty 1757.069671 = -11245.872851 nChanged 6 SP:Iteration 4Q (69.421354 sec): 3 clusters Score: Raw -13020.633316 + Penalty 1756.831774 = -11263.801542 nChanged 1 SP:Iteration 5Q (69.422037 sec): 3 clusters Score: Raw -13025.833633 + Penalty 1757.311127 = -11268.522507 nChanged 2 SP:Iteration 6Q (69.422720 sec): 3 clusters Score: Raw -13028.573303 + Penalty 1757.475554 = -11271.097749 nChanged 1 SP:Iteration 7Q (69.423400 sec): 3 clusters Score: Raw -13032.955866 + Penalty 1757.623815 = -11275.332050 nChanged 2 SP:Iteration 8Q (69.424094 sec): 3 clusters Score: Raw -13039.830470 + Penalty 1757.657640 = -11282.172830 nChanged 3 SP:Iteration 9Q (69.424774 sec): 3 clusters Score: Raw -13045.504417 + Penalty 1757.596943 = -11287.907474 nChanged 2 SP:Iteration 10F (69.425486 sec): 3 clusters Score: Raw -13049.800563 + Penalty 1757.596943 = -11292.203620 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 55 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.426058 sec): 2 clusters Score: Raw -897.202010 + Penalty 255.305727 = -641.896284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.426311 sec): 3 clusters Score: Raw -934.813228 + Penalty 536.838714 = -397.974514 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 57 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.426938 sec): 2 clusters Score: Raw -3236.995651 + Penalty 405.612808 = -2831.382843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.427274 sec): 3 clusters Score: Raw -3244.433746 + Penalty 810.052422 = -2434.381324 nChanged 5 SP:Iteration 1F (69.427613 sec): 3 clusters Score: Raw -3259.257293 + Penalty 813.185862 = -2446.071431 nChanged 2 SP:Iteration 2Q (69.427937 sec): 3 clusters Score: Raw -3261.458070 + Penalty 811.609315 = -2449.848755 nChanged 1 SP:Iteration 3Q (69.428259 sec): 3 clusters Score: Raw -3263.892745 + Penalty 813.415066 = -2450.477679 nChanged 1 SP:Iteration 4Q (69.428581 sec): 3 clusters Score: Raw -3264.488035 + Penalty 816.376370 = -2448.111665 nChanged 1 SP:Iteration 5F (69.428908 sec): 3 clusters Score: Raw -3265.431222 + Penalty 816.376370 = -2449.054852 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 60 (61 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.429525 sec): 2 clusters Score: Raw -2747.356826 + Penalty 644.269784 = -2103.087042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.429849 sec): 3 clusters Score: Raw -2895.332047 + Penalty 1285.689338 = -1609.642709 nChanged 1 SP:Iteration 1Q (69.430144 sec): 3 clusters Score: Raw -2900.297360 + Penalty 1285.689338 = -1614.608021 nChanged 0 SP:Iteration 2F (69.430464 sec): 3 clusters Score: Raw -2900.297360 + Penalty 1285.689338 = -1614.608021 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 61 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.431036 sec): 2 clusters Score: Raw -1851.205766 + Penalty 375.420480 = -1475.785286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.431325 sec): 3 clusters Score: Raw -1929.659472 + Penalty 742.763571 = -1186.895901 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 63 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.431916 sec): 2 clusters Score: Raw -1939.275572 + Penalty 303.062863 = -1636.212708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.432213 sec): 3 clusters Score: Raw -1963.601619 + Penalty 604.952750 = -1358.648869 nChanged 5 SP:Iteration 1F (69.432503 sec): 3 clusters Score: Raw -1974.500137 + Penalty 604.952750 = -1369.547387 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 64 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.432984 sec): 2 clusters Score: Raw -103.344198 + Penalty 64.739213 = -38.604985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.433193 sec): 3 clusters Score: Raw -94.393616 + Penalty 129.478425 = 35.084810 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 66 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.433686 sec): 2 clusters Score: Raw -696.244015 + Penalty 238.202608 = -458.041407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.433922 sec): 3 clusters Score: Raw -718.253481 + Penalty 473.384055 = -244.869426 nChanged 1 SP:Iteration 1F (69.434151 sec): 3 clusters Score: Raw -722.402503 + Penalty 473.384055 = -249.018448 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 67 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.434624 sec): 2 clusters Score: Raw -338.218223 + Penalty 158.296477 = -179.921747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.434844 sec): 3 clusters Score: Raw -342.914998 + Penalty 315.998842 = -26.916155 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 69 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.435653 sec): 2 clusters Score: Raw -6320.828340 + Penalty 429.907736 = -5890.920604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.436095 sec): 3 clusters Score: Raw -6291.116847 + Penalty 864.480130 = -5426.636716 nChanged 26 SP:Iteration 1F (69.436530 sec): 3 clusters Score: Raw -6322.574519 + Penalty 866.696263 = -5455.878256 nChanged 7 SP:Iteration 2F (69.436964 sec): 3 clusters Score: Raw -6335.297296 + Penalty 869.813254 = -5465.484042 nChanged 4 SP:Iteration 3Q (69.437392 sec): 3 clusters Score: Raw -6340.012712 + Penalty 877.230903 = -5462.781809 nChanged 3 SP:Iteration 4F (69.437827 sec): 3 clusters Score: Raw -6344.583914 + Penalty 881.729175 = -5462.854739 nChanged 2 SP:Iteration 5Q (69.438251 sec): 3 clusters Score: Raw -6347.424141 + Penalty 883.800162 = -5463.623979 nChanged 2 SP:Iteration 6Q (69.438675 sec): 3 clusters Score: Raw -6349.122223 + Penalty 891.624188 = -5457.498035 nChanged 2 SP:Iteration 7F (69.439108 sec): 3 clusters Score: Raw -6354.143531 + Penalty 893.816911 = -5460.326619 nChanged 1 SP:Iteration 8Q (69.439529 sec): 3 clusters Score: Raw -6354.945280 + Penalty 893.816911 = -5461.128369 nChanged 0 SP:Iteration 9F (69.439963 sec): 3 clusters Score: Raw -6354.945280 + Penalty 893.816911 = -5461.128369 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 70 (97 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.440720 sec): 2 clusters Score: Raw -4491.721629 + Penalty 447.135153 = -4044.586477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.441120 sec): 3 clusters Score: Raw -4500.654863 + Penalty 895.249649 = -3605.405214 nChanged 6 SP:Iteration 1F (69.441511 sec): 3 clusters Score: Raw -4509.208503 + Penalty 895.249649 = -3613.958854 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 71 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.441992 sec): 2 clusters Score: Raw -426.746185 + Penalty 189.409936 = -237.336249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.442195 sec): 2 clusters Score: Raw -426.746185 + Penalty 189.409936 = -237.336249 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 73 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.442743 sec): 2 clusters Score: Raw -1715.267295 + Penalty 384.456105 = -1330.811190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.443017 sec): 3 clusters Score: Raw -1766.342345 + Penalty 748.635678 = -1017.706668 nChanged 2 SP:Iteration 1F (69.443287 sec): 3 clusters Score: Raw -1773.700685 + Penalty 748.635678 = -1025.065008 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 74 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.443842 sec): 2 clusters Score: Raw -1501.958054 + Penalty 375.909784 = -1126.048271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.444109 sec): 3 clusters Score: Raw -1585.274185 + Penalty 754.927472 = -830.346712 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 75 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.444654 sec): 2 clusters Score: Raw -1550.013003 + Penalty 326.007965 = -1224.005038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.444921 sec): 3 clusters Score: Raw -1595.541981 + Penalty 652.985691 = -942.556289 nChanged 1 SP:Iteration 1Q (69.445175 sec): 3 clusters Score: Raw -1601.307676 + Penalty 652.985691 = -948.321985 nChanged 0 SP:Iteration 2F (69.445437 sec): 3 clusters Score: Raw -1601.307676 + Penalty 652.985691 = -948.321985 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 77 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.445996 sec): 2 clusters Score: Raw -1938.770252 + Penalty 313.001952 = -1625.768300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.446280 sec): 3 clusters Score: Raw -1962.305405 + Penalty 629.202051 = -1333.103354 nChanged 2 SP:Iteration 1Q (69.446556 sec): 3 clusters Score: Raw -1966.363070 + Penalty 630.704376 = -1335.658694 nChanged 1 SP:Iteration 2Q (69.446831 sec): 3 clusters Score: Raw -1968.195820 + Penalty 630.704376 = -1337.491444 nChanged 0 SP:Iteration 3F (69.447108 sec): 3 clusters Score: Raw -1968.195820 + Penalty 630.704376 = -1337.491444 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 82 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.447580 sec): 2 clusters Score: Raw -292.967298 + Penalty 156.545099 = -136.422200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.447795 sec): 3 clusters Score: Raw -296.942698 + Penalty 317.666022 = 20.723324 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 83 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.448267 sec): 2 clusters Score: Raw -335.505389 + Penalty 157.729719 = -177.775671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.448486 sec): 3 clusters Score: Raw -342.611361 + Penalty 304.359010 = -38.252350 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 84 (119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.449268 sec): 2 clusters Score: Raw -6067.377623 + Penalty 545.893775 = -5521.483848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.449693 sec): 3 clusters Score: Raw -6095.465289 + Penalty 1094.767827 = -5000.697462 nChanged 9 SP:Iteration 1F (69.450113 sec): 3 clusters Score: Raw -6114.593328 + Penalty 1095.217388 = -5019.375940 nChanged 1 SP:Iteration 2Q (69.450527 sec): 3 clusters Score: Raw -6116.187484 + Penalty 1095.330285 = -5020.857199 nChanged 1 SP:Iteration 3Q (69.450934 sec): 3 clusters Score: Raw -6121.677815 + Penalty 1094.884404 = -5026.793411 nChanged 1 SP:Iteration 4Q (69.451342 sec): 3 clusters Score: Raw -6122.803498 + Penalty 1095.657011 = -5027.146486 nChanged 1 SP:Iteration 5Q (69.451749 sec): 3 clusters Score: Raw -6127.328622 + Penalty 1095.657011 = -5031.671610 nChanged 0 SP:Iteration 6F (69.452167 sec): 3 clusters Score: Raw -6127.328622 + Penalty 1095.657011 = -5031.671610 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 88 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.452639 sec): 2 clusters Score: Raw -236.101253 + Penalty 151.547039 = -84.554214 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.452874 sec): 3 clusters Score: Raw -240.628838 + Penalty 300.056252 = 59.427414 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 89 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.453366 sec): 2 clusters Score: Raw -645.551979 + Penalty 220.295856 = -425.256122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.453598 sec): 3 clusters Score: Raw -669.539637 + Penalty 434.639035 = -234.900602 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 93 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.454300 sec): 2 clusters Score: Raw -4038.259627 + Penalty 399.792780 = -3638.466847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.454676 sec): 3 clusters Score: Raw -4042.716730 + Penalty 825.602605 = -3217.114126 nChanged 12 SP:Iteration 1F (69.455039 sec): 3 clusters Score: Raw -4074.960376 + Penalty 828.818856 = -3246.141520 nChanged 2 SP:Iteration 2Q (69.455387 sec): 3 clusters Score: Raw -4077.411328 + Penalty 828.818856 = -3248.592472 nChanged 0 SP:Iteration 3F (69.455749 sec): 3 clusters Score: Raw -4077.411328 + Penalty 828.818856 = -3248.592472 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 94 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.456461 sec): 2 clusters Score: Raw -3106.179099 + Penalty 182.913948 = -2923.265152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.456845 sec): 3 clusters Score: Raw -3109.480796 + Penalty 366.411881 = -2743.068915 nChanged 19 SP:Iteration 1F (69.457234 sec): 3 clusters Score: Raw -3144.041132 + Penalty 365.216686 = -2778.824447 nChanged 9 SP:Iteration 2F (69.457617 sec): 3 clusters Score: Raw -3156.853857 + Penalty 363.837889 = -2793.015967 nChanged 3 SP:Iteration 3Q (69.457982 sec): 3 clusters Score: Raw -3160.853461 + Penalty 362.560985 = -2798.292476 nChanged 1 SP:Iteration 4Q (69.458344 sec): 3 clusters Score: Raw -3161.802005 + Penalty 362.560985 = -2799.241020 nChanged 0 SP:Iteration 5F (69.458719 sec): 3 clusters Score: Raw -3161.802005 + Penalty 362.560985 = -2799.241020 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 97 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.459241 sec): 2 clusters Score: Raw -904.920248 + Penalty 191.736755 = -713.183493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.459489 sec): 3 clusters Score: Raw -919.778355 + Penalty 404.002732 = -515.775624 nChanged 1 SP:Iteration 1Q (69.459729 sec): 3 clusters Score: Raw -921.523212 + Penalty 404.002732 = -517.520480 nChanged 0 SP:Iteration 2F (69.459972 sec): 3 clusters Score: Raw -921.523212 + Penalty 404.002732 = -517.520480 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 98 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.460472 sec): 2 clusters Score: Raw -635.000433 + Penalty 184.333181 = -450.667252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.460709 sec): 3 clusters Score: Raw -657.022025 + Penalty 372.509611 = -284.512414 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 99 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.461186 sec): 2 clusters Score: Raw -311.655962 + Penalty 154.428779 = -157.227183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.461402 sec): 3 clusters Score: Raw -305.982481 + Penalty 294.834368 = -11.148113 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 101 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.461911 sec): 2 clusters Score: Raw -967.516566 + Penalty 310.036734 = -657.479832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.462197 sec): 3 clusters Score: Raw -1005.189882 + Penalty 618.194067 = -386.995815 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 103 (379 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.464453 sec): 2 clusters Score: Raw -14707.577275 + Penalty 134.452837 = -14573.124438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.465356 sec): 3 clusters Score: Raw -14507.576927 + Penalty 270.508645 = -14237.068283 nChanged 132 SP:Iteration 1F (69.466225 sec): 3 clusters Score: Raw -14593.676232 + Penalty 268.641848 = -14325.034384 nChanged 58 SP:Iteration 2F (69.467100 sec): 3 clusters Score: Raw -14647.569514 + Penalty 268.614252 = -14378.955262 nChanged 36 SP:Iteration 3F (69.467977 sec): 3 clusters Score: Raw -14685.173086 + Penalty 269.010383 = -14416.162703 nChanged 26 SP:Iteration 4F (69.468828 sec): 3 clusters Score: Raw -14706.628991 + Penalty 269.033270 = -14437.595721 nChanged 12 SP:Iteration 5Q (69.469655 sec): 3 clusters Score: Raw -14720.999043 + Penalty 268.766529 = -14452.232515 nChanged 9 SP:Iteration 6Q (69.470486 sec): 3 clusters Score: Raw -14728.340841 + Penalty 267.921704 = -14460.419137 nChanged 5 SP:Iteration 7Q (69.471319 sec): 3 clusters Score: Raw -14730.933750 + Penalty 266.787010 = -14464.146740 nChanged 6 SP:Iteration 8Q (69.472147 sec): 3 clusters Score: Raw -14733.203574 + Penalty 266.093243 = -14467.110330 nChanged 5 SP:Iteration 9Q (69.472997 sec): 3 clusters Score: Raw -14734.077189 + Penalty 265.830503 = -14468.246686 nChanged 1 SP:Iteration 10F (69.473893 sec): 3 clusters Score: Raw -14734.261802 + Penalty 265.830503 = -14468.431299 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 104 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.474496 sec): 2 clusters Score: Raw -1451.846554 + Penalty 287.912817 = -1163.933737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.474771 sec): 3 clusters Score: Raw -1501.366053 + Penalty 568.256597 = -933.109455 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 105 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.475320 sec): 2 clusters Score: Raw -1363.262268 + Penalty 283.784539 = -1079.477729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.475593 sec): 3 clusters Score: Raw -1399.727573 + Penalty 567.627205 = -832.100369 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 106 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.476079 sec): 2 clusters Score: Raw -397.510077 + Penalty 157.247354 = -240.262723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.476304 sec): 3 clusters Score: Raw -418.017202 + Penalty 307.896813 = -110.120389 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 107 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.476770 sec): 2 clusters Score: Raw -188.419306 + Penalty 92.889767 = -95.529538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.476979 sec): 3 clusters Score: Raw -183.804124 + Penalty 163.228296 = -20.575829 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 112 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.477449 sec): 2 clusters Score: Raw -258.975307 + Penalty 157.405209 = -101.570098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.477671 sec): 3 clusters Score: Raw -251.420045 + Penalty 340.188860 = 88.768815 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 113 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.478152 sec): 2 clusters Score: Raw -456.188425 + Penalty 147.324927 = -308.863499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.478401 sec): 3 clusters Score: Raw -471.956177 + Penalty 299.720649 = -172.235529 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 118 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.478894 sec): 2 clusters Score: Raw -698.399213 + Penalty 232.644129 = -465.755085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.479127 sec): 3 clusters Score: Raw -712.739836 + Penalty 465.288257 = -247.451579 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 119 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.479645 sec): 2 clusters Score: Raw -1142.215647 + Penalty 300.700523 = -841.515124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.479898 sec): 3 clusters Score: Raw -1193.724127 + Penalty 602.404810 = -591.319317 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 121 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.480354 sec): 2 clusters Score: Raw -44.028913 + Penalty 0.000000 = -44.028913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.480547 sec): 2 clusters Score: Raw -44.028913 + Penalty 0.000000 = -44.028913 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 124 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.481031 sec): 2 clusters Score: Raw -463.309270 + Penalty 207.164719 = -256.144551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.481256 sec): 3 clusters Score: Raw -480.852767 + Penalty 414.329439 = -66.523328 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 125 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.481731 sec): 2 clusters Score: Raw -398.780925 + Penalty 200.748345 = -198.032580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.481954 sec): 3 clusters Score: Raw -403.609924 + Penalty 397.308072 = -6.301853 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 126 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.482469 sec): 2 clusters Score: Raw -1000.442427 + Penalty 236.827015 = -763.615412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.482721 sec): 3 clusters Score: Raw -1038.662345 + Penalty 483.367081 = -555.295265 nChanged 1 SP:Iteration 1Q (69.482967 sec): 3 clusters Score: Raw -1041.712638 + Penalty 483.367081 = -558.345557 nChanged 0 SP:Iteration 2F (69.483219 sec): 3 clusters Score: Raw -1041.712638 + Penalty 483.367081 = -558.345557 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 128 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.483696 sec): 2 clusters Score: Raw -457.939918 + Penalty 193.474195 = -264.465723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.483919 sec): 3 clusters Score: Raw -462.968030 + Penalty 387.227855 = -75.740175 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 129 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.484400 sec): 2 clusters Score: Raw -474.062961 + Penalty 167.000578 = -307.062383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.484625 sec): 3 clusters Score: Raw -473.277169 + Penalty 335.704244 = -137.572926 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 134 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.485092 sec): 2 clusters Score: Raw -259.510402 + Penalty 153.166825 = -106.343577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.485307 sec): 3 clusters Score: Raw -254.894575 + Penalty 310.830135 = 55.935560 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 136 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.485802 sec): 2 clusters Score: Raw -409.776157 + Penalty 215.737703 = -194.038454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.486026 sec): 3 clusters Score: Raw -437.316949 + Penalty 424.538180 = -12.778769 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 137 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.486488 sec): 2 clusters Score: Raw -149.527892 + Penalty 98.745921 = -50.781971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.486683 sec): 2 clusters Score: Raw -149.527892 + Penalty 98.745921 = -50.781971 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 139 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.487175 sec): 2 clusters Score: Raw -703.013803 + Penalty 264.188116 = -438.825687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.487410 sec): 3 clusters Score: Raw -729.805303 + Penalty 526.108695 = -203.696608 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 140 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.487930 sec): 2 clusters Score: Raw -969.720815 + Penalty 243.684017 = -726.036798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.488180 sec): 3 clusters Score: Raw -1002.423187 + Penalty 503.993213 = -498.429974 nChanged 1 SP:Iteration 1Q (69.488420 sec): 3 clusters Score: Raw -1011.960955 + Penalty 503.993213 = -507.967742 nChanged 0 SP:Iteration 2F (69.488667 sec): 3 clusters Score: Raw -1011.960955 + Penalty 503.993213 = -507.967742 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 143 (77 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.489323 sec): 2 clusters Score: Raw -3669.299366 + Penalty 541.257121 = -3128.042245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.489674 sec): 3 clusters Score: Raw -3720.575691 + Penalty 1083.825614 = -2636.750077 nChanged 3 SP:Iteration 1Q (69.490007 sec): 3 clusters Score: Raw -3730.856529 + Penalty 1081.114528 = -2649.742002 nChanged 3 SP:Iteration 2Q (69.490348 sec): 3 clusters Score: Raw -3749.724262 + Penalty 1081.114528 = -2668.609734 nChanged 0 SP:Iteration 3F (69.490693 sec): 3 clusters Score: Raw -3749.724262 + Penalty 1081.114528 = -2668.609734 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 145 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.491167 sec): 2 clusters Score: Raw -326.632900 + Penalty 165.723183 = -160.909717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.491382 sec): 3 clusters Score: Raw -318.420696 + Penalty 329.438985 = 11.018289 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 147 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.491848 sec): 2 clusters Score: Raw -195.124333 + Penalty 110.888668 = -84.235665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.492061 sec): 3 clusters Score: Raw -192.781477 + Penalty 221.777335 = 28.995858 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 149 (547 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.495140 sec): 2 clusters Score: Raw -30747.161816 + Penalty 909.239173 = -29837.922643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.496283 sec): 3 clusters Score: Raw -30575.335407 + Penalty 1818.609215 = -28756.726192 nChanged 132 SP:Iteration 1F (69.497437 sec): 3 clusters Score: Raw -30718.005849 + Penalty 1819.414295 = -28898.591553 nChanged 35 SP:Iteration 2F (69.498604 sec): 3 clusters Score: Raw -30760.983036 + Penalty 1820.505987 = -28940.477050 nChanged 19 SP:Iteration 3Q (69.499729 sec): 3 clusters Score: Raw -30783.303861 + Penalty 1821.242409 = -28962.061452 nChanged 8 SP:Iteration 4Q (69.500855 sec): 3 clusters Score: Raw -30792.043934 + Penalty 1821.913276 = -28970.130658 nChanged 4 SP:Iteration 5Q (69.501973 sec): 3 clusters Score: Raw -30795.625988 + Penalty 1822.043042 = -28973.582946 nChanged 1 SP:Iteration 6Q (69.503078 sec): 3 clusters Score: Raw -30795.938325 + Penalty 1822.424462 = -28973.513863 nChanged 2 SP:Iteration 7F (69.504228 sec): 3 clusters Score: Raw -30797.698347 + Penalty 1822.990499 = -28974.707847 nChanged 4 SP:Iteration 8Q (69.505374 sec): 3 clusters Score: Raw -30801.367437 + Penalty 1823.127131 = -28978.240306 nChanged 3 SP:Iteration 9Q (69.506490 sec): 3 clusters Score: Raw -30804.790850 + Penalty 1823.127131 = -28981.663720 nChanged 0 SP:Iteration 10F (69.507659 sec): 3 clusters Score: Raw -30804.790850 + Penalty 1823.127131 = -28981.663720 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 151 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.508625 sec): 2 clusters Score: Raw -725.791839 + Penalty 278.867684 = -446.924155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.508867 sec): 3 clusters Score: Raw -751.143822 + Penalty 564.048802 = -187.095020 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 160 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.509345 sec): 2 clusters Score: Raw -325.328365 + Penalty 112.826926 = -212.501439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.509564 sec): 3 clusters Score: Raw -328.615855 + Penalty 244.401454 = -84.214401 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 162 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.510058 sec): 2 clusters Score: Raw -722.803076 + Penalty 254.953847 = -467.849229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.510292 sec): 3 clusters Score: Raw -747.486611 + Penalty 507.563424 = -239.923186 nChanged 1 SP:Iteration 1F (69.510528 sec): 3 clusters Score: Raw -751.043108 + Penalty 507.563424 = -243.479684 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 163 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.511019 sec): 2 clusters Score: Raw -415.996839 + Penalty 134.922245 = -281.074594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.511245 sec): 3 clusters Score: Raw -429.689976 + Penalty 257.437658 = -172.252318 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 164 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.511715 sec): 2 clusters Score: Raw -254.963551 + Penalty 138.621990 = -116.341561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.511930 sec): 3 clusters Score: Raw -250.461225 + Penalty 279.256314 = 28.795090 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 165 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.512393 sec): 2 clusters Score: Raw -157.564634 + Penalty 93.442923 = -64.121710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.512600 sec): 3 clusters Score: Raw -148.766082 + Penalty 171.758154 = 22.992071 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 171 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.513078 sec): 2 clusters Score: Raw -440.556459 + Penalty 165.837412 = -274.719047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.513300 sec): 3 clusters Score: Raw -443.645794 + Penalty 329.273243 = -114.372552 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 175 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.513813 sec): 2 clusters Score: Raw -537.594439 + Penalty 217.393346 = -320.201092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.514040 sec): 3 clusters Score: Raw -550.629740 + Penalty 442.345230 = -108.284510 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 180 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.514509 sec): 2 clusters Score: Raw -255.842126 + Penalty 142.630369 = -113.211757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.514721 sec): 3 clusters Score: Raw -249.452900 + Penalty 142.630369 = -106.822531 nChanged 1 SP:Iteration 1F (69.514915 sec): 2 clusters Score: Raw -255.842126 + Penalty 142.630369 = -113.211757 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 183 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.515366 sec): 2 clusters Score: Raw -162.932985 + Penalty 10.050634 = -152.882351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.515556 sec): 3 clusters Score: Raw -163.412780 + Penalty 20.101268 = -143.311511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 189 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.516007 sec): 2 clusters Score: Raw -47.348117 + Penalty 0.000000 = -47.348117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.516192 sec): 2 clusters Score: Raw -47.348117 + Penalty 0.000000 = -47.348117 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 203 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.516660 sec): 2 clusters Score: Raw -258.105239 + Penalty 152.838619 = -105.266620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.516873 sec): 3 clusters Score: Raw -256.399262 + Penalty 277.008464 = 20.609202 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 204 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.517330 sec): 2 clusters Score: Raw -46.039772 + Penalty 0.000000 = -46.039772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.517519 sec): 2 clusters Score: Raw -46.039772 + Penalty 0.000000 = -46.039772 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 207 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.517979 sec): 2 clusters Score: Raw -99.675999 + Penalty 65.149698 = -34.526301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.518185 sec): 3 clusters Score: Raw -92.836540 + Penalty 130.299396 = 37.462857 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 (69.518650 sec): 2 clusters Score: Raw -208.288309 + Penalty 123.828645 = -84.459664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.518863 sec): 3 clusters Score: Raw -199.514056 + Penalty 247.657291 = 48.143235 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 216 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.519318 sec): 2 clusters Score: Raw -47.651636 + Penalty 0.000000 = -47.651636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.519507 sec): 2 clusters Score: Raw -47.651636 + Penalty 0.000000 = -47.651636 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 222 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.519984 sec): 2 clusters Score: Raw -370.511380 + Penalty 75.435895 = -295.075485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.520210 sec): 3 clusters Score: Raw -372.105684 + Penalty 119.576035 = -252.529649 nChanged 1 SP:Iteration 1F (69.520420 sec): 3 clusters Score: Raw -376.424739 + Penalty 138.260575 = -238.164164 nChanged 1 SP:Iteration 2F (69.520626 sec): 3 clusters Score: Raw -379.950073 + Penalty 138.260575 = -241.689498 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 228 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.521088 sec): 2 clusters Score: Raw -137.170923 + Penalty 67.481054 = -69.689869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.521295 sec): 3 clusters Score: Raw -134.343500 + Penalty 143.638165 = 9.294665 nChanged 0 Deleting Class 112 (5 points): Lose 41.544585 but Gain 1011.028601 Iteration 119Q (69.692073 sec): 109 clusters Score: Raw -1254091.325179 + Penalty 95808.316630 = -1158283.008549 nChanged 27 Deleting Class 143 (77 points): Lose 318.270065 but Gain 1288.106670 Iteration 120F (71.238345 sec): 108 clusters Score: Raw -1253811.457418 + Penalty 94612.880549 = -1159198.576869 nChanged 88 Deleting Class 136 (9 points): Lose 57.986432 but Gain 1015.009650 Iteration 121Q (71.389174 sec): 107 clusters Score: Raw -1253918.864546 + Penalty 93612.704630 = -1160306.159916 nChanged 30 Deleting Class 64 (2 points): Lose 8.555418 but Gain 965.518324 Iteration 122Q (71.536649 sec): 106 clusters Score: Raw -1253952.731901 + Penalty 92659.474188 = -1161293.257714 nChanged 12 Deleting Class 207 (2 points): Lose 18.912792 but Gain 971.640291 Iteration 123Q (71.681638 sec): 105 clusters Score: Raw -1253948.345950 + Penalty 91693.096343 = -1162255.249608 nChanged 8 Deleting Class 134 (5 points): Lose 32.224828 but Gain 983.805061 Iteration 124Q (71.827598 sec): 104 clusters Score: Raw -1253929.219759 + Penalty 90719.110059 = -1163210.109700 nChanged 9 Deleting Class 151 (16 points): Lose 93.771927 but Gain 1039.755692 Iteration 125Q (71.971471 sec): 103 clusters Score: Raw -1253850.929360 + Penalty 89684.531186 = -1164166.398174 nChanged 22 Deleting Class 125 (8 points): Lose 55.089603 but Gain 997.984569 Iteration 126Q (72.115933 sec): 102 clusters Score: Raw -1253823.507648 + Penalty 88695.095965 = -1165128.411683 nChanged 19 Deleting Class 73 (36 points): Lose 170.280859 but Gain 1109.061492 Iteration 127Q (72.258970 sec): 101 clusters Score: Raw -1253675.955523 + Penalty 87598.798914 = -1166077.156609 nChanged 43 Deleting Class 101 (20 points): Lose 119.366884 but Gain 1055.152832 Iteration 128Q (72.408767 sec): 100 clusters Score: Raw -1253628.230102 + Penalty 86548.341583 = -1167079.888519 nChanged 32 Deleting Class 216 (1 points): Lose 6.383950 but Gain 937.781415 Iteration 129Q (72.551765 sec): 99 clusters Score: Raw -1253663.606187 + Penalty 85615.152748 = -1168048.453440 nChanged 10 Deleting Class 88 (5 points): Lose 41.978304 but Gain 973.401019 Iteration 130F (73.961547 sec): 98 clusters Score: Raw -1253627.797696 + Penalty 84673.612446 = -1168954.185250 nChanged 10 Deleting Class 162 (15 points): Lose 45.587436 but Gain 973.247793 Iteration 131Q (74.103477 sec): 97 clusters Score: Raw -1253595.493415 + Penalty 83707.355877 = -1169888.137538 nChanged 15 Deleting Class 203 (5 points): Lose 56.634272 but Gain 981.696962 Iteration 132Q (74.244326 sec): 96 clusters Score: Raw -1253556.393425 + Penalty 82725.825097 = -1170830.568328 nChanged 5 Deleting Class 23 (11 points): Lose 82.065540 but Gain 1005.596159 Iteration 133Q (74.388817 sec): 95 clusters Score: Raw -1253480.881454 + Penalty 81743.799882 = -1171737.081571 nChanged 11 Deleting Class 139 (15 points): Lose 90.979892 but Gain 1008.498221 Iteration 134Q (74.535570 sec): 94 clusters Score: Raw -1253416.439368 + Penalty 80809.206630 = -1172607.232738 nChanged 16 Deleting Class 137 (3 points): Lose 16.394487 but Gain 929.165937 Iteration 135Q (74.674307 sec): 93 clusters Score: Raw -1253427.499950 + Penalty 79882.767055 = -1173544.732895 nChanged 9 Deleting Class 26 (112 points): Lose 629.182875 but Gain 1541.554740 Iteration 136Q (74.812497 sec): 92 clusters Score: Raw -1252806.093265 + Penalty 78467.748259 = -1174338.345007 nChanged 113 Deleting Class 145 (6 points): Lose 46.450501 but Gain 956.141409 Iteration 137Q (74.955685 sec): 91 clusters Score: Raw -1253098.469377 + Penalty 77706.510557 = -1175391.958819 nChanged 48 Deleting Class 74 (33 points): Lose 232.538295 but Gain 1131.617388 Iteration 138Q (75.096312 sec): 90 clusters Score: Raw -1252980.873983 + Penalty 76645.030552 = -1176335.843431 nChanged 56 Deleting Class 175 (11 points): Lose 48.908617 but Gain 937.205018 Iteration 139Q (75.235251 sec): 89 clusters Score: Raw -1253041.070702 + Penalty 75736.066776 = -1177305.003925 nChanged 34 Deleting Class 213 (4 points): Lose 36.956230 but Gain 923.388016 Iteration 140F (76.507039 sec): 88 clusters Score: Raw -1253057.114103 + Penalty 74844.286243 = -1178212.827859 nChanged 23 Deleting Class 180 (5 points): Lose 33.171919 but Gain 916.128403 Iteration 141Q (76.644012 sec): 87 clusters Score: Raw -1253056.734921 + Penalty 73945.603344 = -1179111.131578 nChanged 21 Deleting Class 128 (9 points): Lose 32.524560 but Gain 910.263586 Iteration 142Q (76.780277 sec): 86 clusters Score: Raw -1253059.325951 + Penalty 73058.312112 = -1180001.013839 nChanged 22 Deleting Class 99 (6 points): Lose 14.298840 but Gain 890.978239 Iteration 143Q (76.917062 sec): 85 clusters Score: Raw -1253073.073082 + Penalty 72199.257712 = -1180873.815371 nChanged 11 Deleting Class 124 (11 points): Lose 60.941637 but Gain 933.800160 Iteration 144Q (77.052923 sec): 84 clusters Score: Raw -1253030.915749 + Penalty 71325.679870 = -1181705.235879 nChanged 19 Deleting Class 165 (3 points): Lose 12.191710 but Gain 879.266511 Iteration 145Q (77.188551 sec): 83 clusters Score: Raw -1253057.887357 + Penalty 70482.141040 = -1182575.746316 nChanged 15 Deleting Class 84 (119 points): Lose 435.332841 but Gain 1313.191885 Iteration 146Q (77.322947 sec): 82 clusters Score: Raw -1252651.026542 + Penalty 69312.134356 = -1183338.892187 nChanged 129 Deleting Class 164 (5 points): Lose 25.497054 but Gain 890.382201 Iteration 147Q (77.461464 sec): 81 clusters Score: Raw -1252910.243639 + Penalty 68429.798143 = -1184480.445495 nChanged 18 Deleting Class 82 (6 points): Lose 40.296982 but Gain 903.188367 Iteration 148Q (77.593433 sec): 80 clusters Score: Raw -1252892.975264 + Penalty 67532.431807 = -1185360.543457 nChanged 16 Deleting Class 71 (10 points): Lose 40.886800 but Gain 901.485958 Iteration 149Q (77.726073 sec): 79 clusters Score: Raw -1252871.030458 + Penalty 66653.990345 = -1186217.040113 nChanged 15 Deleting Class 118 (13 points): Lose 54.974069 but Gain 914.380906 Iteration 150F (78.872375 sec): 78 clusters Score: Raw -1252837.939341 + Penalty 65958.543548 = -1186879.395793 nChanged 21 Deleting Class 189 (2 points): Lose 32.343958 but Gain 1019.125994 Iteration 151Q (79.003078 sec): 77 clusters Score: Raw -1252857.715552 + Penalty 64965.690251 = -1187892.025302 nChanged 7 Deleting Class 119 (25 points): Lose 128.193946 but Gain 981.105070 Iteration 152Q (79.132371 sec): 76 clusters Score: Raw -1252749.609798 + Penalty 64059.696012 = -1188689.913785 nChanged 31 Deleting Class 66 (15 points): Lose 90.926862 but Gain 909.302469 Iteration 153Q (79.263207 sec): 75 clusters Score: Raw -1252718.173407 + Penalty 63248.172443 = -1189470.000964 nChanged 24 Deleting Class 50 (3 points): Lose 15.402888 but Gain 833.471098 Iteration 154Q (79.391471 sec): 74 clusters Score: Raw -1252735.660655 + Penalty 62452.640106 = -1190283.020549 nChanged 9 Deleting Class 89 (14 points): Lose 71.625719 but Gain 888.939156 Iteration 155Q (79.519814 sec): 73 clusters Score: Raw -1252677.088291 + Penalty 61574.961753 = -1191102.126539 nChanged 18 Deleting Class 67 (7 points): Lose 30.209744 but Gain 840.943918 Iteration 156Q (79.648422 sec): 72 clusters Score: Raw -1252672.410273 + Penalty 60755.315053 = -1191917.095220 nChanged 14 Deleting Class 57 (66 points): Lose 203.503394 but Gain 1015.248405 Iteration 157Q (79.775255 sec): 71 clusters Score: Raw -1252489.511595 + Penalty 59792.639534 = -1192696.872061 nChanged 71 Deleting Class 75 (41 points): Lose 154.725531 but Gain 965.302508 Iteration 158Q (79.905541 sec): 70 clusters Score: Raw -1252443.352011 + Penalty 58849.711422 = -1193593.640589 nChanged 63 Deleting Class 47 (34 points): Lose 165.777452 but Gain 975.605274 Iteration 159Q (80.034594 sec): 69 clusters Score: Raw -1252385.825649 + Penalty 57940.207904 = -1194445.617745 nChanged 65 Deleting Class 147 (4 points): Lose 25.634357 but Gain 826.894832 Iteration 160F (81.023106 sec): 68 clusters Score: Raw -1252452.445709 + Penalty 57224.382111 = -1195228.063598 nChanged 30 Deleting Class 77 (46 points): Lose 128.601825 but Gain 923.980460 Iteration 161Q (81.148478 sec): 67 clusters Score: Raw -1252366.140477 + Penalty 56363.258882 = -1196002.881595 nChanged 56 Deleting Class 83 (7 points): Lose 46.279519 but Gain 837.933040 Iteration 162Q (81.273589 sec): 66 clusters Score: Raw -1252415.790169 + Penalty 55541.730912 = -1196874.059257 nChanged 25 Deleting Class 204 (1 points): Lose 5.029558 but Gain 793.270515 Iteration 163Q (81.397868 sec): 65 clusters Score: Raw -1252440.716036 + Penalty 54742.076302 = -1197698.639734 nChanged 18 Deleting Class 61 (46 points): Lose 249.244296 but Gain 1031.769852 Iteration 164Q (81.525242 sec): 64 clusters Score: Raw -1252200.726829 + Penalty 53870.697936 = -1198330.028892 nChanged 53 Deleting Class 41 (45 points): Lose 194.143778 but Gain 975.979928 Iteration 165Q (81.652264 sec): 63 clusters Score: Raw -1252137.118700 + Penalty 52894.515406 = -1199242.603294 nChanged 64 Deleting Class 37 (8 points): Lose 43.345540 but Gain 811.239964 Iteration 166Q (81.774547 sec): 62 clusters Score: Raw -1252178.171953 + Penalty 52099.171736 = -1200079.000217 nChanged 23 Deleting Class 28 (205 points): Lose 696.863638 but Gain 1461.135312 Iteration 167Q (81.896660 sec): 61 clusters Score: Raw -1251499.826506 + Penalty 50726.198837 = -1200773.627669 nChanged 220 Deleting Class 70 (99 points): Lose 252.649671 but Gain 1012.012881 Iteration 168Q (82.023411 sec): 60 clusters Score: Raw -1251652.204557 + Penalty 49766.835184 = -1201885.369373 nChanged 144 Deleting Class 60 (62 points): Lose 861.236542 but Gain 1621.101820 Iteration 169Q (82.146064 sec): 59 clusters Score: Raw -1250993.003132 + Penalty 48492.946572 = -1202500.056560 nChanged 103 Deleting Class 55 (30 points): Lose 148.691523 but Gain 926.809871 Iteration 170F (82.994803 sec): 58 clusters Score: Raw -1251202.748049 + Penalty 47365.357726 = -1203837.390323 nChanged 80 Deleting Class 171 (10 points): Lose 47.957142 but Gain 768.496321 Iteration 171Q (83.119858 sec): 57 clusters Score: Raw -1251286.866372 + Penalty 46651.927316 = -1204634.939056 nChanged 47 Deleting Class 38 (5 points): Lose 45.168345 but Gain 763.196795 Iteration 172Q (83.242235 sec): 56 clusters Score: Raw -1251335.237623 + Penalty 45888.814796 = -1205446.422827 nChanged 40 Deleting Class 63 (75 points): Lose 243.851781 but Gain 974.832624 Iteration 173Q (83.364998 sec): 55 clusters Score: Raw -1251158.848549 + Penalty 45000.524622 = -1206158.323928 nChanged 107 Deleting Class 129 (10 points): Lose 44.013055 but Gain 749.757560 Iteration 174Q (83.491181 sec): 54 clusters Score: Raw -1251309.507232 + Penalty 44295.880411 = -1207013.626821 nChanged 65 Deleting Class 140 (26 points): Lose 103.713367 but Gain 798.458641 Iteration 175Q (83.609165 sec): 53 clusters Score: Raw -1251276.593150 + Penalty 43545.792895 = -1207730.800256 nChanged 75 Deleting Class 106 (9 points): Lose 60.020361 but Gain 739.822385 Iteration 176Q (83.726074 sec): 52 clusters Score: Raw -1251307.615500 + Penalty 42830.850806 = -1208476.764694 nChanged 45 Deleting Class 126 (35 points): Lose 211.013141 but Gain 882.711850 Iteration 177Q (83.841706 sec): 51 clusters Score: Raw -1251137.513008 + Penalty 42097.546006 = -1209039.967002 nChanged 69 Deleting Class 228 (6 points): Lose 86.703017 but Gain 777.212872 Iteration 178Q (83.960102 sec): 50 clusters Score: Raw -1251179.977864 + Penalty 41451.798062 = -1209728.179802 nChanged 30 Deleting Class 98 (23 points): Lose 103.704137 but Gain 777.583580 Iteration 179Q (84.077888 sec): 49 clusters Score: Raw -1251117.331753 + Penalty 40711.010000 = -1210406.321753 nChanged 42 Deleting Class 160 (10 points): Lose 99.238752 but Gain 779.795522 Iteration 180F (84.796055 sec): 48 clusters Score: Raw -1251067.030516 + Penalty 39940.940385 = -1211126.090131 nChanged 24 Deleting Class 105 (33 points): Lose 156.220508 but Gain 828.947381 Iteration 181Q (84.909646 sec): 47 clusters Score: Raw -1250946.083050 + Penalty 38872.217076 = -1212073.865974 nChanged 53 Deleting Class 93 (89 points): Lose 272.881542 but Gain 942.269769 Iteration 182Q (85.022878 sec): 46 clusters Score: Raw -1250752.697709 + Penalty 38165.635518 = -1212587.062191 nChanged 111 Deleting Class 107 (4 points): Lose 25.750581 but Gain 692.677350 Iteration 183Q (85.135475 sec): 45 clusters Score: Raw -1250880.688866 + Penalty 37497.371362 = -1213383.317504 nChanged 57 Deleting Class 6 (70 points): Lose 199.720568 but Gain 851.187785 Iteration 184Q (85.247656 sec): 44 clusters Score: Raw -1250711.337761 + Penalty 36761.821532 = -1213949.516228 nChanged 97 Deleting Class 104 (38 points): Lose 235.956118 but Gain 888.882576 Iteration 185Q (85.359712 sec): 43 clusters Score: Raw -1250606.409763 + Penalty 35910.355144 = -1214696.054619 nChanged 85 Deleting Class 113 (11 points): Lose 51.164379 but Gain 677.941398 Iteration 186Q (85.469565 sec): 42 clusters Score: Raw -1250669.109406 + Penalty 35251.242248 = -1215417.867158 nChanged 47 Deleting Class 39 (91 points): Lose 265.454191 but Gain 885.343555 Iteration 187Q (85.578049 sec): 41 clusters Score: Raw -1250437.443339 + Penalty 34388.108872 = -1216049.334468 nChanged 110 Deleting Class 163 (12 points): Lose 54.420075 but Gain 667.427721 Iteration 188Q (85.687568 sec): 40 clusters Score: Raw -1250525.900689 + Penalty 33748.576300 = -1216777.324389 nChanged 58 Deleting Class 97 (46 points): Lose 212.823297 but Gain 809.774942 Iteration 189Q (85.794988 sec): 39 clusters Score: Raw -1250365.242614 + Penalty 32944.478636 = -1217420.763978 nChanged 80 Deleting Class 27 (162 points): Lose 746.773860 but Gain 1326.670208 Iteration 190F (86.360552 sec): 38 clusters Score: Raw -1249722.280462 + Penalty 31626.061301 = -1218096.219162 nChanged 188 Deleting Class 36 (110 points): Lose 235.678227 but Gain 793.424700 Iteration 191Q (86.469654 sec): 37 clusters Score: Raw -1249863.701739 + Penalty 30860.188225 = -1219003.513514 nChanged 142 Deleting Class 121 (3 points): Lose 29.303988 but Gain 542.153290 Iteration 192Q (86.577210 sec): 36 clusters Score: Raw -1250007.150275 + Penalty 30334.393394 = -1219672.756881 nChanged 36 Deleting Class 19 (55 points): Lose 178.179534 but Gain 684.158488 Iteration 193Q (86.681318 sec): 35 clusters Score: Raw -1249861.725123 + Penalty 29680.877688 = -1220180.847435 nChanged 82 Deleting Class 222 (11 points): Lose 71.649796 but Gain 541.057274 Iteration 194Q (86.785427 sec): 34 clusters Score: Raw -1249885.538281 + Penalty 29138.276487 = -1220747.261794 nChanged 42 Deleting Class 12 (59 points): Lose 74.097188 but Gain 430.196710 Iteration 195Q (86.888824 sec): 33 clusters Score: Raw -1249852.542580 + Penalty 28711.005663 = -1221141.536917 nChanged 84 Deleting Class 9 (175 points): Lose 300.146902 but Gain 649.392966 Iteration 196Q (86.992051 sec): 32 clusters Score: Raw -1249646.469164 + Penalty 28070.787664 = -1221575.681500 nChanged 200 Deleting Class 2 (329 points): Lose 1081.420221 but Gain 1389.936009 Iteration 197Q (87.095314 sec): 31 clusters Score: Raw -1248834.686403 + Penalty 26804.618836 = -1222030.067567 nChanged 397 Deleting Class 15 (220 points): Lose 486.242050 but Gain 721.265686 Iteration 198Q (87.199597 sec): 30 clusters Score: Raw -1248922.893180 + Penalty 26110.184324 = -1222812.708856 nChanged 315 Deleting Class 17 (247 points): Lose 844.342442 but Gain 950.183716 Iteration 199Q (87.302346 sec): 29 clusters Score: Raw -1248389.564251 + Penalty 25272.700850 = -1223116.863401 nChanged 305 Deleting Class 183 (4 points): Lose 35.276554 but Gain 74.947401 Iteration 200F (87.728513 sec): 28 clusters Score: Raw -1248921.314202 + Penalty 25260.547302 = -1223660.766900 nChanged 129 Deleting Class 33 (253 points): Lose 1280.079200 but Gain 1291.140282 Iteration 201Q (87.829534 sec): 27 clusters Score: Raw -1247743.951301 + Penalty 24064.009976 = -1223679.941325 nChanged 328 Deleting Class 10 (292 points): Lose 670.259694 but Gain 686.907642 Iteration 202Q (87.932744 sec): 26 clusters Score: Raw -1247897.678140 + Penalty 23412.587079 = -1224485.091061 nChanged 415 Iteration 203Q (88.034117 sec): 26 clusters Score: Raw -1248431.094657 + Penalty 23447.448236 = -1224983.646422 nChanged 106 Iteration 204Q (88.132027 sec): 26 clusters Score: Raw -1248481.167743 + Penalty 23470.740911 = -1225010.426832 nChanged 60 Iteration 205Q (88.227984 sec): 26 clusters Score: Raw -1248509.315523 + Penalty 23480.172677 = -1225029.142845 nChanged 48 Iteration 206Q (88.324792 sec): 26 clusters Score: Raw -1248530.340051 + Penalty 23488.439639 = -1225041.900412 nChanged 23 Iteration 207Q (88.420205 sec): 26 clusters Score: Raw -1248537.069453 + Penalty 23496.173971 = -1225040.895483 nChanged 14 Iteration 208F (88.812149 sec): 26 clusters Score: Raw -1248545.424066 + Penalty 23503.447268 = -1225041.976798 nChanged 19 Iteration 209Q (88.910558 sec): 26 clusters Score: Raw -1248554.951991 + Penalty 23508.807567 = -1225046.144423 nChanged 13 Iteration 210F (89.301333 sec): 26 clusters Score: Raw -1248561.766937 + Penalty 23513.025181 = -1225048.741756 nChanged 11 Iteration 211Q (89.398927 sec): 26 clusters Score: Raw -1248566.200340 + Penalty 23514.353719 = -1225051.846621 nChanged 8 Iteration 212Q (89.497167 sec): 26 clusters Score: Raw -1248568.064169 + Penalty 23516.401331 = -1225051.662838 nChanged 7 Iteration 213F (89.887133 sec): 26 clusters Score: Raw -1248569.696216 + Penalty 23517.930190 = -1225051.766027 nChanged 3 Iteration 214Q (89.984573 sec): 26 clusters Score: Raw -1248570.331947 + Penalty 23521.058775 = -1225049.273172 nChanged 5 Iteration 215F (90.380247 sec): 26 clusters Score: Raw -1248570.963725 + Penalty 23524.853791 = -1225046.109934 nChanged 5 Iteration 216F (90.771394 sec): 26 clusters Score: Raw -1248572.322511 + Penalty 23527.106740 = -1225045.215771 nChanged 4 Iteration 217F (91.165224 sec): 26 clusters Score: Raw -1248572.954459 + Penalty 23529.767111 = -1225043.187348 nChanged 4 Iteration 218F (91.559106 sec): 26 clusters Score: Raw -1248574.575760 + Penalty 23533.371838 = -1225041.203923 nChanged 4 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 -1248574.575760 + Penalty 23533.371838 = -1225041.203923Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 1 (497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.621889 sec): 2 clusters Score: Raw -23605.062407 + Penalty 822.532268 = -22782.530138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.622968 sec): 3 clusters Score: Raw -23450.929675 + Penalty 1647.454812 = -21803.474862 nChanged 125 SP:Iteration 1F (91.624026 sec): 3 clusters Score: Raw -23580.148261 + Penalty 1649.156599 = -21930.991661 nChanged 35 SP:Iteration 2F (91.625082 sec): 3 clusters Score: Raw -23628.108636 + Penalty 1650.451449 = -21977.657187 nChanged 25 SP:Iteration 3F (91.626136 sec): 3 clusters Score: Raw -23662.123851 + Penalty 1652.126464 = -22009.997387 nChanged 13 SP:Iteration 4Q (91.627166 sec): 3 clusters Score: Raw -23675.008175 + Penalty 1654.453575 = -22020.554600 nChanged 12 SP:Iteration 5Q (91.628193 sec): 3 clusters Score: Raw -23688.154545 + Penalty 1656.704656 = -22031.449889 nChanged 10 SP:Iteration 6Q (91.629217 sec): 3 clusters Score: Raw -23701.525883 + Penalty 1661.845601 = -22039.680282 nChanged 13 SP:Iteration 7Q (91.630244 sec): 3 clusters Score: Raw -23716.097699 + Penalty 1665.351102 = -22050.746597 nChanged 9 SP:Iteration 8Q (91.631263 sec): 3 clusters Score: Raw -23725.014951 + Penalty 1666.725679 = -22058.289271 nChanged 3 SP:Iteration 9Q (91.632280 sec): 3 clusters Score: Raw -23730.907878 + Penalty 1669.422241 = -22061.485637 nChanged 4 SP:Iteration 10F (91.633367 sec): 3 clusters Score: Raw -23735.936138 + Penalty 1669.835446 = -22066.100692 nChanged 1 SP:Iteration 11Q (91.634381 sec): 3 clusters Score: Raw -23736.449427 + Penalty 1669.835446 = -22066.613982 nChanged 0 SP:Iteration 12F (91.635433 sec): 3 clusters Score: Raw -23736.449427 + Penalty 1669.835446 = -22066.613982 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 4 (315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.636730 sec): 2 clusters Score: Raw -15079.729545 + Penalty 217.186512 = -14862.543032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.637481 sec): 3 clusters Score: Raw -14925.278381 + Penalty 434.625693 = -14490.652688 nChanged 99 SP:Iteration 1F (91.638234 sec): 3 clusters Score: Raw -14985.473232 + Penalty 442.372916 = -14543.100317 nChanged 35 SP:Iteration 2F (91.638977 sec): 3 clusters Score: Raw -15029.953802 + Penalty 450.406517 = -14579.547285 nChanged 28 SP:Iteration 3F (91.639724 sec): 3 clusters Score: Raw -15062.707370 + Penalty 452.186643 = -14610.520727 nChanged 10 SP:Iteration 4Q (91.640446 sec): 3 clusters Score: Raw -15072.228266 + Penalty 457.282100 = -14614.946167 nChanged 9 SP:Iteration 5Q (91.641162 sec): 3 clusters Score: Raw -15076.064611 + Penalty 458.193111 = -14617.871500 nChanged 1 SP:Iteration 6Q (91.641875 sec): 3 clusters Score: Raw -15076.630226 + Penalty 459.141278 = -14617.488947 nChanged 2 SP:Iteration 7F (91.642616 sec): 3 clusters Score: Raw -15077.699316 + Penalty 459.990014 = -14617.709302 nChanged 1 SP:Iteration 8Q (91.643324 sec): 3 clusters Score: Raw -15077.747248 + Penalty 459.990014 = -14617.757234 nChanged 0 SP:Iteration 9F (91.644065 sec): 3 clusters Score: Raw -15077.747248 + Penalty 459.990014 = -14617.757234 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 5 (381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.645537 sec): 2 clusters Score: Raw -16275.451250 + Penalty 464.670723 = -15810.780527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.646415 sec): 3 clusters Score: Raw -16118.379136 + Penalty 929.563304 = -15188.815832 nChanged 94 SP:Iteration 1F (91.647271 sec): 3 clusters Score: Raw -16198.875639 + Penalty 942.722218 = -15256.153421 nChanged 42 SP:Iteration 2F (91.648126 sec): 3 clusters Score: Raw -16248.297254 + Penalty 954.131916 = -15294.165338 nChanged 26 SP:Iteration 3F (91.648980 sec): 3 clusters Score: Raw -16290.694588 + Penalty 965.256721 = -15325.437867 nChanged 20 SP:Iteration 4F (91.649838 sec): 3 clusters Score: Raw -16319.937746 + Penalty 986.111612 = -15333.826134 nChanged 17 SP:Iteration 5Q (91.650672 sec): 3 clusters Score: Raw -16344.254214 + Penalty 1004.770135 = -15339.484078 nChanged 13 SP:Iteration 6Q (91.651498 sec): 3 clusters Score: Raw -16360.596302 + Penalty 1021.108919 = -15339.487382 nChanged 11 SP:Iteration 7Q (91.652316 sec): 3 clusters Score: Raw -16371.548258 + Penalty 1026.332795 = -15345.215463 nChanged 5 SP:Iteration 8Q (91.653122 sec): 3 clusters Score: Raw -16377.212776 + Penalty 1028.678061 = -15348.534715 nChanged 2 SP:Iteration 9Q (91.653942 sec): 3 clusters Score: Raw -16378.847852 + Penalty 1028.678061 = -15350.169791 nChanged 0 SP:Iteration 10F (91.654796 sec): 3 clusters Score: Raw -16378.847852 + Penalty 1028.678061 = -15350.169791 nChanged 0 Memory request: 0.02 GB would take us to total of 0.30 GB. Trying to split cluster 7 (4175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.674177 sec): 2 clusters Score: Raw -187837.652426 + Penalty 217.483046 = -187620.169380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.682075 sec): 3 clusters Score: Raw -185060.755384 + Penalty 452.224571 = -184608.530813 nChanged 1963 SP:Iteration 1F (91.690010 sec): 3 clusters Score: Raw -186372.577057 + Penalty 488.043244 = -185884.533813 nChanged 683 SP:Iteration 2F (91.697679 sec): 3 clusters Score: Raw -186965.739524 + Penalty 526.093487 = -186439.646037 nChanged 388 SP:Iteration 3F (91.705464 sec): 3 clusters Score: Raw -187366.718061 + Penalty 549.078408 = -186817.639653 nChanged 218 SP:Iteration 4F (91.718214 sec): 3 clusters Score: Raw -187555.120275 + Penalty 563.864749 = -186991.255525 nChanged 132 SP:Iteration 5Q (91.731651 sec): 3 clusters Score: Raw -187649.152363 + Penalty 574.374435 = -187074.777927 nChanged 85 SP:Iteration 6Q (91.738333 sec): 3 clusters Score: Raw -187711.372543 + Penalty 578.844427 = -187132.528116 nChanged 57 SP:Iteration 7Q (91.744874 sec): 3 clusters Score: Raw -187747.930636 + Penalty 573.035683 = -187174.894953 nChanged 42 SP:Iteration 8Q (91.751270 sec): 3 clusters Score: Raw -187767.605271 + Penalty 570.816400 = -187196.788871 nChanged 29 SP:Iteration 9Q (91.757506 sec): 3 clusters Score: Raw -187777.927718 + Penalty 570.173541 = -187207.754177 nChanged 14 SP:Iteration 10F (91.764970 sec): 3 clusters Score: Raw -187781.287478 + Penalty 571.087532 = -187210.199946 nChanged 8 SP:Iteration 11Q (91.771221 sec): 3 clusters Score: Raw -187782.854391 + Penalty 568.169365 = -187214.685026 nChanged 11 SP:Iteration 12Q (91.777429 sec): 3 clusters Score: Raw -187785.589482 + Penalty 568.181244 = -187217.408238 nChanged 11 SP:Iteration 13Q (91.783639 sec): 3 clusters Score: Raw -187789.086855 + Penalty 570.046288 = -187219.040567 nChanged 14 SP:Iteration 14Q (91.789796 sec): 3 clusters Score: Raw -187793.932471 + Penalty 572.010136 = -187221.922335 nChanged 15 SP:Iteration 15Q (91.796019 sec): 3 clusters Score: Raw -187799.657637 + Penalty 570.914054 = -187228.743582 nChanged 19 SP:Iteration 16Q (91.802225 sec): 3 clusters Score: Raw -187806.449023 + Penalty 563.860695 = -187242.588328 nChanged 15 SP:Iteration 17Q (91.808375 sec): 3 clusters Score: Raw -187813.046641 + Penalty 554.362227 = -187258.684414 nChanged 14 SP:Iteration 18Q (91.814495 sec): 3 clusters Score: Raw -187819.758633 + Penalty 556.478707 = -187263.279925 nChanged 14 SP:Iteration 19Q (91.820511 sec): 3 clusters Score: Raw -187825.167745 + Penalty 547.175692 = -187277.992053 nChanged 8 SP:Iteration 20F (91.827938 sec): 3 clusters Score: Raw -187828.479381 + Penalty 545.208019 = -187283.271362 nChanged 9 SP:Iteration 21Q (91.833947 sec): 3 clusters Score: Raw -187830.892404 + Penalty 542.378780 = -187288.513623 nChanged 9 SP:Iteration 22Q (91.839909 sec): 3 clusters Score: Raw -187833.269042 + Penalty 540.081771 = -187293.187271 nChanged 9 SP:Iteration 23Q (91.845995 sec): 3 clusters Score: Raw -187836.029988 + Penalty 540.855686 = -187295.174302 nChanged 7 SP:Iteration 24Q (91.852312 sec): 3 clusters Score: Raw -187838.405824 + Penalty 541.836903 = -187296.568920 nChanged 9 SP:Iteration 25Q (91.858254 sec): 3 clusters Score: Raw -187841.541074 + Penalty 542.753100 = -187298.787975 nChanged 8 SP:Iteration 26Q (91.864202 sec): 3 clusters Score: Raw -187847.694366 + Penalty 530.695792 = -187316.998574 nChanged 5 SP:Iteration 27Q (91.870152 sec): 3 clusters Score: Raw -187851.013709 + Penalty 525.550015 = -187325.463694 nChanged 2 SP:Iteration 28Q (91.876058 sec): 3 clusters Score: Raw -187854.475110 + Penalty 527.852701 = -187326.622409 nChanged 2 SP:Iteration 29Q (91.882144 sec): 3 clusters Score: Raw -187856.064518 + Penalty 527.620635 = -187328.443883 nChanged 2 SP:Iteration 30F (91.889746 sec): 3 clusters Score: Raw -187857.690495 + Penalty 525.525175 = -187332.165320 nChanged 2 SP:Iteration 31Q (91.895799 sec): 3 clusters Score: Raw -187859.021913 + Penalty 525.525175 = -187333.496738 nChanged 0 SP:Iteration 32F (91.903385 sec): 3 clusters Score: Raw -187859.021913 + Penalty 525.525175 = -187333.496738 nChanged 0 Memory request: 0.07 GB would take us to total of 0.35 GB. Trying to split cluster 8 (13957 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.970638 sec): 2 clusters Score: Raw -582227.062879 + Penalty 234.932311 = -581992.130567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.997708 sec): 3 clusters Score: Raw -572789.378854 + Penalty 472.201630 = -572317.177225 nChanged 6579 SP:Iteration 1F (92.024054 sec): 3 clusters Score: Raw -575690.237813 + Penalty 476.259458 = -575213.978356 nChanged 2175 SP:Iteration 2F (92.050299 sec): 3 clusters Score: Raw -576490.844564 + Penalty 482.892585 = -576007.951979 nChanged 1173 SP:Iteration 3F (92.076173 sec): 3 clusters Score: Raw -576922.041045 + Penalty 492.929507 = -576429.111538 nChanged 868 SP:Iteration 4F (92.102326 sec): 3 clusters Score: Raw -577466.209016 + Penalty 515.707857 = -576950.501159 nChanged 1282 SP:Iteration 5F (92.128122 sec): 3 clusters Score: Raw -578721.566982 + Penalty 574.865509 = -578146.701473 nChanged 1514 SP:Iteration 6F (92.161136 sec): 3 clusters Score: Raw -580490.908743 + Penalty 667.480889 = -579823.427854 nChanged 951 SP:Iteration 7F (92.188346 sec): 3 clusters Score: Raw -581676.908317 + Penalty 713.227072 = -580963.681245 nChanged 300 SP:Iteration 8Q (92.212314 sec): 3 clusters Score: Raw -582060.090804 + Penalty 724.334897 = -581335.755907 nChanged 122 SP:Iteration 9Q (92.235795 sec): 3 clusters Score: Raw -582152.061709 + Penalty 741.091084 = -581410.970625 nChanged 98 SP:Iteration 10F (92.263249 sec): 3 clusters Score: Raw -582200.555448 + Penalty 758.569452 = -581441.985996 nChanged 83 SP:Iteration 11Q (92.285577 sec): 3 clusters Score: Raw -582242.487921 + Penalty 768.971782 = -581473.516138 nChanged 50 SP:Iteration 12Q (92.308038 sec): 3 clusters Score: Raw -582263.474920 + Penalty 775.844848 = -581487.630072 nChanged 33 SP:Iteration 13Q (92.329984 sec): 3 clusters Score: Raw -582278.163080 + Penalty 783.102159 = -581495.060921 nChanged 29 SP:Iteration 14Q (92.352095 sec): 3 clusters Score: Raw -582286.873808 + Penalty 791.672209 = -581495.201599 nChanged 21 SP:Iteration 15Q (92.374115 sec): 3 clusters Score: Raw -582292.583490 + Penalty 798.103246 = -581494.480244 nChanged 16 SP:Iteration 16F (92.403485 sec): 3 clusters Score: Raw -582297.299492 + Penalty 802.558280 = -581494.741212 nChanged 11 SP:Iteration 17Q (92.425880 sec): 3 clusters Score: Raw -582301.622005 + Penalty 804.275838 = -581497.346167 nChanged 11 SP:Iteration 18Q (92.447774 sec): 3 clusters Score: Raw -582307.686106 + Penalty 809.377189 = -581498.308916 nChanged 13 SP:Iteration 19Q (92.469538 sec): 3 clusters Score: Raw -582314.260775 + Penalty 809.384643 = -581504.876132 nChanged 13 SP:Iteration 20F (92.496652 sec): 3 clusters Score: Raw -582319.322331 + Penalty 811.467154 = -581507.855178 nChanged 5 SP:Iteration 21Q (92.518926 sec): 3 clusters Score: Raw -582320.994616 + Penalty 814.518428 = -581506.476188 nChanged 5 SP:Iteration 22F (92.546242 sec): 3 clusters Score: Raw -582322.439540 + Penalty 813.600432 = -581508.839109 nChanged 1 SP:Iteration 23Q (92.568055 sec): 3 clusters Score: Raw -582322.512809 + Penalty 812.665671 = -581509.847137 nChanged 1 SP:Iteration 24Q (92.589957 sec): 3 clusters Score: Raw -582322.528224 + Penalty 812.665671 = -581509.862553 nChanged 0 SP:Iteration 25F (92.617380 sec): 3 clusters Score: Raw -582322.528224 + Penalty 812.665671 = -581509.862553 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 11 (322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.626285 sec): 2 clusters Score: Raw -13669.250913 + Penalty 362.515144 = -13306.735769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.627072 sec): 3 clusters Score: Raw -13520.998067 + Penalty 729.726362 = -12791.271706 nChanged 89 SP:Iteration 1F (92.627863 sec): 3 clusters Score: Raw -13578.943595 + Penalty 744.888883 = -12834.054712 nChanged 33 SP:Iteration 2F (92.628641 sec): 3 clusters Score: Raw -13615.730679 + Penalty 772.971549 = -12842.759130 nChanged 24 SP:Iteration 3F (92.629416 sec): 3 clusters Score: Raw -13642.286366 + Penalty 798.174023 = -12844.112344 nChanged 19 SP:Iteration 4F (92.630189 sec): 3 clusters Score: Raw -13663.291363 + Penalty 823.773885 = -12839.517478 nChanged 10 SP:Iteration 5F (92.630997 sec): 3 clusters Score: Raw -13674.438727 + Penalty 841.709202 = -12832.729526 nChanged 5 SP:Iteration 6F (92.631773 sec): 3 clusters Score: Raw -13683.670879 + Penalty 863.468113 = -12820.202766 nChanged 9 SP:Iteration 7F (92.632548 sec): 3 clusters Score: Raw -13695.838163 + Penalty 884.124466 = -12811.713698 nChanged 4 SP:Iteration 8F (92.633323 sec): 3 clusters Score: Raw -13701.446657 + Penalty 890.285451 = -12811.161206 nChanged 2 SP:Iteration 9F (92.634097 sec): 3 clusters Score: Raw -13706.548391 + Penalty 905.524474 = -12801.023917 nChanged 3 SP:Iteration 10F (92.634872 sec): 3 clusters Score: Raw -13709.880086 + Penalty 910.754082 = -12799.126004 nChanged 1 SP:Iteration 11F (92.635647 sec): 3 clusters Score: Raw -13710.468112 + Penalty 910.754082 = -12799.714030 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 13 (361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.638507 sec): 2 clusters Score: Raw -15751.827946 + Penalty 440.623905 = -15311.204042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.639364 sec): 3 clusters Score: Raw -15597.887439 + Penalty 900.159268 = -14697.728172 nChanged 110 SP:Iteration 1F (92.640200 sec): 3 clusters Score: Raw -15709.269934 + Penalty 905.261786 = -14804.008149 nChanged 34 SP:Iteration 2F (92.641034 sec): 3 clusters Score: Raw -15752.571746 + Penalty 908.819000 = -14843.752746 nChanged 17 SP:Iteration 3Q (92.641859 sec): 3 clusters Score: Raw -15778.906877 + Penalty 908.733845 = -14870.173032 nChanged 6 SP:Iteration 4Q (92.642677 sec): 3 clusters Score: Raw -15784.519088 + Penalty 911.347210 = -14873.171878 nChanged 6 SP:Iteration 5Q (92.643492 sec): 3 clusters Score: Raw -15790.807982 + Penalty 916.602143 = -14874.205839 nChanged 5 SP:Iteration 6Q (92.644302 sec): 3 clusters Score: Raw -15799.235793 + Penalty 923.484373 = -14875.751419 nChanged 7 SP:Iteration 7Q (92.645109 sec): 3 clusters Score: Raw -15808.175891 + Penalty 925.084952 = -14883.090939 nChanged 4 SP:Iteration 8Q (92.645906 sec): 3 clusters Score: Raw -15817.391719 + Penalty 926.119595 = -14891.272125 nChanged 1 SP:Iteration 9Q (92.646696 sec): 3 clusters Score: Raw -15818.491659 + Penalty 926.119595 = -14892.372065 nChanged 0 SP:Iteration 10F (92.647527 sec): 3 clusters Score: Raw -15818.491659 + Penalty 926.119595 = -14892.372065 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 14 (884 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.652183 sec): 2 clusters Score: Raw -43210.981833 + Penalty 640.955002 = -42570.026831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.653964 sec): 3 clusters Score: Raw -42785.276593 + Penalty 1282.009714 = -41503.266879 nChanged 317 SP:Iteration 1F (92.655700 sec): 3 clusters Score: Raw -43005.088664 + Penalty 1281.713825 = -41723.374838 nChanged 92 SP:Iteration 2F (92.657432 sec): 3 clusters Score: Raw -43086.279657 + Penalty 1284.012537 = -41802.267120 nChanged 57 SP:Iteration 3F (92.659164 sec): 3 clusters Score: Raw -43133.037558 + Penalty 1284.665708 = -41848.371850 nChanged 46 SP:Iteration 4F (92.660952 sec): 3 clusters Score: Raw -43167.610129 + Penalty 1289.331149 = -41878.278980 nChanged 33 SP:Iteration 5Q (92.662706 sec): 3 clusters Score: Raw -43194.181162 + Penalty 1290.256204 = -41903.924959 nChanged 27 SP:Iteration 6Q (92.664464 sec): 3 clusters Score: Raw -43213.578259 + Penalty 1290.855246 = -41922.723013 nChanged 16 SP:Iteration 7Q (92.666211 sec): 3 clusters Score: Raw -43226.660721 + Penalty 1294.206685 = -41932.454036 nChanged 15 SP:Iteration 8Q (92.667926 sec): 3 clusters Score: Raw -43239.051273 + Penalty 1298.765261 = -41940.286013 nChanged 8 SP:Iteration 9Q (92.669625 sec): 3 clusters Score: Raw -43247.544458 + Penalty 1303.388352 = -41944.156106 nChanged 10 SP:Iteration 10F (92.671347 sec): 3 clusters Score: Raw -43258.258415 + Penalty 1300.015563 = -41958.242852 nChanged 7 SP:Iteration 11Q (92.673107 sec): 3 clusters Score: Raw -43266.336333 + Penalty 1298.623041 = -41967.713292 nChanged 3 SP:Iteration 12Q (92.674817 sec): 3 clusters Score: Raw -43268.959686 + Penalty 1296.851472 = -41972.108214 nChanged 3 SP:Iteration 13Q (92.676483 sec): 3 clusters Score: Raw -43271.511159 + Penalty 1298.678989 = -41972.832169 nChanged 4 SP:Iteration 14Q (92.678168 sec): 3 clusters Score: Raw -43274.565647 + Penalty 1299.924053 = -41974.641593 nChanged 3 SP:Iteration 15Q (92.679852 sec): 3 clusters Score: Raw -43276.510071 + Penalty 1299.924053 = -41976.586017 nChanged 0 SP:Iteration 16F (92.681569 sec): 3 clusters Score: Raw -43276.510071 + Penalty 1299.924053 = -41976.586017 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 16 (708 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.684912 sec): 2 clusters Score: Raw -31248.066787 + Penalty 540.131461 = -30707.935326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.686394 sec): 3 clusters Score: Raw -30883.095508 + Penalty 1079.973764 = -29803.121744 nChanged 231 SP:Iteration 1F (92.687851 sec): 3 clusters Score: Raw -31021.488282 + Penalty 1082.778551 = -29938.709730 nChanged 78 SP:Iteration 2F (92.689309 sec): 3 clusters Score: Raw -31075.601639 + Penalty 1089.617601 = -29985.984038 nChanged 48 SP:Iteration 3F (92.690793 sec): 3 clusters Score: Raw -31114.472324 + Penalty 1101.158659 = -30013.313665 nChanged 35 SP:Iteration 4Q (92.692248 sec): 3 clusters Score: Raw -31150.235429 + Penalty 1113.840631 = -30036.394798 nChanged 34 SP:Iteration 5Q (92.693764 sec): 3 clusters Score: Raw -31178.153561 + Penalty 1131.556990 = -30046.596571 nChanged 39 SP:Iteration 6F (92.695244 sec): 3 clusters Score: Raw -31211.966050 + Penalty 1147.260134 = -30064.705916 nChanged 25 SP:Iteration 7Q (92.696708 sec): 3 clusters Score: Raw -31237.815152 + Penalty 1159.577677 = -30078.237475 nChanged 18 SP:Iteration 8Q (92.698147 sec): 3 clusters Score: Raw -31256.665149 + Penalty 1175.621885 = -30081.043265 nChanged 16 SP:Iteration 9Q (92.699559 sec): 3 clusters Score: Raw -31277.232739 + Penalty 1184.169176 = -30093.063564 nChanged 14 SP:Iteration 10F (92.701004 sec): 3 clusters Score: Raw -31294.805446 + Penalty 1192.208098 = -30102.597348 nChanged 14 SP:Iteration 11Q (92.702399 sec): 3 clusters Score: Raw -31312.560371 + Penalty 1192.026278 = -30120.534093 nChanged 13 SP:Iteration 12Q (92.703760 sec): 3 clusters Score: Raw -31334.128892 + Penalty 1192.084509 = -30142.044384 nChanged 7 SP:Iteration 13Q (92.705110 sec): 3 clusters Score: Raw -31342.883084 + Penalty 1190.033787 = -30152.849297 nChanged 7 SP:Iteration 14Q (92.706488 sec): 3 clusters Score: Raw -31350.499932 + Penalty 1190.176821 = -30160.323110 nChanged 5 SP:Iteration 15Q (92.707888 sec): 3 clusters Score: Raw -31364.572492 + Penalty 1189.374853 = -30175.197639 nChanged 7 SP:Iteration 16Q (92.709227 sec): 3 clusters Score: Raw -31371.706106 + Penalty 1191.563149 = -30180.142957 nChanged 3 SP:Iteration 17Q (92.710608 sec): 3 clusters Score: Raw -31375.230681 + Penalty 1193.182084 = -30182.048597 nChanged 5 SP:Iteration 18Q (92.711939 sec): 3 clusters Score: Raw -31377.472737 + Penalty 1192.734088 = -30184.738649 nChanged 1 SP:Iteration 19Q (92.713281 sec): 3 clusters Score: Raw -31378.541453 + Penalty 1192.551421 = -30185.990032 nChanged 1 SP:Iteration 20F (92.714788 sec): 3 clusters Score: Raw -31378.818768 + Penalty 1192.551421 = -30186.267347 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 18 (335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.717268 sec): 2 clusters Score: Raw -12568.717295 + Penalty 451.611796 = -12117.105499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.718109 sec): 3 clusters Score: Raw -12445.043694 + Penalty 895.646566 = -11549.397128 nChanged 90 SP:Iteration 1F (92.718939 sec): 3 clusters Score: Raw -12539.778055 + Penalty 892.806641 = -11646.971415 nChanged 34 SP:Iteration 2F (92.719771 sec): 3 clusters Score: Raw -12589.568557 + Penalty 897.895078 = -11691.673479 nChanged 18 SP:Iteration 3F (92.720563 sec): 3 clusters Score: Raw -12612.941584 + Penalty 896.206212 = -11716.735371 nChanged 13 SP:Iteration 4Q (92.721334 sec): 3 clusters Score: Raw -12629.312257 + Penalty 894.371207 = -11734.941050 nChanged 13 SP:Iteration 5Q (92.722124 sec): 3 clusters Score: Raw -12646.405880 + Penalty 897.843073 = -11748.562806 nChanged 5 SP:Iteration 6Q (92.722905 sec): 3 clusters Score: Raw -12656.167370 + Penalty 897.733848 = -11758.433521 nChanged 8 SP:Iteration 7Q (92.723670 sec): 3 clusters Score: Raw -12672.283531 + Penalty 900.217041 = -11772.066490 nChanged 4 SP:Iteration 8Q (92.724428 sec): 3 clusters Score: Raw -12674.964727 + Penalty 900.195026 = -11774.769701 nChanged 2 SP:Iteration 9Q (92.725183 sec): 3 clusters Score: Raw -12675.824193 + Penalty 901.427272 = -11774.396921 nChanged 1 SP:Iteration 10F (92.725974 sec): 3 clusters Score: Raw -12676.751082 + Penalty 900.224181 = -11776.526902 nChanged 1 SP:Iteration 11Q (92.726730 sec): 3 clusters Score: Raw -12678.210241 + Penalty 898.968119 = -11779.242122 nChanged 1 SP:Iteration 12Q (92.727487 sec): 3 clusters Score: Raw -12679.775275 + Penalty 900.161106 = -11779.614169 nChanged 1 SP:Iteration 13Q (92.728242 sec): 3 clusters Score: Raw -12680.742877 + Penalty 902.607187 = -11778.135690 nChanged 2 SP:Iteration 14F (92.729036 sec): 3 clusters Score: Raw -12682.081538 + Penalty 905.078163 = -11777.003375 nChanged 2 SP:Iteration 15F (92.729846 sec): 3 clusters Score: Raw -12686.297703 + Penalty 906.319508 = -11779.978195 nChanged 1 SP:Iteration 16Q (92.730602 sec): 3 clusters Score: Raw -12688.173936 + Penalty 906.319508 = -11781.854428 nChanged 0 SP:Iteration 17F (92.731392 sec): 3 clusters Score: Raw -12688.173936 + Penalty 906.319508 = -11781.854428 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 20 (935 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.736846 sec): 2 clusters Score: Raw -46015.493102 + Penalty 844.387364 = -45171.105737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.738741 sec): 3 clusters Score: Raw -45570.170114 + Penalty 1687.485904 = -43882.684210 nChanged 310 SP:Iteration 1F (92.740565 sec): 3 clusters Score: Raw -45772.472186 + Penalty 1686.874664 = -44085.597522 nChanged 76 SP:Iteration 2F (92.742386 sec): 3 clusters Score: Raw -45836.154707 + Penalty 1690.509859 = -44145.644848 nChanged 62 SP:Iteration 3F (92.744209 sec): 3 clusters Score: Raw -45898.693506 + Penalty 1700.584986 = -44198.108520 nChanged 62 SP:Iteration 4F (92.746051 sec): 3 clusters Score: Raw -45966.025349 + Penalty 1711.648381 = -44254.376968 nChanged 51 SP:Iteration 5F (92.747915 sec): 3 clusters Score: Raw -46023.896097 + Penalty 1722.143381 = -44301.752716 nChanged 37 SP:Iteration 6Q (92.749747 sec): 3 clusters Score: Raw -46059.219174 + Penalty 1727.952345 = -44331.266829 nChanged 20 SP:Iteration 7Q (92.751610 sec): 3 clusters Score: Raw -46082.493100 + Penalty 1732.819700 = -44349.673400 nChanged 20 SP:Iteration 8Q (92.753485 sec): 3 clusters Score: Raw -46099.577086 + Penalty 1739.142260 = -44360.434826 nChanged 13 SP:Iteration 9Q (92.755572 sec): 3 clusters Score: Raw -46111.625640 + Penalty 1743.965435 = -44367.660205 nChanged 11 SP:Iteration 10F (92.757647 sec): 3 clusters Score: Raw -46123.804647 + Penalty 1750.537810 = -44373.266837 nChanged 9 SP:Iteration 11Q (92.759588 sec): 3 clusters Score: Raw -46133.233681 + Penalty 1753.641458 = -44379.592223 nChanged 6 SP:Iteration 12Q (92.761510 sec): 3 clusters Score: Raw -46137.251769 + Penalty 1753.804244 = -44383.447524 nChanged 1 SP:Iteration 13Q (92.763368 sec): 3 clusters Score: Raw -46138.715456 + Penalty 1753.446330 = -44385.269126 nChanged 3 SP:Iteration 14Q (92.765254 sec): 3 clusters Score: Raw -46142.640493 + Penalty 1756.511620 = -44386.128873 nChanged 4 SP:Iteration 15Q (92.767120 sec): 3 clusters Score: Raw -46147.686478 + Penalty 1758.292585 = -44389.393893 nChanged 3 SP:Iteration 16Q (92.768998 sec): 3 clusters Score: Raw -46149.249197 + Penalty 1758.292585 = -44390.956612 nChanged 0 SP:Iteration 17F (92.770831 sec): 3 clusters Score: Raw -46149.249197 + Penalty 1758.292585 = -44390.956612 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 21 (674 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.778481 sec): 2 clusters Score: Raw -21845.792159 + Penalty 943.271361 = -20902.520798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.779969 sec): 3 clusters Score: Raw -21709.407909 + Penalty 1887.028640 = -19822.379269 nChanged 164 SP:Iteration 1F (92.781372 sec): 3 clusters Score: Raw -21931.156520 + Penalty 1887.129951 = -20044.026569 nChanged 53 SP:Iteration 2F (92.782747 sec): 3 clusters Score: Raw -22012.969844 + Penalty 1886.390384 = -20126.579460 nChanged 33 SP:Iteration 3Q (92.784072 sec): 3 clusters Score: Raw -22056.968785 + Penalty 1884.667371 = -20172.301414 nChanged 25 SP:Iteration 4Q (92.785398 sec): 3 clusters Score: Raw -22090.851414 + Penalty 1885.029290 = -20205.822124 nChanged 12 SP:Iteration 5Q (92.786711 sec): 3 clusters Score: Raw -22101.453169 + Penalty 1884.530721 = -20216.922448 nChanged 5 SP:Iteration 6Q (92.788018 sec): 3 clusters Score: Raw -22106.427729 + Penalty 1884.292060 = -20222.135669 nChanged 5 SP:Iteration 7Q (92.789324 sec): 3 clusters Score: Raw -22111.026175 + Penalty 1884.164194 = -20226.861981 nChanged 5 SP:Iteration 8Q (92.790667 sec): 3 clusters Score: Raw -22116.161443 + Penalty 1884.050932 = -20232.110511 nChanged 6 SP:Iteration 9Q (92.791989 sec): 3 clusters Score: Raw -22122.272389 + Penalty 1884.366182 = -20237.906207 nChanged 7 SP:Iteration 10F (92.793379 sec): 3 clusters Score: Raw -22129.594303 + Penalty 1885.023394 = -20244.570909 nChanged 7 SP:Iteration 11Q (92.794686 sec): 3 clusters Score: Raw -22134.664657 + Penalty 1885.440125 = -20249.224531 nChanged 5 SP:Iteration 12Q (92.795996 sec): 3 clusters Score: Raw -22139.468313 + Penalty 1885.793938 = -20253.674374 nChanged 3 SP:Iteration 13Q (92.797320 sec): 3 clusters Score: Raw -22143.901824 + Penalty 1885.879447 = -20258.022377 nChanged 3 SP:Iteration 14Q (92.798652 sec): 3 clusters Score: Raw -22147.611707 + Penalty 1885.749855 = -20261.861852 nChanged 3 SP:Iteration 15Q (92.799995 sec): 3 clusters Score: Raw -22151.980412 + Penalty 1885.878613 = -20266.101799 nChanged 3 SP:Iteration 16Q (92.801318 sec): 3 clusters Score: Raw -22154.891283 + Penalty 1885.743381 = -20269.147902 nChanged 5 SP:Iteration 17Q (92.802649 sec): 3 clusters Score: Raw -22160.296344 + Penalty 1885.444213 = -20274.852131 nChanged 2 SP:Iteration 18Q (92.803974 sec): 3 clusters Score: Raw -22162.700601 + Penalty 1885.444213 = -20277.256387 nChanged 0 SP:Iteration 19F (92.805367 sec): 3 clusters Score: Raw -22162.700601 + Penalty 1885.444213 = -20277.256387 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 24 (480 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.807339 sec): 2 clusters Score: Raw -21264.831534 + Penalty 863.558561 = -20401.272972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.808470 sec): 3 clusters Score: Raw -21160.705856 + Penalty 1727.913032 = -19432.792824 nChanged 97 SP:Iteration 1F (92.809516 sec): 3 clusters Score: Raw -21270.460406 + Penalty 1729.211273 = -19541.249133 nChanged 35 SP:Iteration 2F (92.810576 sec): 3 clusters Score: Raw -21316.818032 + Penalty 1729.967649 = -19586.850383 nChanged 16 SP:Iteration 3Q (92.811623 sec): 3 clusters Score: Raw -21335.363863 + Penalty 1729.218739 = -19606.145123 nChanged 10 SP:Iteration 4Q (92.812648 sec): 3 clusters Score: Raw -21344.408989 + Penalty 1730.108421 = -19614.300568 nChanged 7 SP:Iteration 5Q (92.813711 sec): 3 clusters Score: Raw -21351.260394 + Penalty 1730.265584 = -19620.994809 nChanged 5 SP:Iteration 6Q (92.814871 sec): 3 clusters Score: Raw -21355.542821 + Penalty 1729.687611 = -19625.855210 nChanged 3 SP:Iteration 7Q (92.815983 sec): 3 clusters Score: Raw -21357.204786 + Penalty 1729.406061 = -19627.798725 nChanged 1 SP:Iteration 8Q (92.817018 sec): 3 clusters Score: Raw -21357.486717 + Penalty 1730.363612 = -19627.123105 nChanged 1 SP:Iteration 9F (92.818113 sec): 3 clusters Score: Raw -21357.723481 + Penalty 1730.322705 = -19627.400776 nChanged 1 SP:Iteration 10F (92.819201 sec): 3 clusters Score: Raw -21357.972802 + Penalty 1730.322705 = -19627.650097 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 25 (346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.821313 sec): 2 clusters Score: Raw -15238.788594 + Penalty 914.790276 = -14323.998318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.822171 sec): 3 clusters Score: Raw -15230.803705 + Penalty 1833.258053 = -13397.545652 nChanged 70 SP:Iteration 1F (92.823019 sec): 3 clusters Score: Raw -15355.544120 + Penalty 1836.748082 = -13518.796038 nChanged 21 SP:Iteration 2F (92.823846 sec): 3 clusters Score: Raw -15392.328562 + Penalty 1838.517805 = -13553.810757 nChanged 12 SP:Iteration 3Q (92.824644 sec): 3 clusters Score: Raw -15413.168779 + Penalty 1840.621367 = -13572.547412 nChanged 9 SP:Iteration 4Q (92.825424 sec): 3 clusters Score: Raw -15426.596282 + Penalty 1841.495804 = -13585.100477 nChanged 4 SP:Iteration 5Q (92.826189 sec): 3 clusters Score: Raw -15441.861123 + Penalty 1842.769327 = -13599.091796 nChanged 3 SP:Iteration 6Q (92.826948 sec): 3 clusters Score: Raw -15446.866919 + Penalty 1842.769327 = -13604.097592 nChanged 0 SP:Iteration 7F (92.827754 sec): 3 clusters Score: Raw -15446.866919 + Penalty 1842.769327 = -13604.097592 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 30 (460 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.829699 sec): 2 clusters Score: Raw -18793.261048 + Penalty 160.097995 = -18633.163053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.830728 sec): 3 clusters Score: Raw -18520.362661 + Penalty 319.792733 = -18200.569928 nChanged 182 SP:Iteration 1F (92.831740 sec): 3 clusters Score: Raw -18686.435632 + Penalty 320.437697 = -18365.997935 nChanged 49 SP:Iteration 2F (92.832748 sec): 3 clusters Score: Raw -18737.790325 + Penalty 321.834100 = -18415.956225 nChanged 18 SP:Iteration 3Q (92.833739 sec): 3 clusters Score: Raw -18764.939492 + Penalty 324.960522 = -18439.978970 nChanged 11 SP:Iteration 4Q (92.834742 sec): 3 clusters Score: Raw -18777.993423 + Penalty 329.317732 = -18448.675691 nChanged 11 SP:Iteration 5Q (92.835725 sec): 3 clusters Score: Raw -18781.359413 + Penalty 331.079341 = -18450.280072 nChanged 5 SP:Iteration 6Q (92.836701 sec): 3 clusters Score: Raw -18782.151445 + Penalty 332.387133 = -18449.764311 nChanged 2 SP:Iteration 7F (92.837706 sec): 3 clusters Score: Raw -18782.401415 + Penalty 333.066186 = -18449.335229 nChanged 1 SP:Iteration 8F (92.838709 sec): 3 clusters Score: Raw -18782.459218 + Penalty 334.266871 = -18448.192347 nChanged 2 SP:Iteration 9F (92.839712 sec): 3 clusters Score: Raw -18782.617374 + Penalty 334.721856 = -18447.895518 nChanged 1 SP:Iteration 10F (92.840714 sec): 3 clusters Score: Raw -18782.654317 + Penalty 334.721856 = -18447.932461 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 31 (1369 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.847652 sec): 2 clusters Score: Raw -61881.202468 + Penalty 537.099723 = -61344.102745 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.850491 sec): 3 clusters Score: Raw -61078.263212 + Penalty 1081.940516 = -59996.322696 nChanged 511 SP:Iteration 1F (92.853261 sec): 3 clusters Score: Raw -61378.907911 + Penalty 1113.792645 = -60265.115267 nChanged 213 SP:Iteration 2F (92.855824 sec): 3 clusters Score: Raw -61583.533599 + Penalty 1155.734092 = -60427.799507 nChanged 139 SP:Iteration 3F (92.858406 sec): 3 clusters Score: Raw -61718.368259 + Penalty 1199.263108 = -60519.105151 nChanged 103 SP:Iteration 4F (92.860951 sec): 3 clusters Score: Raw -61822.154579 + Penalty 1226.937599 = -60595.216980 nChanged 58 SP:Iteration 5Q (92.863553 sec): 3 clusters Score: Raw -61870.774528 + Penalty 1249.738967 = -60621.035561 nChanged 28 SP:Iteration 6Q (92.866121 sec): 3 clusters Score: Raw -61895.594138 + Penalty 1263.109017 = -60632.485121 nChanged 20 SP:Iteration 7Q (92.868597 sec): 3 clusters Score: Raw -61914.249993 + Penalty 1269.042956 = -60645.207037 nChanged 14 SP:Iteration 8Q (92.871057 sec): 3 clusters Score: Raw -61923.371482 + Penalty 1273.503825 = -60649.867658 nChanged 6 SP:Iteration 9Q (92.873547 sec): 3 clusters Score: Raw -61926.890144 + Penalty 1275.401610 = -60651.488534 nChanged 2 SP:Iteration 10F (92.876100 sec): 3 clusters Score: Raw -61928.463238 + Penalty 1275.401610 = -60653.061628 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 32 (154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.878939 sec): 2 clusters Score: Raw -6646.470635 + Penalty 403.293498 = -6243.177137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.879435 sec): 3 clusters Score: Raw -6647.451461 + Penalty 802.825000 = -5844.626462 nChanged 32 SP:Iteration 1F (92.879922 sec): 3 clusters Score: Raw -6696.005939 + Penalty 799.725270 = -5896.280669 nChanged 9 SP:Iteration 2F (92.880399 sec): 3 clusters Score: Raw -6711.846548 + Penalty 798.350835 = -5913.495714 nChanged 4 SP:Iteration 3Q (92.880863 sec): 3 clusters Score: Raw -6715.867115 + Penalty 796.426201 = -5919.440914 nChanged 2 SP:Iteration 4Q (92.881319 sec): 3 clusters Score: Raw -6717.043718 + Penalty 796.196204 = -5920.847514 nChanged 1 SP:Iteration 5Q (92.881775 sec): 3 clusters Score: Raw -6717.782568 + Penalty 794.873815 = -5922.908753 nChanged 1 SP:Iteration 6Q (92.882231 sec): 3 clusters Score: Raw -6718.125659 + Penalty 794.873815 = -5923.251844 nChanged 0 SP:Iteration 7F (92.882700 sec): 3 clusters Score: Raw -6718.125659 + Penalty 794.873815 = -5923.251844 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 34 (1552 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.890617 sec): 2 clusters Score: Raw -76695.246157 + Penalty 560.318281 = -76134.927876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.893629 sec): 3 clusters Score: Raw -75848.931268 + Penalty 1124.394156 = -74724.537112 nChanged 597 SP:Iteration 1F (92.896581 sec): 3 clusters Score: Raw -76314.907299 + Penalty 1125.097968 = -75189.809331 nChanged 154 SP:Iteration 2F (92.899489 sec): 3 clusters Score: Raw -76393.832873 + Penalty 1125.440228 = -75268.392645 nChanged 88 SP:Iteration 3F (92.902394 sec): 3 clusters Score: Raw -76425.537200 + Penalty 1125.941535 = -75299.595665 nChanged 54 SP:Iteration 4Q (92.905328 sec): 3 clusters Score: Raw -76448.402422 + Penalty 1125.989059 = -75322.413363 nChanged 40 SP:Iteration 5Q (92.908300 sec): 3 clusters Score: Raw -76468.049705 + Penalty 1125.442665 = -75342.607040 nChanged 34 SP:Iteration 6Q (92.911185 sec): 3 clusters Score: Raw -76488.307255 + Penalty 1124.292364 = -75364.014891 nChanged 35 SP:Iteration 7Q (92.914133 sec): 3 clusters Score: Raw -76520.574668 + Penalty 1121.901677 = -75398.672990 nChanged 46 SP:Iteration 8Q (92.917275 sec): 3 clusters Score: Raw -76543.669800 + Penalty 1120.636562 = -75423.033239 nChanged 29 SP:Iteration 9Q (92.920312 sec): 3 clusters Score: Raw -76554.702246 + Penalty 1119.540904 = -75435.161342 nChanged 21 SP:Iteration 10F (92.923444 sec): 3 clusters Score: Raw -76560.537720 + Penalty 1118.187628 = -75442.350093 nChanged 16 SP:Iteration 11Q (92.926455 sec): 3 clusters Score: Raw -76565.241394 + Penalty 1116.684745 = -75448.556649 nChanged 22 SP:Iteration 12Q (92.929514 sec): 3 clusters Score: Raw -76572.251948 + Penalty 1115.504789 = -75456.747159 nChanged 17 SP:Iteration 13Q (92.932448 sec): 3 clusters Score: Raw -76576.879316 + Penalty 1114.097631 = -75462.781685 nChanged 24 SP:Iteration 14Q (92.935298 sec): 3 clusters Score: Raw -76583.689049 + Penalty 1112.684260 = -75471.004790 nChanged 21 SP:Iteration 15Q (92.941115 sec): 3 clusters Score: Raw -76589.246558 + Penalty 1110.575012 = -75478.671546 nChanged 23 SP:Iteration 16Q (92.945397 sec): 3 clusters Score: Raw -76595.586932 + Penalty 1108.394421 = -75487.192511 nChanged 25 SP:Iteration 17Q (92.948446 sec): 3 clusters Score: Raw -76604.740203 + Penalty 1106.255397 = -75498.484806 nChanged 24 SP:Iteration 18Q (92.951487 sec): 3 clusters Score: Raw -76613.523234 + Penalty 1103.553221 = -75509.970013 nChanged 26 SP:Iteration 19Q (92.954531 sec): 3 clusters Score: Raw -76622.037850 + Penalty 1099.834406 = -75522.203444 nChanged 31 SP:Iteration 20F (92.957657 sec): 3 clusters Score: Raw -76633.481519 + Penalty 1098.682560 = -75534.798959 nChanged 29 SP:Iteration 21Q (92.960708 sec): 3 clusters Score: Raw -76647.874460 + Penalty 1096.660434 = -75551.214026 nChanged 37 SP:Iteration 22Q (92.963770 sec): 3 clusters Score: Raw -76664.512187 + Penalty 1094.496046 = -75570.016142 nChanged 31 SP:Iteration 23Q (92.966846 sec): 3 clusters Score: Raw -76677.763164 + Penalty 1092.695154 = -75585.068010 nChanged 27 SP:Iteration 24Q (92.969897 sec): 3 clusters Score: Raw -76688.756092 + Penalty 1091.415687 = -75597.340405 nChanged 20 SP:Iteration 25Q (92.972981 sec): 3 clusters Score: Raw -76694.848351 + Penalty 1090.950378 = -75603.897973 nChanged 19 SP:Iteration 26Q (92.976144 sec): 3 clusters Score: Raw -76699.386670 + Penalty 1089.127900 = -75610.258769 nChanged 11 SP:Iteration 27Q (92.979211 sec): 3 clusters Score: Raw -76701.629950 + Penalty 1087.129024 = -75614.500926 nChanged 8 SP:Iteration 28Q (92.982261 sec): 3 clusters Score: Raw -76703.609291 + Penalty 1086.067622 = -75617.541669 nChanged 7 SP:Iteration 29Q (92.985306 sec): 3 clusters Score: Raw -76705.415181 + Penalty 1083.865710 = -75621.549471 nChanged 10 SP:Iteration 30F (92.988299 sec): 3 clusters Score: Raw -76708.357973 + Penalty 1084.062170 = -75624.295803 nChanged 6 SP:Iteration 31Q (92.991310 sec): 3 clusters Score: Raw -76710.465944 + Penalty 1083.269033 = -75627.196911 nChanged 7 SP:Iteration 32Q (92.994311 sec): 3 clusters Score: Raw -76712.200754 + Penalty 1080.779777 = -75631.420977 nChanged 6 SP:Iteration 33Q (92.997346 sec): 3 clusters Score: Raw -76713.684030 + Penalty 1080.779777 = -75632.904254 nChanged 0 SP:Iteration 34F (93.000484 sec): 3 clusters Score: Raw -76713.684030 + Penalty 1080.779777 = -75632.904254 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 35 (388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.002214 sec): 2 clusters Score: Raw -13235.881410 + Penalty 543.304997 = -12692.576413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.003105 sec): 3 clusters Score: Raw -13106.223916 + Penalty 1086.042186 = -12020.181730 nChanged 104 SP:Iteration 1F (93.003978 sec): 3 clusters Score: Raw -13220.321227 + Penalty 1083.607009 = -12136.714218 nChanged 31 SP:Iteration 2F (93.004850 sec): 3 clusters Score: Raw -13254.117795 + Penalty 1082.185628 = -12171.932166 nChanged 17 SP:Iteration 3Q (93.005712 sec): 3 clusters Score: Raw -13271.879845 + Penalty 1081.179857 = -12190.699987 nChanged 8 SP:Iteration 4Q (93.006568 sec): 3 clusters Score: Raw -13277.694107 + Penalty 1081.183092 = -12196.511015 nChanged 1 SP:Iteration 5Q (93.007424 sec): 3 clusters Score: Raw -13278.708371 + Penalty 1081.114712 = -12197.593659 nChanged 1 SP:Iteration 6Q (93.008276 sec): 3 clusters Score: Raw -13281.847344 + Penalty 1080.406276 = -12201.441068 nChanged 2 SP:Iteration 7Q (93.009127 sec): 3 clusters Score: Raw -13283.223519 + Penalty 1079.747150 = -12203.476369 nChanged 2 SP:Iteration 8Q (93.009978 sec): 3 clusters Score: Raw -13283.975099 + Penalty 1079.418853 = -12204.556245 nChanged 1 SP:Iteration 9Q (93.010884 sec): 3 clusters Score: Raw -13284.712311 + Penalty 1079.029964 = -12205.682348 nChanged 1 SP:Iteration 10F (93.011768 sec): 3 clusters Score: Raw -13285.280384 + Penalty 1078.668978 = -12206.611405 nChanged 1 SP:Iteration 11Q (93.012622 sec): 3 clusters Score: Raw -13286.384045 + Penalty 1078.427682 = -12207.956363 nChanged 1 SP:Iteration 12Q (93.013474 sec): 3 clusters Score: Raw -13287.050725 + Penalty 1078.154548 = -12208.896177 nChanged 1 SP:Iteration 13Q (93.014330 sec): 3 clusters Score: Raw -13288.235829 + Penalty 1077.245580 = -12210.990249 nChanged 3 SP:Iteration 14Q (93.015182 sec): 3 clusters Score: Raw -13290.784567 + Penalty 1077.523058 = -12213.261509 nChanged 3 SP:Iteration 15Q (93.016037 sec): 3 clusters Score: Raw -13297.081394 + Penalty 1076.287583 = -12220.793811 nChanged 8 SP:Iteration 16Q (93.016889 sec): 3 clusters Score: Raw -13305.850925 + Penalty 1075.850466 = -12230.000459 nChanged 5 SP:Iteration 17Q (93.017740 sec): 3 clusters Score: Raw -13311.820013 + Penalty 1076.857319 = -12234.962693 nChanged 2 SP:Iteration 18Q (93.018588 sec): 3 clusters Score: Raw -13315.806542 + Penalty 1076.967479 = -12238.839063 nChanged 1 SP:Iteration 19Q (93.019443 sec): 3 clusters Score: Raw -13316.459670 + Penalty 1076.967479 = -12239.492191 nChanged 0 SP:Iteration 20F (93.020314 sec): 3 clusters Score: Raw -13316.459670 + Penalty 1076.967479 = -12239.492191 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 46 (476 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.022206 sec): 2 clusters Score: Raw -21942.510268 + Penalty 699.502331 = -21243.007937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.023298 sec): 3 clusters Score: Raw -21788.188873 + Penalty 1400.576317 = -20387.612556 nChanged 130 SP:Iteration 1F (93.024375 sec): 3 clusters Score: Raw -21904.614738 + Penalty 1405.402263 = -20499.212476 nChanged 37 SP:Iteration 2F (93.025449 sec): 3 clusters Score: Raw -21947.260083 + Penalty 1412.044757 = -20535.215326 nChanged 29 SP:Iteration 3F (93.026516 sec): 3 clusters Score: Raw -21978.811532 + Penalty 1417.814785 = -20560.996746 nChanged 16 SP:Iteration 4Q (93.027544 sec): 3 clusters Score: Raw -22001.876321 + Penalty 1419.506360 = -20582.369961 nChanged 13 SP:Iteration 5Q (93.028564 sec): 3 clusters Score: Raw -22014.254433 + Penalty 1421.100724 = -20593.153709 nChanged 5 SP:Iteration 6Q (93.029565 sec): 3 clusters Score: Raw -22018.785864 + Penalty 1422.005247 = -20596.780617 nChanged 5 SP:Iteration 7Q (93.030566 sec): 3 clusters Score: Raw -22024.771914 + Penalty 1425.044417 = -20599.727497 nChanged 9 SP:Iteration 8Q (93.031564 sec): 3 clusters Score: Raw -22037.587000 + Penalty 1425.680117 = -20611.906883 nChanged 5 SP:Iteration 9Q (93.032550 sec): 3 clusters Score: Raw -22042.540081 + Penalty 1426.769855 = -20615.770226 nChanged 2 SP:Iteration 10F (93.033568 sec): 3 clusters Score: Raw -22045.595970 + Penalty 1426.769855 = -20618.826115 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 53 (555 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.035521 sec): 2 clusters Score: Raw -23432.145776 + Penalty 934.737440 = -22497.408336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.036701 sec): 3 clusters Score: Raw -23291.594073 + Penalty 1866.108093 = -21425.485980 nChanged 133 SP:Iteration 1F (93.037861 sec): 3 clusters Score: Raw -23437.341601 + Penalty 1864.216868 = -21573.124732 nChanged 38 SP:Iteration 2F (93.039019 sec): 3 clusters Score: Raw -23494.204765 + Penalty 1863.530714 = -21630.674052 nChanged 19 SP:Iteration 3Q (93.040153 sec): 3 clusters Score: Raw -23516.022258 + Penalty 1863.871171 = -21652.151087 nChanged 11 SP:Iteration 4Q (93.041283 sec): 3 clusters Score: Raw -23529.984857 + Penalty 1863.654068 = -21666.330789 nChanged 8 SP:Iteration 5Q (93.042411 sec): 3 clusters Score: Raw -23540.905685 + Penalty 1864.358636 = -21676.547049 nChanged 8 SP:Iteration 6Q (93.043567 sec): 3 clusters Score: Raw -23552.342765 + Penalty 1865.124894 = -21687.217871 nChanged 5 SP:Iteration 7Q (93.044693 sec): 3 clusters Score: Raw -23560.962700 + Penalty 1865.393348 = -21695.569352 nChanged 4 SP:Iteration 8Q (93.045855 sec): 3 clusters Score: Raw -23569.215853 + Penalty 1866.271424 = -21702.944429 nChanged 4 SP:Iteration 9Q (93.047012 sec): 3 clusters Score: Raw -23574.458114 + Penalty 1867.204006 = -21707.254108 nChanged 4 SP:Iteration 10F (93.048181 sec): 3 clusters Score: Raw -23577.981552 + Penalty 1868.283214 = -21709.698338 nChanged 4 SP:Iteration 11Q (93.049310 sec): 3 clusters Score: Raw -23580.731885 + Penalty 1868.556498 = -21712.175387 nChanged 1 SP:Iteration 12Q (93.050434 sec): 3 clusters Score: Raw -23581.654162 + Penalty 1868.556498 = -21713.097664 nChanged 0 SP:Iteration 13F (93.051578 sec): 3 clusters Score: Raw -23581.654162 + Penalty 1868.556498 = -21713.097664 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 69 (219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.052651 sec): 2 clusters Score: Raw -10930.012281 + Penalty 534.756502 = -10395.255780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.053248 sec): 3 clusters Score: Raw -10876.459532 + Penalty 1088.214427 = -9788.245105 nChanged 41 SP:Iteration 1F (93.053878 sec): 3 clusters Score: Raw -10933.902663 + Penalty 1093.055859 = -9840.846804 nChanged 10 SP:Iteration 2Q (93.054473 sec): 3 clusters Score: Raw -10949.917093 + Penalty 1098.577732 = -9851.339361 nChanged 8 SP:Iteration 3Q (93.055064 sec): 3 clusters Score: Raw -10969.969389 + Penalty 1098.629534 = -9871.339855 nChanged 2 SP:Iteration 4Q (93.055652 sec): 3 clusters Score: Raw -10971.524756 + Penalty 1100.275568 = -9871.249188 nChanged 1 SP:Iteration 5F (93.056253 sec): 3 clusters Score: Raw -10971.676077 + Penalty 1101.444374 = -9870.231702 nChanged 1 SP:Iteration 6F (93.056853 sec): 3 clusters Score: Raw -10973.628174 + Penalty 1103.156858 = -9870.471316 nChanged 1 SP:Iteration 7Q (93.057431 sec): 3 clusters Score: Raw -10974.175365 + Penalty 1104.779965 = -9869.395399 nChanged 1 SP:Iteration 8F (93.058012 sec): 3 clusters Score: Raw -10978.616151 + Penalty 1104.779965 = -9873.836186 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 94 (211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.059012 sec): 2 clusters Score: Raw -6724.611644 + Penalty 247.530394 = -6477.081250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.059593 sec): 3 clusters Score: Raw -6683.922373 + Penalty 495.670739 = -6188.251634 nChanged 48 SP:Iteration 1F (93.060165 sec): 3 clusters Score: Raw -6752.945307 + Penalty 494.795673 = -6258.149634 nChanged 24 SP:Iteration 2F (93.060735 sec): 3 clusters Score: Raw -6787.612175 + Penalty 494.400005 = -6293.212170 nChanged 9 SP:Iteration 3Q (93.061285 sec): 3 clusters Score: Raw -6809.966711 + Penalty 495.050019 = -6314.916692 nChanged 7 SP:Iteration 4Q (93.061830 sec): 3 clusters Score: Raw -6828.314602 + Penalty 494.864086 = -6333.450516 nChanged 6 SP:Iteration 5Q (93.062369 sec): 3 clusters Score: Raw -6844.183633 + Penalty 493.069369 = -6351.114264 nChanged 6 SP:Iteration 6Q (93.062908 sec): 3 clusters Score: Raw -6854.310453 + Penalty 492.077153 = -6362.233299 nChanged 4 SP:Iteration 7Q (93.063447 sec): 3 clusters Score: Raw -6862.038753 + Penalty 490.654377 = -6371.384376 nChanged 3 SP:Iteration 8Q (93.063983 sec): 3 clusters Score: Raw -6865.070660 + Penalty 491.738819 = -6373.331842 nChanged 3 SP:Iteration 9Q (93.064518 sec): 3 clusters Score: Raw -6866.961948 + Penalty 492.329619 = -6374.632329 nChanged 1 SP:Iteration 10F (93.065086 sec): 3 clusters Score: Raw -6888.925176 + Penalty 492.444813 = -6396.480362 nChanged 2 SP:Iteration 11Q (93.065622 sec): 3 clusters Score: Raw -6889.700939 + Penalty 492.444813 = -6397.256126 nChanged 0 SP:Iteration 12F (93.066190 sec): 3 clusters Score: Raw -6889.700939 + Penalty 492.444813 = -6397.256126 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 103 (506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.068089 sec): 2 clusters Score: Raw -19817.187679 + Penalty 192.070738 = -19625.116941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.069190 sec): 3 clusters Score: Raw -19571.599106 + Penalty 400.480477 = -19171.118629 nChanged 195 SP:Iteration 1F (93.070274 sec): 3 clusters Score: Raw -19766.770016 + Penalty 398.863907 = -19367.906110 nChanged 48 SP:Iteration 2F (93.071353 sec): 3 clusters Score: Raw -19818.446341 + Penalty 400.075070 = -19418.371272 nChanged 28 SP:Iteration 3F (93.072434 sec): 3 clusters Score: Raw -19848.776692 + Penalty 403.176622 = -19445.600070 nChanged 13 SP:Iteration 4Q (93.073496 sec): 3 clusters Score: Raw -19855.894514 + Penalty 410.085299 = -19445.809215 nChanged 8 SP:Iteration 5Q (93.074554 sec): 3 clusters Score: Raw -19860.484441 + Penalty 421.298470 = -19439.185971 nChanged 9 SP:Iteration 6F (93.075640 sec): 3 clusters Score: Raw -19865.584761 + Penalty 426.941268 = -19438.643493 nChanged 8 SP:Iteration 7F (93.076717 sec): 3 clusters Score: Raw -19870.152476 + Penalty 430.751299 = -19439.401177 nChanged 4 SP:Iteration 8Q (93.077789 sec): 3 clusters Score: Raw -19872.612016 + Penalty 426.472309 = -19446.139707 nChanged 4 SP:Iteration 9Q (93.078862 sec): 3 clusters Score: Raw -19879.627502 + Penalty 428.663668 = -19450.963834 nChanged 1 SP:Iteration 10F (93.079942 sec): 3 clusters Score: Raw -19881.070286 + Penalty 430.918091 = -19450.152195 nChanged 1 SP:Iteration 11F (93.081025 sec): 3 clusters Score: Raw -19881.736182 + Penalty 430.918091 = -19450.818090 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 149 (608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.083134 sec): 2 clusters Score: Raw -33774.378239 + Penalty 924.263114 = -32850.115125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.084407 sec): 3 clusters Score: Raw -33561.840323 + Penalty 1848.154897 = -31713.685426 nChanged 157 SP:Iteration 1F (93.085663 sec): 3 clusters Score: Raw -33706.437761 + Penalty 1848.591408 = -31857.846353 nChanged 50 SP:Iteration 2F (93.086912 sec): 3 clusters Score: Raw -33754.151083 + Penalty 1849.608511 = -31904.542572 nChanged 23 SP:Iteration 3Q (93.088160 sec): 3 clusters Score: Raw -33776.386150 + Penalty 1849.628046 = -31926.758104 nChanged 18 SP:Iteration 4Q (93.089396 sec): 3 clusters Score: Raw -33798.998893 + Penalty 1850.333825 = -31948.665068 nChanged 10 SP:Iteration 5Q (93.090628 sec): 3 clusters Score: Raw -33812.674225 + Penalty 1851.112111 = -31961.562114 nChanged 7 SP:Iteration 6Q (93.091836 sec): 3 clusters Score: Raw -33818.990130 + Penalty 1851.210353 = -31967.779778 nChanged 4 SP:Iteration 7Q (93.093044 sec): 3 clusters Score: Raw -33826.303384 + Penalty 1851.207866 = -31975.095518 nChanged 3 SP:Iteration 8Q (93.094283 sec): 3 clusters Score: Raw -33828.974850 + Penalty 1851.075383 = -31977.899467 nChanged 1 SP:Iteration 9Q (93.095515 sec): 3 clusters Score: Raw -33830.829075 + Penalty 1851.036336 = -31979.792740 nChanged 2 SP:Iteration 10F (93.096761 sec): 3 clusters Score: Raw -33832.996803 + Penalty 1851.159750 = -31981.837052 nChanged 1 SP:Iteration 11Q (93.097983 sec): 3 clusters Score: Raw -33834.300115 + Penalty 1851.317138 = -31982.982978 nChanged 2 SP:Iteration 12Q (93.099209 sec): 3 clusters Score: Raw -33837.438569 + Penalty 1851.313470 = -31986.125099 nChanged 2 SP:Iteration 13Q (93.100428 sec): 3 clusters Score: Raw -33842.831412 + Penalty 1851.675802 = -31991.155611 nChanged 4 SP:Iteration 14Q (93.101643 sec): 3 clusters Score: Raw -33846.916618 + Penalty 1851.675802 = -31995.240816 nChanged 0 SP:Iteration 15F (93.102890 sec): 3 clusters Score: Raw -33846.916618 + Penalty 1851.675802 = -31995.240816 nChanged 0 Iteration 219F (93.506729 sec): 26 clusters Score: Raw -1248575.607660 + Penalty 23539.696886 = -1225035.910774 nChanged 6 Iteration 220F (93.897048 sec): 26 clusters Score: Raw -1248577.239885 + Penalty 23542.923666 = -1225034.316220 nChanged 4 Iteration 221F (94.295758 sec): 26 clusters Score: Raw -1248579.319227 + Penalty 23550.011900 = -1225029.307327 nChanged 7 Iteration 222F (94.688035 sec): 26 clusters Score: Raw -1248583.109326 + Penalty 23558.062046 = -1225025.047280 nChanged 10 Iteration 223F (95.080930 sec): 26 clusters Score: Raw -1248586.406134 + Penalty 23563.639178 = -1225022.766956 nChanged 10 Iteration 224F (95.472586 sec): 26 clusters Score: Raw -1248590.283147 + Penalty 23568.765709 = -1225021.517438 nChanged 7 Iteration 225F (95.865517 sec): 26 clusters Score: Raw -1248592.287221 + Penalty 23573.770382 = -1225018.516840 nChanged 3 Iteration 226F (96.260840 sec): 26 clusters Score: Raw -1248593.405837 + Penalty 23573.770382 = -1225019.635455 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 -1248593.405837 + Penalty 23573.770382 = -1225019.635455Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 1 (497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.333094 sec): 2 clusters Score: Raw -23605.062407 + Penalty 822.532268 = -22782.530138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.334259 sec): 3 clusters Score: Raw -23471.314713 + Penalty 1649.620297 = -21821.694417 nChanged 117 SP:Iteration 1F (96.335371 sec): 3 clusters Score: Raw -23608.556131 + Penalty 1652.512992 = -21956.043138 nChanged 44 SP:Iteration 2F (96.336476 sec): 3 clusters Score: Raw -23679.731844 + Penalty 1651.538250 = -22028.193594 nChanged 23 SP:Iteration 3Q (96.337551 sec): 3 clusters Score: Raw -23715.776259 + Penalty 1653.314786 = -22062.461473 nChanged 17 SP:Iteration 4Q (96.338616 sec): 3 clusters Score: Raw -23738.744016 + Penalty 1656.208704 = -22082.535312 nChanged 12 SP:Iteration 5Q (96.339704 sec): 3 clusters Score: Raw -23756.120418 + Penalty 1660.512636 = -22095.607782 nChanged 10 SP:Iteration 6Q (96.340768 sec): 3 clusters Score: Raw -23767.460198 + Penalty 1660.378880 = -22107.081318 nChanged 2 SP:Iteration 7Q (96.341819 sec): 3 clusters Score: Raw -23769.805258 + Penalty 1661.158995 = -22108.646263 nChanged 1 SP:Iteration 8Q (96.342865 sec): 3 clusters Score: Raw -23770.523624 + Penalty 1661.158995 = -22109.364629 nChanged 0 SP:Iteration 9F (96.343959 sec): 3 clusters Score: Raw -23770.523624 + Penalty 1661.158995 = -22109.364629 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 4 (315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.345251 sec): 2 clusters Score: Raw -15079.729545 + Penalty 217.186512 = -14862.543032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.346013 sec): 3 clusters Score: Raw -14910.365193 + Penalty 433.631309 = -14476.733884 nChanged 106 SP:Iteration 1F (96.346761 sec): 3 clusters Score: Raw -14989.744396 + Penalty 434.889841 = -14554.854555 nChanged 27 SP:Iteration 2F (96.347509 sec): 3 clusters Score: Raw -15015.311518 + Penalty 435.408568 = -14579.902950 nChanged 16 SP:Iteration 3F (96.348256 sec): 3 clusters Score: Raw -15030.835821 + Penalty 437.810539 = -14593.025281 nChanged 14 SP:Iteration 4Q (96.348996 sec): 3 clusters Score: Raw -15045.962314 + Penalty 438.763918 = -14607.198396 nChanged 10 SP:Iteration 5Q (96.349731 sec): 3 clusters Score: Raw -15055.956315 + Penalty 439.716230 = -14616.240086 nChanged 5 SP:Iteration 6Q (96.350460 sec): 3 clusters Score: Raw -15059.011469 + Penalty 439.745721 = -14619.265748 nChanged 5 SP:Iteration 7Q (96.351185 sec): 3 clusters Score: Raw -15061.525557 + Penalty 439.655192 = -14621.870365 nChanged 2 SP:Iteration 8Q (96.351910 sec): 3 clusters Score: Raw -15062.705366 + Penalty 440.575861 = -14622.129505 nChanged 2 SP:Iteration 9Q (96.352632 sec): 3 clusters Score: Raw -15063.358220 + Penalty 442.509940 = -14620.848280 nChanged 4 SP:Iteration 10F (96.353413 sec): 3 clusters Score: Raw -15064.984455 + Penalty 443.112597 = -14621.871858 nChanged 2 SP:Iteration 11Q (96.354139 sec): 3 clusters Score: Raw -15065.872178 + Penalty 443.135387 = -14622.736791 nChanged 2 SP:Iteration 12Q (96.354861 sec): 3 clusters Score: Raw -15065.900556 + Penalty 443.135387 = -14622.765169 nChanged 0 SP:Iteration 13F (96.355605 sec): 3 clusters Score: Raw -15065.900556 + Penalty 443.135387 = -14622.765169 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 5 (370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.357050 sec): 2 clusters Score: Raw -15855.781847 + Penalty 483.817647 = -15371.964200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.357906 sec): 3 clusters Score: Raw -15708.310305 + Penalty 970.512651 = -14737.797654 nChanged 94 SP:Iteration 1F (96.358750 sec): 3 clusters Score: Raw -15797.094680 + Penalty 974.690717 = -14822.403963 nChanged 33 SP:Iteration 2F (96.359593 sec): 3 clusters Score: Raw -15849.859028 + Penalty 980.226077 = -14869.632950 nChanged 20 SP:Iteration 3F (96.360435 sec): 3 clusters Score: Raw -15876.199867 + Penalty 978.605796 = -14897.594071 nChanged 16 SP:Iteration 4Q (96.361256 sec): 3 clusters Score: Raw -15891.785054 + Penalty 979.806345 = -14911.978709 nChanged 10 SP:Iteration 5Q (96.362069 sec): 3 clusters Score: Raw -15901.905316 + Penalty 981.354828 = -14920.550488 nChanged 6 SP:Iteration 6Q (96.362877 sec): 3 clusters Score: Raw -15911.827674 + Penalty 985.775713 = -14926.051961 nChanged 5 SP:Iteration 7Q (96.363709 sec): 3 clusters Score: Raw -15920.265272 + Penalty 987.407411 = -14932.857861 nChanged 1 SP:Iteration 8Q (96.364509 sec): 3 clusters Score: Raw -15920.563643 + Penalty 987.407411 = -14933.156232 nChanged 0 SP:Iteration 9F (96.365350 sec): 3 clusters Score: Raw -15920.563643 + Penalty 987.407411 = -14933.156232 nChanged 0 Memory request: 0.02 GB would take us to total of 0.30 GB. Trying to split cluster 7 (4181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.385132 sec): 2 clusters Score: Raw -188072.717617 + Penalty 217.556408 = -187855.161210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.393276 sec): 3 clusters Score: Raw -185343.546929 + Penalty 468.159417 = -184875.387513 nChanged 1944 SP:Iteration 1F (96.401430 sec): 3 clusters Score: Raw -186973.898789 + Penalty 549.112421 = -186424.786368 nChanged 681 SP:Iteration 2F (96.409683 sec): 3 clusters Score: Raw -187734.865799 + Penalty 610.641117 = -187124.224682 nChanged 207 SP:Iteration 3Q (96.417218 sec): 3 clusters Score: Raw -187948.008351 + Penalty 622.904897 = -187325.103454 nChanged 70 SP:Iteration 4Q (96.423967 sec): 3 clusters Score: Raw -188006.672182 + Penalty 658.026218 = -187348.645964 nChanged 43 SP:Iteration 5Q (96.430286 sec): 3 clusters Score: Raw -188044.201405 + Penalty 689.080089 = -187355.121316 nChanged 26 SP:Iteration 6Q (96.436351 sec): 3 clusters Score: Raw -188064.006694 + Penalty 729.575758 = -187334.430936 nChanged 19 SP:Iteration 7F (96.443783 sec): 3 clusters Score: Raw -188078.390633 + Penalty 772.457698 = -187305.932935 nChanged 15 SP:Iteration 8F (96.451310 sec): 3 clusters Score: Raw -188089.181553 + Penalty 790.296943 = -187298.884610 nChanged 8 SP:Iteration 9F (96.458687 sec): 3 clusters Score: Raw -188095.229530 + Penalty 796.284658 = -187298.944871 nChanged 1 SP:Iteration 10F (96.466061 sec): 3 clusters Score: Raw -188095.801735 + Penalty 805.841511 = -187289.960224 nChanged 1 SP:Iteration 11F (96.473722 sec): 3 clusters Score: Raw -188096.047030 + Penalty 806.910598 = -187289.136432 nChanged 1 SP:Iteration 12F (96.481146 sec): 3 clusters Score: Raw -188097.208363 + Penalty 804.784884 = -187292.423479 nChanged 1 SP:Iteration 13Q (96.486974 sec): 3 clusters Score: Raw -188099.051022 + Penalty 804.005513 = -187295.045509 nChanged 1 SP:Iteration 14Q (96.492759 sec): 3 clusters Score: Raw -188101.296204 + Penalty 804.005513 = -187297.290692 nChanged 0 SP:Iteration 15F (96.500261 sec): 3 clusters Score: Raw -188101.296204 + Penalty 804.005513 = -187297.290692 nChanged 0 Memory request: 0.07 GB would take us to total of 0.35 GB. Trying to split cluster 8 (13958 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.565405 sec): 2 clusters Score: Raw -582241.800351 + Penalty 234.908487 = -582006.891864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.591235 sec): 3 clusters Score: Raw -572840.813398 + Penalty 503.537150 = -572337.276248 nChanged 6605 SP:Iteration 1F (96.617130 sec): 3 clusters Score: Raw -577577.074247 + Penalty 546.749147 = -577030.325100 nChanged 2552 SP:Iteration 2F (96.642604 sec): 3 clusters Score: Raw -580599.961248 + Penalty 541.147713 = -580058.813535 nChanged 1002 SP:Iteration 3F (96.668005 sec): 3 clusters Score: Raw -581744.363010 + Penalty 521.652810 = -581222.710199 nChanged 333 SP:Iteration 4Q (96.689972 sec): 3 clusters Score: Raw -582089.849842 + Penalty 493.652573 = -581596.197269 nChanged 107 SP:Iteration 5Q (96.711094 sec): 3 clusters Score: Raw -582178.197121 + Penalty 470.721453 = -581707.475668 nChanged 61 SP:Iteration 6Q (96.731458 sec): 3 clusters Score: Raw -582221.731986 + Penalty 456.288921 = -581765.443066 nChanged 39 SP:Iteration 7Q (96.751400 sec): 3 clusters Score: Raw -582248.012913 + Penalty 460.496150 = -581787.516764 nChanged 26 SP:Iteration 8Q (96.771227 sec): 3 clusters Score: Raw -582264.475714 + Penalty 473.884635 = -581790.591079 nChanged 17 SP:Iteration 9Q (96.790978 sec): 3 clusters Score: Raw -582277.162646 + Penalty 486.348108 = -581790.814538 nChanged 13 SP:Iteration 10F (96.816792 sec): 3 clusters Score: Raw -582286.413725 + Penalty 486.136304 = -581800.277420 nChanged 6 SP:Iteration 11Q (96.836790 sec): 3 clusters Score: Raw -582290.450052 + Penalty 482.328997 = -581808.121055 nChanged 4 SP:Iteration 12Q (96.856857 sec): 3 clusters Score: Raw -582292.092312 + Penalty 482.805408 = -581809.286904 nChanged 4 SP:Iteration 13Q (96.876553 sec): 3 clusters Score: Raw -582294.373206 + Penalty 484.663676 = -581809.709530 nChanged 1 SP:Iteration 14Q (96.896620 sec): 3 clusters Score: Raw -582294.628308 + Penalty 484.663676 = -581809.964632 nChanged 0 SP:Iteration 15F (96.922698 sec): 3 clusters Score: Raw -582294.628308 + Penalty 484.663676 = -581809.964632 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 11 (322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.931626 sec): 2 clusters Score: Raw -13669.250913 + Penalty 362.515144 = -13306.735769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.932406 sec): 3 clusters Score: Raw -13531.766364 + Penalty 725.340232 = -12806.426131 nChanged 95 SP:Iteration 1F (96.933167 sec): 3 clusters Score: Raw -13612.118229 + Penalty 725.216322 = -12886.901908 nChanged 23 SP:Iteration 2F (96.933932 sec): 3 clusters Score: Raw -13632.832256 + Penalty 723.189028 = -12909.643229 nChanged 13 SP:Iteration 3Q (96.934683 sec): 3 clusters Score: Raw -13646.170673 + Penalty 722.388072 = -12923.782600 nChanged 10 SP:Iteration 4Q (96.935428 sec): 3 clusters Score: Raw -13653.454400 + Penalty 723.348294 = -12930.106106 nChanged 6 SP:Iteration 5Q (96.936169 sec): 3 clusters Score: Raw -13656.973840 + Penalty 723.334552 = -12933.639288 nChanged 1 SP:Iteration 6Q (96.936910 sec): 3 clusters Score: Raw -13657.391487 + Penalty 723.334552 = -12934.056935 nChanged 0 SP:Iteration 7F (96.937666 sec): 3 clusters Score: Raw -13657.391487 + Penalty 723.334552 = -12934.056935 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 13 (361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.940542 sec): 2 clusters Score: Raw -15751.827946 + Penalty 440.623905 = -15311.204042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.941407 sec): 3 clusters Score: Raw -15603.501708 + Penalty 893.103782 = -14710.397926 nChanged 107 SP:Iteration 1F (96.942318 sec): 3 clusters Score: Raw -15699.003968 + Penalty 894.789974 = -14804.213994 nChanged 35 SP:Iteration 2F (96.943190 sec): 3 clusters Score: Raw -15743.385044 + Penalty 894.974421 = -14848.410624 nChanged 19 SP:Iteration 3F (96.944066 sec): 3 clusters Score: Raw -15760.158357 + Penalty 898.092768 = -14862.065590 nChanged 7 SP:Iteration 4Q (96.944975 sec): 3 clusters Score: Raw -15768.918692 + Penalty 899.406212 = -14869.512480 nChanged 5 SP:Iteration 5Q (96.945841 sec): 3 clusters Score: Raw -15772.128325 + Penalty 900.041578 = -14872.086747 nChanged 2 SP:Iteration 6Q (96.946707 sec): 3 clusters Score: Raw -15774.272055 + Penalty 900.088883 = -14874.183172 nChanged 4 SP:Iteration 7Q (96.947559 sec): 3 clusters Score: Raw -15777.548378 + Penalty 902.755489 = -14874.792888 nChanged 2 SP:Iteration 8Q (96.948411 sec): 3 clusters Score: Raw -15779.357875 + Penalty 905.803978 = -14873.553897 nChanged 4 SP:Iteration 9F (96.949284 sec): 3 clusters Score: Raw -15785.087075 + Penalty 911.036111 = -14874.050964 nChanged 3 SP:Iteration 10F (96.950141 sec): 3 clusters Score: Raw -15789.499354 + Penalty 917.374972 = -14872.124382 nChanged 5 SP:Iteration 11F (96.950997 sec): 3 clusters Score: Raw -15797.038794 + Penalty 921.681040 = -14875.357755 nChanged 3 SP:Iteration 12Q (96.951828 sec): 3 clusters Score: Raw -15803.244475 + Penalty 926.422619 = -14876.821856 nChanged 4 SP:Iteration 13Q (96.952650 sec): 3 clusters Score: Raw -15808.026555 + Penalty 932.640413 = -14875.386142 nChanged 5 SP:Iteration 14F (96.953477 sec): 3 clusters Score: Raw -15814.940882 + Penalty 932.640413 = -14882.300470 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 14 (884 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.958227 sec): 2 clusters Score: Raw -43210.981833 + Penalty 640.955002 = -42570.026831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.959961 sec): 3 clusters Score: Raw -42775.973593 + Penalty 1285.250752 = -41490.722841 nChanged 300 SP:Iteration 1F (96.961659 sec): 3 clusters Score: Raw -42989.051011 + Penalty 1288.010130 = -41701.040881 nChanged 91 SP:Iteration 2F (96.963356 sec): 3 clusters Score: Raw -43067.640966 + Penalty 1289.719203 = -41777.921762 nChanged 48 SP:Iteration 3F (96.965056 sec): 3 clusters Score: Raw -43105.970612 + Penalty 1291.526570 = -41814.444042 nChanged 28 SP:Iteration 4Q (96.966893 sec): 3 clusters Score: Raw -43123.542969 + Penalty 1293.393075 = -41830.149894 nChanged 25 SP:Iteration 5Q (96.968717 sec): 3 clusters Score: Raw -43137.841571 + Penalty 1294.434262 = -41843.407309 nChanged 22 SP:Iteration 6Q (96.970402 sec): 3 clusters Score: Raw -43152.006179 + Penalty 1294.690359 = -41857.315820 nChanged 22 SP:Iteration 7Q (96.972089 sec): 3 clusters Score: Raw -43167.172241 + Penalty 1295.011526 = -41872.160715 nChanged 27 SP:Iteration 8Q (96.973778 sec): 3 clusters Score: Raw -43183.460374 + Penalty 1294.230816 = -41889.229558 nChanged 16 SP:Iteration 9Q (96.975483 sec): 3 clusters Score: Raw -43196.726625 + Penalty 1291.771792 = -41904.954833 nChanged 15 SP:Iteration 10F (96.977197 sec): 3 clusters Score: Raw -43210.400204 + Penalty 1291.092865 = -41919.307339 nChanged 15 SP:Iteration 11Q (96.978931 sec): 3 clusters Score: Raw -43220.285652 + Penalty 1292.533545 = -41927.752108 nChanged 10 SP:Iteration 12Q (96.980648 sec): 3 clusters Score: Raw -43225.200704 + Penalty 1293.433649 = -41931.767055 nChanged 7 SP:Iteration 13Q (96.982329 sec): 3 clusters Score: Raw -43228.094176 + Penalty 1292.588257 = -41935.505920 nChanged 8 SP:Iteration 14Q (96.984032 sec): 3 clusters Score: Raw -43231.674935 + Penalty 1291.695615 = -41939.979319 nChanged 5 SP:Iteration 15Q (96.985734 sec): 3 clusters Score: Raw -43234.453963 + Penalty 1292.869282 = -41941.584681 nChanged 10 SP:Iteration 16Q (96.987417 sec): 3 clusters Score: Raw -43237.646615 + Penalty 1293.016443 = -41944.630172 nChanged 7 SP:Iteration 17Q (96.989138 sec): 3 clusters Score: Raw -43241.455158 + Penalty 1295.192740 = -41946.262418 nChanged 10 SP:Iteration 18Q (96.990872 sec): 3 clusters Score: Raw -43247.606683 + Penalty 1296.041151 = -41951.565532 nChanged 8 SP:Iteration 19Q (96.992587 sec): 3 clusters Score: Raw -43250.704487 + Penalty 1297.266737 = -41953.437750 nChanged 6 SP:Iteration 20F (96.994280 sec): 3 clusters Score: Raw -43253.386884 + Penalty 1299.183980 = -41954.202903 nChanged 3 SP:Iteration 21Q (96.995973 sec): 3 clusters Score: Raw -43254.168808 + Penalty 1301.317191 = -41952.851618 nChanged 3 SP:Iteration 22F (96.997667 sec): 3 clusters Score: Raw -43254.917862 + Penalty 1302.312081 = -41952.605782 nChanged 4 SP:Iteration 23F (96.999360 sec): 3 clusters Score: Raw -43256.544188 + Penalty 1303.335548 = -41953.208640 nChanged 3 SP:Iteration 24Q (97.001060 sec): 3 clusters Score: Raw -43257.895795 + Penalty 1303.263511 = -41954.632284 nChanged 3 SP:Iteration 25Q (97.002817 sec): 3 clusters Score: Raw -43259.787841 + Penalty 1304.760061 = -41955.027780 nChanged 6 SP:Iteration 26Q (97.004539 sec): 3 clusters Score: Raw -43262.345059 + Penalty 1305.581732 = -41956.763326 nChanged 3 SP:Iteration 27Q (97.006222 sec): 3 clusters Score: Raw -43264.325228 + Penalty 1306.047189 = -41958.278039 nChanged 1 SP:Iteration 28Q (97.007904 sec): 3 clusters Score: Raw -43265.214961 + Penalty 1304.947604 = -41960.267357 nChanged 1 SP:Iteration 29Q (97.009753 sec): 3 clusters Score: Raw -43266.872063 + Penalty 1304.338207 = -41962.533856 nChanged 3 SP:Iteration 30F (97.011517 sec): 3 clusters Score: Raw -43268.054589 + Penalty 1305.115868 = -41962.938720 nChanged 1 SP:Iteration 31Q (97.013317 sec): 3 clusters Score: Raw -43268.325909 + Penalty 1305.115868 = -41963.210041 nChanged 0 SP:Iteration 32F (97.015134 sec): 3 clusters Score: Raw -43268.325909 + Penalty 1305.115868 = -41963.210041 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 16 (708 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.018614 sec): 2 clusters Score: Raw -31248.066787 + Penalty 540.131461 = -30707.935326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.020140 sec): 3 clusters Score: Raw -30914.469445 + Penalty 1087.673622 = -29826.795822 nChanged 241 SP:Iteration 1F (97.021603 sec): 3 clusters Score: Raw -31118.266325 + Penalty 1098.379537 = -30019.886788 nChanged 78 SP:Iteration 2F (97.023034 sec): 3 clusters Score: Raw -31185.198086 + Penalty 1102.961004 = -30082.237082 nChanged 45 SP:Iteration 3F (97.024503 sec): 3 clusters Score: Raw -31217.361328 + Penalty 1105.373576 = -30111.987752 nChanged 22 SP:Iteration 4Q (97.025970 sec): 3 clusters Score: Raw -31234.774035 + Penalty 1106.277893 = -30128.496142 nChanged 16 SP:Iteration 5Q (97.027372 sec): 3 clusters Score: Raw -31247.771386 + Penalty 1110.057601 = -30137.713785 nChanged 12 SP:Iteration 6Q (97.028757 sec): 3 clusters Score: Raw -31254.883580 + Penalty 1111.236203 = -30143.647377 nChanged 7 SP:Iteration 7Q (97.030141 sec): 3 clusters Score: Raw -31259.827433 + Penalty 1112.959029 = -30146.868405 nChanged 4 SP:Iteration 8Q (97.031523 sec): 3 clusters Score: Raw -31264.720380 + Penalty 1113.882459 = -30150.837921 nChanged 3 SP:Iteration 9Q (97.032903 sec): 3 clusters Score: Raw -31267.130658 + Penalty 1114.066281 = -30153.064377 nChanged 1 SP:Iteration 10F (97.034351 sec): 3 clusters Score: Raw -31267.255143 + Penalty 1114.066281 = -30153.188862 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 18 (335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.036843 sec): 2 clusters Score: Raw -12568.717295 + Penalty 451.611796 = -12117.105499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.037643 sec): 3 clusters Score: Raw -12439.467318 + Penalty 906.670406 = -11532.796912 nChanged 88 SP:Iteration 1F (97.038427 sec): 3 clusters Score: Raw -12521.560327 + Penalty 919.747398 = -11601.812929 nChanged 37 SP:Iteration 2F (97.039240 sec): 3 clusters Score: Raw -12568.294098 + Penalty 932.867315 = -11635.426783 nChanged 18 SP:Iteration 3F (97.040022 sec): 3 clusters Score: Raw -12593.238893 + Penalty 940.496083 = -11652.742811 nChanged 10 SP:Iteration 4Q (97.040789 sec): 3 clusters Score: Raw -12604.664328 + Penalty 945.351711 = -11659.312617 nChanged 5 SP:Iteration 5Q (97.041550 sec): 3 clusters Score: Raw -12611.200325 + Penalty 946.548423 = -11664.651902 nChanged 5 SP:Iteration 6Q (97.042305 sec): 3 clusters Score: Raw -12613.606291 + Penalty 945.272196 = -11668.334095 nChanged 3 SP:Iteration 7Q (97.043059 sec): 3 clusters Score: Raw -12615.810591 + Penalty 943.150018 = -11672.660573 nChanged 2 SP:Iteration 8Q (97.043817 sec): 3 clusters Score: Raw -12616.816659 + Penalty 941.828145 = -11674.988514 nChanged 1 SP:Iteration 9Q (97.044571 sec): 3 clusters Score: Raw -12617.074490 + Penalty 941.828145 = -11675.246345 nChanged 0 SP:Iteration 10F (97.045349 sec): 3 clusters Score: Raw -12617.074490 + Penalty 941.828145 = -11675.246345 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 20 (935 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.050848 sec): 2 clusters Score: Raw -46015.493102 + Penalty 844.387364 = -45171.105737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.052743 sec): 3 clusters Score: Raw -45591.770258 + Penalty 1687.762091 = -43904.008167 nChanged 299 SP:Iteration 1F (97.054570 sec): 3 clusters Score: Raw -45769.413428 + Penalty 1686.571961 = -44082.841467 nChanged 76 SP:Iteration 2F (97.056386 sec): 3 clusters Score: Raw -45824.274625 + Penalty 1685.976182 = -44138.298443 nChanged 39 SP:Iteration 3Q (97.058168 sec): 3 clusters Score: Raw -45850.586033 + Penalty 1685.517406 = -44165.068627 nChanged 27 SP:Iteration 4Q (97.060032 sec): 3 clusters Score: Raw -45864.256979 + Penalty 1685.213681 = -44179.043298 nChanged 19 SP:Iteration 5Q (97.061808 sec): 3 clusters Score: Raw -45881.414659 + Penalty 1684.468434 = -44196.946225 nChanged 15 SP:Iteration 6Q (97.063613 sec): 3 clusters Score: Raw -45889.762817 + Penalty 1683.987540 = -44205.775278 nChanged 15 SP:Iteration 7Q (97.065403 sec): 3 clusters Score: Raw -45899.763394 + Penalty 1683.913420 = -44215.849974 nChanged 8 SP:Iteration 8Q (97.067190 sec): 3 clusters Score: Raw -45903.893139 + Penalty 1684.086390 = -44219.806749 nChanged 5 SP:Iteration 9Q (97.069014 sec): 3 clusters Score: Raw -45909.233092 + Penalty 1683.924437 = -44225.308655 nChanged 7 SP:Iteration 10F (97.070829 sec): 3 clusters Score: Raw -45913.793783 + Penalty 1683.898986 = -44229.894797 nChanged 8 SP:Iteration 11Q (97.072612 sec): 3 clusters Score: Raw -45917.325090 + Penalty 1683.601988 = -44233.723102 nChanged 5 SP:Iteration 12Q (97.074385 sec): 3 clusters Score: Raw -45918.994086 + Penalty 1683.399803 = -44235.594282 nChanged 3 SP:Iteration 13Q (97.076150 sec): 3 clusters Score: Raw -45923.283996 + Penalty 1683.436407 = -44239.847589 nChanged 5 SP:Iteration 14Q (97.077915 sec): 3 clusters Score: Raw -45927.919723 + Penalty 1682.853264 = -44245.066458 nChanged 7 SP:Iteration 15Q (97.079678 sec): 3 clusters Score: Raw -45931.034022 + Penalty 1682.454998 = -44248.579024 nChanged 4 SP:Iteration 16Q (97.081440 sec): 3 clusters Score: Raw -45932.791509 + Penalty 1682.051933 = -44250.739575 nChanged 5 SP:Iteration 17Q (97.083272 sec): 3 clusters Score: Raw -45936.815236 + Penalty 1681.528530 = -44255.286707 nChanged 5 SP:Iteration 18Q (97.085189 sec): 3 clusters Score: Raw -45940.876548 + Penalty 1681.471330 = -44259.405218 nChanged 3 SP:Iteration 19Q (97.087085 sec): 3 clusters Score: Raw -45942.768692 + Penalty 1681.471330 = -44261.297363 nChanged 0 SP:Iteration 20F (97.088900 sec): 3 clusters Score: Raw -45942.768692 + Penalty 1681.471330 = -44261.297363 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 21 (672 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.096464 sec): 2 clusters Score: Raw -21782.001785 + Penalty 942.717730 = -20839.284055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.097848 sec): 3 clusters Score: Raw -21601.603800 + Penalty 1883.407635 = -19718.196166 nChanged 198 SP:Iteration 1F (97.099207 sec): 3 clusters Score: Raw -21835.431045 + Penalty 1883.039779 = -19952.391266 nChanged 53 SP:Iteration 2F (97.100572 sec): 3 clusters Score: Raw -21910.107843 + Penalty 1883.463287 = -20026.644556 nChanged 35 SP:Iteration 3F (97.101931 sec): 3 clusters Score: Raw -21966.023956 + Penalty 1883.490798 = -20082.533158 nChanged 26 SP:Iteration 4Q (97.103244 sec): 3 clusters Score: Raw -22007.271319 + Penalty 1883.769535 = -20123.501784 nChanged 10 SP:Iteration 5Q (97.104555 sec): 3 clusters Score: Raw -22015.977775 + Penalty 1884.139190 = -20131.838585 nChanged 6 SP:Iteration 6Q (97.105856 sec): 3 clusters Score: Raw -22022.910001 + Penalty 1883.778550 = -20139.131451 nChanged 6 SP:Iteration 7Q (97.107157 sec): 3 clusters Score: Raw -22028.891672 + Penalty 1883.531362 = -20145.360310 nChanged 6 SP:Iteration 8Q (97.108484 sec): 3 clusters Score: Raw -22034.660954 + Penalty 1883.699825 = -20150.961129 nChanged 2 SP:Iteration 9Q (97.109804 sec): 3 clusters Score: Raw -22036.466196 + Penalty 1883.594957 = -20152.871240 nChanged 1 SP:Iteration 10F (97.111189 sec): 3 clusters Score: Raw -22038.514937 + Penalty 1883.594957 = -20154.919981 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 24 (480 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.113114 sec): 2 clusters Score: Raw -21264.831534 + Penalty 863.558561 = -20401.272972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.114209 sec): 3 clusters Score: Raw -21115.582180 + Penalty 1723.151580 = -19392.430601 nChanged 108 SP:Iteration 1F (97.115304 sec): 3 clusters Score: Raw -21240.710123 + Penalty 1718.511370 = -19522.198753 nChanged 33 SP:Iteration 2F (97.116405 sec): 3 clusters Score: Raw -21287.073737 + Penalty 1714.960669 = -19572.113069 nChanged 21 SP:Iteration 3Q (97.117461 sec): 3 clusters Score: Raw -21321.217067 + Penalty 1710.963911 = -19610.253156 nChanged 24 SP:Iteration 4Q (97.118511 sec): 3 clusters Score: Raw -21358.530574 + Penalty 1705.955351 = -19652.575223 nChanged 19 SP:Iteration 5Q (97.119538 sec): 3 clusters Score: Raw -21379.778148 + Penalty 1704.233915 = -19675.544233 nChanged 5 SP:Iteration 6Q (97.120578 sec): 3 clusters Score: Raw -21384.735654 + Penalty 1703.305723 = -19681.429931 nChanged 6 SP:Iteration 7Q (97.121611 sec): 3 clusters Score: Raw -21391.909898 + Penalty 1702.066358 = -19689.843540 nChanged 3 SP:Iteration 8Q (97.122639 sec): 3 clusters Score: Raw -21398.215674 + Penalty 1701.444672 = -19696.771002 nChanged 2 SP:Iteration 9Q (97.123664 sec): 3 clusters Score: Raw -21399.077439 + Penalty 1701.444672 = -19697.632767 nChanged 0 SP:Iteration 10F (97.124736 sec): 3 clusters Score: Raw -21399.077439 + Penalty 1701.444672 = -19697.632767 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 25 (346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.126818 sec): 2 clusters Score: Raw -15238.788594 + Penalty 914.790276 = -14323.998318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.127629 sec): 3 clusters Score: Raw -15241.331151 + Penalty 1831.066168 = -13410.264983 nChanged 64 SP:Iteration 1F (97.128429 sec): 3 clusters Score: Raw -15343.384574 + Penalty 1832.397754 = -13510.986820 nChanged 20 SP:Iteration 2F (97.129227 sec): 3 clusters Score: Raw -15381.156108 + Penalty 1833.530247 = -13547.625861 nChanged 14 SP:Iteration 3Q (97.129991 sec): 3 clusters Score: Raw -15406.458978 + Penalty 1834.682297 = -13571.776681 nChanged 6 SP:Iteration 4Q (97.130748 sec): 3 clusters Score: Raw -15418.294493 + Penalty 1835.467075 = -13582.827418 nChanged 3 SP:Iteration 5Q (97.131501 sec): 3 clusters Score: Raw -15423.282528 + Penalty 1836.359038 = -13586.923489 nChanged 4 SP:Iteration 6Q (97.132286 sec): 3 clusters Score: Raw -15434.891785 + Penalty 1837.431572 = -13597.460213 nChanged 8 SP:Iteration 7Q (97.133039 sec): 3 clusters Score: Raw -15462.753785 + Penalty 1838.896147 = -13623.857638 nChanged 6 SP:Iteration 8Q (97.133791 sec): 3 clusters Score: Raw -15471.519443 + Penalty 1839.789672 = -13631.729771 nChanged 2 SP:Iteration 9Q (97.134539 sec): 3 clusters Score: Raw -15474.319297 + Penalty 1839.603565 = -13634.715731 nChanged 1 SP:Iteration 10F (97.135336 sec): 3 clusters Score: Raw -15476.520161 + Penalty 1839.789672 = -13636.730489 nChanged 1 SP:Iteration 11Q (97.136084 sec): 3 clusters Score: Raw -15479.689884 + Penalty 1840.607596 = -13639.082288 nChanged 2 SP:Iteration 12Q (97.136830 sec): 3 clusters Score: Raw -15484.085490 + Penalty 1840.607596 = -13643.477894 nChanged 0 SP:Iteration 13F (97.137626 sec): 3 clusters Score: Raw -15484.085490 + Penalty 1840.607596 = -13643.477894 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 30 (461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.139535 sec): 2 clusters Score: Raw -18825.538083 + Penalty 161.796450 = -18663.741633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.140551 sec): 3 clusters Score: Raw -18611.581652 + Penalty 406.835010 = -18204.746642 nChanged 180 SP:Iteration 1F (97.141550 sec): 3 clusters Score: Raw -18882.974225 + Penalty 438.751928 = -18444.222297 nChanged 49 SP:Iteration 2F (97.142546 sec): 3 clusters Score: Raw -18928.792557 + Penalty 443.956337 = -18484.836220 nChanged 7 SP:Iteration 3Q (97.143547 sec): 3 clusters Score: Raw -18932.387469 + Penalty 450.126623 = -18482.260846 nChanged 2 SP:Iteration 4F (97.144552 sec): 3 clusters Score: Raw -18932.875113 + Penalty 451.777959 = -18481.097154 nChanged 1 SP:Iteration 5F (97.145548 sec): 3 clusters Score: Raw -18933.330482 + Penalty 451.777959 = -18481.552524 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 31 (1369 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.152589 sec): 2 clusters Score: Raw -61881.202468 + Penalty 537.099723 = -61344.102745 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.155173 sec): 3 clusters Score: Raw -61097.920380 + Penalty 1084.794431 = -60013.125950 nChanged 518 SP:Iteration 1F (97.157700 sec): 3 clusters Score: Raw -61431.136599 + Penalty 1103.029497 = -60328.107102 nChanged 200 SP:Iteration 2F (97.160235 sec): 3 clusters Score: Raw -61596.654092 + Penalty 1130.683557 = -60465.970535 nChanged 119 SP:Iteration 3F (97.162766 sec): 3 clusters Score: Raw -61719.503131 + Penalty 1161.441453 = -60558.061678 nChanged 83 SP:Iteration 4F (97.165289 sec): 3 clusters Score: Raw -61806.831239 + Penalty 1196.534620 = -60610.296619 nChanged 53 SP:Iteration 5Q (97.167799 sec): 3 clusters Score: Raw -61859.483211 + Penalty 1217.096331 = -60642.386880 nChanged 34 SP:Iteration 6Q (97.170259 sec): 3 clusters Score: Raw -61887.515259 + Penalty 1236.150734 = -60651.364525 nChanged 21 SP:Iteration 7Q (97.172605 sec): 3 clusters Score: Raw -61906.607001 + Penalty 1246.780001 = -60659.827000 nChanged 17 SP:Iteration 8Q (97.174899 sec): 3 clusters Score: Raw -61922.245574 + Penalty 1255.474940 = -60666.770634 nChanged 13 SP:Iteration 9Q (97.177150 sec): 3 clusters Score: Raw -61935.474432 + Penalty 1258.711330 = -60676.763102 nChanged 6 SP:Iteration 10F (97.179694 sec): 3 clusters Score: Raw -61939.910235 + Penalty 1263.513391 = -60676.396843 nChanged 3 SP:Iteration 11F (97.182214 sec): 3 clusters Score: Raw -61941.967215 + Penalty 1270.917854 = -60671.049362 nChanged 3 SP:Iteration 12F (97.184755 sec): 3 clusters Score: Raw -61944.734698 + Penalty 1273.327690 = -60671.407008 nChanged 1 SP:Iteration 13Q (97.186987 sec): 3 clusters Score: Raw -61945.591095 + Penalty 1271.163759 = -60674.427336 nChanged 1 SP:Iteration 14Q (97.189198 sec): 3 clusters Score: Raw -61946.961679 + Penalty 1271.163759 = -60675.797920 nChanged 0 SP:Iteration 15F (97.191752 sec): 3 clusters Score: Raw -61946.961679 + Penalty 1271.163759 = -60675.797920 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 32 (154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.194503 sec): 2 clusters Score: Raw -6646.470635 + Penalty 403.293498 = -6243.177137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.194996 sec): 3 clusters Score: Raw -6645.835054 + Penalty 804.379546 = -5841.455508 nChanged 33 SP:Iteration 1F (97.195486 sec): 3 clusters Score: Raw -6695.914505 + Penalty 803.316259 = -5892.598245 nChanged 14 SP:Iteration 2F (97.195959 sec): 3 clusters Score: Raw -6712.442881 + Penalty 802.534981 = -5909.907901 nChanged 7 SP:Iteration 3Q (97.196422 sec): 3 clusters Score: Raw -6723.091468 + Penalty 802.392089 = -5920.699379 nChanged 2 SP:Iteration 4Q (97.196881 sec): 3 clusters Score: Raw -6724.858379 + Penalty 802.392089 = -5922.466290 nChanged 0 SP:Iteration 5F (97.197353 sec): 3 clusters Score: Raw -6724.858379 + Penalty 802.392089 = -5922.466290 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 34 (1552 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.205099 sec): 2 clusters Score: Raw -76695.246157 + Penalty 560.318281 = -76134.927876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.207986 sec): 3 clusters Score: Raw -75807.946927 + Penalty 1130.685556 = -74677.261371 nChanged 628 SP:Iteration 1F (97.210821 sec): 3 clusters Score: Raw -76294.980565 + Penalty 1135.839974 = -75159.140591 nChanged 195 SP:Iteration 2F (97.213699 sec): 3 clusters Score: Raw -76456.965550 + Penalty 1137.603944 = -75319.361606 nChanged 115 SP:Iteration 3F (97.220036 sec): 3 clusters Score: Raw -76534.354448 + Penalty 1139.044011 = -75395.310437 nChanged 65 SP:Iteration 4Q (97.224897 sec): 3 clusters Score: Raw -76564.979275 + Penalty 1141.230181 = -75423.749094 nChanged 35 SP:Iteration 5Q (97.228168 sec): 3 clusters Score: Raw -76575.330935 + Penalty 1143.676888 = -75431.654047 nChanged 20 SP:Iteration 6Q (97.231123 sec): 3 clusters Score: Raw -76583.045507 + Penalty 1144.809652 = -75438.235855 nChanged 13 SP:Iteration 7Q (97.234109 sec): 3 clusters Score: Raw -76586.500118 + Penalty 1145.803131 = -75440.696987 nChanged 8 SP:Iteration 8Q (97.237055 sec): 3 clusters Score: Raw -76587.273219 + Penalty 1146.344584 = -75440.928634 nChanged 3 SP:Iteration 9Q (97.239988 sec): 3 clusters Score: Raw -76588.241219 + Penalty 1146.858871 = -75441.382348 nChanged 4 SP:Iteration 10F (97.243020 sec): 3 clusters Score: Raw -76589.011972 + Penalty 1148.094875 = -75440.917097 nChanged 6 SP:Iteration 11F (97.246034 sec): 3 clusters Score: Raw -76590.158052 + Penalty 1149.004790 = -75441.153261 nChanged 6 SP:Iteration 12Q (97.248976 sec): 3 clusters Score: Raw -76592.038957 + Penalty 1149.535501 = -75442.503456 nChanged 5 SP:Iteration 13Q (97.251903 sec): 3 clusters Score: Raw -76593.167207 + Penalty 1151.025875 = -75442.141331 nChanged 9 SP:Iteration 14F (97.254966 sec): 3 clusters Score: Raw -76594.960607 + Penalty 1153.226066 = -75441.734542 nChanged 10 SP:Iteration 15F (97.258071 sec): 3 clusters Score: Raw -76598.570774 + Penalty 1156.037464 = -75442.533310 nChanged 12 SP:Iteration 16Q (97.260990 sec): 3 clusters Score: Raw -76605.149017 + Penalty 1159.358821 = -75445.790197 nChanged 14 SP:Iteration 17Q (97.263909 sec): 3 clusters Score: Raw -76610.995613 + Penalty 1162.146766 = -75448.848847 nChanged 16 SP:Iteration 18Q (97.266900 sec): 3 clusters Score: Raw -76615.419768 + Penalty 1163.463136 = -75451.956632 nChanged 6 SP:Iteration 19Q (97.269855 sec): 3 clusters Score: Raw -76617.816612 + Penalty 1165.294363 = -75452.522249 nChanged 9 SP:Iteration 20F (97.272860 sec): 3 clusters Score: Raw -76623.138827 + Penalty 1167.299075 = -75455.839752 nChanged 11 SP:Iteration 21Q (97.275739 sec): 3 clusters Score: Raw -76629.986677 + Penalty 1168.558600 = -75461.428077 nChanged 9 SP:Iteration 22Q (97.278649 sec): 3 clusters Score: Raw -76633.244601 + Penalty 1171.185821 = -75462.058779 nChanged 14 SP:Iteration 23Q (97.281512 sec): 3 clusters Score: Raw -76639.797076 + Penalty 1174.542279 = -75465.254797 nChanged 18 SP:Iteration 24Q (97.284437 sec): 3 clusters Score: Raw -76653.775751 + Penalty 1177.919257 = -75475.856494 nChanged 18 SP:Iteration 25Q (97.287402 sec): 3 clusters Score: Raw -76665.833658 + Penalty 1179.883895 = -75485.949764 nChanged 13 SP:Iteration 26Q (97.290263 sec): 3 clusters Score: Raw -76671.273561 + Penalty 1180.863721 = -75490.409840 nChanged 9 SP:Iteration 27Q (97.293104 sec): 3 clusters Score: Raw -76678.937102 + Penalty 1182.450225 = -75496.486876 nChanged 9 SP:Iteration 28Q (97.295923 sec): 3 clusters Score: Raw -76683.145419 + Penalty 1182.892742 = -75500.252677 nChanged 6 SP:Iteration 29Q (97.298726 sec): 3 clusters Score: Raw -76684.357770 + Penalty 1184.687344 = -75499.670425 nChanged 7 SP:Iteration 30F (97.301706 sec): 3 clusters Score: Raw -76685.318773 + Penalty 1184.377282 = -75500.941491 nChanged 2 SP:Iteration 31Q (97.304527 sec): 3 clusters Score: Raw -76685.478869 + Penalty 1184.377282 = -75501.101586 nChanged 0 SP:Iteration 32F (97.307500 sec): 3 clusters Score: Raw -76685.478869 + Penalty 1184.377282 = -75501.101586 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 35 (388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.309250 sec): 2 clusters Score: Raw -13238.245390 + Penalty 542.534682 = -12695.710708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.310168 sec): 3 clusters Score: Raw -13117.828061 + Penalty 1085.351365 = -12032.476697 nChanged 90 SP:Iteration 1F (97.311059 sec): 3 clusters Score: Raw -13231.966590 + Penalty 1082.764326 = -12149.202263 nChanged 30 SP:Iteration 2F (97.311950 sec): 3 clusters Score: Raw -13285.523119 + Penalty 1083.356925 = -12202.166194 nChanged 19 SP:Iteration 3Q (97.312821 sec): 3 clusters Score: Raw -13310.199670 + Penalty 1084.762850 = -12225.436820 nChanged 11 SP:Iteration 4Q (97.313713 sec): 3 clusters Score: Raw -13323.495310 + Penalty 1086.088471 = -12237.406839 nChanged 10 SP:Iteration 5Q (97.314605 sec): 3 clusters Score: Raw -13334.453811 + Penalty 1087.755591 = -12246.698220 nChanged 7 SP:Iteration 6Q (97.315467 sec): 3 clusters Score: Raw -13345.380808 + Penalty 1089.459765 = -12255.921043 nChanged 9 SP:Iteration 7Q (97.316330 sec): 3 clusters Score: Raw -13359.415365 + Penalty 1089.729459 = -12269.685906 nChanged 1 SP:Iteration 8Q (97.317216 sec): 3 clusters Score: Raw -13360.971766 + Penalty 1089.729459 = -12271.242307 nChanged 0 SP:Iteration 9F (97.318108 sec): 3 clusters Score: Raw -13360.971766 + Penalty 1089.729459 = -12271.242307 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 46 (472 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.319949 sec): 2 clusters Score: Raw -21771.395591 + Penalty 698.208014 = -21073.187578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.321014 sec): 3 clusters Score: Raw -21606.836562 + Penalty 1396.369553 = -20210.467010 nChanged 126 SP:Iteration 1F (97.322066 sec): 3 clusters Score: Raw -21701.081739 + Penalty 1395.583589 = -20305.498150 nChanged 30 SP:Iteration 2F (97.323126 sec): 3 clusters Score: Raw -21730.733606 + Penalty 1395.214705 = -20335.518901 nChanged 18 SP:Iteration 3Q (97.324185 sec): 3 clusters Score: Raw -21744.666141 + Penalty 1395.359454 = -20349.306687 nChanged 12 SP:Iteration 4Q (97.325255 sec): 3 clusters Score: Raw -21756.540357 + Penalty 1394.876099 = -20361.664258 nChanged 8 SP:Iteration 5Q (97.326349 sec): 3 clusters Score: Raw -21763.656421 + Penalty 1394.942623 = -20368.713798 nChanged 7 SP:Iteration 6Q (97.327438 sec): 3 clusters Score: Raw -21769.311849 + Penalty 1394.452016 = -20374.859833 nChanged 4 SP:Iteration 7Q (97.328525 sec): 3 clusters Score: Raw -21772.421616 + Penalty 1394.093484 = -20378.328131 nChanged 2 SP:Iteration 8Q (97.329605 sec): 3 clusters Score: Raw -21774.153617 + Penalty 1393.645702 = -20380.507915 nChanged 3 SP:Iteration 9Q (97.330647 sec): 3 clusters Score: Raw -21776.294714 + Penalty 1393.051795 = -20383.242920 nChanged 4 SP:Iteration 10F (97.331695 sec): 3 clusters Score: Raw -21780.542324 + Penalty 1393.624543 = -20386.917781 nChanged 3 SP:Iteration 11Q (97.332734 sec): 3 clusters Score: Raw -21782.932756 + Penalty 1393.509006 = -20389.423750 nChanged 1 SP:Iteration 12Q (97.333786 sec): 3 clusters Score: Raw -21783.354836 + Penalty 1393.270560 = -20390.084275 nChanged 1 SP:Iteration 13Q (97.334827 sec): 3 clusters Score: Raw -21784.090532 + Penalty 1393.270560 = -20390.819971 nChanged 0 SP:Iteration 14F (97.335885 sec): 3 clusters Score: Raw -21784.090532 + Penalty 1393.270560 = -20390.819971 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 53 (552 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.337850 sec): 2 clusters Score: Raw -23315.599498 + Penalty 934.171368 = -22381.428130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.339052 sec): 3 clusters Score: Raw -23194.023691 + Penalty 1866.153845 = -21327.869846 nChanged 145 SP:Iteration 1F (97.340237 sec): 3 clusters Score: Raw -23371.731261 + Penalty 1864.840956 = -21506.890305 nChanged 37 SP:Iteration 2F (97.341448 sec): 3 clusters Score: Raw -23436.270203 + Penalty 1862.832212 = -21573.437990 nChanged 36 SP:Iteration 3F (97.342641 sec): 3 clusters Score: Raw -23513.544449 + Penalty 1861.703607 = -21651.840842 nChanged 29 SP:Iteration 4F (97.343832 sec): 3 clusters Score: Raw -23574.511106 + Penalty 1864.402719 = -21710.108386 nChanged 17 SP:Iteration 5Q (97.344987 sec): 3 clusters Score: Raw -23600.154504 + Penalty 1865.598691 = -21734.555813 nChanged 14 SP:Iteration 6Q (97.346138 sec): 3 clusters Score: Raw -23619.710585 + Penalty 1868.102615 = -21751.607970 nChanged 12 SP:Iteration 7Q (97.347284 sec): 3 clusters Score: Raw -23646.789384 + Penalty 1869.925971 = -21776.863414 nChanged 9 SP:Iteration 8Q (97.348423 sec): 3 clusters Score: Raw -23669.618497 + Penalty 1868.973678 = -21800.644820 nChanged 5 SP:Iteration 9Q (97.349533 sec): 3 clusters Score: Raw -23678.183491 + Penalty 1870.015252 = -21808.168238 nChanged 3 SP:Iteration 10F (97.350740 sec): 3 clusters Score: Raw -23687.385440 + Penalty 1870.162783 = -21817.222657 nChanged 6 SP:Iteration 11Q (97.351864 sec): 3 clusters Score: Raw -23697.036624 + Penalty 1869.742838 = -21827.293786 nChanged 5 SP:Iteration 12Q (97.352979 sec): 3 clusters Score: Raw -23707.642521 + Penalty 1870.091895 = -21837.550626 nChanged 5 SP:Iteration 13Q (97.354087 sec): 3 clusters Score: Raw -23715.385916 + Penalty 1869.653425 = -21845.732490 nChanged 1 SP:Iteration 14Q (97.355182 sec): 3 clusters Score: Raw -23716.636584 + Penalty 1869.204033 = -21847.432551 nChanged 1 SP:Iteration 15Q (97.356275 sec): 3 clusters Score: Raw -23719.054994 + Penalty 1869.204033 = -21849.850961 nChanged 0 SP:Iteration 16F (97.357467 sec): 3 clusters Score: Raw -23719.054994 + Penalty 1869.204033 = -21849.850961 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 69 (219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.358550 sec): 2 clusters Score: Raw -10930.012281 + Penalty 534.756502 = -10395.255780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.359156 sec): 3 clusters Score: Raw -10872.254277 + Penalty 1076.522014 = -9795.732263 nChanged 51 SP:Iteration 1F (97.359775 sec): 3 clusters Score: Raw -10927.785396 + Penalty 1074.574716 = -9853.210680 nChanged 10 SP:Iteration 2Q (97.360367 sec): 3 clusters Score: Raw -10940.581633 + Penalty 1074.449135 = -9866.132498 nChanged 4 SP:Iteration 3Q (97.360956 sec): 3 clusters Score: Raw -10944.723722 + Penalty 1073.679409 = -9871.044313 nChanged 4 SP:Iteration 4Q (97.361544 sec): 3 clusters Score: Raw -10948.773995 + Penalty 1073.274753 = -9875.499242 nChanged 1 SP:Iteration 5Q (97.362161 sec): 3 clusters Score: Raw -10949.711273 + Penalty 1072.941727 = -9876.769546 nChanged 1 SP:Iteration 6Q (97.362750 sec): 3 clusters Score: Raw -10951.425617 + Penalty 1072.892288 = -9878.533328 nChanged 1 SP:Iteration 7Q (97.363336 sec): 3 clusters Score: Raw -10952.538406 + Penalty 1072.892288 = -9879.646117 nChanged 0 SP:Iteration 8F (97.363955 sec): 3 clusters Score: Raw -10952.538406 + Penalty 1072.892288 = -9879.646117 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 94 (211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.364989 sec): 2 clusters Score: Raw -6724.611644 + Penalty 247.530394 = -6477.081250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.365590 sec): 3 clusters Score: Raw -6676.952521 + Penalty 505.241893 = -6171.710628 nChanged 58 SP:Iteration 1F (97.366190 sec): 3 clusters Score: Raw -6785.498973 + Penalty 493.824788 = -6291.674185 nChanged 31 SP:Iteration 2F (97.366783 sec): 3 clusters Score: Raw -6855.112081 + Penalty 489.295055 = -6365.817026 nChanged 10 SP:Iteration 3Q (97.367360 sec): 3 clusters Score: Raw -6877.751381 + Penalty 494.127310 = -6383.624070 nChanged 4 SP:Iteration 4Q (97.367925 sec): 3 clusters Score: Raw -6887.194848 + Penalty 506.333548 = -6380.861300 nChanged 3 SP:Iteration 5F (97.368515 sec): 3 clusters Score: Raw -6922.431927 + Penalty 530.642851 = -6391.789076 nChanged 4 SP:Iteration 6Q (97.369062 sec): 3 clusters Score: Raw -6973.630314 + Penalty 530.642851 = -6442.987463 nChanged 0 SP:Iteration 7F (97.369636 sec): 3 clusters Score: Raw -6973.630314 + Penalty 530.642851 = -6442.987463 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 103 (518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.371505 sec): 2 clusters Score: Raw -20298.245166 + Penalty 193.912352 = -20104.332814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.372645 sec): 3 clusters Score: Raw -20024.557240 + Penalty 483.235753 = -19541.321487 nChanged 200 SP:Iteration 1F (97.373758 sec): 3 clusters Score: Raw -20253.170526 + Penalty 542.751082 = -19710.419444 nChanged 60 SP:Iteration 2F (97.374874 sec): 3 clusters Score: Raw -20315.818300 + Penalty 571.758717 = -19744.059583 nChanged 17 SP:Iteration 3Q (97.375939 sec): 3 clusters Score: Raw -20336.757672 + Penalty 578.298899 = -19758.458772 nChanged 6 SP:Iteration 4Q (97.376976 sec): 3 clusters Score: Raw -20345.232472 + Penalty 582.360247 = -19762.872225 nChanged 2 SP:Iteration 5Q (97.377999 sec): 3 clusters Score: Raw -20345.562898 + Penalty 582.360247 = -19763.202651 nChanged 0 SP:Iteration 6F (97.379103 sec): 3 clusters Score: Raw -20345.562898 + Penalty 582.360247 = -19763.202651 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 149 (608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.381236 sec): 2 clusters Score: Raw -33774.378239 + Penalty 924.263114 = -32850.115125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.382537 sec): 3 clusters Score: Raw -33570.250267 + Penalty 1848.096456 = -31722.153811 nChanged 151 SP:Iteration 1F (97.383825 sec): 3 clusters Score: Raw -33710.076282 + Penalty 1848.258006 = -31861.818276 nChanged 39 SP:Iteration 2F (97.385113 sec): 3 clusters Score: Raw -33752.770191 + Penalty 1847.885450 = -31904.884741 nChanged 24 SP:Iteration 3Q (97.386492 sec): 3 clusters Score: Raw -33777.681942 + Penalty 1847.745840 = -31929.936102 nChanged 11 SP:Iteration 4Q (97.387757 sec): 3 clusters Score: Raw -33786.509695 + Penalty 1847.579159 = -31938.930536 nChanged 5 SP:Iteration 5Q (97.389023 sec): 3 clusters Score: Raw -33792.333931 + Penalty 1847.402486 = -31944.931445 nChanged 3 SP:Iteration 6Q (97.390299 sec): 3 clusters Score: Raw -33797.801074 + Penalty 1847.494880 = -31950.306194 nChanged 6 SP:Iteration 7Q (97.391588 sec): 3 clusters Score: Raw -33804.552990 + Penalty 1847.605779 = -31956.947211 nChanged 1 SP:Iteration 8Q (97.392846 sec): 3 clusters Score: Raw -33806.201785 + Penalty 1847.493384 = -31958.708401 nChanged 2 SP:Iteration 9Q (97.394113 sec): 3 clusters Score: Raw -33808.256929 + Penalty 1847.487539 = -31960.769390 nChanged 2 SP:Iteration 10F (97.395395 sec): 3 clusters Score: Raw -33809.718848 + Penalty 1847.558788 = -31962.160060 nChanged 3 SP:Iteration 11Q (97.396654 sec): 3 clusters Score: Raw -33812.047222 + Penalty 1847.591457 = -31964.455765 nChanged 4 SP:Iteration 12Q (97.397912 sec): 3 clusters Score: Raw -33816.974387 + Penalty 1847.600073 = -31969.374314 nChanged 5 SP:Iteration 13Q (97.399195 sec): 3 clusters Score: Raw -33823.397399 + Penalty 1847.654323 = -31975.743076 nChanged 4 SP:Iteration 14Q (97.400474 sec): 3 clusters Score: Raw -33826.597470 + Penalty 1847.821555 = -31978.775915 nChanged 5 SP:Iteration 15Q (97.401731 sec): 3 clusters Score: Raw -33829.873485 + Penalty 1847.741695 = -31982.131791 nChanged 2 SP:Iteration 16Q (97.402995 sec): 3 clusters Score: Raw -33831.770096 + Penalty 1847.810555 = -31983.959542 nChanged 1 SP:Iteration 17Q (97.404295 sec): 3 clusters Score: Raw -33832.041454 + Penalty 1847.876112 = -31984.165342 nChanged 2 SP:Iteration 18Q (97.405610 sec): 3 clusters Score: Raw -33834.098704 + Penalty 1847.993715 = -31986.104989 nChanged 2 SP:Iteration 19Q (97.406907 sec): 3 clusters Score: Raw -33836.561368 + Penalty 1847.993715 = -31988.567652 nChanged 0 SP:Iteration 20F (97.408299 sec): 3 clusters Score: Raw -33836.561368 + Penalty 1847.993715 = -31988.567652 nChanged 0 Time taken for this iteration:96.551505 seconds. 300->26 Clusters: Score -1225019.635455, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 227 (time per iteration =429.308379 ms) Total iterations: 2502 (time per iteration =38.950041 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 6058103750.000000 (time per metric unit =16.086387ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 151452593750.000000 (time per metric unit=643.455484ps) That took 97.453002 seconds. FileBase PeterP-2013-10-10_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 0.21 and 0.31 GB of RAM. Memory request: 0.10 GB would take us to total of 0.10 GB. ---------------------------------------------------------- Loaded 22559 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 22559 points ------ Starting initial clusters from distinct float masks Not enough masks (200) to generate starting clusters (300), so starting with (201) clusters instead. Assigned 201 initial classes from 200 unique masks. Deleting Class 198 (1 points): Lose 12.645851 but Gain 1588.197878 Iteration 0F (2.745351 sec): 200 clusters Score: Raw -817410.778532 + Penalty 193579.531648 = -623831.246884 nChanged 5485 Deleting Class 109 (2 points): Lose 33.614648 but Gain 1565.032462 Iteration 1F (4.759295 sec): 194 clusters Score: Raw -825402.049020 + Penalty 189739.335048 = -635662.713973 nChanged 1858 Deleting Class 146 (1 points): Lose 12.164691 but Gain 1542.439127 Iteration 2F (6.730243 sec): 191 clusters Score: Raw -828369.404314 + Penalty 187955.148174 = -640414.256140 nChanged 1317 Deleting Class 133 (5 points): Lose 90.700226 but Gain 1596.160234 Iteration 3F (8.695804 sec): 190 clusters Score: Raw -829958.375856 + Penalty 186440.514328 = -643517.861528 nChanged 981 Deleting Class 185 (2 points): Lose 42.624733 but Gain 1541.593120 Iteration 4Q (8.926811 sec): 189 clusters Score: Raw -830804.776125 + Penalty 185125.244462 = -645679.531662 nChanged 779 Deleting Class 152 (1 points): Lose 17.546614 but Gain 1489.519848 Iteration 5Q (9.133773 sec): 188 clusters Score: Raw -831347.786749 + Penalty 183867.663655 = -647480.123094 nChanged 670 Deleting Class 157 (2 points): Lose 27.877502 but Gain 1496.970621 Iteration 6Q (9.328181 sec): 187 clusters Score: Raw -831731.650561 + Penalty 182505.671802 = -649225.978759 nChanged 599 Deleting Class 107 (1 points): Lose 27.777163 but Gain 1472.757347 Iteration 7Q (9.512094 sec): 186 clusters Score: Raw -832029.578889 + Penalty 181024.785510 = -651004.793379 nChanged 516 Deleting Class 190 (1 points): Lose 7.274977 but Gain 1438.809008 Iteration 8Q (9.687425 sec): 185 clusters Score: Raw -832286.929892 + Penalty 179071.142436 = -653215.787456 nChanged 455 Deleting Class 180 (2 points): Lose 30.586834 but Gain 1457.267101 Iteration 9Q (9.853899 sec): 183 clusters Score: Raw -832457.771231 + Penalty 177673.042085 = -654784.729146 nChanged 398 Deleting Class 120 (7 points): Lose 134.133297 but Gain 1550.065337 Iteration 10F (11.754272 sec): 182 clusters Score: Raw -832511.227206 + Penalty 176176.286093 = -656334.941113 nChanged 395 Deleting Class 196 (1 points): Lose 18.931778 but Gain 1431.669817 Iteration 11Q (11.916730 sec): 181 clusters Score: Raw -832698.144683 + Penalty 174810.990428 = -657887.154255 nChanged 367 Deleting Class 137 (4 points): Lose 67.300866 but Gain 1465.735797 Iteration 12Q (12.077219 sec): 180 clusters Score: Raw -832793.601601 + Penalty 173372.933985 = -659420.667615 nChanged 314 Deleting Class 195 (1 points): Lose 0.623041 but Gain 1392.234670 Iteration 13Q (12.231758 sec): 179 clusters Score: Raw -832927.569540 + Penalty 171999.961945 = -660927.607595 nChanged 254 Deleting Class 104 (3 points): Lose 48.197452 but Gain 1420.491554 Iteration 14Q (12.386045 sec): 178 clusters Score: Raw -832988.057683 + Penalty 170618.889607 = -662369.168077 nChanged 214 Deleting Class 136 (14 points): Lose 196.437706 but Gain 1535.071067 Iteration 15Q (12.533049 sec): 177 clusters Score: Raw -832879.181051 + Penalty 169130.613292 = -663748.567759 nChanged 202 Deleting Class 22 (2 points): Lose 23.592596 but Gain 1359.792651 Iteration 16Q (12.672546 sec): 176 clusters Score: Raw -832953.078170 + Penalty 167849.612984 = -665103.465186 nChanged 174 Deleting Class 145 (3 points): Lose 33.525703 but Gain 1349.322122 Iteration 17Q (12.808729 sec): 175 clusters Score: Raw -832987.549870 + Penalty 166531.759867 = -666455.790003 nChanged 165 Deleting Class 170 (1 points): Lose 6.911867 but Gain 1305.357229 Iteration 18Q (12.945579 sec): 174 clusters Score: Raw -833040.049012 + Penalty 165300.726701 = -667739.322311 nChanged 119 Deleting Class 193 (3 points): Lose 17.933746 but Gain 1310.354045 Iteration 19Q (13.076965 sec): 173 clusters Score: Raw -833055.372392 + Penalty 164046.674479 = -669008.697913 nChanged 103 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 -833055.372392 + Penalty 164046.674479 = -669008.697913Memory request: 0.03 GB would take us to total of 0.24 GB. Trying to split cluster 1 (7024 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.187033 sec): 2 clusters Score: Raw -267067.247983 + Penalty 230.877261 = -266836.370722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.200128 sec): 3 clusters Score: Raw -262410.845249 + Penalty 417.961493 = -261992.883756 nChanged 3276 SP:Iteration 1F (13.213024 sec): 3 clusters Score: Raw -265434.375130 + Penalty 405.063074 = -265029.312055 nChanged 1032 SP:Iteration 2F (13.225636 sec): 3 clusters Score: Raw -266604.791846 + Penalty 411.244149 = -266193.547697 nChanged 238 SP:Iteration 3Q (13.238482 sec): 3 clusters Score: Raw -266948.144445 + Penalty 417.591675 = -266530.552771 nChanged 88 SP:Iteration 4Q (13.248925 sec): 3 clusters Score: Raw -267041.283981 + Penalty 419.964107 = -266621.319873 nChanged 56 SP:Iteration 5Q (13.259144 sec): 3 clusters Score: Raw -267081.769982 + Penalty 419.123511 = -266662.646471 nChanged 36 SP:Iteration 6Q (13.269237 sec): 3 clusters Score: Raw -267097.884859 + Penalty 417.296093 = -266680.588766 nChanged 30 SP:Iteration 7Q (13.280001 sec): 3 clusters Score: Raw -267109.489326 + Penalty 417.951143 = -266691.538183 nChanged 20 SP:Iteration 8Q (13.290119 sec): 3 clusters Score: Raw -267119.676250 + Penalty 419.383905 = -266700.292345 nChanged 20 SP:Iteration 9Q (13.300501 sec): 3 clusters Score: Raw -267128.410959 + Penalty 424.688976 = -266703.721983 nChanged 19 SP:Iteration 10F (13.313417 sec): 3 clusters Score: Raw -267133.442360 + Penalty 425.845473 = -266707.596887 nChanged 12 SP:Iteration 11Q (13.323528 sec): 3 clusters Score: Raw -267135.438922 + Penalty 427.039949 = -266708.398974 nChanged 7 SP:Iteration 12Q (13.333492 sec): 3 clusters Score: Raw -267136.709780 + Penalty 425.986232 = -266710.723548 nChanged 5 SP:Iteration 13Q (13.343568 sec): 3 clusters Score: Raw -267137.478288 + Penalty 425.421835 = -266712.056453 nChanged 2 SP:Iteration 14Q (13.353648 sec): 3 clusters Score: Raw -267137.763281 + Penalty 425.421835 = -266712.341446 nChanged 0 SP:Iteration 15F (13.366542 sec): 3 clusters Score: Raw -267137.763281 + Penalty 425.421835 = -266712.341446 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 2 (2291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.380842 sec): 2 clusters Score: Raw -96030.796350 + Penalty 314.068947 = -95716.727403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.385244 sec): 3 clusters Score: Raw -94575.606835 + Penalty 623.590027 = -93952.016808 nChanged 1007 SP:Iteration 1F (13.389448 sec): 3 clusters Score: Raw -95146.416029 + Penalty 624.874427 = -94521.541602 nChanged 338 SP:Iteration 2F (13.393605 sec): 3 clusters Score: Raw -95388.298255 + Penalty 629.456942 = -94758.841313 nChanged 241 SP:Iteration 3F (13.397722 sec): 3 clusters Score: Raw -95624.286513 + Penalty 639.806544 = -94984.479969 nChanged 186 SP:Iteration 4F (13.401820 sec): 3 clusters Score: Raw -95850.985367 + Penalty 694.160777 = -95156.824590 nChanged 113 SP:Iteration 5Q (13.405955 sec): 3 clusters Score: Raw -95983.343770 + Penalty 744.422592 = -95238.921178 nChanged 31 SP:Iteration 6Q (13.409896 sec): 3 clusters Score: Raw -96016.309110 + Penalty 793.289963 = -95223.019148 nChanged 14 SP:Iteration 7F (13.414232 sec): 3 clusters Score: Raw -96035.545383 + Penalty 826.867997 = -95208.677386 nChanged 8 SP:Iteration 8F (13.418423 sec): 3 clusters Score: Raw -96050.580263 + Penalty 839.316702 = -95211.263561 nChanged 1 SP:Iteration 9Q (13.421686 sec): 3 clusters Score: Raw -96052.473902 + Penalty 839.316702 = -95213.157200 nChanged 0 SP:Iteration 10F (13.425821 sec): 3 clusters Score: Raw -96052.473902 + Penalty 839.316702 = -95213.157200 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 3 (1226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.431342 sec): 2 clusters Score: Raw -48737.124686 + Penalty 936.682568 = -47800.442118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.433707 sec): 3 clusters Score: Raw -48244.738458 + Penalty 1873.355166 = -46371.383292 nChanged 425 SP:Iteration 1F (13.436032 sec): 3 clusters Score: Raw -48558.809623 + Penalty 1873.366910 = -46685.442713 nChanged 118 SP:Iteration 2F (13.438361 sec): 3 clusters Score: Raw -48663.558177 + Penalty 1873.364271 = -46790.193906 nChanged 70 SP:Iteration 3F (13.440779 sec): 3 clusters Score: Raw -48729.356156 + Penalty 1873.374273 = -46855.981882 nChanged 42 SP:Iteration 4Q (13.443200 sec): 3 clusters Score: Raw -48763.182227 + Penalty 1873.405012 = -46889.777215 nChanged 39 SP:Iteration 5Q (13.445605 sec): 3 clusters Score: Raw -48789.561175 + Penalty 1873.498476 = -46916.062699 nChanged 36 SP:Iteration 6Q (13.447917 sec): 3 clusters Score: Raw -48818.747663 + Penalty 1873.380289 = -46945.367374 nChanged 39 SP:Iteration 7Q (13.450222 sec): 3 clusters Score: Raw -48848.721281 + Penalty 1873.533723 = -46975.187558 nChanged 27 SP:Iteration 8Q (13.452501 sec): 3 clusters Score: Raw -48866.141684 + Penalty 1873.474836 = -46992.666848 nChanged 28 SP:Iteration 9Q (13.454772 sec): 3 clusters Score: Raw -48885.262651 + Penalty 1873.487116 = -47011.775535 nChanged 21 SP:Iteration 10F (13.457129 sec): 3 clusters Score: Raw -48901.006008 + Penalty 1873.816636 = -47027.189372 nChanged 30 SP:Iteration 11Q (13.459488 sec): 3 clusters Score: Raw -48919.599956 + Penalty 1873.874781 = -47045.725174 nChanged 22 SP:Iteration 12Q (13.461761 sec): 3 clusters Score: Raw -48930.645175 + Penalty 1874.034967 = -47056.610208 nChanged 15 SP:Iteration 13Q (13.464031 sec): 3 clusters Score: Raw -48937.366865 + Penalty 1874.329661 = -47063.037204 nChanged 16 SP:Iteration 14Q (13.466300 sec): 3 clusters Score: Raw -48945.120611 + Penalty 1874.814851 = -47070.305760 nChanged 13 SP:Iteration 15Q (13.470828 sec): 3 clusters Score: Raw -48951.263919 + Penalty 1875.141554 = -47076.122364 nChanged 14 SP:Iteration 16Q (13.474636 sec): 3 clusters Score: Raw -48957.455870 + Penalty 1875.045879 = -47082.409991 nChanged 14 SP:Iteration 17Q (13.477506 sec): 3 clusters Score: Raw -48964.978533 + Penalty 1875.140987 = -47089.837546 nChanged 12 SP:Iteration 18Q (13.480018 sec): 3 clusters Score: Raw -48974.680921 + Penalty 1875.302659 = -47099.378262 nChanged 10 SP:Iteration 19Q (13.482440 sec): 3 clusters Score: Raw -48986.106059 + Penalty 1875.436581 = -47110.669478 nChanged 11 SP:Iteration 20F (13.484905 sec): 3 clusters Score: Raw -48995.885917 + Penalty 1875.907750 = -47119.978168 nChanged 12 SP:Iteration 21Q (13.487686 sec): 3 clusters Score: Raw -49017.274821 + Penalty 1876.480973 = -47140.793848 nChanged 15 SP:Iteration 22Q (13.490363 sec): 3 clusters Score: Raw -49035.689816 + Penalty 1876.069596 = -47159.620220 nChanged 15 SP:Iteration 23Q (13.492903 sec): 3 clusters Score: Raw -49048.710872 + Penalty 1875.971117 = -47172.739754 nChanged 14 SP:Iteration 24Q (13.495312 sec): 3 clusters Score: Raw -49065.397038 + Penalty 1876.058809 = -47189.338229 nChanged 10 SP:Iteration 25Q (13.497657 sec): 3 clusters Score: Raw -49075.822974 + Penalty 1876.585664 = -47199.237310 nChanged 15 SP:Iteration 26Q (13.499993 sec): 3 clusters Score: Raw -49099.828796 + Penalty 1876.440951 = -47223.387845 nChanged 16 SP:Iteration 27Q (13.502323 sec): 3 clusters Score: Raw -49129.844390 + Penalty 1876.554505 = -47253.289885 nChanged 18 SP:Iteration 28Q (13.504646 sec): 3 clusters Score: Raw -49157.046583 + Penalty 1877.224454 = -47279.822129 nChanged 22 SP:Iteration 29Q (13.507000 sec): 3 clusters Score: Raw -49182.665739 + Penalty 1876.873129 = -47305.792610 nChanged 13 SP:Iteration 30F (13.509478 sec): 3 clusters Score: Raw -49194.587862 + Penalty 1876.377878 = -47318.209984 nChanged 13 SP:Iteration 31Q (13.511858 sec): 3 clusters Score: Raw -49205.869138 + Penalty 1876.586638 = -47329.282500 nChanged 12 SP:Iteration 32Q (13.514281 sec): 3 clusters Score: Raw -49214.482411 + Penalty 1877.181079 = -47337.301332 nChanged 10 SP:Iteration 33Q (13.516702 sec): 3 clusters Score: Raw -49222.334746 + Penalty 1877.090759 = -47345.243987 nChanged 7 SP:Iteration 34Q (13.522261 sec): 3 clusters Score: Raw -49229.983420 + Penalty 1877.063430 = -47352.919991 nChanged 9 SP:Iteration 35Q (13.526411 sec): 3 clusters Score: Raw -49241.173552 + Penalty 1876.910780 = -47364.262772 nChanged 11 SP:Iteration 36Q (13.529856 sec): 3 clusters Score: Raw -49251.434942 + Penalty 1876.628895 = -47374.806047 nChanged 5 SP:Iteration 37Q (13.532164 sec): 3 clusters Score: Raw -49256.242541 + Penalty 1876.526872 = -47379.715669 nChanged 5 SP:Iteration 38Q (13.534461 sec): 3 clusters Score: Raw -49261.189934 + Penalty 1876.177491 = -47385.012443 nChanged 9 SP:Iteration 39Q (13.536764 sec): 3 clusters Score: Raw -49265.814373 + Penalty 1876.555525 = -47389.258847 nChanged 2 SP:Iteration 40F (13.539141 sec): 3 clusters Score: Raw -49266.657704 + Penalty 1876.487231 = -47390.170473 nChanged 1 SP:Iteration 41Q (13.541451 sec): 3 clusters Score: Raw -49267.024198 + Penalty 1876.487231 = -47390.536967 nChanged 0 SP:Iteration 42F (13.543918 sec): 3 clusters Score: Raw -49267.024198 + Penalty 1876.487231 = -47390.536967 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 4 (1136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.550912 sec): 2 clusters Score: Raw -43453.337736 + Penalty 185.492050 = -43267.845686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.553148 sec): 3 clusters Score: Raw -42785.983776 + Penalty 369.830254 = -42416.153522 nChanged 486 SP:Iteration 1F (13.555290 sec): 3 clusters Score: Raw -43142.251889 + Penalty 372.538029 = -42769.713860 nChanged 114 SP:Iteration 2F (13.557493 sec): 3 clusters Score: Raw -43213.547122 + Penalty 373.555256 = -42839.991866 nChanged 84 SP:Iteration 3F (13.559755 sec): 3 clusters Score: Raw -43264.872016 + Penalty 375.651727 = -42889.220289 nChanged 69 SP:Iteration 4F (13.562018 sec): 3 clusters Score: Raw -43315.764498 + Penalty 376.908776 = -42938.855722 nChanged 65 SP:Iteration 5F (13.564278 sec): 3 clusters Score: Raw -43370.676873 + Penalty 378.764863 = -42991.912011 nChanged 54 SP:Iteration 6Q (13.566488 sec): 3 clusters Score: Raw -43417.832262 + Penalty 382.982722 = -43034.849540 nChanged 38 SP:Iteration 7Q (13.568664 sec): 3 clusters Score: Raw -43444.883454 + Penalty 382.205724 = -43062.677730 nChanged 25 SP:Iteration 8Q (13.570788 sec): 3 clusters Score: Raw -43460.842483 + Penalty 381.510698 = -43079.331785 nChanged 19 SP:Iteration 9Q (13.572942 sec): 3 clusters Score: Raw -43472.404343 + Penalty 387.146367 = -43085.257976 nChanged 16 SP:Iteration 10F (13.575215 sec): 3 clusters Score: Raw -43482.298217 + Penalty 394.570193 = -43087.728024 nChanged 8 SP:Iteration 11Q (13.577224 sec): 3 clusters Score: Raw -43488.302838 + Penalty 393.715386 = -43094.587451 nChanged 4 SP:Iteration 12Q (13.579174 sec): 3 clusters Score: Raw -43491.316769 + Penalty 394.499934 = -43096.816835 nChanged 1 SP:Iteration 13Q (13.581150 sec): 3 clusters Score: Raw -43491.740392 + Penalty 394.617241 = -43097.123151 nChanged 1 SP:Iteration 14Q (13.583071 sec): 3 clusters Score: Raw -43491.946024 + Penalty 396.097864 = -43095.848160 nChanged 1 SP:Iteration 15F (13.585252 sec): 3 clusters Score: Raw -43491.999691 + Penalty 396.147845 = -43095.851845 nChanged 1 SP:Iteration 16Q (13.587183 sec): 3 clusters Score: Raw -43492.316769 + Penalty 395.429153 = -43096.887616 nChanged 2 SP:Iteration 17Q (13.589178 sec): 3 clusters Score: Raw -43493.248411 + Penalty 397.162316 = -43096.086095 nChanged 2 SP:Iteration 18F (13.591491 sec): 3 clusters Score: Raw -43493.724845 + Penalty 395.719575 = -43098.005270 nChanged 1 SP:Iteration 19Q (13.593376 sec): 3 clusters Score: Raw -43493.791664 + Penalty 394.396668 = -43099.394996 nChanged 1 SP:Iteration 20F (13.595511 sec): 3 clusters Score: Raw -43494.133494 + Penalty 395.490637 = -43098.642857 nChanged 1 SP:Iteration 21F (13.597659 sec): 3 clusters Score: Raw -43494.483175 + Penalty 394.778473 = -43099.704702 nChanged 1 SP:Iteration 22Q (13.599529 sec): 3 clusters Score: Raw -43495.028037 + Penalty 394.778473 = -43100.249564 nChanged 0 SP:Iteration 23F (13.601711 sec): 3 clusters Score: Raw -43495.028037 + Penalty 394.778473 = -43100.249564 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 5 (103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.606085 sec): 2 clusters Score: Raw -4672.676592 + Penalty 364.759250 = -4307.917341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.606510 sec): 3 clusters Score: Raw -4672.744664 + Penalty 728.711300 = -3944.033364 nChanged 10 SP:Iteration 1F (13.606909 sec): 3 clusters Score: Raw -4698.936166 + Penalty 728.865909 = -3970.070257 nChanged 2 SP:Iteration 2Q (13.607292 sec): 3 clusters Score: Raw -4702.103341 + Penalty 728.865909 = -3973.237432 nChanged 0 SP:Iteration 3F (13.607685 sec): 3 clusters Score: Raw -4702.103341 + Penalty 728.865909 = -3973.237432 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 6 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.608313 sec): 2 clusters Score: Raw -2783.926580 + Penalty 352.123102 = -2431.803478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.608647 sec): 3 clusters Score: Raw -2796.035899 + Penalty 712.372808 = -2083.663091 nChanged 4 SP:Iteration 1F (13.608978 sec): 3 clusters Score: Raw -2805.559052 + Penalty 714.724375 = -2090.834677 nChanged 1 SP:Iteration 2Q (13.609309 sec): 3 clusters Score: Raw -2807.325425 + Penalty 714.724375 = -2092.601050 nChanged 0 SP:Iteration 3F (13.609638 sec): 3 clusters Score: Raw -2807.325425 + Penalty 714.724375 = -2092.601050 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 7 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.610331 sec): 2 clusters Score: Raw -4179.571648 + Penalty 403.880689 = -3775.690959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.610705 sec): 3 clusters Score: Raw -4177.352253 + Penalty 801.462658 = -3375.889595 nChanged 13 SP:Iteration 1F (13.611074 sec): 3 clusters Score: Raw -4203.095577 + Penalty 799.948779 = -3403.146798 nChanged 3 SP:Iteration 2Q (13.611437 sec): 3 clusters Score: Raw -4208.639195 + Penalty 799.948779 = -3408.690416 nChanged 0 SP:Iteration 3F (13.611805 sec): 3 clusters Score: Raw -4208.639195 + Penalty 799.948779 = -3408.690416 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 8 (1102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.615469 sec): 2 clusters Score: Raw -43292.878905 + Penalty 302.408514 = -42990.470391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.617655 sec): 3 clusters Score: Raw -42665.539334 + Penalty 604.232133 = -42061.307201 nChanged 450 SP:Iteration 1F (13.619786 sec): 3 clusters Score: Raw -42990.452571 + Penalty 603.601326 = -42386.851245 nChanged 127 SP:Iteration 2F (13.621869 sec): 3 clusters Score: Raw -43068.089971 + Penalty 606.577790 = -42461.512181 nChanged 77 SP:Iteration 3F (13.624009 sec): 3 clusters Score: Raw -43106.643370 + Penalty 609.512639 = -42497.130731 nChanged 51 SP:Iteration 4Q (13.626147 sec): 3 clusters Score: Raw -43132.196066 + Penalty 611.765463 = -42520.430604 nChanged 31 SP:Iteration 5Q (13.628251 sec): 3 clusters Score: Raw -43147.343888 + Penalty 615.286114 = -42532.057774 nChanged 27 SP:Iteration 6Q (13.630314 sec): 3 clusters Score: Raw -43162.712225 + Penalty 618.639123 = -42544.073102 nChanged 21 SP:Iteration 7Q (13.632372 sec): 3 clusters Score: Raw -43175.599720 + Penalty 619.448517 = -42556.151203 nChanged 23 SP:Iteration 8Q (13.634424 sec): 3 clusters Score: Raw -43191.215339 + Penalty 619.898801 = -42571.316538 nChanged 20 SP:Iteration 9Q (13.636461 sec): 3 clusters Score: Raw -43204.878850 + Penalty 621.235345 = -42583.643506 nChanged 16 SP:Iteration 10F (13.638605 sec): 3 clusters Score: Raw -43214.386352 + Penalty 622.052790 = -42592.333562 nChanged 17 SP:Iteration 11Q (13.640662 sec): 3 clusters Score: Raw -43224.134404 + Penalty 622.496999 = -42601.637405 nChanged 16 SP:Iteration 12Q (13.642683 sec): 3 clusters Score: Raw -43229.379510 + Penalty 623.313260 = -42606.066250 nChanged 11 SP:Iteration 13Q (13.644659 sec): 3 clusters Score: Raw -43233.025491 + Penalty 626.778456 = -42606.247036 nChanged 14 SP:Iteration 14Q (13.646689 sec): 3 clusters Score: Raw -43237.720354 + Penalty 629.479843 = -42608.240511 nChanged 10 SP:Iteration 15Q (13.648721 sec): 3 clusters Score: Raw -43240.616285 + Penalty 633.547693 = -42607.068592 nChanged 10 SP:Iteration 16F (13.650847 sec): 3 clusters Score: Raw -43243.346507 + Penalty 633.581122 = -42609.765386 nChanged 11 SP:Iteration 17Q (13.652802 sec): 3 clusters Score: Raw -43246.307263 + Penalty 636.124309 = -42610.182954 nChanged 9 SP:Iteration 18Q (13.654738 sec): 3 clusters Score: Raw -43249.214474 + Penalty 637.284722 = -42611.929753 nChanged 10 SP:Iteration 19Q (13.656671 sec): 3 clusters Score: Raw -43253.353434 + Penalty 639.547470 = -42613.805964 nChanged 9 SP:Iteration 20F (13.661268 sec): 3 clusters Score: Raw -43256.846198 + Penalty 644.054354 = -42612.791843 nChanged 12 SP:Iteration 21F (13.664891 sec): 3 clusters Score: Raw -43260.749773 + Penalty 648.685102 = -42612.064671 nChanged 8 SP:Iteration 22F (13.668048 sec): 3 clusters Score: Raw -43262.901074 + Penalty 649.205998 = -42613.695075 nChanged 8 SP:Iteration 23Q (13.670037 sec): 3 clusters Score: Raw -43265.695963 + Penalty 649.048772 = -42616.647190 nChanged 9 SP:Iteration 24Q (13.671992 sec): 3 clusters Score: Raw -43269.394577 + Penalty 647.656063 = -42621.738514 nChanged 10 SP:Iteration 25Q (13.673925 sec): 3 clusters Score: Raw -43272.544802 + Penalty 648.216609 = -42624.328192 nChanged 5 SP:Iteration 26Q (13.675834 sec): 3 clusters Score: Raw -43276.125703 + Penalty 648.147810 = -42627.977893 nChanged 5 SP:Iteration 27Q (13.677723 sec): 3 clusters Score: Raw -43279.391042 + Penalty 646.308898 = -42633.082144 nChanged 6 SP:Iteration 28Q (13.679611 sec): 3 clusters Score: Raw -43282.365470 + Penalty 644.285015 = -42638.080455 nChanged 8 SP:Iteration 29Q (13.681528 sec): 3 clusters Score: Raw -43285.750075 + Penalty 643.199373 = -42642.550701 nChanged 1 SP:Iteration 30F (13.683779 sec): 3 clusters Score: Raw -43287.267921 + Penalty 643.668989 = -42643.598932 nChanged 1 SP:Iteration 31Q (13.685793 sec): 3 clusters Score: Raw -43288.073446 + Penalty 645.267909 = -42642.805537 nChanged 2 SP:Iteration 32F (13.687924 sec): 3 clusters Score: Raw -43288.405268 + Penalty 646.213201 = -42642.192067 nChanged 1 SP:Iteration 33F (13.690028 sec): 3 clusters Score: Raw -43288.456214 + Penalty 646.213201 = -42642.243014 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 9 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.690666 sec): 2 clusters Score: Raw -2225.017820 + Penalty 186.061852 = -2038.955969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.690973 sec): 3 clusters Score: Raw -2193.301465 + Penalty 362.379928 = -1830.921537 nChanged 3 SP:Iteration 1F (13.691272 sec): 3 clusters Score: Raw -2194.178178 + Penalty 353.844958 = -1840.333220 nChanged 4 SP:Iteration 2F (13.691568 sec): 3 clusters Score: Raw -2200.509757 + Penalty 404.645298 = -1795.864459 nChanged 10 SP:Iteration 3F (13.691862 sec): 3 clusters Score: Raw -2217.302675 + Penalty 410.863116 = -1806.439559 nChanged 3 SP:Iteration 4F (13.692153 sec): 3 clusters Score: Raw -2220.528041 + Penalty 404.087404 = -1816.440638 nChanged 2 SP:Iteration 5Q (13.692426 sec): 3 clusters Score: Raw -2222.761970 + Penalty 186.061852 = -2036.700118 nChanged 1 SP:Iteration 6Q (13.692678 sec): 2 clusters Score: Raw -2225.017820 + Penalty 186.061852 = -2038.955969 nChanged 0 SP:Iteration 7F (13.692930 sec): 2 clusters Score: Raw -2225.017820 + Penalty 186.061852 = -2038.955969 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 10 (754 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.695449 sec): 2 clusters Score: Raw -32393.743189 + Penalty 515.187139 = -31878.556049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.697019 sec): 3 clusters Score: Raw -31976.785504 + Penalty 1030.554220 = -30946.231284 nChanged 256 SP:Iteration 1F (13.698533 sec): 3 clusters Score: Raw -32127.441698 + Penalty 1032.542507 = -31094.899191 nChanged 85 SP:Iteration 2F (13.700035 sec): 3 clusters Score: Raw -32184.189947 + Penalty 1035.424065 = -31148.765881 nChanged 54 SP:Iteration 3F (13.701515 sec): 3 clusters Score: Raw -32223.200580 + Penalty 1038.659342 = -31184.541238 nChanged 36 SP:Iteration 4Q (13.702997 sec): 3 clusters Score: Raw -32256.933599 + Penalty 1042.513806 = -31214.419793 nChanged 40 SP:Iteration 5F (13.704477 sec): 3 clusters Score: Raw -32284.714846 + Penalty 1044.093177 = -31240.621669 nChanged 24 SP:Iteration 6Q (13.705950 sec): 3 clusters Score: Raw -32295.622101 + Penalty 1044.702347 = -31250.919753 nChanged 12 SP:Iteration 7Q (13.707438 sec): 3 clusters Score: Raw -32301.154498 + Penalty 1045.569523 = -31255.584974 nChanged 7 SP:Iteration 8Q (13.708904 sec): 3 clusters Score: Raw -32304.140789 + Penalty 1046.204307 = -31257.936482 nChanged 5 SP:Iteration 9Q (13.710388 sec): 3 clusters Score: Raw -32305.876338 + Penalty 1046.959615 = -31258.916722 nChanged 6 SP:Iteration 10F (13.711868 sec): 3 clusters Score: Raw -32307.924938 + Penalty 1048.485405 = -31259.439533 nChanged 8 SP:Iteration 11Q (13.713363 sec): 3 clusters Score: Raw -32310.929739 + Penalty 1050.542213 = -31260.387525 nChanged 12 SP:Iteration 12Q (13.714850 sec): 3 clusters Score: Raw -32316.005503 + Penalty 1052.181790 = -31263.823713 nChanged 9 SP:Iteration 13Q (13.716318 sec): 3 clusters Score: Raw -32320.947808 + Penalty 1054.010476 = -31266.937332 nChanged 13 SP:Iteration 14Q (13.717777 sec): 3 clusters Score: Raw -32328.945676 + Penalty 1055.636925 = -31273.308751 nChanged 12 SP:Iteration 15Q (13.719269 sec): 3 clusters Score: Raw -32335.447487 + Penalty 1056.203009 = -31279.244478 nChanged 11 SP:Iteration 16Q (13.720730 sec): 3 clusters Score: Raw -32343.079298 + Penalty 1055.660732 = -31287.418566 nChanged 8 SP:Iteration 17Q (13.722173 sec): 3 clusters Score: Raw -32347.349152 + Penalty 1059.000020 = -31288.349132 nChanged 10 SP:Iteration 18Q (13.723615 sec): 3 clusters Score: Raw -32351.305774 + Penalty 1060.261230 = -31291.044544 nChanged 5 SP:Iteration 19Q (13.725105 sec): 3 clusters Score: Raw -32353.121570 + Penalty 1062.778590 = -31290.342980 nChanged 5 SP:Iteration 20F (13.726607 sec): 3 clusters Score: Raw -32356.705101 + Penalty 1064.098295 = -31292.606806 nChanged 5 SP:Iteration 21Q (13.728040 sec): 3 clusters Score: Raw -32358.862027 + Penalty 1063.884754 = -31294.977273 nChanged 5 SP:Iteration 22Q (13.729454 sec): 3 clusters Score: Raw -32361.697649 + Penalty 1066.546579 = -31295.151069 nChanged 4 SP:Iteration 23Q (13.730896 sec): 3 clusters Score: Raw -32362.464555 + Penalty 1067.717473 = -31294.747081 nChanged 3 SP:Iteration 24F (13.732440 sec): 3 clusters Score: Raw -32365.224374 + Penalty 1072.292221 = -31292.932153 nChanged 8 SP:Iteration 25F (13.733947 sec): 3 clusters Score: Raw -32371.017660 + Penalty 1073.763633 = -31297.254027 nChanged 10 SP:Iteration 26Q (13.735366 sec): 3 clusters Score: Raw -32378.443701 + Penalty 1072.615321 = -31305.828380 nChanged 10 SP:Iteration 27Q (13.736794 sec): 3 clusters Score: Raw -32386.843504 + Penalty 1072.974264 = -31313.869240 nChanged 7 SP:Iteration 28Q (13.738212 sec): 3 clusters Score: Raw -32391.109745 + Penalty 1073.191121 = -31317.918624 nChanged 2 SP:Iteration 29Q (13.739589 sec): 3 clusters Score: Raw -32391.984494 + Penalty 1074.686462 = -31317.298033 nChanged 2 SP:Iteration 30F (13.741099 sec): 3 clusters Score: Raw -32393.181537 + Penalty 1074.686462 = -31318.495076 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 11 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.741623 sec): 2 clusters Score: Raw -527.745021 + Penalty 74.253486 = -453.491535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.741846 sec): 3 clusters Score: Raw -533.605282 + Penalty 133.548796 = -400.056487 nChanged 1 SP:Iteration 1F (13.742065 sec): 3 clusters Score: Raw -539.784864 + Penalty 133.548796 = -406.236068 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 12 (461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.744775 sec): 2 clusters Score: Raw -21135.373538 + Penalty 405.252023 = -20730.121515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.745791 sec): 3 clusters Score: Raw -20893.363948 + Penalty 810.860731 = -20082.503218 nChanged 150 SP:Iteration 1F (13.746815 sec): 3 clusters Score: Raw -20995.336059 + Penalty 810.064706 = -20185.271353 nChanged 43 SP:Iteration 2F (13.747829 sec): 3 clusters Score: Raw -21023.407744 + Penalty 809.052328 = -20214.355416 nChanged 26 SP:Iteration 3F (13.748827 sec): 3 clusters Score: Raw -21043.399829 + Penalty 809.456397 = -20233.943432 nChanged 13 SP:Iteration 4Q (13.749821 sec): 3 clusters Score: Raw -21055.823793 + Penalty 809.870121 = -20245.953672 nChanged 9 SP:Iteration 5Q (13.750812 sec): 3 clusters Score: Raw -21061.757277 + Penalty 810.240805 = -20251.516472 nChanged 11 SP:Iteration 6Q (13.751801 sec): 3 clusters Score: Raw -21069.480150 + Penalty 810.979849 = -20258.500301 nChanged 4 SP:Iteration 7Q (13.752788 sec): 3 clusters Score: Raw -21070.798774 + Penalty 811.399642 = -20259.399131 nChanged 4 SP:Iteration 8Q (13.753775 sec): 3 clusters Score: Raw -21072.898165 + Penalty 811.214958 = -20261.683207 nChanged 1 SP:Iteration 9Q (13.754762 sec): 3 clusters Score: Raw -21073.069416 + Penalty 811.214958 = -20261.854458 nChanged 0 SP:Iteration 10F (13.755755 sec): 3 clusters Score: Raw -21073.069416 + Penalty 811.214958 = -20261.854458 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 13 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.756932 sec): 2 clusters Score: Raw -9649.672218 + Penalty 709.030702 = -8940.641516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.757510 sec): 3 clusters Score: Raw -9637.485575 + Penalty 1418.096929 = -8219.388646 nChanged 34 SP:Iteration 1F (13.758106 sec): 3 clusters Score: Raw -9729.986557 + Penalty 1418.081487 = -8311.905069 nChanged 13 SP:Iteration 2F (13.758670 sec): 3 clusters Score: Raw -9760.499320 + Penalty 1418.131853 = -8342.367467 nChanged 3 SP:Iteration 3Q (13.759211 sec): 3 clusters Score: Raw -9765.091264 + Penalty 1418.215146 = -8346.876117 nChanged 1 SP:Iteration 4Q (13.759751 sec): 3 clusters Score: Raw -9767.856593 + Penalty 1418.284977 = -8349.571616 nChanged 1 SP:Iteration 5Q (13.760291 sec): 3 clusters Score: Raw -9769.570393 + Penalty 1418.284977 = -8351.285416 nChanged 0 SP:Iteration 6F (13.760855 sec): 3 clusters Score: Raw -9769.570393 + Penalty 1418.284977 = -8351.285416 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 14 (90 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.761567 sec): 2 clusters Score: Raw -3430.706445 + Penalty 433.220974 = -2997.485471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.761942 sec): 3 clusters Score: Raw -3454.723584 + Penalty 868.569791 = -2586.153793 nChanged 5 SP:Iteration 1F (13.762336 sec): 3 clusters Score: Raw -3467.139462 + Penalty 869.684405 = -2597.455057 nChanged 3 SP:Iteration 2Q (13.762699 sec): 3 clusters Score: Raw -3477.742015 + Penalty 869.684405 = -2608.057611 nChanged 0 SP:Iteration 3F (13.763072 sec): 3 clusters Score: Raw -3477.742015 + Penalty 869.684405 = -2608.057611 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 15 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.763608 sec): 2 clusters Score: Raw -1155.015982 + Penalty 171.429242 = -983.586740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.763873 sec): 3 clusters Score: Raw -1168.399526 + Penalty 339.640405 = -828.759121 nChanged 2 SP:Iteration 1F (13.764135 sec): 3 clusters Score: Raw -1171.807301 + Penalty 339.640405 = -832.166896 nChanged 0 Memory request: 0.02 GB would take us to total of 0.23 GB. Trying to split cluster 16 (3373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.779813 sec): 2 clusters Score: Raw -143133.254705 + Penalty 361.904534 = -142771.350171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.786131 sec): 3 clusters Score: Raw -140949.755872 + Penalty 771.170646 = -140178.585226 nChanged 1512 SP:Iteration 1F (13.792187 sec): 3 clusters Score: Raw -142177.661884 + Penalty 803.880752 = -141373.781132 nChanged 436 SP:Iteration 2F (13.798192 sec): 3 clusters Score: Raw -142485.853789 + Penalty 834.207601 = -141651.646188 nChanged 246 SP:Iteration 3F (13.804168 sec): 3 clusters Score: Raw -142698.756076 + Penalty 856.467156 = -141842.288921 nChanged 163 SP:Iteration 4Q (13.810148 sec): 3 clusters Score: Raw -142840.877601 + Penalty 873.961961 = -141966.915639 nChanged 116 SP:Iteration 5Q (13.815972 sec): 3 clusters Score: Raw -142935.610372 + Penalty 883.285830 = -142052.324542 nChanged 73 SP:Iteration 6Q (13.821488 sec): 3 clusters Score: Raw -142999.643750 + Penalty 897.221014 = -142102.422735 nChanged 55 SP:Iteration 7Q (13.826835 sec): 3 clusters Score: Raw -143050.518690 + Penalty 900.803717 = -142149.714974 nChanged 36 SP:Iteration 8Q (13.831954 sec): 3 clusters Score: Raw -143084.190737 + Penalty 898.142384 = -142186.048353 nChanged 23 SP:Iteration 9Q (13.836930 sec): 3 clusters Score: Raw -143103.098142 + Penalty 897.685742 = -142205.412400 nChanged 18 SP:Iteration 10F (13.842934 sec): 3 clusters Score: Raw -143118.988484 + Penalty 904.820409 = -142214.168075 nChanged 14 SP:Iteration 11Q (13.847842 sec): 3 clusters Score: Raw -143130.779025 + Penalty 909.298497 = -142221.480528 nChanged 6 SP:Iteration 12Q (13.852759 sec): 3 clusters Score: Raw -143135.855474 + Penalty 909.376157 = -142226.479317 nChanged 4 SP:Iteration 13Q (13.857641 sec): 3 clusters Score: Raw -143141.623599 + Penalty 910.918555 = -142230.705044 nChanged 3 SP:Iteration 14Q (13.862475 sec): 3 clusters Score: Raw -143143.550183 + Penalty 917.284843 = -142226.265340 nChanged 5 SP:Iteration 15F (13.868514 sec): 3 clusters Score: Raw -143150.184717 + Penalty 922.622705 = -142227.562012 nChanged 4 SP:Iteration 16Q (13.873294 sec): 3 clusters Score: Raw -143153.984511 + Penalty 923.019184 = -142230.965327 nChanged 4 SP:Iteration 17Q (13.878200 sec): 3 clusters Score: Raw -143157.835435 + Penalty 923.019184 = -142234.816251 nChanged 0 SP:Iteration 18F (13.884245 sec): 3 clusters Score: Raw -143157.835435 + Penalty 923.019184 = -142234.816251 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 17 (65 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.887523 sec): 2 clusters Score: Raw -3039.593275 + Penalty 500.694617 = -2538.898658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.887863 sec): 3 clusters Score: Raw -3093.505340 + Penalty 999.870367 = -2093.634973 nChanged 1 SP:Iteration 1Q (13.888183 sec): 3 clusters Score: Raw -3095.909922 + Penalty 999.870367 = -2096.039555 nChanged 0 SP:Iteration 2F (13.888507 sec): 3 clusters Score: Raw -3095.909922 + Penalty 999.870367 = -2096.039555 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 18 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.889013 sec): 2 clusters Score: Raw -899.176788 + Penalty 344.792434 = -554.384353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.889256 sec): 3 clusters Score: Raw -947.701985 + Penalty 684.819553 = -262.882433 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 19 (145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.890094 sec): 2 clusters Score: Raw -6385.259129 + Penalty 297.127724 = -6088.131404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.890572 sec): 3 clusters Score: Raw -6322.507232 + Penalty 612.674202 = -5709.833030 nChanged 31 SP:Iteration 1F (13.891040 sec): 3 clusters Score: Raw -6347.351425 + Penalty 623.205718 = -5724.145707 nChanged 10 SP:Iteration 2F (13.891506 sec): 3 clusters Score: Raw -6360.890952 + Penalty 640.114563 = -5720.776390 nChanged 9 SP:Iteration 3F (13.891970 sec): 3 clusters Score: Raw -6370.332639 + Penalty 645.094017 = -5725.238622 nChanged 4 SP:Iteration 4Q (13.892453 sec): 3 clusters Score: Raw -6374.003882 + Penalty 649.987263 = -5724.016620 nChanged 3 SP:Iteration 5F (13.892919 sec): 3 clusters Score: Raw -6376.176700 + Penalty 642.767760 = -5733.408940 nChanged 3 SP:Iteration 6Q (13.893380 sec): 3 clusters Score: Raw -6377.703348 + Penalty 633.429435 = -5744.273913 nChanged 1 SP:Iteration 7Q (13.893840 sec): 3 clusters Score: Raw -6378.249440 + Penalty 627.575411 = -5750.674029 nChanged 2 SP:Iteration 8Q (13.894310 sec): 3 clusters Score: Raw -6379.366494 + Penalty 631.086133 = -5748.280360 nChanged 2 SP:Iteration 9F (13.894784 sec): 3 clusters Score: Raw -6381.617364 + Penalty 631.086133 = -5750.531231 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 20 (151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.895625 sec): 2 clusters Score: Raw -5029.975282 + Penalty 287.395174 = -4742.580108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.896112 sec): 3 clusters Score: Raw -4985.104875 + Penalty 570.897308 = -4414.207567 nChanged 25 SP:Iteration 1F (13.896591 sec): 3 clusters Score: Raw -5019.469582 + Penalty 574.748968 = -4444.720614 nChanged 14 SP:Iteration 2F (13.897073 sec): 3 clusters Score: Raw -5041.716531 + Penalty 577.224068 = -4464.492463 nChanged 8 SP:Iteration 3F (13.897551 sec): 3 clusters Score: Raw -5059.147441 + Penalty 574.468538 = -4484.678903 nChanged 3 SP:Iteration 4Q (13.898011 sec): 3 clusters Score: Raw -5062.764786 + Penalty 577.492630 = -4485.272157 nChanged 4 SP:Iteration 5Q (13.898468 sec): 3 clusters Score: Raw -5071.119737 + Penalty 577.407413 = -4493.712325 nChanged 3 SP:Iteration 6Q (13.898950 sec): 3 clusters Score: Raw -5075.101814 + Penalty 576.852717 = -4498.249097 nChanged 1 SP:Iteration 7Q (13.899401 sec): 3 clusters Score: Raw -5077.620101 + Penalty 576.993334 = -4500.626766 nChanged 2 SP:Iteration 8Q (13.899836 sec): 3 clusters Score: Raw -5079.967658 + Penalty 577.832776 = -4502.134882 nChanged 1 SP:Iteration 9Q (13.900275 sec): 3 clusters Score: Raw -5087.061248 + Penalty 579.153948 = -4507.907300 nChanged 1 SP:Iteration 10F (13.900743 sec): 3 clusters Score: Raw -5087.968567 + Penalty 582.763924 = -4505.204643 nChanged 3 SP:Iteration 11F (13.901210 sec): 3 clusters Score: Raw -5094.786515 + Penalty 586.208516 = -4508.577999 nChanged 2 SP:Iteration 12Q (13.901666 sec): 3 clusters Score: Raw -5096.729871 + Penalty 587.781738 = -4508.948133 nChanged 1 SP:Iteration 13Q (13.902111 sec): 3 clusters Score: Raw -5100.147727 + Penalty 587.781738 = -4512.365989 nChanged 0 SP:Iteration 14F (13.902587 sec): 3 clusters Score: Raw -5100.147727 + Penalty 587.781738 = -4512.365989 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 21 (200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.903570 sec): 2 clusters Score: Raw -6876.779798 + Penalty 809.639760 = -6067.140039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.904147 sec): 3 clusters Score: Raw -6955.316078 + Penalty 1618.690669 = -5336.625409 nChanged 24 SP:Iteration 1F (13.904716 sec): 3 clusters Score: Raw -7022.021225 + Penalty 1617.220431 = -5404.800794 nChanged 7 SP:Iteration 2Q (13.905249 sec): 3 clusters Score: Raw -7052.594043 + Penalty 1617.892758 = -5434.701285 nChanged 3 SP:Iteration 3Q (13.905768 sec): 3 clusters Score: Raw -7066.192780 + Penalty 1617.449548 = -5448.743232 nChanged 2 SP:Iteration 4Q (13.906275 sec): 3 clusters Score: Raw -7070.716382 + Penalty 1617.343183 = -5453.373199 nChanged 2 SP:Iteration 5Q (13.906793 sec): 3 clusters Score: Raw -7076.223528 + Penalty 1617.402010 = -5458.821518 nChanged 1 SP:Iteration 6Q (13.907312 sec): 3 clusters Score: Raw -7077.651907 + Penalty 1617.402010 = -5460.249896 nChanged 0 SP:Iteration 7F (13.907864 sec): 3 clusters Score: Raw -7077.651907 + Penalty 1617.402010 = -5460.249896 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 23 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.908358 sec): 2 clusters Score: Raw -233.466568 + Penalty 140.620730 = -92.845837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.908575 sec): 3 clusters Score: Raw -230.351178 + Penalty 278.096487 = 47.745309 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 24 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.909157 sec): 2 clusters Score: Raw -2122.651310 + Penalty 339.108819 = -1783.542491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.909458 sec): 3 clusters Score: Raw -2144.379523 + Penalty 678.019793 = -1466.359730 nChanged 2 SP:Iteration 1Q (13.909757 sec): 3 clusters Score: Raw -2154.934172 + Penalty 678.414661 = -1476.519511 nChanged 1 SP:Iteration 2Q (13.910052 sec): 3 clusters Score: Raw -2158.036301 + Penalty 678.414661 = -1479.621639 nChanged 0 SP:Iteration 3F (13.910350 sec): 3 clusters Score: Raw -2158.036301 + Penalty 678.414661 = -1479.621639 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 25 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.910868 sec): 2 clusters Score: Raw -767.182604 + Penalty 254.326749 = -512.855855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.911121 sec): 3 clusters Score: Raw -831.018920 + Penalty 514.031595 = -316.987324 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 26 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.911643 sec): 2 clusters Score: Raw -898.728365 + Penalty 204.759641 = -693.968724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.911889 sec): 3 clusters Score: Raw -894.753756 + Penalty 411.953141 = -482.800616 nChanged 3 SP:Iteration 1F (13.912129 sec): 3 clusters Score: Raw -899.684312 + Penalty 411.953141 = -487.731171 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 27 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.912862 sec): 2 clusters Score: Raw -3849.864258 + Penalty 77.235637 = -3772.628621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.913269 sec): 3 clusters Score: Raw -3802.356581 + Penalty 155.836571 = -3646.520011 nChanged 29 SP:Iteration 1F (13.913670 sec): 3 clusters Score: Raw -3821.736924 + Penalty 160.044051 = -3661.692874 nChanged 12 SP:Iteration 2F (13.914070 sec): 3 clusters Score: Raw -3834.506588 + Penalty 163.274269 = -3671.232320 nChanged 9 SP:Iteration 3F (13.914469 sec): 3 clusters Score: Raw -3848.973385 + Penalty 162.393207 = -3686.580179 nChanged 5 SP:Iteration 4Q (13.914865 sec): 3 clusters Score: Raw -3857.117701 + Penalty 163.416485 = -3693.701216 nChanged 4 SP:Iteration 5Q (13.915258 sec): 3 clusters Score: Raw -3863.312629 + Penalty 161.813769 = -3701.498860 nChanged 1 SP:Iteration 6Q (13.915642 sec): 3 clusters Score: Raw -3864.142996 + Penalty 163.403640 = -3700.739356 nChanged 1 SP:Iteration 7F (13.916041 sec): 3 clusters Score: Raw -3864.815533 + Penalty 163.403640 = -3701.411893 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 28 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.916520 sec): 2 clusters Score: Raw -482.818319 + Penalty 263.729371 = -219.088948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.916745 sec): 3 clusters Score: Raw -495.574437 + Penalty 527.458742 = 31.884305 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 29 (82 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.917421 sec): 2 clusters Score: Raw -3497.231933 + Penalty 554.104151 = -2943.127782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.917790 sec): 3 clusters Score: Raw -3601.461013 + Penalty 1107.894081 = -2493.566932 nChanged 2 SP:Iteration 1Q (13.918135 sec): 3 clusters Score: Raw -3613.322771 + Penalty 1107.894081 = -2505.428690 nChanged 0 SP:Iteration 2F (13.918498 sec): 3 clusters Score: Raw -3613.322771 + Penalty 1107.894081 = -2505.428690 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 30 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.919033 sec): 2 clusters Score: Raw -1283.504923 + Penalty 256.324446 = -1027.180477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.919298 sec): 3 clusters Score: Raw -1302.278682 + Penalty 514.794276 = -787.484406 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 31 (549 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.922161 sec): 2 clusters Score: Raw -22452.139378 + Penalty 695.132583 = -21757.006796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.923326 sec): 3 clusters Score: Raw -22259.167339 + Penalty 1390.209364 = -20868.957975 nChanged 149 SP:Iteration 1F (13.924500 sec): 3 clusters Score: Raw -22376.260982 + Penalty 1390.268613 = -20985.992369 nChanged 36 SP:Iteration 2F (13.925664 sec): 3 clusters Score: Raw -22417.725604 + Penalty 1390.464897 = -21027.260707 nChanged 36 SP:Iteration 3F (13.926846 sec): 3 clusters Score: Raw -22463.490751 + Penalty 1389.483819 = -21074.006933 nChanged 32 SP:Iteration 4F (13.928016 sec): 3 clusters Score: Raw -22496.805357 + Penalty 1388.781986 = -21108.023370 nChanged 25 SP:Iteration 5Q (13.929154 sec): 3 clusters Score: Raw -22520.850376 + Penalty 1388.604554 = -21132.245822 nChanged 18 SP:Iteration 6Q (13.930303 sec): 3 clusters Score: Raw -22546.687380 + Penalty 1388.724692 = -21157.962688 nChanged 13 SP:Iteration 7Q (13.931423 sec): 3 clusters Score: Raw -22566.334272 + Penalty 1388.062265 = -21178.272007 nChanged 14 SP:Iteration 8Q (13.932562 sec): 3 clusters Score: Raw -22580.222287 + Penalty 1387.892487 = -21192.329800 nChanged 5 SP:Iteration 9Q (13.933688 sec): 3 clusters Score: Raw -22583.108699 + Penalty 1387.555358 = -21195.553342 nChanged 2 SP:Iteration 10F (13.934843 sec): 3 clusters Score: Raw -22584.642534 + Penalty 1387.229500 = -21197.413034 nChanged 3 SP:Iteration 11Q (13.936057 sec): 3 clusters Score: Raw -22587.235176 + Penalty 1387.375047 = -21199.860130 nChanged 1 SP:Iteration 12Q (13.937187 sec): 3 clusters Score: Raw -22587.824589 + Penalty 1387.375047 = -21200.449542 nChanged 0 SP:Iteration 13F (13.938343 sec): 3 clusters Score: Raw -22587.824589 + Penalty 1387.375047 = -21200.449542 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 32 (266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.940349 sec): 2 clusters Score: Raw -11823.822286 + Penalty 508.755744 = -11315.066542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.941026 sec): 3 clusters Score: Raw -11773.347206 + Penalty 1016.978584 = -10756.368622 nChanged 61 SP:Iteration 1F (13.941691 sec): 3 clusters Score: Raw -11832.150709 + Penalty 1018.025662 = -10814.125047 nChanged 8 SP:Iteration 2Q (13.942348 sec): 3 clusters Score: Raw -11854.025084 + Penalty 1018.156394 = -10835.868689 nChanged 7 SP:Iteration 3Q (13.942999 sec): 3 clusters Score: Raw -11869.844487 + Penalty 1018.198012 = -10851.646474 nChanged 2 SP:Iteration 4Q (13.943648 sec): 3 clusters Score: Raw -11872.335174 + Penalty 1018.144540 = -10854.190635 nChanged 1 SP:Iteration 5Q (13.944293 sec): 3 clusters Score: Raw -11872.854666 + Penalty 1018.144540 = -10854.710126 nChanged 0 SP:Iteration 6F (13.944957 sec): 3 clusters Score: Raw -11872.854666 + Penalty 1018.144540 = -10854.710126 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 33 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.945570 sec): 2 clusters Score: Raw -2188.344894 + Penalty 213.871809 = -1974.473084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.945888 sec): 3 clusters Score: Raw -2192.602423 + Penalty 429.806675 = -1762.795748 nChanged 10 SP:Iteration 1F (13.946200 sec): 3 clusters Score: Raw -2205.724582 + Penalty 435.271029 = -1770.453552 nChanged 3 SP:Iteration 2Q (13.946509 sec): 3 clusters Score: Raw -2208.531225 + Penalty 435.107197 = -1773.424028 nChanged 1 SP:Iteration 3Q (13.946818 sec): 3 clusters Score: Raw -2215.598004 + Penalty 437.583817 = -1778.014187 nChanged 1 SP:Iteration 4Q (13.947130 sec): 3 clusters Score: Raw -2216.824429 + Penalty 437.583817 = -1779.240612 nChanged 0 SP:Iteration 5F (13.947443 sec): 3 clusters Score: Raw -2216.824429 + Penalty 437.583817 = -1779.240612 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 34 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.947977 sec): 2 clusters Score: Raw -1160.199998 + Penalty 469.458654 = -690.741344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.948257 sec): 3 clusters Score: Raw -1290.691641 + Penalty 938.403764 = -352.287877 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 35 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.948780 sec): 2 clusters Score: Raw -1169.900868 + Penalty 397.607048 = -772.293820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.949037 sec): 3 clusters Score: Raw -1231.247118 + Penalty 796.584356 = -434.662762 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 36 (456 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.950890 sec): 2 clusters Score: Raw -21293.434458 + Penalty 642.756065 = -20650.678393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.951957 sec): 3 clusters Score: Raw -21125.914812 + Penalty 1286.578410 = -19839.336402 nChanged 116 SP:Iteration 1F (13.952999 sec): 3 clusters Score: Raw -21255.179018 + Penalty 1286.582016 = -19968.597001 nChanged 36 SP:Iteration 2F (13.954038 sec): 3 clusters Score: Raw -21291.890933 + Penalty 1286.848969 = -20005.041964 nChanged 13 SP:Iteration 3Q (13.955053 sec): 3 clusters Score: Raw -21300.996682 + Penalty 1287.298694 = -20013.697987 nChanged 6 SP:Iteration 4Q (13.956068 sec): 3 clusters Score: Raw -21304.481418 + Penalty 1287.312315 = -20017.169103 nChanged 1 SP:Iteration 5Q (13.957083 sec): 3 clusters Score: Raw -21305.087038 + Penalty 1287.312315 = -20017.774722 nChanged 0 SP:Iteration 6F (13.958109 sec): 3 clusters Score: Raw -21305.087038 + Penalty 1287.312315 = -20017.774722 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 37 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.958635 sec): 2 clusters Score: Raw -727.478347 + Penalty 202.266473 = -525.211874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.958882 sec): 3 clusters Score: Raw -758.149317 + Penalty 412.057259 = -346.092058 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 38 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.959404 sec): 2 clusters Score: Raw -935.700752 + Penalty 357.325455 = -578.375296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.959657 sec): 3 clusters Score: Raw -989.191247 + Penalty 713.940340 = -275.250908 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 39 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.960144 sec): 2 clusters Score: Raw -672.837503 + Penalty 245.286196 = -427.551306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.960377 sec): 3 clusters Score: Raw -675.168318 + Penalty 482.774773 = -192.393545 nChanged 1 SP:Iteration 1F (13.960605 sec): 3 clusters Score: Raw -679.847830 + Penalty 482.774773 = -197.073057 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 40 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.961786 sec): 2 clusters Score: Raw -7266.810646 + Penalty 405.659296 = -6861.151350 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.962307 sec): 3 clusters Score: Raw -7223.420030 + Penalty 811.966236 = -6411.453794 nChanged 36 SP:Iteration 1F (13.962817 sec): 3 clusters Score: Raw -7261.959828 + Penalty 813.704784 = -6448.255043 nChanged 5 SP:Iteration 2Q (13.963324 sec): 3 clusters Score: Raw -7267.774532 + Penalty 814.457545 = -6453.316986 nChanged 2 SP:Iteration 3Q (13.963817 sec): 3 clusters Score: Raw -7269.926498 + Penalty 815.508251 = -6454.418247 nChanged 1 SP:Iteration 4Q (13.964309 sec): 3 clusters Score: Raw -7270.376876 + Penalty 815.508251 = -6454.868625 nChanged 0 SP:Iteration 5F (13.964808 sec): 3 clusters Score: Raw -7270.376876 + Penalty 815.508251 = -6454.868625 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 41 (160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.965708 sec): 2 clusters Score: Raw -6717.998545 + Penalty 488.342484 = -6229.656061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.966200 sec): 3 clusters Score: Raw -6709.718460 + Penalty 976.684968 = -5733.033492 nChanged 22 SP:Iteration 1F (13.966684 sec): 3 clusters Score: Raw -6743.226115 + Penalty 976.332930 = -5766.893185 nChanged 5 SP:Iteration 2Q (13.967162 sec): 3 clusters Score: Raw -6751.431886 + Penalty 975.970959 = -5775.460927 nChanged 3 SP:Iteration 3Q (13.967636 sec): 3 clusters Score: Raw -6758.821418 + Penalty 975.479919 = -5783.341500 nChanged 3 SP:Iteration 4Q (13.968137 sec): 3 clusters Score: Raw -6761.891793 + Penalty 974.626001 = -5787.265791 nChanged 2 SP:Iteration 5Q (13.968609 sec): 3 clusters Score: Raw -6763.987053 + Penalty 974.398171 = -5789.588882 nChanged 3 SP:Iteration 6Q (13.969079 sec): 3 clusters Score: Raw -6768.826795 + Penalty 974.398171 = -5794.428624 nChanged 0 SP:Iteration 7F (13.969560 sec): 3 clusters Score: Raw -6768.826795 + Penalty 974.398171 = -5794.428624 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 42 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.970087 sec): 2 clusters Score: Raw -862.319380 + Penalty 271.419924 = -590.899456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.970328 sec): 3 clusters Score: Raw -868.354838 + Penalty 542.839847 = -325.514991 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 43 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.970818 sec): 2 clusters Score: Raw -694.378821 + Penalty 181.681776 = -512.697045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.971055 sec): 3 clusters Score: Raw -690.542213 + Penalty 359.467124 = -331.075089 nChanged 1 SP:Iteration 1F (13.971286 sec): 3 clusters Score: Raw -691.954327 + Penalty 360.928488 = -331.025839 nChanged 1 SP:Iteration 2F (13.971517 sec): 3 clusters Score: Raw -694.505539 + Penalty 360.928488 = -333.577052 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 44 (175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.972785 sec): 2 clusters Score: Raw -8092.289961 + Penalty 670.751881 = -7421.538079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.973315 sec): 3 clusters Score: Raw -8100.326354 + Penalty 1341.569003 = -6758.757351 nChanged 22 SP:Iteration 1F (13.973832 sec): 3 clusters Score: Raw -8147.197856 + Penalty 1341.473244 = -6805.724612 nChanged 4 SP:Iteration 2Q (13.974348 sec): 3 clusters Score: Raw -8152.202000 + Penalty 1341.473244 = -6810.728756 nChanged 0 SP:Iteration 3F (13.974858 sec): 3 clusters Score: Raw -8152.202000 + Penalty 1341.473244 = -6810.728756 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 (13.975390 sec): 2 clusters Score: Raw -413.149560 + Penalty 175.075914 = -238.073646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.975623 sec): 3 clusters Score: Raw -422.784340 + Penalty 339.246344 = -83.537996 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 46 (85 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.976294 sec): 2 clusters Score: Raw -3256.045827 + Penalty 550.117680 = -2705.928147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.976659 sec): 3 clusters Score: Raw -3350.210549 + Penalty 1100.927816 = -2249.282733 nChanged 3 SP:Iteration 1Q (13.977002 sec): 3 clusters Score: Raw -3359.006134 + Penalty 1100.927816 = -2258.078318 nChanged 0 SP:Iteration 2F (13.977360 sec): 3 clusters Score: Raw -3359.006134 + Penalty 1100.927816 = -2258.078318 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 47 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.977840 sec): 2 clusters Score: Raw -520.930440 + Penalty 201.807784 = -319.122656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.978068 sec): 3 clusters Score: Raw -522.098552 + Penalty 407.466866 = -114.631686 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 48 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.978575 sec): 2 clusters Score: Raw -1017.116953 + Penalty 304.679729 = -712.437224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.978848 sec): 3 clusters Score: Raw -1050.719042 + Penalty 598.385298 = -452.333745 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 49 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.979412 sec): 2 clusters Score: Raw -1693.640940 + Penalty 232.966171 = -1460.674769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.979711 sec): 3 clusters Score: Raw -1691.255382 + Penalty 472.845013 = -1218.410369 nChanged 3 SP:Iteration 1F (13.979996 sec): 3 clusters Score: Raw -1700.800173 + Penalty 474.518694 = -1226.281479 nChanged 2 SP:Iteration 2Q (13.980279 sec): 3 clusters Score: Raw -1707.025884 + Penalty 474.518694 = -1232.507190 nChanged 0 SP:Iteration 3F (13.980563 sec): 3 clusters Score: Raw -1707.025884 + Penalty 474.518694 = -1232.507190 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 50 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.981053 sec): 2 clusters Score: Raw -681.379698 + Penalty 174.953443 = -506.426255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.981290 sec): 3 clusters Score: Raw -693.959867 + Penalty 355.759732 = -338.200135 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 51 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.981814 sec): 2 clusters Score: Raw -1255.172443 + Penalty 302.682348 = -952.490095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.982078 sec): 3 clusters Score: Raw -1282.278739 + Penalty 603.558328 = -678.720412 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 52 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.982544 sec): 2 clusters Score: Raw -280.900015 + Penalty 165.729053 = -115.170962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.982756 sec): 3 clusters Score: Raw -280.737719 + Penalty 297.402336 = 16.664617 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 53 (82 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.983448 sec): 2 clusters Score: Raw -3743.398738 + Penalty 385.820330 = -3357.578408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.983818 sec): 3 clusters Score: Raw -3745.229097 + Penalty 773.694864 = -2971.534233 nChanged 8 SP:Iteration 1F (13.984183 sec): 3 clusters Score: Raw -3762.415921 + Penalty 774.209831 = -2988.206090 nChanged 1 SP:Iteration 2Q (13.984541 sec): 3 clusters Score: Raw -3763.351241 + Penalty 774.209831 = -2989.141410 nChanged 0 SP:Iteration 3F (13.984904 sec): 3 clusters Score: Raw -3763.351241 + Penalty 774.209831 = -2989.141410 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 54 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.985370 sec): 2 clusters Score: Raw -247.167358 + Penalty 120.983650 = -126.183708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.985586 sec): 3 clusters Score: Raw -249.311854 + Penalty 241.967300 = -7.344554 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 55 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.986118 sec): 2 clusters Score: Raw -1391.308149 + Penalty 260.098516 = -1131.209633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.986386 sec): 3 clusters Score: Raw -1434.582662 + Penalty 513.504873 = -921.077789 nChanged 1 SP:Iteration 1Q (13.986642 sec): 3 clusters Score: Raw -1438.022596 + Penalty 513.504873 = -924.517724 nChanged 0 SP:Iteration 2F (13.986909 sec): 3 clusters Score: Raw -1438.022596 + Penalty 513.504873 = -924.517724 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 56 (135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.987723 sec): 2 clusters Score: Raw -4156.075595 + Penalty 199.196005 = -3956.879591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.988183 sec): 3 clusters Score: Raw -4143.541260 + Penalty 398.430418 = -3745.110842 nChanged 33 SP:Iteration 1F (13.988637 sec): 3 clusters Score: Raw -4208.898051 + Penalty 397.675345 = -3811.222706 nChanged 5 SP:Iteration 2Q (13.989072 sec): 3 clusters Score: Raw -4223.459795 + Penalty 396.364426 = -3827.095369 nChanged 3 SP:Iteration 3Q (13.989504 sec): 3 clusters Score: Raw -4227.223365 + Penalty 395.109845 = -3832.113520 nChanged 1 SP:Iteration 4Q (13.989934 sec): 3 clusters Score: Raw -4230.002392 + Penalty 393.705509 = -3836.296883 nChanged 1 SP:Iteration 5Q (13.990362 sec): 3 clusters Score: Raw -4237.862077 + Penalty 393.705509 = -3844.156569 nChanged 0 SP:Iteration 6F (13.990809 sec): 3 clusters Score: Raw -4237.862077 + Penalty 393.705509 = -3844.156569 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 57 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.991281 sec): 2 clusters Score: Raw -258.582257 + Penalty 102.737042 = -155.845215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.991493 sec): 3 clusters Score: Raw -261.473287 + Penalty 187.225239 = -74.248048 nChanged 1 SP:Iteration 1F (13.991701 sec): 3 clusters Score: Raw -264.075008 + Penalty 187.225239 = -76.849770 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 (13.992216 sec): 2 clusters Score: Raw -1158.835830 + Penalty 387.893034 = -770.942797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.992470 sec): 3 clusters Score: Raw -1227.795374 + Penalty 775.290452 = -452.504922 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 59 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.992944 sec): 2 clusters Score: Raw -464.775502 + Penalty 239.875807 = -224.899695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.993167 sec): 3 clusters Score: Raw -461.215982 + Penalty 447.632698 = -13.583284 nChanged 1 SP:Iteration 1F (13.993386 sec): 3 clusters Score: Raw -464.340754 + Penalty 447.632698 = -16.708056 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 60 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.993927 sec): 2 clusters Score: Raw -1683.976068 + Penalty 430.747941 = -1253.228128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.994201 sec): 3 clusters Score: Raw -1764.862942 + Penalty 857.776290 = -907.086652 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 61 (73 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.994842 sec): 2 clusters Score: Raw -3331.262717 + Penalty 465.778251 = -2865.484465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.995184 sec): 3 clusters Score: Raw -3361.570244 + Penalty 931.280130 = -2430.290114 nChanged 4 SP:Iteration 1F (13.995520 sec): 3 clusters Score: Raw -3372.072002 + Penalty 931.293947 = -2440.778055 nChanged 1 SP:Iteration 2Q (13.995848 sec): 3 clusters Score: Raw -3376.747891 + Penalty 931.062805 = -2445.685086 nChanged 1 SP:Iteration 3Q (13.996176 sec): 3 clusters Score: Raw -3379.430770 + Penalty 931.062805 = -2448.367965 nChanged 0 SP:Iteration 4F (13.996515 sec): 3 clusters Score: Raw -3379.430770 + Penalty 931.062805 = -2448.367965 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 62 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.996979 sec): 2 clusters Score: Raw -187.903487 + Penalty 108.680729 = -79.222758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.997210 sec): 3 clusters Score: Raw -179.876792 + Penalty 244.210369 = 64.333577 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 63 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.997728 sec): 2 clusters Score: Raw -1188.667787 + Penalty 355.794360 = -832.873427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.997988 sec): 3 clusters Score: Raw -1240.608755 + Penalty 712.092472 = -528.516284 nChanged 1 SP:Iteration 1Q (13.998234 sec): 3 clusters Score: Raw -1249.121496 + Penalty 712.092472 = -537.029025 nChanged 0 SP:Iteration 2F (13.998489 sec): 3 clusters Score: Raw -1249.121496 + Penalty 712.092472 = -537.029025 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 64 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.998995 sec): 2 clusters Score: Raw -1059.646970 + Penalty 344.264943 = -715.382026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.999243 sec): 3 clusters Score: Raw -1113.410302 + Penalty 688.529887 = -424.880416 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 65 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.999694 sec): 2 clusters Score: Raw -81.618495 + Penalty 41.057397 = -40.561098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.999894 sec): 3 clusters Score: Raw -78.540610 + Penalty 82.114794 = 3.574184 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 66 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.000364 sec): 2 clusters Score: Raw -358.005498 + Penalty 175.986705 = -182.018793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.000586 sec): 3 clusters Score: Raw -369.416942 + Penalty 352.209045 = -17.207897 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 67 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.001060 sec): 2 clusters Score: Raw -467.809576 + Penalty 258.221436 = -209.588140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.001285 sec): 3 clusters Score: Raw -484.885972 + Penalty 537.460500 = 52.574528 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 68 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.001771 sec): 2 clusters Score: Raw -728.587987 + Penalty 312.599025 = -415.988962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.002008 sec): 3 clusters Score: Raw -752.850845 + Penalty 629.012207 = -123.838638 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 69 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.002507 sec): 2 clusters Score: Raw -807.579852 + Penalty 290.086816 = -517.493036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.002749 sec): 3 clusters Score: Raw -861.889397 + Penalty 578.534549 = -283.354848 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 70 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.003248 sec): 2 clusters Score: Raw -873.515145 + Penalty 320.088587 = -553.426558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.003492 sec): 3 clusters Score: Raw -924.982412 + Penalty 652.517860 = -272.464552 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 71 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.004108 sec): 2 clusters Score: Raw -3150.905074 + Penalty 538.206171 = -2612.698904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.004443 sec): 3 clusters Score: Raw -3232.907591 + Penalty 1075.809079 = -2157.098512 nChanged 2 SP:Iteration 1Q (14.004765 sec): 3 clusters Score: Raw -3251.247905 + Penalty 1075.809079 = -2175.438825 nChanged 0 SP:Iteration 2F (14.005085 sec): 3 clusters Score: Raw -3251.247905 + Penalty 1075.809079 = -2175.438825 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 72 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.005589 sec): 2 clusters Score: Raw -972.895748 + Penalty 402.656076 = -570.239672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.005835 sec): 3 clusters Score: Raw -1067.955071 + Penalty 807.784835 = -260.170235 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 73 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.006347 sec): 2 clusters Score: Raw -993.398075 + Penalty 255.187249 = -738.210826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.006598 sec): 3 clusters Score: Raw -1025.390884 + Penalty 513.755883 = -511.635002 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 74 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.007112 sec): 2 clusters Score: Raw -1024.641101 + Penalty 381.106703 = -643.534398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.007365 sec): 3 clusters Score: Raw -1112.071584 + Penalty 766.196989 = -345.874595 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 75 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.007844 sec): 2 clusters Score: Raw -548.403547 + Penalty 288.487885 = -259.915663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.008072 sec): 3 clusters Score: Raw -570.932087 + Penalty 576.183363 = 5.251275 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 76 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.008531 sec): 2 clusters Score: Raw -174.329140 + Penalty 92.087694 = -82.241445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.008741 sec): 3 clusters Score: Raw -170.924050 + Penalty 186.442174 = 15.518124 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 77 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.009216 sec): 2 clusters Score: Raw -453.030909 + Penalty 217.638937 = -235.391971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.009442 sec): 3 clusters Score: Raw -468.156075 + Penalty 444.471066 = -23.685009 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 78 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.009905 sec): 2 clusters Score: Raw -254.404815 + Penalty 167.345379 = -87.059436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.010120 sec): 3 clusters Score: Raw -245.703732 + Penalty 335.304058 = 89.600326 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 79 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.010595 sec): 2 clusters Score: Raw -364.775527 + Penalty 211.490903 = -153.284624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.010818 sec): 3 clusters Score: Raw -392.860243 + Penalty 440.426857 = 47.566614 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 81 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.011418 sec): 2 clusters Score: Raw -2247.776687 + Penalty 260.802969 = -1986.973718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.011745 sec): 3 clusters Score: Raw -2254.302639 + Penalty 545.067741 = -1709.234898 nChanged 4 SP:Iteration 1F (14.012063 sec): 3 clusters Score: Raw -2259.948307 + Penalty 557.827937 = -1702.120369 nChanged 2 SP:Iteration 2F (14.012398 sec): 3 clusters Score: Raw -2265.105952 + Penalty 563.484552 = -1701.621400 nChanged 1 SP:Iteration 3F (14.012721 sec): 3 clusters Score: Raw -2269.346020 + Penalty 582.514409 = -1686.831611 nChanged 2 SP:Iteration 4F (14.013040 sec): 3 clusters Score: Raw -2278.524264 + Penalty 582.514409 = -1696.009854 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 (14.013504 sec): 2 clusters Score: Raw -210.402865 + Penalty 190.240886 = -20.161979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.013698 sec): 2 clusters Score: Raw -210.402865 + Penalty 190.240886 = -20.161979 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 83 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.014171 sec): 2 clusters Score: Raw -514.213833 + Penalty 302.240479 = -211.973354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.014397 sec): 3 clusters Score: Raw -528.763368 + Penalty 596.100176 = 67.336809 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 84 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.014871 sec): 2 clusters Score: Raw -477.357972 + Penalty 216.884914 = -260.473058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.015095 sec): 3 clusters Score: Raw -486.734817 + Penalty 433.769828 = -52.964989 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 86 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.015569 sec): 2 clusters Score: Raw -480.322883 + Penalty 204.938338 = -275.384545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.015796 sec): 3 clusters Score: Raw -477.839258 + Penalty 395.295613 = -82.543644 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 87 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.016292 sec): 2 clusters Score: Raw -762.361289 + Penalty 352.209833 = -410.151456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.016555 sec): 3 clusters Score: Raw -795.423322 + Penalty 704.058943 = -91.364379 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 88 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.017244 sec): 2 clusters Score: Raw -376.356916 + Penalty 167.468691 = -208.888225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.017551 sec): 3 clusters Score: Raw -384.724213 + Penalty 338.268683 = -46.455530 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 (14.018242 sec): 2 clusters Score: Raw -227.479954 + Penalty 120.806751 = -106.673203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.018543 sec): 3 clusters Score: Raw -226.523257 + Penalty 252.332700 = 25.809443 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 90 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.019181 sec): 2 clusters Score: Raw -312.140035 + Penalty 161.701524 = -150.438511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.019478 sec): 3 clusters Score: Raw -314.732579 + Penalty 336.754089 = 22.021511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 91 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.020226 sec): 2 clusters Score: Raw -1070.444037 + Penalty 463.263163 = -607.180874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.020580 sec): 3 clusters Score: Raw -1192.479841 + Penalty 923.790320 = -268.689521 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 92 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.021250 sec): 2 clusters Score: Raw -370.616184 + Penalty 190.416741 = -180.199443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.021529 sec): 3 clusters Score: Raw -397.428643 + Penalty 376.979892 = -20.448751 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 93 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.022095 sec): 2 clusters Score: Raw -848.360533 + Penalty 313.996390 = -534.364143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.022358 sec): 3 clusters Score: Raw -875.691171 + Penalty 627.473339 = -248.217832 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 (14.022856 sec): 2 clusters Score: Raw -283.012146 + Penalty 183.416991 = -99.595156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.023060 sec): 2 clusters Score: Raw -283.012146 + Penalty 183.416991 = -99.595156 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 95 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.023550 sec): 2 clusters Score: Raw -280.363170 + Penalty 127.749632 = -152.613538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.023788 sec): 3 clusters Score: Raw -285.006441 + Penalty 264.182806 = -20.823636 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 96 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.024265 sec): 2 clusters Score: Raw -102.612070 + Penalty 87.863085 = -14.748985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.024472 sec): 3 clusters Score: Raw -91.328690 + Penalty 175.726170 = 84.397481 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 97 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.024985 sec): 2 clusters Score: Raw -814.538989 + Penalty 309.926696 = -504.612293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.025225 sec): 3 clusters Score: Raw -847.334400 + Penalty 620.387846 = -226.946554 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 98 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.025724 sec): 2 clusters Score: Raw -538.254643 + Penalty 248.133177 = -290.121466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.025955 sec): 3 clusters Score: Raw -546.548063 + Penalty 497.481710 = -49.066353 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 99 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.026467 sec): 2 clusters Score: Raw -186.470478 + Penalty 105.664207 = -80.806271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.026687 sec): 3 clusters Score: Raw -179.527247 + Penalty 211.328413 = 31.801166 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 100 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.027186 sec): 2 clusters Score: Raw -447.374324 + Penalty 147.124679 = -300.249645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.027414 sec): 3 clusters Score: Raw -457.154789 + Penalty 287.217433 = -169.937356 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 101 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.027883 sec): 2 clusters Score: Raw -334.911264 + Penalty 189.357162 = -145.554102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.028103 sec): 3 clusters Score: Raw -330.248851 + Penalty 383.215596 = 52.966744 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 102 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.028591 sec): 2 clusters Score: Raw -268.513885 + Penalty 206.241351 = -62.272534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.028806 sec): 3 clusters Score: Raw -256.256060 + Penalty 412.017948 = 155.761888 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 103 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.029280 sec): 2 clusters Score: Raw -407.443598 + Penalty 246.588986 = -160.854612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.029503 sec): 3 clusters Score: Raw -409.596989 + Penalty 493.177972 = 83.580983 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 105 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.029994 sec): 2 clusters Score: Raw -735.373949 + Penalty 345.886642 = -389.487307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.030231 sec): 3 clusters Score: Raw -790.719456 + Penalty 695.038981 = -95.680475 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 106 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.030709 sec): 2 clusters Score: Raw -505.203391 + Penalty 292.325651 = -212.877740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.030936 sec): 3 clusters Score: Raw -537.632020 + Penalty 589.526104 = 51.894084 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 108 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.031386 sec): 2 clusters Score: Raw -42.741527 + Penalty 0.000000 = -42.741527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.031575 sec): 2 clusters Score: Raw -42.741527 + Penalty 0.000000 = -42.741527 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 110 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.032033 sec): 2 clusters Score: Raw -203.536218 + Penalty 159.934173 = -43.602045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.032245 sec): 3 clusters Score: Raw -193.453973 + Penalty 327.915161 = 134.461188 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 111 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.032729 sec): 2 clusters Score: Raw -617.164258 + Penalty 256.259687 = -360.904572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.032962 sec): 3 clusters Score: Raw -648.032442 + Penalty 511.908450 = -136.123992 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 112 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.033430 sec): 2 clusters Score: Raw -404.866564 + Penalty 234.799604 = -170.066961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.033649 sec): 3 clusters Score: Raw -401.713448 + Penalty 464.672368 = 62.958920 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 113 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.034142 sec): 2 clusters Score: Raw -780.944521 + Penalty 254.631330 = -526.313191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.034380 sec): 3 clusters Score: Raw -801.171461 + Penalty 506.370892 = -294.800570 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 114 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.034850 sec): 2 clusters Score: Raw -405.305698 + Penalty 201.826559 = -203.479139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.035067 sec): 3 clusters Score: Raw -416.536392 + Penalty 401.825278 = -14.711114 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 115 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.035571 sec): 2 clusters Score: Raw -603.784756 + Penalty 236.234640 = -367.550117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.035805 sec): 3 clusters Score: Raw -639.360846 + Penalty 470.527993 = -168.832853 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 116 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.036271 sec): 2 clusters Score: Raw -315.572553 + Penalty 209.818193 = -105.754361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.036491 sec): 3 clusters Score: Raw -307.360214 + Penalty 419.636385 = 112.276171 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 117 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.036948 sec): 2 clusters Score: Raw -147.350683 + Penalty 114.472919 = -32.877764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.037143 sec): 2 clusters Score: Raw -147.350683 + Penalty 114.472919 = -32.877764 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 118 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.037637 sec): 2 clusters Score: Raw -855.301110 + Penalty 327.725601 = -527.575509 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.037877 sec): 3 clusters Score: Raw -900.051367 + Penalty 662.450834 = -237.600533 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 119 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.038344 sec): 2 clusters Score: Raw -310.308901 + Penalty 194.773108 = -115.535793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.038563 sec): 3 clusters Score: Raw -316.299901 + Penalty 395.892084 = 79.592184 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 121 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.039035 sec): 2 clusters Score: Raw -438.461360 + Penalty 238.528409 = -199.932951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.039257 sec): 3 clusters Score: Raw -441.819507 + Penalty 471.134554 = 29.315047 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 122 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.039747 sec): 2 clusters Score: Raw -807.238709 + Penalty 308.349917 = -498.888793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.039985 sec): 3 clusters Score: Raw -822.349108 + Penalty 616.699833 = -205.649275 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 123 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.040455 sec): 2 clusters Score: Raw -437.172611 + Penalty 247.157437 = -190.015175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.040677 sec): 3 clusters Score: Raw -421.459597 + Penalty 501.315744 = 79.856147 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 124 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.041154 sec): 2 clusters Score: Raw -494.171947 + Penalty 214.578833 = -279.593114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.041382 sec): 3 clusters Score: Raw -502.929898 + Penalty 415.341347 = -87.588551 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 125 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.041846 sec): 2 clusters Score: Raw -325.286225 + Penalty 213.500387 = -111.785838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.042076 sec): 3 clusters Score: Raw -311.264316 + Penalty 421.572417 = 110.308101 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 (14.042526 sec): 2 clusters Score: Raw -45.248889 + Penalty 0.000000 = -45.248889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.042715 sec): 2 clusters Score: Raw -45.248889 + Penalty 0.000000 = -45.248889 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 127 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.043183 sec): 2 clusters Score: Raw -373.929956 + Penalty 204.128947 = -169.801009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.043401 sec): 3 clusters Score: Raw -376.846977 + Penalty 409.630466 = 32.783489 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 128 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.043867 sec): 2 clusters Score: Raw -272.157057 + Penalty 181.687579 = -90.469477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.044085 sec): 3 clusters Score: Raw -275.720592 + Penalty 363.375159 = 87.654567 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 129 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.044577 sec): 2 clusters Score: Raw -749.334262 + Penalty 302.714690 = -446.619572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.044814 sec): 3 clusters Score: Raw -790.950100 + Penalty 605.858242 = -185.091859 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 130 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.045279 sec): 2 clusters Score: Raw -282.159812 + Penalty 154.838311 = -127.321501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.045498 sec): 3 clusters Score: Raw -277.510738 + Penalty 309.657260 = 32.146522 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 131 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.045998 sec): 2 clusters Score: Raw -1017.217469 + Penalty 358.308883 = -658.908586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.046247 sec): 3 clusters Score: Raw -1025.970837 + Penalty 710.333091 = -315.637746 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 132 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.046716 sec): 2 clusters Score: Raw -339.981353 + Penalty 222.888477 = -117.092876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.046934 sec): 3 clusters Score: Raw -336.719349 + Penalty 480.455551 = 143.736202 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 134 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.047387 sec): 2 clusters Score: Raw -95.179986 + Penalty 71.473091 = -23.706895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.047591 sec): 3 clusters Score: Raw -87.225449 + Penalty 142.946183 = 55.720734 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 135 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.048048 sec): 2 clusters Score: Raw -144.010855 + Penalty 105.667638 = -38.343217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.048258 sec): 3 clusters Score: Raw -136.158388 + Penalty 211.137359 = 74.978972 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 138 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.048751 sec): 2 clusters Score: Raw -828.637571 + Penalty 232.963753 = -595.673818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.049002 sec): 3 clusters Score: Raw -826.070061 + Penalty 468.060088 = -358.009973 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 139 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.049497 sec): 2 clusters Score: Raw -584.940489 + Penalty 264.215782 = -320.724707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.049734 sec): 3 clusters Score: Raw -614.724165 + Penalty 546.074201 = -68.649964 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 140 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.050208 sec): 2 clusters Score: Raw -370.201206 + Penalty 187.222773 = -182.978433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.050431 sec): 3 clusters Score: Raw -373.753633 + Penalty 364.133494 = -9.620139 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 141 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.050907 sec): 2 clusters Score: Raw -423.045186 + Penalty 242.902492 = -180.142694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.051131 sec): 3 clusters Score: Raw -415.528569 + Penalty 483.398318 = 67.869750 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 142 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.051590 sec): 2 clusters Score: Raw -187.017834 + Penalty 108.222722 = -78.795112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.051800 sec): 3 clusters Score: Raw -181.706718 + Penalty 227.106635 = 45.399917 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 143 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.052258 sec): 2 clusters Score: Raw -154.559917 + Penalty 145.128556 = -9.431361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.052452 sec): 2 clusters Score: Raw -154.559917 + Penalty 145.128556 = -9.431361 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 144 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.052908 sec): 2 clusters Score: Raw -147.664996 + Penalty 110.432349 = -37.232647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.053116 sec): 3 clusters Score: Raw -137.869727 + Penalty 218.527691 = 80.657964 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 147 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.053572 sec): 2 clusters Score: Raw -144.722966 + Penalty 109.700825 = -35.022141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.053780 sec): 3 clusters Score: Raw -136.912789 + Penalty 225.254043 = 88.341255 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 148 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.054242 sec): 2 clusters Score: Raw -218.768593 + Penalty 117.023627 = -101.744965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.054460 sec): 3 clusters Score: Raw -218.083226 + Penalty 239.911678 = 21.828452 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 149 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.055010 sec): 2 clusters Score: Raw -1796.231636 + Penalty 415.410985 = -1380.820650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.055284 sec): 3 clusters Score: Raw -1820.723975 + Penalty 830.830349 = -989.893626 nChanged 1 SP:Iteration 1Q (14.055553 sec): 3 clusters Score: Raw -1824.096815 + Penalty 831.150621 = -992.946193 nChanged 1 SP:Iteration 2Q (14.055820 sec): 3 clusters Score: Raw -1828.588620 + Penalty 831.150621 = -997.437999 nChanged 0 SP:Iteration 3F (14.056113 sec): 3 clusters Score: Raw -1828.588620 + Penalty 831.150621 = -997.437999 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 150 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.056585 sec): 2 clusters Score: Raw -334.249477 + Penalty 229.077729 = -105.171748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.056803 sec): 3 clusters Score: Raw -318.499036 + Penalty 458.155458 = 139.656422 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 151 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.057268 sec): 2 clusters Score: Raw -293.081643 + Penalty 175.460862 = -117.620780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.057482 sec): 3 clusters Score: Raw -291.346967 + Penalty 333.242919 = 41.895952 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 (14.057933 sec): 2 clusters Score: Raw -87.114368 + Penalty 34.310914 = -52.803454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.058122 sec): 2 clusters Score: Raw -87.114368 + Penalty 34.310914 = -52.803454 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 154 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.058577 sec): 2 clusters Score: Raw -141.291189 + Penalty 97.652372 = -43.638817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.058786 sec): 3 clusters Score: Raw -134.341030 + Penalty 190.461267 = 56.120237 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 155 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.059252 sec): 2 clusters Score: Raw -286.601909 + Penalty 189.319704 = -97.282205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.059469 sec): 3 clusters Score: Raw -284.754449 + Penalty 374.247611 = 89.493162 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 156 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.059922 sec): 2 clusters Score: Raw -98.217968 + Penalty 77.579616 = -20.638352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.060128 sec): 3 clusters Score: Raw -88.710051 + Penalty 155.159233 = 66.449182 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 158 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.060585 sec): 2 clusters Score: Raw -201.105506 + Penalty 152.983810 = -48.121696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.060798 sec): 3 clusters Score: Raw -191.360531 + Penalty 305.967620 = 114.607089 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 161 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.061254 sec): 2 clusters Score: Raw -146.466563 + Penalty 112.869883 = -33.596680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.061464 sec): 3 clusters Score: Raw -137.768730 + Penalty 229.456753 = 91.688023 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 162 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.061913 sec): 2 clusters Score: Raw -44.592847 + Penalty 0.000000 = -44.592847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.062102 sec): 2 clusters Score: Raw -44.592847 + Penalty 0.000000 = -44.592847 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 163 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.062577 sec): 2 clusters Score: Raw -521.637258 + Penalty 255.581876 = -266.055382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.062815 sec): 3 clusters Score: Raw -516.519646 + Penalty 511.182191 = -5.337455 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 164 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.063284 sec): 2 clusters Score: Raw -368.379618 + Penalty 241.853510 = -126.526107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.063504 sec): 3 clusters Score: Raw -358.808525 + Penalty 481.963985 = 123.155461 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 (14.063958 sec): 2 clusters Score: Raw -98.458636 + Penalty 75.988023 = -22.470613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.064165 sec): 3 clusters Score: Raw -88.436453 + Penalty 151.976045 = 63.539592 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 (14.064624 sec): 2 clusters Score: Raw -196.430045 + Penalty 134.209500 = -62.220545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.064834 sec): 3 clusters Score: Raw -188.532396 + Penalty 268.419001 = 79.886605 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 167 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.065287 sec): 2 clusters Score: Raw -97.674212 + Penalty 78.637607 = -19.036605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.065492 sec): 3 clusters Score: Raw -88.596944 + Penalty 157.275214 = 68.678270 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 168 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.065945 sec): 2 clusters Score: Raw -95.082857 + Penalty 66.897217 = -28.185640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.066148 sec): 3 clusters Score: Raw -86.120586 + Penalty 133.794433 = 47.673847 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 169 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.066610 sec): 2 clusters Score: Raw -168.900939 + Penalty 59.106709 = -109.794230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.066824 sec): 3 clusters Score: Raw -165.664074 + Penalty 118.213418 = -47.450655 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 171 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.067285 sec): 2 clusters Score: Raw -253.104666 + Penalty 166.792327 = -86.312339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.067501 sec): 3 clusters Score: Raw -242.928179 + Penalty 334.888620 = 91.960441 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 172 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.067946 sec): 2 clusters Score: Raw -41.467253 + Penalty 0.000000 = -41.467253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.068134 sec): 2 clusters Score: Raw -41.467253 + Penalty 0.000000 = -41.467253 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 173 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.068579 sec): 2 clusters Score: Raw -40.780129 + Penalty 0.000000 = -40.780129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.068766 sec): 2 clusters Score: Raw -40.780129 + Penalty 0.000000 = -40.780129 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 174 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.069223 sec): 2 clusters Score: Raw -171.748001 + Penalty 83.018649 = -88.729351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.069446 sec): 3 clusters Score: Raw -170.125104 + Penalty 166.037299 = -4.087805 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 175 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.069900 sec): 2 clusters Score: Raw -98.149548 + Penalty 81.372091 = -16.777456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.070104 sec): 3 clusters Score: Raw -89.194411 + Penalty 162.744183 = 73.549772 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 176 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.070549 sec): 2 clusters Score: Raw -149.243610 + Penalty 8.992706 = -140.250904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.070741 sec): 3 clusters Score: Raw -146.452564 + Penalty 17.985412 = -128.467152 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 177 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.071193 sec): 2 clusters Score: Raw -92.332283 + Penalty 74.296811 = -18.035472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.071382 sec): 2 clusters Score: Raw -92.332283 + Penalty 74.296811 = -18.035472 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 178 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.071830 sec): 2 clusters Score: Raw -45.288087 + Penalty 0.000000 = -45.288087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.072020 sec): 2 clusters Score: Raw -45.288087 + Penalty 0.000000 = -45.288087 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 (14.072467 sec): 2 clusters Score: Raw -43.159614 + Penalty 0.000000 = -43.159614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.072657 sec): 2 clusters Score: Raw -43.159614 + Penalty 0.000000 = -43.159614 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 181 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.073108 sec): 2 clusters Score: Raw -99.459303 + Penalty 86.734579 = -12.724724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.073300 sec): 2 clusters Score: Raw -99.459303 + Penalty 86.734579 = -12.724724 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 184 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.073746 sec): 2 clusters Score: Raw -40.838965 + Penalty 0.000000 = -40.838965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.073933 sec): 2 clusters Score: Raw -40.838965 + Penalty 0.000000 = -40.838965 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 186 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.074378 sec): 2 clusters Score: Raw -44.218801 + Penalty 0.000000 = -44.218801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.074564 sec): 2 clusters Score: Raw -44.218801 + Penalty 0.000000 = -44.218801 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 187 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.075008 sec): 2 clusters Score: Raw -44.318059 + Penalty 0.000000 = -44.318059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.075195 sec): 2 clusters Score: Raw -44.318059 + Penalty 0.000000 = -44.318059 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 188 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.075651 sec): 2 clusters Score: Raw -145.302590 + Penalty 128.895574 = -16.407016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.075874 sec): 3 clusters Score: Raw -136.749886 + Penalty 263.382810 = 126.632924 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 191 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.076330 sec): 2 clusters Score: Raw -145.612470 + Penalty 103.268214 = -42.344256 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.076539 sec): 3 clusters Score: Raw -136.219585 + Penalty 214.862812 = 78.643227 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 192 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.076987 sec): 2 clusters Score: Raw -44.968514 + Penalty 0.000000 = -44.968514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.077176 sec): 2 clusters Score: Raw -44.968514 + Penalty 0.000000 = -44.968514 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 194 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.077628 sec): 2 clusters Score: Raw -98.980049 + Penalty 91.827229 = -7.152821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.077834 sec): 3 clusters Score: Raw -90.150295 + Penalty 183.654458 = 93.504162 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 (14.078281 sec): 2 clusters Score: Raw -42.556514 + Penalty 0.000000 = -42.556514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.078470 sec): 2 clusters Score: Raw -42.556514 + Penalty 0.000000 = -42.556514 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 199 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.078917 sec): 2 clusters Score: Raw -43.283240 + Penalty 0.000000 = -43.283240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.079106 sec): 2 clusters Score: Raw -43.283240 + Penalty 0.000000 = -43.283240 nChanged 0 Deleting Class 194 (2 points): Lose 35.951801 but Gain 1327.951710 Iteration 20F (15.905552 sec): 172 clusters Score: Raw -833062.751317 + Penalty 162926.815216 = -670135.936101 nChanged 81 Deleting Class 181 (3 points): Lose 50.012213 but Gain 1329.736812 Iteration 21Q (16.033299 sec): 171 clusters Score: Raw -833071.105516 + Penalty 161740.203907 = -671330.901610 nChanged 76 Deleting Class 143 (3 points): Lose 45.496068 but Gain 1324.172874 Iteration 22Q (16.159449 sec): 170 clusters Score: Raw -833063.497556 + Penalty 160452.792283 = -672610.705272 nChanged 56 Deleting Class 82 (4 points): Lose 96.953899 but Gain 1375.576252 Iteration 23Q (16.286575 sec): 169 clusters Score: Raw -832988.924195 + Penalty 159188.524313 = -673800.399882 nChanged 55 Deleting Class 96 (2 points): Lose 16.284475 but Gain 1270.624581 Iteration 24Q (16.410902 sec): 168 clusters Score: Raw -833025.047391 + Penalty 157948.231914 = -675076.815477 nChanged 43 Deleting Class 91 (23 points): Lose 246.541929 but Gain 1481.010132 Iteration 25Q (16.533673 sec): 167 clusters Score: Raw -832786.681047 + Penalty 156510.370444 = -676276.310603 nChanged 51 Deleting Class 102 (5 points): Lose 67.533774 but Gain 1284.510869 Iteration 26Q (16.657089 sec): 166 clusters Score: Raw -832793.122540 + Penalty 155361.514344 = -677431.608196 nChanged 34 Deleting Class 150 (6 points): Lose 70.187156 but Gain 1281.561423 Iteration 27Q (16.778781 sec): 165 clusters Score: Raw -832772.050089 + Penalty 154121.517847 = -678650.532242 nChanged 27 Deleting Class 87 (15 points): Lose 100.267900 but Gain 1303.710102 Iteration 28Q (16.903144 sec): 164 clusters Score: Raw -832701.455321 + Penalty 152842.726680 = -679858.728641 nChanged 28 Deleting Class 34 (27 points): Lose 234.362956 but Gain 1427.801741 Iteration 29Q (17.023748 sec): 163 clusters Score: Raw -832494.002354 + Penalty 151604.108671 = -680889.893683 nChanged 47 Deleting Class 156 (3 points): Lose 37.702334 but Gain 1240.668979 Iteration 30F (18.705593 sec): 162 clusters Score: Raw -832553.590000 + Penalty 150371.080320 = -682182.509679 nChanged 29 Deleting Class 83 (10 points): Lose 123.733150 but Gain 1315.749475 Iteration 31Q (18.825485 sec): 161 clusters Score: Raw -832446.255397 + Penalty 149200.589037 = -683245.666359 nChanged 26 Deleting Class 162 (1 points): Lose 11.662976 but Gain 1193.397990 Iteration 32Q (18.944780 sec): 160 clusters Score: Raw -832479.774019 + Penalty 148087.747325 = -684392.026694 nChanged 19 Deleting Class 164 (7 points): Lose 71.379895 but Gain 1245.850346 Iteration 33Q (19.063020 sec): 159 clusters Score: Raw -832425.973233 + Penalty 146969.028191 = -685456.945043 nChanged 23 Deleting Class 72 (21 points): Lose 155.683686 but Gain 1325.718580 Iteration 34Q (19.180774 sec): 158 clusters Score: Raw -832317.470118 + Penalty 145716.988559 = -686600.481559 nChanged 42 Deleting Class 178 (1 points): Lose 1.456914 but Gain 1168.248849 Iteration 35Q (19.301743 sec): 157 clusters Score: Raw -832396.079471 + Penalty 144547.359335 = -687848.720137 nChanged 18 Deleting Class 175 (2 points): Lose 17.559338 but Gain 1176.755624 Iteration 36Q (19.419301 sec): 156 clusters Score: Raw -832400.181205 + Penalty 143375.609060 = -689024.572145 nChanged 17 Deleting Class 126 (1 points): Lose 2.713260 but Gain 1140.157075 Iteration 37Q (19.536872 sec): 155 clusters Score: Raw -832406.793247 + Penalty 142241.799770 = -690164.993477 nChanged 19 Deleting Class 188 (3 points): Lose 41.304220 but Gain 1176.060920 Iteration 38Q (19.654844 sec): 154 clusters Score: Raw -832377.736438 + Penalty 141081.917449 = -691295.818990 nChanged 20 Deleting Class 110 (4 points): Lose 27.623754 but Gain 1156.437264 Iteration 39Q (19.770703 sec): 153 clusters Score: Raw -832362.687421 + Penalty 139929.201388 = -692433.486033 nChanged 24 Deleting Class 123 (8 points): Lose 65.524965 but Gain 1191.415461 Iteration 40F (21.347767 sec): 152 clusters Score: Raw -832307.013828 + Penalty 138731.806540 = -693575.207287 nChanged 37 Deleting Class 167 (2 points): Lose 12.659591 but Gain 1137.211108 Iteration 41Q (21.465474 sec): 151 clusters Score: Raw -832317.931761 + Penalty 137607.842531 = -694710.089230 nChanged 30 Deleting Class 116 (6 points): Lose 49.886682 but Gain 1173.815117 Iteration 42Q (21.581578 sec): 150 clusters Score: Raw -832276.804234 + Penalty 136551.624872 = -695725.179362 nChanged 35 Deleting Class 125 (6 points): Lose 70.633375 but Gain 1194.414931 Iteration 43Q (21.700126 sec): 149 clusters Score: Raw -832231.809085 + Penalty 135379.329553 = -696852.479533 nChanged 34 Deleting Class 106 (13 points): Lose 132.690163 but Gain 1251.988050 Iteration 44Q (21.816728 sec): 148 clusters Score: Raw -832127.776905 + Penalty 134163.362720 = -697964.414185 nChanged 32 Deleting Class 105 (16 points): Lose 131.065743 but Gain 1250.502610 Iteration 45Q (21.934438 sec): 147 clusters Score: Raw -832032.995612 + Penalty 132964.322698 = -699068.672914 nChanged 41 Deleting Class 141 (8 points): Lose 56.042043 but Gain 1170.904620 Iteration 46Q (22.053006 sec): 146 clusters Score: Raw -832020.628781 + Penalty 131864.189490 = -700156.439291 nChanged 32 Deleting Class 75 (11 points): Lose 91.740822 but Gain 1205.962027 Iteration 47Q (22.167524 sec): 145 clusters Score: Raw -831952.110344 + Penalty 130735.866548 = -701216.243796 nChanged 37 Deleting Class 131 (21 points): Lose 96.855349 but Gain 1198.515558 Iteration 48Q (22.282374 sec): 144 clusters Score: Raw -831883.119313 + Penalty 129550.051771 = -702333.067542 nChanged 41 Deleting Class 103 (8 points): Lose 102.519983 but Gain 1188.675261 Iteration 49Q (22.397010 sec): 143 clusters Score: Raw -831818.796481 + Penalty 128375.898624 = -703442.897858 nChanged 26 Deleting Class 165 (2 points): Lose 12.926804 but Gain 1098.894367 Iteration 50F (23.869726 sec): 142 clusters Score: Raw -831823.901601 + Penalty 127280.472755 = -704543.428846 nChanged 18 Deleting Class 179 (1 points): Lose 6.688199 but Gain 1088.917784 Iteration 51Q (23.983100 sec): 141 clusters Score: Raw -831824.607836 + Penalty 126195.565629 = -705629.042208 nChanged 16 Deleting Class 28 (10 points): Lose 69.370066 but Gain 1148.098303 Iteration 52Q (24.097151 sec): 140 clusters Score: Raw -831760.673845 + Penalty 125087.123570 = -706673.550275 nChanged 21 Deleting Class 35 (26 points): Lose 152.435359 but Gain 1230.602744 Iteration 53Q (24.211597 sec): 139 clusters Score: Raw -831628.541984 + Penalty 123890.481018 = -707738.060966 nChanged 43 Deleting Class 186 (2 points): Lose 17.960320 but Gain 1090.361842 Iteration 54Q (24.326293 sec): 138 clusters Score: Raw -831682.079218 + Penalty 122810.153866 = -708871.925353 nChanged 17 Deleting Class 132 (7 points): Lose 75.775806 but Gain 1148.156527 Iteration 55Q (24.439570 sec): 137 clusters Score: Raw -831628.011590 + Penalty 121702.482514 = -709925.529076 nChanged 22 Deleting Class 158 (5 points): Lose 40.518048 but Gain 1110.233271 Iteration 56Q (24.553705 sec): 136 clusters Score: Raw -831613.589521 + Penalty 120634.495221 = -710979.094300 nChanged 20 Deleting Class 18 (23 points): Lose 121.792181 but Gain 1188.169510 Iteration 57Q (24.664710 sec): 135 clusters Score: Raw -831515.839962 + Penalty 119525.661241 = -711990.178721 nChanged 35 Deleting Class 112 (9 points): Lose 78.035396 but Gain 1168.223345 Iteration 58Q (24.776709 sec): 134 clusters Score: Raw -831498.814073 + Penalty 118386.100163 = -713112.713910 nChanged 17 Deleting Class 71 (60 points): Lose 234.658950 but Gain 1300.055779 Iteration 59Q (24.886419 sec): 133 clusters Score: Raw -831292.761141 + Penalty 117139.246049 = -714153.515093 nChanged 70 Deleting Class 177 (2 points): Lose 13.896962 but Gain 1074.437051 Iteration 60F (26.266723 sec): 132 clusters Score: Raw -831374.649126 + Penalty 116097.293310 = -715277.355816 nChanged 15 Deleting Class 59 (9 points): Lose 33.804688 but Gain 1094.329900 Iteration 61Q (26.377417 sec): 131 clusters Score: Raw -831356.688185 + Penalty 114995.871270 = -716360.816916 nChanged 21 Deleting Class 68 (15 points): Lose 100.932254 but Gain 1157.090087 Iteration 62Q (26.487189 sec): 130 clusters Score: Raw -831277.524102 + Penalty 113871.297928 = -717406.226173 nChanged 31 Deleting Class 192 (1 points): Lose 8.210346 but Gain 1063.299652 Iteration 63Q (26.598448 sec): 129 clusters Score: Raw -831314.182626 + Penalty 112827.860734 = -718486.321893 nChanged 14 Deleting Class 163 (10 points): Lose 62.586454 but Gain 1112.629652 Iteration 64Q (26.707696 sec): 128 clusters Score: Raw -831285.086766 + Penalty 111741.705157 = -719543.381610 nChanged 24 Deleting Class 58 (27 points): Lose 140.998367 but Gain 1186.944010 Iteration 65Q (26.817381 sec): 127 clusters Score: Raw -831188.839521 + Penalty 110634.378776 = -720554.460745 nChanged 50 Deleting Class 93 (22 points): Lose 85.701540 but Gain 1128.194276 Iteration 66Q (26.929224 sec): 126 clusters Score: Raw -831206.998688 + Penalty 109548.190645 = -721658.808043 nChanged 42 Deleting Class 173 (1 points): Lose 18.922987 but Gain 1060.836533 Iteration 67Q (27.040175 sec): 125 clusters Score: Raw -831239.782795 + Penalty 108496.475544 = -722743.307251 nChanged 17 Deleting Class 121 (9 points): Lose 60.789534 but Gain 1088.182979 Iteration 68Q (27.148996 sec): 124 clusters Score: Raw -831204.991197 + Penalty 107412.823081 = -723792.168116 nChanged 17 Deleting Class 118 (18 points): Lose 110.168303 but Gain 1136.561469 Iteration 69Q (27.255981 sec): 123 clusters Score: Raw -831111.794004 + Penalty 106287.753825 = -724824.040179 nChanged 28 Deleting Class 134 (2 points): Lose 13.099024 but Gain 1033.602072 Iteration 70F (28.524916 sec): 122 clusters Score: Raw -831134.769268 + Penalty 105265.977285 = -725868.791983 nChanged 12 Deleting Class 122 (18 points): Lose 116.463055 but Gain 1136.521228 Iteration 71Q (28.631617 sec): 121 clusters Score: Raw -831042.222676 + Penalty 104256.391678 = -726785.830998 nChanged 32 Deleting Class 144 (4 points): Lose 35.768585 but Gain 1080.181063 Iteration 72Q (28.739427 sec): 120 clusters Score: Raw -831075.355925 + Penalty 103182.144485 = -727893.211441 nChanged 18 Deleting Class 74 (29 points): Lose 214.890667 but Gain 1233.190181 Iteration 73Q (28.846094 sec): 119 clusters Score: Raw -830884.572334 + Penalty 102042.990357 = -728841.581977 nChanged 40 Deleting Class 67 (11 points): Lose 131.639359 but Gain 1146.647619 Iteration 74Q (28.952944 sec): 118 clusters Score: Raw -830848.650878 + Penalty 101002.535389 = -729846.115489 nChanged 24 Deleting Class 154 (6 points): Lose 61.547820 but Gain 1076.633630 Iteration 75Q (29.066607 sec): 117 clusters Score: Raw -830847.471807 + Penalty 99974.811851 = -730872.659956 nChanged 17 Deleting Class 149 (37 points): Lose 163.610028 but Gain 1177.655165 Iteration 76Q (29.175368 sec): 116 clusters Score: Raw -830717.937021 + Penalty 98847.811975 = -731870.125046 nChanged 48 Deleting Class 171 (6 points): Lose 36.836049 but Gain 1047.065671 Iteration 77Q (29.284121 sec): 115 clusters Score: Raw -830747.272364 + Penalty 97841.634638 = -732905.637726 nChanged 21 Deleting Class 161 (3 points): Lose 27.560440 but Gain 1029.840310 Iteration 78Q (29.390795 sec): 114 clusters Score: Raw -830739.119412 + Penalty 96818.560926 = -733920.558486 nChanged 17 Deleting Class 97 (18 points): Lose 121.378378 but Gain 1123.538255 Iteration 79Q (29.497461 sec): 113 clusters Score: Raw -830625.595738 + Penalty 95719.010685 = -734906.585053 nChanged 31 Deleting Class 78 (5 points): Lose 40.213341 but Gain 1042.259262 Iteration 80F (30.663967 sec): 112 clusters Score: Raw -830624.898055 + Penalty 94696.773737 = -735928.124318 nChanged 26 Deleting Class 155 (6 points): Lose 60.593905 but Gain 1059.137570 Iteration 81Q (30.768606 sec): 111 clusters Score: Raw -830588.631033 + Penalty 93644.724054 = -736943.906979 nChanged 18 Deleting Class 60 (39 points): Lose 199.173236 but Gain 1191.633140 Iteration 82Q (30.872629 sec): 110 clusters Score: Raw -830420.868214 + Penalty 92499.548422 = -737921.319792 nChanged 52 Deleting Class 64 (26 points): Lose 145.674407 but Gain 1137.855162 Iteration 83Q (30.976960 sec): 109 clusters Score: Raw -830363.971598 + Penalty 91435.878885 = -738928.092714 nChanged 51 Deleting Class 117 (4 points): Lose 70.993122 but Gain 1060.403283 Iteration 84Q (31.080811 sec): 108 clusters Score: Raw -830365.414324 + Penalty 90414.715939 = -739950.698386 nChanged 28 Deleting Class 135 (4 points): Lose 56.148895 but Gain 1041.649753 Iteration 85Q (31.183979 sec): 107 clusters Score: Raw -830353.124586 + Penalty 89397.641302 = -740955.483284 nChanged 21 Deleting Class 187 (2 points): Lose 23.470262 but Gain 1008.698718 Iteration 86Q (31.286844 sec): 106 clusters Score: Raw -830348.353782 + Penalty 88401.900817 = -741946.452965 nChanged 14 Deleting Class 147 (3 points): Lose 17.918718 but Gain 1000.925388 Iteration 87Q (31.387419 sec): 105 clusters Score: Raw -830350.964274 + Penalty 87399.576825 = -742951.387449 nChanged 17 Deleting Class 98 (11 points): Lose 57.525413 but Gain 1037.267784 Iteration 88Q (31.487602 sec): 104 clusters Score: Raw -830308.568468 + Penalty 86383.308101 = -743925.260367 nChanged 22 Deleting Class 129 (18 points): Lose 103.699903 but Gain 1077.355213 Iteration 89Q (31.588066 sec): 103 clusters Score: Raw -830222.678577 + Penalty 85344.705083 = -744877.973494 nChanged 28 Deleting Class 63 (31 points): Lose 161.797172 but Gain 1132.131201 Iteration 90F (32.648447 sec): 102 clusters Score: Raw -830105.443909 + Penalty 84338.685532 = -745766.758377 nChanged 47 Deleting Class 128 (6 points): Lose 46.218394 but Gain 1016.440113 Iteration 91Q (32.749901 sec): 101 clusters Score: Raw -830153.384063 + Penalty 83383.006084 = -746770.377979 nChanged 25 Deleting Class 127 (11 points): Lose 67.909348 but Gain 1036.148938 Iteration 92Q (32.849624 sec): 100 clusters Score: Raw -830114.036904 + Penalty 82362.494378 = -747751.542526 nChanged 25 Deleting Class 168 (2 points): Lose 1.728711 but Gain 967.428445 Iteration 93Q (32.948923 sec): 99 clusters Score: Raw -830140.798822 + Penalty 81489.999191 = -748650.799631 nChanged 15 Deleting Class 101 (7 points): Lose 14.431347 but Gain 975.428000 Iteration 94Q (33.048398 sec): 98 clusters Score: Raw -830138.102140 + Penalty 80519.325488 = -749618.776652 nChanged 11 Deleting Class 38 (26 points): Lose 158.516008 but Gain 1118.551078 Iteration 95Q (33.146180 sec): 97 clusters Score: Raw -829993.145974 + Penalty 79457.556198 = -750535.589775 nChanged 29 Deleting Class 151 (8 points): Lose 67.516134 but Gain 1022.975916 Iteration 96Q (33.254362 sec): 96 clusters Score: Raw -829999.940365 + Penalty 78462.520052 = -751537.420313 nChanged 15 Deleting Class 17 (68 points): Lose 255.782160 but Gain 1207.698822 Iteration 97Q (33.352684 sec): 95 clusters Score: Raw -829773.743986 + Penalty 77400.987390 = -752372.756596 nChanged 80 Deleting Class 70 (19 points): Lose 115.243323 but Gain 1058.521410 Iteration 98Q (33.453869 sec): 94 clusters Score: Raw -829792.302419 + Penalty 76444.346677 = -753347.955742 nChanged 40 Deleting Class 94 (7 points): Lose 88.218206 but Gain 1031.427263 Iteration 99Q (33.553040 sec): 93 clusters Score: Raw -829777.681642 + Penalty 75465.090369 = -754312.591273 nChanged 32 Deleting Class 90 (11 points): Lose 65.518010 but Gain 1004.982147 Iteration 100F (34.524760 sec): 92 clusters Score: Raw -829757.579161 + Penalty 74584.422741 = -755173.156419 nChanged 41 Deleting Class 166 (4 points): Lose 32.090451 but Gain 970.429674 Iteration 101Q (34.624360 sec): 91 clusters Score: Raw -829766.002830 + Penalty 73621.917674 = -756144.085156 nChanged 34 Deleting Class 191 (3 points): Lose 6.692983 but Gain 942.233361 Iteration 102Q (34.721721 sec): 90 clusters Score: Raw -829778.733349 + Penalty 72699.836219 = -757078.897131 nChanged 22 Deleting Class 119 (7 points): Lose 77.222233 but Gain 1003.326946 Iteration 103Q (34.817858 sec): 89 clusters Score: Raw -829707.726283 + Penalty 71754.171007 = -757953.555277 nChanged 22 Deleting Class 111 (16 points): Lose 88.989394 but Gain 1013.432107 Iteration 104Q (34.913988 sec): 88 clusters Score: Raw -829640.741738 + Penalty 70772.926921 = -758867.814818 nChanged 25 Deleting Class 44 (152 points): Lose 391.931631 but Gain 1307.956166 Iteration 105Q (35.009784 sec): 87 clusters Score: Raw -829275.435181 + Penalty 69605.086486 = -759670.348696 nChanged 170 Deleting Class 42 (22 points): Lose 65.301476 but Gain 993.586086 Iteration 106Q (35.112235 sec): 86 clusters Score: Raw -829461.902847 + Penalty 68729.103782 = -760732.799064 nChanged 69 Deleting Class 199 (1 points): Lose 8.788606 but Gain 912.052480 Iteration 107Q (35.207938 sec): 85 clusters Score: Raw -829515.421974 + Penalty 67825.419154 = -761690.002821 nChanged 37 Deleting Class 139 (13 points): Lose 114.647745 but Gain 1017.323100 Iteration 108Q (35.302508 sec): 84 clusters Score: Raw -829417.815462 + Penalty 66641.691775 = -762776.123687 nChanged 43 Deleting Class 69 (27 points): Lose 162.859332 but Gain 1060.811446 Iteration 109Q (35.398686 sec): 83 clusters Score: Raw -829313.666017 + Penalty 65622.352192 = -763691.313825 nChanged 51 Deleting Class 79 (9 points): Lose 67.856351 but Gain 964.836020 Iteration 110F (36.262105 sec): 82 clusters Score: Raw -829327.633429 + Penalty 64723.989247 = -764603.644182 nChanged 43 Deleting Class 52 (8 points): Lose 72.047516 but Gain 967.111605 Iteration 111Q (36.356852 sec): 81 clusters Score: Raw -829301.016781 + Penalty 63772.258164 = -765528.758617 nChanged 31 Deleting Class 39 (13 points): Lose 53.393384 but Gain 945.221317 Iteration 112Q (36.452257 sec): 80 clusters Score: Raw -829271.107418 + Penalty 62858.403398 = -766412.704020 nChanged 30 Deleting Class 84 (10 points): Lose 53.732482 but Gain 944.169400 Iteration 113Q (36.545970 sec): 79 clusters Score: Raw -829242.937806 + Penalty 61935.282201 = -767307.655605 nChanged 25 Deleting Class 29 (81 points): Lose 381.128536 but Gain 1265.216667 Iteration 114Q (36.639018 sec): 78 clusters Score: Raw -828885.361038 + Penalty 60748.699970 = -768136.661068 nChanged 105 Deleting Class 114 (9 points): Lose 37.009899 but Gain 920.746618 Iteration 115Q (36.736884 sec): 77 clusters Score: Raw -829028.190201 + Penalty 59868.002118 = -769160.188083 nChanged 39 Deleting Class 86 (12 points): Lose 38.513698 but Gain 916.845401 Iteration 116Q (36.832773 sec): 76 clusters Score: Raw -829024.372103 + Penalty 58972.767771 = -770051.604331 nChanged 27 Deleting Class 108 (1 points): Lose 16.540723 but Gain 893.754842 Iteration 117Q (36.924225 sec): 75 clusters Score: Raw -829035.278078 + Penalty 58080.729810 = -770954.548268 nChanged 14 Deleting Class 77 (11 points): Lose 84.850423 but Gain 957.983518 Iteration 118Q (37.016216 sec): 74 clusters Score: Raw -828955.997046 + Penalty 57163.798062 = -771792.198984 nChanged 21 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 -828955.997046 + Penalty 57163.798062 = -771792.198984Memory request: 0.04 GB would take us to total of 0.24 GB. Trying to split cluster 1 (7440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.093148 sec): 2 clusters Score: Raw -284182.485107 + Penalty 244.061958 = -283938.423149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.107310 sec): 3 clusters Score: Raw -279243.754773 + Penalty 500.222929 = -278743.531844 nChanged 3529 SP:Iteration 1F (37.121368 sec): 3 clusters Score: Raw -282565.539911 + Penalty 499.175732 = -282066.364179 nChanged 876 SP:Iteration 2F (37.135666 sec): 3 clusters Score: Raw -283454.955327 + Penalty 489.269913 = -282965.685415 nChanged 392 SP:Iteration 3F (37.149672 sec): 3 clusters Score: Raw -283828.260258 + Penalty 480.728113 = -283347.532146 nChanged 197 SP:Iteration 4Q (37.163668 sec): 3 clusters Score: Raw -283988.359911 + Penalty 462.236309 = -283526.123602 nChanged 113 SP:Iteration 5Q (37.175840 sec): 3 clusters Score: Raw -284082.017143 + Penalty 443.639245 = -283638.377897 nChanged 61 SP:Iteration 6Q (37.187448 sec): 3 clusters Score: Raw -284192.059085 + Penalty 430.834323 = -283761.224762 nChanged 25 SP:Iteration 7Q (37.198896 sec): 3 clusters Score: Raw -284266.423077 + Penalty 424.675111 = -283841.747966 nChanged 24 SP:Iteration 8Q (37.210139 sec): 3 clusters Score: Raw -284276.899572 + Penalty 426.276101 = -283850.623471 nChanged 7 SP:Iteration 9Q (37.221623 sec): 3 clusters Score: Raw -284278.345648 + Penalty 426.962187 = -283851.383461 nChanged 3 SP:Iteration 10F (37.236092 sec): 3 clusters Score: Raw -284278.485354 + Penalty 427.379888 = -283851.105466 nChanged 1 SP:Iteration 11F (37.250168 sec): 3 clusters Score: Raw -284278.510526 + Penalty 427.556596 = -283850.953931 nChanged 1 SP:Iteration 12F (37.264702 sec): 3 clusters Score: Raw -284278.540061 + Penalty 427.979385 = -283850.560676 nChanged 1 SP:Iteration 13F (37.278764 sec): 3 clusters Score: Raw -284278.582712 + Penalty 428.186644 = -283850.396068 nChanged 1 SP:Iteration 14F (37.292652 sec): 3 clusters Score: Raw -284278.622224 + Penalty 428.186644 = -283850.435580 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 2 (1955 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.306016 sec): 2 clusters Score: Raw -82491.750842 + Penalty 332.775647 = -82158.975195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.309725 sec): 3 clusters Score: Raw -81266.165798 + Penalty 668.547457 = -80597.618341 nChanged 850 SP:Iteration 1F (37.313431 sec): 3 clusters Score: Raw -81751.274978 + Penalty 677.995896 = -81073.279081 nChanged 257 SP:Iteration 2F (37.317211 sec): 3 clusters Score: Raw -81895.804726 + Penalty 692.649642 = -81203.155084 nChanged 168 SP:Iteration 3F (37.321185 sec): 3 clusters Score: Raw -82030.713411 + Penalty 707.384829 = -81323.328582 nChanged 122 SP:Iteration 4F (37.325012 sec): 3 clusters Score: Raw -82161.012895 + Penalty 720.687450 = -81440.325445 nChanged 101 SP:Iteration 5F (37.328687 sec): 3 clusters Score: Raw -82288.001321 + Penalty 729.167957 = -81558.833364 nChanged 61 SP:Iteration 6Q (37.332238 sec): 3 clusters Score: Raw -82329.965000 + Penalty 736.715301 = -81593.249699 nChanged 42 SP:Iteration 7Q (37.335759 sec): 3 clusters Score: Raw -82357.724170 + Penalty 741.142672 = -81616.581498 nChanged 43 SP:Iteration 8Q (37.339414 sec): 3 clusters Score: Raw -82385.321581 + Penalty 755.456130 = -81629.865450 nChanged 44 SP:Iteration 9Q (37.342959 sec): 3 clusters Score: Raw -82417.428676 + Penalty 764.405607 = -81653.023069 nChanged 30 SP:Iteration 10F (37.346708 sec): 3 clusters Score: Raw -82435.951991 + Penalty 781.708373 = -81654.243618 nChanged 26 SP:Iteration 11Q (37.349918 sec): 3 clusters Score: Raw -82454.748953 + Penalty 802.628769 = -81652.120184 nChanged 26 SP:Iteration 12F (37.353619 sec): 3 clusters Score: Raw -82472.399361 + Penalty 817.451454 = -81654.947907 nChanged 13 SP:Iteration 13Q (37.356754 sec): 3 clusters Score: Raw -82479.888116 + Penalty 833.790222 = -81646.097894 nChanged 11 SP:Iteration 14F (37.360612 sec): 3 clusters Score: Raw -82487.323003 + Penalty 845.986210 = -81641.336792 nChanged 9 SP:Iteration 15F (37.364487 sec): 3 clusters Score: Raw -82494.155759 + Penalty 857.637705 = -81636.518054 nChanged 5 SP:Iteration 16F (37.368214 sec): 3 clusters Score: Raw -82499.130609 + Penalty 868.192074 = -81630.938535 nChanged 5 SP:Iteration 17F (37.372092 sec): 3 clusters Score: Raw -82502.427396 + Penalty 873.596161 = -81628.831236 nChanged 5 SP:Iteration 18F (37.376299 sec): 3 clusters Score: Raw -82504.583632 + Penalty 876.559186 = -81628.024447 nChanged 4 SP:Iteration 19F (37.380460 sec): 3 clusters Score: Raw -82506.283314 + Penalty 875.130382 = -81631.152931 nChanged 1 SP:Iteration 20F (37.384153 sec): 3 clusters Score: Raw -82506.633915 + Penalty 875.130382 = -81631.503532 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 3 (1397 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.390192 sec): 2 clusters Score: Raw -55380.519503 + Penalty 946.865053 = -54433.654450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.392882 sec): 3 clusters Score: Raw -54803.792901 + Penalty 1893.352371 = -52910.440530 nChanged 494 SP:Iteration 1F (37.395539 sec): 3 clusters Score: Raw -55181.297004 + Penalty 1893.561476 = -53287.735528 nChanged 132 SP:Iteration 2F (37.398356 sec): 3 clusters Score: Raw -55315.444138 + Penalty 1893.700731 = -53421.743407 nChanged 99 SP:Iteration 3F (37.401018 sec): 3 clusters Score: Raw -55419.129689 + Penalty 1893.518425 = -53525.611264 nChanged 71 SP:Iteration 4F (37.403648 sec): 3 clusters Score: Raw -55503.165851 + Penalty 1893.750738 = -53609.415113 nChanged 56 SP:Iteration 5Q (37.406239 sec): 3 clusters Score: Raw -55552.099153 + Penalty 1894.274324 = -53657.824829 nChanged 34 SP:Iteration 6Q (37.408923 sec): 3 clusters Score: Raw -55583.812251 + Penalty 1894.334108 = -53689.478144 nChanged 31 SP:Iteration 7Q (37.411492 sec): 3 clusters Score: Raw -55605.555118 + Penalty 1894.284983 = -53711.270134 nChanged 16 SP:Iteration 8Q (37.414152 sec): 3 clusters Score: Raw -55615.090908 + Penalty 1894.684911 = -53720.405997 nChanged 12 SP:Iteration 9Q (37.416793 sec): 3 clusters Score: Raw -55620.390582 + Penalty 1894.631605 = -53725.758977 nChanged 6 SP:Iteration 10F (37.419414 sec): 3 clusters Score: Raw -55623.972320 + Penalty 1894.553264 = -53729.419056 nChanged 4 SP:Iteration 11Q (37.421984 sec): 3 clusters Score: Raw -55625.289681 + Penalty 1894.729841 = -53730.559840 nChanged 1 SP:Iteration 12Q (37.424552 sec): 3 clusters Score: Raw -55625.566021 + Penalty 1894.729841 = -53730.836181 nChanged 2 SP:Iteration 13Q (37.427119 sec): 3 clusters Score: Raw -55626.347799 + Penalty 1894.719692 = -53731.628107 nChanged 3 SP:Iteration 14Q (37.429735 sec): 3 clusters Score: Raw -55629.324254 + Penalty 1894.973077 = -53734.351178 nChanged 5 SP:Iteration 15Q (37.432357 sec): 3 clusters Score: Raw -55632.777038 + Penalty 1895.079880 = -53737.697159 nChanged 5 SP:Iteration 16Q (37.434927 sec): 3 clusters Score: Raw -55639.308621 + Penalty 1894.895802 = -53744.412819 nChanged 5 SP:Iteration 17Q (37.437715 sec): 3 clusters Score: Raw -55644.483750 + Penalty 1894.593634 = -53749.890116 nChanged 8 SP:Iteration 18Q (37.440402 sec): 3 clusters Score: Raw -55655.186135 + Penalty 1894.148274 = -53761.037861 nChanged 9 SP:Iteration 19Q (37.443145 sec): 3 clusters Score: Raw -55659.476948 + Penalty 1894.544904 = -53764.932045 nChanged 5 SP:Iteration 20F (37.445923 sec): 3 clusters Score: Raw -55664.173169 + Penalty 1894.329704 = -53769.843465 nChanged 7 SP:Iteration 21Q (37.448480 sec): 3 clusters Score: Raw -55667.653639 + Penalty 1894.362297 = -53773.291343 nChanged 4 SP:Iteration 22Q (37.451067 sec): 3 clusters Score: Raw -55670.808976 + Penalty 1894.679343 = -53776.129633 nChanged 5 SP:Iteration 23Q (37.453638 sec): 3 clusters Score: Raw -55673.559808 + Penalty 1894.944375 = -53778.615434 nChanged 6 SP:Iteration 24Q (37.456209 sec): 3 clusters Score: Raw -55677.704707 + Penalty 1894.770896 = -53782.933811 nChanged 2 SP:Iteration 25Q (37.458770 sec): 3 clusters Score: Raw -55678.920627 + Penalty 1894.770896 = -53784.149731 nChanged 2 SP:Iteration 26Q (37.461330 sec): 3 clusters Score: Raw -55679.523299 + Penalty 1894.703121 = -53784.820178 nChanged 2 SP:Iteration 27Q (37.464014 sec): 3 clusters Score: Raw -55680.281647 + Penalty 1894.619524 = -53785.662123 nChanged 2 SP:Iteration 28Q (37.466627 sec): 3 clusters Score: Raw -55680.822325 + Penalty 1894.619524 = -53786.202802 nChanged 0 SP:Iteration 29F (37.469319 sec): 3 clusters Score: Raw -55680.822325 + Penalty 1894.619524 = -53786.202802 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 4 (1530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.475397 sec): 2 clusters Score: Raw -58031.179251 + Penalty 208.964432 = -57822.214819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.478309 sec): 3 clusters Score: Raw -57104.349153 + Penalty 426.419827 = -56677.929326 nChanged 679 SP:Iteration 1F (37.481179 sec): 3 clusters Score: Raw -57556.339004 + Penalty 428.814248 = -57127.524756 nChanged 171 SP:Iteration 2F (37.484026 sec): 3 clusters Score: Raw -57693.521266 + Penalty 431.033165 = -57262.488101 nChanged 123 SP:Iteration 3F (37.486906 sec): 3 clusters Score: Raw -57804.924406 + Penalty 434.085868 = -57370.838538 nChanged 79 SP:Iteration 4F (37.489827 sec): 3 clusters Score: Raw -57863.725395 + Penalty 437.489303 = -57426.236092 nChanged 57 SP:Iteration 5Q (37.492644 sec): 3 clusters Score: Raw -57897.247751 + Penalty 439.904981 = -57457.342769 nChanged 38 SP:Iteration 6Q (37.495415 sec): 3 clusters Score: Raw -57924.631469 + Penalty 441.820843 = -57482.810627 nChanged 31 SP:Iteration 7Q (37.498404 sec): 3 clusters Score: Raw -57959.812779 + Penalty 441.216626 = -57518.596152 nChanged 33 SP:Iteration 8Q (37.501397 sec): 3 clusters Score: Raw -57988.632232 + Penalty 440.644265 = -57547.987967 nChanged 24 SP:Iteration 9Q (37.504208 sec): 3 clusters Score: Raw -58000.867054 + Penalty 439.630487 = -57561.236567 nChanged 17 SP:Iteration 10F (37.507398 sec): 3 clusters Score: Raw -58006.595850 + Penalty 438.400619 = -57568.195231 nChanged 9 SP:Iteration 11Q (37.510078 sec): 3 clusters Score: Raw -58009.827290 + Penalty 436.415389 = -57573.411901 nChanged 8 SP:Iteration 12Q (37.512760 sec): 3 clusters Score: Raw -58013.157406 + Penalty 435.999221 = -57577.158185 nChanged 8 SP:Iteration 13Q (37.515479 sec): 3 clusters Score: Raw -58015.992503 + Penalty 435.926044 = -57580.066460 nChanged 9 SP:Iteration 14Q (37.518151 sec): 3 clusters Score: Raw -58019.544600 + Penalty 435.414970 = -57584.129630 nChanged 5 SP:Iteration 15Q (37.520776 sec): 3 clusters Score: Raw -58021.493797 + Penalty 432.581456 = -57588.912342 nChanged 10 SP:Iteration 16Q (37.523405 sec): 3 clusters Score: Raw -58023.613981 + Penalty 432.869252 = -57590.744729 nChanged 5 SP:Iteration 17Q (37.526025 sec): 3 clusters Score: Raw -58024.131485 + Penalty 433.777209 = -57590.354276 nChanged 7 SP:Iteration 18F (37.528842 sec): 3 clusters Score: Raw -58024.744221 + Penalty 434.077693 = -57590.666528 nChanged 1 SP:Iteration 19Q (37.531575 sec): 3 clusters Score: Raw -58024.772236 + Penalty 434.380624 = -57590.391612 nChanged 1 SP:Iteration 20F (37.534390 sec): 3 clusters Score: Raw -58024.790935 + Penalty 434.326507 = -57590.464428 nChanged 1 SP:Iteration 21Q (37.537053 sec): 3 clusters Score: Raw -58025.373838 + Penalty 434.326507 = -57591.047332 nChanged 0 SP:Iteration 22F (37.540152 sec): 3 clusters Score: Raw -58025.373838 + Penalty 434.326507 = -57591.047332 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 5 (114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.541976 sec): 2 clusters Score: Raw -5165.549990 + Penalty 390.872391 = -4774.677599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.542397 sec): 3 clusters Score: Raw -5172.976718 + Penalty 784.874608 = -4388.102110 nChanged 13 SP:Iteration 1F (37.542814 sec): 3 clusters Score: Raw -5189.542153 + Penalty 785.083441 = -4404.458713 nChanged 2 SP:Iteration 2Q (37.543221 sec): 3 clusters Score: Raw -5193.352346 + Penalty 785.083441 = -4408.268905 nChanged 0 SP:Iteration 3F (37.543634 sec): 3 clusters Score: Raw -5193.352346 + Penalty 785.083441 = -4408.268905 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 6 (77 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.544287 sec): 2 clusters Score: Raw -3216.785176 + Penalty 382.781835 = -2834.003341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.544636 sec): 3 clusters Score: Raw -3214.718532 + Penalty 765.439521 = -2449.279011 nChanged 8 SP:Iteration 1F (37.544984 sec): 3 clusters Score: Raw -3234.608768 + Penalty 765.473952 = -2469.134816 nChanged 3 SP:Iteration 2Q (37.545322 sec): 3 clusters Score: Raw -3237.767062 + Penalty 765.473952 = -2472.293110 nChanged 0 SP:Iteration 3F (37.545665 sec): 3 clusters Score: Raw -3237.767062 + Penalty 765.473952 = -2472.293110 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 (37.546427 sec): 2 clusters Score: Raw -4886.734813 + Penalty 452.033829 = -4434.700984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.546843 sec): 3 clusters Score: Raw -4876.859196 + Penalty 904.692632 = -3972.166564 nChanged 12 SP:Iteration 1F (37.547253 sec): 3 clusters Score: Raw -4900.774525 + Penalty 908.899986 = -3991.874540 nChanged 8 SP:Iteration 2F (37.547660 sec): 3 clusters Score: Raw -4916.088520 + Penalty 913.326743 = -4002.761777 nChanged 4 SP:Iteration 3Q (37.548059 sec): 3 clusters Score: Raw -4922.841130 + Penalty 914.985676 = -4007.855454 nChanged 1 SP:Iteration 4Q (37.548456 sec): 3 clusters Score: Raw -4923.556816 + Penalty 916.529005 = -4007.027811 nChanged 1 SP:Iteration 5F (37.548861 sec): 3 clusters Score: Raw -4924.966548 + Penalty 918.025008 = -4006.941540 nChanged 1 SP:Iteration 6F (37.549265 sec): 3 clusters Score: Raw -4925.943042 + Penalty 918.025008 = -4007.918035 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 8 (1027 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.553237 sec): 2 clusters Score: Raw -40432.097979 + Penalty 315.981356 = -40116.116624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.555401 sec): 3 clusters Score: Raw -39820.198607 + Penalty 638.657642 = -39181.540965 nChanged 427 SP:Iteration 1F (37.557439 sec): 3 clusters Score: Raw -40161.082545 + Penalty 649.830957 = -39511.251588 nChanged 135 SP:Iteration 2F (37.559488 sec): 3 clusters Score: Raw -40248.697612 + Penalty 665.015221 = -39583.682391 nChanged 67 SP:Iteration 3F (37.561504 sec): 3 clusters Score: Raw -40294.424921 + Penalty 678.488348 = -39615.936573 nChanged 43 SP:Iteration 4Q (37.563570 sec): 3 clusters Score: Raw -40329.304144 + Penalty 689.613678 = -39639.690466 nChanged 33 SP:Iteration 5Q (37.565651 sec): 3 clusters Score: Raw -40351.299469 + Penalty 699.199217 = -39652.100252 nChanged 30 SP:Iteration 6Q (37.567677 sec): 3 clusters Score: Raw -40372.971202 + Penalty 705.335441 = -39667.635761 nChanged 15 SP:Iteration 7Q (37.569687 sec): 3 clusters Score: Raw -40380.575534 + Penalty 710.086998 = -39670.488536 nChanged 11 SP:Iteration 8Q (37.571657 sec): 3 clusters Score: Raw -40390.284272 + Penalty 714.673783 = -39675.610489 nChanged 13 SP:Iteration 9Q (37.573622 sec): 3 clusters Score: Raw -40398.519790 + Penalty 715.337475 = -39683.182314 nChanged 4 SP:Iteration 10F (37.575604 sec): 3 clusters Score: Raw -40401.038124 + Penalty 715.413627 = -39685.624497 nChanged 5 SP:Iteration 11Q (37.577497 sec): 3 clusters Score: Raw -40406.764944 + Penalty 717.149177 = -39689.615767 nChanged 4 SP:Iteration 12Q (37.579355 sec): 3 clusters Score: Raw -40412.557015 + Penalty 719.694515 = -39692.862501 nChanged 6 SP:Iteration 13Q (37.581263 sec): 3 clusters Score: Raw -40420.417121 + Penalty 716.119505 = -39704.297616 nChanged 5 SP:Iteration 14Q (37.583083 sec): 3 clusters Score: Raw -40422.886873 + Penalty 713.896063 = -39708.990810 nChanged 3 SP:Iteration 15Q (37.584888 sec): 3 clusters Score: Raw -40425.737927 + Penalty 716.558925 = -39709.179003 nChanged 2 SP:Iteration 16Q (37.586676 sec): 3 clusters Score: Raw -40426.175717 + Penalty 716.249678 = -39709.926039 nChanged 4 SP:Iteration 17Q (37.588459 sec): 3 clusters Score: Raw -40427.277528 + Penalty 717.682612 = -39709.594915 nChanged 4 SP:Iteration 18F (37.590431 sec): 3 clusters Score: Raw -40428.506817 + Penalty 717.682612 = -39710.824204 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 9 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.591920 sec): 2 clusters Score: Raw -142.560533 + Penalty 95.624841 = -46.935692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.592132 sec): 3 clusters Score: Raw -133.803602 + Penalty 195.618164 = 61.814562 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 10 (853 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.596742 sec): 2 clusters Score: Raw -36541.601362 + Penalty 538.183795 = -36003.417567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.598560 sec): 3 clusters Score: Raw -36087.058712 + Penalty 1085.562016 = -35001.496696 nChanged 292 SP:Iteration 1F (37.600449 sec): 3 clusters Score: Raw -36264.585833 + Penalty 1096.720430 = -35167.865404 nChanged 102 SP:Iteration 2F (37.602594 sec): 3 clusters Score: Raw -36339.080038 + Penalty 1109.293258 = -35229.786780 nChanged 64 SP:Iteration 3F (37.604629 sec): 3 clusters Score: Raw -36391.438776 + Penalty 1119.729982 = -35271.708794 nChanged 46 SP:Iteration 4F (37.606454 sec): 3 clusters Score: Raw -36433.364690 + Penalty 1130.532852 = -35302.831839 nChanged 28 SP:Iteration 5Q (37.608266 sec): 3 clusters Score: Raw -36458.057795 + Penalty 1143.970153 = -35314.087642 nChanged 26 SP:Iteration 6Q (37.610083 sec): 3 clusters Score: Raw -36487.581028 + Penalty 1155.196794 = -35332.384234 nChanged 23 SP:Iteration 7Q (37.611902 sec): 3 clusters Score: Raw -36510.522084 + Penalty 1165.527847 = -35344.994237 nChanged 12 SP:Iteration 8Q (37.613773 sec): 3 clusters Score: Raw -36522.589672 + Penalty 1173.734083 = -35348.855589 nChanged 11 SP:Iteration 9Q (37.615621 sec): 3 clusters Score: Raw -36537.613877 + Penalty 1180.756108 = -35356.857769 nChanged 6 SP:Iteration 10F (37.617478 sec): 3 clusters Score: Raw -36546.957295 + Penalty 1190.953196 = -35356.004099 nChanged 6 SP:Iteration 11F (37.619345 sec): 3 clusters Score: Raw -36553.223290 + Penalty 1195.306191 = -35357.917100 nChanged 4 SP:Iteration 12Q (37.621141 sec): 3 clusters Score: Raw -36558.538415 + Penalty 1194.702459 = -35363.835956 nChanged 2 SP:Iteration 13Q (37.622873 sec): 3 clusters Score: Raw -36559.428473 + Penalty 1194.702459 = -35364.726014 nChanged 0 SP:Iteration 14F (37.624697 sec): 3 clusters Score: Raw -36559.428473 + Penalty 1194.702459 = -35364.726014 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 11 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.628386 sec): 2 clusters Score: Raw -559.783241 + Penalty 75.305218 = -484.478023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.628623 sec): 3 clusters Score: Raw -562.245976 + Penalty 148.025150 = -414.220826 nChanged 1 SP:Iteration 1F (37.628851 sec): 3 clusters Score: Raw -565.357687 + Penalty 148.025150 = -417.332537 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 12 (365 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.630435 sec): 2 clusters Score: Raw -16714.945009 + Penalty 398.907298 = -16316.037711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.631360 sec): 3 clusters Score: Raw -16544.522560 + Penalty 797.943587 = -15746.578974 nChanged 97 SP:Iteration 1F (37.632274 sec): 3 clusters Score: Raw -16620.392146 + Penalty 798.407939 = -15821.984207 nChanged 26 SP:Iteration 2F (37.633185 sec): 3 clusters Score: Raw -16647.939817 + Penalty 797.304496 = -15850.635321 nChanged 19 SP:Iteration 3F (37.634056 sec): 3 clusters Score: Raw -16667.801292 + Penalty 796.700709 = -15871.100584 nChanged 9 SP:Iteration 4Q (37.634924 sec): 3 clusters Score: Raw -16679.709565 + Penalty 796.777162 = -15882.932403 nChanged 7 SP:Iteration 5Q (37.635787 sec): 3 clusters Score: Raw -16686.195898 + Penalty 797.150364 = -15889.045534 nChanged 2 SP:Iteration 6Q (37.636649 sec): 3 clusters Score: Raw -16686.709502 + Penalty 797.125296 = -15889.584207 nChanged 2 SP:Iteration 7Q (37.637508 sec): 3 clusters Score: Raw -16687.479601 + Penalty 797.104177 = -15890.375423 nChanged 2 SP:Iteration 8Q (37.638366 sec): 3 clusters Score: Raw -16690.030251 + Penalty 797.328212 = -15892.702039 nChanged 1 SP:Iteration 9Q (37.639224 sec): 3 clusters Score: Raw -16690.640335 + Penalty 797.328212 = -15893.312123 nChanged 0 SP:Iteration 10F (37.640095 sec): 3 clusters Score: Raw -16690.640335 + Penalty 797.328212 = -15893.312123 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 13 (224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.641177 sec): 2 clusters Score: Raw -10609.161058 + Penalty 721.511692 = -9887.649367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.641810 sec): 3 clusters Score: Raw -10629.685494 + Penalty 1441.120027 = -9188.565467 nChanged 30 SP:Iteration 1F (37.642433 sec): 3 clusters Score: Raw -10696.939863 + Penalty 1441.316772 = -9255.623091 nChanged 11 SP:Iteration 2Q (37.643055 sec): 3 clusters Score: Raw -10718.022863 + Penalty 1441.529884 = -9276.492980 nChanged 1 SP:Iteration 3Q (37.643677 sec): 3 clusters Score: Raw -10719.727499 + Penalty 1441.529884 = -9278.197615 nChanged 0 SP:Iteration 4F (37.644319 sec): 3 clusters Score: Raw -10719.727499 + Penalty 1441.529884 = -9278.197615 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 14 (118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.645124 sec): 2 clusters Score: Raw -4473.588762 + Penalty 518.950093 = -3954.638669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.645557 sec): 3 clusters Score: Raw -4483.458441 + Penalty 1042.647704 = -3440.810738 nChanged 14 SP:Iteration 1F (37.645983 sec): 3 clusters Score: Raw -4514.086179 + Penalty 1048.662852 = -3465.423327 nChanged 4 SP:Iteration 2Q (37.646394 sec): 3 clusters Score: Raw -4523.123752 + Penalty 1049.863385 = -3473.260366 nChanged 1 SP:Iteration 3Q (37.646803 sec): 3 clusters Score: Raw -4524.324080 + Penalty 1051.453519 = -3472.870560 nChanged 1 SP:Iteration 4F (37.647225 sec): 3 clusters Score: Raw -4526.088670 + Penalty 1053.999977 = -3472.088693 nChanged 1 SP:Iteration 5F (37.647648 sec): 3 clusters Score: Raw -4528.869821 + Penalty 1053.999977 = -3474.869844 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 15 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.648204 sec): 2 clusters Score: Raw -1034.254985 + Penalty 187.092523 = -847.162461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.648462 sec): 3 clusters Score: Raw -1050.783440 + Penalty 374.441311 = -676.342129 nChanged 1 SP:Iteration 1Q (37.648712 sec): 3 clusters Score: Raw -1052.200350 + Penalty 374.441311 = -677.759040 nChanged 0 SP:Iteration 2F (37.648965 sec): 3 clusters Score: Raw -1052.200350 + Penalty 374.441311 = -677.759040 nChanged 0 Memory request: 0.02 GB would take us to total of 0.23 GB. Trying to split cluster 16 (3358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.665399 sec): 2 clusters Score: Raw -142872.583162 + Penalty 372.715921 = -142499.867242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.672521 sec): 3 clusters Score: Raw -140679.087355 + Penalty 746.501212 = -139932.586142 nChanged 1519 SP:Iteration 1F (37.679055 sec): 3 clusters Score: Raw -141580.719691 + Penalty 745.745582 = -140834.974109 nChanged 530 SP:Iteration 2F (37.685550 sec): 3 clusters Score: Raw -142049.079990 + Penalty 742.948823 = -141306.131167 nChanged 267 SP:Iteration 3F (37.691980 sec): 3 clusters Score: Raw -142248.019315 + Penalty 741.683452 = -141506.335863 nChanged 144 SP:Iteration 4Q (37.698497 sec): 3 clusters Score: Raw -142316.834917 + Penalty 740.823422 = -141576.011495 nChanged 78 SP:Iteration 5Q (37.705013 sec): 3 clusters Score: Raw -142342.089819 + Penalty 740.355494 = -141601.734325 nChanged 58 SP:Iteration 6Q (37.711338 sec): 3 clusters Score: Raw -142356.655095 + Penalty 740.325038 = -141616.330056 nChanged 55 SP:Iteration 7Q (37.717831 sec): 3 clusters Score: Raw -142367.409106 + Penalty 740.423503 = -141626.985603 nChanged 36 SP:Iteration 8Q (37.724234 sec): 3 clusters Score: Raw -142373.217418 + Penalty 740.563734 = -141632.653684 nChanged 25 SP:Iteration 9Q (37.730677 sec): 3 clusters Score: Raw -142376.905198 + Penalty 740.517435 = -141636.387763 nChanged 19 SP:Iteration 10F (37.737151 sec): 3 clusters Score: Raw -142379.198712 + Penalty 740.610355 = -141638.588357 nChanged 13 SP:Iteration 11Q (37.743869 sec): 3 clusters Score: Raw -142380.621154 + Penalty 740.605566 = -141640.015589 nChanged 14 SP:Iteration 12Q (37.750600 sec): 3 clusters Score: Raw -142381.249451 + Penalty 740.794713 = -141640.454738 nChanged 4 SP:Iteration 13Q (37.757203 sec): 3 clusters Score: Raw -142381.606074 + Penalty 740.920745 = -141640.685329 nChanged 8 SP:Iteration 14Q (37.763654 sec): 3 clusters Score: Raw -142382.281583 + Penalty 741.162461 = -141641.119121 nChanged 7 SP:Iteration 15Q (37.770240 sec): 3 clusters Score: Raw -142382.840891 + Penalty 741.363697 = -141641.477194 nChanged 8 SP:Iteration 16Q (37.776641 sec): 3 clusters Score: Raw -142383.170663 + Penalty 741.537569 = -141641.633094 nChanged 6 SP:Iteration 17Q (37.783050 sec): 3 clusters Score: Raw -142383.779517 + Penalty 741.898161 = -141641.881356 nChanged 12 SP:Iteration 18Q (37.789322 sec): 3 clusters Score: Raw -142385.657292 + Penalty 742.479325 = -141643.177968 nChanged 13 SP:Iteration 19Q (37.795666 sec): 3 clusters Score: Raw -142388.508490 + Penalty 743.526740 = -141644.981750 nChanged 26 SP:Iteration 20F (37.802327 sec): 3 clusters Score: Raw -142394.380535 + Penalty 744.538737 = -141649.841798 nChanged 24 SP:Iteration 21Q (37.808758 sec): 3 clusters Score: Raw -142399.055599 + Penalty 745.942859 = -141653.112740 nChanged 33 SP:Iteration 22Q (37.815088 sec): 3 clusters Score: Raw -142406.478247 + Penalty 747.795604 = -141658.682642 nChanged 46 SP:Iteration 23Q (37.821382 sec): 3 clusters Score: Raw -142418.404056 + Penalty 750.270344 = -141668.133711 nChanged 48 SP:Iteration 24Q (37.828095 sec): 3 clusters Score: Raw -142431.764720 + Penalty 752.532284 = -141679.232436 nChanged 51 SP:Iteration 25Q (37.834548 sec): 3 clusters Score: Raw -142445.114240 + Penalty 754.327383 = -141690.786857 nChanged 42 SP:Iteration 26Q (37.840854 sec): 3 clusters Score: Raw -142453.657126 + Penalty 756.476770 = -141697.180357 nChanged 41 SP:Iteration 27Q (37.847466 sec): 3 clusters Score: Raw -142463.102163 + Penalty 758.899300 = -141704.202863 nChanged 40 SP:Iteration 28Q (37.853812 sec): 3 clusters Score: Raw -142472.594006 + Penalty 760.891242 = -141711.702764 nChanged 35 SP:Iteration 29Q (37.860104 sec): 3 clusters Score: Raw -142478.673497 + Penalty 762.405838 = -141716.267659 nChanged 26 SP:Iteration 30F (37.866596 sec): 3 clusters Score: Raw -142482.353262 + Penalty 763.510800 = -141718.842462 nChanged 19 SP:Iteration 31Q (37.872955 sec): 3 clusters Score: Raw -142484.567891 + Penalty 764.210424 = -141720.357467 nChanged 17 SP:Iteration 32Q (37.879635 sec): 3 clusters Score: Raw -142485.858257 + Penalty 764.616312 = -141721.241944 nChanged 8 SP:Iteration 33Q (37.886404 sec): 3 clusters Score: Raw -142486.522605 + Penalty 765.183224 = -141721.339381 nChanged 7 SP:Iteration 34Q (37.892618 sec): 3 clusters Score: Raw -142487.262081 + Penalty 765.579042 = -141721.683039 nChanged 9 SP:Iteration 35Q (37.898915 sec): 3 clusters Score: Raw -142488.615917 + Penalty 766.130621 = -141722.485296 nChanged 15 SP:Iteration 36Q (37.905053 sec): 3 clusters Score: Raw -142491.364241 + Penalty 766.763572 = -141724.600669 nChanged 18 SP:Iteration 37Q (37.911226 sec): 3 clusters Score: Raw -142496.394643 + Penalty 767.886233 = -141728.508410 nChanged 23 SP:Iteration 38Q (37.917405 sec): 3 clusters Score: Raw -142502.013953 + Penalty 769.878540 = -141732.135413 nChanged 38 SP:Iteration 39Q (37.923496 sec): 3 clusters Score: Raw -142510.836235 + Penalty 771.010756 = -141739.825479 nChanged 24 SP:Iteration 40F (37.929836 sec): 3 clusters Score: Raw -142515.177160 + Penalty 771.491592 = -141743.685569 nChanged 17 SP:Iteration 41Q (37.936088 sec): 3 clusters Score: Raw -142519.706422 + Penalty 771.591683 = -141748.114739 nChanged 22 SP:Iteration 42Q (37.942161 sec): 3 clusters Score: Raw -142525.643248 + Penalty 772.391114 = -141753.252134 nChanged 18 SP:Iteration 43Q (37.948355 sec): 3 clusters Score: Raw -142528.743305 + Penalty 772.910837 = -141755.832468 nChanged 21 SP:Iteration 44Q (37.954727 sec): 3 clusters Score: Raw -142531.029957 + Penalty 773.620385 = -141757.409571 nChanged 17 SP:Iteration 45Q (37.966793 sec): 3 clusters Score: Raw -142534.024261 + Penalty 774.912192 = -141759.112069 nChanged 23 SP:Iteration 46Q (37.973555 sec): 3 clusters Score: Raw -142538.523473 + Penalty 776.159634 = -141762.363839 nChanged 26 SP:Iteration 47Q (37.979832 sec): 3 clusters Score: Raw -142543.918796 + Penalty 777.403953 = -141766.514843 nChanged 23 SP:Iteration 48Q (37.986081 sec): 3 clusters Score: Raw -142548.254545 + Penalty 778.994817 = -141769.259729 nChanged 28 SP:Iteration 49Q (37.992277 sec): 3 clusters Score: Raw -142553.725409 + Penalty 780.333634 = -141773.391774 nChanged 28 SP:Iteration 50F (37.998839 sec): 3 clusters Score: Raw -142558.888142 + Penalty 781.486507 = -141777.401635 nChanged 21 SP:Iteration 51Q (38.005069 sec): 3 clusters Score: Raw -142562.420333 + Penalty 782.200839 = -141780.219495 nChanged 14 SP:Iteration 52Q (38.011357 sec): 3 clusters Score: Raw -142565.304156 + Penalty 782.768407 = -141782.535749 nChanged 15 SP:Iteration 53Q (38.017627 sec): 3 clusters Score: Raw -142567.343932 + Penalty 784.182203 = -141783.161729 nChanged 12 SP:Iteration 54Q (38.023842 sec): 3 clusters Score: Raw -142568.514609 + Penalty 784.230181 = -141784.284428 nChanged 10 SP:Iteration 55Q (38.030035 sec): 3 clusters Score: Raw -142569.410021 + Penalty 784.703731 = -141784.706290 nChanged 9 SP:Iteration 56Q (38.036205 sec): 3 clusters Score: Raw -142570.066895 + Penalty 785.320979 = -141784.745916 nChanged 6 SP:Iteration 57Q (38.042361 sec): 3 clusters Score: Raw -142570.606694 + Penalty 786.016752 = -141784.589942 nChanged 9 SP:Iteration 58F (38.048945 sec): 3 clusters Score: Raw -142572.074456 + Penalty 786.918255 = -141785.156201 nChanged 12 SP:Iteration 59Q (38.055232 sec): 3 clusters Score: Raw -142573.960245 + Penalty 787.601028 = -141786.359218 nChanged 12 SP:Iteration 60F (38.061828 sec): 3 clusters Score: Raw -142575.767080 + Penalty 788.594858 = -141787.172222 nChanged 15 SP:Iteration 61Q (38.068024 sec): 3 clusters Score: Raw -142578.491626 + Penalty 789.734023 = -141788.757603 nChanged 19 SP:Iteration 62Q (38.074236 sec): 3 clusters Score: Raw -142581.792152 + Penalty 791.173961 = -141790.618191 nChanged 12 SP:Iteration 63Q (38.080439 sec): 3 clusters Score: Raw -142583.356795 + Penalty 792.919195 = -141790.437600 nChanged 16 SP:Iteration 64F (38.087393 sec): 3 clusters Score: Raw -142585.765154 + Penalty 794.595878 = -141791.169276 nChanged 16 SP:Iteration 65Q (38.093543 sec): 3 clusters Score: Raw -142588.577697 + Penalty 795.814144 = -141792.763554 nChanged 12 SP:Iteration 66Q (38.099722 sec): 3 clusters Score: Raw -142590.003441 + Penalty 796.190326 = -141793.813115 nChanged 9 SP:Iteration 67Q (38.105867 sec): 3 clusters Score: Raw -142590.817363 + Penalty 796.631295 = -141794.186068 nChanged 4 SP:Iteration 68Q (38.112018 sec): 3 clusters Score: Raw -142591.187342 + Penalty 796.754685 = -141794.432656 nChanged 3 SP:Iteration 69Q (38.118298 sec): 3 clusters Score: Raw -142591.402028 + Penalty 796.907683 = -141794.494345 nChanged 5 SP:Iteration 70F (38.124902 sec): 3 clusters Score: Raw -142591.995481 + Penalty 797.806373 = -141794.189108 nChanged 11 SP:Iteration 71F (38.131501 sec): 3 clusters Score: Raw -142593.389946 + Penalty 798.871877 = -141794.518069 nChanged 10 SP:Iteration 72Q (38.137599 sec): 3 clusters Score: Raw -142594.386384 + Penalty 799.538651 = -141794.847732 nChanged 9 SP:Iteration 73Q (38.143687 sec): 3 clusters Score: Raw -142595.781087 + Penalty 801.003278 = -141794.777809 nChanged 10 SP:Iteration 74F (38.150330 sec): 3 clusters Score: Raw -142596.999067 + Penalty 801.952496 = -141795.046570 nChanged 10 SP:Iteration 75Q (38.156506 sec): 3 clusters Score: Raw -142598.839153 + Penalty 802.791692 = -141796.047461 nChanged 12 SP:Iteration 76Q (38.162654 sec): 3 clusters Score: Raw -142600.587082 + Penalty 803.887063 = -141796.700019 nChanged 11 SP:Iteration 77Q (38.168776 sec): 3 clusters Score: Raw -142602.445905 + Penalty 804.672403 = -141797.773503 nChanged 10 SP:Iteration 78Q (38.174874 sec): 3 clusters Score: Raw -142603.987006 + Penalty 806.200108 = -141797.786898 nChanged 14 SP:Iteration 79Q (38.181378 sec): 3 clusters Score: Raw -142606.351060 + Penalty 807.040701 = -141799.310358 nChanged 11 SP:Iteration 80F (38.187976 sec): 3 clusters Score: Raw -142607.802076 + Penalty 808.119871 = -141799.682205 nChanged 14 SP:Iteration 81Q (38.194036 sec): 3 clusters Score: Raw -142609.857891 + Penalty 809.038332 = -141800.819559 nChanged 15 SP:Iteration 82Q (38.200158 sec): 3 clusters Score: Raw -142611.726755 + Penalty 809.983778 = -141801.742977 nChanged 12 SP:Iteration 83Q (38.206209 sec): 3 clusters Score: Raw -142613.729918 + Penalty 811.162674 = -141802.567244 nChanged 13 SP:Iteration 84Q (38.212237 sec): 3 clusters Score: Raw -142615.216415 + Penalty 813.817049 = -141801.399366 nChanged 16 SP:Iteration 85F (38.219034 sec): 3 clusters Score: Raw -142618.368335 + Penalty 816.144663 = -141802.223672 nChanged 23 SP:Iteration 86Q (38.225091 sec): 3 clusters Score: Raw -142623.326227 + Penalty 818.219012 = -141805.107214 nChanged 20 SP:Iteration 87Q (38.231143 sec): 3 clusters Score: Raw -142628.447775 + Penalty 820.491607 = -141807.956167 nChanged 13 SP:Iteration 88Q (38.237189 sec): 3 clusters Score: Raw -142630.424932 + Penalty 821.890511 = -141808.534421 nChanged 7 SP:Iteration 89Q (38.243183 sec): 3 clusters Score: Raw -142631.210285 + Penalty 821.874275 = -141809.336010 nChanged 4 SP:Iteration 90F (38.249854 sec): 3 clusters Score: Raw -142631.696298 + Penalty 822.239931 = -141809.456367 nChanged 4 SP:Iteration 91Q (38.255863 sec): 3 clusters Score: Raw -142631.925461 + Penalty 822.669348 = -141809.256113 nChanged 2 SP:Iteration 92F (38.262566 sec): 3 clusters Score: Raw -142632.144821 + Penalty 823.112111 = -141809.032710 nChanged 3 SP:Iteration 93F (38.269316 sec): 3 clusters Score: Raw -142632.480498 + Penalty 824.194543 = -141808.285955 nChanged 8 SP:Iteration 94F (38.276010 sec): 3 clusters Score: Raw -142633.731837 + Penalty 826.002231 = -141807.729606 nChanged 16 SP:Iteration 95F (38.282805 sec): 3 clusters Score: Raw -142636.603086 + Penalty 830.235673 = -141806.367413 nChanged 21 SP:Iteration 96F (38.289449 sec): 3 clusters Score: Raw -142640.792295 + Penalty 832.579098 = -141808.213196 nChanged 15 SP:Iteration 97Q (38.295417 sec): 3 clusters Score: Raw -142643.712018 + Penalty 834.385953 = -141809.326064 nChanged 12 SP:Iteration 98Q (38.301402 sec): 3 clusters Score: Raw -142645.890514 + Penalty 835.607343 = -141810.283171 nChanged 12 SP:Iteration 99Q (38.307345 sec): 3 clusters Score: Raw -142648.780485 + Penalty 835.622400 = -141813.158085 nChanged 11 SP:Iteration 100F (38.314035 sec): 3 clusters Score: Raw -142651.950569 + Penalty 837.101478 = -141814.849091 nChanged 16 SP:Iteration 101Q (38.320147 sec): 3 clusters Score: Raw -142655.816259 + Penalty 837.554200 = -141818.262059 nChanged 11 SP:Iteration 102Q (38.326090 sec): 3 clusters Score: Raw -142658.352863 + Penalty 838.712999 = -141819.639864 nChanged 9 SP:Iteration 103Q (38.332059 sec): 3 clusters Score: Raw -142659.889945 + Penalty 838.968020 = -141820.921925 nChanged 6 SP:Iteration 104Q (38.337970 sec): 3 clusters Score: Raw -142660.382982 + Penalty 840.358415 = -141820.024566 nChanged 4 SP:Iteration 105F (38.344695 sec): 3 clusters Score: Raw -142660.712976 + Penalty 841.484170 = -141819.228806 nChanged 4 SP:Iteration 106F (38.351430 sec): 3 clusters Score: Raw -142660.899927 + Penalty 841.484170 = -141819.415756 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 19 (156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.355020 sec): 2 clusters Score: Raw -6860.069958 + Penalty 318.732568 = -6541.337390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.355515 sec): 3 clusters Score: Raw -6799.037945 + Penalty 637.689221 = -6161.348725 nChanged 30 SP:Iteration 1F (38.356001 sec): 3 clusters Score: Raw -6831.098415 + Penalty 638.150638 = -6192.947777 nChanged 13 SP:Iteration 2F (38.356479 sec): 3 clusters Score: Raw -6843.101271 + Penalty 641.708204 = -6201.393067 nChanged 9 SP:Iteration 3F (38.356957 sec): 3 clusters Score: Raw -6852.497037 + Penalty 644.044863 = -6208.452174 nChanged 6 SP:Iteration 4Q (38.357431 sec): 3 clusters Score: Raw -6857.925381 + Penalty 645.846573 = -6212.078809 nChanged 2 SP:Iteration 5Q (38.357903 sec): 3 clusters Score: Raw -6858.307126 + Penalty 645.846573 = -6212.460553 nChanged 0 SP:Iteration 6F (38.358378 sec): 3 clusters Score: Raw -6858.307126 + Penalty 645.846573 = -6212.460553 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 20 (173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.359587 sec): 2 clusters Score: Raw -5724.426049 + Penalty 343.336863 = -5381.089186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.360124 sec): 3 clusters Score: Raw -5678.670553 + Penalty 684.905966 = -4993.764588 nChanged 38 SP:Iteration 1F (38.360645 sec): 3 clusters Score: Raw -5727.520531 + Penalty 686.525033 = -5040.995498 nChanged 11 SP:Iteration 2F (38.361163 sec): 3 clusters Score: Raw -5740.250048 + Penalty 686.184094 = -5054.065954 nChanged 6 SP:Iteration 3Q (38.361672 sec): 3 clusters Score: Raw -5746.710551 + Penalty 686.622375 = -5060.088177 nChanged 5 SP:Iteration 4Q (38.362180 sec): 3 clusters Score: Raw -5751.527111 + Penalty 686.622375 = -5064.904736 nChanged 0 SP:Iteration 5F (38.362698 sec): 3 clusters Score: Raw -5751.527111 + Penalty 686.622375 = -5064.904736 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 21 (267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.363937 sec): 2 clusters Score: Raw -9140.020992 + Penalty 832.595022 = -8307.425969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.364675 sec): 3 clusters Score: Raw -9166.207309 + Penalty 1664.609252 = -7501.598057 nChanged 35 SP:Iteration 1F (38.365372 sec): 3 clusters Score: Raw -9236.535230 + Penalty 1662.363060 = -7574.172169 nChanged 16 SP:Iteration 2F (38.366064 sec): 3 clusters Score: Raw -9288.709894 + Penalty 1661.422256 = -7627.287638 nChanged 13 SP:Iteration 3Q (38.366726 sec): 3 clusters Score: Raw -9342.519214 + Penalty 1659.228511 = -7683.290703 nChanged 7 SP:Iteration 4Q (38.367367 sec): 3 clusters Score: Raw -9364.774507 + Penalty 1659.247237 = -7705.527270 nChanged 4 SP:Iteration 5Q (38.367992 sec): 3 clusters Score: Raw -9376.704711 + Penalty 1658.304382 = -7718.400330 nChanged 4 SP:Iteration 6Q (38.368614 sec): 3 clusters Score: Raw -9389.760858 + Penalty 1658.167554 = -7731.593304 nChanged 2 SP:Iteration 7Q (38.369232 sec): 3 clusters Score: Raw -9393.248145 + Penalty 1658.259472 = -7734.988673 nChanged 1 SP:Iteration 8Q (38.369869 sec): 3 clusters Score: Raw -9396.004222 + Penalty 1658.845956 = -7737.158266 nChanged 1 SP:Iteration 9Q (38.370490 sec): 3 clusters Score: Raw -9398.191291 + Penalty 1658.845956 = -7739.345335 nChanged 0 SP:Iteration 10F (38.371156 sec): 3 clusters Score: Raw -9398.191291 + Penalty 1658.845956 = -7739.345335 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 23 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.371639 sec): 2 clusters Score: Raw -233.466568 + Penalty 140.620730 = -92.845837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.371862 sec): 3 clusters Score: Raw -229.388322 + Penalty 289.923991 = 60.535668 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 24 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.372491 sec): 2 clusters Score: Raw -2477.980663 + Penalty 390.027085 = -2087.953578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.372811 sec): 3 clusters Score: Raw -2496.869457 + Penalty 786.194780 = -1710.674677 nChanged 2 SP:Iteration 1Q (38.373119 sec): 3 clusters Score: Raw -2503.646497 + Penalty 788.090345 = -1715.556152 nChanged 1 SP:Iteration 2Q (38.373425 sec): 3 clusters Score: Raw -2505.169013 + Penalty 788.090345 = -1717.078668 nChanged 0 SP:Iteration 3F (38.373736 sec): 3 clusters Score: Raw -2505.169013 + Penalty 788.090345 = -1717.078668 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 25 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.374256 sec): 2 clusters Score: Raw -904.850709 + Penalty 303.100634 = -601.750075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.374511 sec): 3 clusters Score: Raw -982.044935 + Penalty 606.201268 = -375.843667 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 26 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.375013 sec): 2 clusters Score: Raw -858.850082 + Penalty 207.816490 = -651.033592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.375255 sec): 3 clusters Score: Raw -854.470696 + Penalty 420.726812 = -433.743884 nChanged 1 SP:Iteration 1F (38.375494 sec): 3 clusters Score: Raw -854.929540 + Penalty 445.092527 = -409.837013 nChanged 1 SP:Iteration 2F (38.375732 sec): 3 clusters Score: Raw -855.593504 + Penalty 445.092527 = -410.500977 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 27 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.376462 sec): 2 clusters Score: Raw -3828.705669 + Penalty 82.782613 = -3745.923055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.376871 sec): 3 clusters Score: Raw -3783.473119 + Penalty 166.220315 = -3617.252804 nChanged 36 SP:Iteration 1F (38.377274 sec): 3 clusters Score: Raw -3826.877862 + Penalty 158.469270 = -3668.408591 nChanged 7 SP:Iteration 2F (38.377710 sec): 3 clusters Score: Raw -3837.723936 + Penalty 158.469270 = -3679.254666 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 30 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.378241 sec): 2 clusters Score: Raw -1194.364526 + Penalty 253.938911 = -940.425615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.378502 sec): 3 clusters Score: Raw -1214.835644 + Penalty 503.239301 = -711.596343 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 31 (579 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.380660 sec): 2 clusters Score: Raw -23531.489738 + Penalty 716.223134 = -22815.266604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.381870 sec): 3 clusters Score: Raw -23322.067715 + Penalty 1432.160344 = -21889.907371 nChanged 149 SP:Iteration 1F (38.383060 sec): 3 clusters Score: Raw -23449.522780 + Penalty 1433.123626 = -22016.399154 nChanged 42 SP:Iteration 2F (38.384276 sec): 3 clusters Score: Raw -23492.824068 + Penalty 1433.671519 = -22059.152549 nChanged 29 SP:Iteration 3F (38.385488 sec): 3 clusters Score: Raw -23534.682122 + Penalty 1434.164632 = -22100.517490 nChanged 28 SP:Iteration 4Q (38.386698 sec): 3 clusters Score: Raw -23568.975693 + Penalty 1436.349394 = -22132.626299 nChanged 23 SP:Iteration 5Q (38.387885 sec): 3 clusters Score: Raw -23593.338134 + Penalty 1438.997658 = -22154.340476 nChanged 21 SP:Iteration 6Q (38.389068 sec): 3 clusters Score: Raw -23615.826547 + Penalty 1438.729258 = -22177.097288 nChanged 16 SP:Iteration 7Q (38.390250 sec): 3 clusters Score: Raw -23629.367747 + Penalty 1440.709820 = -22188.657927 nChanged 11 SP:Iteration 8Q (38.391431 sec): 3 clusters Score: Raw -23637.428133 + Penalty 1441.533372 = -22195.894761 nChanged 5 SP:Iteration 9Q (38.392617 sec): 3 clusters Score: Raw -23642.937452 + Penalty 1441.845045 = -22201.092407 nChanged 6 SP:Iteration 10F (38.393819 sec): 3 clusters Score: Raw -23646.180842 + Penalty 1441.708966 = -22204.471877 nChanged 2 SP:Iteration 11Q (38.395009 sec): 3 clusters Score: Raw -23648.322721 + Penalty 1441.834664 = -22206.488058 nChanged 1 SP:Iteration 12Q (38.396199 sec): 3 clusters Score: Raw -23649.010922 + Penalty 1441.834664 = -22207.176258 nChanged 0 SP:Iteration 13F (38.397425 sec): 3 clusters Score: Raw -23649.010922 + Penalty 1441.834664 = -22207.176258 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 32 (267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.398626 sec): 2 clusters Score: Raw -11803.749419 + Penalty 518.737191 = -11285.012228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.399339 sec): 3 clusters Score: Raw -11745.624058 + Penalty 1038.588218 = -10707.035839 nChanged 54 SP:Iteration 1F (38.400041 sec): 3 clusters Score: Raw -11829.012695 + Penalty 1040.907588 = -10788.105108 nChanged 22 SP:Iteration 2F (38.400771 sec): 3 clusters Score: Raw -11856.780652 + Penalty 1043.107399 = -10813.673253 nChanged 9 SP:Iteration 3Q (38.401498 sec): 3 clusters Score: Raw -11867.974371 + Penalty 1044.058777 = -10823.915594 nChanged 4 SP:Iteration 4Q (38.402186 sec): 3 clusters Score: Raw -11871.931863 + Penalty 1045.441866 = -10826.489997 nChanged 4 SP:Iteration 5Q (38.402868 sec): 3 clusters Score: Raw -11877.137305 + Penalty 1046.993374 = -10830.143931 nChanged 3 SP:Iteration 6Q (38.403540 sec): 3 clusters Score: Raw -11878.621390 + Penalty 1047.905729 = -10830.715662 nChanged 1 SP:Iteration 7Q (38.404216 sec): 3 clusters Score: Raw -11879.575714 + Penalty 1048.411545 = -10831.164169 nChanged 1 SP:Iteration 8Q (38.404892 sec): 3 clusters Score: Raw -11880.392123 + Penalty 1048.848636 = -10831.543487 nChanged 2 SP:Iteration 9Q (38.405573 sec): 3 clusters Score: Raw -11883.097111 + Penalty 1049.420651 = -10833.676460 nChanged 1 SP:Iteration 10F (38.406259 sec): 3 clusters Score: Raw -11886.982171 + Penalty 1048.885331 = -10838.096840 nChanged 1 SP:Iteration 11Q (38.406957 sec): 3 clusters Score: Raw -11888.790442 + Penalty 1048.885331 = -10839.905111 nChanged 0 SP:Iteration 12F (38.407644 sec): 3 clusters Score: Raw -11888.790442 + Penalty 1048.885331 = -10839.905111 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 33 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.408284 sec): 2 clusters Score: Raw -2432.046772 + Penalty 232.061606 = -2199.985166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.408619 sec): 3 clusters Score: Raw -2446.734458 + Penalty 503.038209 = -1943.696249 nChanged 11 SP:Iteration 1F (38.408947 sec): 3 clusters Score: Raw -2479.646442 + Penalty 530.899751 = -1948.746692 nChanged 4 SP:Iteration 2F (38.409272 sec): 3 clusters Score: Raw -2493.663861 + Penalty 537.010581 = -1956.653280 nChanged 1 SP:Iteration 3Q (38.409577 sec): 3 clusters Score: Raw -2497.576684 + Penalty 537.010581 = -1960.566103 nChanged 0 SP:Iteration 4F (38.409910 sec): 3 clusters Score: Raw -2497.576684 + Penalty 537.010581 = -1960.566103 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 36 (620 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.412131 sec): 2 clusters Score: Raw -28803.074957 + Penalty 726.347349 = -28076.727608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.413498 sec): 3 clusters Score: Raw -28551.315730 + Penalty 1452.667507 = -27098.648224 nChanged 181 SP:Iteration 1F (38.414799 sec): 3 clusters Score: Raw -28699.593855 + Penalty 1452.703040 = -27246.890815 nChanged 42 SP:Iteration 2F (38.416098 sec): 3 clusters Score: Raw -28741.573762 + Penalty 1452.448202 = -27289.125560 nChanged 25 SP:Iteration 3Q (38.417405 sec): 3 clusters Score: Raw -28765.933609 + Penalty 1452.410023 = -27313.523585 nChanged 13 SP:Iteration 4Q (38.418721 sec): 3 clusters Score: Raw -28778.163598 + Penalty 1452.367206 = -27325.796392 nChanged 11 SP:Iteration 5Q (38.420012 sec): 3 clusters Score: Raw -28788.890570 + Penalty 1452.229248 = -27336.661323 nChanged 12 SP:Iteration 6Q (38.421316 sec): 3 clusters Score: Raw -28802.017036 + Penalty 1452.341604 = -27349.675432 nChanged 5 SP:Iteration 7Q (38.422615 sec): 3 clusters Score: Raw -28805.690435 + Penalty 1452.434298 = -27353.256137 nChanged 4 SP:Iteration 8Q (38.423889 sec): 3 clusters Score: Raw -28807.859926 + Penalty 1452.434298 = -27355.425628 nChanged 0 SP:Iteration 9F (38.425189 sec): 3 clusters Score: Raw -28807.859926 + Penalty 1452.434298 = -27355.425628 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 37 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.425763 sec): 2 clusters Score: Raw -903.039077 + Penalty 246.797209 = -656.241868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.426026 sec): 3 clusters Score: Raw -936.173292 + Penalty 493.761209 = -442.412082 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 40 (255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.427182 sec): 2 clusters Score: Raw -10742.541626 + Penalty 511.172373 = -10231.369253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.427864 sec): 3 clusters Score: Raw -10656.081339 + Penalty 1023.549168 = -9632.532171 nChanged 55 SP:Iteration 1F (38.428508 sec): 3 clusters Score: Raw -10715.330414 + Penalty 1027.963214 = -9687.367200 nChanged 17 SP:Iteration 2F (38.429158 sec): 3 clusters Score: Raw -10736.321605 + Penalty 1033.032175 = -9703.289429 nChanged 8 SP:Iteration 3Q (38.429809 sec): 3 clusters Score: Raw -10745.893015 + Penalty 1035.377860 = -9710.515155 nChanged 6 SP:Iteration 4Q (38.430440 sec): 3 clusters Score: Raw -10753.680522 + Penalty 1036.857181 = -9716.823341 nChanged 2 SP:Iteration 5Q (38.431070 sec): 3 clusters Score: Raw -10756.474285 + Penalty 1039.607453 = -9716.866832 nChanged 3 SP:Iteration 6Q (38.431729 sec): 3 clusters Score: Raw -10759.504106 + Penalty 1041.575102 = -9717.929004 nChanged 3 SP:Iteration 7Q (38.432357 sec): 3 clusters Score: Raw -10760.741593 + Penalty 1041.575102 = -9719.166491 nChanged 0 SP:Iteration 8F (38.432997 sec): 3 clusters Score: Raw -10760.741593 + Penalty 1041.575102 = -9719.166491 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 41 (205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.433968 sec): 2 clusters Score: Raw -8520.837156 + Penalty 540.725002 = -7980.112154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.434537 sec): 3 clusters Score: Raw -8492.870585 + Penalty 1080.746981 = -7412.123604 nChanged 39 SP:Iteration 1F (38.435100 sec): 3 clusters Score: Raw -8546.560771 + Penalty 1079.723381 = -7466.837390 nChanged 9 SP:Iteration 2Q (38.435650 sec): 3 clusters Score: Raw -8559.983207 + Penalty 1079.402109 = -7480.581097 nChanged 3 SP:Iteration 3Q (38.436199 sec): 3 clusters Score: Raw -8565.919020 + Penalty 1079.401003 = -7486.518017 nChanged 2 SP:Iteration 4Q (38.436746 sec): 3 clusters Score: Raw -8571.153561 + Penalty 1079.320253 = -7491.833308 nChanged 2 SP:Iteration 5Q (38.437291 sec): 3 clusters Score: Raw -8573.169537 + Penalty 1079.320253 = -7493.849284 nChanged 0 SP:Iteration 6F (38.437850 sec): 3 clusters Score: Raw -8573.169537 + Penalty 1079.320253 = -7493.849284 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 43 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.438344 sec): 2 clusters Score: Raw -502.505518 + Penalty 175.256817 = -327.248701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.438579 sec): 3 clusters Score: Raw -497.720304 + Penalty 351.260525 = -146.459779 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 45 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.439065 sec): 2 clusters Score: Raw -455.253113 + Penalty 183.002228 = -272.250885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.439294 sec): 3 clusters Score: Raw -463.883779 + Penalty 362.682677 = -101.201102 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 46 (114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.440047 sec): 2 clusters Score: Raw -4202.778723 + Penalty 574.742521 = -3628.036202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.440464 sec): 3 clusters Score: Raw -4268.433274 + Penalty 1152.405510 = -3116.027764 nChanged 3 SP:Iteration 1Q (38.440859 sec): 3 clusters Score: Raw -4283.984276 + Penalty 1152.405510 = -3131.578766 nChanged 0 SP:Iteration 2F (38.441268 sec): 3 clusters Score: Raw -4283.984276 + Penalty 1152.405510 = -3131.578766 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 47 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.441759 sec): 2 clusters Score: Raw -718.724133 + Penalty 250.598451 = -468.125682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.441994 sec): 3 clusters Score: Raw -727.094119 + Penalty 504.323403 = -222.770715 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 48 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.442509 sec): 2 clusters Score: Raw -1155.259260 + Penalty 322.122093 = -833.137167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.442764 sec): 3 clusters Score: Raw -1210.860729 + Penalty 646.887272 = -563.973458 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 49 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.443357 sec): 2 clusters Score: Raw -2051.522473 + Penalty 297.339825 = -1754.182648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.443690 sec): 3 clusters Score: Raw -2059.856127 + Penalty 594.365127 = -1465.491000 nChanged 6 SP:Iteration 1F (38.444008 sec): 3 clusters Score: Raw -2077.717769 + Penalty 594.365127 = -1483.352642 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 50 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.444497 sec): 2 clusters Score: Raw -603.220390 + Penalty 177.196441 = -426.023949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.444730 sec): 3 clusters Score: Raw -608.312727 + Penalty 354.758667 = -253.554060 nChanged 1 SP:Iteration 1F (38.444962 sec): 3 clusters Score: Raw -610.837376 + Penalty 354.758667 = -256.078709 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 51 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.445503 sec): 2 clusters Score: Raw -1416.648428 + Penalty 322.951903 = -1093.696524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.445772 sec): 3 clusters Score: Raw -1449.513970 + Penalty 645.903807 = -803.610163 nChanged 1 SP:Iteration 1Q (38.446031 sec): 3 clusters Score: Raw -1451.875865 + Penalty 645.903807 = -805.972058 nChanged 0 SP:Iteration 2F (38.446296 sec): 3 clusters Score: Raw -1451.875865 + Penalty 645.903807 = -805.972058 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 53 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.447078 sec): 2 clusters Score: Raw -5582.215721 + Penalty 456.569916 = -5125.645805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.447509 sec): 3 clusters Score: Raw -5581.696897 + Penalty 929.613061 = -4652.083836 nChanged 14 SP:Iteration 1F (38.447934 sec): 3 clusters Score: Raw -5602.628279 + Penalty 936.755743 = -4665.872536 nChanged 3 SP:Iteration 2Q (38.448348 sec): 3 clusters Score: Raw -5606.011935 + Penalty 936.755743 = -4669.256192 nChanged 0 SP:Iteration 3F (38.448771 sec): 3 clusters Score: Raw -5606.011935 + Penalty 936.755743 = -4669.256192 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 54 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.449254 sec): 2 clusters Score: Raw -512.944639 + Penalty 213.356071 = -299.588568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.449483 sec): 3 clusters Score: Raw -521.130200 + Penalty 418.493871 = -102.636329 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 55 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.450018 sec): 2 clusters Score: Raw -1431.919478 + Penalty 260.819850 = -1171.099628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.450287 sec): 3 clusters Score: Raw -1473.036661 + Penalty 521.639700 = -951.396962 nChanged 1 SP:Iteration 1Q (38.450545 sec): 3 clusters Score: Raw -1474.490882 + Penalty 521.639700 = -952.851182 nChanged 0 SP:Iteration 2F (38.450814 sec): 3 clusters Score: Raw -1474.490882 + Penalty 521.639700 = -952.851182 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 56 (190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.451751 sec): 2 clusters Score: Raw -5564.272983 + Penalty 281.320899 = -5282.952084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.452310 sec): 3 clusters Score: Raw -5530.320671 + Penalty 563.505685 = -4966.814986 nChanged 45 SP:Iteration 1F (38.452841 sec): 3 clusters Score: Raw -5579.992292 + Penalty 564.164059 = -5015.828233 nChanged 13 SP:Iteration 2F (38.453375 sec): 3 clusters Score: Raw -5601.095434 + Penalty 565.537838 = -5035.557596 nChanged 5 SP:Iteration 3Q (38.453897 sec): 3 clusters Score: Raw -5607.335377 + Penalty 567.491540 = -5039.843838 nChanged 5 SP:Iteration 4Q (38.454437 sec): 3 clusters Score: Raw -5614.260394 + Penalty 570.319337 = -5043.941057 nChanged 4 SP:Iteration 5Q (38.454956 sec): 3 clusters Score: Raw -5618.101872 + Penalty 571.364519 = -5046.737353 nChanged 3 SP:Iteration 6Q (38.455503 sec): 3 clusters Score: Raw -5622.001815 + Penalty 573.575550 = -5048.426265 nChanged 5 SP:Iteration 7Q (38.456060 sec): 3 clusters Score: Raw -5629.277375 + Penalty 578.837926 = -5050.439449 nChanged 3 SP:Iteration 8Q (38.456608 sec): 3 clusters Score: Raw -5634.114820 + Penalty 583.263292 = -5050.851528 nChanged 4 SP:Iteration 9Q (38.457153 sec): 3 clusters Score: Raw -5637.149306 + Penalty 584.162532 = -5052.986774 nChanged 1 SP:Iteration 10F (38.457717 sec): 3 clusters Score: Raw -5637.987491 + Penalty 586.023707 = -5051.963784 nChanged 2 SP:Iteration 11F (38.458282 sec): 3 clusters Score: Raw -5640.072096 + Penalty 587.296639 = -5052.775457 nChanged 1 SP:Iteration 12Q (38.458826 sec): 3 clusters Score: Raw -5640.744574 + Penalty 586.645422 = -5054.099152 nChanged 2 SP:Iteration 13Q (38.459404 sec): 3 clusters Score: Raw -5644.152594 + Penalty 586.645422 = -5057.507172 nChanged 0 SP:Iteration 14F (38.459989 sec): 3 clusters Score: Raw -5644.152594 + Penalty 586.645422 = -5057.507172 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 57 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.460483 sec): 2 clusters Score: Raw -303.255384 + Penalty 116.676549 = -186.578835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.460711 sec): 3 clusters Score: Raw -301.130103 + Penalty 237.985575 = -63.144528 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 61 (80 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.461377 sec): 2 clusters Score: Raw -3641.759235 + Penalty 482.235634 = -3159.523601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.461733 sec): 3 clusters Score: Raw -3657.464423 + Penalty 965.453552 = -2692.010871 nChanged 4 SP:Iteration 1Q (38.462079 sec): 3 clusters Score: Raw -3665.945248 + Penalty 965.863605 = -2700.081643 nChanged 3 SP:Iteration 2Q (38.462422 sec): 3 clusters Score: Raw -3680.394169 + Penalty 965.997969 = -2714.396200 nChanged 3 SP:Iteration 3Q (38.462761 sec): 3 clusters Score: Raw -3690.290340 + Penalty 966.616769 = -2723.673571 nChanged 1 SP:Iteration 4Q (38.463101 sec): 3 clusters Score: Raw -3693.392415 + Penalty 966.616769 = -2726.775646 nChanged 0 SP:Iteration 5F (38.463451 sec): 3 clusters Score: Raw -3693.392415 + Penalty 966.616769 = -2726.775646 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 62 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.463933 sec): 2 clusters Score: Raw -187.903487 + Penalty 108.680729 = -79.222758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.464140 sec): 3 clusters Score: Raw -182.141307 + Penalty 196.827951 = 14.686644 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 65 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.464609 sec): 2 clusters Score: Raw -81.618495 + Penalty 41.057397 = -40.561098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.464801 sec): 2 clusters Score: Raw -81.618495 + Penalty 41.057397 = -40.561098 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 66 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.465271 sec): 2 clusters Score: Raw -315.915330 + Penalty 165.459098 = -150.456232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.465491 sec): 3 clusters Score: Raw -317.832835 + Penalty 352.846741 = 35.013906 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 73 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.466030 sec): 2 clusters Score: Raw -1026.402917 + Penalty 265.021106 = -761.381811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.466285 sec): 3 clusters Score: Raw -1056.525208 + Penalty 520.723117 = -535.802090 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 76 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.466752 sec): 2 clusters Score: Raw -270.380494 + Penalty 147.070958 = -123.309536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.466971 sec): 3 clusters Score: Raw -270.659764 + Penalty 294.141915 = 23.482151 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 81 (153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.467814 sec): 2 clusters Score: Raw -5318.885210 + Penalty 480.272368 = -4838.612842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.468305 sec): 3 clusters Score: Raw -5294.960804 + Penalty 970.543366 = -4324.417438 nChanged 22 SP:Iteration 1F (38.468790 sec): 3 clusters Score: Raw -5334.482864 + Penalty 967.833806 = -4366.649058 nChanged 5 SP:Iteration 2Q (38.469267 sec): 3 clusters Score: Raw -5349.494982 + Penalty 968.017486 = -4381.477497 nChanged 1 SP:Iteration 3Q (38.469738 sec): 3 clusters Score: Raw -5357.048784 + Penalty 968.017486 = -4389.031298 nChanged 0 SP:Iteration 4F (38.470220 sec): 3 clusters Score: Raw -5357.048784 + Penalty 968.017486 = -4389.031298 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 88 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.470700 sec): 2 clusters Score: Raw -420.047038 + Penalty 184.665048 = -235.381990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.470928 sec): 3 clusters Score: Raw -435.664467 + Penalty 369.330095 = -66.334372 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 89 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.471395 sec): 2 clusters Score: Raw -280.026557 + Penalty 149.577569 = -130.448988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.471595 sec): 2 clusters Score: Raw -280.026557 + Penalty 149.577569 = -130.448988 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 92 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.472068 sec): 2 clusters Score: Raw -370.616184 + Penalty 190.416741 = -180.199443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.472292 sec): 3 clusters Score: Raw -396.806977 + Penalty 384.873822 = -11.933156 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 95 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.472759 sec): 2 clusters Score: Raw -280.363170 + Penalty 127.749632 = -152.613538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.472976 sec): 3 clusters Score: Raw -291.289785 + Penalty 258.258574 = -33.031211 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 99 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.473434 sec): 2 clusters Score: Raw -186.470478 + Penalty 105.664207 = -80.806271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.473645 sec): 3 clusters Score: Raw -178.114493 + Penalty 105.664207 = -72.450287 nChanged 1 SP:Iteration 1F (38.473837 sec): 2 clusters Score: Raw -186.470478 + Penalty 105.664207 = -80.806271 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 100 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.474337 sec): 2 clusters Score: Raw -741.179728 + Penalty 220.590228 = -520.589500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.474584 sec): 3 clusters Score: Raw -754.546101 + Penalty 441.180456 = -313.365646 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 113 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.475097 sec): 2 clusters Score: Raw -736.316746 + Penalty 246.091631 = -490.225115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.475332 sec): 3 clusters Score: Raw -755.152610 + Penalty 489.996075 = -265.156535 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 115 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.475840 sec): 2 clusters Score: Raw -917.614501 + Penalty 292.084964 = -625.529537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.476093 sec): 3 clusters Score: Raw -951.048829 + Penalty 585.094283 = -365.954546 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 124 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.476572 sec): 2 clusters Score: Raw -497.087654 + Penalty 218.648877 = -278.438778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.476802 sec): 3 clusters Score: Raw -506.058400 + Penalty 432.853581 = -73.204819 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 130 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.477269 sec): 2 clusters Score: Raw -282.159812 + Penalty 154.838311 = -127.321501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.477486 sec): 3 clusters Score: Raw -277.316503 + Penalty 313.531291 = 36.214788 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 138 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.477984 sec): 2 clusters Score: Raw -931.008784 + Penalty 253.179742 = -677.829042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.478230 sec): 3 clusters Score: Raw -936.953788 + Penalty 508.505414 = -428.448374 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 140 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.478705 sec): 2 clusters Score: Raw -370.201206 + Penalty 187.222773 = -182.978433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.478930 sec): 3 clusters Score: Raw -370.669976 + Penalty 337.930382 = -32.739594 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 142 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.479398 sec): 2 clusters Score: Raw -240.854230 + Penalty 142.333193 = -98.521038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.479616 sec): 3 clusters Score: Raw -234.308145 + Penalty 279.167925 = 44.859780 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 148 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.480081 sec): 2 clusters Score: Raw -218.768593 + Penalty 117.023627 = -101.744965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.480302 sec): 3 clusters Score: Raw -213.987175 + Penalty 230.486559 = 16.499384 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 (38.480753 sec): 2 clusters Score: Raw -87.114368 + Penalty 34.310914 = -52.803454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.480944 sec): 2 clusters Score: Raw -87.114368 + Penalty 34.310914 = -52.803454 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 169 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.481407 sec): 2 clusters Score: Raw -168.900939 + Penalty 59.106709 = -109.794230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.481639 sec): 3 clusters Score: Raw -165.664074 + Penalty 118.213418 = -47.450655 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 172 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.482088 sec): 2 clusters Score: Raw -41.467253 + Penalty 0.000000 = -41.467253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.482276 sec): 2 clusters Score: Raw -41.467253 + Penalty 0.000000 = -41.467253 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 174 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.482734 sec): 2 clusters Score: Raw -171.748001 + Penalty 83.018649 = -88.729351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.482942 sec): 3 clusters Score: Raw -168.612923 + Penalty 138.094088 = -30.518835 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 176 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.483388 sec): 2 clusters Score: Raw -149.243610 + Penalty 8.992706 = -140.250904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.483579 sec): 3 clusters Score: Raw -146.721752 + Penalty 16.860229 = -129.861523 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 184 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.484026 sec): 2 clusters Score: Raw -40.838965 + Penalty 0.000000 = -40.838965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.484213 sec): 2 clusters Score: Raw -40.838965 + Penalty 0.000000 = -40.838965 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 (38.484662 sec): 2 clusters Score: Raw -42.556514 + Penalty 0.000000 = -42.556514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.484852 sec): 2 clusters Score: Raw -42.556514 + Penalty 0.000000 = -42.556514 nChanged 0 Deleting Class 47 (15 points): Lose 56.194461 but Gain 927.594013 Iteration 119Q (38.594793 sec): 73 clusters Score: Raw -828933.474344 + Penalty 56252.520571 = -772680.953773 nChanged 26 Deleting Class 124 (11 points): Lose 46.069073 but Gain 914.014960 Iteration 120F (39.361435 sec): 72 clusters Score: Raw -828915.597788 + Penalty 55357.503813 = -773558.093975 nChanged 23 Deleting Class 130 (7 points): Lose 26.948501 but Gain 886.928264 Iteration 121Q (39.452007 sec): 71 clusters Score: Raw -828912.653344 + Penalty 54486.059153 = -774426.594191 nChanged 13 Deleting Class 9 (3 points): Lose 14.029353 but Gain 872.494181 Iteration 122Q (39.542589 sec): 70 clusters Score: Raw -828910.040657 + Penalty 53620.467116 = -775289.573542 nChanged 8 Deleting Class 142 (5 points): Lose 29.473348 but Gain 886.478545 Iteration 123Q (39.634045 sec): 69 clusters Score: Raw -828886.048296 + Penalty 52735.321363 = -776150.726933 nChanged 10 Deleting Class 61 (80 points): Lose 247.017422 but Gain 1103.114392 Iteration 124Q (39.724182 sec): 68 clusters Score: Raw -828645.696455 + Penalty 51658.255859 = -776987.440596 nChanged 88 Deleting Class 140 (8 points): Lose 47.538636 but Gain 902.502103 Iteration 125Q (39.815480 sec): 67 clusters Score: Raw -828720.370896 + Penalty 50779.996457 = -777940.374439 nChanged 34 Deleting Class 23 (5 points): Lose 22.819611 but Gain 875.812999 Iteration 126Q (39.904688 sec): 66 clusters Score: Raw -828721.978783 + Penalty 49916.874899 = -778805.103884 nChanged 30 Deleting Class 138 (19 points): Lose 47.059580 but Gain 893.566812 Iteration 127Q (39.992283 sec): 65 clusters Score: Raw -828690.450531 + Penalty 49044.780496 = -779645.670035 nChanged 42 Deleting Class 48 (25 points): Lose 162.307939 but Gain 993.987799 Iteration 128Q (40.097722 sec): 64 clusters Score: Raw -828561.021602 + Penalty 48060.832909 = -780500.188693 nChanged 50 Deleting Class 113 (16 points): Lose 65.800277 but Gain 889.708331 Iteration 129Q (40.242505 sec): 63 clusters Score: Raw -828558.007951 + Penalty 47194.362417 = -781363.645534 nChanged 41 Deleting Class 66 (7 points): Lose 32.178954 but Gain 852.322854 Iteration 130F (41.022514 sec): 62 clusters Score: Raw -828560.546850 + Penalty 46340.277677 = -782220.269173 nChanged 20 Deleting Class 115 (22 points): Lose 113.495020 but Gain 931.485479 Iteration 131Q (41.118765 sec): 61 clusters Score: Raw -828461.785438 + Penalty 45424.042642 = -783037.742796 nChanged 41 Deleting Class 92 (9 points): Lose 57.129259 but Gain 868.694245 Iteration 132Q (41.210126 sec): 60 clusters Score: Raw -828451.131606 + Penalty 44564.027457 = -783887.104150 nChanged 26 Deleting Class 89 (6 points): Lose 35.886542 but Gain 836.802615 Iteration 133Q (41.300155 sec): 59 clusters Score: Raw -828441.738225 + Penalty 43724.656790 = -784717.081435 nChanged 29 Deleting Class 197 (1 points): Lose 7.261559 but Gain 806.233777 Iteration 134Q (41.390646 sec): 58 clusters Score: Raw -828450.418783 + Penalty 42918.004069 = -785532.414714 nChanged 25 Deleting Class 24 (63 points): Lose 160.918346 but Gain 956.892457 Iteration 135Q (41.478400 sec): 57 clusters Score: Raw -828302.335725 + Penalty 41988.824282 = -786313.511443 nChanged 87 Deleting Class 54 (12 points): Lose 70.212833 but Gain 860.659154 Iteration 136Q (41.568712 sec): 56 clusters Score: Raw -828336.173965 + Penalty 41156.430172 = -787179.743793 nChanged 52 Deleting Class 76 (6 points): Lose 47.344997 but Gain 822.779527 Iteration 137Q (41.656678 sec): 55 clusters Score: Raw -828315.903031 + Penalty 40336.957037 = -787978.945994 nChanged 45 Deleting Class 51 (34 points): Lose 152.968084 but Gain 918.009980 Iteration 138Q (41.743624 sec): 54 clusters Score: Raw -828177.196481 + Penalty 39586.305136 = -788590.891345 nChanged 65 Deleting Class 184 (2 points): Lose 20.362776 but Gain 872.919070 Iteration 139Q (41.830638 sec): 53 clusters Score: Raw -828225.422278 + Penalty 38709.167227 = -789516.255052 nChanged 36 Deleting Class 88 (11 points): Lose 42.527330 but Gain 807.539960 Iteration 140F (42.393789 sec): 52 clusters Score: Raw -828194.593703 + Penalty 37907.904348 = -790286.689355 nChanged 41 Deleting Class 62 (4 points): Lose 24.249520 but Gain 785.838591 Iteration 141Q (42.481822 sec): 51 clusters Score: Raw -828187.575135 + Penalty 37109.692033 = -791077.883101 nChanged 35 Deleting Class 25 (27 points): Lose 185.034016 but Gain 937.496241 Iteration 142Q (42.567544 sec): 50 clusters Score: Raw -828014.827074 + Penalty 36218.020839 = -791796.806235 nChanged 59 Deleting Class 99 (4 points): Lose 18.866958 but Gain 764.026997 Iteration 143Q (42.651973 sec): 49 clusters Score: Raw -828077.904942 + Penalty 35464.915200 = -792612.989742 nChanged 40 Deleting Class 45 (11 points): Lose 47.153770 but Gain 765.001752 Iteration 144Q (42.736612 sec): 48 clusters Score: Raw -828045.958186 + Penalty 34727.205054 = -793318.753132 nChanged 35 Deleting Class 148 (5 points): Lose 15.760655 but Gain 728.845695 Iteration 145Q (42.824039 sec): 47 clusters Score: Raw -828051.534694 + Penalty 33999.961421 = -794051.573273 nChanged 17 Deleting Class 30 (31 points): Lose 112.157614 but Gain 814.526969 Iteration 146Q (42.907373 sec): 46 clusters Score: Raw -827947.298503 + Penalty 33200.751319 = -794746.547184 nChanged 39 Deleting Class 43 (11 points): Lose 36.658517 but Gain 732.623718 Iteration 147Q (42.990012 sec): 45 clusters Score: Raw -827976.226220 + Penalty 32488.611637 = -795487.614583 nChanged 33 Deleting Class 73 (28 points): Lose 146.085654 but Gain 832.530834 Iteration 148Q (43.071883 sec): 44 clusters Score: Raw -827856.402161 + Penalty 31675.736938 = -796180.665223 nChanged 42 Deleting Class 6 (78 points): Lose 211.921024 but Gain 882.243523 Iteration 149Q (43.151153 sec): 43 clusters Score: Raw -827704.874393 + Penalty 30816.827272 = -796888.047121 nChanged 101 Deleting Class 37 (27 points): Lose 136.425030 but Gain 802.560783 Iteration 150F (43.603620 sec): 42 clusters Score: Raw -827716.819233 + Penalty 30063.855516 = -797652.963717 nChanged 61 Deleting Class 7 (112 points): Lose 316.103600 but Gain 972.830886 Iteration 151Q (43.684651 sec): 41 clusters Score: Raw -827474.422978 + Penalty 29106.673763 = -798367.749215 nChanged 135 Deleting Class 100 (20 points): Lose 89.218559 but Gain 738.107361 Iteration 152Q (43.765531 sec): 40 clusters Score: Raw -827603.499269 + Penalty 28405.616142 = -799197.883128 nChanged 59 Deleting Class 53 (135 points): Lose 332.494681 but Gain 966.531961 Iteration 153Q (43.843856 sec): 39 clusters Score: Raw -827326.225836 + Penalty 27504.147224 = -799822.078612 nChanged 160 Deleting Class 46 (112 points): Lose 584.846061 but Gain 1214.190365 Iteration 154Q (43.923278 sec): 38 clusters Score: Raw -826937.891500 + Penalty 26354.357555 = -800583.533945 nChanged 157 Deleting Class 95 (7 points): Lose 29.368969 but Gain 658.071589 Iteration 155Q (44.001750 sec): 37 clusters Score: Raw -827196.407479 + Penalty 25715.248338 = -801481.159141 nChanged 71 Deleting Class 26 (19 points): Lose 71.496356 but Gain 695.897691 Iteration 156Q (44.077325 sec): 36 clusters Score: Raw -827167.231050 + Penalty 25026.700240 = -802140.530811 nChanged 54 Deleting Class 65 (3 points): Lose 22.964047 but Gain 630.646142 Iteration 157Q (44.154123 sec): 35 clusters Score: Raw -827188.625060 + Penalty 24404.499030 = -802784.126030 nChanged 37 Deleting Class 172 (1 points): Lose 4.620699 but Gain 602.666462 Iteration 158Q (44.229420 sec): 34 clusters Score: Raw -827200.655919 + Penalty 23802.553323 = -803398.102596 nChanged 31 Deleting Class 14 (161 points): Lose 520.305867 but Gain 1102.685139 Iteration 159Q (44.304244 sec): 33 clusters Score: Raw -826691.912055 + Penalty 22770.462002 = -803921.450053 nChanged 191 Deleting Class 49 (77 points): Lose 231.062025 but Gain 822.568250 Iteration 160F (44.654475 sec): 32 clusters Score: Raw -826753.102473 + Penalty 22025.188821 = -804727.913653 nChanged 127 Deleting Class 57 (7 points): Lose 25.848160 but Gain 601.031256 Iteration 161Q (44.732220 sec): 31 clusters Score: Raw -826876.556966 + Penalty 21426.304791 = -805450.252175 nChanged 55 Deleting Class 55 (33 points): Lose 161.426804 but Gain 735.175815 Iteration 162Q (44.808325 sec): 30 clusters Score: Raw -826738.750831 + Penalty 20751.034791 = -805987.716040 nChanged 64 Deleting Class 174 (3 points): Lose 13.386076 but Gain 583.129398 Iteration 163Q (44.890298 sec): 29 clusters Score: Raw -826817.892227 + Penalty 20218.092989 = -806599.799238 nChanged 39 Deleting Class 50 (21 points): Lose 105.392800 but Gain 652.607626 Iteration 164Q (44.964615 sec): 28 clusters Score: Raw -826740.152730 + Penalty 19587.582935 = -807152.569795 nChanged 50 Deleting Class 15 (45 points): Lose 183.950830 but Gain 677.263909 Iteration 165Q (45.037277 sec): 27 clusters Score: Raw -826617.476006 + Penalty 18923.790516 = -807693.685489 nChanged 72 Deleting Class 13 (225 points): Lose 849.534055 but Gain 1337.996462 Iteration 166Q (45.110128 sec): 26 clusters Score: Raw -825857.705940 + Penalty 17648.828024 = -808208.877916 nChanged 252 Deleting Class 153 (2 points): Lose 8.966762 but Gain 496.184385 Iteration 167Q (45.183847 sec): 25 clusters Score: Raw -826233.975023 + Penalty 17159.952575 = -809074.022448 nChanged 64 Deleting Class 5 (155 points): Lose 420.382095 but Gain 881.805066 Iteration 168Q (45.254964 sec): 24 clusters Score: Raw -825854.590851 + Penalty 16293.520590 = -809561.070261 nChanged 201 Deleting Class 169 (4 points): Lose 23.211793 but Gain 427.383340 Iteration 169Q (45.328476 sec): 23 clusters Score: Raw -826080.257408 + Penalty 15874.426743 = -810205.830665 nChanged 64 Deleting Class 33 (104 points): Lose 296.451945 but Gain 618.466255 Iteration 170F (45.578497 sec): 22 clusters Score: Raw -825807.343134 + Penalty 15389.190173 = -810418.152960 nChanged 153 Deleting Class 19 (183 points): Lose 436.539215 but Gain 674.572932 Iteration 171Q (45.651322 sec): 21 clusters Score: Raw -825562.816916 + Penalty 14739.928061 = -810822.888855 nChanged 271 Deleting Class 11 (49 points): Lose 238.992460 but Gain 477.083961 Iteration 172Q (45.722803 sec): 20 clusters Score: Raw -825677.675030 + Penalty 14259.984324 = -811417.690707 nChanged 189 Deleting Class 176 (6 points): Lose 51.791972 but Gain 208.465901 Iteration 173Q (45.793974 sec): 19 clusters Score: Raw -825757.922865 + Penalty 14057.975927 = -811699.946937 nChanged 114 Deleting Class 41 (318 points): Lose 1003.828116 but Gain 1021.935075 Iteration 174Q (45.864489 sec): 18 clusters Score: Raw -824790.703342 + Penalty 13086.755161 = -811703.948181 nChanged 407 Iteration 175Q (45.933853 sec): 18 clusters Score: Raw -825490.497514 + Penalty 13118.736795 = -812371.760719 nChanged 157 Iteration 176Q (46.001098 sec): 18 clusters Score: Raw -825550.863575 + Penalty 13140.232480 = -812410.631095 nChanged 120 Iteration 177Q (46.076741 sec): 18 clusters Score: Raw -825593.366161 + Penalty 13161.847835 = -812431.518326 nChanged 116 Iteration 178Q (46.144895 sec): 18 clusters Score: Raw -825633.636247 + Penalty 13183.780043 = -812449.856204 nChanged 98 Iteration 179Q (46.210852 sec): 18 clusters Score: Raw -825659.059472 + Penalty 13208.562273 = -812450.497199 nChanged 110 Iteration 180F (46.412909 sec): 18 clusters Score: Raw -825691.276615 + Penalty 13229.878427 = -812461.398188 nChanged 93 Iteration 181Q (46.483190 sec): 18 clusters Score: Raw -825717.823022 + Penalty 13251.863304 = -812465.959718 nChanged 98 Iteration 182Q (46.554267 sec): 18 clusters Score: Raw -825750.609709 + Penalty 13276.232224 = -812474.377485 nChanged 82 Iteration 183Q (46.622230 sec): 18 clusters Score: Raw -825771.226955 + Penalty 13293.723681 = -812477.503274 nChanged 79 Iteration 184Q (46.690822 sec): 18 clusters Score: Raw -825786.420743 + Penalty 13305.453933 = -812480.966810 nChanged 62 Iteration 185Q (46.759260 sec): 18 clusters Score: Raw -825796.966230 + Penalty 13313.510348 = -812483.455882 nChanged 62 Iteration 186Q (46.826786 sec): 18 clusters Score: Raw -825806.267849 + Penalty 13320.766265 = -812485.501583 nChanged 52 Iteration 187Q (46.894918 sec): 18 clusters Score: Raw -825813.868811 + Penalty 13328.892267 = -812484.976544 nChanged 47 Iteration 188F (47.096186 sec): 18 clusters Score: Raw -825821.641088 + Penalty 13336.283970 = -812485.357118 nChanged 44 Iteration 189Q (47.164311 sec): 18 clusters Score: Raw -825829.716315 + Penalty 13344.363730 = -812485.352585 nChanged 44 Iteration 190F (47.365220 sec): 18 clusters Score: Raw -825836.418451 + Penalty 13350.400445 = -812486.018006 nChanged 38 Iteration 191Q (47.432712 sec): 18 clusters Score: Raw -825843.519136 + Penalty 13360.624426 = -812482.894710 nChanged 51 Iteration 192F (47.634512 sec): 18 clusters Score: Raw -825857.013729 + Penalty 13372.454577 = -812484.559152 nChanged 60 Iteration 193Q (47.703674 sec): 18 clusters Score: Raw -825871.577439 + Penalty 13378.688113 = -812492.889327 nChanged 49 Iteration 194Q (47.771997 sec): 18 clusters Score: Raw -825882.605008 + Penalty 13383.788847 = -812498.816160 nChanged 49 Iteration 195Q (47.839656 sec): 18 clusters Score: Raw -825892.148022 + Penalty 13392.064118 = -812500.083904 nChanged 50 Iteration 196Q (47.907592 sec): 18 clusters Score: Raw -825901.007271 + Penalty 13400.086172 = -812500.921098 nChanged 49 Iteration 197Q (47.975366 sec): 18 clusters Score: Raw -825910.306397 + Penalty 13407.297421 = -812503.008975 nChanged 59 Iteration 198Q (48.043289 sec): 18 clusters Score: Raw -825920.171553 + Penalty 13417.715295 = -812502.456259 nChanged 56 Iteration 199F (48.244526 sec): 18 clusters Score: Raw -825928.380902 + Penalty 13425.642546 = -812502.738356 nChanged 51 Iteration 200F (48.446705 sec): 18 clusters Score: Raw -825937.074301 + Penalty 13431.716883 = -812505.357418 nChanged 50 Iteration 201Q (48.515420 sec): 18 clusters Score: Raw -825944.890381 + Penalty 13436.828510 = -812508.061872 nChanged 43 Iteration 202Q (48.583045 sec): 18 clusters Score: Raw -825950.897372 + Penalty 13439.314674 = -812511.582698 nChanged 36 Iteration 203Q (48.651134 sec): 18 clusters Score: Raw -825957.413466 + Penalty 13443.184315 = -812514.229151 nChanged 32 Iteration 204Q (48.719152 sec): 18 clusters Score: Raw -825965.403683 + Penalty 13444.149507 = -812521.254177 nChanged 24 Iteration 205Q (48.786769 sec): 18 clusters Score: Raw -825969.894725 + Penalty 13444.287433 = -812525.607292 nChanged 17 Iteration 206Q (48.854567 sec): 18 clusters Score: Raw -825972.739428 + Penalty 13445.467435 = -812527.271993 nChanged 14 Iteration 207Q (48.922039 sec): 18 clusters Score: Raw -825975.597648 + Penalty 13444.942307 = -812530.655341 nChanged 11 Iteration 208Q (48.989345 sec): 18 clusters Score: Raw -825977.874824 + Penalty 13445.138546 = -812532.736278 nChanged 19 Iteration 209Q (49.057225 sec): 18 clusters Score: Raw -825981.386056 + Penalty 13447.327142 = -812534.058914 nChanged 18 Iteration 210F (49.258839 sec): 18 clusters Score: Raw -825985.445577 + Penalty 13449.188005 = -812536.257572 nChanged 13 Iteration 211Q (49.326697 sec): 18 clusters Score: Raw -825989.079617 + Penalty 13449.576715 = -812539.502902 nChanged 11 Iteration 212Q (49.395485 sec): 18 clusters Score: Raw -825991.507247 + Penalty 13450.053714 = -812541.453533 nChanged 9 Iteration 213Q (49.463751 sec): 18 clusters Score: Raw -825993.267699 + Penalty 13449.544262 = -812543.723437 nChanged 4 Iteration 214Q (49.532252 sec): 18 clusters Score: Raw -825993.535474 + Penalty 13448.311258 = -812545.224215 nChanged 5 Iteration 215Q (49.600561 sec): 18 clusters Score: Raw -825994.054178 + Penalty 13448.170309 = -812545.883870 nChanged 2 Iteration 216Q (49.668557 sec): 18 clusters Score: Raw -825994.256933 + Penalty 13447.862515 = -812546.394418 nChanged 3 Iteration 217Q (49.736858 sec): 18 clusters Score: Raw -825994.407133 + Penalty 13447.729926 = -812546.677207 nChanged 1 Iteration 218Q (49.804404 sec): 18 clusters Score: Raw -825994.446119 + Penalty 13447.143423 = -812547.302696 nChanged 1 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 -825994.446119 + Penalty 13447.143423 = -812547.302696Memory request: 0.04 GB would take us to total of 0.25 GB. Trying to split cluster 1 (8817 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.886890 sec): 2 clusters Score: Raw -340507.453558 + Penalty 274.442207 = -340233.011351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.902998 sec): 3 clusters Score: Raw -334600.419542 + Penalty 568.618472 = -334031.801069 nChanged 4106 SP:Iteration 1F (49.919163 sec): 3 clusters Score: Raw -337351.906482 + Penalty 589.622533 = -336762.283949 nChanged 1722 SP:Iteration 2F (49.935316 sec): 3 clusters Score: Raw -339367.019595 + Penalty 649.657795 = -338717.361800 nChanged 793 SP:Iteration 3F (49.951124 sec): 3 clusters Score: Raw -340302.182005 + Penalty 795.931792 = -339506.250212 nChanged 173 SP:Iteration 4Q (49.965146 sec): 3 clusters Score: Raw -340503.177817 + Penalty 894.060637 = -339609.117180 nChanged 13 SP:Iteration 5Q (49.977579 sec): 3 clusters Score: Raw -340521.421821 + Penalty 908.845310 = -339612.576511 nChanged 1 SP:Iteration 6Q (49.989752 sec): 3 clusters Score: Raw -340524.829371 + Penalty 916.067443 = -339608.761928 nChanged 2 SP:Iteration 7F (50.005709 sec): 3 clusters Score: Raw -340532.624001 + Penalty 943.098105 = -339589.525897 nChanged 1 SP:Iteration 8F (50.021575 sec): 3 clusters Score: Raw -340534.436711 + Penalty 943.098105 = -339591.338606 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 2 (866 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.030557 sec): 2 clusters Score: Raw -37378.556778 + Penalty 438.117417 = -36940.439361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.032383 sec): 3 clusters Score: Raw -36881.148361 + Penalty 876.971847 = -36004.176514 nChanged 314 SP:Iteration 1F (50.034117 sec): 3 clusters Score: Raw -37042.595510 + Penalty 895.139323 = -36147.456187 nChanged 128 SP:Iteration 2F (50.035837 sec): 3 clusters Score: Raw -37154.056129 + Penalty 920.011640 = -36234.044488 nChanged 90 SP:Iteration 3F (50.037534 sec): 3 clusters Score: Raw -37230.764354 + Penalty 940.323562 = -36290.440792 nChanged 55 SP:Iteration 4F (50.039256 sec): 3 clusters Score: Raw -37269.870608 + Penalty 959.038147 = -36310.832461 nChanged 39 SP:Iteration 5Q (50.041081 sec): 3 clusters Score: Raw -37306.113598 + Penalty 975.968907 = -36330.144691 nChanged 38 SP:Iteration 6Q (50.042731 sec): 3 clusters Score: Raw -37346.011003 + Penalty 989.672341 = -36356.338662 nChanged 19 SP:Iteration 7Q (50.044329 sec): 3 clusters Score: Raw -37366.377407 + Penalty 998.228237 = -36368.149171 nChanged 12 SP:Iteration 8Q (50.045890 sec): 3 clusters Score: Raw -37381.428683 + Penalty 1000.389523 = -36381.039160 nChanged 6 SP:Iteration 9Q (50.047546 sec): 3 clusters Score: Raw -37391.060347 + Penalty 1002.513783 = -36388.546565 nChanged 9 SP:Iteration 10F (50.049282 sec): 3 clusters Score: Raw -37403.782944 + Penalty 1007.149244 = -36396.633700 nChanged 7 SP:Iteration 11Q (50.050815 sec): 3 clusters Score: Raw -37416.108448 + Penalty 1008.482604 = -36407.625844 nChanged 8 SP:Iteration 12Q (50.052292 sec): 3 clusters Score: Raw -37427.249572 + Penalty 1010.227626 = -36417.021946 nChanged 8 SP:Iteration 13Q (50.053770 sec): 3 clusters Score: Raw -37439.488933 + Penalty 1009.892358 = -36429.596575 nChanged 5 SP:Iteration 14Q (50.055223 sec): 3 clusters Score: Raw -37444.335146 + Penalty 1010.574385 = -36433.760761 nChanged 2 SP:Iteration 15Q (50.056721 sec): 3 clusters Score: Raw -37446.936032 + Penalty 1006.109691 = -36440.826341 nChanged 3 SP:Iteration 16Q (50.058207 sec): 3 clusters Score: Raw -37448.505317 + Penalty 1008.160013 = -36440.345304 nChanged 1 SP:Iteration 17F (50.059896 sec): 3 clusters Score: Raw -37449.641338 + Penalty 1008.160013 = -36441.481325 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 3 (1469 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.067819 sec): 2 clusters Score: Raw -57434.782615 + Penalty 944.444964 = -56490.337651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.070590 sec): 3 clusters Score: Raw -56801.344423 + Penalty 1889.149822 = -54912.194601 nChanged 513 SP:Iteration 1F (50.073450 sec): 3 clusters Score: Raw -57182.643535 + Penalty 1889.989415 = -55292.654121 nChanged 144 SP:Iteration 2F (50.076238 sec): 3 clusters Score: Raw -57353.015629 + Penalty 1891.686848 = -55461.328781 nChanged 120 SP:Iteration 3F (50.078919 sec): 3 clusters Score: Raw -57501.840229 + Penalty 1891.948853 = -55609.891377 nChanged 93 SP:Iteration 4F (50.081612 sec): 3 clusters Score: Raw -57624.520877 + Penalty 1889.297415 = -55735.223462 nChanged 75 SP:Iteration 5F (50.084289 sec): 3 clusters Score: Raw -57716.199051 + Penalty 1888.126093 = -55828.072957 nChanged 63 SP:Iteration 6Q (50.086936 sec): 3 clusters Score: Raw -57771.910453 + Penalty 1888.047487 = -55883.862967 nChanged 38 SP:Iteration 7Q (50.089562 sec): 3 clusters Score: Raw -57803.917507 + Penalty 1888.024757 = -55915.892750 nChanged 26 SP:Iteration 8Q (50.092269 sec): 3 clusters Score: Raw -57824.603624 + Penalty 1887.239497 = -55937.364126 nChanged 10 SP:Iteration 9Q (50.094955 sec): 3 clusters Score: Raw -57833.739632 + Penalty 1886.690677 = -55947.048955 nChanged 5 SP:Iteration 10F (50.097678 sec): 3 clusters Score: Raw -57836.951985 + Penalty 1886.977566 = -55949.974419 nChanged 2 SP:Iteration 11Q (50.100310 sec): 3 clusters Score: Raw -57838.040813 + Penalty 1886.901626 = -55951.139187 nChanged 1 SP:Iteration 12Q (50.102960 sec): 3 clusters Score: Raw -57838.325168 + Penalty 1886.901626 = -55951.423542 nChanged 0 SP:Iteration 13F (50.105633 sec): 3 clusters Score: Raw -57838.325168 + Penalty 1886.901626 = -55951.423542 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 4 (1855 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.119118 sec): 2 clusters Score: Raw -69941.014046 + Penalty 214.163705 = -69726.850341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.122575 sec): 3 clusters Score: Raw -68800.752505 + Penalty 427.931275 = -68372.821230 nChanged 813 SP:Iteration 1F (50.126121 sec): 3 clusters Score: Raw -69280.684699 + Penalty 428.253257 = -68852.431443 nChanged 146 SP:Iteration 2F (50.129781 sec): 3 clusters Score: Raw -69343.096799 + Penalty 428.378534 = -68914.718266 nChanged 118 SP:Iteration 3F (50.133311 sec): 3 clusters Score: Raw -69399.446550 + Penalty 428.801839 = -68970.644711 nChanged 95 SP:Iteration 4F (50.136766 sec): 3 clusters Score: Raw -69447.667117 + Penalty 429.813717 = -69017.853400 nChanged 86 SP:Iteration 5Q (50.140112 sec): 3 clusters Score: Raw -69488.158765 + Penalty 431.441378 = -69056.717386 nChanged 77 SP:Iteration 6Q (50.143615 sec): 3 clusters Score: Raw -69522.976221 + Penalty 432.241135 = -69090.735086 nChanged 67 SP:Iteration 7Q (50.146990 sec): 3 clusters Score: Raw -69556.770295 + Penalty 434.099344 = -69122.670950 nChanged 52 SP:Iteration 8Q (50.150460 sec): 3 clusters Score: Raw -69581.678630 + Penalty 436.852339 = -69144.826290 nChanged 46 SP:Iteration 9Q (50.153923 sec): 3 clusters Score: Raw -69609.866503 + Penalty 438.935419 = -69170.931084 nChanged 48 SP:Iteration 10F (50.157328 sec): 3 clusters Score: Raw -69636.423795 + Penalty 441.467443 = -69194.956352 nChanged 45 SP:Iteration 11Q (50.160657 sec): 3 clusters Score: Raw -69672.313841 + Penalty 446.082807 = -69226.231034 nChanged 62 SP:Iteration 12Q (50.164091 sec): 3 clusters Score: Raw -69734.647029 + Penalty 448.337031 = -69286.309998 nChanged 57 SP:Iteration 13Q (50.167441 sec): 3 clusters Score: Raw -69785.438569 + Penalty 449.119966 = -69336.318602 nChanged 42 SP:Iteration 14Q (50.170769 sec): 3 clusters Score: Raw -69805.220026 + Penalty 450.977940 = -69354.242086 nChanged 31 SP:Iteration 15Q (50.174012 sec): 3 clusters Score: Raw -69823.398447 + Penalty 452.319339 = -69371.079107 nChanged 24 SP:Iteration 16Q (50.177612 sec): 3 clusters Score: Raw -69833.194422 + Penalty 452.953720 = -69380.240702 nChanged 24 SP:Iteration 17Q (50.180955 sec): 3 clusters Score: Raw -69843.353971 + Penalty 452.635706 = -69390.718265 nChanged 23 SP:Iteration 18Q (50.184127 sec): 3 clusters Score: Raw -69852.760597 + Penalty 452.973691 = -69399.786906 nChanged 21 SP:Iteration 19Q (50.187353 sec): 3 clusters Score: Raw -69858.806871 + Penalty 454.031696 = -69404.775175 nChanged 12 SP:Iteration 20F (50.190729 sec): 3 clusters Score: Raw -69862.664637 + Penalty 453.520961 = -69409.143676 nChanged 16 SP:Iteration 21Q (50.193979 sec): 3 clusters Score: Raw -69869.090023 + Penalty 450.988760 = -69418.101263 nChanged 15 SP:Iteration 22Q (50.197115 sec): 3 clusters Score: Raw -69875.327091 + Penalty 451.202122 = -69424.124968 nChanged 11 SP:Iteration 23Q (50.200233 sec): 3 clusters Score: Raw -69877.643111 + Penalty 451.658340 = -69425.984771 nChanged 6 SP:Iteration 24Q (50.203403 sec): 3 clusters Score: Raw -69878.394291 + Penalty 452.157144 = -69426.237147 nChanged 9 SP:Iteration 25Q (50.206497 sec): 3 clusters Score: Raw -69879.649866 + Penalty 451.100351 = -69428.549514 nChanged 8 SP:Iteration 26Q (50.209641 sec): 3 clusters Score: Raw -69880.811415 + Penalty 451.475744 = -69429.335671 nChanged 5 SP:Iteration 27Q (50.212728 sec): 3 clusters Score: Raw -69881.390408 + Penalty 452.243616 = -69429.146792 nChanged 3 SP:Iteration 28F (50.216128 sec): 3 clusters Score: Raw -69881.984315 + Penalty 452.002568 = -69429.981747 nChanged 2 SP:Iteration 29Q (50.219174 sec): 3 clusters Score: Raw -69882.512321 + Penalty 451.905726 = -69430.606595 nChanged 2 SP:Iteration 30F (50.222559 sec): 3 clusters Score: Raw -69882.659591 + Penalty 451.722455 = -69430.937136 nChanged 3 SP:Iteration 31Q (50.225596 sec): 3 clusters Score: Raw -69882.803768 + Penalty 452.457439 = -69430.346329 nChanged 4 SP:Iteration 32F (50.228971 sec): 3 clusters Score: Raw -69883.269171 + Penalty 452.384526 = -69430.884645 nChanged 3 SP:Iteration 33Q (50.232091 sec): 3 clusters Score: Raw -69883.494589 + Penalty 452.555765 = -69430.938824 nChanged 3 SP:Iteration 34Q (50.235583 sec): 3 clusters Score: Raw -69883.836341 + Penalty 452.514130 = -69431.322211 nChanged 2 SP:Iteration 35Q (50.238705 sec): 3 clusters Score: Raw -69884.386386 + Penalty 451.871610 = -69432.514776 nChanged 4 SP:Iteration 36Q (50.241779 sec): 3 clusters Score: Raw -69885.445129 + Penalty 451.938739 = -69433.506390 nChanged 5 SP:Iteration 37Q (50.244946 sec): 3 clusters Score: Raw -69886.294566 + Penalty 452.307936 = -69433.986631 nChanged 5 SP:Iteration 38Q (50.248069 sec): 3 clusters Score: Raw -69887.016339 + Penalty 452.964089 = -69434.052250 nChanged 6 SP:Iteration 39Q (50.251233 sec): 3 clusters Score: Raw -69888.036113 + Penalty 452.593250 = -69435.442863 nChanged 5 SP:Iteration 40F (50.254709 sec): 3 clusters Score: Raw -69888.956278 + Penalty 451.454709 = -69437.501568 nChanged 6 SP:Iteration 41Q (50.257794 sec): 3 clusters Score: Raw -69891.690908 + Penalty 450.529388 = -69441.161520 nChanged 9 SP:Iteration 42Q (50.260825 sec): 3 clusters Score: Raw -69894.586643 + Penalty 450.757965 = -69443.828677 nChanged 5 SP:Iteration 43Q (50.263840 sec): 3 clusters Score: Raw -69896.349579 + Penalty 451.829928 = -69444.519651 nChanged 4 SP:Iteration 44Q (50.266854 sec): 3 clusters Score: Raw -69897.167974 + Penalty 450.975084 = -69446.192890 nChanged 4 SP:Iteration 45Q (50.269855 sec): 3 clusters Score: Raw -69897.862587 + Penalty 449.439367 = -69448.423220 nChanged 1 SP:Iteration 46Q (50.272875 sec): 3 clusters Score: Raw -69899.064690 + Penalty 446.463002 = -69452.601688 nChanged 2 SP:Iteration 47Q (50.275899 sec): 3 clusters Score: Raw -69899.581024 + Penalty 446.463002 = -69453.118022 nChanged 0 SP:Iteration 48F (50.279356 sec): 3 clusters Score: Raw -69899.581024 + Penalty 446.463002 = -69453.118022 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 8 (1077 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.284919 sec): 2 clusters Score: Raw -42216.184499 + Penalty 325.622360 = -41890.562139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.287001 sec): 3 clusters Score: Raw -41621.806716 + Penalty 632.284093 = -40989.522623 nChanged 431 SP:Iteration 1F (50.289021 sec): 3 clusters Score: Raw -41928.176052 + Penalty 639.922113 = -41288.253939 nChanged 131 SP:Iteration 2F (50.291039 sec): 3 clusters Score: Raw -42045.170863 + Penalty 678.717618 = -41366.453245 nChanged 82 SP:Iteration 3F (50.293055 sec): 3 clusters Score: Raw -42131.719361 + Penalty 749.376855 = -41382.342507 nChanged 46 SP:Iteration 4Q (50.295119 sec): 3 clusters Score: Raw -42178.896549 + Penalty 788.181644 = -41390.714905 nChanged 20 SP:Iteration 5Q (50.297194 sec): 3 clusters Score: Raw -42202.867709 + Penalty 858.881480 = -41343.986228 nChanged 14 SP:Iteration 6F (50.299248 sec): 3 clusters Score: Raw -42227.076908 + Penalty 899.766507 = -41327.310401 nChanged 6 SP:Iteration 7F (50.301263 sec): 3 clusters Score: Raw -42241.668334 + Penalty 911.107593 = -41330.560741 nChanged 2 SP:Iteration 8Q (50.303092 sec): 3 clusters Score: Raw -42246.541763 + Penalty 911.107593 = -41335.434170 nChanged 0 SP:Iteration 9F (50.305296 sec): 3 clusters Score: Raw -42246.541763 + Penalty 911.107593 = -41335.434170 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 10 (928 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.308388 sec): 2 clusters Score: Raw -39502.268367 + Penalty 550.810992 = -38951.457374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.310258 sec): 3 clusters Score: Raw -39015.758784 + Penalty 1101.069607 = -37914.689176 nChanged 327 SP:Iteration 1F (50.312236 sec): 3 clusters Score: Raw -39187.096861 + Penalty 1101.144361 = -38085.952499 nChanged 85 SP:Iteration 2F (50.314168 sec): 3 clusters Score: Raw -39238.402633 + Penalty 1101.831419 = -38136.571213 nChanged 46 SP:Iteration 3Q (50.315972 sec): 3 clusters Score: Raw -39257.425123 + Penalty 1103.500567 = -38153.924556 nChanged 32 SP:Iteration 4Q (50.317743 sec): 3 clusters Score: Raw -39276.258889 + Penalty 1105.678414 = -38170.580475 nChanged 36 SP:Iteration 5Q (50.319548 sec): 3 clusters Score: Raw -39299.020513 + Penalty 1108.043322 = -38190.977192 nChanged 35 SP:Iteration 6Q (50.321307 sec): 3 clusters Score: Raw -39316.232861 + Penalty 1110.101501 = -38206.131360 nChanged 28 SP:Iteration 7Q (50.323072 sec): 3 clusters Score: Raw -39329.268517 + Penalty 1112.189629 = -38217.078889 nChanged 22 SP:Iteration 8Q (50.324892 sec): 3 clusters Score: Raw -39342.667506 + Penalty 1116.926075 = -38225.741430 nChanged 30 SP:Iteration 9Q (50.326694 sec): 3 clusters Score: Raw -39368.310521 + Penalty 1125.071053 = -38243.239469 nChanged 32 SP:Iteration 10F (50.328452 sec): 3 clusters Score: Raw -39395.056495 + Penalty 1128.748137 = -38266.308357 nChanged 24 SP:Iteration 11Q (50.330224 sec): 3 clusters Score: Raw -39411.331185 + Penalty 1135.137528 = -38276.193657 nChanged 22 SP:Iteration 12Q (50.331971 sec): 3 clusters Score: Raw -39423.699344 + Penalty 1139.993259 = -38283.706084 nChanged 18 SP:Iteration 13Q (50.333734 sec): 3 clusters Score: Raw -39433.331946 + Penalty 1144.299719 = -38289.032227 nChanged 15 SP:Iteration 14Q (50.335464 sec): 3 clusters Score: Raw -39439.769898 + Penalty 1145.567912 = -38294.201987 nChanged 6 SP:Iteration 15Q (50.337230 sec): 3 clusters Score: Raw -39443.943135 + Penalty 1147.277974 = -38296.665160 nChanged 8 SP:Iteration 16Q (50.338993 sec): 3 clusters Score: Raw -39448.594646 + Penalty 1149.567179 = -38299.027468 nChanged 9 SP:Iteration 17Q (50.340743 sec): 3 clusters Score: Raw -39454.863320 + Penalty 1152.109976 = -38302.753344 nChanged 10 SP:Iteration 18Q (50.342486 sec): 3 clusters Score: Raw -39463.035464 + Penalty 1157.620043 = -38305.415421 nChanged 9 SP:Iteration 19Q (50.344220 sec): 3 clusters Score: Raw -39468.076487 + Penalty 1160.153812 = -38307.922675 nChanged 7 SP:Iteration 20F (50.345985 sec): 3 clusters Score: Raw -39471.616558 + Penalty 1162.734984 = -38308.881574 nChanged 9 SP:Iteration 21Q (50.350417 sec): 3 clusters Score: Raw -39475.835524 + Penalty 1166.550968 = -38309.284556 nChanged 8 SP:Iteration 22Q (50.353850 sec): 3 clusters Score: Raw -39479.557336 + Penalty 1169.674939 = -38309.882397 nChanged 10 SP:Iteration 23Q (50.356756 sec): 3 clusters Score: Raw -39484.747671 + Penalty 1170.940780 = -38313.806891 nChanged 7 SP:Iteration 24Q (50.359288 sec): 3 clusters Score: Raw -39491.519206 + Penalty 1170.435950 = -38321.083257 nChanged 5 SP:Iteration 25Q (50.361034 sec): 3 clusters Score: Raw -39496.255653 + Penalty 1170.350239 = -38325.905414 nChanged 2 SP:Iteration 26Q (50.362783 sec): 3 clusters Score: Raw -39498.936506 + Penalty 1169.538953 = -38329.397553 nChanged 5 SP:Iteration 27Q (50.364511 sec): 3 clusters Score: Raw -39502.602567 + Penalty 1168.691576 = -38333.910990 nChanged 3 SP:Iteration 28Q (50.366235 sec): 3 clusters Score: Raw -39505.361432 + Penalty 1168.397857 = -38336.963575 nChanged 1 SP:Iteration 29Q (50.367955 sec): 3 clusters Score: Raw -39505.793667 + Penalty 1170.715736 = -38335.077931 nChanged 2 SP:Iteration 30F (50.369797 sec): 3 clusters Score: Raw -39507.646271 + Penalty 1170.492745 = -38337.153526 nChanged 2 SP:Iteration 31Q (50.371489 sec): 3 clusters Score: Raw -39509.554701 + Penalty 1170.240751 = -38339.313949 nChanged 1 SP:Iteration 32Q (50.373161 sec): 3 clusters Score: Raw -39509.734060 + Penalty 1170.240751 = -38339.493309 nChanged 0 SP:Iteration 33F (50.375005 sec): 3 clusters Score: Raw -39509.734060 + Penalty 1170.240751 = -38339.493309 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 12 (623 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.378562 sec): 2 clusters Score: Raw -26144.329894 + Penalty 630.402272 = -25513.927621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.379876 sec): 3 clusters Score: Raw -25876.814318 + Penalty 1260.097875 = -24616.716443 nChanged 182 SP:Iteration 1F (50.381178 sec): 3 clusters Score: Raw -26022.258451 + Penalty 1259.473903 = -24762.784548 nChanged 41 SP:Iteration 2F (50.382458 sec): 3 clusters Score: Raw -26058.818283 + Penalty 1259.549654 = -24799.268628 nChanged 32 SP:Iteration 3F (50.383863 sec): 3 clusters Score: Raw -26088.323922 + Penalty 1258.806900 = -24829.517022 nChanged 24 SP:Iteration 4Q (50.385183 sec): 3 clusters Score: Raw -26105.281999 + Penalty 1260.681348 = -24844.600651 nChanged 16 SP:Iteration 5Q (50.387018 sec): 3 clusters Score: Raw -26117.025389 + Penalty 1261.721526 = -24855.303863 nChanged 10 SP:Iteration 6Q (50.389564 sec): 3 clusters Score: Raw -26123.279390 + Penalty 1262.907097 = -24860.372293 nChanged 10 SP:Iteration 7Q (50.391435 sec): 3 clusters Score: Raw -26128.852439 + Penalty 1262.716238 = -24866.136201 nChanged 9 SP:Iteration 8Q (50.393633 sec): 3 clusters Score: Raw -26138.510628 + Penalty 1263.365240 = -24875.145388 nChanged 10 SP:Iteration 9Q (50.395604 sec): 3 clusters Score: Raw -26148.254511 + Penalty 1265.918560 = -24882.335951 nChanged 12 SP:Iteration 10F (50.397166 sec): 3 clusters Score: Raw -26156.276567 + Penalty 1266.706924 = -24889.569643 nChanged 8 SP:Iteration 11Q (50.398416 sec): 3 clusters Score: Raw -26163.831277 + Penalty 1267.042299 = -24896.788977 nChanged 3 SP:Iteration 12Q (50.399656 sec): 3 clusters Score: Raw -26165.570011 + Penalty 1267.789926 = -24897.780085 nChanged 4 SP:Iteration 13Q (50.400894 sec): 3 clusters Score: Raw -26168.062987 + Penalty 1268.043412 = -24900.019576 nChanged 1 SP:Iteration 14Q (50.402165 sec): 3 clusters Score: Raw -26169.005132 + Penalty 1268.043412 = -24900.961720 nChanged 0 SP:Iteration 15F (50.403454 sec): 3 clusters Score: Raw -26169.005132 + Penalty 1268.043412 = -24900.961720 nChanged 0 Memory request: 0.02 GB would take us to total of 0.23 GB. Trying to split cluster 16 (3341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.420112 sec): 2 clusters Score: Raw -142718.441390 + Penalty 380.617553 = -142337.823838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.426369 sec): 3 clusters Score: Raw -140610.046101 + Penalty 787.483814 = -139822.562288 nChanged 1496 SP:Iteration 1F (50.432391 sec): 3 clusters Score: Raw -141759.661430 + Penalty 813.828937 = -140945.832494 nChanged 410 SP:Iteration 2F (50.438408 sec): 3 clusters Score: Raw -142076.085639 + Penalty 843.322087 = -141232.763552 nChanged 244 SP:Iteration 3F (50.444467 sec): 3 clusters Score: Raw -142319.354507 + Penalty 866.258657 = -141453.095851 nChanged 184 SP:Iteration 4F (50.455482 sec): 3 clusters Score: Raw -142500.210478 + Penalty 878.423925 = -141621.786553 nChanged 117 SP:Iteration 5Q (50.462964 sec): 3 clusters Score: Raw -142580.127015 + Penalty 879.660065 = -141700.466950 nChanged 54 SP:Iteration 6Q (50.468914 sec): 3 clusters Score: Raw -142607.885943 + Penalty 883.686192 = -141724.199751 nChanged 40 SP:Iteration 7Q (50.474803 sec): 3 clusters Score: Raw -142626.919213 + Penalty 887.556495 = -141739.362718 nChanged 26 SP:Iteration 8Q (50.480689 sec): 3 clusters Score: Raw -142638.483267 + Penalty 889.841297 = -141748.641970 nChanged 21 SP:Iteration 9Q (50.486642 sec): 3 clusters Score: Raw -142646.266416 + Penalty 889.180442 = -141757.085974 nChanged 22 SP:Iteration 10F (50.493313 sec): 3 clusters Score: Raw -142656.804953 + Penalty 889.230026 = -141767.574927 nChanged 24 SP:Iteration 11Q (50.499150 sec): 3 clusters Score: Raw -142663.466932 + Penalty 888.432767 = -141775.034165 nChanged 14 SP:Iteration 12Q (50.505043 sec): 3 clusters Score: Raw -142668.828548 + Penalty 887.608470 = -141781.220078 nChanged 13 SP:Iteration 13Q (50.510945 sec): 3 clusters Score: Raw -142674.459474 + Penalty 886.754103 = -141787.705372 nChanged 16 SP:Iteration 14Q (50.516865 sec): 3 clusters Score: Raw -142682.951041 + Penalty 882.367558 = -141800.583483 nChanged 20 SP:Iteration 15Q (50.522711 sec): 3 clusters Score: Raw -142692.807273 + Penalty 879.461495 = -141813.345778 nChanged 17 SP:Iteration 16Q (50.528471 sec): 3 clusters Score: Raw -142698.405230 + Penalty 877.972928 = -141820.432302 nChanged 10 SP:Iteration 17Q (50.534576 sec): 3 clusters Score: Raw -142702.263842 + Penalty 875.653014 = -141826.610828 nChanged 15 SP:Iteration 18Q (50.540894 sec): 3 clusters Score: Raw -142707.513278 + Penalty 875.546744 = -141831.966534 nChanged 15 SP:Iteration 19Q (50.552515 sec): 3 clusters Score: Raw -142713.487203 + Penalty 874.662125 = -141838.825078 nChanged 12 SP:Iteration 20F (50.559770 sec): 3 clusters Score: Raw -142717.155767 + Penalty 874.370382 = -141842.785385 nChanged 10 SP:Iteration 21Q (50.567000 sec): 3 clusters Score: Raw -142719.631723 + Penalty 874.441969 = -141845.189754 nChanged 8 SP:Iteration 22Q (50.574212 sec): 3 clusters Score: Raw -142720.508837 + Penalty 875.502170 = -141845.006667 nChanged 4 SP:Iteration 23F (50.581441 sec): 3 clusters Score: Raw -142721.009628 + Penalty 875.539866 = -141845.469762 nChanged 4 SP:Iteration 24Q (50.587576 sec): 3 clusters Score: Raw -142722.618091 + Penalty 875.163231 = -141847.454860 nChanged 5 SP:Iteration 25Q (50.593657 sec): 3 clusters Score: Raw -142723.213200 + Penalty 873.907592 = -141849.305608 nChanged 6 SP:Iteration 26Q (50.599959 sec): 3 clusters Score: Raw -142724.683181 + Penalty 873.189223 = -141851.493958 nChanged 10 SP:Iteration 27Q (50.606361 sec): 3 clusters Score: Raw -142726.900022 + Penalty 873.522973 = -141853.377049 nChanged 9 SP:Iteration 28Q (50.612664 sec): 3 clusters Score: Raw -142729.317020 + Penalty 875.173741 = -141854.143278 nChanged 9 SP:Iteration 29Q (50.618946 sec): 3 clusters Score: Raw -142731.784343 + Penalty 874.712231 = -141857.072112 nChanged 6 SP:Iteration 30F (50.626058 sec): 3 clusters Score: Raw -142735.061334 + Penalty 872.483926 = -141862.577408 nChanged 9 SP:Iteration 31Q (50.632187 sec): 3 clusters Score: Raw -142737.858982 + Penalty 872.501612 = -141865.357369 nChanged 7 SP:Iteration 32Q (50.638310 sec): 3 clusters Score: Raw -142739.186807 + Penalty 871.895754 = -141867.291053 nChanged 5 SP:Iteration 33Q (50.644500 sec): 3 clusters Score: Raw -142739.826777 + Penalty 871.319008 = -141868.507769 nChanged 2 SP:Iteration 34Q (50.650607 sec): 3 clusters Score: Raw -142740.156525 + Penalty 871.478025 = -141868.678500 nChanged 2 SP:Iteration 35Q (50.656729 sec): 3 clusters Score: Raw -142740.359706 + Penalty 872.097070 = -141868.262636 nChanged 4 SP:Iteration 36F (50.663831 sec): 3 clusters Score: Raw -142741.587415 + Penalty 872.361851 = -141869.225564 nChanged 6 SP:Iteration 37Q (50.670093 sec): 3 clusters Score: Raw -142743.482426 + Penalty 873.048621 = -141870.433806 nChanged 4 SP:Iteration 38Q (50.676427 sec): 3 clusters Score: Raw -142744.008299 + Penalty 872.731827 = -141871.276472 nChanged 4 SP:Iteration 39Q (50.682562 sec): 3 clusters Score: Raw -142744.859962 + Penalty 873.926991 = -141870.932971 nChanged 4 SP:Iteration 40F (50.689804 sec): 3 clusters Score: Raw -142745.724214 + Penalty 874.112887 = -141871.611327 nChanged 3 SP:Iteration 41Q (50.695882 sec): 3 clusters Score: Raw -142746.573339 + Penalty 874.797572 = -141871.775767 nChanged 2 SP:Iteration 42Q (50.702117 sec): 3 clusters Score: Raw -142747.221272 + Penalty 876.167484 = -141871.053788 nChanged 2 SP:Iteration 43F (50.709362 sec): 3 clusters Score: Raw -142748.063525 + Penalty 876.443284 = -141871.620241 nChanged 3 SP:Iteration 44Q (50.715576 sec): 3 clusters Score: Raw -142749.251639 + Penalty 876.385599 = -141872.866040 nChanged 5 SP:Iteration 45Q (50.721914 sec): 3 clusters Score: Raw -142750.855524 + Penalty 875.606792 = -141875.248732 nChanged 3 SP:Iteration 46Q (50.728120 sec): 3 clusters Score: Raw -142751.692264 + Penalty 875.654416 = -141876.037848 nChanged 3 SP:Iteration 47Q (50.734486 sec): 3 clusters Score: Raw -142752.445807 + Penalty 875.250650 = -141877.195158 nChanged 4 SP:Iteration 48Q (50.740732 sec): 3 clusters Score: Raw -142754.810258 + Penalty 873.880274 = -141880.929984 nChanged 7 SP:Iteration 49Q (50.746904 sec): 3 clusters Score: Raw -142756.585180 + Penalty 873.329946 = -141883.255234 nChanged 1 SP:Iteration 50F (50.754138 sec): 3 clusters Score: Raw -142756.738366 + Penalty 872.674281 = -141884.064086 nChanged 2 SP:Iteration 51Q (50.760278 sec): 3 clusters Score: Raw -142757.189481 + Penalty 873.671677 = -141883.517804 nChanged 3 SP:Iteration 52F (50.767430 sec): 3 clusters Score: Raw -142757.332955 + Penalty 873.110900 = -141884.222055 nChanged 1 SP:Iteration 53Q (50.773629 sec): 3 clusters Score: Raw -142757.680361 + Penalty 872.955039 = -141884.725322 nChanged 2 SP:Iteration 54Q (50.779718 sec): 3 clusters Score: Raw -142757.992406 + Penalty 872.955039 = -141885.037367 nChanged 0 SP:Iteration 55F (50.787119 sec): 3 clusters Score: Raw -142757.992406 + Penalty 872.955039 = -141885.037367 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 20 (238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.791137 sec): 2 clusters Score: Raw -7764.440397 + Penalty 419.299444 = -7345.140953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.791793 sec): 3 clusters Score: Raw -7709.996116 + Penalty 840.343610 = -6869.652506 nChanged 58 SP:Iteration 1F (50.792434 sec): 3 clusters Score: Raw -7761.081263 + Penalty 838.814681 = -6922.266582 nChanged 14 SP:Iteration 2F (50.793071 sec): 3 clusters Score: Raw -7779.716119 + Penalty 838.195212 = -6941.520907 nChanged 9 SP:Iteration 3Q (50.793698 sec): 3 clusters Score: Raw -7797.348225 + Penalty 838.276894 = -6959.071331 nChanged 6 SP:Iteration 4Q (50.794319 sec): 3 clusters Score: Raw -7803.496834 + Penalty 838.452715 = -6965.044120 nChanged 1 SP:Iteration 5Q (50.794946 sec): 3 clusters Score: Raw -7804.172015 + Penalty 838.598888 = -6965.573127 nChanged 1 SP:Iteration 6Q (50.795573 sec): 3 clusters Score: Raw -7804.291200 + Penalty 838.598888 = -6965.692312 nChanged 0 SP:Iteration 7F (50.796207 sec): 3 clusters Score: Raw -7804.291200 + Penalty 838.598888 = -6965.692312 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 21 (287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.798429 sec): 2 clusters Score: Raw -9713.567594 + Penalty 838.830801 = -8874.736794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.799168 sec): 3 clusters Score: Raw -9765.170587 + Penalty 1675.070301 = -8090.100287 nChanged 60 SP:Iteration 1F (50.799902 sec): 3 clusters Score: Raw -9878.027722 + Penalty 1673.489097 = -8204.538625 nChanged 16 SP:Iteration 2F (50.800631 sec): 3 clusters Score: Raw -9919.959390 + Penalty 1672.821782 = -8247.137608 nChanged 5 SP:Iteration 3Q (50.801320 sec): 3 clusters Score: Raw -9930.532586 + Penalty 1673.040367 = -8257.492219 nChanged 3 SP:Iteration 4Q (50.802003 sec): 3 clusters Score: Raw -9941.420512 + Penalty 1672.808936 = -8268.611577 nChanged 4 SP:Iteration 5Q (50.802683 sec): 3 clusters Score: Raw -9952.967612 + Penalty 1672.808936 = -8280.158676 nChanged 0 SP:Iteration 6F (50.803414 sec): 3 clusters Score: Raw -9952.967612 + Penalty 1672.808936 = -8280.158676 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 27 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.804825 sec): 2 clusters Score: Raw -6262.377000 + Penalty 84.052026 = -6178.324975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.805367 sec): 3 clusters Score: Raw -6187.170645 + Penalty 179.561761 = -6007.608884 nChanged 62 SP:Iteration 1F (50.805900 sec): 3 clusters Score: Raw -6276.271617 + Penalty 182.908288 = -6093.363329 nChanged 18 SP:Iteration 2F (50.806431 sec): 3 clusters Score: Raw -6304.211761 + Penalty 184.000554 = -6120.211208 nChanged 6 SP:Iteration 3Q (50.806948 sec): 3 clusters Score: Raw -6316.130329 + Penalty 181.700866 = -6134.429464 nChanged 4 SP:Iteration 4Q (50.807427 sec): 3 clusters Score: Raw -6320.319283 + Penalty 181.700866 = -6138.618417 nChanged 2 SP:Iteration 5Q (50.807901 sec): 3 clusters Score: Raw -6321.460670 + Penalty 180.086180 = -6141.374490 nChanged 1 SP:Iteration 6Q (50.808371 sec): 3 clusters Score: Raw -6327.098250 + Penalty 180.464854 = -6146.633397 nChanged 1 SP:Iteration 7Q (50.808872 sec): 3 clusters Score: Raw -6327.629822 + Penalty 180.464854 = -6147.164968 nChanged 0 SP:Iteration 8F (50.809405 sec): 3 clusters Score: Raw -6327.629822 + Penalty 180.464854 = -6147.164968 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 31 (723 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.813865 sec): 2 clusters Score: Raw -29838.091998 + Penalty 773.450523 = -29064.641475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.815449 sec): 3 clusters Score: Raw -29548.566856 + Penalty 1545.206654 = -28003.360202 nChanged 207 SP:Iteration 1F (50.816988 sec): 3 clusters Score: Raw -29717.074052 + Penalty 1540.389701 = -28176.684351 nChanged 74 SP:Iteration 2F (50.818556 sec): 3 clusters Score: Raw -29831.048385 + Penalty 1537.739697 = -28293.308688 nChanged 59 SP:Iteration 3F (50.820136 sec): 3 clusters Score: Raw -29924.596063 + Penalty 1537.475918 = -28387.120146 nChanged 46 SP:Iteration 4F (50.821699 sec): 3 clusters Score: Raw -29998.459312 + Penalty 1537.711783 = -28460.747529 nChanged 40 SP:Iteration 5F (50.823248 sec): 3 clusters Score: Raw -30050.651133 + Penalty 1537.734740 = -28512.916393 nChanged 25 SP:Iteration 6Q (50.824733 sec): 3 clusters Score: Raw -30082.216313 + Penalty 1538.076189 = -28544.140124 nChanged 16 SP:Iteration 7Q (50.826218 sec): 3 clusters Score: Raw -30103.476145 + Penalty 1539.140837 = -28564.335308 nChanged 11 SP:Iteration 8Q (50.827687 sec): 3 clusters Score: Raw -30118.189449 + Penalty 1540.150036 = -28578.039414 nChanged 13 SP:Iteration 9Q (50.829126 sec): 3 clusters Score: Raw -30132.648209 + Penalty 1542.235753 = -28590.412456 nChanged 10 SP:Iteration 10F (50.830687 sec): 3 clusters Score: Raw -30143.448692 + Penalty 1543.043913 = -28600.404779 nChanged 5 SP:Iteration 11Q (50.832142 sec): 3 clusters Score: Raw -30149.403486 + Penalty 1544.070251 = -28605.333235 nChanged 6 SP:Iteration 12Q (50.833587 sec): 3 clusters Score: Raw -30155.747388 + Penalty 1545.112781 = -28610.634607 nChanged 4 SP:Iteration 13Q (50.835022 sec): 3 clusters Score: Raw -30162.755467 + Penalty 1546.085150 = -28616.670317 nChanged 4 SP:Iteration 14Q (50.836470 sec): 3 clusters Score: Raw -30166.934481 + Penalty 1547.461056 = -28619.473425 nChanged 6 SP:Iteration 15Q (50.837930 sec): 3 clusters Score: Raw -30173.661120 + Penalty 1547.931844 = -28625.729276 nChanged 2 SP:Iteration 16Q (50.839420 sec): 3 clusters Score: Raw -30174.959641 + Penalty 1548.161870 = -28626.797771 nChanged 1 SP:Iteration 17Q (50.840850 sec): 3 clusters Score: Raw -30175.447111 + Penalty 1548.386282 = -28627.060829 nChanged 1 SP:Iteration 18Q (50.842298 sec): 3 clusters Score: Raw -30176.046888 + Penalty 1548.822578 = -28627.224310 nChanged 2 SP:Iteration 19Q (50.843748 sec): 3 clusters Score: Raw -30180.740994 + Penalty 1549.271137 = -28631.469856 nChanged 2 SP:Iteration 20F (50.845233 sec): 3 clusters Score: Raw -30182.353496 + Penalty 1549.753317 = -28632.600179 nChanged 4 SP:Iteration 21Q (50.846587 sec): 3 clusters Score: Raw -30187.640723 + Penalty 1550.516796 = -28637.123926 nChanged 5 SP:Iteration 22Q (50.847946 sec): 3 clusters Score: Raw -30192.204770 + Penalty 1550.445426 = -28641.759344 nChanged 4 SP:Iteration 23Q (50.849310 sec): 3 clusters Score: Raw -30197.250787 + Penalty 1551.114663 = -28646.136125 nChanged 3 SP:Iteration 24Q (50.850748 sec): 3 clusters Score: Raw -30199.551041 + Penalty 1551.578728 = -28647.972313 nChanged 4 SP:Iteration 25Q (50.852216 sec): 3 clusters Score: Raw -30201.759282 + Penalty 1551.578728 = -28650.180553 nChanged 0 SP:Iteration 26F (50.853846 sec): 3 clusters Score: Raw -30201.759282 + Penalty 1551.578728 = -28650.180553 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 32 (332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.857486 sec): 2 clusters Score: Raw -14248.844625 + Penalty 518.051737 = -13730.792888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.858348 sec): 3 clusters Score: Raw -14170.921048 + Penalty 1036.759739 = -13134.161310 nChanged 83 SP:Iteration 1F (50.859192 sec): 3 clusters Score: Raw -14258.914835 + Penalty 1036.898883 = -13222.015952 nChanged 27 SP:Iteration 2F (50.860031 sec): 3 clusters Score: Raw -14293.281969 + Penalty 1036.807357 = -13256.474613 nChanged 13 SP:Iteration 3Q (50.860827 sec): 3 clusters Score: Raw -14307.863430 + Penalty 1036.479031 = -13271.384399 nChanged 6 SP:Iteration 4Q (50.861620 sec): 3 clusters Score: Raw -14312.892907 + Penalty 1035.994461 = -13276.898446 nChanged 5 SP:Iteration 5Q (50.862410 sec): 3 clusters Score: Raw -14321.928207 + Penalty 1035.352484 = -13286.575723 nChanged 4 SP:Iteration 6Q (50.863200 sec): 3 clusters Score: Raw -14325.395196 + Penalty 1035.452612 = -13289.942583 nChanged 4 SP:Iteration 7Q (50.864020 sec): 3 clusters Score: Raw -14328.937977 + Penalty 1035.200359 = -13293.737618 nChanged 3 SP:Iteration 8Q (50.864843 sec): 3 clusters Score: Raw -14332.369224 + Penalty 1036.873142 = -13295.496082 nChanged 7 SP:Iteration 9Q (50.865663 sec): 3 clusters Score: Raw -14339.088119 + Penalty 1036.757865 = -13302.330255 nChanged 5 SP:Iteration 10F (50.866492 sec): 3 clusters Score: Raw -14344.632504 + Penalty 1036.708796 = -13307.923709 nChanged 1 SP:Iteration 11Q (50.867290 sec): 3 clusters Score: Raw -14344.946408 + Penalty 1036.708796 = -13308.237613 nChanged 0 SP:Iteration 12F (50.868081 sec): 3 clusters Score: Raw -14344.946408 + Penalty 1036.708796 = -13308.237613 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 36 (753 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.872304 sec): 2 clusters Score: Raw -34678.135550 + Penalty 766.139535 = -33911.996015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.873927 sec): 3 clusters Score: Raw -34346.609969 + Penalty 1533.197932 = -32813.412037 nChanged 224 SP:Iteration 1F (50.875543 sec): 3 clusters Score: Raw -34502.540704 + Penalty 1535.417502 = -32967.123202 nChanged 71 SP:Iteration 2F (50.877120 sec): 3 clusters Score: Raw -34568.284675 + Penalty 1538.806665 = -33029.478009 nChanged 43 SP:Iteration 3F (50.878748 sec): 3 clusters Score: Raw -34608.262771 + Penalty 1541.699587 = -33066.563183 nChanged 34 SP:Iteration 4Q (50.880378 sec): 3 clusters Score: Raw -34639.972032 + Penalty 1545.447619 = -33094.524414 nChanged 27 SP:Iteration 5Q (50.881981 sec): 3 clusters Score: Raw -34675.506400 + Penalty 1547.894595 = -33127.611805 nChanged 26 SP:Iteration 6Q (50.883580 sec): 3 clusters Score: Raw -34701.801491 + Penalty 1550.608281 = -33151.193210 nChanged 19 SP:Iteration 7Q (50.886797 sec): 3 clusters Score: Raw -34722.063097 + Penalty 1553.219375 = -33168.843721 nChanged 15 SP:Iteration 8Q (50.889518 sec): 3 clusters Score: Raw -34735.597591 + Penalty 1556.156512 = -33179.441079 nChanged 10 SP:Iteration 9Q (50.892231 sec): 3 clusters Score: Raw -34747.015992 + Penalty 1555.787845 = -33191.228147 nChanged 7 SP:Iteration 10F (50.894788 sec): 3 clusters Score: Raw -34752.451408 + Penalty 1556.511230 = -33195.940179 nChanged 5 SP:Iteration 11Q (50.896944 sec): 3 clusters Score: Raw -34757.323226 + Penalty 1556.958124 = -33200.365102 nChanged 7 SP:Iteration 12Q (50.898603 sec): 3 clusters Score: Raw -34764.610538 + Penalty 1556.837681 = -33207.772857 nChanged 9 SP:Iteration 13Q (50.900246 sec): 3 clusters Score: Raw -34772.759054 + Penalty 1556.435222 = -33216.323832 nChanged 7 SP:Iteration 14Q (50.901862 sec): 3 clusters Score: Raw -34778.955463 + Penalty 1556.472428 = -33222.483035 nChanged 2 SP:Iteration 15Q (50.903521 sec): 3 clusters Score: Raw -34782.093311 + Penalty 1556.893370 = -33225.199941 nChanged 1 SP:Iteration 16Q (50.905163 sec): 3 clusters Score: Raw -34783.889318 + Penalty 1557.569842 = -33226.319476 nChanged 2 SP:Iteration 17Q (50.906824 sec): 3 clusters Score: Raw -34784.914621 + Penalty 1557.569842 = -33227.344779 nChanged 0 SP:Iteration 18F (50.908534 sec): 3 clusters Score: Raw -34784.914621 + Penalty 1557.569842 = -33227.344779 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 40 (340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.912102 sec): 2 clusters Score: Raw -13774.696374 + Penalty 551.379194 = -13223.317180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.912948 sec): 3 clusters Score: Raw -13653.717501 + Penalty 1103.811638 = -12549.905863 nChanged 90 SP:Iteration 1F (50.913819 sec): 3 clusters Score: Raw -13724.725475 + Penalty 1104.032522 = -12620.692953 nChanged 17 SP:Iteration 2Q (50.914669 sec): 3 clusters Score: Raw -13738.929541 + Penalty 1103.506250 = -12635.423291 nChanged 12 SP:Iteration 3Q (50.915495 sec): 3 clusters Score: Raw -13759.187923 + Penalty 1102.944034 = -12656.243889 nChanged 11 SP:Iteration 4Q (50.916318 sec): 3 clusters Score: Raw -13773.701934 + Penalty 1102.538252 = -12671.163682 nChanged 7 SP:Iteration 5Q (50.917143 sec): 3 clusters Score: Raw -13779.344901 + Penalty 1102.258146 = -12677.086755 nChanged 2 SP:Iteration 6Q (50.918304 sec): 3 clusters Score: Raw -13779.970631 + Penalty 1102.516139 = -12677.454492 nChanged 1 SP:Iteration 7Q (50.919341 sec): 3 clusters Score: Raw -13781.314430 + Penalty 1102.516139 = -12678.798291 nChanged 0 SP:Iteration 8F (50.920236 sec): 3 clusters Score: Raw -13781.314430 + Penalty 1102.516139 = -12678.798291 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 56 (476 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.922502 sec): 2 clusters Score: Raw -14112.824603 + Penalty 370.035054 = -13742.789549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.923605 sec): 3 clusters Score: Raw -13966.287795 + Penalty 744.031670 = -13222.256125 nChanged 138 SP:Iteration 1F (50.924686 sec): 3 clusters Score: Raw -14117.309611 + Penalty 742.995458 = -13374.314154 nChanged 44 SP:Iteration 2F (50.925777 sec): 3 clusters Score: Raw -14169.944059 + Penalty 743.502320 = -13426.441739 nChanged 24 SP:Iteration 3F (50.926852 sec): 3 clusters Score: Raw -14226.293588 + Penalty 740.787598 = -13485.505990 nChanged 25 SP:Iteration 4F (50.927924 sec): 3 clusters Score: Raw -14256.698615 + Penalty 739.508279 = -13517.190336 nChanged 23 SP:Iteration 5Q (50.928940 sec): 3 clusters Score: Raw -14294.300424 + Penalty 739.251435 = -13555.048988 nChanged 12 SP:Iteration 6Q (50.929945 sec): 3 clusters Score: Raw -14317.375859 + Penalty 739.170184 = -13578.205675 nChanged 9 SP:Iteration 7Q (50.930922 sec): 3 clusters Score: Raw -14324.352679 + Penalty 739.286576 = -13585.066103 nChanged 2 SP:Iteration 8Q (50.931921 sec): 3 clusters Score: Raw -14325.049802 + Penalty 739.446657 = -13585.603145 nChanged 2 SP:Iteration 9Q (50.932910 sec): 3 clusters Score: Raw -14325.920633 + Penalty 739.426869 = -13586.493764 nChanged 1 SP:Iteration 10F (50.933979 sec): 3 clusters Score: Raw -14326.245961 + Penalty 739.426869 = -13586.819092 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 81 (256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.935128 sec): 2 clusters Score: Raw -8779.176505 + Penalty 545.491183 = -8233.685323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.935805 sec): 3 clusters Score: Raw -8711.361297 + Penalty 1105.030273 = -7606.331024 nChanged 51 SP:Iteration 1F (50.936474 sec): 3 clusters Score: Raw -8785.805301 + Penalty 1119.365358 = -7666.439943 nChanged 21 SP:Iteration 2F (50.937140 sec): 3 clusters Score: Raw -8820.184725 + Penalty 1125.711438 = -7694.473286 nChanged 6 SP:Iteration 3Q (50.937788 sec): 3 clusters Score: Raw -8829.309855 + Penalty 1130.797322 = -7698.512532 nChanged 6 SP:Iteration 4Q (50.938434 sec): 3 clusters Score: Raw -8842.851678 + Penalty 1133.716546 = -7709.135131 nChanged 2 SP:Iteration 5Q (50.939070 sec): 3 clusters Score: Raw -8848.079014 + Penalty 1140.054207 = -7708.024807 nChanged 4 SP:Iteration 6F (50.939770 sec): 3 clusters Score: Raw -8855.558645 + Penalty 1141.065754 = -7714.492892 nChanged 1 SP:Iteration 7Q (50.940404 sec): 3 clusters Score: Raw -8856.156407 + Penalty 1141.065754 = -7715.090654 nChanged 0 SP:Iteration 8F (50.941070 sec): 3 clusters Score: Raw -8856.156407 + Penalty 1141.065754 = -7715.090654 nChanged 0 Iteration 219Q (51.035272 sec): 18 clusters Score: Raw -825994.495119 + Penalty 13446.574072 = -812547.921047 nChanged 1 Iteration 220F (51.247973 sec): 18 clusters Score: Raw -825994.640368 + Penalty 13446.942895 = -812547.697472 nChanged 1 Iteration 221F (51.457395 sec): 18 clusters Score: Raw -825994.685327 + Penalty 13446.942895 = -812547.742432 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 -825994.685327 + Penalty 13446.942895 = -812547.742432Memory request: 0.04 GB would take us to total of 0.25 GB. Trying to split cluster 1 (8818 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.542457 sec): 2 clusters Score: Raw -340544.208572 + Penalty 274.448811 = -340269.759762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.560667 sec): 3 clusters Score: Raw -334651.353644 + Penalty 550.422991 = -334100.930653 nChanged 4137 SP:Iteration 1F (51.578473 sec): 3 clusters Score: Raw -336354.815842 + Penalty 549.663036 = -335805.152806 nChanged 1272 SP:Iteration 2F (51.595783 sec): 3 clusters Score: Raw -336813.639198 + Penalty 547.907672 = -336265.731527 nChanged 669 SP:Iteration 3F (51.613441 sec): 3 clusters Score: Raw -337017.250286 + Penalty 546.780427 = -336470.469859 nChanged 328 SP:Iteration 4Q (51.631805 sec): 3 clusters Score: Raw -337075.465574 + Penalty 546.759251 = -336528.706323 nChanged 209 SP:Iteration 5Q (51.649948 sec): 3 clusters Score: Raw -337110.245938 + Penalty 548.121873 = -336562.124065 nChanged 215 SP:Iteration 6Q (51.668486 sec): 3 clusters Score: Raw -337183.073933 + Penalty 552.183128 = -336630.890805 nChanged 352 SP:Iteration 7Q (51.686687 sec): 3 clusters Score: Raw -337395.315970 + Penalty 560.578038 = -336834.737932 nChanged 560 SP:Iteration 8F (51.704247 sec): 3 clusters Score: Raw -337975.663444 + Penalty 571.644736 = -337404.018708 nChanged 666 SP:Iteration 9F (51.721070 sec): 3 clusters Score: Raw -338923.251614 + Penalty 579.499725 = -338343.751889 nChanged 469 SP:Iteration 10F (51.738429 sec): 3 clusters Score: Raw -339668.929491 + Penalty 581.945500 = -339086.983991 nChanged 237 SP:Iteration 11Q (51.755128 sec): 3 clusters Score: Raw -339797.901937 + Penalty 582.943211 = -339214.958726 nChanged 174 SP:Iteration 12Q (51.771108 sec): 3 clusters Score: Raw -339867.577068 + Penalty 584.380445 = -339283.196623 nChanged 135 SP:Iteration 13Q (51.786438 sec): 3 clusters Score: Raw -339907.731466 + Penalty 585.367281 = -339322.364186 nChanged 108 SP:Iteration 14Q (51.801783 sec): 3 clusters Score: Raw -339933.187784 + Penalty 585.749806 = -339347.437979 nChanged 86 SP:Iteration 15Q (51.817034 sec): 3 clusters Score: Raw -339951.223338 + Penalty 587.633088 = -339363.590251 nChanged 81 SP:Iteration 16Q (51.832365 sec): 3 clusters Score: Raw -339967.652550 + Penalty 588.516137 = -339379.136413 nChanged 70 SP:Iteration 17Q (51.847501 sec): 3 clusters Score: Raw -339982.301615 + Penalty 589.182830 = -339393.118785 nChanged 72 SP:Iteration 18Q (51.862617 sec): 3 clusters Score: Raw -339995.858101 + Penalty 588.892356 = -339406.965744 nChanged 60 SP:Iteration 19Q (51.877701 sec): 3 clusters Score: Raw -340007.579104 + Penalty 590.372619 = -339417.206485 nChanged 73 SP:Iteration 20F (51.895240 sec): 3 clusters Score: Raw -340023.614511 + Penalty 592.175074 = -339431.439437 nChanged 78 SP:Iteration 21Q (51.910224 sec): 3 clusters Score: Raw -340042.371973 + Penalty 595.013949 = -339447.358025 nChanged 80 SP:Iteration 22Q (51.925180 sec): 3 clusters Score: Raw -340062.547752 + Penalty 595.542533 = -339467.005219 nChanged 81 SP:Iteration 23Q (51.940102 sec): 3 clusters Score: Raw -340085.960303 + Penalty 598.628045 = -339487.332258 nChanged 84 SP:Iteration 24Q (51.954969 sec): 3 clusters Score: Raw -340111.840017 + Penalty 601.624397 = -339510.215619 nChanged 83 SP:Iteration 25Q (51.969722 sec): 3 clusters Score: Raw -340134.501044 + Penalty 603.254017 = -339531.247027 nChanged 78 SP:Iteration 26Q (51.984674 sec): 3 clusters Score: Raw -340156.869319 + Penalty 603.197506 = -339553.671813 nChanged 84 SP:Iteration 27Q (52.010041 sec): 3 clusters Score: Raw -340182.361332 + Penalty 606.586657 = -339575.774674 nChanged 89 SP:Iteration 28Q (52.027562 sec): 3 clusters Score: Raw -340213.941021 + Penalty 608.280727 = -339605.660294 nChanged 109 SP:Iteration 29Q (52.045008 sec): 3 clusters Score: Raw -340260.059066 + Penalty 609.923239 = -339650.135827 nChanged 97 SP:Iteration 30F (52.062483 sec): 3 clusters Score: Raw -340304.881234 + Penalty 609.646995 = -339695.234240 nChanged 91 SP:Iteration 31Q (52.076765 sec): 3 clusters Score: Raw -340348.881735 + Penalty 613.459019 = -339735.422715 nChanged 90 SP:Iteration 32Q (52.090935 sec): 3 clusters Score: Raw -340396.801736 + Penalty 620.987044 = -339775.814692 nChanged 69 SP:Iteration 33Q (52.105181 sec): 3 clusters Score: Raw -340432.547479 + Penalty 629.368665 = -339803.178815 nChanged 51 SP:Iteration 34Q (52.119505 sec): 3 clusters Score: Raw -340456.762209 + Penalty 629.349437 = -339827.412772 nChanged 43 SP:Iteration 35Q (52.134658 sec): 3 clusters Score: Raw -340482.169290 + Penalty 636.996800 = -339845.172489 nChanged 36 SP:Iteration 36Q (52.148955 sec): 3 clusters Score: Raw -340500.079135 + Penalty 644.744957 = -339855.334178 nChanged 23 SP:Iteration 37Q (52.163303 sec): 3 clusters Score: Raw -340511.688591 + Penalty 653.510365 = -339858.178225 nChanged 19 SP:Iteration 38Q (52.178060 sec): 3 clusters Score: Raw -340521.726983 + Penalty 647.115400 = -339874.611584 nChanged 13 SP:Iteration 39Q (52.191998 sec): 3 clusters Score: Raw -340528.110445 + Penalty 640.295035 = -339887.815410 nChanged 7 SP:Iteration 40F (52.209341 sec): 3 clusters Score: Raw -340530.742122 + Penalty 641.761930 = -339888.980192 nChanged 4 SP:Iteration 41Q (52.222901 sec): 3 clusters Score: Raw -340531.221428 + Penalty 637.770812 = -339893.450616 nChanged 2 SP:Iteration 42Q (52.236626 sec): 3 clusters Score: Raw -340531.424078 + Penalty 640.125712 = -339891.298366 nChanged 2 SP:Iteration 43F (52.253961 sec): 3 clusters Score: Raw -340531.552989 + Penalty 636.082324 = -339895.470665 nChanged 2 SP:Iteration 44Q (52.267586 sec): 3 clusters Score: Raw -340531.890874 + Penalty 637.529410 = -339894.361465 nChanged 1 SP:Iteration 45F (52.284944 sec): 3 clusters Score: Raw -340531.753385 + Penalty 637.934464 = -339893.818921 nChanged 1 SP:Iteration 46F (52.302274 sec): 3 clusters Score: Raw -340531.865788 + Penalty 637.934464 = -339893.931325 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 2 (864 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.311305 sec): 2 clusters Score: Raw -37299.271803 + Penalty 438.277045 = -36860.994758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.313210 sec): 3 clusters Score: Raw -36830.662470 + Penalty 903.966742 = -35926.695728 nChanged 320 SP:Iteration 1F (52.315057 sec): 3 clusters Score: Raw -37121.419992 + Penalty 927.308115 = -36194.111877 nChanged 90 SP:Iteration 2F (52.316901 sec): 3 clusters Score: Raw -37216.608896 + Penalty 947.476778 = -36269.132118 nChanged 57 SP:Iteration 3F (52.318748 sec): 3 clusters Score: Raw -37284.611546 + Penalty 961.978228 = -36322.633318 nChanged 33 SP:Iteration 4Q (52.320524 sec): 3 clusters Score: Raw -37319.629356 + Penalty 975.167840 = -36344.461516 nChanged 19 SP:Iteration 5Q (52.322228 sec): 3 clusters Score: Raw -37344.423909 + Penalty 987.059678 = -36357.364231 nChanged 13 SP:Iteration 6Q (52.323892 sec): 3 clusters Score: Raw -37357.683374 + Penalty 989.937285 = -36367.746089 nChanged 6 SP:Iteration 7Q (52.325529 sec): 3 clusters Score: Raw -37362.652071 + Penalty 992.945282 = -36369.706789 nChanged 2 SP:Iteration 8Q (52.327192 sec): 3 clusters Score: Raw -37363.191025 + Penalty 992.945282 = -36370.245742 nChanged 0 SP:Iteration 9F (52.329015 sec): 3 clusters Score: Raw -37363.191025 + Penalty 992.945282 = -36370.245742 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 3 (1469 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.337236 sec): 2 clusters Score: Raw -57434.782615 + Penalty 944.444964 = -56490.337651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.340327 sec): 3 clusters Score: Raw -56807.310924 + Penalty 1888.892831 = -54918.418093 nChanged 510 SP:Iteration 1F (52.343365 sec): 3 clusters Score: Raw -57127.199546 + Penalty 1888.867092 = -55238.332454 nChanged 114 SP:Iteration 2F (52.346398 sec): 3 clusters Score: Raw -57233.216850 + Penalty 1888.880876 = -55344.335974 nChanged 94 SP:Iteration 3F (52.349425 sec): 3 clusters Score: Raw -57310.205375 + Penalty 1888.915235 = -55421.290140 nChanged 62 SP:Iteration 4Q (52.352442 sec): 3 clusters Score: Raw -57358.665204 + Penalty 1889.103612 = -55469.561592 nChanged 56 SP:Iteration 5Q (52.355526 sec): 3 clusters Score: Raw -57409.550520 + Penalty 1889.288522 = -55520.261998 nChanged 57 SP:Iteration 6Q (52.358590 sec): 3 clusters Score: Raw -57451.205872 + Penalty 1890.172870 = -55561.033002 nChanged 58 SP:Iteration 7Q (52.361644 sec): 3 clusters Score: Raw -57503.224534 + Penalty 1890.685329 = -55612.539205 nChanged 49 SP:Iteration 8Q (52.364703 sec): 3 clusters Score: Raw -57540.392112 + Penalty 1891.856348 = -55648.535764 nChanged 57 SP:Iteration 9Q (52.367763 sec): 3 clusters Score: Raw -57584.509952 + Penalty 1892.888198 = -55691.621754 nChanged 55 SP:Iteration 10F (52.370892 sec): 3 clusters Score: Raw -57628.908495 + Penalty 1894.504444 = -55734.404051 nChanged 48 SP:Iteration 11Q (52.373970 sec): 3 clusters Score: Raw -57662.114735 + Penalty 1895.446347 = -55766.668389 nChanged 35 SP:Iteration 12Q (52.377012 sec): 3 clusters Score: Raw -57684.795559 + Penalty 1896.589293 = -55788.206266 nChanged 21 SP:Iteration 13Q (52.380028 sec): 3 clusters Score: Raw -57696.576950 + Penalty 1898.030487 = -55798.546464 nChanged 18 SP:Iteration 14Q (52.383035 sec): 3 clusters Score: Raw -57707.544724 + Penalty 1898.410154 = -55809.134570 nChanged 17 SP:Iteration 15Q (52.386042 sec): 3 clusters Score: Raw -57717.157819 + Penalty 1898.684461 = -55818.473358 nChanged 16 SP:Iteration 16Q (52.389054 sec): 3 clusters Score: Raw -57724.370376 + Penalty 1899.283160 = -55825.087216 nChanged 13 SP:Iteration 17Q (52.392127 sec): 3 clusters Score: Raw -57730.143944 + Penalty 1898.882446 = -55831.261499 nChanged 7 SP:Iteration 18Q (52.395195 sec): 3 clusters Score: Raw -57733.601596 + Penalty 1898.658974 = -55834.942622 nChanged 10 SP:Iteration 19Q (52.398206 sec): 3 clusters Score: Raw -57740.371879 + Penalty 1898.954022 = -55841.417857 nChanged 11 SP:Iteration 20F (52.401113 sec): 3 clusters Score: Raw -57747.444181 + Penalty 1899.855950 = -55847.588231 nChanged 9 SP:Iteration 21Q (52.404249 sec): 3 clusters Score: Raw -57753.057709 + Penalty 1899.421020 = -55853.636690 nChanged 10 SP:Iteration 22Q (52.407290 sec): 3 clusters Score: Raw -57758.439058 + Penalty 1899.499569 = -55858.939489 nChanged 7 SP:Iteration 23Q (52.410023 sec): 3 clusters Score: Raw -57762.674999 + Penalty 1899.588757 = -55863.086242 nChanged 11 SP:Iteration 24Q (52.412806 sec): 3 clusters Score: Raw -57776.235518 + Penalty 1899.347744 = -55876.887773 nChanged 8 SP:Iteration 25Q (52.415469 sec): 3 clusters Score: Raw -57780.887133 + Penalty 1899.076174 = -55881.810959 nChanged 6 SP:Iteration 26Q (52.418160 sec): 3 clusters Score: Raw -57783.387625 + Penalty 1899.924492 = -55883.463133 nChanged 5 SP:Iteration 27Q (52.420835 sec): 3 clusters Score: Raw -57785.442244 + Penalty 1900.603478 = -55884.838766 nChanged 3 SP:Iteration 28Q (52.423492 sec): 3 clusters Score: Raw -57787.122670 + Penalty 1900.766330 = -55886.356341 nChanged 1 SP:Iteration 29Q (52.426210 sec): 3 clusters Score: Raw -57787.588858 + Penalty 1900.766330 = -55886.822528 nChanged 0 SP:Iteration 30F (52.428927 sec): 3 clusters Score: Raw -57787.588858 + Penalty 1900.766330 = -55886.822528 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 4 (1855 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.442383 sec): 2 clusters Score: Raw -69941.014046 + Penalty 214.163705 = -69726.850341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.445906 sec): 3 clusters Score: Raw -68808.933132 + Penalty 429.730476 = -68379.202656 nChanged 831 SP:Iteration 1F (52.449387 sec): 3 clusters Score: Raw -69329.953532 + Penalty 433.304713 = -68896.648819 nChanged 213 SP:Iteration 2F (52.452856 sec): 3 clusters Score: Raw -69487.707318 + Penalty 437.597756 = -69050.109562 nChanged 165 SP:Iteration 3F (52.456338 sec): 3 clusters Score: Raw -69610.583189 + Penalty 438.782716 = -69171.800472 nChanged 112 SP:Iteration 4F (52.459801 sec): 3 clusters Score: Raw -69679.441580 + Penalty 440.839361 = -69238.602219 nChanged 74 SP:Iteration 5Q (52.463499 sec): 3 clusters Score: Raw -69728.442531 + Penalty 443.183850 = -69285.258680 nChanged 63 SP:Iteration 6Q (52.467060 sec): 3 clusters Score: Raw -69757.543473 + Penalty 443.239981 = -69314.303492 nChanged 42 SP:Iteration 7Q (52.470609 sec): 3 clusters Score: Raw -69775.454753 + Penalty 443.816938 = -69331.637815 nChanged 35 SP:Iteration 8Q (52.474176 sec): 3 clusters Score: Raw -69791.605391 + Penalty 444.826492 = -69346.778899 nChanged 35 SP:Iteration 9Q (52.477864 sec): 3 clusters Score: Raw -69802.288962 + Penalty 446.105233 = -69356.183729 nChanged 25 SP:Iteration 10F (52.481475 sec): 3 clusters Score: Raw -69809.603539 + Penalty 445.714948 = -69363.888591 nChanged 19 SP:Iteration 11Q (52.485055 sec): 3 clusters Score: Raw -69816.763796 + Penalty 447.466858 = -69369.296938 nChanged 18 SP:Iteration 12Q (52.488531 sec): 3 clusters Score: Raw -69821.300344 + Penalty 448.705139 = -69372.595205 nChanged 16 SP:Iteration 13Q (52.492111 sec): 3 clusters Score: Raw -69826.656282 + Penalty 449.664482 = -69376.991800 nChanged 28 SP:Iteration 14Q (52.495418 sec): 3 clusters Score: Raw -69842.659348 + Penalty 449.105324 = -69393.554023 nChanged 34 SP:Iteration 15Q (52.498718 sec): 3 clusters Score: Raw -69866.389498 + Penalty 449.070049 = -69417.319448 nChanged 35 SP:Iteration 16Q (52.502151 sec): 3 clusters Score: Raw -69890.017897 + Penalty 448.589843 = -69441.428054 nChanged 27 SP:Iteration 17Q (52.505930 sec): 3 clusters Score: Raw -69904.034293 + Penalty 446.677854 = -69457.356439 nChanged 15 SP:Iteration 18Q (52.509932 sec): 3 clusters Score: Raw -69910.583968 + Penalty 445.650377 = -69464.933590 nChanged 13 SP:Iteration 19Q (52.513885 sec): 3 clusters Score: Raw -69916.258765 + Penalty 447.112995 = -69469.145770 nChanged 16 SP:Iteration 20F (52.517912 sec): 3 clusters Score: Raw -69921.470082 + Penalty 447.884211 = -69473.585871 nChanged 15 SP:Iteration 21Q (52.521495 sec): 3 clusters Score: Raw -69924.962337 + Penalty 449.155588 = -69475.806748 nChanged 11 SP:Iteration 22Q (52.525047 sec): 3 clusters Score: Raw -69928.524440 + Penalty 448.700075 = -69479.824365 nChanged 13 SP:Iteration 23Q (52.528535 sec): 3 clusters Score: Raw -69933.869314 + Penalty 447.095191 = -69486.774123 nChanged 11 SP:Iteration 24Q (52.531987 sec): 3 clusters Score: Raw -69936.518379 + Penalty 447.116421 = -69489.401958 nChanged 7 SP:Iteration 25Q (52.535459 sec): 3 clusters Score: Raw -69938.631768 + Penalty 445.681826 = -69492.949942 nChanged 11 SP:Iteration 26Q (52.538985 sec): 3 clusters Score: Raw -69941.472651 + Penalty 445.761843 = -69495.710808 nChanged 11 SP:Iteration 27Q (52.542522 sec): 3 clusters Score: Raw -69943.436355 + Penalty 446.442001 = -69496.994354 nChanged 6 SP:Iteration 28Q (52.545898 sec): 3 clusters Score: Raw -69944.593335 + Penalty 447.466393 = -69497.126942 nChanged 11 SP:Iteration 29Q (52.549268 sec): 3 clusters Score: Raw -69947.573722 + Penalty 448.205121 = -69499.368601 nChanged 8 SP:Iteration 30F (52.553016 sec): 3 clusters Score: Raw -69948.914462 + Penalty 446.635782 = -69502.278680 nChanged 3 SP:Iteration 31Q (52.556482 sec): 3 clusters Score: Raw -69949.546918 + Penalty 446.626265 = -69502.920654 nChanged 2 SP:Iteration 32Q (52.559955 sec): 3 clusters Score: Raw -69949.949959 + Penalty 447.131191 = -69502.818768 nChanged 3 SP:Iteration 33F (52.563604 sec): 3 clusters Score: Raw -69950.231644 + Penalty 447.787246 = -69502.444398 nChanged 3 SP:Iteration 34F (52.567323 sec): 3 clusters Score: Raw -69950.568701 + Penalty 448.099333 = -69502.469367 nChanged 4 SP:Iteration 35Q (52.570786 sec): 3 clusters Score: Raw -69950.975312 + Penalty 449.154349 = -69501.820963 nChanged 4 SP:Iteration 36F (52.574565 sec): 3 clusters Score: Raw -69951.279048 + Penalty 449.588508 = -69501.690540 nChanged 2 SP:Iteration 37F (52.578397 sec): 3 clusters Score: Raw -69951.403337 + Penalty 446.932049 = -69504.471287 nChanged 3 SP:Iteration 38Q (52.581656 sec): 3 clusters Score: Raw -69952.048872 + Penalty 447.275434 = -69504.773438 nChanged 1 SP:Iteration 39Q (52.584751 sec): 3 clusters Score: Raw -69952.086892 + Penalty 447.275434 = -69504.811458 nChanged 0 SP:Iteration 40F (52.588215 sec): 3 clusters Score: Raw -69952.086892 + Penalty 447.275434 = -69504.811458 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 8 (1077 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.593701 sec): 2 clusters Score: Raw -42216.184499 + Penalty 325.622360 = -41890.562139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.595773 sec): 3 clusters Score: Raw -41603.338476 + Penalty 634.723240 = -40968.615236 nChanged 435 SP:Iteration 1F (52.597803 sec): 3 clusters Score: Raw -41883.028720 + Penalty 624.048480 = -41258.980240 nChanged 126 SP:Iteration 2F (52.599884 sec): 3 clusters Score: Raw -41972.692919 + Penalty 624.491082 = -41348.201837 nChanged 91 SP:Iteration 3F (52.602015 sec): 3 clusters Score: Raw -42058.920937 + Penalty 640.031573 = -41418.889364 nChanged 77 SP:Iteration 4F (52.604112 sec): 3 clusters Score: Raw -42133.128692 + Penalty 645.295396 = -41487.833295 nChanged 39 SP:Iteration 5Q (52.606164 sec): 3 clusters Score: Raw -42168.745187 + Penalty 655.087860 = -41513.657327 nChanged 24 SP:Iteration 6Q (52.608100 sec): 3 clusters Score: Raw -42194.275928 + Penalty 660.678887 = -41533.597041 nChanged 15 SP:Iteration 7Q (52.609962 sec): 3 clusters Score: Raw -42204.973104 + Penalty 660.299696 = -41544.673408 nChanged 11 SP:Iteration 8Q (52.611761 sec): 3 clusters Score: Raw -42214.825389 + Penalty 661.892528 = -41552.932860 nChanged 10 SP:Iteration 9Q (52.613538 sec): 3 clusters Score: Raw -42224.253036 + Penalty 665.725489 = -41558.527547 nChanged 6 SP:Iteration 10F (52.615559 sec): 3 clusters Score: Raw -42226.731490 + Penalty 665.082101 = -41561.649389 nChanged 3 SP:Iteration 11Q (52.617311 sec): 3 clusters Score: Raw -42227.691798 + Penalty 665.909950 = -41561.781849 nChanged 1 SP:Iteration 12Q (52.619043 sec): 3 clusters Score: Raw -42228.175764 + Penalty 666.276434 = -41561.899331 nChanged 1 SP:Iteration 13Q (52.620793 sec): 3 clusters Score: Raw -42228.243302 + Penalty 666.276434 = -41561.966868 nChanged 0 SP:Iteration 14F (52.622815 sec): 3 clusters Score: Raw -42228.243302 + Penalty 666.276434 = -41561.966868 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 10 (928 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.625852 sec): 2 clusters Score: Raw -39502.268367 + Penalty 550.810992 = -38951.457374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.627695 sec): 3 clusters Score: Raw -38996.756734 + Penalty 1100.737225 = -37896.019509 nChanged 338 SP:Iteration 1F (52.629466 sec): 3 clusters Score: Raw -39184.899127 + Penalty 1099.241869 = -38085.657258 nChanged 115 SP:Iteration 2F (52.631278 sec): 3 clusters Score: Raw -39284.882404 + Penalty 1098.075817 = -38186.806587 nChanged 89 SP:Iteration 3F (52.633084 sec): 3 clusters Score: Raw -39354.863650 + Penalty 1098.005865 = -38256.857785 nChanged 53 SP:Iteration 4F (52.634956 sec): 3 clusters Score: Raw -39395.278872 + Penalty 1096.450515 = -38298.828358 nChanged 33 SP:Iteration 5Q (52.636801 sec): 3 clusters Score: Raw -39422.111953 + Penalty 1098.249768 = -38323.862185 nChanged 23 SP:Iteration 6Q (52.638592 sec): 3 clusters Score: Raw -39434.719249 + Penalty 1102.378748 = -38332.340501 nChanged 17 SP:Iteration 7Q (52.640366 sec): 3 clusters Score: Raw -39443.887043 + Penalty 1108.038109 = -38335.848934 nChanged 15 SP:Iteration 8Q (52.642133 sec): 3 clusters Score: Raw -39454.232128 + Penalty 1117.445712 = -38336.786416 nChanged 17 SP:Iteration 9Q (52.643892 sec): 3 clusters Score: Raw -39468.798555 + Penalty 1126.414203 = -38342.384352 nChanged 21 SP:Iteration 10F (52.645737 sec): 3 clusters Score: Raw -39485.020045 + Penalty 1135.609808 = -38349.410238 nChanged 14 SP:Iteration 11Q (52.647503 sec): 3 clusters Score: Raw -39498.634813 + Penalty 1140.826969 = -38357.807844 nChanged 12 SP:Iteration 12Q (52.649221 sec): 3 clusters Score: Raw -39511.914326 + Penalty 1145.302838 = -38366.611488 nChanged 7 SP:Iteration 13Q (52.650924 sec): 3 clusters Score: Raw -39518.189829 + Penalty 1144.183676 = -38374.006153 nChanged 3 SP:Iteration 14Q (52.652582 sec): 3 clusters Score: Raw -39519.450349 + Penalty 1145.606167 = -38373.844182 nChanged 2 SP:Iteration 15F (52.654367 sec): 3 clusters Score: Raw -39520.299977 + Penalty 1145.774352 = -38374.525625 nChanged 1 SP:Iteration 16Q (52.656019 sec): 3 clusters Score: Raw -39520.760830 + Penalty 1146.281606 = -38374.479224 nChanged 2 SP:Iteration 17F (52.657841 sec): 3 clusters Score: Raw -39522.208139 + Penalty 1147.512320 = -38374.695819 nChanged 3 SP:Iteration 18Q (52.659514 sec): 3 clusters Score: Raw -39523.276886 + Penalty 1145.850057 = -38377.426829 nChanged 1 SP:Iteration 19Q (52.661174 sec): 3 clusters Score: Raw -39524.349130 + Penalty 1145.850057 = -38378.499073 nChanged 0 SP:Iteration 20F (52.662946 sec): 3 clusters Score: Raw -39524.349130 + Penalty 1145.850057 = -38378.499073 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 12 (624 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.666362 sec): 2 clusters Score: Raw -26184.962298 + Penalty 630.133896 = -25554.828402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.667798 sec): 3 clusters Score: Raw -25904.930287 + Penalty 1260.971473 = -24643.958814 nChanged 176 SP:Iteration 1F (52.669263 sec): 3 clusters Score: Raw -26025.073988 + Penalty 1263.075396 = -24761.998592 nChanged 53 SP:Iteration 2F (52.670710 sec): 3 clusters Score: Raw -26063.688920 + Penalty 1263.942785 = -24799.746135 nChanged 22 SP:Iteration 3Q (52.672123 sec): 3 clusters Score: Raw -26082.143123 + Penalty 1265.577864 = -24816.565259 nChanged 19 SP:Iteration 4Q (52.673477 sec): 3 clusters Score: Raw -26098.780048 + Penalty 1267.165108 = -24831.614940 nChanged 19 SP:Iteration 5Q (52.674776 sec): 3 clusters Score: Raw -26114.818486 + Penalty 1267.809929 = -24847.008556 nChanged 16 SP:Iteration 6Q (52.676083 sec): 3 clusters Score: Raw -26126.220187 + Penalty 1268.493203 = -24857.726984 nChanged 14 SP:Iteration 7Q (52.677405 sec): 3 clusters Score: Raw -26134.076021 + Penalty 1268.511288 = -24865.564732 nChanged 9 SP:Iteration 8Q (52.678689 sec): 3 clusters Score: Raw -26140.619967 + Penalty 1268.276350 = -24872.343617 nChanged 10 SP:Iteration 9Q (52.679977 sec): 3 clusters Score: Raw -26148.722248 + Penalty 1268.425504 = -24880.296744 nChanged 10 SP:Iteration 10F (52.681306 sec): 3 clusters Score: Raw -26157.396913 + Penalty 1268.869962 = -24888.526951 nChanged 11 SP:Iteration 11Q (52.682588 sec): 3 clusters Score: Raw -26167.310613 + Penalty 1268.594399 = -24898.716215 nChanged 10 SP:Iteration 12Q (52.683897 sec): 3 clusters Score: Raw -26175.825937 + Penalty 1270.625214 = -24905.200723 nChanged 12 SP:Iteration 13Q (52.685184 sec): 3 clusters Score: Raw -26184.166586 + Penalty 1273.265343 = -24910.901244 nChanged 7 SP:Iteration 14Q (52.686451 sec): 3 clusters Score: Raw -26189.955872 + Penalty 1274.093128 = -24915.862744 nChanged 5 SP:Iteration 15Q (52.687734 sec): 3 clusters Score: Raw -26193.975654 + Penalty 1275.664831 = -24918.310823 nChanged 6 SP:Iteration 16Q (52.689003 sec): 3 clusters Score: Raw -26198.873793 + Penalty 1277.230983 = -24921.642810 nChanged 7 SP:Iteration 17Q (52.690275 sec): 3 clusters Score: Raw -26204.752209 + Penalty 1281.150387 = -24923.601822 nChanged 7 SP:Iteration 18Q (52.691538 sec): 3 clusters Score: Raw -26209.781861 + Penalty 1281.816408 = -24927.965453 nChanged 1 SP:Iteration 19Q (52.692810 sec): 3 clusters Score: Raw -26210.264064 + Penalty 1283.661415 = -24926.602649 nChanged 2 SP:Iteration 20F (52.694114 sec): 3 clusters Score: Raw -26211.111531 + Penalty 1284.368389 = -24926.743142 nChanged 1 SP:Iteration 21Q (52.695463 sec): 3 clusters Score: Raw -26211.835104 + Penalty 1284.207328 = -24927.627777 nChanged 2 SP:Iteration 22Q (52.696725 sec): 3 clusters Score: Raw -26213.184938 + Penalty 1286.809983 = -24926.374955 nChanged 4 SP:Iteration 23F (52.698019 sec): 3 clusters Score: Raw -26218.896646 + Penalty 1288.852083 = -24930.044563 nChanged 2 SP:Iteration 24Q (52.699296 sec): 3 clusters Score: Raw -26219.786393 + Penalty 1289.064173 = -24930.722220 nChanged 1 SP:Iteration 25Q (52.700601 sec): 3 clusters Score: Raw -26221.265620 + Penalty 1290.069385 = -24931.196235 nChanged 1 SP:Iteration 26Q (52.701897 sec): 3 clusters Score: Raw -26222.268019 + Penalty 1291.108788 = -24931.159231 nChanged 1 SP:Iteration 27F (52.703193 sec): 3 clusters Score: Raw -26222.785009 + Penalty 1291.108788 = -24931.676221 nChanged 0 Memory request: 0.02 GB would take us to total of 0.23 GB. Trying to split cluster 16 (3341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.718680 sec): 2 clusters Score: Raw -142718.441390 + Penalty 380.617553 = -142337.823838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.724973 sec): 3 clusters Score: Raw -140569.949584 + Penalty 777.408197 = -139792.541387 nChanged 1492 SP:Iteration 1F (52.731031 sec): 3 clusters Score: Raw -141843.902820 + Penalty 803.102336 = -141040.800484 nChanged 501 SP:Iteration 2F (52.737329 sec): 3 clusters Score: Raw -142333.280301 + Penalty 813.128193 = -141520.152108 nChanged 233 SP:Iteration 3F (52.743413 sec): 3 clusters Score: Raw -142542.854965 + Penalty 817.938252 = -141724.916713 nChanged 104 SP:Iteration 4Q (52.749215 sec): 3 clusters Score: Raw -142586.458982 + Penalty 821.302606 = -141765.156376 nChanged 57 SP:Iteration 5Q (52.754984 sec): 3 clusters Score: Raw -142607.940741 + Penalty 825.290612 = -141782.650129 nChanged 45 SP:Iteration 6Q (52.760635 sec): 3 clusters Score: Raw -142622.257184 + Penalty 830.804784 = -141791.452400 nChanged 46 SP:Iteration 7Q (52.766245 sec): 3 clusters Score: Raw -142635.830911 + Penalty 834.378944 = -141801.451967 nChanged 43 SP:Iteration 8Q (52.772266 sec): 3 clusters Score: Raw -142649.686736 + Penalty 838.409236 = -141811.277500 nChanged 33 SP:Iteration 9Q (52.777875 sec): 3 clusters Score: Raw -142658.975767 + Penalty 842.896687 = -141816.079081 nChanged 34 SP:Iteration 10F (52.784090 sec): 3 clusters Score: Raw -142667.317408 + Penalty 846.497222 = -141820.820186 nChanged 23 SP:Iteration 11Q (52.789598 sec): 3 clusters Score: Raw -142672.086320 + Penalty 848.393191 = -141823.693129 nChanged 20 SP:Iteration 12Q (52.795133 sec): 3 clusters Score: Raw -142675.136998 + Penalty 850.447690 = -141824.689308 nChanged 15 SP:Iteration 13Q (52.801199 sec): 3 clusters Score: Raw -142677.257080 + Penalty 852.877094 = -141824.379986 nChanged 16 SP:Iteration 14F (52.807719 sec): 3 clusters Score: Raw -142680.650448 + Penalty 855.284073 = -141825.366376 nChanged 15 SP:Iteration 15Q (52.813528 sec): 3 clusters Score: Raw -142684.293622 + Penalty 857.442108 = -141826.851515 nChanged 15 SP:Iteration 16Q (52.819964 sec): 3 clusters Score: Raw -142689.212261 + Penalty 859.478277 = -141829.733984 nChanged 13 SP:Iteration 17Q (52.826014 sec): 3 clusters Score: Raw -142692.485525 + Penalty 861.531273 = -141830.954252 nChanged 13 SP:Iteration 18Q (52.833778 sec): 3 clusters Score: Raw -142697.665867 + Penalty 862.180422 = -141835.485445 nChanged 17 SP:Iteration 19Q (52.842203 sec): 3 clusters Score: Raw -142702.732666 + Penalty 861.550602 = -141841.182065 nChanged 12 SP:Iteration 20F (52.848590 sec): 3 clusters Score: Raw -142705.120831 + Penalty 861.560784 = -141843.560047 nChanged 13 SP:Iteration 21Q (52.853972 sec): 3 clusters Score: Raw -142707.020634 + Penalty 863.238534 = -141843.782099 nChanged 12 SP:Iteration 22Q (52.859249 sec): 3 clusters Score: Raw -142709.280225 + Penalty 865.053071 = -141844.227154 nChanged 16 SP:Iteration 23Q (52.864495 sec): 3 clusters Score: Raw -142713.558875 + Penalty 864.917464 = -141848.641411 nChanged 13 SP:Iteration 24Q (52.870036 sec): 3 clusters Score: Raw -142716.849622 + Penalty 869.097814 = -141847.751809 nChanged 17 SP:Iteration 25F (52.876172 sec): 3 clusters Score: Raw -142719.867979 + Penalty 870.434491 = -141849.433488 nChanged 12 SP:Iteration 26Q (52.881462 sec): 3 clusters Score: Raw -142722.262289 + Penalty 870.330748 = -141851.931541 nChanged 12 SP:Iteration 27Q (52.886681 sec): 3 clusters Score: Raw -142725.565721 + Penalty 871.026938 = -141854.538783 nChanged 8 SP:Iteration 28Q (52.892080 sec): 3 clusters Score: Raw -142726.675336 + Penalty 871.689823 = -141854.985513 nChanged 4 SP:Iteration 29Q (52.897402 sec): 3 clusters Score: Raw -142727.666816 + Penalty 871.821334 = -141855.845482 nChanged 2 SP:Iteration 30F (52.903608 sec): 3 clusters Score: Raw -142728.054061 + Penalty 871.786222 = -141856.267839 nChanged 2 SP:Iteration 31Q (52.908933 sec): 3 clusters Score: Raw -142728.220650 + Penalty 871.786222 = -141856.434428 nChanged 0 SP:Iteration 32F (52.914958 sec): 3 clusters Score: Raw -142728.220650 + Penalty 871.786222 = -141856.434428 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 20 (238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.918939 sec): 2 clusters Score: Raw -7764.440397 + Penalty 419.299444 = -7345.140953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.919581 sec): 3 clusters Score: Raw -7712.802440 + Penalty 866.234604 = -6846.567836 nChanged 52 SP:Iteration 1F (52.920218 sec): 3 clusters Score: Raw -7783.517857 + Penalty 888.333940 = -6895.183917 nChanged 17 SP:Iteration 2F (52.920855 sec): 3 clusters Score: Raw -7823.638673 + Penalty 897.766723 = -6925.871950 nChanged 11 SP:Iteration 3Q (52.921460 sec): 3 clusters Score: Raw -7853.660976 + Penalty 905.948982 = -6947.711994 nChanged 7 SP:Iteration 4Q (52.922054 sec): 3 clusters Score: Raw -7865.842245 + Penalty 909.720170 = -6956.122075 nChanged 3 SP:Iteration 5Q (52.922647 sec): 3 clusters Score: Raw -7868.702815 + Penalty 909.720170 = -6958.982644 nChanged 0 SP:Iteration 6F (52.923276 sec): 3 clusters Score: Raw -7868.702815 + Penalty 909.720170 = -6958.982644 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 21 (287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.925420 sec): 2 clusters Score: Raw -9713.567594 + Penalty 838.830801 = -8874.736794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.926146 sec): 3 clusters Score: Raw -9727.148076 + Penalty 1676.830933 = -8050.317143 nChanged 53 SP:Iteration 1F (52.926861 sec): 3 clusters Score: Raw -9831.483569 + Penalty 1676.632364 = -8154.851205 nChanged 14 SP:Iteration 2Q (52.927551 sec): 3 clusters Score: Raw -9865.976836 + Penalty 1676.915642 = -8189.061195 nChanged 10 SP:Iteration 3Q (52.928234 sec): 3 clusters Score: Raw -9903.046006 + Penalty 1677.350159 = -8225.695847 nChanged 7 SP:Iteration 4Q (52.928941 sec): 3 clusters Score: Raw -9945.682390 + Penalty 1677.366683 = -8268.315707 nChanged 3 SP:Iteration 5Q (52.929615 sec): 3 clusters Score: Raw -9957.526952 + Penalty 1677.380070 = -8280.146882 nChanged 3 SP:Iteration 6Q (52.930289 sec): 3 clusters Score: Raw -9965.680400 + Penalty 1677.302800 = -8288.377600 nChanged 1 SP:Iteration 7Q (52.930956 sec): 3 clusters Score: Raw -9967.139029 + Penalty 1677.302800 = -8289.836229 nChanged 0 SP:Iteration 8F (52.931670 sec): 3 clusters Score: Raw -9967.139029 + Penalty 1677.302800 = -8289.836229 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 27 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.932999 sec): 2 clusters Score: Raw -6262.377000 + Penalty 84.052026 = -6178.324975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.933559 sec): 3 clusters Score: Raw -6175.533053 + Penalty 168.484766 = -6007.048287 nChanged 73 SP:Iteration 1F (52.934105 sec): 3 clusters Score: Raw -6238.630205 + Penalty 168.478956 = -6070.151249 nChanged 24 SP:Iteration 2F (52.934661 sec): 3 clusters Score: Raw -6261.272851 + Penalty 169.071067 = -6092.201784 nChanged 11 SP:Iteration 3F (52.935198 sec): 3 clusters Score: Raw -6273.378274 + Penalty 168.826242 = -6104.552031 nChanged 4 SP:Iteration 4Q (52.935720 sec): 3 clusters Score: Raw -6276.208678 + Penalty 168.919195 = -6107.289483 nChanged 5 SP:Iteration 5Q (52.936240 sec): 3 clusters Score: Raw -6282.482645 + Penalty 168.697499 = -6113.785145 nChanged 3 SP:Iteration 6Q (52.936756 sec): 3 clusters Score: Raw -6283.708145 + Penalty 168.310364 = -6115.397781 nChanged 3 SP:Iteration 7Q (52.937273 sec): 3 clusters Score: Raw -6284.668396 + Penalty 168.004726 = -6116.663670 nChanged 3 SP:Iteration 8Q (52.937791 sec): 3 clusters Score: Raw -6285.565976 + Penalty 167.927265 = -6117.638711 nChanged 1 SP:Iteration 9Q (52.938291 sec): 3 clusters Score: Raw -6285.624279 + Penalty 167.927265 = -6117.697014 nChanged 0 SP:Iteration 10F (52.938811 sec): 3 clusters Score: Raw -6285.624279 + Penalty 167.927265 = -6117.697014 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 31 (723 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.943204 sec): 2 clusters Score: Raw -29838.091998 + Penalty 773.450523 = -29064.641475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.944706 sec): 3 clusters Score: Raw -29554.637439 + Penalty 1544.543329 = -28010.094109 nChanged 219 SP:Iteration 1F (52.946182 sec): 3 clusters Score: Raw -29740.974781 + Penalty 1544.006187 = -28196.968594 nChanged 56 SP:Iteration 2F (52.947711 sec): 3 clusters Score: Raw -29803.017467 + Penalty 1541.166692 = -28261.850775 nChanged 32 SP:Iteration 3Q (52.949214 sec): 3 clusters Score: Raw -29832.574046 + Penalty 1538.313996 = -28294.260050 nChanged 18 SP:Iteration 4Q (52.950703 sec): 3 clusters Score: Raw -29851.788595 + Penalty 1536.829362 = -28314.959232 nChanged 13 SP:Iteration 5Q (52.952165 sec): 3 clusters Score: Raw -29863.409862 + Penalty 1536.589190 = -28326.820672 nChanged 9 SP:Iteration 6Q (52.953665 sec): 3 clusters Score: Raw -29870.942311 + Penalty 1536.074711 = -28334.867600 nChanged 11 SP:Iteration 7Q (52.955143 sec): 3 clusters Score: Raw -29875.049885 + Penalty 1535.178535 = -28339.871350 nChanged 5 SP:Iteration 8Q (52.956606 sec): 3 clusters Score: Raw -29877.790614 + Penalty 1534.889992 = -28342.900622 nChanged 5 SP:Iteration 9Q (52.958059 sec): 3 clusters Score: Raw -29882.267949 + Penalty 1534.339540 = -28347.928410 nChanged 6 SP:Iteration 10F (52.959583 sec): 3 clusters Score: Raw -29885.217703 + Penalty 1534.021176 = -28351.196527 nChanged 5 SP:Iteration 11Q (52.961059 sec): 3 clusters Score: Raw -29889.363064 + Penalty 1531.911058 = -28357.452007 nChanged 9 SP:Iteration 12Q (52.962518 sec): 3 clusters Score: Raw -29897.001425 + Penalty 1529.973463 = -28367.027962 nChanged 12 SP:Iteration 13Q (52.963965 sec): 3 clusters Score: Raw -29905.507452 + Penalty 1530.001967 = -28375.505485 nChanged 8 SP:Iteration 14Q (52.965482 sec): 3 clusters Score: Raw -29910.393626 + Penalty 1529.712841 = -28380.680785 nChanged 12 SP:Iteration 15Q (52.966970 sec): 3 clusters Score: Raw -29924.827355 + Penalty 1529.313007 = -28395.514348 nChanged 11 SP:Iteration 16Q (52.968537 sec): 3 clusters Score: Raw -29933.891742 + Penalty 1528.885031 = -28405.006712 nChanged 13 SP:Iteration 17Q (52.970109 sec): 3 clusters Score: Raw -29945.757737 + Penalty 1528.118147 = -28417.639590 nChanged 18 SP:Iteration 18Q (52.971644 sec): 3 clusters Score: Raw -29964.609173 + Penalty 1526.525085 = -28438.084088 nChanged 11 SP:Iteration 19Q (52.973104 sec): 3 clusters Score: Raw -29977.065647 + Penalty 1527.436745 = -28449.628901 nChanged 11 SP:Iteration 20F (52.974612 sec): 3 clusters Score: Raw -29989.351876 + Penalty 1526.670947 = -28462.680928 nChanged 7 SP:Iteration 21Q (52.976062 sec): 3 clusters Score: Raw -29996.234429 + Penalty 1525.373855 = -28470.860574 nChanged 6 SP:Iteration 22Q (52.977522 sec): 3 clusters Score: Raw -30003.021398 + Penalty 1526.004545 = -28477.016852 nChanged 5 SP:Iteration 23Q (52.979088 sec): 3 clusters Score: Raw -30009.057782 + Penalty 1526.518092 = -28482.539691 nChanged 3 SP:Iteration 24Q (52.980616 sec): 3 clusters Score: Raw -30014.401061 + Penalty 1526.847819 = -28487.553242 nChanged 2 SP:Iteration 25Q (52.982161 sec): 3 clusters Score: Raw -30015.658362 + Penalty 1527.482093 = -28488.176269 nChanged 1 SP:Iteration 26Q (52.983652 sec): 3 clusters Score: Raw -30016.585238 + Penalty 1527.852239 = -28488.732999 nChanged 1 SP:Iteration 27Q (52.985092 sec): 3 clusters Score: Raw -30016.813709 + Penalty 1527.852239 = -28488.961470 nChanged 0 SP:Iteration 28F (52.986586 sec): 3 clusters Score: Raw -30016.813709 + Penalty 1527.852239 = -28488.961470 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 32 (332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.990114 sec): 2 clusters Score: Raw -14248.844625 + Penalty 518.051737 = -13730.792888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.990922 sec): 3 clusters Score: Raw -14164.146623 + Penalty 1035.705793 = -13128.440830 nChanged 83 SP:Iteration 1F (52.991715 sec): 3 clusters Score: Raw -14279.393881 + Penalty 1034.119822 = -13245.274059 nChanged 19 SP:Iteration 2F (52.992505 sec): 3 clusters Score: Raw -14297.086309 + Penalty 1032.064911 = -13265.021398 nChanged 11 SP:Iteration 3Q (52.993278 sec): 3 clusters Score: Raw -14315.659629 + Penalty 1032.360327 = -13283.299302 nChanged 8 SP:Iteration 4Q (52.994044 sec): 3 clusters Score: Raw -14333.488504 + Penalty 1031.738008 = -13301.750496 nChanged 8 SP:Iteration 5Q (52.994808 sec): 3 clusters Score: Raw -14339.353250 + Penalty 1033.531833 = -13305.821418 nChanged 7 SP:Iteration 6Q (52.995571 sec): 3 clusters Score: Raw -14347.570361 + Penalty 1032.965572 = -13314.604789 nChanged 5 SP:Iteration 7Q (52.996350 sec): 3 clusters Score: Raw -14355.280221 + Penalty 1033.152329 = -13322.127892 nChanged 2 SP:Iteration 8Q (52.997162 sec): 3 clusters Score: Raw -14356.192132 + Penalty 1033.567143 = -13322.624990 nChanged 1 SP:Iteration 9Q (52.997933 sec): 3 clusters Score: Raw -14356.792114 + Penalty 1033.567143 = -13323.224971 nChanged 0 SP:Iteration 10F (52.998720 sec): 3 clusters Score: Raw -14356.792114 + Penalty 1033.567143 = -13323.224971 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 36 (753 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.002996 sec): 2 clusters Score: Raw -34678.135550 + Penalty 766.139535 = -33911.996015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.004687 sec): 3 clusters Score: Raw -34366.211635 + Penalty 1532.000214 = -32834.211422 nChanged 226 SP:Iteration 1F (53.006279 sec): 3 clusters Score: Raw -34518.970404 + Penalty 1532.002719 = -32986.967685 nChanged 62 SP:Iteration 2F (53.007851 sec): 3 clusters Score: Raw -34569.492764 + Penalty 1531.663575 = -33037.829189 nChanged 25 SP:Iteration 3Q (53.009441 sec): 3 clusters Score: Raw -34589.145025 + Penalty 1531.872336 = -33057.272689 nChanged 19 SP:Iteration 4Q (53.010982 sec): 3 clusters Score: Raw -34602.639974 + Penalty 1531.713888 = -33070.926087 nChanged 12 SP:Iteration 5Q (53.012584 sec): 3 clusters Score: Raw -34608.764827 + Penalty 1531.614253 = -33077.150574 nChanged 5 SP:Iteration 6Q (53.014194 sec): 3 clusters Score: Raw -34611.728623 + Penalty 1531.727813 = -33080.000810 nChanged 8 SP:Iteration 7Q (53.015753 sec): 3 clusters Score: Raw -34616.334277 + Penalty 1531.727962 = -33084.606315 nChanged 7 SP:Iteration 8Q (53.017286 sec): 3 clusters Score: Raw -34621.871177 + Penalty 1532.123763 = -33089.747413 nChanged 10 SP:Iteration 9Q (53.018944 sec): 3 clusters Score: Raw -34627.588799 + Penalty 1532.143199 = -33095.445600 nChanged 9 SP:Iteration 10F (53.020669 sec): 3 clusters Score: Raw -34633.058194 + Penalty 1532.276669 = -33100.781526 nChanged 5 SP:Iteration 11Q (53.022283 sec): 3 clusters Score: Raw -34636.191182 + Penalty 1532.216904 = -33103.974278 nChanged 1 SP:Iteration 12Q (53.023817 sec): 3 clusters Score: Raw -34636.446849 + Penalty 1532.208863 = -33104.237986 nChanged 1 SP:Iteration 13Q (53.025348 sec): 3 clusters Score: Raw -34636.643492 + Penalty 1532.094306 = -33104.549186 nChanged 2 SP:Iteration 14Q (53.026857 sec): 3 clusters Score: Raw -34637.948047 + Penalty 1532.015847 = -33105.932201 nChanged 2 SP:Iteration 15Q (53.028359 sec): 3 clusters Score: Raw -34639.060548 + Penalty 1531.992265 = -33107.068283 nChanged 1 SP:Iteration 16Q (53.029863 sec): 3 clusters Score: Raw -34639.302112 + Penalty 1531.906014 = -33107.396098 nChanged 1 SP:Iteration 17Q (53.031405 sec): 3 clusters Score: Raw -34639.478248 + Penalty 1531.906014 = -33107.572233 nChanged 0 SP:Iteration 18F (53.032946 sec): 3 clusters Score: Raw -34639.478248 + Penalty 1531.906014 = -33107.572233 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 40 (340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.036448 sec): 2 clusters Score: Raw -13774.696374 + Penalty 551.379194 = -13223.317180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.037271 sec): 3 clusters Score: Raw -13656.437824 + Penalty 1104.658841 = -12551.778983 nChanged 93 SP:Iteration 1F (53.038078 sec): 3 clusters Score: Raw -13744.806949 + Penalty 1111.075856 = -12633.731094 nChanged 29 SP:Iteration 2F (53.038905 sec): 3 clusters Score: Raw -13777.724964 + Penalty 1126.887561 = -12650.837403 nChanged 21 SP:Iteration 3F (53.039727 sec): 3 clusters Score: Raw -13809.221297 + Penalty 1149.637160 = -12659.584136 nChanged 23 SP:Iteration 4F (53.040580 sec): 3 clusters Score: Raw -13842.045368 + Penalty 1163.196982 = -12678.848386 nChanged 9 SP:Iteration 5Q (53.041423 sec): 3 clusters Score: Raw -13849.895712 + Penalty 1169.304321 = -12680.591391 nChanged 5 SP:Iteration 6Q (53.042248 sec): 3 clusters Score: Raw -13856.833575 + Penalty 1168.822049 = -12688.011526 nChanged 1 SP:Iteration 7Q (53.043147 sec): 3 clusters Score: Raw -13859.872718 + Penalty 1173.273888 = -12686.598829 nChanged 3 SP:Iteration 8F (53.044023 sec): 3 clusters Score: Raw -13862.858400 + Penalty 1174.215030 = -12688.643370 nChanged 1 SP:Iteration 9Q (53.044844 sec): 3 clusters Score: Raw -13864.126761 + Penalty 1174.938969 = -12689.187792 nChanged 1 SP:Iteration 10F (53.045683 sec): 3 clusters Score: Raw -13864.693210 + Penalty 1176.087660 = -12688.605550 nChanged 1 SP:Iteration 11F (53.046526 sec): 3 clusters Score: Raw -13865.726538 + Penalty 1176.087660 = -12689.638878 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 56 (476 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.048742 sec): 2 clusters Score: Raw -14112.824603 + Penalty 370.035054 = -13742.789549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.049895 sec): 3 clusters Score: Raw -13965.170819 + Penalty 738.045353 = -13227.125466 nChanged 151 SP:Iteration 1F (53.050987 sec): 3 clusters Score: Raw -14139.597077 + Penalty 739.673628 = -13399.923449 nChanged 29 SP:Iteration 2F (53.052074 sec): 3 clusters Score: Raw -14180.862168 + Penalty 743.460245 = -13437.401922 nChanged 17 SP:Iteration 3Q (53.053082 sec): 3 clusters Score: Raw -14201.303630 + Penalty 746.587666 = -13454.715964 nChanged 15 SP:Iteration 4Q (53.054100 sec): 3 clusters Score: Raw -14214.888366 + Penalty 745.366932 = -13469.521434 nChanged 10 SP:Iteration 5Q (53.055099 sec): 3 clusters Score: Raw -14231.839755 + Penalty 746.251627 = -13485.588128 nChanged 9 SP:Iteration 6Q (53.056104 sec): 3 clusters Score: Raw -14247.454321 + Penalty 746.058796 = -13501.395525 nChanged 8 SP:Iteration 7Q (53.057093 sec): 3 clusters Score: Raw -14256.305315 + Penalty 746.864884 = -13509.440430 nChanged 6 SP:Iteration 8Q (53.058080 sec): 3 clusters Score: Raw -14262.082838 + Penalty 747.990718 = -13514.092120 nChanged 7 SP:Iteration 9Q (53.059064 sec): 3 clusters Score: Raw -14268.922356 + Penalty 749.148913 = -13519.773444 nChanged 3 SP:Iteration 10F (53.060108 sec): 3 clusters Score: Raw -14270.782100 + Penalty 750.302883 = -13520.479217 nChanged 3 SP:Iteration 11Q (53.061089 sec): 3 clusters Score: Raw -14272.141444 + Penalty 751.733961 = -13520.407483 nChanged 2 SP:Iteration 12F (53.062129 sec): 3 clusters Score: Raw -14273.380129 + Penalty 753.421830 = -13519.958299 nChanged 2 SP:Iteration 13F (53.063169 sec): 3 clusters Score: Raw -14274.752507 + Penalty 754.227354 = -13520.525153 nChanged 1 SP:Iteration 14Q (53.064150 sec): 3 clusters Score: Raw -14275.404071 + Penalty 754.750803 = -13520.653268 nChanged 1 SP:Iteration 15Q (53.065129 sec): 3 clusters Score: Raw -14275.696328 + Penalty 754.750803 = -13520.945524 nChanged 0 SP:Iteration 16F (53.066168 sec): 3 clusters Score: Raw -14275.696328 + Penalty 754.750803 = -13520.945524 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 81 (256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.067399 sec): 2 clusters Score: Raw -8779.176505 + Penalty 545.491183 = -8233.685323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.068094 sec): 3 clusters Score: Raw -8708.659400 + Penalty 1091.256971 = -7617.402429 nChanged 55 SP:Iteration 1F (53.068796 sec): 3 clusters Score: Raw -8766.912586 + Penalty 1092.845585 = -7674.067000 nChanged 19 SP:Iteration 2F (53.069481 sec): 3 clusters Score: Raw -8789.370378 + Penalty 1092.581173 = -7696.789205 nChanged 5 SP:Iteration 3Q (53.070157 sec): 3 clusters Score: Raw -8797.452549 + Penalty 1092.352270 = -7705.100278 nChanged 3 SP:Iteration 4Q (53.070828 sec): 3 clusters Score: Raw -8800.880602 + Penalty 1092.352270 = -7708.528331 nChanged 0 SP:Iteration 5F (53.071508 sec): 3 clusters Score: Raw -8800.880602 + Penalty 1092.352270 = -7708.528331 nChanged 0 Time taken for this iteration:52.445613 seconds. 300->18 Clusters: Score -812547.742432, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 222 (time per iteration =239.184559 ms) Total iterations: 2117 (time per iteration =25.082179 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 4628356250.000000 (time per metric unit =11.472533ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 115708906250.000000 (time per metric unit=458.901339ps) That took 53.098972 seconds. petersmbookpro2:PeterP-2013-10-10 peterpetersen$ klustaviewa